| --- |
| pretty_name: "knowable: US financial disclosures with a publication clock" |
| language: |
| - en |
| license: other |
| license_name: knowable-data-terms |
| license_link: LICENSE |
| annotations_creators: |
| - found |
| - machine-generated |
| source_datasets: |
| - original |
| size_categories: |
| - 10M<n<100M |
| tags: |
| - finance |
| - tabular |
| - timeseries |
| - sec |
| - edgar |
| - form-4 |
| - 13f |
| - congress |
| - insider-trading |
| - point-in-time |
| - public-domain |
| - us-government |
| - open-government-data |
| configs: |
| - config_name: congress_trades |
| default: true |
| data_files: |
| - split: train |
| path: releases/2026-08-01/congress_trades/*.parquet |
| - config_name: house_filings |
| data_files: |
| - split: train |
| path: releases/2026-08-01/house_filings/*.parquet |
| - config_name: senate_filings |
| data_files: |
| - split: train |
| path: releases/2026-08-01/senate_filings/*.parquet |
| - config_name: fund_holdings |
| data_files: |
| - split: train |
| path: releases/2026-08-01/fund_holdings/*.parquet |
| - config_name: insider_transactions |
| data_files: |
| - split: train |
| path: releases/2026-08-01/insider_transactions/*.parquet |
| - config_name: coverage |
| data_files: |
| - split: train |
| path: releases/2026-08-01/coverage/*.parquet |
| --- |
| |
| # knowable |
|
|
| US government financial disclosures as a point-in-time dataset: congressional |
| trades, SEC Form 4 insider transactions, and 13F fund holdings. Every row carries |
| **the instant it actually became public** and a **measured coverage denominator**. |
|
|
| **35,213,599 rows. 602 Parquet partitions. 958 MB zstd. Release `2026-08-01`.** |
|
|
| Immutable: corrections ship as a new release naming this one in `supersedes`, |
| never as a rewrite of these bytes. |
|
|
| ## Access |
|
|
| ```python |
| from datasets import load_dataset |
| |
| trades = load_dataset("jwlutz/knowable", "congress_trades", split="train") |
| ``` |
|
|
| Query without downloading everything, which is what you want at 34M rows: |
|
|
| ```python |
| import duckdb |
| |
| duckdb.sql(""" |
| SELECT filer_name, ticker, side, amount_range_low, published_at |
| FROM 'hf://datasets/jwlutz/knowable/releases/2026-08-01/congress_trades/*.parquet' |
| WHERE ticker = 'NVDA' AND published_at <= '2026-01-01' |
| ORDER BY published_at DESC |
| """) |
| ``` |
|
|
| Configs: `congress_trades`, `house_filings`, `senate_filings`, `fund_holdings`, |
| `insider_transactions`, `coverage`. |
|
|
| ### Point-in-time queries |
|
|
| This is the reason to use this dataset rather than a scraped one. `published_at` |
| is when the filing became readable: not when the trade happened, not when we |
| fetched it. Filtering on it reconstructs what was knowable at a past instant. |
|
|
| ```sql |
| -- exactly what a reader could have known on 2024-06-30, nothing later |
| SELECT * FROM congress_trades WHERE published_at <= TIMESTAMP '2024-06-30 23:59:59' |
| ``` |
|
|
| Do not use `transaction_date` for this. The median trade is disclosed 28 days |
| after it happens and 18.7% take longer than the statutory 45 days, so |
| `transaction_date <= T` silently includes filings nobody could read at `T`. |
|
|
| ### Candella SDK |
|
|
| ```python |
| from candella import knowable |
| |
| trades = knowable.congress_trades(since="2026-01-01", ticker="NVDA") |
| ``` |
|
|
| The SDK wraps the HTTP contract below, so an SDK query and a direct API query |
| return identical rows. |
|
|
| **Status: the read API is not hosted yet.** The FastAPI app and a client both |
| exist and are tested against real release bytes, but no public endpoint serves |
| them today. Use the Parquet paths above until that lands. The contract, so you |
| can write against it now: |
|
|
| ``` |
| GET /v1/{resource}?cursor=&limit=&as_of= |
| -> {"data": [...], "next_cursor": str|null, "as_of": timestamp} |
| |
| resources: congress/trades, house/filings, senate/filings, |
| insider/transactions, fund/holdings, coverage |
| ``` |
|
|
| `as_of` applies the point-in-time bound server-side. Paging is keyed on |
| `(published_at, id)`, so a cursor stays valid across releases. |
|
|
| ## What it covers |
|
|
| | table | rows | one row is | |
| |---|---|---| |
| | `fund_holdings` | 34,030,485 | one 13F position line | |
| | `insider_transactions` | 1,067,193 | one Form 4 transaction line, all codes | |
| | `congress_trades` | 72,140 | one disclosed trade (House 55,796, Senate 16,344) | |
| | `house_filings` | 41,380 | one House filing with its publication clock | |
| | `senate_filings` | 2,394 | one Senate eFD document with its clock | |
| | `coverage` | 7 | one source-period with its measured denominator | |
|
|
| Congressional transactions span 2012 to present; House publication clocks reach |
| back to 2008-03-26. The SEC lanes cover 2024-01 through 2026-07, and every |
| statistic you compute from them inherits that boundary. |
|
|
| ### Coverage, against each source's own denominator |
|
|
| This table ships **inside the release** as `coverage`, so incompleteness is |
| queryable rather than a claim in a README. |
|
|
| | source | captured | expected | coverage | known gap | |
| |---|---|---|---|---| |
| | `sec_form4` | 462,659 | 464,209 | 99.7% | 1,550 | |
| | `sec_13f_hr` | 86,123 | 86,124 | 100.0% | 1 | |
| | `house_clerk` | 41,380 | 41,454 | 99.8% | 74 | |
| | `senate_efd` (documents) | 2,394 | 2,394 | 100.0% | 217 | |
| | `senate_efd_ptr` (transcribed) | 1,791 | 2,394 | 74.8% | 603 | |
| | `house_clerk_ptr` (our parse) | 5,407 | 8,306 | 65.1% | 2,899 | |
| | `house_clerk_ptr_congresskit` (fill) | 372 | 2,899 | 12.8% | 2,527 | |
|
|
| **Read the two House PTR rows together: 5,779 of 8,306 documents, 69.6%.** That |
| is the weakest number here and it is not averaged away. The missing 2,527 are |
| 2,437 paper filings that exist only as scanned images plus 90 e-filed documents |
| no public archive holds. Denominators come from the publisher's own index, never |
| from our own output. |
|
|
| Two scope caveats that change how a number reads: |
|
|
| - `senate_efd` expected counts **elected filers only**. The all-filer Senate PTR |
| total is 11,830, so 1,791 transcribed is 74.8% of elected-filer PTRs but 15.1% |
| of all Senate PTRs. |
| - The 217 gap on `senate_efd` is a **floor**. Third-party mirrors hold 217 |
| elected-filer documents that eFD's six-year retention dropped from its index, |
| so the historical denominator is strictly larger than 2,394 and its true size |
| is unmeasured. |
|
|
| ## Speed and reliability |
|
|
| ### Publication clock precision |
|
|
| | precision | share of `congress_trades` | meaning | |
| |---|---|---| |
| | `exact` | 88.4% (63,803) | a real second, from the publisher | |
| | `date_only` | 11.6% (8,337) | the source gave a date and no time | |
|
|
| `house_filings` is **100% `exact`**, back to 2008. The vocabulary is exactly |
| three values, `exact` / `first_seen` / `date_only`, and a row is never promoted |
| to a precision its source does not support. Midnight is not a time we observed, |
| so a `date_only` row says so rather than presenting `00:00:00` as an instant. |
|
|
| House clocks come from the clerk's own HTTP `Last-Modified` header. Senate |
| `exact` clocks come from bisecting eFD's `submitted_end_date` bound, which |
| accepts one-second granularity and so reads back the publisher's stored second. |
| **eFD states no timezone**: `America/New_York` is inferred from the filing-hour |
| distribution and corroborated against an independent 2020 scrape on 969 of 969 |
| documents. That inference travels in `extraction_notes` on every row it affects. |
|
|
| ### Disclosure latency |
|
|
| Transaction date to publication instant, over 72,135 congressional trades: |
|
|
| | p50 | p75 | p90 | p99 | within statutory 45 days | |
| |---|---|---|---|---| |
| | **28 days** | 40 days | 204 days | 819 days | **81.3%** | |
|
|
| Newest filing in this release published `2026-07-29`. |
|
|
| ### Integrity |
|
|
| - Every partition carries a **sha256 in the manifest**, verified at publish time |
| by reading hashes back from the Hub rather than trusting the upload succeeded. |
| - Releases are **immutable**; partitions are never rewritten. |
| - The build **refuses rather than warns**. A dangling foreign key, an |
| unregistered parser version, a duplicate primary key, or a provider absent from |
| the redistribution allowlist each abort the build before anything is written. |
| - 17 data expectations run over the real corpus on every build. |
|
|
| ### Source errors are carried, not silently repaired |
|
|
| 63 of 72,140 rows (0.118%) carry a `transaction_date` **after** their own |
| publication instant, which is physically impossible. They are filer typos: years |
| written as 3031, 2202, 2220. They ship as filed. Normalization reads the source's |
| vocabulary; it does not repair the source. Filter `transaction_date <= |
| published_at` if you need them gone. |
|
|
| Exclusions are handled the same way. 24,196 rows extracted by OCR from scanned |
| paper filings are **deliberately absent** from this release because their field |
| accuracy has not been human-adjudicated. |
|
|
| ## Licence and citation |
|
|
| Code is Apache-2.0. **The data carries no licence, because it is not ours to |
| license.** These are US government records and facts are not copyrightable |
| (*Feist v. Rural Telephone*). We assert no copyright and grant none. See |
| `LICENSE` for the full statement and `ATTRIBUTION.md` for upstream credits. |
|
|
| **A statutory restriction binds you regardless of anything we say.** |
| 5 U.S.C. 13107(c)(1) prohibits obtaining or using these reports for any unlawful |
| purpose, for commercial credit rating, for solicitation, or to determine or |
| establish credit rating. That is federal law, channel-independent, and not ours |
| to waive. |
|
|
| ```bibtex |
| @misc{knowable2026, |
| title = {knowable: US government financial disclosures with a publication clock}, |
| author = {Lutz, Jack}, |
| year = {2026}, |
| note = {Release 2026-08-01}, |
| url = {https://huggingface.co/datasets/jwlutz/knowable} |
| } |
| ``` |
|
|