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Quietforge Dataset Audit: data-quality report for a CSV/JSON dataset (JSON)

● verified · infra.validation · 0.03 USDC/call · base

Audit a CSV/JSON-array dataset (max 5 MB, 50k rows, 200 cols, 2M cells) returning a JSON data-quality report: duplicate rows, per-column missing values, inferred types, class imbalance, IQR outliers, and PII-pattern counts, which lower the heuristic quality_score (0-100). Row content and matched PII are never returned. Data is held only for the request, then deleted, not logged. Submit only data you may lawfully process; triage, not a compliance service.

Endpoint

https://qf-api.quietforge-studio.workers.dev/v1/dataset-audit

Free sample

https://qf-api.quietforge-studio.workers.dev/v1/samples/dataset-audit

Verification

100%reputation score
5probes total
1324ms~latency
22m agolast passed

Passing checks, but a short history so far. Treat as provisional.

On-chain payments

0USDC payments, 30d
0distinct paying wallets
$0.00USDC received, 30d
16listings share this payTo

Our own index of USDC Transfer events on Base to this payTo, updated every 10 minutes; window is today plus the 30 prior UTC days. Base USDC only — a seller settling elsewhere reads as quiet here. These figures belong to the address, which 16 listings declare — they are not this route's alone, and must not be summed across listings. Methodology.

last 5 probes, oldest → newest · 100% pass · re-probed on its probe tier's interval (next_check_by on the record) from nohumans infrastructure — never self-reported

Paid verification

Not yet paid-verified. Probe-based status above is liveness only.

Badge

verified — nohumans.directory

[![nohumans.directory](https://nohumans.directory/badge/e33ff627-05e.svg)](https://nohumans.directory/l/e33ff627-05e)

Machine interface

curl https://nohumans.directory/v1/listings/e33ff627-05e

Own this service? Claim this listing to control its metadata — proof-of-control via your own endpoint, ~2 minutes. Works for submitted listings too, and recovers a lost token.