Motion-blurred skater in a Toronto Maple Leafs sweater
Breakdown · NYR at TOR

Maple Leafs steal one from the Rangers against the run of play

The verdict · stolen

The Maple Leafs stole one. They lost the expected-goals battle 4.60–2.04 and won anyway.

NYR 3 · TOR 4
◆ By the ModelJul 12, 8:52 AMxG: xgboost-0.758Edited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

The Maple Leafs won 4-3 despite losing the expected-goals battle 2.04–4.60, a 31–69 split that exemplifies how a night can diverge from underlying quality. Toronto controlled 30% of shot attempts and only 2 of the game's 9 high-danger chances. The Rangers played better. It didn't matter.

J. Woll salvaged the result. The Maple Leafs goalie saved 1.60 goals above expected—his performance alone bridging the gap between what the Rangers dominated and what the scoreboard reflected. I. Shesterkin, by contrast, surrendered 1.96 more than expected, his substantial workload compounded by missing chances it created.

Toronto's precision masked a deeper deficit. The Maple Leafs scored twice from low-danger areas, shots the opposing goalie had to have. On the rush, they converted 3 of 16 chances while the Rangers—despite generating identical rush-goal output—required 43 attempts to score the same three. That disparity reveals the game's architecture: Toronto succeeded through economy; New York through volume.

The Rangers' power play offered the clearest dominance metric—2 goals on 15 shots (1.13 xG), a clinical operation suggesting control in the moments teams value most. Yet it proved insufficient when 5-on-5 play favored them so decidedly.

This was a variance game won by the team that maximized its thin slice of possession. The Maple Leafs did not earn the result. They took it.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · Mar 25
NYR
3
TOR
4

Maple Leafs steal one from the Rangers against the run of play

Chances 4.6 – 2.0Did they deserve it? →
Did they deserve it?

The Rangers deserved better.

Expected goals · chance value
NYR
4.60
TOR
2.04
69% of the chances31%

The board read NYR 3, TOR 4. The chances read NYR 4.6, TOR 2.0.

Our xG model · NHL play-by-play · all situations
Luck check
TOR
+2.0
goals above expected
TOR2.04 expected · 4 scored
Expected
Scored
NYR4.60 expected · 3 scored
Expected
Scored

The Maple Leafs scored 2.0 more than their chances were worth. That does not repeat.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 05:15TORJ. McCabe0–1
  2. P1 12:08TORN. Robertson0–2
  3. P2 05:41TORD. Joshua0–3
  4. P2 10:16NYRA. LafrenièrePP1–3
  5. P2 18:01NYRM. ZibanejadPP2–3
  6. P3 11:57TORJ. Tavares2–4
  7. P3 13:04NYRM. Zibanejad3–4
NHL play-by-play · chance value from our xG model
Where the shots came from
NYR
59 shots
3
Final
86 shots
TOR
27 shots
4
NYR attackTOR attack
NYR TOR Goal
59
shots · 3 in
27
shots · 4 in
Every unblocked shot · press play to replay it
Chances by danger
NYRTOR
2 / 7
1.79 xG
High danger
0 / 2
0.56 xG
1 / 16
1.75 xG
Medium
2 / 9
1.09 xG
0 / 55
1.07 xG
Low
2 / 29
0.38 xG

High-danger looks: NYR 2 of 7, TOR 0 of 2.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A
J. Woll
+1.6
TOR · 40/43
F
I. Shesterkin
−2.0
NYR · 14/18
The numbers, checked
BACKCHECK

Maple Leafs steal one from the Rangers against the run of play

A model, not a newsroom. Every number on these frames comes from the NHL's play-by-play and our own models. Nothing was watched, guessed or heard from anyone.

Read the full breakdown
backcheckreport.com
01 / 08 · Final
Every goal, in order

How it happened

NHL play-by-play
1stshots 14–10
  1. 05:15TORJ. McCabe(M. Maccelli, D. Joshua)0–1
  2. 12:08TORN. Robertson(M. Domi)0–2
2ndshots 17–4
  1. 05:41TORD. Joshua(M. Maccelli, J. Woll)0–3
  2. 10:16NYRA. Lafrenièrepower play(J. Miller, A. Fox)1–3
  3. 18:01NYRM. Zibanejadpower play(A. Lafrenière, A. Fox)2–3
3rdshots 12–4
  1. 11:57TORJ. Tavares2–4
  2. 13:04NYRM. Zibanejad(G. Perreault, A. Lafrenière)3–4

score reads NYR–TOR

Source · NHL play-by-play (api-web.nhle.com)
Process vs result

The numbers

XGBoost xG · NHL play-by-play
2.04
TOR chances
Goals their shots were worth
+2.0
Finishing
Goals above what those chances were worth
1.062
TOR puck luck
Above 1.000 — the bounces went their way
33.9%
Shot attempts
Under half — they were outshot
Split by club

Who controlled the game

4.60Expected goals2.04
NYR 69% of the chance quality
43Shots on goal18
7High-danger chances2
78All attempts (Corsi)40
Adjusted for score: NYR 71% · TOR 30%
Faceoffs · TOR won29%off60%neu46%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
NYR2 / 7 · 1.79 xG
TOR0 / 2 · 0.56 xG
Medium dangermid-range
NYR1 / 16 · 1.75 xG
TOR2 / 9 · 1.09 xG
Low dangerperimeter & point
NYR0 / 55 · 1.07 xG
TOR2 / 29 · 0.38 xG

TOR went 2-for-29 from low danger on 0.38 expected goals — 1.6 above expected.

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

Finishing vs expected

expectedactual
NYR
3 G · 4.60 xG · -1.6
TOR
4 G · 2.04 xG · +2.0
012345

NYR finished -1.6 against expected, TOR +2.0.

Source · Backcheck xG model
Shot types · rush and rebound chancesopen +
What they shot — and what went in

Shot diet

goalsshots
NYR
WRIST1/32
SNAP1/8
TIP IN0/9
BACKHAND1/3
SLAP0/6
DEFLECTED0/1
OTHER0/19
TOR
WRIST3/15
SNAP1/5
TIP IN0/2
BACKHAND0/5
SLAP0/0
DEFLECTED0/0
OTHER0/13
NYR
TOR
Off the rush
3 G on 43
3.13 xG
3 G on 16
1.57 xG
Off rebounds
0 G on 4
1.07 xG
1 G on 2
0.30 xG

Wrist shots carried the volume: NYR went 1-for-32, TOR 3-for-15. NYR scored 3 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
New to these numbers?

Two things happened in this game: who created the better chances, and who put the puck in the net. They are not the same thing, and this page separates them on purpose.

The one to watch is expected goals— the best single read on who deserved to win. When it disagrees with the scoreboard, that disagreement is usually the story. Nothing here is a projection; every figure is computed from this game's play-by-play. Full glossary →

xG
Expected goals. Every shot scored by how often that exact look goes in. 2.5 xG means the chances were worth about two and a half goals.
HD
High-danger chances — shots from the slot and the crease, where shots actually become goals.
Corsi
Every shot attempt, including the ones that missed or got blocked. A rough read on who had the puck.
Adj.
Score-adjusted. Teams that trail shoot more and teams that lead sit back, so this corrects the attempt count for the scoreboard.
GSAx
Goals saved above expected. A positive number means the goalie stopped more than an average goalie would have on those shots.
PDO
Shooting % plus save % — a luck gauge. It sits near 1.000 over a season, so a game far from it usually means the bounces decided it.
Shot by shot

In the net

Graded on goals saved above expected
I. Shesterkin
NYR · 14/18 · .778
-2.0
saved above expected
F
the night
By dangerG/attxGsaved
High danger0/20.6+0.6
Medium2/91.1-0.9
Low2/290.4-1.6

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

J. Woll
TOR · 40/43 · .930
+1.6
saved above expected
A
the night
By dangerG/attxGsaved
High danger2/71.8-0.2
Medium1/161.8+0.8
Low0/551.1+1.1

A+ ≥ +2.5 saved above expected · A ≥ +1.5 · B+ ≥ +0.75 · B ≥ +0.25 · C ≥ −0.25 · D ≥ −0.75 · F below −1.5

86 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
NYR
59 shots
3
Final
86 shots
TOR
27 shots
4
NYR attackTOR attack
NYR TOR Goal

Each club shoots toward its own end — NYR left, TOR right — the way you would watch it. A dot's size is how dangerous the look was, from distance and angle; it is a proxy for shot quality, not the xG model the article is written from. Hover a dot for the shooter and the clock.

Ranked from the box score

Three stars

Points first
Three stars · computed, not voted
A. Lafrenière
#13 · L · NYR
1 G · 2 A · 7 SOG · 21:06 on ice
A. Fox
#23 · D · NYR
0 G · 2 A · 1 SOG · 25:53 on ice · -2
M. Zibanejad
#93 · C · NYR
2 G · 0 A · 10 SOG · 22:12 on ice
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Wed, Mar 25
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 12, 8:49 AMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

This is a pick 'em. The model projects a 2.5–2.4 Rangers win expectation with the Rangers at 50% win probability, which means the data sees no clear favorite.

The Rangers possess slight territorial advantages across multiple metrics. Their xG% sits at 48.0% to Toronto's 46.0%, and they push Corsi at 49.0% compared to the Leafs' 45.0%. Expect the Rangers to dictate possession, though neither team's PDO (Rangers 1.009, Leafs 1.002) suggests luck has swung dramatically either way.

Shot quality favors Toronto. Auston Matthews registers 1.10 xG/60 with 17G 13A and 1 HD goal on 10.6% shooting. John Tavares generates 0.91 xG/60 with 15G 24A and 3 HD goals on 12.4% shooting. The Rangers counter with Adam Sykora at 0.91 xG/60 with 3G 1A on 20.0% shooting, though that efficiency looks unsustainable. Gabe Perreault operates at 0.79 xG/60 with 8G 11A and 2 HD goals on 13.1% shooting.

The Rangers show a 0% high-danger goal rate and 0% rebound goal rate; Toronto matches both figures. Vincent Iorio represents a defensive weak link for New York; Bo Groulx does the same for Toronto.

The game hinges on possession versus shot quality. The Rangers control play; Toronto makes the most of limited chances. At 50% win probability, the model sees both as equal paths to victory.

What the model said beforehand

The model's lean

NYR 51%
51%
NYR
Model favorite
51%
49%
NYR50TOR

NYR by 2 points of win probability — effectively a coin flip. Projected score NYR 2.5–2.4 TOR; 19% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season rates · 5v5

Tale of the tape

NHL stats API · our xG
NYR← edge
edge →TOR
48.0%46.0%
49.0%45.0%
2.262.24
2.402.67
1.882.09
1.902.52
1.0091.002

NYR holds 5 of 6 process categories — and the luck row (1.009 vs 1.002) says NYR has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · No games yet
NYR
0-0-0
+0 GD · 0d rest
TOR
0-0-0
+0 GD · 0d rest
1.009
NYR PDO
Luck gauge · drifts to 1.000
1.002
TOR PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Where the edges live
  • The Rangers drive Corsi at 49.0% — expect territorial tilt.
Things to watch
  • The Rangers drive Corsi at 49.0% — expect territorial tilt.
Computed danger · scouting

Players to watch

NHL stats API · our xG
NYR
Adam Sykora3G 1A
0.91 xG/60 · 0 HD · 20.0% sh
Gabe Perreault8G 11A
0.79 xG/60 · 2 HD · 13.1% 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
Keep going

Where to next