xJawn NHL expected goals

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BUF 2 – 0 SJS

Buffalo Sabres at San Jose Sharks

Final · Oct 27, 2026
2026-27 · regular season
The call
BUF 56.9% ✓
expected 3.53–3.10 · BUF won 2–0
actual xG
3.66–2.76
xG share, predicted → actual
BUF 53% → 57%47% → 43% SJS
Today's puzzle Remember Some Guys — name the skater from the shape of his career. Three clues, one guess a day. Play →
On the ice
Adjusts with rink filters

Strength and score are read from BUF's side, the same minutes at both ends: PP = BUF power play · PK = SJS power play · Leading = BUF ahead · ST = each club's own power play.

BUF attacks◀ all strengths
SJS attacksall strengths ▶
× goal• on net ◦ missed· blocked hover any attempt for the shooter, its xG and everything the model saw
How to read this map

One rink, both teams: BUF attacks the left net, SJS the right. Every attempt is a Gaussian bump of height = its model xG. The controls switch the surface (xG heatmap ↔ vs league) and the markers; vs league compares this game against a typical NHL team-game under the same filter (2026-27 regular season, 283 games), so a 5v5 view is measured against league 5v5.

A strength or score filter is read from BUF's side and mirrored for SJS: “BUF PP” shows BUF's power-play attempts on the left and SJS's shorthanded attempts on the right — the same minutes of the game at both ends. Empty-net attempts are excluded unless you include them. The Player control narrows the map and the rows beneath it to the attempts by either club while one player was on the ice (for a goalie, while he was in net); his own attempts wear a blue ring. vs league switches off while a player is picked — the league baseline is a whole team-game, which one player's slice is not. Hover any attempt for the shooter, the result, its xG, and the inputs behind it: clock, strength, score, shot type, distance, angle, handedness, rush/rebound, what happened just before, and the goalie or the blocker.

What each side produced

all strengths · this game
BUF SJS
bars share a scale within each row · the longer bar is the row's leader
Goalson the map
1 0
Expected goals
3.65 2.76
xG%share of xG
57% 43%
High-dangerattempts ≥ 0.20 xG
3 3
Shots on goal
40 23
Attempts
67 64
xG by period · whole game 1st1.3–1.02nd1.4–1.03rd0.9–0.8

The Sabres beat the Sharks 2–0 on the road, and the chances agreed: BUF out-created SJS 3.7–2.8 in expected goals. At 5v5: BUF 2.8, SJS 2.1.

Counts come from the shot table behind the map: empty-net attempts and the shootout are excluded, so the goals here can trail the official final by an empty-netter or the shootout's deciding goal. Same numbers as the post-game cards.

As the game went

all situations · this game
cumulative BUF − SJS xG · bands = power plays · lines = goals
1ST2ND3RD+0.5−0.5+1−1+1.5−1.5BUF AHEAD ▲SJS AHEAD ▼
How to read this

One line: cumulative BUF minus SJS expected goals. Above zero BUF is ahead on chances, below zero SJS is. Shaded bands are power plays in the side's colour; vertical lines are goals.

Goals

this game
xG = the chance, before it went in
TeamScorerPeriodTimexG
BUFOlen Zellweger 2nd0:50 0.04
BUFZach Benson 3rd19:05 EN 0.65
Who

Skaters

all · whole game · this game
on-ice xG for and against, his own attempts, the net
strength
period
sort
How to read this

Every skater: on-ice xG against to the left of zero, for to the right, his own attempts as the solid bar, a hash at the net. The slim track under the name is ice time. The chart opens sorted by net, best first; pick another key to re-order it, and click the same key again to flip it. A name opens the player's page. Pick a period and every bar re-lays for that period alone on the same scale as the whole game, so the three periods add up to it; a skater who did not play in it fades to the bottom.

BUF
against for own net ice time
0.50.5111.51.50Jason ZuckerF12:04+1.15Ryan McLeodF13:19+1.04Josh NorrisF16:02+0.88Olen ZellwegerD22:01+0.57Owen PowerD24:49+0.51Jack QuinnF19:28+0.41Tage ThompsonF17:10+0.38Rasmus DahlinD26:19+0.37Noah OstlundF18:55+0.35Konsta HeleniusF11:44+0.28Zach BensonF17:52+0.26Louis CrevierD9:11+0.03Josh DoanF15:49-0.03Mattias SamuelssonD24:05-0.14Zach MetsaD10:37-0.17Peyton KrebsF10:04-0.29Beck MalenstynF13:19-0.31Tyson KozakF11:14-0.40
0.50.5111.51.50Ryan McLeodF10:20+1.11Jason ZuckerF10:21+0.96Josh NorrisF12:43+0.82Owen PowerD19:04+0.81Olen ZellwegerD19:34+0.67Konsta HeleniusF11:42+0.28Zach BensonF13:01+0.18Tage ThompsonF12:37+0.05Louis CrevierD9:00+0.03Zach MetsaD9:47-0.04Mattias SamuelssonD20:05-0.05Rasmus DahlinD21:17-0.09Josh DoanF15:03-0.12Jack QuinnF15:37-0.17Noah OstlundF14:56-0.20Beck MalenstynF10:57-0.25Peyton KrebsF10:04-0.29Tyson KozakF9:44-0.38
0.250.250.50.50.750.750Rasmus DahlinD3:39+0.63Tage ThompsonF2:45+0.55Jack QuinnF3:11+0.55Noah OstlundF3:05+0.55Zach BensonF2:17+0.48Jason ZuckerF1:43+0.19Ryan McLeodF1:12+0.13Josh NorrisF0:57+0.13Josh DoanF0:46+0.09Owen PowerD0:23+0.04Olen ZellwegerD0:32+0.04Tyson KozakF0:03+0.00Mattias SamuelssonD0:11-0.00Louis CrevierD0:11-0.00
0.250.250.50.50Konsta HeleniusF0:02+0.00Rasmus DahlinD0:01+0.00Tyson KozakF1:03-0.02Beck MalenstynF2:22-0.06Josh NorrisF2:22-0.06Mattias SamuelssonD3:20-0.12Zach MetsaD0:50-0.13Owen PowerD3:19-0.17Olen ZellwegerD0:53-0.17Ryan McLeodF1:47-0.19Zach BensonF0:45-0.23
SJS
against for own net ice time
0.50.5111.51.5220Macklin CelebriniF24:59+0.70Michael KesselringD16:25+0.40Ivar StenbergF20:22+0.38Tyler ToffoliF12:50+0.19Luca CagnoniD14:05+0.12Kiefer SherwoodF16:02+0.12Sam DickinsonD17:58+0.07Collin GrafF15:55+0.03Will SmithF16:20-0.19Adam GaudetteF10:21-0.19Ty DellandreaF13:24-0.28Mason MarchmentF15:37-0.38Michael MisaF12:17-0.52Dmitry OrlovD18:23-0.66Zack OstapchukF10:40-0.75Jacob TroubaD24:39-0.84Barclay GoodrowF10:28-1.01Darnell NurseD23:54-1.10
0.50.5111.51.50Michael KesselringD14:51+0.55Collin GrafF13:33+0.31Macklin CelebriniF18:58+0.28Ivar StenbergF15:53+0.25Kiefer SherwoodF13:02+0.23Sam DickinsonD16:49+0.19Tyler ToffoliF12:07+0.06Luca CagnoniD12:39+0.03Ty DellandreaF12:32-0.20Adam GaudetteF9:35-0.32Zack OstapchukF9:15-0.43Michael MisaF11:07-0.48Jacob TroubaD21:17-0.49Will SmithF11:04-0.53Mason MarchmentF11:33-0.54Barclay GoodrowF8:40-0.68Darnell NurseD19:39-0.73Dmitry OrlovD13:16-0.79
0.250.250.50.50Macklin CelebriniF3:37+0.29Kiefer SherwoodF0:46+0.17Ivar StenbergF3:28+0.17Mason MarchmentF3:25+0.17Will SmithF3:24+0.17Dmitry OrlovD3:20+0.17Luca CagnoniD0:50+0.13Adam GaudetteF0:46+0.13Tyler ToffoliF0:43+0.13Michael MisaF0:34+0.00Jacob TroubaD0:01+0.00Darnell NurseD0:01+0.00
0.250.250.50.50.750.750Luca CagnoniD0:07+0.00Michael MisaF0:07+0.00Dmitry OrlovD0:03+0.00Macklin CelebriniF0:25-0.04Ivar StenbergF0:22-0.04Ty DellandreaF0:52-0.09Sam DickinsonD1:09-0.13Michael KesselringD1:34-0.15Collin GrafF1:46-0.25Kiefer SherwoodF1:35-0.28Zack OstapchukF1:25-0.32Barclay GoodrowF1:48-0.33Jacob TroubaD2:37-0.52Darnell NurseD2:54-0.55

Lines & pairs

all · whole game · this game
most-used units · when they played · on-ice xG lines are by strength · 5v5 shown
strength
period
sort
How to read this

The units that actually played together most at the chosen strength — forward lines and defence pairs at 5v5, the whole group on the ice on the power play or the kill — each with when it was on the ice at that strength across the game clock (period and power-play bands behind the strip) and on-ice xG against / for while the whole unit was out, at that strength only. Sorted by time together; pick another key to re-order, and a name opens the player's page. Pick a period and the strip veils the rest of the game while the bars re-lay for that period alone, on the whole game's scale.

BUF
on ice power play penalty kill xGA xGF
SJS
on ice power play penalty kill xGA xGF

Matchups

5v5 · this game
every skater against every skater, goalies first · hover a cell
order
BUF won the chances SJS won them full colour = a margin of 0.75 xG or more taller = more time together (full height at 12:00) on together, dead even never on together G = goalie: his row or column is each skater against the whole other team
AskarovCelebriniGrafStenbergMarchmentSmithMisaToffoliSherwoodDellandreaGoodrowGaudetteOstapchukTroubaNurseOrlovCagnoniKesselringDickinsonGL1L2L3L4D1D2D3GL1L2L3L4D1D2D3EllisQuinnDoanOstlundThompsonBensonHeleniusZuckerNorrisMcLeodMalenstynKrebsKozakSamuelssonDahlinPowerZellwegerCrevierMetsa
How to read this

Rows are BUF's skaters, columns SJS's, grouped the way they played: forward lines (L1 = the line that played together most), then defence pairs. Each cell covers the five-on-five time those two players shared the ice. Its colour is the club that out-chanced the other in that time — expected goals for minus against — and the stronger the colour, the bigger the margin. Each cell is also raised: the taller the block, the longer the two shared the ice, up to full height at 12:00 of five-on-five time. A grey cell means they met and it came out even; an open, flat one means they never met at five-on-five.

The first row and column are the goalies. A goalie is in net for every five-on-five second, so a skater's cell against the other side's goalie is all of that skater's five-on-five time against that team — the rest of his row or column added up — and the corner where the two goalies meet is the game's five-on-five. Those cells cover far more time than any pair, so they reach full colour sooner and stand at full height, a wall along each edge of the grid. A goalie change adds a second goalie row or column, each covering his own time.

Linemates share the ice, so a line against a line reads as a block. The margin is a total, not a rate: a long matchup has room to build a big gap and a thirty-second one does not — which is what the height is there to show: a tall, strong cell is the game's story; a short, strong one is a moment. Hover (or tap) any cell for the exact time together, the xG each way, attempts and goals. One game — a strong cell is what happened, not what would happen again.

The model

The prediction, scored

🔒 pregame · this game

Before puck drop the engine made BUF a 56.9% favorite, expecting a 3.53–3.10 game — BUF won 2–0, so the call landed. Every number in this section was issued before the game and is never re-graded.

pred. xGactual xG pred. 5v5actual 5v5 pred. STactual PP
BUF 3.533.66 2.332.78 0.910.67
SJS 3.102.76 1.932.12 0.880.47

Predicted 5v5 / special-teams portions come from the predicted map's strength splits (one shared scale per team pins the all-strengths total to its expected goals), so they don't sum exactly — the remainder is 4v4, 3v3, and other mixed states. The actual columns are the card's own counts (empty-net attempts excluded); the actual PP column is power-play xG only, the same bucket the predicted map's special-teams view draws.

The pregame score grid

🔒 pregame · this game

The likeliest finals the engine saw before the game, with what actually happened marked — ■ BUF · ■ SJS.

Likeliest finals (BUF–SJS)probability
3–3 6.8% tied after regulation — OT/SO decides
2–2 5.6% tied after regulation — OT/SO decides
4–4 4.7% tied after regulation — OT/SO decides
4–2 4.3%
2–4 3.3%
2–0 0.9% what happened
3.0%4.6%010.4%14.1%118.2%21.7%221.2%22.2%318.8%17.1%413.5%10.7%58.1%5.6%64.1%2.5%72.8%1.4%8+

Scoreline odds are the engine's own grid: each team's goals as a Poisson count, with the fitted adjustment for how often games end tied after regulation (ρ = 0.35), so these odds and the headline win probability come from the same numbers. The OT/SO layer is a separate fitted model and is already inside the headline win probability.

The pregame read

🔒 pregame · this game

The engine made BUF a 56.9% favorite — SJS controls 46.7% of the predicted xG. Of BUF's 3.53 expected goals, 2.33 should come at 5v5 and 0.91 on the power play; SJS projects 1.93 at 5v5 and 0.88 on the power play. The logistic challenger put the home side at 41.2%, Elo at 47.5%.

Why BUF 56.9%
win chance× expected goals
5v5 play +8.8 BUF ×1.14 · SJS ×0.97
home ice −3.5 BUF ×1.00 · SJS ×1.08
goaltending +1.4 BUF ×1.00 · SJS ×0.97
finishing +1.3 BUF ×1.05 · SJS ×1.03
special teams −0.4 BUF ×1.01 · SJS ×1.02
schedule +0.0 BUF ×1.00 · SJS ×1.00

Win chance is in points toward BUF (bars right of the line push toward BUF, left toward SJS). Each win-chance number is one-at-a-time: that piece reset to league average (neutral ice, a typical night's rest) on both sides and the game re-priced; the pieces interact, so they don't add up to the call. The multipliers are exact: a league-average team on neutral ice, on a typical night's rest, would expect 2.89 goals in this game, and each side's expected goals is that times its column of multipliers. Special teams reads small because the engine's power-play terms fit near zero, not because special teams don't matter.

Where the engine expected the goals

🔒 pregame · this game

The predicted surface, issued before puck drop — not this game's shots (those are the card's map above). BUF attacks the left net, SJS the right; each end multiplies where the attacking team generates xG this season by where its opponent concedes it, scaled so each end totals the engine's expected goals. Actual shots lays the game's unblocked attempts on top: × goals, • on net, ◦ missed.

Context

Tale of the tape

season to date

How each team fares on its own, season to date: per-game xG rates with league rank (of 32). Rank 1 is best on every row — orange ranks sit in the top third of the league, gray in the bottom third.

BUFSJS
3.14 (9th) Offense
xG for / game
2.70 (26th)
3.19 (26th) Defense
xG against / game
3.74 (32nd)
0.71 (20th) Power play
PP xG / game
0.74 (19th)
0.90 (27th) Penalty kill
PP xG conceded / game
1.12 (32nd)

Season-to-date form as of the site's latest build, shown for context — the ratings the engine actually used were its own as-of-game-day state. Replay this matchup in the lab →