plotly

Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.

1.13x

Quality

81%

Does it follow best practices?

Impact

91%

1.13x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

90%

Interactive Stock Analysis Dashboard

Financial time series dashboard with subplots and interactivity

Criteria

Without context

With context

Candlestick trace type

100%

OHLC columns mapped

100%

Subplots via make_subplots

100%

Traces placed with row/col

100%

Rangeslider present

100%

Range selector buttons

100%

Shared x-axis

100%

HTML output file

100%

CDN include_plotlyjs

Script is executable

100%

88%

-8%

Experiment Results Visualization Report

Scientific visualizations with trendlines, heatmaps, and hover customization

Criteria

Without context

With context

px.scatter for dose-response

100%

Trendline parameter used

100%

px.imshow for heatmap

100%

Annotated heatmap cells

100%

Diverging color scale

100%

Custom hovertemplate

83%

100%

HTML output produced

75%

CDN plotly.js reference

100%

go methods on px figure

100%

Script runs without error

100%

97%

41%

Sales Analytics HTML Report for Internal Wiki

Consistent styling with session defaults, templates, and responsive HTML embedding

Criteria

Without context

With context

px.defaults used

100%

Consistent dimensions via defaults

30%

100%

Named template applied

70%

Histogram with marginal

100%

HTML snippets not full pages

100%

CDN plotly.js reference

100%

Responsive config

100%

Three output files created

100%

Script runs without error

100%

Repository: K-Dense-AI/claude-scientific-skills
Commit: b58ad7e

Evaluated: 27 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Interactive Stock Analysis Dashboard Experiment Results Visualization Report Sales Analytics HTML Report for Internal Wiki

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