Public events
Game events, shifts, and roster context establish the observable layer.
NHL analytics platform
Dallas hockey intelligence · 2026-27
An active test site for advanced hockey analytics, built in the open. The models, the cards and the page itself change daily as the product develops.

Regular season postgame · 2026-10-14
The next-morning product
Shot-origin geography does not infer puck placement on the net. Every published package must pass the Polaris release manifest and season coverage gates.
Individual postgame cards · 2026-10-14
Official production, shot types and origins, in-house iXG, and governed on-ice 5v5 results from the latest completed game. Players are arranged by their predominant 5v5 deployment from official shift overlap. Player-value grades remain withheld while registered season validation accumulates.
C. DeSmithG · DAL 3 - COL 2Current-season skaters · 2026-27
Official production and governed 5v5 shot-attempt context. These cards describe what happened with each player on the ice; they do not assign individual player value.
On-ice CF% describes Dallas shot-attempt share with the player on the ice. It does not isolate the player's contribution. Rates under ten governed 5v5 minutes are held.
Current-season goaltending · 2026-27
Frozen pre-shot xG, descriptive goals saved above expected, and historically calibrated outcome-variance bands. These are season-to-date results, not talent grades or projections.
The variance band describes plausible result noise at the recorded workload. Persistence remains below the registered threshold for a public goalie-talent claim.
Final season archive
Official production, workload, and descriptive public-event on-ice results from the completed season. In-house xG, adjusted defensive ratings, WAR, player tiers, and the composite Polaris score remain withheld pending registered validation.
How to read Polaris
Game events, shifts, and roster context establish the observable layer.
Chance quality, role adjustment, and defensive context turn events into comparable reads.
Every displayed metric declares whether higher, lower, or neutral context is the correct reading.
Thin samples, unstable defensive signals, and unsupported language are caveated or suppressed.
Derived from NHL public play-by-play. Chance quality: Polaris in-house xG. Polaris ratings are model estimates, internally reconciled but not independently audited. Independent analysis, not affiliated with or endorsed by the NHL or Dallas Stars.