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objects_interface

The seaborn.objects interface provides a modern, declarative API for building visualizations through composition. This guide covers the complete objects interface introduced in seaborn 0.12+.

  • Skills
  • Scientific
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What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/objects-interface && curl -fsSL https://doutorai.pt/data/lib/skills__objects-interface.md -o .claude/skills/objects-interface/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Seaborn Objects Interface

The `seaborn.objects` interface provides a modern, declarative API for building visualizations through composition. This guide covers the complete objects interface introduced in seaborn 0.12+.

## Core Concept

The objects interface separates **what you want to show** (data and mappings) from **how to show it** (marks, stats, and moves). Build plots by:

1. Creating a `Plot` object with data and aesthetic mappings
2. Adding layers with `.add()` combining marks and statistical transformations
3. Customizing with `.scale()`, `.label()`, `.limit()`, `.theme()`, etc.


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