POTE/scripts
ilia 34aebb1c2e PR4: Phase 2 Analytics Foundation
Complete analytics module with returns, benchmarks, and performance metrics.

New Modules:
- src/pote/analytics/returns.py: Return calculator for trades
- src/pote/analytics/benchmarks.py: Benchmark comparison & alpha
- src/pote/analytics/metrics.py: Performance aggregations

Scripts:
- scripts/analyze_official.py: Analyze specific official
- scripts/calculate_all_returns.py: System-wide analysis

Tests:
- tests/test_analytics.py: Full coverage of analytics

Features:
 Calculate returns over 30/60/90/180 day windows
 Compare to market benchmarks (SPY, QQQ, etc.)
 Calculate abnormal returns (alpha)
 Aggregate stats by official, sector
 Top performer rankings
 Disclosure timing analysis
 Command-line analysis tools

~1,210 lines of new code, all tested
2025-12-15 11:33:21 -05:00
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