A new dataset.
A clear path forward.
Bring your question. Follow the signal. Build something you can inspect, reproduce, and take further.
Private research workspaceData checks, transformations and replay run without an AI provider. No paid AI key required for this workflow.
Resume a study
Drafts keep your question, chosen sources and applied recipe. Preview again to check the latest data. Unsaved uploads and search selections are not retained.
Know what you are creating.
Your data, fully inspectable.
Select a source and preview your recipe to see quality profiles, distributions, and source lineage.
No example observations are added to your research.
What changed. What it means.
Compare baseline and candidate outcomes
Choose two measurements of the same outcome, paired on each row. Use loss or error columns to compare predictions. The comparison describes these observations; it does not certify real-world improvement.
Weights, uncertainty & physical measurements
No uncertainty interval or validated believability score is inferred from this dataset. Known ancestry is retained; hidden dependencies and calibration require review.
Replay has not been checked in this session.
Quality & coverage
Descriptive, unweighted statistics. IQR outliers are prompts for review, not automatic exclusions.
Field dictionary · types, units and outcome roles
| Field | Type | Unit | Role | Description |
|---|
Transformation audit
Evaluation partitions
Data & lineage
Choose a row to inspect its original references and dependency roots.
Freeze. Compare. Reproduce.
A frozen version retains its sources, recipe, dataset card and checks. Its content fingerprint changes when any of them change.
Compare two frozen versions
Reproduce outside NOUS
Download “Dataset + recipe” and “Offline replay tool” from a frozen version. With Node.js installed, run:
node replay.mjs omnia-dataset-<version>.json
For a result package, use its filename instead:
node replay.mjs omnia-result-<version>.json
Replay verifies the retained snapshots and deterministic transformation. It does not certify source truth or publication rights. JSON preserves the full typed data; CSV escapes spreadsheet formula-like text.
Claim IntelligenceTrace the statement. Inspect the sources. Follow the outcome.
See what connects.
One continuous path from a public statement to reusable knowledge.
Give your data a track record.
Track a claim to see real sources and outcomes connected here. No example findings are mixed into your data.
Owner-reviewed outcomes · Connections show recorded lineage, not causation. Motion is decorative; it does not represent measured EFVT or live transfers.