{"slug":"brycewang-stanford-redistricting-analysis","source_name":"brycewang-stanford/redistricting-analysis","name":"Brycewang Stanford/Redistricting Analysis","description":"Redistricting analysis in R using the redistverse ecosystem. Use whenever the user is working with redist, redistmetrics, ggredist, geomander, adj, alarmdata, PL94171, censable, easycensus, tinytiger, baf, rict, or redistio. Covers the complete pipeline: Census and spatial data loading, adjacency graph construction, SMC/MCMC simulation, constraints (population balance, county splits, VRA compliance), convergence diagnostics, plan metrics (compactness, partisan fairness, splits), visualization, s","version":1,"lift":{"pass_rate_delta_pts":40.91,"pass_rate_pct":86.4,"total_cases":22,"passed_cases":19,"tokens_delta_pct":38.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-08T10:45:02.730745+00:00"},"skill_score":0.8636,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40.91,"with_pass_pct":86.4,"without_pass_pct":45.5,"tokens_delta_pct":38.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-08T10:45:02.730745+00:00","run_id":"ac9e4385-70de-49e3-8ef7-7089c810095f","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"NOASSERTION","install_count":0,"manifest_hash":"eb1cec89cab37e3008bda06ef8049f5e3d188604e95f3bd9d75e65b0e1eed1dd","raw_url":"https://app.decimal.ai/s/brycewang-stanford-redistricting-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-redistricting-analysis"}