xJawn NHL expected goals

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CHI 3 – 4 BUF

Chicago Blackhawks at Buffalo Sabres

Final · Oct 3, 2026
2026-27 · regular season
The call
BUF 71.7% ✓
expected 2.55–3.98 · BUF won 3–4
actual xG
2.32–3.88
xG share, predicted → actual
CHI 39% → 37%61% → 63% BUF
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 CHI's side, the same minutes at both ends: PP = CHI power play · PK = BUF power play · Leading = CHI ahead · ST = each club's own power play.

CHI attacks◀ all strengths
BUF 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: CHI attacks the left net, BUF 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 CHI's side and mirrored for BUF: “CHI PP” shows CHI's power-play attempts on the left and BUF'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
CHI BUF
bars share a scale within each row · the longer bar is the row's leader
Goalson the map
3 4
Expected goals
2.32 3.88
xG%share of xG
37% 63%
High-dangerattempts ≥ 0.20 xG
2 2
Shots on goal
15 28
Attempts
38 64
xG by period · whole game 1st0.6–1.92nd0.9–0.93rd0.8–1.1

The Sabres beat the Blackhawks 4–3 at home, and the chances agreed: BUF out-created CHI 3.9–2.3 in expected goals. At 5v5: CHI 1.8, BUF 3.2.

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 CHI − BUF xG · bands = power plays · lines = goals
1ST2ND3RD+0.5−0.5+1−1+1.5−1.5+2−2CHI AHEAD ▲BUF AHEAD ▼
How to read this

One line: cumulative CHI minus BUF expected goals. Above zero CHI is ahead on chances, below zero BUF 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
CHIRyan Donato 1st7:59 0.19
CHITyler Bertuzzi 1st11:24 0.06
CHIOliver Moore 2nd18:18 0.11
BUFJack Quinn 1st16:24 0.03
BUFTage Thompson 2nd5:41 0.05
BUFRasmus Dahlin 3rd6:10 0.14
BUFJiri Kulich 3rd13:20 0.15
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.

CHI
against for own net ice time
0.50.5111.51.50Alex VlasicD22:33+0.14Ian ColeD20:37-0.01Roman KantserovF18:48-0.15Teuvo TeravainenF14:22-0.19Jordan GreenwayF15:55-0.26Ryan GreeneF15:36-0.26Cole SmithF15:09-0.31Anton FrondellF16:06-0.33Frank NazarF19:58-0.39Ryan DonatoF9:25-0.40Artyom LevshunovD24:40-0.43Oliver MooreF9:30-0.45Tyler BertuzziF16:18-0.51Patrick KaneF19:01-0.55Nick LardisF7:41-0.56Wyatt KaiserD22:58-0.70Kevin KorchinskiD11:21-1.03Ethan Del MastroD15:01-1.15
0.50.5111.51.50Alex VlasicD20:03+0.18Ian ColeD17:51+0.03Patrick KaneF15:21-0.18Frank NazarF15:49-0.21Roman KantserovF16:29-0.21Ryan GreeneF14:32-0.26Artyom LevshunovD18:58-0.28Cole SmithF13:17-0.31Teuvo TeravainenF12:35-0.33Jordan GreenwayF15:01-0.33Anton FrondellF12:31-0.37Ryan DonatoF7:49-0.43Oliver MooreF8:49-0.45Wyatt KaiserD19:32-0.52Nick LardisF6:59-0.56Tyler BertuzziF13:26-0.57Kevin KorchinskiD10:32-1.05Ethan Del MastroD14:56-1.15
0.250.250Patrick KaneF1:19+0.06Tyler BertuzziF1:18+0.06Roman KantserovF1:17+0.06Anton FrondellF0:43+0.04Artyom LevshunovD1:48+0.03Frank NazarF1:01+0.03Ryan DonatoF0:59+0.03Kevin KorchinskiD0:12+0.03Nick LardisF0:42+0.00Oliver MooreF0:41+0.00
0.250.250.50.50Artyom LevshunovD2:09+0.25Wyatt KaiserD2:01+0.25Frank NazarF1:24+0.21Teuvo TeravainenF1:47+0.14Jordan GreenwayF0:54+0.08Cole SmithF1:46+0.00Anton FrondellF1:16+0.00Ryan GreeneF1:04+0.00Ethan Del MastroD0:05+0.00Roman KantserovF0:02+0.00Ian ColeD2:08-0.04Alex VlasicD1:52-0.04
BUF
against for own net ice time
0.50.5111.51.5220Olen ZellwegerD15:31+1.42Owen PowerD25:12+1.17Peyton KrebsF13:42+0.89Tage ThompsonF19:41+0.67Jack QuinnF19:07+0.60Konsta HeleniusF14:39+0.51Jiri KulichF13:31+0.43Zach BensonF19:33+0.42Rasmus DahlinD25:23+0.37Noah OstlundF17:23+0.32Louis CrevierD17:08+0.31Ryan McLeodF12:02+0.28Josh DoanF18:06+0.26Zach MetsaD8:28+0.23Josh NorrisF16:32+0.15Mattias SamuelssonD24:11-0.06Sam CarrickF7:20-0.27Beck MalenstynF8:31-0.34
0.50.5111.51.50Olen ZellwegerD14:42+1.00Peyton KrebsF12:43+0.93Owen PowerD20:43+0.79Konsta HeleniusF12:13+0.73Jack QuinnF15:48+0.64Rasmus DahlinD21:51+0.57Noah OstlundF15:12+0.49Ryan McLeodF8:56+0.47Zach BensonF16:28+0.46Louis CrevierD15:03+0.35Josh NorrisF14:31+0.32Josh DoanF15:34+0.30Tage ThompsonF15:46+0.28Zach MetsaD7:34+0.25Jiri KulichF11:10+0.04Mattias SamuelssonD21:53-0.05Sam CarrickF7:20-0.27Beck MalenstynF7:03-0.32
0.250.250.50.50Owen PowerD1:46+0.00Mattias SamuelssonD0:01+0.00Tage ThompsonF2:33-0.04Zach BensonF2:33-0.04Jack QuinnF2:32-0.04Josh DoanF2:32-0.04Ryan McLeodF1:37-0.17Konsta HeleniusF1:36-0.17Noah OstlundF1:33-0.17Josh NorrisF1:31-0.17Rasmus DahlinD2:21-0.21
0.250.250Zach BensonF0:32+0.00Josh NorrisF0:30+0.00Ryan McLeodF1:29-0.02Beck MalenstynF1:28-0.02Mattias SamuelssonD0:54-0.02Zach MetsaD0:54-0.02Owen PowerD1:07-0.04Louis CrevierD1:06-0.04

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.

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

Matchups

5v5 · this game
every skater against every skater, goalies first · hover a cell
order
CHI won the chances BUF 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
LuukkonenQuinnOstlundBensonThompsonNorrisDoanMcLeodKrebsHeleniusCarrickMalenstynKulichSamuelssonDahlinPowerZellwegerCrevierMetsaGL1L2L3L4D1D2D3GL1L2L3L4D1D2D3KnightKaneNazarKantserovGreenwaySmithGreeneTeravainenBertuzziFrondellDonatoLardisMooreColeVlasicKaiserLevshunovDel MastroKorchinski
How to read this

Rows are CHI's skaters, columns BUF'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 71.7% favorite, expecting a 2.55–3.98 game — BUF 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
CHI 2.552.32 1.671.81 0.610.06
BUF 3.983.88 2.893.21 0.790.24

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 — ■ CHI · ■ BUF.

Likeliest finals (CHI–BUF)probability
3–3 6.0% tied after regulation — OT/SO decides
2–2 5.3% tied after regulation — OT/SO decides
2–4 5.2%
2–5 4.1%
1–3 4.1%
3–4 2.9% what happened
8.0%1.9%020.2%7.4%125.4%14.6%221.4%19.3%313.6%19.4%46.9%15.7%53.0%10.6%61.1%6.1%70.5%4.9%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 71.7% favorite — BUF controls 61.0% of the predicted xG. Of CHI's 2.55 expected goals, 1.67 should come at 5v5 and 0.61 on the power play; BUF projects 2.89 at 5v5 and 0.79 on the power play. The logistic challenger put the home side at 73.7%, Elo at 70.9%.

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). CHI attacks the left net, BUF 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.

CHIBUF
2.26 (32nd) Offense
xG for / game
3.14 (9th)
3.37 (30th) Defense
xG against / game
3.19 (26th)
0.49 (31st) Power play
PP xG / game
0.71 (20th)
0.67 (10th) Penalty kill
PP xG conceded / game
0.90 (27th)

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 →