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Interactive Python visualization skill for building hoverable, zoomable, and embeddable charts (Plotly Express + Graph Objects) for EDA, dashboards, and present
Provides a documentation-first skill for creating interactive Plotly visualizations in Python. Covers both Plotly Express (px) for concise charts and Graph Objects (go) for fine-grained control. Includes guidance for subplots, interactivity (hover, selection, range sliders), export (HTML and static images via Kaleido), and practical example scripts for end-to-end workflows.
Use this skill when you need shareable, interactive charts: exploratory data analysis with hover/selection, dashboards and web embedding, time-series monitoring with range sliders, or presentation-ready interactive figures where stakeholders can inspect details. Prefer it when reproducible, checklist-driven outputs are required.
Inferred compatibility: Python-capable agent runtimes and agents that can run bundled scripts (e.g., Codex/Code agents, Copilot-style runners).
Plotly skill provides interactive Python visualization guidance using Plotly Express and Graph Objects. No packaged scripts — instruction-only workflow with reference docs. SKILL.md is well-structured with clear sections on API choice, interactivity, export, and validation. The example code is clean and runnable. Security is clean with no concerning patterns.
Well-documented skill with proper frontmatter and references/ directory. Source_path in DB was 'scientific-skills/Others/plotly/SKILL.md' but actual GitHub path is 'scientific-skills/Other/plotly/SKILL.md' (Other vs Others). Skill is purely instructional with no executable scripts.
Scite Database (Smart Citations)
Query Scite.ai Smart Citations by DOI to report supporting, contrasting, and mentioning citation counts and help assess a paper's reliability.
Scite Database
Fetch and summarize Scite.ai Smart Citations for a DOI to classify supporting, contrasting, and mentioning citations and assess a paper's reception.
Medical English Precision Editor
Preserves scientific meaning while improving medical English precision, clarity, flow, and journal-appropriate tone.
Peer Review (Academic)
Produce structured, actionable peer review reports for manuscripts, theses, and internal research outputs, separating major validity issues from minor polish it
Quality Assessment — Research Paper Appraisal
Perform structured methodological quality assessments of research papers (RCTs, observational studies, systematic reviews) and produce a reproducible evaluation