Backcheck
Recap · TOR at BUF

Sabres run the Maple Leafs off the ice on the underlying numbers

The Sabres earned it — the game and the expected-goals battle both.

By the ModelJul 12, 7:05 AMxG: xgboost-0.758Edited for clarity
Away
TOR
Toronto Maple Leafs
2
Home
BUF
Buffalo Sabres
3
FINAL / OT
Process vs result

The underlying story

1.95Expected goals5.40
73% share for the better side
18Shot attempts (SOG)33
3High-danger chances8
38Corsi (all attempts)81
Score-adjusted: 31% / 69%
Source · NHL play-by-play · XGBoost xG

Buffalo dominated on expected goals—5.40 to 1.95—meaning the Sabres generated vastly more dangerous chances. The 73–27 split reveals the chasm. The 3–2 shootout result was not representative.

The numbers confirm the gap. Buffalo held 65% of shot attempts (33–18 on goal), controlling where shots came from. Eight high-danger chances to Toronto's three amplified the disparity—not just volume, but quality. At 0.067 expected goals per shot, Buffalo was precise. Toronto's 0.051 rate meant survival required near-perfection. It didn't come.

Variance worked against Buffalo, then against Toronto. The Sabres underperformed their expected goals by 2.40, converting zero of eight high-danger chances—a squandered advantage. J. Woll (TOR) stole the show: 0.939 save percentage, 3.40 goals above expected, 31 saves on 33 shots. He stopped all eight high-danger attempts. A. Lyon (BUF) saved 16 of 18 and had no margin for error.

Rush play proved decisive. Buffalo scored twice on 35 rush chances. Toronto scored twice on 21, a higher rate that kept the Maple Leafs within a goal despite the underlying domination.

Alex Tuch's wrist shot from the doorstep in the shootout ended it—a finish earned by Buffalo's control. O. Power (BUF) logged 23:50 with a goal, anchoring the dominance. W. Nylander (TOR) and M. Knies (TOR) each assisted in roughly 20 minutes, their efforts insufficient against the gap.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
TOR0 / 3 · 0.76 xG
BUF0 / 8 · 1.95 xG
Medium dangermid-range
TOR1 / 8 · 0.81 xG
BUF1 / 23 · 2.74 xG
Low dangerperimeter & point
TOR1 / 27 · 0.38 xG
BUF1 / 50 · 0.70 xG

BUF went 0-for-8 from high danger on 1.95 expected goals — 1.9 left on the table.

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

Finishing vs expected

expectedactual
TOR
2 G · 1.95 xG · +0.1
BUF
3 G · 5.40 xG · -2.4
0123456
Goalies · GSAx (goals saved above expected)
J. WollTOR
+3.4
A. LyonBUF
-0.0

TOR finished +0.1 against expected, BUF -2.4 — J. Woll (TOR) saved 3.4 goals above expected.

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

Shot diet

goalsshots
TOR
SNAP1/8
WRIST1/10
SLAP0/3
TIP IN0/3
BACKHAND0/3
POKE0/1
OTHER0/10
BUF
SNAP0/23
WRIST2/14
SLAP0/9
TIP IN0/7
BACKHAND0/4
POKE0/0
OTHER0/24
TOR
BUF
Off the rush
2 G on 21 · 1.83 xG
2 G on 35 · 4.01 xG
Off rebounds
0 G on 1 · 0.05 xG
0 G on 4 · 0.52 xG

Snap shots carried the volume: TOR went 1-for-8, BUF 0-for-23. TOR scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
O. Power
#25 · D · BUF
1 G · 0 A · 1 SOG · 23:50 TOI · +1
W. Nylander
#88 · R · TOR
0 G · 1 A · 2 SOG · 21:18 TOI
M. Knies
#23 · L · TOR
0 G · 1 A · 0 SOG · 20:09 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • TOR generated higher-quality looks than the shot total suggests.
  • J. Woll (TOR) stopped 3.4 goals above expected.
  • BUF generated far more dangerous chances — 0.067 xG/shot vs 0.051. Quality over quantity.
  • BUF couldn't convert — 0/8 on high-danger chances. That won't happen often.
  • BUF was lethal off the rush — 2 goals on 35 rush chances.
  • TOR was lethal off the rush — 2 goals on 21 rush chances.
  • BUF created 4 rebound opportunities (0 converted) — crashing the net effectively.
  • BUF underperformed xG by 3.4 — wasted quality chances.
  • J. Woll (TOR) saved 3.4 goals above expected — stole the show.
  • J. Woll was a wall on HD chances — 100% SV on 8 high-danger shots.
Before the game — the model's pre-game read
Preview · TOR at BUF · 7:00 PM ET

The Sabres are the model's lean over the Maple Leafs — with PDO regression in play

By the ModelJul 12, 7:03 AMEdited for clarity
Win probability

The model's lean

56%
BUF
Model favorite
44%
56%
TOR50BUF

BUF by 12 points of win probability — a modest lean. Projected score TOR 2.42.7 BUF; 18% chance it's tied after 60.

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

Tale of the tape

TOR← edge
edge →BUF
46.0%5v5 xG%50.0%
45.0%Corsi%49.0%
2.24xGF / 602.55
2.67xGA / 602.55
2.09Goals for / gm2.35
2.52Goals against / gm1.90
1.002PDO — luck, not skill1.020

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

Source · MoneyPuck season tables · 5v5

The model projects a 2.4–2.7 goal game with Buffalo at 56% win probability.

Buffalo's advantage flows from process. The Sabres control 50.0% of expected goals at 5v5 and 49.0% of Corsi, dictating territorial play. Toronto manages only 46.0% xG and 45.0% Corsi, a possession deficit that typically correlates with losses.

But the Sabres' PDO is 1.020—inflated luck that usually corrects downward. Toronto's 1.002 sits neutral. Buffalo has accumulated variance they're likely to shed, which compresses their theoretical edge in a close matchup.

Auston Matthews is Toronto's primary weapon: 1.10 xG/60, 17 goals, 13 assists, 1 high-danger goal, 10.6% shooting. John Tavares adds secondary scoring at 0.91 xG/60 with 15 goals, 24 assists, 3 high-danger goals, and 12.4% shooting.

Jason Zucker leads Buffalo's offense at 1.07 xG/60, 14 goals, 14 assists, 6 high-danger goals, and 15.1% shooting. That high-danger goal total stands out—Zucker is converting prime chances at an exceptional rate. Josh Doan contributes 1.01 xG/60 with 15 goals, 18 assists, 2 high-danger goals, and 11.5% shooting.

Defensively, both teams show zero high-danger and zero rebound goals in these metrics, suggesting either structured defense or a narrow sample. Toronto's defensive weak link is Bo Groulx; Buffalo's is Jack Quinn. Neither is profound, but each offers a matchup target.

The central issue: Buffalo dominates territory while running hot on PDO. The 56% lean assumes their process sustains while Toronto's efficiency regresses. If PDO corrects and Matthews remains dangerous, the gap narrows. If the Sabres hold territorial control, they win the 2.4–2.7 game. Toronto isn't a lock to lose—they're an underdog in a matchup decided by whether Buffalo keeps their edge or luck does the work.

Computed danger · scouting

Players to watch

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
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
Source · MoneyPuck skaters