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davila7/scientific-visualization

matplotlib/seaborn/plotly를 사용하여 출판용 그래프를 생성합니다. 다중 패널 레이아웃, 오차 막대, 유의성 표시, 색맹 안전, PDF/EPS/TIFF 내보내기를 지원하여 저널에 바로 투고할 수 있는 과학적 플롯을 만듭니다.

scientific-visualization란 무엇인가요?

이 스킬은 과학 연구자와 데이터 분석가가 matplotlib, seaborn, plotly와 같은 인기 파이썬 라이브러리를 사용하여 저널에 투고할 수 있는 고품질의 출판용 그래프를 생성할 수 있도록 설계되었습니다. 다중 패널 레이아웃, 오차 막대, 유의성 표시(marker)를 지원하며 색맹 안전(colorblind-safe) 팔레트를 기본으로 제공하여 접근성을 높입니다. 생성된 그래프는 PDF, EPS, TIFF 등 고해상도 벡터 및 래스터 형식으로 내보낼 수 있어 학술 출판 요구 사항을 충족합니다. Claude Code, Cursor, Codex 등 다양한 AI 에이전트 플랫폼에서 사용 가능하며, SKILL.md 문서에 따라 사용자는 간단한 명령만으로 복잡한 시각화 파이프라인을 자동화할 수 있습니다.

지원 대상~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/davila7/claude-code-templates/tree/main/skills/scientific-visualization

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즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

scientific-visualization은(는) 무엇을 하나요?

matplotlib/seaborn/plotly를 사용하여 출판용 그래프를 생성합니다. 다중 패널 레이아웃, 오차 막대, 유의성 표시, 색맹 안전, PDF/EPS/TIFF 내보내기를 지원하여 저널에 바로 투고할 수 있는 과학적 플롯을 만듭니다.

개요

이 스킬은 과학 연구자와 엔지니어가 복잡한 데이터 시각화를 신속하게 생성할 수 있도록 도와줍니다. 주요 기능은 다음과 같습니다:

  • 다중 패널 레이아웃: 여러 서브플롯을 하나의 그림으로 결합
  • 오차 막대: 표준 편차, 표준 오차, 신뢰 구간 지원
  • 유의성 표시: 별표, 브래킷 등 통계적 유의성 표시
  • 색맹 안전 팔레트: 접근성을 고려한 색상 선택
  • 고해상도 내보내기: PDF, EPS, TIFF 형식 지원

지원 플랫폼

  • Claude Code
  • Cursor
  • Codex
  • 기타 AI 에이전트 도구

사용 방법

  1. 데이터 로드 (CSV, Excel, JSON 등)
  2. 플롯 유형 선택 (막대 그래프, 선 그래프, 산점도, 히트맵 등)
  3. 사용자 설정 (색상, 레이블, 범례, 축 범위 등)
  4. 내보내기 형식 지정

예시 코드

import matplotlib.pyplot as plt
import seaborn as sns

# 샘플 데이터
data = [1, 2, 3, 4, 5]

# 그래프 생성
plt.figure(figsize=(10, 6))
sns.barplot(x=['A', 'B', 'C', 'D', 'E'], y=data)
plt.title('출판용 그래프 예시')
plt.savefig('output.pdf', format='pdf', dpi=300)

라이선스

MIT

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

davila7/citation-management

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

davila7/claude-code-templates

Balance visual design with ATS compatibility for creative roles. Use when the user is in design, art, writing, marketing creative, or any visual/creative field and needs a resume that looks distinctive but still parses.

davila7/claude-code-templates

Optimize resumes for software engineering, product management, and technical roles. Use when the user mentions software engineer, developer, PM, data scientist, ML, DevOps, or other technical role resumes.

davila7/claude-code-templates

Expert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer portfolios, designer portfolios, creative portfolios, and portfolios that convert visitors into opportunities. Use when: portfolio, personal website, showcase work, developer portfolio, designer portfolio.

davila7/claude-code-templates

Create premium, Awwwards-quality website designs as React (.jsx) components that look like they were built by a top-tier agency charging $50k+ per project. Use this skill whenever the user asks for a website, landing page, portfolio, or web component that should look expensive, premium, luxury, editorial, high-end, or agency-quality. Also trigger when the user mentions Awwwards, FWA, award-winning design, or references brands like Apple, Aesop, Bottega Veneta, Stripe, or any luxury/fashion/design-forward brand. Trigger when the user says things like "make it look professional", "make it look expensive", "I want it to look really good", "high quality design", "not generic", or expresses dissatisfaction with typical AI-generated website aesthetics. Do NOT trigger for dashboards, admin panels, internal tools, or functional UI where aesthetics are secondary to utility — the standard frontend-design skill handles those.

davila7/claude-code-templates

Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.). Saves hours of brainstorming and manual checking.

davila7/claude-code-templates

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says "CRO," "conversion rate optimization," "this page isn't converting," "improve conversions," or "why isn't this page working." For signup/registration flows, see signup-flow-cro. For post-signup activation, see onboarding-cro. For forms outside of signup, see form-cro. For popups/modals, see popup-cro.

davila7/excel-analysis

Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files.

davila7/exploratory-data-analysis

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.

davila7/generate-image

Generate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including photos, illustrations, artwork, visual assets, concept art, and any image that isn't a technical diagram or schematic. For flowcharts, circuits, pathways, and technical diagrams, use the scientific-schematics skill instead.

davila7/jira

Use when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage their Jira workflow. Triggers on keywords like "jira", "issue", "ticket", "sprint", "backlog", or issue key patterns.

davila7/literature-review

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

davila7/marketing-strategy-pmm

Product marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch playbooks, competitive battlecards, and international market entry guides. Use when developing positioning, planning product launches, creating messaging, analyzing competitors, entering new markets, enabling sales, or when user mentions product marketing, positioning, GTM, go-to-market, competitive analysis, market entry, or sales enablement.

davila7/market-research-reports

Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, deep integration with research-lookup for data gathering, and multi-framework strategic analysis including Porter's Five Forces, PESTLE, SWOT, TAM/SAM/SOM, and BCG Matrix.

davila7/markitdown

Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.

davila7/mermaid-diagram-specialist

Mermaid diagram specialist for creating flowcharts, sequence diagrams, ERDs, and architecture visualizations

davila7/mobile-design

Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building React Native, Flutter, or native mobile apps.

davila7/prompt-engineer

Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt design.

davila7/remotion

Best practices and comprehensive guide for Remotion - programmatic video creation in React with animations, compositions, and media handling

davila7/scientific-slides

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.

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