QC4_AssociationRuleCheck
OfficialAutomated data validation with custom rules
Authorcas-bigdatalab
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automates the complex process of data validation by allowing users to define custom conditions. It checks if data records meet specific business logic rules, identifying anomalies automatically.
Core Features & Use Cases
- Custom Rule Definition: Validates data based on user-defined expressions using pandas eval syntax.
- Anomaly Detection: Identifies records that do not meet the specified conditions.
- Use Case: A financial institution needs to ensure customer age data is within realistic bounds. This Skill can apply a rule like "age > 120 or age < 0" to flag incorrect entries.
Quick Start
Run the skill using the command `python scripts/QC4_AssociationRuleCheck.py with the required parameters for input path, output paths, and the rule expression.
Dependency Matrix
Required Modules
pandas
Components
scripts
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: QC4_AssociationRuleCheck Download link: https://github.com/cas-bigdatalab/piflow/archive/main.zip#qc4-associationrulecheck Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.