classify-lifestyles

Classify biographical stories into five lifestyle categories with FLAG prefixes.

Updated Dec 27, 2025
One-click install
npx skills add https://github.com/random-lives/random-lives --skill classify-lifestyles
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: classify-lifestyles
Source: https://github.com/random-lives/random-lives/tree/main/.claude/skills/classify-lifestyles
Command: npx skills add https://github.com/random-lives/random-lives --skill classify-lifestyles

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps researchers automatically classify the economic lifestyle categories of biographical stories to improve filtering and visualization.

Core Features & Use Cases

  • Five-category taxonomy: Hunter-Gatherer, Pastoralist, Farmer, Rural Non-Farm, Urban.
  • Context-aware labeling: Uses occupation cues and narrative context to determine primary lifestyle.
  • Use Case: Apply to _lives/ and _lives_pending/ stories to tag each person with a single lifestyle label, with an optional FLAG for uncertain cases.

Quick Start

Classify a biography in the dataset by running the classifier on the target entry, prompting for lifestyle determination.

Frequently Asked Questions about classify-lifestyles

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I classify biographies by lifestyle for a research dataset?

Lifestyle classification assigns each biography a single category from a five-tier taxonomy: Hunter-Gatherer, Pastoralist, Farmer, Rural Non-Farm, or Urban. It analyzes narrative context and occupation cues to determine the primary economic lifestyle for research visualization.

How does narrative analysis determine the correct occupation taxonomy label?

Narrative analysis determines the occupation taxonomy label by examining occupation cues and story context within the biography. It enforces a single authoritative lifestyle value per entry while preserving the original data for traceability.

Can I flag uncertain lifestyle classifications in my data labeling workflow?

Yes, you can flag uncertain lifestyle classifications during data labeling. The classifier applies a FLAG prefix to entries where the lifestyle category is ambiguous, ensuring uncertain cases are marked for review while maintaining a single label per biography.

What is the best way to label biographical stories with a single lifestyle category?

The best way to label biographical stories is using a five-category lifestyle taxonomy that enforces a single authoritative value per entry. This prevents duplicate or conflicting labels by determining the primary lifestyle from narrative context.

Does the lifestyle taxonomy classifier work with pending biography narratives?

Yes, the lifestyle taxonomy classifier works with pending biography narratives. It processes entries in both `_lives/` and `_lives_pending/` directories, tagging each person with a lifestyle label regardless of their dataset approval status.