Kings of Dynasty

Fantasy Football · Updated June 13, 2026 at 12:28 PM UTC · Default format: Superflex PPR

Data Sources

v1.0 runs on one primary data source. Auxiliary sources from the v0.x composite are still synced for metadata but no longer feed the ranking.

SourceRoleWhere it's used
nflverse · player_stats_season primary Every per-season stat line for every NFL skill player back to 1999. The retired-only similarity corpus and the era-pace calibration are built entirely from this file.
nflverse · players primary Player metadata: positions, birth dates, rookie/last seasons, draft info. Used to filter to skill positions and to compute age.
Sleeper API metadata Current roster + team for active players. Powers the team column on the rankings page and the league-import flow on /league.html.
MyFantasyLeague API metadata League-import for MFL leagues. Same overlay engine, just different roster-fetch path.
NFL Draft history metadata Draft round/pick for current players (shown on player pages). Not in the composite.
KeepTradeCut consensus Community-driven dynasty rankings. Used only on the Dynasty Rankings tab to diff the model against the crowd — explicitly NOT a model input. Refreshed daily; see CONSENSUS-VS-MODEL.md.
dynastyprocess db_playerids.csv metadata Free player-id crosswalk maintained by dynastyprocess. Provides the ktc_id → gsis_id mapping that joins the KeepTradeCut consensus snapshot to model players.

v0.x sources (FantasyCalc, DynastyProcess, FantasyPros, Brainy Ballers, FFC ADP, PFF, RAS, NFL Impact, DynastyProcess, etc.) have been removed from the composite. The engine no longer blends external opinions — it produces its own ranking from raw production history. See Methodology.