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Fix text errors in methodology documentation#300

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vahid-ahmadi merged 1 commit intomainfrom
fix/methodology-docs-118
Mar 18, 2026
Merged

Fix text errors in methodology documentation#300
vahid-ahmadi merged 1 commit intomainfrom
fix/methodology-docs-118

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Summary

  • Fixed "close it is" → "how close it is" typo in intro
  • Fixed "Demogaphics" → "Demographics" typo
  • Updated time period reference from "2022" to "2025" to match actual code (time_period=2025)
  • Added explanatory note to calibration section addressing why the initial reweighting step shows minimal change (the "before & after plots are the same" issue)
  • The "250% of employee contributions" text mentioned in the issue is no longer present in the notebook

Closes #118

Test plan

  • Verify notebook renders correctly on the docs site after merge

🤖 Generated with Claude Code

- Fix "close it is" → "how close it is" typo
- Fix "Demogaphics" → "Demographics" typo
- Update time period reference from 2022 to 2025 (matching code)
- Add note explaining why initial calibration shows minimal change
- Remove outdated uprating details

Closes #118

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@vahid-ahmadi vahid-ahmadi self-assigned this Mar 18, 2026
@vahid-ahmadi vahid-ahmadi merged commit c22de6b into main Mar 18, 2026
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Improve methodology documentation page

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