Key Toss-Up District Ledger (Sample Battlegrounds)Adjusted for Current Swing
District
Incumbent
Base Margin
Sim. Margin
Model Favored
* Tipping point district is highlighted in gold. Margin accounts for uniform swing + localized toss-up factor.
Export complete simulation state, seat probability curve points, and district allocations:
Methodology & Market Calibration: Prediction odds grounded in Kalshi contract "Which party wins the House of Representatives?" pricing (calibrated at 86% Democratic probability per The Spectator Index dispatch, Sept 2026). Distribution modeling applies a discretized Gaussian cumulative density function over 435 voting districts, integrating standard deviation uncertainty bounds with baseline Cook/Sabato style seat ratings (204 Solid/Likely Dem, 187 Solid/Likely GOP, 22 Toss-ups, 22 Lean seats).