xJawn NHL expected goals

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Ryan Graves

D · Pittsburgh Penguins · career →

22 GP · 322 min 5v5
2025-26 · 5v5
Adjusts with rink filters
on-ice for◀ 5v5 offense
on-ice against5v5 defense ▶
How to read this map

One rink, both ends while Ryan Graves is on the ice: what the team generates on the left, what it concedes on the right. Every attempt is a Gaussian bump of height = its model xG, summed per 60 minutes of ice time (a player's exposure is time, not games). The controls switch the surface (xG heatmapvs league, the league baseline per team-hour at the same strength) and the markers: × goal · on net · missed · small blocked — and own shots narrows the left end's markers to attempts Ryan Graves took.

The page opens at 5v5; empty-net attempts are excluded throughout. On-ice membership comes from the shift charts; attempts without usable shift coverage are absent from both ends. Blocked-shot membership cannot be cross-checked against the play-by-play, so treat blocked-marker detail as softer than the rest.

Observed production

5v5 · on-ice
for against
axis spans ±118% of the defenseman cohort average · centre = average · right = more
Goalson-ice
11 4th pctl14 4th pctl
Shotson-ice
134 4th pctl115 0th pctl
Attemptson-ice
309 4th pctl282 1st pctl
xGon-ice
12.8 3rd pctl12.6 1st pctl
xGF%share of on-ice xG
50.3%58th pctl
0% 50% = even split · gray = cohort middle 50% / 90% 100%

Percentiles rank against the other defensemen over the display floor at the selected strength — a non-strength filter (rush, period, …) moves the bars but keeps that strength's spread as the backdrop.

Rolling on-ice xGF%

5v5 · on-ice
Per-game chance share while on the ice, smoothed. drag the slider to set the window

Model estimates

🔒 full season · not filtered
Season-long ratings — the filters above don't apply here.
creating   preventing   creates both  ·  paler = special teams  ·  solid = on-ice RAPM · hatched = skill rating  ·  ▽ = the total
Shooting
Conversionall shooter stages
-0.0472nd pctl
Offense
On-ice impactRAPM · xGF impact
-0.6651st pctl
Defense
On-ice impactRAPM · xGA, flipped
+0.0551st pctl
BlockingBlocking · season-resolved
+0.0562nd pctl
Special teams
Power playST RAPM · 3-season window
-0.0089th pctl
Penalty killST RAPM · season-resolved
-0.0834th pctl
Disciplinedrawn − taken
-0.2870th pctl
GAAgoals above average, this season
Offense impact -0.66 goals vs averagePenalty kill -0.08 goals vs averageDiscipline -0.28 goals vs average
-0.9657th pctl
grouped by game state · 5v5 → power play → kill
−18.600 = league average+18.60

Ranked against defensemen; the band behind each bar is that cohort's spread (p5–p95, middle half brighter, dashed median), so where a bar lands against its band is the rank — the ordinal beside it makes that exact. Zero is whichever baseline the toggle selects — the league-average skater, or replacement level — and every row, its band and its ordinal are all drawn against that one baseline, so the bar and the number can never describe different things. Each row's bar grows from zero, so its end IS its value; the composite is the rows stacked, running both ways from zero, so only it carries a to mark the net. The rows sum to the total with nothing left over. The per-shot rating is quality only: it says nothing about how many attempts a player generates or faces, which is what the attempts figure is for.

Usage & context

descriptive · not modeled
The job the coach handed Ryan Graves, not how well it went. Not a modeled component: each is its own metric (minutes, a rate, a TOI share, or opponents'/teammates' net xG-RAPM), shown with a cohort percentile only where one exists, never added together. Not a grade. The deployment rows are measured over the same 5v5 stints the isolate is fit on (regular season + playoffs); ice time and the penalty rates are all situations, every game — penalties create non-5v5 time, so a 5v5 denominator would inflate every rate.
Time on iceall situations · min per game
15:15per game
Penalties takenminor penalties / 60
0.89per 60 · all situations
Penalties drawnminor penalties / 60
0.53per 60 · all situations
Zone startsOZS% · O-zone start share
40%offensive / (off + def)
Score stateTOI by game state
trail 26%tied 29%lead 45%
leads a lot
Competition (QoC)opponents' net xG-RAPM
-0.016xG/60
Teammates (QoT)teammates' net xG-RAPM
+0.022xG/60
On-the-flyshare of 5v5 TOI
67%of 5v5 TOI
0cohort average100 pctl

A skater absent from the fit counts as exactly cohort average (0) in QoC/QoT — the same claim ridge shrinkage makes. Penalty rates are descriptive only: taken-rate includes defensively correct penalties, and neither side is opponent- or deployment-adjusted. Nothing here is priced in goals.

Full table · all numbers
FamilyStatValue (current slice)
Observed ◆ filtered Goals on-ice for / against 11 / 14
Observed ◆ filtered xG on-ice for / against 12.8 / 12.6
Observed ◆ filtered Shots on-ice for / against 134 / 115
Observed ◆ filtered Attempts on-ice for / against 309 / 282
Observed ◆ filteredxGF% 50.3%
Modeled 🔒 season Conversion — all shooter stages -0.04 72nd pctl
Modeled 🔒 season ↳ Conversion — 72 outside the PP 11th pctl
Modeled 🔒 season ↳ Conversion — 0 on the PP 12th pctl
Modeled 🔒 season ↳ Conversion — per-shot skill 87th pctl
Modeled 🔒 season On-ice impact — RAPM · xGF impact -0.66 51st pctl
Modeled 🔒 season On-ice impact — RAPM · xGA, flipped +0.05 51st pctl
Modeled 🔒 season Blocking — Blocking · season-resolved +0.05 62nd pctl
Modeled 🔒 season ↳ Blocking — 310 attempts faced 0th pctl
Modeled 🔒 season ↳ Blocking — per-shot suppression 97th pctl
Modeled 🔒 season Power play — ST RAPM · 3-season window -0.00 89th pctl
Modeled 🔒 season Penalty kill — ST RAPM · season-resolved -0.08 34th pctl
Modeled 🔒 season Discipline — drawn − taken -0.28 70th pctl
Modeled 🔒 season GAA -0.96 57th pctl
ContextTime on ice — all situations · min per game 15:15 (16th pctl)
ContextPenalties taken — minor penalties / 60 0.89 (71st pctl)
ContextPenalties drawn — minor penalties / 60 0.53 (70th pctl)
ContextZone starts — OZS% · O-zone start share 40% (11th pctl)
ContextScore state — TOI by game state trail 26%, tied 29%, lead 45%
ContextCompetition (QoC) — opponents' net xG-RAPM -0.016 (7th pctl)
ContextTeammates (QoT) — teammates' net xG-RAPM +0.022 (65th pctl)
ContextOn-the-fly — share of 5v5 TOI 67%

Observed values reflect the active rink filters; modeled values are fixed at their full-season fit.

On-ice numbers pair the regular-season shot set with shift-chart membership; skaters and goalies under the display floors are fit but not shown. Modeled rows come from the value artifact keyed to RAPM fit rapm__0cd6d075 on nested_structure__nested_structure_xg__d2ec2662 (the joint-xg structural baseline), with ratings from joint__baseline_xg__f3e3111e (as of 2026-06-14) — separate surfaces from the box-score xG model badged in the footer.