القائمة
Use when planning safe data cleaning, deduplication, missing-value handling, anomaly handling, and reproducible cleaned outputs.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Use only when the user explicitly invokes this skill to map unresolved product, domain, repository, or delivery unknowns before choosing a path.
Use only when the user explicitly invokes this skill to create or resume a persistent file-based goal tracker across sessions.
Use only when the user explicitly invokes this skill to stress-test an existing plan or design through one load-bearing question at a time.
Use only when the user explicitly invokes this skill to evaluate a skill with representative cases, isolated runs, independent judging, and evidence-driven edits.
Use for a concrete defect or regression that needs reproduction, root-cause diagnosis, a fix, and regression validation. Do not trigger for routine localized edits or primarily performance-focused work.
Use when the requested feature genuinely spans at least two delivery layers such as frontend, backend, API, data, scripts, or tests. Do not expand a single-layer change into a full-stack workflow.
| name | data-cleaning |
| description | Use when planning safe data cleaning, deduplication, missing-value handling, anomaly handling, and reproducible cleaned outputs. |
| metadata | {"version":"0.1","updated":"2026-05-11"} |
Use this workflow for data cleaning plans or scripts.
outputs/ or a task-specific directory, not raw/.Return: