Data
Every player, team, match, season, and definition in the Notebook. Change the lens without leaving the record.
Metrics
Stats here are counted from matches, derived′ by arithmetic, or estimated by models and marked with °. The marks appear everywhere the numbers do, including exports.
141 metrics: 51 counted, 17 derived′, 73 modeled° — and 12 of them say what would prove them wrong.
Counts of the metric list itself.
Counted
Recorded from the match itself — goals, minutes, tackles. Facts.
- GlsGoals
Goals scored. Own goals are excluded.
- AstAssists
The final pass or touch before a goal, as the event record marks it.
- MinMinutes played
Minutes on the pitch, from kickoff or entry until exit or full time.
- ShShots
Total shot attempts, including blocked and off target.
- SnSeasons in range
How many seasons of the selected window this player appears in.
- AerWAerial duels won
Aerial duels won
- As AsgdStarts where the observed role matched the assigned depth
Starts where the observed role matched the assigned depth
- AttCorners taken
Corners taken
- AttendanceTotal announced attendance across all matches that season
Total announced attendance across all matches that season (some matches are missing attendance data)
- BlkBlocks
Blocks
- Box PassesPasses-into-the-box component
Passes-into-the-box component
- CSClean sheets
Clean sheets
- CarriesBall-carrying component
Ball-carrying component
- ClrClearances
Clearances
- CrdRRed cards
Red cards
- CrdYYellow cards
Yellow cards
- DDraws
Draws
- DefDefensive VAEP
Defensive VAEP
- DefenseDefensive-value component
Defensive-value component
- DelCorner deliveries
Corner deliveries
- FinishRegular-season finish
Regular-season finish
- FlsFouls committed
Fouls committed
- FromFrom
From
- GAGoals against
Goals against
- GDGoal difference
Goal difference
- GFGoals for
Goals for
- GPGames played
Games played (regular season)
- GSGames started
Games started
- Home AttTotal announced attendance at regular-season home matches
Total announced attendance at regular-season home matches (some matches are missing attendance data)
- IntInterceptions
Interceptions
- KPKey passes
Key passes
- LLosses
Losses
- MMatches with signal coverage
Matches with signal coverage
- OffMinute she came off
Minute she came off — blank means she finished the match
- OnMinute she entered
Minute she entered — blank means she started
- PKPenalty goals
Penalty goals
- PKAPenalties faced
Penalties faced
- PKattPenalty attempts
Penalty attempts
- PKsvPenalties saved
Penalties saved
- ParityStandard deviation of points-per-game across the table
Standard deviation of points-per-game across the table — LOWER means a tighter, more competitive league
- PtsThe Shield winner's points
The Shield winner's points (season lengths differ — see Teams)
- RecBall recoveries
Ball recoveries
- SavesSaves
Saves
- SoTShots on target
Shots on target
- StartsRegular-season starts with an observed-role inference
Regular-season starts with an observed-role inference (outfield starters only)
- TeamsClubs in the league that season
Clubs in the league that season
- TklTackles
Tackles
- TklWTackles won
Tackles won
- ToTo
To
- YrsSeasons in league
Seasons in league
- WWins
Wins
Derived′
Arithmetic on counted stats — a rate, a share, a difference. No model involved.
- Gls/90′Goals per 90 minutes
Goals × 90 ÷ minutes played.
- SoT%′Shots on target percentage
Shots on target ÷ total shots.
- Aer%′Aerial duel success rate
Aerial duel success rate
- Ast/90′Assists per 90 minutes
Assists per 90 minutes
- G+A/90′Goals plus assists per 90 minutes
Goals plus assists per 90 minutes
- GA/90′Goals against per 90 minutes
Goals against per 90 minutes
- Goal%′Share of deliveries producing a goal
Share of deliveries producing a goal
- Pass%′Pass accuracy
Pass accuracy (excl. crosses & corners)
- Passes/90′Pass events per 90 minutes, regular season
Pass events per 90 minutes, regular season (both teams)
- Pool′Number of rated players that season
Number of rated players that season
- Pts/G′Points per game
Points per game
- Rank′Rank among all rated players that season
Rank among all rated players that season
- Save%′Saves ÷
Saves ÷ (saves + goals against)
- Shot%′Share of deliveries producing a shot
Share of deliveries producing a shot
- Tkl%′Tackle success rate
Tackle success rate
- Tkl/90′Tackle events per 90 minutes, regular season
Tackle events per 90 minutes, regular season (both teams)
- W%′Wins ÷ games played
Wins ÷ games played (draws not counted as half-wins)
Modeled°
An estimate from a model we built. Useful, but not a fact — every modeled stat's page says where it's weak.
- xG°Expected goals
The probability an average finisher scores each chance, summed. A model output.
- xPts°Expected points
Win, draw, and loss probabilities implied by compatible expected-goal totals, weighted as league points.
- npxG°Non-penalty expected goals
Expected goals with penalties removed.
- VAEP°Valuing Actions by Estimating Probabilities
Every action valued by how much it changed the chance of scoring and conceding.
- xT°Expected threat
How much a move raised the chance of scoring, by where it moved the ball.
- DAxT°Defensive action expected threat
The threat a defensive action destroyed.
- PSxG°Post-shot expected goals
The chance a shot scores given where it actually ended up on goal. A keeper metric.
- Comp°Composite rating
Our overall player rating — five components combined into one number.
- Role°Observed role
The role a player's actions most resembled — not the role they were listed at.
- G−xG°Goals minus expected goals
The finishing signal: goals scored above or below what the chances were worth.
- xGD°Expected goal difference
Team xG for minus xG against — the run of play in one number.
- PSxG−GA°Post-shot expected goals minus goals allowed
Shot-stopping over expectation: saves worth more than an average keeper's.
- A8°Advanced 8
Advanced 8 — assigned central mid, played like an attacking mid
- AM°Starts written at attacking mid
Starts written at attacking mid (10)
- AWB°Attacking wingback
Attacking wingback — assigned fullback, played like a winger
- Adapt°Game-state adaptability
Game-state adaptability (higher better)
- BigCh/90°Big chances created per 90
Big chances created per 90 (higher better)
- BoxEnt°Penalty-area entries per 100 possessions
Penalty-area entries per 100 possessions (higher better)
- CB°Starts written at center back
Starts written at center back (4/5)
- CM°Starts written at central mid
Starts written at central mid (8)
- CarryProg°Share of progression via carries
Share of progression via carries (higher better)
- Composite°Overall composite score
Overall composite score — season average across all selection-model runs
- Conf°Average calibrated confidence of the observed-role inference
Average calibrated confidence of the observed-role inference (0-1)
- Continuity°Lineup continuity
Lineup continuity (higher better)
- CounterA°Counter-attack threat conceded
Counter-attack threat conceded (lower better)
- DAxT Int°DAxT from interceptions
DAxT from interceptions
- DAxT Tkl°DAxT from tackles
DAxT from tackles
- DLM°Deep-lying midfielder
Deep-lying midfielder — assigned central mid, played like a defensive mid
- DM°Starts written at defensive mid
Starts written at defensive mid (6)
- DP°Dropping playmaker
Dropping playmaker — assigned attacking mid, played like a defensive mid
- DeepA°Deep completions conceded rate
Deep completions conceded rate (lower better)
- Directness°Directness index
Directness index (style, no better/worse)
- DiscRisk°Discipline risk
Discipline risk (lower better)
- Duel%°Share of duels won
Share of duels won (higher better)
- F9°False 9
False 9 — assigned striker, played like an attacking mid
- FB°Starts inferred as a fullback from her on-ball events
Starts inferred as a fullback from her on-ball events (~77% accurate)
- Fatigue°Fatigue load
Fatigue load (lower better)
- Form°Recent-form adjustment in this week's run
Recent-form adjustment in this week's run
- GF−xG°Finishing over/under-performance
Finishing over/under-performance
- GK°The model never classifies goalkeepers
The model never classifies goalkeepers — column kept so the two blocks match
- HB°Half-back
Half-back — assigned center back, played like a defensive mid
- IW°Inverted winger
Inverted winger — assigned wide, played like a striker
- Interrupt°Possessions disrupted per opponent possession
Possessions disrupted per opponent possession (higher better)
- LeadProt°Lead protection index
Lead protection index (higher better)
- Loss→ShotA°Median seconds from loss to shot conceded
Median seconds from loss to shot conceded (higher better)
- Matchup°Opponent-specific adjustment for this fixture
Opponent-specific adjustment for this fixture
- Pick°The model's XI pick order for this fixture
The model's XI pick order for this fixture (1 = first name on its team sheet)
- Played°Observed role, inferred from her on-ball events
Observed role, inferred from her on-ball events (~77% depth accuracy) — read as “played like,” never “is.” Blank = not inferred (GK, sub, or no footprint).
- PressRegain°Press regain rate
Press regain rate (higher better)
- ProgPass°Progressive pass rate
Progressive pass rate (higher better)
- Regain→Shot°Median seconds from regain to own shot
Median seconds from regain to own shot (lower better)
- SP Agst°Set-piece threat conceded
Set-piece threat conceded (lower better)
- SP For°Set-piece threat created
Set-piece threat created (higher better)
- ST°Starts written at striker
Starts written at striker (9)
- Similarity°Cosine similarity of style embeddings
Cosine similarity of style embeddings (1 = identical style)
- SoTA°Shots on target against
Shots on target against (from PSxG model)
- SubShock°Substitution disruption
Substitution disruption (lower better)
- Tempo°Tempo index
Tempo index (style, no better/worse)
- Tension°Starts where the observed role differed in depth from the…
Starts where the observed role differed in depth from the assigned role
- Tension%°Share of starts with a role tension
Share of starts with a role tension
- Threat/90°Shot-triggered pG created per 90
Shot-triggered pG created per 90 (higher better)
- ThreatA/90°Shot-triggered pG conceded per 90
Shot-triggered pG conceded per 90 (lower better)
- TransShare°Share of attacks from transitions
Share of attacks from transitions (higher better)
- VAEP Def°Defensive VAEP
Defensive VAEP
- VAEP/90°VAEP per 90
VAEP per 90
- WP°Wide playmaker
Wide playmaker — assigned wide, played like an attacking mid
- pG/Shot°Average pG per shot
Average pG per shot (higher better)
- pGoal°Model-predicted goal probability
Model-predicted goal probability
- pShot°Model-predicted shot probability per delivery
Model-predicted shot probability per delivery
- xG/90°Expected goals per 90
Expected goals per 90
- xG/Sh°Expected goals per shot
Expected goals per shot (model shot count)
- xGA°Expected goals against
Expected goals against
- xT/90°Expected threat per 90
Expected threat per 90