Preserve category decoder analysis update

[rojasgabriel]

What this preserves

• the category-choice decoder analysis update and generated HTML report
• repository-wide scientific analysis conventions
• the existing branch history for category decoding and trial alignment

Validation observed during preservation

• Ruff lint passed
• Ruff formatting passed after one mechanical formatting correction
• pinned ty==0.0.37 reports 9 diagnostics in the notebook and decoder script
• this branch intentionally removes the earlier generated unit tests, so pytest collects no tests

The PowerPoint presentation and its transient lock file are not included.

[socket-security]

Review the following changes in direct dependencies. Learn more about Socket for GitHub.

Diff	Package	Supply Chain Security	Vulnerability	Quality	Maintenance	License
	setuptools@​81.0.0 ⏵ 83.0.0		+2

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