feat: extend the demo dataset to the last 5 seasons (2021-22 -> 2025-26)

feat: shot archetypes — spatial profiles, KMeans + SOM, Altair/court visuals

feat: shared team rail with CDN logos on every page

feat: Overview dashboard from the Claude Design v2 handoff

fix(hf): point app_file at dashboard/app.py

fix: valid HF colorFrom (orange is not an allowed value)

chore: ignore IDE preview exports

Deploy prep: HF Space wiring, versioned demo data, possessions at seed

docs: update CLAUDE.md for completed roadmap

Pre-deploy: live WP + shot maps, assisted share, AST/REB analysis, team selectors everywhere

Phase 6: predictive models + automated post-game report — roadmap complete

Phase 5: Live Command Center

Phase 4: lineup explorer + possession engine

Phase 3: team identity, opponent scouting, matchup, shot map

Phase 2: Player Analyzer — percentile radar, lineup-based on/off

Phase 1 Step 6: Historical Stats Explorer — Phase 1 complete

Phase 1 Step 5: dynamic filters engine

Phase 1 Step 4: features layer + complete per-team lineups

Phase 1 Step 3: DuckDB storage layer

Phase 1 Step 2: historical ingestion layer

Phase 0: project scaffold, nba_api client, HF Spaces setup