dreambaseai/skillsdocs/reading-tables
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Checking that the SKILL.md file is still in the repository.
Read a data table the way a statistician does, so the number that matters is the one you notice first.
Install
npx vskill@latest install dreambaseai/skillsdocs/reading-tablesSKILL.md
Reading tables
Most tables are read wrong: top-left to bottom-right, like prose. Read the margins first, then the cells.
Read the margins first
Totals and averages tell you the scale. Without the scale, an individual cell has no meaning — a difference of four is enormous in one column and noise in the next.
| Region | Requests | Errors | Error rate | |
|---|---|---|---|---|
| North America | 48,120 | 212 | 0.44% | |
| Europe | 31,455 | 198 | 0.63% | |
| Asia-Pacific | 22,904 | 486 | 2.12% | |
| South America | 4,318 | 19 | 0.44% | |
| Total | 106,797 | 915 | 0.86% |
Asia-Pacific carries a fifth of the traffic and more than half the errors. That is the sentence the table is trying to say, and no cell says it on its own.
Beware the ratio with a small denominator
South America matches the best error rate in the table, on a twentieth of the traffic. Nineteen errors either way would move it further than any real change in reliability could. Rates computed on small denominators belong with their denominators, always.
Sorting is an argument
The order of the rows is an editorial choice, and it decides what the reader notices. Sorting by error rate makes reliability the story. Sorting by requests makes scale the story. Neither is neutral, so pick deliberately and say which you picked.
A checklist
- Read the row and column totals.
- Find the largest denominator and the smallest.
- Check whether any rate is computed on fewer than a hundred observations.
- Only then read individual cells.
Security
- Security scanPassed, 95 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingtests/fixtures/clean-book/files/skills/reading-tables/SKILL.md
Popularity
- Repository stars
- 1
- 7-day trend score
- 8
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Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
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- Cursor
- GitHub Copilot
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- Kilo Code
- Junie
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- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
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