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Much more than for teams. A point-per-game preseason came with regular-season points per 82 games; a pointless preseason came with . And of the last scoring champions were point-per-game players in September.
Every NHL skater with at least 2 preseason games and 41 regular-season games, 2010-11 through 2025-26: player-seasons. Art Ross winners in red, Rocket Richard winners in gold. Hover any dot.
The same question for team records — where a winning preseason was worth about two wins and Cup champions had terrible Septembers.
trendline.hockey/preseasongraphic →Five-season arcs for all 32 clubs — points, goals for and against, zone time, faceoffs, and who's carrying them.
trendline.hockey/#teams →Who shows up when it counts — regular season vs. playoff production, era-adjusted.
trendline.hockey/bloomers →Ovechkin vs. Richard, Hughes vs. Hutson. Any two players or teams, any era, share the chart.
trendline.hockey/compare →The steals and the busts of every recent draft, ranked by what they've done since.
trendline.hockey/draft →A project to build the funnest possible hockey stats site — stats the way fans want them: interactive, packed with visuals, and filled with context so that the numbers make sense.
It has dashboards for every NHL team and player. Compare anyone, or any team, against their recent past, or against their peers; find trends; visualize them. Who's rising this year? Who's dropping? Whose shot got faster? Who slowed down? Who shows up in the playoffs? Who were the steals in recent drafts — and the busts? How does Alex Ovechkin compare to Rocket Richard? Quinn Hughes to Lane Hutson? Are the Sharks getting better in the faceoff circle; spending more time in the offensive zone; scoring more goals? Find the answers at trendline.hockey — and build charts with them that you can share on social media.
An independent project — not affiliated with, endorsed by, or sponsored by the NHL or any team. All stats are drawn from the NHL's public data feeds.
It's built and maintained by Alex Panetta, a 28-year journalist now getting a master's in AI Management during a career sabbatical. He's been building apps as a hobby and for school projects, like Wandering Well, a hidden-gems travel site and app; trendline.football; the Daily AI Digest, an automated newsletter on AI developments for non-technical professionals; and several workflow-related tools. Reach out to discuss projects with him on LinkedIn.
Everything is fetched from the NHL's public API by an automated pipeline — no estimates, no hand-entered stats. Goal totals reconcile to public NHL accounting. Status paragraphs are generated from fixed rules applied to the data, so the words can never outrun the numbers.
This page: player-seasons, every preseason line taken from the NHL's own boxscores and every regular-season total from the NHL's skater summaries. The full table is above; the raw data and the scripts that built it are open.
The Trend Line also speaks MCP — add https://trendline.hockey/mcp to Claude or any MCP client and ask it hockey questions in plain language, answered from these numbers and cited back to the site. Details in llms.txt.