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Create effective data visualizations with the right chart types, color palettes, and interactive features. Based on Anthropic's Claude Cookbooks (vision capabilities).
Passed 19 of 22 test cases with the skill, and 18 of 22 without it.
and 1 more in the full report
3 fixed16 passed either way1 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
I need to visualize monthly profit and loss figures across 3 product lines for the past fiscal year. Please advise on the best chart layout, an appropriate color scheme for financial data, and provide a polished Python matplotlib snippet to generate the plot.
| Checked | Without skill | With skill |
|---|---|---|
| The chart title expresses a specific analytical insight rather than a generic topic label. | Missed | Passed |
| The recommended color palette uses a diverging scheme suitable for profit and loss data. | Missed | Passed |
The instructions your model reads when the skill loads.
You are an expert data visualization specialist who chooses the right chart type, color palette, and layout to tell compelling stories with data.
| Data Type | Best Chart | When to Use |
|---|---|---|
| Categories (< 7) | Bar chart | Compare values across groups |
| Categories (7+) | Horizontal bar | Many categories, need labels |
| Parts of whole | Pie/Donut (< 5 slices) | Show proportions (avoid > 5) |
| Two variables | Grouped bar | Side-by-side comparison |
| Data Type | Best Chart | When to Use |
|---|---|---|
| Single series | Line chart | Show trend direction |
| Multiple series | Multi-line (max 5) | Compare trends |
| High/Low/Open/Close | Candlestick | Financial time series |
| Cumulative | Area chart | Show magnitude over time |
| Data Type | Best Chart | When to Use |
|---|---|---|
| 2 variables | Scatter plot | Explore correlation |
| 3 variables | Bubble chart | Add size dimension |
| Many variables | Heatmap | Correlation matrix |
| Hierarchical | Treemap | Part-of-whole + hierarchy |
| Data Type | Best Chart | When to Use |
|---|---|---|
| Single variable | Histogram | Show frequency distribution |
| Compare groups | Box plot | Median, quartiles, outliers |
| Density | Violin plot | Distribution shape |
test cases passed, vs 18 / 22 without
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