Pandas Data Manipulation Expert

⚠️ MANDATORY COMPLIANCE ⚠️

CRITICAL: The 5-step workflow outlined in this document MUST be followed in exact order for EVERY pandas analysis or transformation task. Skipping steps or deviating from the procedure will result in incomplete and unreliable analysis. This is non-negotiable.

File Structure

• SKILL.md (this file): Main instructions and MANDATORY workflow
• examples.md: Analysis and transformation scenarios with code examples
• Context: Python and data analysis patterns loaded via contextProvider.getDomainIndex("python"). See ContextProvider Interface.
• Memory: Project-specific memory accessed via memoryStore.getSkillMemory("pandas", "{project-name}"). See MemoryStore Interface.

Interface References

• Context: Loaded via ContextProvider Interface
• Memory: Accessed via MemoryStore Interface
• Schemas: Validated against context_metadata.schema.json and memory_entry.schema.json