Backcheck
Recap · OTT at TOR

Senators pull away from the Maple Leafs

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

By the ModelJul 12, 4:52 AMxG: xgboost-0.758Edited for clarity
Away
OTT
Ottawa Senators
5
Home
TOR
Toronto Maple Leafs
2
FINAL
Process vs result

The underlying story

3.90Expected goals3.09
56% share for the better side
40Shot attempts (SOG)23
3High-danger chances6
74Corsi (all attempts)43
Score-adjusted: 59% / 41%
Source · NHL play-by-play · XGBoost xG

Toronto generated superior scoring chances but lost 5-2. The Leafs created six high-danger opportunities to Ottawa's three and maintained better shot efficiency—0.072 expected goals per attempt vs. the Senators' 0.053. On 23 attempts, Toronto produced 3.09 expected goals; Ottawa, on 40, generated 3.90 through aggressive finishing.

Goaltending decided the game. J. Woll saved 23 of 28 shots (0.821 SV%), surrendering 2.27 more goals than his xG model predicted. L. Ullmark saved 21 of 23, outperforming by 1.09. Toronto also saw A. Stolarz play a perfect game before Woll took over.

D. Cozens's wrist shot from the high slot at 16:06 of the second period was the turning point. Ottawa scored four goals on 36 rush chances—lethal in transition. Toronto crashed effectively (seven rebound opportunities) but couldn't survive Woll's collapse.

This illustrates why possession metrics only predict outcomes when execution meets opportunity.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
OTT0 / 3 · 0.73 xG
TOR1 / 6 · 1.78 xG
Medium dangermid-range
OTT4 / 21 · 2.14 xG
TOR1 / 5 · 0.70 xG
Low dangerperimeter & point
OTT1 / 50 · 1.03 xG
TOR0 / 32 · 0.61 xG

OTT went 4-for-21 from medium danger on 2.14 expected goals — 1.9 above expected.

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

Finishing vs expected

expectedactual
OTT
5 G · 3.90 xG · +1.1
TOR
2 G · 3.09 xG · -1.1
0123456
Goalies · GSAx (goals saved above expected)
L. UllmarkOTT
+1.1
A. StolarzTOR
+1.2
J. WollTOR
-2.3

OTT finished +1.1 against expected, TOR -1.1 — J. Woll (TOR) allowed 2.3 more goals than expected.

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

Shot diet

goalsshots
OTT
WRIST5/40
SNAP0/8
SLAP0/5
TIP IN0/4
BACKHAND0/1
DEFLECTED0/1
BETWEEN LEGS0/0
POKE0/0
OTHER0/15
TOR
WRIST1/24
SNAP0/3
SLAP0/3
TIP IN0/3
BACKHAND0/2
DEFLECTED0/0
BETWEEN LEGS0/1
POKE1/1
OTHER0/6
OTT
TOR
Off the rush
4 G on 36 · 2.66 xG
1 G on 19 · 1.37 xG
Off rebounds
0 G on 6 · 0.64 xG
1 G on 7 · 1.57 xG

Wrist shots carried the volume: OTT went 5-for-40, TOR 1-for-24. OTT scored 4 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
D. Cozens
#24 · C · OTT
2 G · 1 A · 4 SOG · 16:23 TOI · +1
T. Chabot
#72 · D · OTT
1 G · 1 A · 3 SOG · 21:54 TOI · +2
D. Batherson
#19 · R · OTT
2 G · 0 A · 5 SOG · 17:46 TOI · +1
Ranked from the box score — points first · Backcheck
What the model flagged
  • L. Ullmark (OTT) stopped 1.1 goals above expected.
  • J. Woll (TOR) gave up 2.3 goals more than expected — well below their workload.
  • TOR generated far more dangerous chances — 0.072 xG/shot vs 0.053. Quality over quantity.
  • OTT was lethal off the rush — 4 goals on 36 rush chances.
  • TOR created 7 rebound opportunities (1 converted) — crashing the net effectively.
  • OTT created 6 rebound opportunities (0 converted) — crashing the net effectively.
  • A. Stolarz (TOR) saved 3.9 goals above expected — stole the show.
Before the game — the model's pre-game read
Preview · OTT at TOR · 7:00 PM ET

The Senators are the model's lean over the Maple Leafs on the underlying numbers

By the ModelJul 12, 4:50 AMEdited for clarity
Win probability

The model's lean

57%
OTT
Model favorite
57%
43%
OTT50TOR

OTT by 14 points of win probability — a modest lean. Projected score OTT 2.72.3 TOR; 18% chance it's tied after 60.

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

Tale of the tape

OTT← edge
edge →TOR
56.0%5v5 xG%46.0%
53.0%Corsi%45.0%
2.66xGF / 602.24
2.12xGA / 602.67
2.18Goals for / gm2.09
1.99Goals against / gm2.52
0.993PDO — luck, not skill1.002

OTT holds 6 of 6 process categories — and PDO (0.993 vs 1.002) says TOR has run hotter.

Source · MoneyPuck season tables · 5v5

Ottawa owns this matchup on the underlying play. The model projects a 2.7–2.3 Senators win with 57% win probability, built on territorial dominance: 56.0% expected goals at 5v5 versus Toronto's 46.0%, and 53.0% Corsi to the Leafs' 45.0%. This is the difference between a team controlling play and one consistently pushed around.

Form matters here too. Ottawa has gone 6-3-1 over their last 10, while Toronto sits at -13 goal differential in that same span — a team treading water. The Senators' momentum is real; the Leafs' isn't.

Toronto's PDO sits slightly above 1.002, suggesting positive variance in luck, while Ottawa's 0.993 indicates neutral-to-slightly-negative luck. When models favor a team, the gap between expected play and actual outcomes sharpens the edge.

Brady Tkachuk is Ottawa's primary offensive threat. At 1.19 expected goals per 60 minutes, he's generated 11 goals and 20 assists with 2 high-danger goals and a 7.5% shooting percentage. Toronto must account for him constantly. Dylan Cozens provides secondary firepower: 1.00 xG/60, 13 goals, 15 assists, and a 9.5% shot percentage.

Toronto counters with Auston Matthews (1.10 xG/60, 17 goals, 13 assists, 1 high-danger goal) and John Tavares (0.91 xG/60, 15 goals, 24 assists, 3 high-danger goals). Matthews is the most dangerous individual weapon on either roster; Tavares is the steadier, deeper scorer.

Both teams face goaltending questions. J. Woll works on a back-to-back for Toronto, suggesting either a backup appearance or a fatigued starter. L. Ullmark faces identical circumstances for Ottawa. Both clubs should prepare for rotational play or diminished performance.

Defensively, Nick Jensen represents Ottawa's pressure point, while Bo Groulx occupies the same role for Toronto. These are the spots where opposing forwards should hunt.

The model's lean is clear: Ottawa controls play across every volume metric and has recent form to match it. Toronto's skill at forward compensates only partially for territorial disadvantage. The Senators' 57% win probability reflects what the numbers show — a team that should win this one.

Computed danger · scouting

Players to watch

OTT
Brady Tkachuk11G 20A
1.19 xG/60 · 2 HD · 7.5% sh
Dylan Cozens13G 15A
1.00 xG/60 · 1 HD · 9.5% 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
Source · MoneyPuck skaters