Motion-blurred skater in a Washington Capitals sweater
Breakdown · MTL at WSH

Capitals run the Canadiens off the ice on the underlying numbers

The verdict · earned

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

MTL 2 · WSH 3
◆ By the ModelJul 12, 12:35 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

Washington won 3-2 in overtime, but controlled the game so thoroughly that the margin should have been much wider. The Capitals generated 70% of 5v5 expected goals (6.16–2.66) and 63% of shot attempts, yet nearly failed to win because they underperformed their chances by 3.16 goals while Montembeault played excellently for Montreal.

The gap in game quality was stark. Washington averaged 0.081 expected goals per shot; Montreal managed 0.051. The Capitals also dominated high-danger chances 11–2 and created twice as many rebound opportunities (7–3). Off the rush, both teams scored 2 goals, but Washington needed 33 chances to find theirs, while Montreal converted 2 on just 22 attempts.

Montembeault's night was the story the scoresheet doesn't capture. He finished with 39 saves on 42 shots (0.929 SV%) and stopped 3.16 goals above expected—an exceptional performance that kept Montreal improbably competitive. L. Thompson for Washington was solid (23/25, +0.66), but strong goaltending couldn't offset his team's inefficiency with their volume.

Montreal scored twice from low-danger locations, the kind of spots an opposing goalie should stop. Washington responded with the overtime winner when Connor McMichael finished from the doorstep at 04:21 of overtime.

The Capitals' execution lacuna is notable: they had the game under control and still needed overtime. Better shot selection and more efficient finishing, and they end this in regulation with a commanding win. Washington's offensive inconsistency against one of the league's weaker teams offered Montreal a narrow escape.

The breakdown in twelve frames

Swipe it

Every number is from this page
Final · OT · Jan 13
MTL
2
WSH
3

Capitals run the Canadiens off the ice on the underlying numbers

Chances 2.7 – 6.2Did they deserve it? →
Did they deserve it?

The Capitals earned this one.

Expected goals · chance value
MTL
2.66
WSH
6.16
30% of the chances70%

The board read MTL 2, WSH 3. The chances read MTL 2.7, WSH 6.2.

Our xG model · NHL play-by-play · all situations
Luck check
WSH
−3.2
goals above expected
WSH6.16 expected · 3 scored
Expected
Scored
MTL2.66 expected · 2 scored
Expected
Scored

Both sides finished close to what their chances were worth. This one was earned on the ice.

PDO = sh% + sv% · drifts to 1.000 over a season
Every goal, in order
  1. P1 08:14MTLJ. AndersonSH1–0
  2. P2 07:40MTLB. Gallagher2–0
  3. P3 05:06WSHE. Frank2–1
  4. P3 18:06WSHE. FrankPP2–2
  5. OT 04:21WSHC. McMichael2–3
NHL play-by-play · chance value from our xG model
Where the shots came from
MTL
35 shots
2
Final
89 shots
WSH
54 shots
3
MTL attackWSH attack
MTL WSH Goal
35
shots · 2 in
54
shots · 3 in
Every unblocked shot · press play to replay it
Chances by danger
MTLWSH
0 / 2
0.50 xG
High danger
1 / 11
2.87 xG
0 / 13
1.63 xG
Medium
1 / 25
2.80 xG
2 / 37
0.53 xG
Low
1 / 40
0.49 xG

High-danger looks: MTL 0 of 2, WSH 1 of 11.

Danger tiers by our xG model · high ≥ 20% chance
In the net
A+
S. Montembeault
+3.2
MTL · 39/42
B
L. Thompson
+0.7
WSH · 23/25
The numbers, checked
BACKCHECK

Capitals run the Canadiens off the ice on the underlying numbers

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 8–12
  1. 08:14MTLJ. Andersonshorthanded1–0
2ndshots 11–5
  1. 07:40MTLB. Gallagher(P. Danault, Z. Bolduc)2–0
3rdshots 5–15
  1. 05:06WSHE. Frank(M. Roy, R. Sandin)2–1
  2. 18:06WSHE. Frankpower play(R. Sandin, A. Beauvillier)2–2
OTshots 1–10
  1. 04:21WSHC. McMichael(D. Strome, R. Sandin)2–3

score reads MTL–WSH

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

The numbers

XGBoost xG · NHL play-by-play
6.16
WSH chances
Goals their shots were worth
−3.2
Finishing
Goals below what those chances were worth
1.001
WSH puck luck
About 1.000 — a normal night for bounces
59.4%
Shot attempts
Over half — they had the puck more
Split by club

Who controlled the game

2.66Expected goals6.16
WSH 70% of the chance quality
25Shots on goal42
2High-danger chances11
52All attempts (Corsi)76
Adjusted for score: MTL 37% · WSH 63%
Faceoffs · WSH won70%off43%neu28%def
Source · NHL play-by-play · XGBoost xG
How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
MTL0 / 2 · 0.50 xG
WSH1 / 11 · 2.87 xG
Medium dangermid-range
MTL0 / 13 · 1.63 xG
WSH1 / 25 · 2.80 xG
Low dangerperimeter & point
MTL2 / 37 · 0.53 xG
WSH1 / 40 · 0.49 xG

WSH went 1-for-11 from high danger on 2.87 expected goals — 1.9 left on the table.

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

Finishing vs expected

expectedactual
MTL
2 G · 2.66 xG · -0.7
WSH
3 G · 6.16 xG · -3.2
01234567

MTL finished -0.7 against expected, WSH -3.2.

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

Shot diet

goalsshots
MTL
SNAP1/14
SLAP0/10
TIP IN0/3
WRIST1/4
BACKHAND0/3
WRAP AROUND0/1
DEFLECTED0/0
BAT0/0
OTHER0/17
WSH
SNAP0/22
SLAP0/11
TIP IN1/8
WRIST1/6
BACKHAND0/3
WRAP AROUND0/1
DEFLECTED1/2
BAT0/1
OTHER0/22
MTL
WSH
Off the rush
2 G on 22
1.94 xG
2 G on 33
3.97 xG
Off rebounds
0 G on 3
0.45 xG
1 G on 7
1.49 xG

Snap shots carried the volume: MTL went 1-for-14, WSH 0-for-22. MTL scored 2 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
S. Montembeault
MTL · 39/42 · .929
+3.2
saved above expected
A+
the night
By dangerG/attxGsaved
High danger1/112.9+1.9
Medium1/252.8+1.8
Low1/400.5-0.5

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

L. Thompson
WSH · 23/25 · .920
+0.7
saved above expected
B
the night
By dangerG/attxGsaved
High danger0/20.5+0.5
Medium0/131.6+1.6
Low2/370.5-1.5

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

89 shots · press play to watch the game back

Where the shots came from

NHL play-by-play coordinates
MTL
35 shots
2
Final
89 shots
WSH
54 shots
3
MTL attackWSH attack
MTL WSH Goal

Each club shoots toward its own end — MTL left, WSH 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
R. Sandin
#38 · D · WSH
0 G · 3 A · 3 SOG · 24:36 on ice · +2
E. Frank
#53 · R · WSH
2 G · 0 A · 6 SOG · 18:06 on ice · +1
M. Roy
#3 · D · WSH
0 G · 1 A · 2 SOG · 23:53 on ice
Ranked from the box score — points first · Backcheck
What the model said beforehand

Before the game

Written Tue, Jan 13
Open the pre-game read
Written from the numbers

The read

Edited for clarity
◆ By the ModelJul 12, 12:32 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

The model cannot split hairs. The Capitals own a microscopic edge—54% win probability—but this matchup projects to Montreal 2.5–2.8 Washington, which is as close to a coin flip as NHL modeling gets.

Montreal arrives warmer. Their 6-2-2 record in the last ten games masks a deeper problem: they're underperforming their underlying game (48.0% xG%, 49.0% Corsi%) yet staying competitive anyway. The reason is execution. Both teams sit at a 1.018 PDO—outscoring their process by identical margins. That symmetry is unusual and unstable; regression will hit both teams, likely soon.

Washington's play is fractionally cleaner. They're generating better chances (50.0% xG%) while matching Montreal's possession (49.0% Corsi%), but the gap vanishes when you adjust for both teams running hot. The model's 54% lean toward Washington reflects that slight underlying advantage, nothing more.

Goaltending adds uncertainty. C. Lindgren is on a back-to-back, which means either a backup start or a tired starter. Either scenario favors Washington's pace.

The forward matchup reveals Montreal's offense is concentrated. Cole Caufield (33 goals, 0.97 xG/60, 20.0% shooting) is the engine—he's generating volume and converting at elite rates. Oliver Kapanen (19 goals, 0.83 xG/60) operates at lower volume with inconsistency; his 17.8% shooting rate on marginal chances suggests some luck involved. Washington counters with Alex Ovechkin (0.97 xG/60, 19 goals, 13.8% shooting), matching Caufield's shot quality on lower volume, which means there's ceiling growth ahead. Anthony Beauvillier (0.89 xG/60, 14 goals, 10.4% shooting) adds depth.

The defensive equation tilts the opposite way. Mike Matheson is Montreal's obvious liability; Declan Chisholm fills that role for Washington. If Montreal sustains possession, they shrink Ovechkin's time creating. If Washington controls tempo, Chisholm becomes a leak.

The verdict remains: this is marginally Washington's game, justified by cleaner underlying numbers. Montreal's recent form and Caufield's elite finishing make them live underdogs. The 54% projection captures the near-perfect balance—edge to Washington, but not by much.

What the model said beforehand

The model's lean

WSH 54%
54%
WSH
Model favorite
46%
54%
MTL50WSH

WSH by 8 points of win probability — a modest lean. Projected score MTL 2.5–2.8 WSH; 18% 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
MTL← edge
edge →WSH
48.0%50.0%
49.0%49.0%
2.412.62
2.622.62
2.242.18
1.961.79
1.0181.018

WSH holds 4 of 6 process categories — and the luck row (1.018 vs 1.018) says WSH has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 10
MTL
6-2-2
+7 GD · 2d rest
WSH
4-5-1
-1 GD · 1d rest
1.018
MTL PDO
Luck gauge · drifts to 1.000
1.018
WSH PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

Regression watch
  • The Capitals' PDO is 1.018 — running hot, expect some regression.
  • The Canadiens' PDO is 1.018 — running hot, expect some regression.
Things to watch
  • C. Lindgren is on a back-to-back — watch for a backup start or a tired starter.
  • The Canadiens are the hotter team by points pace (6-2-2 in their last 10).
  • The Capitals' PDO is 1.018 — running hot, expect some regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
MTL
Expected in goal
J. Fowler
2 days rest.870 last start
Backup Jakub Dobes · +17.3 GSAx this season

No completed game on file for this club yet.

WSH
Expected in goal
C. Lindgren
back-to-back.857 last start
Backup Logan Thompson · +29.3 GSAx this season
Back-to-back: the backup often gets this one. Treat the starter as unconfirmed.

No completed game on file for this club yet.

Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

Computed danger · scouting

Players to watch

NHL stats API · our xG
MTL
Cole Caufield33G 16A
0.97 xG/60 · 1 HD · 20.0% sh
Oliver Kapanen19G 12A
0.83 xG/60 · 4 HD · 17.8% sh
WSH
Alex Ovechkin19G 17A
0.97 xG/60 · 2 HD · 13.8% sh
Anthony Beauvillier14G 9A
0.89 xG/60 · 2 HD · 10.4% sh
Keep going

Where to next