Responsible Dataset Builder

Inspect fictional records, protect privacy, remove harmful or irrelevant data, verify sources, resolve duplicates, and certify a trustworthy machine learning dataset responsibly with confidence.

Mission control

Choose a challenge, configure review rules, and clean the dataset before certification.

Score0
Reviewed0 / 0
Accuracy100%
Budget100
Time08:00

Dataset policy builder

Rules influence scoring, warnings, and certification.

Strict20
Low accepted25
Required65
Months36
Percent82
Percent15

Search and inspection filters

Locate records by text, risk, source, decision, or confidence.

Canvas dataset board

Select or drag record cards. Connections reveal likely duplicates.

Drag cards • Click to inspect • Duplicate lines appear after scanning
Unreviewed Kept Removed Review queue Edited or redacted

Record inspector

Review context before choosing an action.

0 of 0
Select a card to inspect its content and provenance.

Inspection table

Sortable overview of provenance, risk, confidence, and player decisions.

IDPreviewSourceRisksQualityDecisionConfidence

Review queue

Resolve uncertain records and compare reviewer agreement.

Reviewer decision

Select a queued record.
0

Readiness score

Live estimate after player decisions.

Challenge event: No active event. Start a mission to reveal one.

Dataset card and audit summary

Document purpose, sources, cleaning, limitations, protections, and intended use.

Achievements

Saved progress


Best results

Certification centre

Complete reviews, documentation, and policy checks before approval.

Certification is locked until the mission begins.

Accessibility and controls

Adjust the interface without changing game rules.

Keyboard: and navigate, K keeps, R removes, U undoes.

Responsible Dataset Builder

Related Calculators

Explain the PredictionBias Detector GameFairness Metric MatchEthical ML Decision GameBlack Box InvestigationHuman Review Challenge

Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.