feat: Enhance classification logic for balanced political analysis #6941
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metrics Purpose: Updated classification thresholds for key political analysis metrics to ensure balanced representation across categories. From a political analyst perspective, this adjustment aims to: - Provide a more nuanced understanding of political careers by refining thresholds for `experience_level`, `experience_breadth`, `leadership_profile`, `role_stability`, and `career_phase`. - Broaden inclusivity for categories like `PARTY_LEADERSHIP` and `MID_CAREER` to capture diverse political trajectories. - Better distinguish between levels of leadership and role stability for accurate profiling. - Ensure the framework reflects real-world political progression and specialization trends, enhancing analytical insights. These changes will improve the granularity and usability of the dataset for political analysis and strategy development.
Dependency Review✅ No vulnerabilities or license issues or OpenSSF Scorecard issues found.Snapshot WarningsConsider enabling retry-on-snapshot-warnings. See the documentation for more information and troubleshooting advice. OpenSSF Scorecard
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metrics
Purpose: Updated classification thresholds for key political analysis metrics to ensure balanced representation across categories. From a political analyst perspective, this adjustment aims to:
experience_level,experience_breadth,leadership_profile,role_stability, andcareer_phase.PARTY_LEADERSHIPandMID_CAREERto capture diverse political trajectories.These changes will improve the granularity and usability of the dataset for political analysis and strategy development.
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