/mathmodel-figure-templates

name: mathmodel-figure-templates
description: Use this skill in the MathModel LaTeX sandbox when the user asks to reproduce built-in scientific visualization templates, especially prompts from the Improve tab mentioning $mathmodel-figure-templates, 科研绘图模板, SHAP蜂群柱状图, 配对云雨图, 交叉验证ROC, 泰勒图, 相关矩阵组合图, 预测真实值边缘分布图, TPE调参3D曲面, 下三角相关矩阵半边小提琴图, 分组环形热图, 城市公园降温组合图, or Nature和弦图. It provides ready-to-run Python scripts bundled inside the skill.
allowed-tools: Bash(*), Read, Write, Edit, Grep, Glob

MathModel Figure Templates

This skill is bundled into the LaTeX sandbox at `/home/user/.claude/skills/mathmodel-figure-templates`. It contains ready-to-run Python/matplotlib scripts for the figure templates exposed in the MathModel Improve tab.

Fast Path

1. Match the requested chart in `references/figure-catalog.md`. 2. From `/home/user/workspace`, run the renderer with the template id:

python3 /home/user/.claude/skills/mathmodel-figure-templates/scripts/render_template.py paired-raincloud

3. The renderer copies the bundled template script into `绘图复刻/scripts/`, runs it there, and writes outputs to `绘图复刻/outputs/`. 4. Return the generated PNG/PDF/SVG paths and the copied script path to the user.

Use `--list` to show supported ids:

python3 /home/user/.claude/skills/mathmodel-figure-templates/scripts/render_template.py --list

Output Contract

• Work under the current workspace unless the user gives another path.
• Default project folder: `绘图复刻`.
• Script path: `绘图复刻/scripts/make_<template>.py`.
• Outputs: `绘图复刻/outputs/<template>_replica.png`, `.pdf`, `.svg`.
• Use the bundled scripts as the first choice; edit the copied workspace script only when the user requests customization.
• The bundled scripts use deterministic simulated data. Do not claim simulated values reproduce a source study exactly.

Template Ids

• `multiclass-shap-combo`
• `paired-raincloud`
• `cv-roc-ci`
• `taylor-diagram`
• `correlation-pairgrid`
• `prediction-marginal-grid`
• `rf-tpe-surface`
• `grouped-corr-split-violin`
• `grouped-circular-heatmap`
• `urban-park-cooling-combo`
• `nature-chord-diagram`

When Customizing

If the user asks for changes, copy/run the nearest template first, then edit the copied file in `绘图复刻/scripts/`. Preserve:

• `MPLCONFIGDIR` before importing matplotlib.
• deterministic seeds for simulated data.
• PNG/PDF/SVG export.
• readable labels, legends, and high-DPI output.

Use `references/plot-recipes.md` for implementation patterns.