{"slug":"aperivue-clean-data","source_name":"aperivue/clean-data","name":"Aperivue/Clean Data","description":"Interactive data profiling and cleaning assistant for medical research. Three-stage workflow (profile, flag, code-generate) with user approval gates at each step. Handles missing values, outliers, duplicates, and type mismatches in CSV/Excel clinical data. Does NOT auto-clean — all decisions require researcher confirmation.","version":2,"lift":{"pass_rate_delta_pts":68.18,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":103.8,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T22:18:54.564233+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":68.18,"with_pass_pct":95.5,"without_pass_pct":27.3,"tokens_delta_pct":103.8,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-24T22:18:54.564233+00:00","run_id":"eb438423-515d-41a0-83f5-e9383128480c","version_number":2,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"1a347b1297bff0d2fd359d401d2ef8defda9acb08a8b1f9d3eafd55e9c3f1027","raw_url":"https://app.decimal.ai/s/aperivue-clean-data/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aperivue-clean-data"}