Backcheck
Recap · CGY at WSH

Capitals pull away from the Flames

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

By the ModelJul 12, 6:22 AMxG: xgboost-0.758Edited for clarity
Away
CGY
Calgary Flames
3
Home
WSH
Washington Capitals
7
FINAL
Process vs result

The underlying story

4.26Expected goals4.35
51% share for the better side
26Shot attempts (SOG)29
8High-danger chances7
68Corsi (all attempts)57
Score-adjusted: 60% / 40%
Source · NHL play-by-play · XGBoost xG

The Capitals' 7–3 victory masked a more balanced game. Expected goals split 4.35–4.26, nearly dead even — the Capitals overperformed their xG by 2.65 while the Flames underperformed by 1.26.

Washington's advantage came not from opportunity volume but from precision in the high-danger area. They generated seven high-danger chances to Calgary's eight, yet converted 43% of their looks (3 of 7). The Flames generated more and converted none of their six rebound opportunities.

Goaltending widened the margin. L. Thompson (WSH) stopped 1.26 goals above expected, converting defensive mistakes into stops. D. Cooley (CGY) gave up 1.6 more than expected despite well-below-average work. When expected goals are even, goaltending decides.

Ryan Leonard's backhander from the doorstep (19:44, P3) was emblematic: Washington's clinical finishing determined the outcome where the underlying play suggested a toss-up.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CGY2 / 8 · 2.56 xG
WSH3 / 7 · 1.62 xG
Medium dangermid-range
CGY1 / 9 · 1.09 xG
WSH3 / 19 · 2.23 xG
Low dangerperimeter & point
CGY0 / 51 · 0.61 xG
WSH1 / 31 · 0.50 xG

WSH went 3-for-7 from high danger on 1.62 expected goals — 1.4 above expected.

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

Finishing vs expected

expectedactual
CGY
3 G · 4.26 xG · -1.3
WSH
7 G · 4.35 xG · +2.6
012345678
Goalies · GSAx (goals saved above expected)
D. CooleyCGY
-1.6
L. ThompsonWSH
+1.3

CGY finished -1.3 against expected, WSH +2.6 — D. Cooley (CGY) allowed 1.6 more goals than expected.

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

Shot diet

goalsshots
CGY
SNAP3/27
TIP IN0/4
BACKHAND0/4
SLAP0/5
WRIST0/3
POKE0/1
WRAP AROUND0/1
OTHER0/23
WSH
SNAP6/23
TIP IN0/10
BACKHAND1/6
SLAP0/3
WRIST0/2
POKE0/0
WRAP AROUND0/0
OTHER0/13
CGY
WSH
Off the rush
3 G on 28 · 3.19 xG
5 G on 32 · 3.39 xG
Off rebounds
0 G on 6 · 0.90 xG
2 G on 4 · 0.79 xG

Snap shots carried the volume: CGY went 3-for-27, WSH 6-for-23. WSH scored 5 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
J. Sourdif
#34 · C · WSH
1 G · 2 A · 4 SOG · 17:09 TOI · +3
C. McMichael
#24 · L · WSH
2 G · 0 A · 3 SOG · 14:53 TOI · +1
H. Lapierre
#29 · C · WSH
1 G · 1 A · 1 SOG · 11:57 TOI · +2
Ranked from the box score — points first · Backcheck
What the model flagged
  • L. Thompson (WSH) stopped 1.3 goals above expected.
  • D. Cooley (CGY) gave up 1.6 goals more than expected — well below their workload.
  • Open game — 15 high-danger chances combined (WSH 7, CGY 8).
  • WSH was clinical in the high-danger zone — 3/7 on HD chances (43%).
  • WSH was lethal off the rush — 5 goals on 32 rush chances.
  • CGY was lethal off the rush — 3 goals on 28 rush chances.
  • WSH created 4 rebound opportunities (2 converted) — crashing the net effectively.
  • CGY created 6 rebound opportunities (0 converted) — crashing the net effectively.
  • WSH outperformed their expected goals by 2.6 — elite finishing or lucky bounces.
Before the game — the model's pre-game read
Preview · CGY at WSH · 7:00 PM ET

Flames at Capitals: a genuine coin flip

By the ModelJul 12, 6:19 AMEdited for clarity
Win probability

The model's lean

55%
WSH
Model favorite
45%
55%
CGY50WSH

WSH by 10 points of win probability — a modest lean. Projected score CGY 2.52.8 WSH; 18% chance it's tied after 60.

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

Tale of the tape

CGY← edge
edge →WSH
47.0%5v5 xG%50.0%
49.0%Corsi%49.0%
2.36xGF / 602.62
2.66xGA / 602.62
1.76Goals for / gm2.18
2.15Goals against / gm1.79
0.985PDO — luck, not skill1.018

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

Source · MoneyPuck season tables · 5v5

The model projects a 2.5–2.8 goal range favoring the Capitals, who own a 55% win probability. This is as close to a true pick'em as hockey modeling produces.

Underlying talent slightly favors Washington. The Capitals have generated 50.0% 5v5 expected goals against Calgary's 47.0%, while both teams land at 49.0% Corsi—a toss-up in shot volume. But the Flames are running cold: they've posted a -10 goal differential over their last 10 games, suggesting they're playing poorly despite league-average shot volume.

The Capitals are running hot. Their PDO sits at 1.018, implying they're converting at an unsustainable clip. Calgary's 0.985 PDO tells the opposite story—they're due for positive regression. Both teams' underlying play doesn't fully explain their results, which means the Capitals should tighten while the Flames should rebound.

Goaltending adds uncertainty. D. Wolf is on a back-to-back; expect either a tired starter or a backup appearance, which tilts the advantage away from Washington if Calgary can capitalize early.

Blake Coleman anchors the Flames with 0.89 expected goals per 60 minutes, 16 goals, 12 assists, two high-danger goals, and 11.4% shooting. Matt Coronato generates 0.80 xG/60 but his 6.6% conversion rate—10 goals and 16 assists—looks unsustainable; expect regression downward.

Washington counters with Alex Ovechkin at 0.97 xG/60, 19 goals, 17 assists, two high-danger goals, and 13.8% shooting. Anthony Beauvillier operates at 0.89 xG/60 alongside 14 goals, 9 assists, two high-danger goals, and 10.4% shooting.

The matchup hinges on shot quality and execution. Washington's structure generated the edge in expected goals, but Calgary's recent cold spell and depth will determine whether they climb out before regression resets. If Wolf's back-to-back duty forces a tired start or backup, Calgary gets a window. Otherwise, expect Washington's underlying advantage to prevail.

Computed danger · scouting

Players to watch

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
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
Source · MoneyPuck skaters