Does it provide visual feedback?

Yes, the skill generates visualizations like scatter plots with cluster labels to help users intuitively understand the resulting data groupings.

Which clustering algorithms are supported by this skill?

The skill supports popular algorithms including K-means for spherical clusters, DBSCAN for density-based grouping and noise detection, and hierarchical clustering for tree-based structures.

How does it measure the quality of the clusters?

It calculates key performance metrics such as the Silhouette Score and Davies-Bouldin Index to provide a quantitative measure of how well the data has been grouped.

Can this skill handle raw, unscaled data?

Yes, the skill includes best practices for data preprocessing, such as scaling and normalization, to ensure that clustering results are accurate and not biased by different feature ranges.

Clustering Algorithm Runner

Name: Clustering Algorithm Runner
Author: BbgnsurfTech

byBbgnsurfTech

•

数据科学与机器学习

Executes machine learning clustering algorithms to identify patterns, groups, and anomalies within complex datasets.

The Clustering Algorithm Runner skill empowers Claude to perform sophisticated data analysis by implementing clustering techniques such as K-means, DBSCAN, and hierarchical clustering. It automates the end-to-end workflow—including data preprocessing, feature scaling, algorithm execution, and performance evaluation—to help users discover natural structures in their data. Whether you are performing customer segmentation or anomaly detection, this skill provides actionable insights through statistical metrics and visual representations.

主要功能

01Support for K-means, DBSCAN, and hierarchical clustering algorithms

02Automated data preprocessing including scaling and normalization

03Performance evaluation using Silhouette and Davies-Bouldin metrics

04Visual generation of scatter plots and cluster assignments

05Robust error handling and dataset validation

061 GitHub stars

使用场景

01Identifying distinct customer segments for targeted marketing campaigns

02Detecting outliers and anomalies in network traffic or financial logs

03Exploratory data analysis to discover hidden structures in unlabeled datasets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bbgnsurftech/claude-skills-collection skill-adapter

For use in Claude.ai and ChatGPT

Download Skill