本文へ移動
cccskills
無料GitHub で公開

statistical-and-uncertainty-visualization

Design statistically honest and uncertainty-aware visualizations. Use when the user needs help showing distributions, intervals, confidence, missingness, sampling effects, or analytical rigor in charts and dashboards.

インストール方法を見る

含まれるファイル(6)

  • SKILL.md2.0 KB
  • agents/openai.yaml202 B
  • references/distribution-and-summary-choices.md930 B
  • references/experimental-and-analytical-pitfalls.md879 B
  • references/missingness-and-confidence.md816 B
  • references/uncertainty-encodings.md844 B

SKILL.md(原文)

インストールする前に、エージェントに与えられる指示の中身を確認できます。

Statistical and Uncertainty Visualization

Overview

Use this skill when the risk is analytical distortion rather than rendering difficulty. This skill focuses on distributions, intervals, uncertainty, missingness, aggregation effects, and common statistical storytelling failures.

Default assumption: if a claim depends on variability, estimation, sampling, or model uncertainty, the visualization should show that explicitly.

Working Pattern

  1. Identify whether the viewer needs exact values, distributions, intervals, or model-derived estimates.
  2. Choose encodings that show spread, uncertainty, missingness, or sample size honestly.
  3. Avoid summarizing away the variation that matters to the decision.
  4. Pair concise explanations with the view when the uncertainty concept is nontrivial.

Output Expectations

  • Name the statistical question, not just the chart type.
  • Explain why the chosen encoding is more truthful than the tempting alternative.
  • Call out when aggregation, smoothing, or interval choice can mislead.

References

  • Shared theory:
    • ../../references/foundations/task-abstraction-and-chart-selection.md
    • ../../references/foundations/perception-color-and-encoding.md
  • Skill references:
    • ./references/distribution-and-summary-choices.md
    • ./references/uncertainty-encodings.md
    • ./references/experimental-and-analytical-pitfalls.md
    • ./references/missingness-and-confidence.md

Representative Prompts

  • "What chart should I use to show uncertainty here?"
  • "Should this be a histogram, box plot, violin plot, or density plot?"
  • "How do I show confidence intervals without misleading people?"
  • "This dashboard hides variability. How should I fix it?"
  • "Help me visualize missing data and sample size honestly."

レビュー

まだレビューはありません。使ってみた感想をお寄せください。

同じリポジトリのスキル

概要と使いどころ

Make data visualizations accessible and inclusive. Use when the user needs chart or diagram accessibility guidance, text alternatives for complex visuals, color and contrast review, keyboard support, reduced-motion behavior for animation or parallax, or an accessibility QA workflow for exported figures, UML-like diagrams, and dashboards.

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

Apply consistent photo adjustments across a set of images so they look like they were edited together. Use this skill whenever the user says "make my photos look cohesive", "give all these the same style", "apply a warm and golden feel to all of these", "make this cinematic", "match the look across my photos", "edit all my travel photos the same way", "batch edit these", "make these consistent", "fix my phone photos", or uploads a folder of photos and wants a unified, polished result. Also triggers for requests like "apply a preset to all of these", "make these look professional", or "they were shot in mixed lighting — can you fix them all". Outputs direct final image URLs plus an in-chat preview grid and optional Firefly Board link. Access: 🔐 Signed-In required | Gen AI: ❌

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

Use when a user wants to see their logo, design, or sketch on a product or scene mockup — mugs, t-shirts, business cards, hats, phone screens, posters, billboards, or similar. Triggers on "create mockups", "show my logo on products", or any logo upload with a request to visualize it on items. Access: 🔐 Signed-In required | Gen AI: ✅ Adobe Firefly via `image_generate` used for design creation, sketch polishing, and mockup scene generation

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

Resize, crop, or export any image or video into platform-ready social media assets using Adobe Creative Cloud tools. Use this skill when a user wants to prepare a photo, image, or video for one or more social platforms — Instagram, TikTok, LinkedIn, Facebook, YouTube, Snapchat, Pinterest, Threads, or X/Twitter. Triggers on: "prepare my image for Instagram", "resize for TikTok", "get this ready to post", "make versions for all platforms", "social media sizes", "crop for stories", "export for LinkedIn", "resize my video for social", "make social media assets", or any request to adapt a photo or video for specific platforms. Handles subject-aware cropping, AI canvas expansion, test previews before full runs, and same-ratio video resizing.

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

Create any visual design using Adobe Express templates — flyers, posters, social media posts (Instagram, Facebook, LinkedIn), business cards, invitations, greeting cards, resumes, cover letters, brochures, newsletters, certificates, presentations, YouTube thumbnails, email headers, logos, menus, and labels. Use this skill whenever the user wants to make, design, or build any visual — even if they just say "make me a flyer", "design a poster", "I need something for Instagram", "create an event invite", or "make a business card". Also handles browsing templates, editing text, replacing images, changing backgrounds, animating, and exporting designs. Access: 🔐 Signed-In required | Gen AI: ❌ by default — image replacement only where the surface permits generative AI (e.g. Codex); none on Claude

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

Create a punchy sizzle reel from a video using Adobe Quick Cut. Use this skill whenever a user wants to cut, trim, or shorten a video into highlights — including phrases like "make a sizzle reel", "make a highlight reel", "quick cut this", "cut the best parts", "shorten this video", "make a highlight clip", "summarize this video visually", or any request to produce a shorter edited version of a video. Use this skill for Quick Cut requests before suggesting manual editing in Premiere. Requires the user to upload a video file.

日本語の概要は準備中です。原文の説明を表示しています。

openai/plugins7,3842026年10月8日 更新

openai のスキルをすべて見る

このスキルの問題を報告する