POTE/scripts at 2ec4a8e3739750fec397b2c680d47697da994b08 - POTE

ilia/POTE

History

ilia 2ec4a8e373 Phase 3: Pattern Detection & Comparative Analysis - COMPLETE

COMPLETE: Cross-official pattern detection and ranking system

New Module:
- src/pote/monitoring/pattern_detector.py: Pattern analysis engine
  * rank_officials_by_timing(): Rank all officials by suspicion
  * identify_repeat_offenders(): Find systematic offenders
  * analyze_ticker_patterns(): Per-stock suspicious patterns
  * get_sector_timing_analysis(): Sector-level analysis
  * get_party_comparison(): Democrat vs Republican comparison
  * generate_pattern_report(): Comprehensive report

Analysis Features:
- Official Rankings:
  * By average timing score
  * Suspicious trade percentage
  * Alert rates
  * Pattern classification

- Repeat Offender Detection:
  * Identifies officials with 50%+ suspicious trades
  * Historical pattern tracking
  * Systematic timing advantage detection

- Comparative Analysis:
  * Cross-party comparison
  * Sector analysis
  * Ticker-specific patterns
  * Statistical aggregations

New Script:
- scripts/generate_pattern_report.py: Comprehensive reports
  * Top 10 most suspicious officials
  * Repeat offenders list
  * Most suspiciously traded stocks
  * Sector breakdowns
  * Party comparison stats
  * Text/JSON formats

New Tests (11 total, all passing):
- test_rank_officials_by_timing
- test_identify_repeat_offenders
- test_analyze_ticker_patterns
- test_get_sector_timing_analysis
- test_get_party_comparison
- test_generate_pattern_report
- test_rank_officials_min_trades_filter
- test_empty_data_handling
- test_ranking_score_accuracy
- test_sector_stats_accuracy
- test_party_stats_completeness

Usage:
  python scripts/generate_pattern_report.py --days 365

Report Includes:
- Top suspicious officials ranked
- Repeat offenders (50%+ suspicious rate)
- Most suspiciously traded tickers
- Sector analysis
- Party comparison
- Interpretation guide

Total Test Suite: 93 tests passing ✅

ALL 3 PHASES COMPLETE!

2025-12-15 15:23:40 -05:00

add_custom_trades.py

PR4: Phase 2 Analytics Foundation

2025-12-15 11:33:21 -05:00

analyze_disclosure_timing.py

Phase 2: Disclosure Timing Correlation Engine

2025-12-15 15:17:09 -05:00

analyze_official.py

PR4: Phase 2 Analytics Foundation

2025-12-15 11:33:21 -05:00

calculate_all_returns.py

PR4: Phase 2 Analytics Foundation