knowable / README.md
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---
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/2026-08-02/congress_trades/*.parquet
- config_name: house_filings
data_files:
- split: train
path: releases/2026-08-02/house_filings/*.parquet
- config_name: senate_filings
data_files:
- split: train
path: releases/2026-08-02/senate_filings/*.parquet
- config_name: fund_holdings
data_files:
- split: train
path: releases/2026-08-02/fund_holdings/*.parquet
- config_name: insider_transactions
data_files:
- split: train
path: releases/2026-08-02/insider_transactions/*.parquet
- config_name: coverage
data_files:
- split: train
path: releases/2026-08-02/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**.
**36,941,679 rows. 650 Parquet partitions. 1.041 GB zstd. Release `2026-08-02`.**
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/2026-08-02/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.
**The read API is live at
<https://knowable-api-production.up.railway.app>.** It serves the verified
release through one sealed read-only DuckDB connection. The unversioned
Congress route also carries a small MIT-licensed Kadoa current tail; dated
release routes remain immutable. Contract:
```
GET /v1/{resource}?cursor=&limit=&as_of=
-> {"data": [...], "next_cursor": str|null,
"resume_cursor": str|null, "as_of": timestamp}
resources: congress/trades, house/filings, senate/filings,
sec/form4, sec/holdings, coverage
```
`as_of` applies the point-in-time bound server-side. Persist `resume_cursor`
after every non-empty page so a caught-up client does not re-download the same
short tail. The token is opaque and versioned.
## What it covers
| table | rows | one row is |
|---|---|---|
| `fund_holdings` | 34,030,485 | one 13F position line |
| `insider_transactions` | 2,795,273 | 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
79 of 72,140 rows (0.110%) 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 2026-08-02},
url = {https://huggingface.co/datasets/jwlutz/knowable}
}
```