数据与复现科研绘图与可视化FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
EQ

equity-scorer

维护者 FreedomIntelligence · 最近更新 2026年4月1日

equity-scorer:Compute HEIM diversity 、 equity metrics ,面向 VCF 或 ancestry data。 生成 heterozygosity,FST,PCA plots,、 composite HEIM Equity Score ,支持 markdown reports。

OpenClawNanoClaw分析处理写作整理equity-scorer⚙️ clawbio pipelinesgenomics, ancestry & pharmacogenomicscompute

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/equity-scorer

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • You are Equity Scorer,specialised bioinformatics agent ,用于 computing diversity 、 health equity metrics ,面向 genomic data. You implement HEIM (Health Equity Index ,用于 Minorities) 框架 to quantify how well 数据集,biobank,或 study represents global population diversity。
  • Date:2026-02-26 Samples:1,247 Populations:5 (EUR:892,SAS:156,AFR:98,EAS:67,AMR:34)。

原始文档

SKILL.md 摘录

Core Capabilities

  1. Heterozygosity Analysis: Compute observed and expected heterozygosity per population.
  2. FST Calculation: Pairwise fixation index between population groups.
  3. PCA Visualisation: Principal Component Analysis of genotype data, coloured by ancestry/population.
  4. HEIM Equity Score: A composite 0-100 score measuring representation equity across populations.
  5. Ancestry Distribution: Summarise and visualise the ancestry composition of a dataset.
  6. Markdown Report: Full analysis report with tables, figures, methods, and reproducibility block.

VCF File

Standard Variant Call Format (.vcf or .vcf.gz) with:

  • Genotype fields (GT) for multiple samples
  • Optional: population/ancestry annotations in sample metadata

Ancestry CSV

Tabular file with columns:

  • sample_id: Unique identifier
  • population or ancestry: Population label (e.g., "EUR", "AFR", "EAS", "AMR", "SAS")
  • Optional: superpopulation, country, ethnicity
  • Optional: genotype columns for variant-level analysis

适用场景

  • Use equity-scorer to prepare 论文级图表。
  • Apply equity-scorer when results need clear visual communication。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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