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Update multivariate vignette with variogram score and point forecasts#1133

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seabbs merged 4 commits intoimprove-variogram-docsfrom
update-multivariate-vignette
Mar 5, 2026
Merged

Update multivariate vignette with variogram score and point forecasts#1133
seabbs merged 4 commits intoimprove-variogram-docsfrom
update-multivariate-vignette

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Summary

  • Adds variogram score coverage alongside energy score in the multivariate scoring vignette
  • Shows parameter customisation via purrr::partial() (e.g. p = 1)
  • Adds section on multivariate point forecasts using as_forecast_multivariate_point()
  • Adds variogram score to matrix-based section with w_vs weight matrix and p parameter examples

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Test plan

  • Vignette builds without errors
  • Review rendered output

Closes #1116

This was opened by a bot. Please ping @seabbs for any questions.

- Add section on variogram score alongside energy score with
  explanation of what each measures
- Show how to customise variogram parameters via purrr::partial()
- Add multivariate point forecast section using
  as_forecast_multivariate_point()
- Add variogram score examples to the matrix-based section,
  including weight matrix (w_vs) and order parameter (p)

Closes #1116

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@seabbs-bot seabbs-bot requested a review from seabbs March 5, 2026 11:19
seabbs-bot and others added 3 commits March 5, 2026 11:30
- Explain what the variogram score measures in concrete terms
  (pairwise differences between targets, not abstract dimensions)
- Improve p parameter docs to explain how it scales differences
- Use "targets" instead of "dimensions" throughout for clarity
- Add note on p parameter and link to docs in vignette

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
The section compared scoringutils wrappers against raw
scoringRules calls, which is an implementation detail that
doesn't help users. The vignette now focuses on the
scoringutils API via score().

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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LGTM

@seabbs seabbs merged commit fafd95e into improve-variogram-docs Mar 5, 2026
@seabbs seabbs deleted the update-multivariate-vignette branch March 5, 2026 11:35
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2 participants