BG
数据与复现
bgpt-paper-search
bgpt-paper-search：BGPT是一个remote MCP server that searches curated database of scientific papers built ，面向 raw experimenta…
K-Dense-AI/claude-scientific-skills查看
数据与复现
DA
data-visualization-expert
维护者 FreedomIntelligence · 最近更新 2026年4月1日
data-visualization-expert：Expert data visualization ，用于 complex scientific 、 clinical 数据集s。
原始来源
FreedomIntelligence/OpenClaw-Medical-Skills
https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/data-visualization-expert
- 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
核心说明
- dedicated skill ，用于 transforming raw data (CSV，JSON，Excel) into compelling visual narratives. Specializes in statistical 、 scientific plotting。
- 可视化 distribution of 'Age' vs 'Income' ，面向 customers.csv。
原始文档
SKILL.md 摘录
When to Use
- Reports: Summarizing key metrics or KPIs.
- Exploration: Initial data analysis (EDA) to find trends/outliers.
- Publication: Generating figures for papers or presentations.
- Comparison: Comparing models, cohorts, or experimental groups.
Core Capabilities
- Code Generation: Creates Python scripts (Matplotlib, Seaborn, Plotly) or R code (ggplot2).
- Style Enforcement: Adheres to specific journal/company branding (fonts, colors).
- Data Cleaning: Preprocesses data (handle missing values, normalize) for plotting.
- Artifact Management: Saves plots as PNG/SVG/PDF files.
Workflow
- Load Data: Read input file (
pd.read_csv()) and inspect columns/types. - Clean & Transform: Filter, pivot, or aggregate data as needed.
- Generate Plot: Write plotting script with strict aesthetic controls.
- Save & Verify: Execute script, check output file existence/size.
适用场景
- Use data-visualization-expert to prepare 论文级图表。
- Apply data-visualization-expert 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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