tfidf-search
CommunityFinds relevant documents with TF-IDF.
Authorasvskartheek
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill provides a practical, reproducible way to locate relevant text in large datasets by using TF-IDF vectorization and cosine similarity.
Core Features & Use Cases
- TF-IDF indexing: Build a vectorized representation of documents for efficient retrieval.
- Cosine similarity ranking: Score and rank documents by relevance to a query.
- Command-line workflow: Simple script to load CSV data and search by text column.
Quick Start
Example: python .claude/skills/tfidf-search/scripts/tfidf_search.py songdata.csv text "Take it easy with me, please" --top_k 10
Dependency Matrix
Required Modules
pandasscikit-learn
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: tfidf-search Download link: https://github.com/asvskartheek/awesome-claude-skills/archive/main.zip#tfidf-search Please download this .zip file, extract it, and install it in the .claude/skills/ directory.