Data analysis
This skill covers computing RMSE metrics from observational and simulated water temperature data.From its SKILL.md
npx -y skills add cxcscmu/SkillLearnBench --skill data-analysisAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
SKILL.md
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Data Analysis Skill
Metrics Calculation
To calculate RMSE:
- Load observed and simulated data.
- Align data by date and depth.
- Use exact date-time match and rounded depth (nearest integer meter) for pairing.
- Calculate RMSE:
sqrt(mean((observed - simulated)^2))
RMSE Targets
- Overall RMSE: < 1.60
- Annual Deep RMSE: < 1.55 (depth >= 13 m)
- Summer Deep RMSE: < 1.70 (depth >= 13 m, months 6-9)
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.