xJawn NHL expected goals

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DAL 4 – 0 BUF

Dallas Stars at Buffalo Sabres

Final · Oct 8, 2026
2026-27 · regular season
The call
BUF 54.5% ✗
expected 2.89–3.16 · DAL won 4–0
actual xG
2.17–2.39
xG share, predicted → actual
DAL 48% → 48%52% → 52% 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 DAL's side, the same minutes at both ends: PP = DAL power play · PK = BUF power play · Leading = DAL ahead · ST = each club's own power play.

DAL 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: DAL 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 DAL's side and mirrored for BUF: “DAL PP” shows DAL'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
DAL BUF
bars share a scale within each row · the longer bar is the row's leader
Goalson the map
4 0
Expected goals
2.17 2.40
xG%share of xG
48% 52%
High-dangerattempts ≥ 0.20 xG
4 0
Shots on goal
18 26
Attempts
39 63
xG by period · whole game 1st0.7–0.62nd1.2–0.63rd0.3–1.2

The Stars beat the Sabres 4–0 on the road in a game the chances called about even, DAL 2.2 to BUF 2.4 in expected goals. At 5v5: DAL 1.4, BUF 2.2.

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

One line: cumulative DAL minus BUF expected goals. Above zero DAL 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
DALJason Robertson 1st9:03 0.11
DALSam Steel 2nd9:36 0.02
DALMikko Rantanen 2nd13:57 0.12
DALRoope Hintz 2nd15:34 PP 0.16
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.

DAL
against for own net ice time
0.50.5111.51.50Jason RobertsonF15:14+0.97Roope HintzF14:57+0.91Mikko RantanenF15:27+0.71Wyatt JohnstonF16:40+0.71Miro HeiskanenD19:40+0.41Nils LundkvistD18:08+0.10Thomas HarleyD23:35-0.05Jamie BennF12:26-0.08Oskar BäckF14:22-0.13Sam SteelF15:31-0.18Radek FaksaF13:11-0.20Colin BlackwellF12:18-0.34Tyler MyersD17:30-0.44Tyler SeguinF15:40-0.46Arttu HyryF15:02-0.47Esa LindellD21:57-0.73Lian BichselD17:34-0.84Justin HryckowianF14:48-0.87
0.50.5111.51.50Jason RobertsonF12:47+0.18Roope HintzF12:24+0.11Nils LundkvistD18:02+0.10Oskar BäckF11:03+0.02Thomas HarleyD20:44-0.05Radek FaksaF10:50-0.08Mikko RantanenF12:54-0.08Jamie BennF12:26-0.08Wyatt JohnstonF14:07-0.09Sam SteelF13:01-0.19Miro HeiskanenD15:13-0.24Colin BlackwellF11:24-0.34Tyler MyersD15:28-0.44Arttu HyryF12:41-0.45Tyler SeguinF15:40-0.46Esa LindellD17:56-0.58Lian BichselD16:21-0.85Justin HryckowianF14:14-0.87
0.250.250.50.50.750.75110Mikko RantanenF2:33+0.80Roope HintzF2:33+0.80Miro HeiskanenD2:33+0.80Wyatt JohnstonF2:33+0.80Jason RobertsonF2:27+0.80Nils LundkvistD0:06+0.00
0.250.250Sam SteelF2:30+0.01Tyler MyersD2:02+0.01Lian BichselD1:13+0.01Thomas HarleyD2:51+0.00Colin BlackwellF0:54+0.00Justin HryckowianF0:34+0.00Arttu HyryF2:21-0.02Radek FaksaF2:21-0.12Esa LindellD4:01-0.15Oskar BäckF3:19-0.15Miro HeiskanenD1:54-0.15
BUF
against for own net ice time
0.50.5110Tage ThompsonF19:08+0.71Owen PowerD25:23+0.63Peyton KrebsF16:16+0.57Olen ZellwegerD17:43+0.56Josh DoanF16:26+0.47Jiri KulichF11:42+0.36Rasmus DahlinD26:24+0.30Jack QuinnF18:01+0.28Noah OstlundF17:05+0.27Zach BensonF18:18+0.13Beck MalenstynF9:55+0.05Mattias SamuelssonD17:39-0.02Konsta HeleniusF13:38-0.08Justin DanforthF11:44-0.13Ryan McLeodF16:57-0.43Louis CrevierD13:22-0.44Josh NorrisF14:19-0.48Zach MetsaD13:33-0.83
0.50.5110Owen PowerD22:07+0.93Peyton KrebsF16:16+0.57Tage ThompsonF16:03+0.57Olen ZellwegerD17:38+0.56Mattias SamuelssonD16:15+0.48Josh DoanF13:51+0.47Jiri KulichF11:33+0.36Zach BensonF14:09+0.27Justin DanforthF10:24+0.16Rasmus DahlinD22:25+0.15Jack QuinnF14:42+0.14Noah OstlundF14:06+0.12Ryan McLeodF12:38+0.08Beck MalenstynF9:45+0.05Josh NorrisF10:25+0.03Konsta HeleniusF10:41-0.07Louis CrevierD12:03-0.15Zach MetsaD12:20-0.33
0.250.250Rasmus DahlinD3:53+0.15Jack QuinnF3:19+0.15Tage ThompsonF3:03+0.15Zach BensonF3:03+0.15Noah OstlundF2:59+0.15Beck MalenstynF0:10+0.00Olen ZellwegerD0:05+0.00Jiri KulichF0:05+0.00Ryan McLeodF2:57-0.01Konsta HeleniusF2:57-0.01Josh NorrisF2:47-0.01Josh DoanF2:35-0.01Owen PowerD2:07-0.01
0.250.250.50.50.750.750Rasmus DahlinD0:06+0.00Jiri KulichF0:04+0.00Tage ThompsonF0:02+0.00Justin DanforthF1:20-0.29Louis CrevierD1:19-0.29Owen PowerD1:09-0.29Zach BensonF1:06-0.29Mattias SamuelssonD1:24-0.50Ryan McLeodF1:22-0.50Zach MetsaD1:13-0.50Josh NorrisF1:07-0.50

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.

DAL
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
DAL 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
LuukkonenQuinnOstlundBensonThompsonKrebsDoanNorrisMcLeodHeleniusMalenstynDanforthKulichDahlinPowerCrevierMetsaSamuelssonZellwegerGL1L2L3L4D1D2D3GL1L2L3L4D1D2D3OettingerBennHintzRobertsonSeguinHryckowianHyryRantanenSteelJohnstonBlackwellFaksaBäckLundkvistHarleyMyersBichselLindellHeiskanen
How to read this

Rows are DAL'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 54.5% favorite, expecting a 2.89–3.16 game — DAL won 4–0, so the call missed. Every number in this section was issued before the game and is never re-graded.

pred. xGactual xG pred. 5v5actual 5v5 pred. STactual PP
DAL 2.892.17 1.761.37 0.880.80
BUF 3.162.39 2.252.24 0.690.15

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 — ■ DAL · ■ BUF.

Likeliest finals (DAL–BUF)probability
3–3 7.1% tied after regulation — OT/SO decides
2–2 7.0% tied after regulation — OT/SO decides
2–4 4.3%
4–4 4.0% tied after regulation — OT/SO decides
1–3 3.8%
4–0 0.7% what happened
5.6%4.3%016.1%13.4%123.1%21.0%222.1%22.0%316.0%17.5%49.4%11.3%54.6%6.0%61.9%2.8%71.0%1.6%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 54.5% favorite — BUF controls 52.2% of the predicted xG. Of DAL's 2.89 expected goals, 1.76 should come at 5v5 and 0.88 on the power play; BUF projects 2.25 at 5v5 and 0.69 on the power play. The logistic challenger put the home side at 54.9%, Elo at 57.9%.

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). DAL 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.

DALBUF
2.91 (19th) Offense
xG for / game
3.14 (9th)
2.57 (4th) Defense
xG against / game
3.19 (26th)
0.81 (13th) Power play
PP xG / game
0.71 (20th)
0.60 (5th) 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 →