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 →
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 = 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, 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 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 · this game
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

all situations · this game
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.

Goals

this game
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
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
0.50.5111.51.5222.52.50Jack 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
0.50.5111.51.50Olen ZellwegerD16:55+0.80Jiri KulichF10:27+0.65Zach BensonF14:02+0.52Mattias SamuelssonD20:46+0.52Jack QuinnF14:18+0.32Noah OstlundF13:44+0.31Josh NorrisF9:31+0.19Zach MetsaD11:49+0.07Konsta HeleniusF8:27+0.01Peyton KrebsF9:00-0.05Owen PowerD17:14-0.07Justin DanforthF8:34-0.08Beck MalenstynF8:23-0.10Tage ThompsonF11:56-0.28Dennis GilbertD10:16-0.52Josh DoanF13:57-0.58Ryan McLeodF10:56-0.86Louis CrevierD12:15-0.86
0.250.250.50.50Zach BensonF4:58+0.33Jack QuinnF5:11+0.29Tage ThompsonF4:50+0.29Owen PowerD5:30+0.29Noah OstlundF5:09+0.29Jiri KulichF0:54+0.12Josh DoanF0:44+0.12Josh NorrisF0:51+0.12Konsta HeleniusF0:44+0.12Olen ZellwegerD0:56+0.08Mattias SamuelssonD0:15+0.00Zach MetsaD0:03+0.00
0.250.250.50.50.750.75110Jack QuinnF0:08+0.27Zach BensonF1:51+0.03Noah OstlundF0:51+0.00Jiri KulichF0:21+0.00Peyton KrebsF0:04+0.00Olen ZellwegerD0:04+0.00Tage ThompsonF0:02+0.00Dennis GilbertD1:15-0.13Louis CrevierD1:57-0.23Josh NorrisF2:05-0.24Zach MetsaD2:40-0.34Owen PowerD3:17-0.34Ryan McLeodF3:05-0.44Mattias SamuelssonD4:15-0.64Beck MalenstynF3:49-0.87
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
0.50.5111.51.50Nick SuzukiF12:42+0.85Juraj SlafkovskýF11:37+0.84Cole CaufieldF10:29+0.78Zachary BolducF9:20+0.50Alexandre TexierF10:11+0.35Alexandre CarrierD16:53+0.32Phillip DanaultF9:36+0.31Kaiden GuhleD17:48+0.24Lane HutsonD19:04-0.02David ReinbacherD9:09-0.13Noah DobsonD16:57-0.17Oliver KapanenF10:12-0.20Arber XhekajD9:40-0.23Jake EvansF9:47-0.29Kirby DachF11:32-0.38Alex NewhookF12:40-0.83Chris KreiderF13:21-0.84Josh AndersonF11:32-1.05
0.50.5110Juraj SlafkovskýF5:46+1.10Cole CaufieldF5:44+1.10Lane HutsonD6:05+0.84Nick SuzukiF5:50+0.84Phillip DanaultF0:49+0.42Zachary BolducF4:16+0.41Oliver KapanenF1:28+0.00Alex NewhookF0:50+0.00Chris KreiderF0:40+0.00Kaiden GuhleD0:04+0.00Alexandre TexierF0:53-0.26Noah DobsonD0:40-0.26
0.250.250.50.50Noah DobsonD2:50+0.05Arber XhekajD2:49+0.05Alex NewhookF2:10+0.05Josh AndersonF2:25+0.01Chris KreiderF0:05+0.00Kirby DachF0:05+0.00Nick SuzukiF0:09-0.00Phillip DanaultF4:00-0.42Jake EvansF3:07-0.46Alexandre CarrierD3:12-0.46Kaiden GuhleD3:12-0.46

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
MTL
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 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
FowlerSuzukiCaufieldSlafkovskýKreiderAndersonNewhookDanaultTexierBolducEvansDachKapanenDobsonHutsonCarrierGuhleXhekajReinbacherGL1L2L3L4D1D2D3GL1L2L3L4D1D2D3LuukkonenQuinnOstlundBensonThompsonMcLeodDoanMalenstynDanforthKrebsNorrisKulichHeleniusSamuelssonZellwegerPowerMetsaGilbertCrevier
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.

The model

The prediction, scored

🔒 pregame · this game

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 1.942.33 0.840.62
MTL 3.294.23 2.102.33 0.801.10

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

🔒 pregame · this game

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

🔒 pregame · this game

The engine made MTL a 54.1% favorite — MTL controls 52.1% of the predicted xG. Of BUF's 3.03 expected goals, 1.94 should come at 5v5 and 0.84 on the power play; MTL projects 2.10 at 5v5 and 0.80 on the power play. The logistic challenger put the home side at 52.4%, Elo at 55.6%.

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, 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.

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.

BUFMTL
3.14 (9th) Offense
xG for / game
3.05 (14th)
3.19 (26th) Defense
xG against / game
3.09 (18th)
0.71 (20th) Power play
PP xG / game
0.68 (21st)
0.90 (27th) Penalty kill
PP xG conceded / game
1.00 (30th)

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 →