Backcheck
Recap · BUF at TOR

Sabres pull away from the Maple Leafs

The Sabres won a genuine coin flip — neither side controlled the run of play.

By the ModelJul 12, 2:46 AMxG: xgboost-0.758Edited for clarity
Away
BUF
Buffalo Sabres
7
Home
TOR
Toronto Maple Leafs
4
FINAL
Process vs result

The underlying story

3.33Expected goals3.29
50% share for the better side
31Shot attempts (SOG)23
4High-danger chances5
59Corsi (all attempts)53
Score-adjusted: 49% / 51%
Source · NHL play-by-play · XGBoost xG

Buffalo's 7–4 victory over Toronto tells a story the expected goals didn't: a rout on the scoreboard, a near tie in underlying quality. The Sabres' xG split 3.29–3.33, nearly 50–50, yet they scored seven while the Maple Leafs scored four. The gap was pure variance—Buffalo overperformed their expected goals by 3.67; Toronto overperformed theirs by only 0.71.

Process favored neither team much. The Maple Leafs held 43% of shot attempts (23–31 on goal), traded high-danger chances at 5–4, and scored two goals off 25 rush chances. Their goaltender J. Woll saved 24 of 30 shots but ran 2.67 goals short of expected, suggesting Buffalo's finishing was lethal or lucky, probably both.

Buffalo was more lethal off the rush, scoring five of 31 chances. Their four goals from low-danger areas made the difference. C. Ellis entered in relief and delivered 16 saves on 18 shots with a +0.58 expected performance, while U. Luukkonen's early work proved costly—1.3 goals worse than expected on five shots.

Rasmus Dahlin drove the offense with three goals and two assists. His wrist shot from the top of the circles at 19:16 of the third period proved the turning point. M. Samuelsson distributed three assists in support, while Toronto's A. Matthews posted one goal and two assists despite the loss.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
BUF1 / 4 · 1.32 xG
TOR1 / 5 · 1.06 xG
Medium dangermid-range
BUF2 / 13 · 1.25 xG
TOR3 / 14 · 1.85 xG
Low dangerperimeter & point
BUF4 / 42 · 0.77 xG
TOR0 / 34 · 0.38 xG

BUF went 4-for-42 from low danger on 0.77 expected goals — 3.2 above expected.

Source · Backcheck xG model · NHL play-by-play
The luck layer

Finishing vs expected

expectedactual
BUF
7 G · 3.33 xG · +3.7
TOR
4 G · 3.29 xG · +0.7
012345678
Goalies · GSAx (goals saved above expected)
U. LuukkonenBUF
-1.3
C. EllisBUF
+0.6
J. WollTOR
-2.7

BUF finished +3.7 against expected, TOR +0.7 — J. Woll (TOR) allowed 2.7 more goals than expected.

Source · Backcheck xG model
What they shot — and what went in

Shot diet

goalsshots
BUF
WRIST6/36
TIP IN1/4
BACKHAND0/1
SLAP0/3
SNAP0/2
DEFLECTED0/0
OTHER0/13
TOR
WRIST3/21
TIP IN0/3
BACKHAND1/5
SLAP0/1
SNAP0/1
DEFLECTED0/2
OTHER0/20
BUF
TOR
Off the rush
5 G on 31 · 2.44 xG
2 G on 25 · 2.44 xG
Off rebounds
0 G on 1 · 0.02 xG
2 G on 5 · 0.79 xG

Wrist shots carried the volume: BUF went 6-for-36, TOR 3-for-21. BUF scored 5 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
R. Dahlin
#26 · D · BUF
3 G · 2 A · 7 SOG · 26:24 TOI · +2
M. Samuelsson
#23 · D · BUF
0 G · 3 A · 0 SOG · 21:41 TOI · +2
A. Matthews
#34 · C · TOR
1 G · 2 A · 3 SOG · 19:36 TOI
Ranked from the box score — points first · Backcheck
What the model flagged
  • U. Luukkonen (BUF) gave up 1.3 goals more than expected — well below their workload.
  • BUF scored 4 goals from low-danger spots — the opposing goalie needs to have those.
  • TOR was lethal off the rush — 2 goals on 25 rush chances.
  • BUF was lethal off the rush — 5 goals on 31 rush chances.
  • TOR created 5 rebound opportunities (2 converted) — crashing the net effectively.
  • BUF outperformed their expected goals by 3.7 — elite finishing or lucky bounces.
Before the game — the model's pre-game read
Preview · BUF at TOR · 7:00 PM ET

Sabres at Maple Leafs: a genuine coin flip

By the ModelJul 12, 2:44 AMEdited for clarity
Win probability

The model's lean

52%
BUF
Model favorite
52%
48%
BUF50TOR

BUF by 4 points of win probability — effectively a coin flip. Projected score BUF 2.62.5 TOR; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

BUF← edge
edge →TOR
50.0%5v5 xG%46.0%
49.0%Corsi%45.0%
2.55xGF / 602.24
2.55xGA / 602.67
2.35Goals for / gm2.09
1.90Goals against / gm2.52
1.020PDO — luck, not skill1.002

BUF holds 6 of 6 process categories — and PDO (1.020 vs 1.002) says BUF has run hotter.

Source · MoneyPuck season tables · 5v5

The model cannot decide. Buffalo projects to 2.6 goals against Toronto's 2.5, with the Sabres at 52% win probability—functionally a pick'em. This is the rare matchup where the betting market gets it right.

The Sabres own the underlying play. At 5v5, they're outgenerating Toronto 50.0% xG to 46.0%, and they're controlling territory at 49.0% Corsi to 45.0%. Buffalo has been the hotter team lately too, running 7-2-1 over their last 10. Toronto is -8 in goal differential over the same stretch, evidence of defensive deterioration more alarming than their record might suggest.

Here's the catch: the Sabres are running unsustainably hot. A 1.020 PDO means they're converting chances at a rate that always regresses. Toronto sits at 1.002, closer to the long-term mean. If Buffalo's shooting luck normalizes, their underlying advantage shrinks.

Buffalo's offense runs through Jason Zucker (1.07 xG/60, 14G 14A, shooting at 15.1%) and Josh Doan (1.01 xG/60, 15G 18A on 11.5%), with Zucker accounting for 6 high-danger goals and Doan for 2. Toronto counters with Auston Matthews at 1.10 xG/60 and 17 goals, though he's converted just once in high-danger situations—a potential sign of variance returning to mean. John Tavares anchors the second line: 0.91 xG/60, 15 goals, 24 assists, 3 of those from high-danger areas.

Neither team generates rebounds at a usable rate (both 0%). Buffalo's defensive weak link is Jack Quinn; Toronto's is Bo Groulx. Both vulnerabilities could matter in a tight game.

The prediction market treats this as essentially even money, and it should. The Sabres have the possession edge and hot streak; Toronto has the secondary scoring depth that can split a goalie's attention. Toronto's recent defensive struggles are concerning enough that the underdog tag is fair, but not by much. The Sabres' PDO spike could evaporate any night.

This is a game that could flip either way on a lucky bounce. Trust the model's 52% read.

Computed danger · scouting

Players to watch

BUF
Jason Zucker14G 14A
1.07 xG/60 · 6 HD · 15.1% sh
Josh Doan15G 18A
1.01 xG/60 · 2 HD · 11.5% sh
TOR
Auston Matthews17G 13A
1.10 xG/60 · 1 HD · 10.6% sh
John Tavares15G 24A
0.91 xG/60 · 3 HD · 12.4% sh
Source · MoneyPuck skaters