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Plotly interactive visualization. Express and Graph Objects: scatter, line, bar, heatmap, 3D, geographic charts; subplots; styling; export.
Passed 20 of 23 test cases with the skill, and 16 of 23 without it.
and 1 more in the full report
4 fixed16 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
In our file-first research pipeline, a plot script scripts/stage8_analysis/step4_revenue_bar.py failed during execution due to a syntax error. When fixing errors during analysis steps, should the failed file be edited directly or saved as a versioned copy?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends creating a versioned copy for fixes rather than overwriting the original file directly | Missed | Passed |
The instructions your model reads when the skill loads.
Plotly interactive visualization library for Python. Covers Plotly Express and Graph Objects for scatter, line, bar, histogram, box, heatmap, 3D, and geographic charts; subplots and faceting; styling; and HTML/image export. Use when creating interactive visualizations with hover/zoom/pan, building web-based charts, or producing geographic or 3D plots. Prefer over plotnine when interactivity is required; for spatial analysis, projections, or GIS-style mapping, use geopandas.
Quick reference for creating interactive data visualizations with Plotly, featuring both the high-level Plotly Express API and low-level Graph Objects.
Plotly is an interactive visualization library for Python:
| File | Purpose | When to Read |
|---|---|---|
quickstart.md | Installation, imports, px vs go | Starting out |
charts.md | Scatter, line, bar, histogram, box | Creating visualizations |
subplots-facets.md | Multi-panel layouts, faceting | Multiple charts together |
styling.md | Templates, colors, layout | Customizing appearance |
export.md | HTML, images, JSON | Saving and sharing |
gotchas.md | Common errors, best practices | Debugging |
What kind of chart?
├─ Scatter plot → ./references/charts.md
├─ Line chart → ./references/charts.md
├─ Bar chart → ./references/charts.md
├─ Histogram → ./references/charts.md
├─ Box/Violin plot → ./references/charts.md
├─ Heatmap → ./references/charts.md
├─ 3D/Maps/Financial → ./references/charts.md (Other Chart Types)
test cases passed, vs 16 / 23 without
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