Habilidades seaborn
📦

seaborn

Seguro ⚙️ Comandos externos🌐 Acesso à rede

使用 Seaborn 创建统计可视化

Também disponível em: K-Dense-AI

Seaborn 用最少的代码提供复杂的统计可视化。此技能帮助您为探索性数据分析和演示创建可用于发表的图表。

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A utilizar "seaborn". Create a box plot showing distribution of test scores across three different classes

Resultado esperado:

Seaborn boxplot code with data parameter, x-axis for class categories, y-axis for scores, including whiskers for quartiles and outlier detection

A utilizar "seaborn". Generate a pair plot for my housing dataset to visualize all numeric feature relationships

Resultado esperado:

Seaborn pairplot code with corner optimization, KDE diagonal plots, and hue mapping for property type differentiation

A utilizar "seaborn". Show me how to create a regression plot with confidence interval shading

Resultado esperado:

Seaborn regplot or lmplot code with scatter points, regression line, and automatic confidence interval calculation and visualization

Auditoria de Segurança

Seguro
v6 • 1/21/2026

This skill contains documentation and code examples for the Seaborn Python visualization library. All static scanner findings are false positives: the detected patterns are Python code examples within markdown code blocks (triple backticks), not executable commands. The skill does not execute any code, access networks, or perform file operations. It is safe for publication.

5
Arquivos analisados
13,821
Linhas analisadas
2
achados
6
Total de auditorias

Fatores de risco

⚙️ Comandos externos (1011)
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skill-report.json:6
Auditado por: claude Ver Histórico de Auditoria →

Pontuação de qualidade

45
Arquitetura
100
Manutenibilidade
87
Conteúdo
21
Comunidade
100
Segurança
78
Conformidade com especificações

O Que Você Pode Construir

探索性数据分析

数据科学家使用此技能在初始数据探索期间快速可视化数据集分布、相关性以及变量之间的关系。

发表用图表

研究人员生成可用于发表的统计图表，包含适当的误差线、置信区间和格式化的美观样式，用于学术论文。

商业分析仪表板

分析师创建引人注目的业务指标、趋势和类别比较可视化，用于利益相关者演示。

Tente Estes Prompts

基础散点图 
Create a seaborn scatter plot showing the relationship between price and quantity, colored by product category
分布比较 
Generate a violin plot comparing sales distributions across different regions, with individual data points overlaid
相关性热力图 
Build a correlation heatmap for all numeric columns in my dataset, with annotations showing correlation coefficients
分面时间序列 
Create a faceted line plot showing revenue trends over time for each product category, with 95% confidence intervals

Melhores Práticas

  • 始终使用 pandas DataFrame 指定 data 参数，以实现清晰的变量映射
  • 使用 relplot 或 catplot 等图形级函数进行自动分面和子图管理
  • 根据数据类型应用适当的调色板：有序数据使用连续色，无中点意义的数据使用发散色，离散类别使用分类色

Evitar

  • 避免在同一图表上混合使用轴级和图形级函数而不了解 matplotlib 图形结构
  • 不要对连续变量使用默认分类颜色，或对无序类别使用连续颜色
  • 永远不要依赖隐式数据排序，而不显式排序或为分类轴指定 order 参数

Perguntas Frequentes

轴级函数和图形级函数之间有什么区别？
轴级函数（如 scatterplot）绘制到单个 matplotlib 轴对象，让您控制子图放置位置。图形级函数（如 relplot）管理整个图形，并使用 col 或 row 参数自动为分面创建子图。
如何在我的项目中选择 seaborn 和 matplotlib？
当您需要自动聚合、误差线或分面，且使用 DataFrames 进行统计可视化时，请使用 seaborn。当需要低级控制、自定义图表类型或处理数组而非结构化数据时，请使用 matplotlib。
我可以自定义 seaborn 图表超过默认样式吗？
可以，seaborn 图表基于 matplotlib 构建，因此您可以访问底层轴和图形对象，在创建 seaborn 图表后应用任何 matplotlib 自定义。
seaborn 期望什么数据格式？
Seaborn 最適合 pandas DataFrames 中的整洁数据，其中每个变量是一列，每个观察是一行。您在绘图函数中按名称引用列。
如何保存高分辨率 seaborn 图表？
创建图表后，使用带有 dpi 参数的 matplotlib savefig（例如 dpi=300 的 plt.savefig）和 bbox_inches tight 来删除多余空白。
此技能执行代码还是仅提供示例？
此技能提供使用 seaborn 的代码示例和指导。您需要在自己的 Python 环境中运行代码，该环境已安装 seaborn、matplotlib 和 pandas。

Detalhes do Desenvolvedor

Autor

davila7

Licença

MIT

Repositório

https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/scientific/seaborn

Referência

main

Estrutura de arquivos

📁 references/

📄 examples.md

📄 function_reference.md

📄 objects_interface.md

📄 SKILL.md