Backcheck
Recap · WSH at CGY

Capitals run the Flames off the ice on the underlying numbers

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

By the ModelJul 12, 2:19 AMxG: xgboost-0.758Edited for clarity
Away
WSH
Washington Capitals
3
Home
CGY
Calgary Flames
1
FINAL
Process vs result

The underlying story

6.80Expected goals2.62
72% share for the better side
38Shot attempts (SOG)26
11High-danger chances2
78Corsi (all attempts)67
Score-adjusted: 54% / 46%
Source · NHL play-by-play · XGBoost xG

Washington's goaltender L. Thompson outperformed his expected goals line, but Calgary's D. Cooley overperformed his by even more — and still lost. The Capitals beat the Flames 3-1, backed by 72% of expected goals at 5v5.

The real gap was quality, not volume. Calgary took 26 shot attempts to Washington's 38, generating just 2.62 expected goals — the looks were there, but they weren't dangerous. The Capitals rang up 6.80 xG at a much higher rate per attempt (0.087 xG/shot vs 0.039). That's where the win came from.

L. Thompson (WSH) stopped 25 of 26 shots with a 0.962 SV%, saving 1.62 goals above expected. D. Cooley (CGY) was spectacular, posting a 0.946 SV% and saving 4.80 goals above expected — yet his team managed one goal. The high-danger chances went 11–2 Washington's way. Calgary created three rebound opportunities and converted zero; Washington had 11 chances with one goal.

Alex Ovechkin's wrist shot from the wing in the third period (19:07) exemplified Washington's clinical finishing. The Capitals took fewer shots but made them count.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
WSH3 / 11 · 3.91 xG
CGY0 / 2 · 0.38 xG
Medium dangermid-range
WSH0 / 20 · 2.08 xG
CGY1 / 12 · 1.44 xG
Low dangerperimeter & point
WSH0 / 47 · 0.82 xG
CGY0 / 53 · 0.79 xG

WSH went 0-for-20 from medium danger on 2.08 expected goals — 2.1 left on the table.

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

Finishing vs expected

expectedactual
WSH
3 G · 6.80 xG · -3.8
CGY
1 G · 2.62 xG · -1.6
012345678
Goalies · GSAx (goals saved above expected)
L. ThompsonWSH
+1.6
D. CooleyCGY
+4.8

WSH finished -3.8 against expected, CGY -1.6 — D. Cooley (CGY) saved 4.8 goals above expected.

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

Shot diet

goalsshots
WSH
WRIST3/36
TIP IN0/7
SLAP0/4
BACKHAND0/3
SNAP0/6
BAT0/0
WRAP AROUND0/1
DEFLECTED0/1
CRADLE0/1
OTHER0/19
CGY
WRIST1/23
TIP IN0/6
SLAP0/6
BACKHAND0/4
SNAP0/1
BAT0/2
WRAP AROUND0/0
DEFLECTED0/0
CRADLE0/0
OTHER0/25
WSH
CGY
Off the rush
1 G on 34 · 2.99 xG
1 G on 27 · 1.48 xG
Off rebounds
1 G on 11 · 2.67 xG
0 G on 3 · 0.44 xG

Wrist shots carried the volume: WSH went 3-for-36, CGY 1-for-23.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
M. Fehérváry
#42 · D · WSH
0 G · 2 A · 2 SOG · 18:59 TOI · +2
J. Carlson
#74 · D · WSH
0 G · 1 A · 2 SOG · 20:28 TOI · +1
A. Protas
#21 · L · WSH
1 G · 0 A · 3 SOG · 19:12 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • CGY had the shot volume but the chances weren't dangerous.
  • L. Thompson (WSH) stopped 1.6 goals above expected.
  • WSH had the higher quality looks — 0.087 xG/shot vs 0.039.
  • CGY created 3 rebound opportunities (0 converted) — crashing the net effectively.
  • WSH created 11 rebound opportunities (1 converted) — crashing the net effectively.
  • CGY underperformed xG by 1.6 — wasted quality chances.
  • WSH underperformed xG by 3.8 — wasted quality chances.
  • L. Thompson (WSH) saved 1.6 goals above expected — stole the show.
  • D. Cooley (CGY) saved 4.8 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · WSH at CGY · 9:00 PM ET

Capitals at Flames: a genuine coin flip

By the ModelJul 12, 2:17 AMEdited for clarity
Win probability

The model's lean

51%
WSH
Model favorite
51%
49%
WSH50CGY

WSH by 2 points of win probability — effectively a coin flip. Projected score WSH 2.62.6 CGY; 18% chance it's tied after 60.

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

Tale of the tape

WSH← edge
edge →CGY
50.0%5v5 xG%47.0%
49.0%Corsi%49.0%
2.62xGF / 602.36
2.62xGA / 602.66
2.18Goals for / gm1.76
1.79Goals against / gm2.15
1.018PDO — luck, not skill0.985

WSH holds 5 of 6 process categories — and PDO (1.018 vs 0.985) says WSH has run hotter.

Source · MoneyPuck season tables · 5v5

The model projects 2.6 goals for Washington, 2.6 for Calgary, and assigns the Capitals exactly 50% win probability. This is as close to a pick'em as projections get.

Both teams enter struggling. Washington is -5 in goal differential over their last 10 games; Calgary is -12. The Capitals own the underlying play—50.0% 5v5 expected goals versus Calgary's 47.0%—which suggests they'll win their share of tight matchups. Corsi rate (49.0% for both) indicates even possession, so the edge in shot quality belongs to Washington.

The regression watch is the real story. Calgary's PDO of 0.985 means the Flames are running cold; positive variance is coming. Washington's PDO of 1.018 signals the opposite—they're benefiting from unsustainable luck. Over time, shooting luck normalizes, which mathematically favors Calgary.

Both D. Wolf and L. Thompson face back-to-backs, so monitor for a backup appearance or a starter running on empty. Goaltender freshness becomes a real differentiator in tight games.

Offensively, Washington leans on Alex Ovechkin—19 goals, 0.97 expected goals per 60, 2 high-danger chances, 13.8% shooting rate—and Anthony Beauvillier mirrors the secondary load (14 goals, 0.89 xG/60, 2 high-danger chances, 10.4% shooting). Calgary counters with Blake Coleman (16 goals, 0.89 xG/60, 2 high-danger chances, 11.4% shooting) and Matt Coronato (10 goals, 0.80 xG/60, 16 assists, 6.6% shooting). Coronato's secondary scoring role—16 assists despite modest shooting volume—suggests depth even when primary options aren't generating shots.

Defensively, Declan Chisholm represents Washington's weak link; Matt Coronato carries similar burden for Calgary. In a game this tight, those vulnerabilities matter.

Washington projects narrowly ahead because the model favors their underlying play and regression math suggests luck turns their way. But Calgary's cold PDO and balanced scoring depth—Coleman matches Ovechkin's threat level—leave genuine uncertainty. This is a game where 50% means pick a color and move on.

Computed danger · scouting

Players to watch

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
CGY
Blake Coleman16G 12A
0.89 xG/60 · 2 HD · 11.4% sh
Matt Coronato10G 16A
0.80 xG/60 · 0 HD · 6.6% sh
Source · MoneyPuck skaters