datashader-019-pipeline

Community

Create dense CMD plots with datashader 0.19.0

Authorarm2arm
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Pipeline for generating high-density 2D CMD plots from massive datasets using datashader 0.19.0, Dask for lazy loading, and matplotlib for final rendering.

Core Features & Use Cases

  • Efficient large-scale rendering: creates density plots (CMD, hexbin-like rendering) from hundreds of thousands to tens of millions of points without loading everything into memory.
  • Column-selective data loading: leverages Dask to read only needed columns from parquet or similar storage, enabling scalable workflows.
  • Use Case: visualize stellar CMDs across large surveys, enabling quick exploration of color-magnitude distributions and density gradients.

Quick Start

Run the datashader-019-pipeline to render a CMD density plot from your dataset.

Dependency Matrix

Required Modules

None required

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: datashader-019-pipeline
Download link: https://github.com/arm2arm/AstroAgentAssistant/archive/main.zip#datashader-019-pipeline

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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