Does this skill handle weighted data fills?

Yes, it provides specific guidance for using 'Weight' storage to handle weighted fills and variance calculations correctly.

Can I use this skill for categorical data?

Absolutely. It includes patterns for 'StrCat' axes, allowing you to create histograms based on string categories with optional growth.

How do I ensure my plots look like professional HEP papers?

The skill includes conventions for 'mplhep' styling, such as using the ATLAS or CMS styles, to ensure publication-quality outputs.

What is UHI indexing and does this skill support it?

UHI (Unified Histogram Indexing) is a powerful syntax for slicing and rebinning. This skill helps Claude apply UHI for precise data selection and projection.

What Python libraries does the Hist skill support?

This skill primarily supports the scikit-hep 'hist' library, integrated with 'mplhep' for plotting and 'matplotlib' for general visualization.

Scikit-HEP Hist Specialist

Name: Scikit-HEP Hist Specialist
Author: gordonwatts

bygordonwatts

0•

数据科学与机器学习

Streamlines the creation, manipulation, and visualization of multidimensional histograms using the scikit-hep Python ecosystem.

This skill empowers Claude to master the scikit-hep hist library, facilitating the creation of complex 1D, 2D, and multi-axis histograms with specialized storage types like Int64 and Weight. It provides best practices for UHI (Unified Histogram Indexing) to enable sophisticated slicing, rebinning, and projection operations. Furthermore, it integrates mplhep styling to ensure all generated plots meet the rigorous standards of high-energy physics publications, making it an essential tool for scientific data analysis and professional visualization.

主要功能

01Advanced data slicing and rebinning using UHI indexing syntax

02Automated histogram projection and multi-axis manipulation

03Create complex 1D/2D histograms with Reg, Var, and StrCat axes

04Publication-quality plotting with mplhep and ATLAS/CMS styles

050 GitHub stars

06Efficient data filling for both weighted and unweighted datasets

使用场景

01Generating publication-ready plots for academic papers

02Creating complex statistical distributions for scientific research

03High-energy physics data analysis and visualization

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add gordonwatts/skill-test hist

For use in Claude.ai and ChatGPT

Download Skill