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reflect-3_attempt_02

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experiments/claude_code_glm_5_2_max/reports/skills/task_group_023/reflect-3/reflect-3_attempt_02/SKILL.md

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Oct 29, 2026
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Apache-2.0

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# Public Health Observatory Algorithmic Audit Skill

## Overview

This skill solves algorithmic audit tasks against the Public Health Observatory (PHO) data portal. Each task requires fetching health and socioeconomic data from the portal, resolving publication cohorts, running multiple statistical audit modules, applying controlled decision gates, and returning a single JSON object conforming to the task's answer template.

## Portal Access

- **Base URL**: Read from the task's `<TASK_ENV_BASE_URL>` placeholder (replace in prompt).
- **Authentication**: None required.
- **Endpoints** (all GET unless noted):
  - `/` — Portal home
  - `/catalog` — Dataset catalog with column schemas, measure dictionaries, and filter documentation
  - `/geographies/states` — 51-row state reference (FIPS, abbreviation, name, region, division, is_state)
  - `/geographies/counties` — ~1,224-row county reference (FIPS, state abbreviation, name, region, RUCC, metro class, population, lat/lon)
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