xJawn NHL expected goals

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BUF 3 – 4 MTL

Buffalo Sabres at Montréal Canadiens

Final / OT · Oct 17, 2026
2026-27 · regular season
The call
MTL 54.1% ✓
expected 3.03–3.29 · MTL won 3–4 in OT
actual xG
3.50–4.23
xG share, predicted → actual
BUF 48% → 45%52% → 55% MTL
Today's puzzle Remember Some Guys — name the skater from the shape of his career. Three clues, one guess a day. Play →
Adjusts with rink filters

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

BUF attacks◀ all strengths
MTL 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, MTL 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, 139 games), so a 5v5 view is measured against league 5v5.

A strength or score filter is read from BUF's side and mirrored for MTL: “BUF PP” shows BUF's power-play attempts on the left and MTL'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 · regular season
BUF MTL
bars share a scale within each row · the longer bar is the row's leader
Goalson the map
3 4
Expected goals
3.50 4.23
xG%share of xG
45% 55%
High-dangerattempts ≥ 0.20 xG
5 3
Shots on goal
26 34
Attempts
54 66
xG by period · whole game 1st0.8–0.92nd1.5–2.03rd1.0–0.8OT0.2–0.5

The Canadiens beat the Sabres 4–3 in overtime at home in a game the chances called about even, BUF 3.5 to MTL 4.2 in expected goals. The Canadiens power play made 1.1 xG on 11 attempts.

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

cumulative BUF − MTL xG · bands = power plays · lines = goals
1ST2ND3RDOT+0.5−0.5+1−1+1.5−1.5BUF AHEAD ▲MTL AHEAD ▼
How to read this

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

Skaters

on-ice xG · sorted by net · one game
How to read this

Every skater, sorted by net on-ice expected goals: 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.

BUF
against for own net ice time
0.50.5111.51.5222.52.50Jack QuinnF21:30+0.87Zach BensonF21:17+0.87Olen ZellwegerD20:47+0.81Jiri KulichF13:00+0.77Noah OstlundF19:44+0.60Konsta HeleniusF9:11+0.13Peyton KrebsF9:04-0.05Justin DanforthF8:34-0.08Mattias SamuelssonD26:59-0.12Josh NorrisF14:30-0.16Zach MetsaD14:57-0.27Tage ThompsonF19:19-0.29Owen PowerD27:39-0.43Josh DoanF15:14-0.46Dennis GilbertD11:31-0.66Beck MalenstynF12:12-0.97Louis CrevierD14:12-1.09Ryan McLeodF14:35-1.37
MTL
against for own net ice time
0.50.5111.51.5222.52.50Cole CaufieldF18:03+2.06Nick SuzukiF20:49+1.99Juraj SlafkovskýF17:51+1.94Lane HutsonD26:38+1.12Zachary BolducF14:48+0.91Phillip DanaultF15:06+0.43Alexandre TexierF11:29+0.09David ReinbacherD9:09-0.13Alexandre CarrierD22:08-0.14Arber XhekajD12:29-0.18Oliver KapanenF11:40-0.20Kaiden GuhleD23:21-0.22Noah DobsonD21:16-0.31Kirby DachF11:37-0.38Jake EvansF13:29-0.75Alex NewhookF16:21-0.78Chris KreiderF14:06-0.83Josh AndersonF14:22-1.04

Lines & pairs

most-used 5v5 units · when they played · on-ice xG
How to read this

The forward lines and defence pairs that actually played together most at 5v5, each with when it was on the ice across the game clock (period and power-play bands behind the strip) and on-ice xG against/for while the whole unit was out.

BUF
on ice power play penalty kill xGA xGF
FORWARD LINESL1Jack QuinnNoah OstlundZach Benson16:43+0.88L2Tage ThompsonRyan McLeodJosh Doan8:14-0.70L3Beck MalenstynJustin DanforthPeyton Krebs7:40-0.11L4Josh NorrisJiri KulichKonsta Helenius5:57+0.33DEFENCE PAIRSD1Mattias SamuelssonOlen Zellweger17:30+0.77D2Owen PowerZach Metsa11:02+0.07D3Dennis GilbertLouis Crevier8:33-0.491ST2ND3RDOT01.51.5
MTL
on ice power play penalty kill xGA xGF
FORWARD LINESL1Nick SuzukiCole CaufieldJuraj Slafkovský16:03+1.88L2Chris KreiderJosh AndersonAlex Newhook9:44-0.94L3Phillip DanaultAlexandre TexierZachary Bolduc7:53+0.40L4Jake EvansKirby DachOliver Kapanen7:05-0.18DEFENCE PAIRSD1Alexandre CarrierKaiden Guhle20:19-0.17D2Noah DobsonLane Hutson16:30-0.26D3Arber XhekajDavid Reinbacher7:29-0.171ST2ND3RDOT02.252.25

Matchups

5v5 · every skater against every skater, goalies first · hover a cell
BUF won the chances MTL 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
LuukkonenQuinnOstlundBensonThompsonMcLeodDoanMalenstynDanforthKrebsNorrisKulichHeleniusSamuelssonZellwegerPowerMetsaGilbertCrevierFowlerSuzukiCaufieldSlafkovskýKreiderAndersonNewhookDanaultTexierBolducEvansDachKapanenCarrierGuhleDobsonHutsonXhekajReinbacherGL1L2L3L4D1D2D3GL1L2L3L4D1D2D3
How to read this

Rows are BUF's skaters, columns MTL'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.

Goals

xG = the chance, before it went in
TeamScorerPeriodTimexG
BUFJosh Norris 1st8:21 0.51
BUFJack Quinn 2nd9:52 SH 0.27
BUFTage Thompson 3rd10:12 0.25
MTLZachary Bolduc 1st11:45 PP 0.08
MTLCole Caufield 1st14:01 0.03
MTLAlexandre Texier 2nd7:39 0.28
MTLCole Caufield OT0:54 0.34

The prediction, scored

Before puck drop the engine made MTL a 54.1% favorite, expecting a 3.03–3.29 game — MTL won 3–4, 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 3.033.50 1.962.33 0.690.62
MTL 3.294.23 1.962.33 0.821.10

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

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

Likeliest finals (BUF–MTL)probability
3–3 7.0% what happened — regulation ended tied; MTL won in OT
2–2 6.4% tied after regulation — OT/SO decides
4–4 4.4% tied after regulation — OT/SO decides
2–4 4.2%
4–2 3.6%
4.9%3.8%014.8%12.3%122.2%20.1%222.2%21.9%316.8%18.0%410.3%12.0%55.3%6.7%62.3%3.2%71.3%2.0%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

The engine made MTL a 54.1% favorite — MTL controls 52.1% of the predicted xG. Of BUF's 3.03 expected goals, 1.96 should come at 5v5 and 0.69 on the power play; MTL projects 1.96 at 5v5 and 0.82 on the power play. The logistic challenger put the home side at 52.4%, Elo at 55.6%.

Where the engine expected the goals

The predicted surface, issued before puck drop — not this game's shots (those are the card's map above). BUF attacks the left net, MTL 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.

Tale of the tape

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.

BUFMTL
3.02 (13th) Offense
xG for / game
3.21 (9th)
3.05 (20th) Defense
xG against / game
2.82 (16th)
0.58 (27th) Power play
PP xG / game
0.82 (14th)
0.81 (22nd) Penalty kill
PP xG conceded / game
0.79 (21st)

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 →