stage1-clustering
OfficialCoordinate automated chat clustering and tagging.
Authorchannel-io
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Automates clustering and tagging of customer support chat data, transforming unstructured conversations into structured insights to accelerate pattern discovery for Stage 2, with automatic language detection from user input (Korean or Japanese).
Core Features & Use Cases
- Automated clustering and language-aware tagging of UserChat data
- Generates per-cluster tags and a Stage 2-ready analysis report
- Orchestrates the Python pipeline with monitoring, output validation, and language auto-detection from the first message
Quick Start
Run the Stage 1 clustering pipeline on your input Excel file to produce clustered data, tags, and an analysis report for Stage 2.
Dependency Matrix
Required Modules
pandasnumpyscikit-learnopenpyxltqdmpython-dotenv
Components
Standard package💻 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: stage1-clustering Download link: https://github.com/channel-io/sop-agent/archive/main.zip#stage1-clustering Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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