Update validation

[Degoot-AM]

This PR polish of last 2 episodes on tutorial early and address some related issues.

[github-actions]

Thank you!

Thank you for your pull request 😃

🤖 This automated message can help you check the rendered files in your submission for clarity. If you have any questions, please feel free to open an issue in {sandpaper}.

If you have files that automatically render output (e.g. R Markdown), then you should check for the following:

• 🎯 correct output
• 🖼️ correct figures
• ❓ new warnings
• ‼️ new errors

Rendered Changes

🔍 Inspect the changes: https://github.com/epiverse-trace/tutorials-early/compare/md-outputs..md-outputs-PR-227

The following changes were observed in the rendered markdown documents:

 aggreagate-visualize.md (new)                      | 659 +++++++++++++++++++++
 clean-data.md                                      |  68 +--
 config.yaml                                        |   6 +-
 describe-cases.md (gone)                           | 464 ---------------
 ...visualize-rendered-unnamed-chunk-10-1.png (new) | Bin 0 -> 16875 bytes
 ...visualize-rendered-unnamed-chunk-11-1.png (new) | Bin 0 -> 23074 bytes
 ...visualize-rendered-unnamed-chunk-12-1.png (new) | Bin 0 -> 18170 bytes
 ...visualize-rendered-unnamed-chunk-13-1.png (new) | Bin 0 -> 18710 bytes
 ...visualize-rendered-unnamed-chunk-14-1.png (new) | Bin 0 -> 21016 bytes
 ...visualize-rendered-unnamed-chunk-15-1.png (new) | Bin 0 -> 19938 bytes
 ...visualize-rendered-unnamed-chunk-16-1.png (new) | Bin 0 -> 23831 bytes
 ...visualize-rendered-unnamed-chunk-17-1.png (new) | Bin 0 -> 32007 bytes
 ...gate-visualize-rendered-unnamed-chunk-19-1.png} | Bin
 ...-visualize-rendered-unnamed-chunk-8-1.png (new) | Bin 0 -> 10716 bytes
 ...-visualize-rendered-unnamed-chunk-9-1.png (new) | Bin 0 -> 10518 bytes
 ...be-cases-rendered-unnamed-chunk-10-1.png (gone) | Bin 12712 -> 0 bytes
 ...be-cases-rendered-unnamed-chunk-12-1.png (gone) | Bin 31474 -> 0 bytes
 ...ibe-cases-rendered-unnamed-chunk-7-1.png (gone) | Bin 13852 -> 0 bytes
 ...ibe-cases-rendered-unnamed-chunk-8-1.png (gone) | Bin 22508 -> 0 bytes
 ...ibe-cases-rendered-unnamed-chunk-9-1.png (gone) | Bin 16589 -> 0 bytes
 md5sum.txt                                         |  12 +-
 read-cases.md => read-case-data.md                 |   6 +-
 reference.md                                       | 130 +---
 validate.md => tag-validate.md                     | 191 +++---
 24 files changed, 825 insertions(+), 711 deletions(-)

What does this mean?

If you have source files that require output and figures to be generated (e.g. R Markdown), then it is important to make sure the generated figures and output are reproducible.

This output provides a way for you to inspect the output in a diff-friendly manner so that it's easy to see the changes that occur due to new software versions or randomisation.

⏱️ Updated at 2026-06-17 19:17:46 +0000