This page is still in development. Figures and tables here are less polished and less thoroughly checked than the rest of the site, and may change shape as it's worked on further.

Prototype dashboard exploring linemate synergy, special teams, penalty discipline, head-to-head history and "nightmare game" performances. Event-derived sections cover 2019/2020 onward, the seasons with reliable goal/on-ice/penalty event capture. Linemate pairs use who was recorded on the ice at goal events (not measured shared shift time — that is not currently captured). Every table is sortable — click a column heading.

Seasons
All teams
Prototype

Linemate synergy

Skater pairs on the same team, ranked by on-ice goal net while sharing the ice at a goal event (minimum 15 shared goal events in the selected seasons).

Prototype

Declared linemates

Skaters named on the same forward line or defence pairing on the gamesheet -- the intended deployment, not just incidental on-ice pairs (minimum 5 games declared together in the selected seasons). GF/GA/Net columns are the same on-ice-at-goal numbers as the table above, for whatever games-together threshold this pair separately clears there -- the two tables use different minimums, so a pair can appear in one without the other.

Fun

Player vs player domination

Opposing skaters ranked by goal net while both were on the ice on opposite sides (minimum 8 shared goal events in the selected seasons). "Played" is actual games both dressed for on opposing sides; "shared goal events" is rarer -- goals scored while both were specifically on the ice. Sort by Net ascending to see who's had the roles reversed — bullied by a specific rival.

Prototype

Special teams — team

Goals for/against by strength state (from goal_event.strength), plus an approximate PP%/PK%. team_game_stat's real opportunity columns are unpopulated in this database, so opportunities are estimated by counting each 2/4-minute penalty as one chance for the other team — this over/under-counts relative to a measured opportunity count (see generator docstring), so treat PP%/PK% as indicative, not official.

Prototype

Special teams — player

Goal breakdown by strength state: even strength, power play, shorthanded.

Prototype

Penalty discipline — team

Total penalty minutes and major-penalty counts by team.

Prototype

Penalty discipline — player

Most-penalized skaters by total minutes, with their most frequent infraction.

Fun

Who dominated who?

All-time head-to-head records (minimum 6 meetings in the selected seasons), ranked by win rate then goal difference.

Fun

Nightmare games

Skaters with the worst on-ice plus/minus in a game their team lost by a single-line-sized margin (4 goals or fewer) — the games it looks like one player or line had a shocker.

Fun

Won despite them

The mirror image: skaters with a notably negative on-ice plus/minus in a game their team still won — carried by everyone else on the ice.

Data verified to the end of the 2025/26 season, last checked 2026-09-15 21:29 UTC.