The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 258 qualified hitters (286+ PA). Closer to the center star = more alike. xwOBA is deliberately excluded: this maps how hitters are built, not results twins.

strong match (0.55+) moderate (0.45 to 0.55) weaker (< 0.45) star size + line weight scale with similarity · rings mark 0.70 / 0.50 / 0.30 · hover a star for why, click for the fingerprint
Radial fingerprint · population percentiles

Two profile shapes drawn over the same axes: overlap is what makes them comps, gaps are where they part. Adames, Willy in signal, the comp in amber.

SF · bats R · 517 PA

Ranked comps for Adames, Willy

#PlayerSimilarityAgrees onDiffers onOpen
01 Lewis, Royce MIN · R · 438 PA 0.75 Sprint speedOppo ratePull rate Max exit velocity +1.1zFly-ball rate -1.0zIsolated power -0.8z Player Projection Swing lab
02 Abrams, CJ WSH · L · 586 PA 0.68 Bat speedBarrel rateWhiff rate Swing length -1.3zSweet-spot rate -1.1zOppo rate +0.9z Player Projection Swing lab
03 Torkelson, Spencer DET · R · 543 PA 0.66 Ground-ball rateIn-zone contactIsolated power Chase rate -1.6zSweet-spot rate +1.1zWalk rate +1.1z Player Projection Swing lab
04 Suárez, Eugenio CIN · R · 434 PA 0.66 Pull rateBarrel rateIsolated power Sprint speed -1.4zWalk rate +1.2zStrikeout rate +1.2z Player Projection Swing lab
05 Okamoto, Kazuma TOR · R · 557 PA 0.65 Fly-ball rateBat speedOppo rate Max exit velocity +1.2zSprint speed -1.1zAvg exit velocity +1.0z Player Projection Swing lab
06 Semien, Marcus NYM · R · 476 PA 0.63 Sweet-spot rateWalk ratePull rate Bat speed -1.4zIsolated power -1.2zStrikeout rate -1.1z Player Projection Swing lab
07 Wells, Austin NYY · L · 335 PA 0.62 Bat speedFly-ball rateStrikeout rate Sprint speed -1.5zSwing length -1.4zIsolated power -1.3z Player Projection Swing lab
08 Merrill, Jackson SD · L · 582 PA 0.61 In-zone contactSweet-spot rateWalk rate Swing length -1.7zChase rate +1.0zHard-hit rate +1.0z Player Projection Swing lab
09 Lowe, Josh LAA · L · 301 PA 0.60 Walk rateAvg exit velocityWhiff rate Swing length -1.9zPull rate -1.4zIn-zone contact -1.4z Player Projection Swing lab
10 Neto, Zach LAA · R · 607 PA 0.59 In-zone contactSweet-spot rateIsolated power Swing length -2.8zChase rate +1.0zWhiff rate +0.7z Player Projection Swing lab
11 Moniak, Mickey COL · L · 385 PA 0.59 Strikeout rateWhiff rateGround-ball rate Chase rate +1.8zSweet-spot rate -1.5zIsolated power +1.0z Player Projection Swing lab
12 Yastrzemski, Mike ATL · L · 353 PA 0.59 Oppo rateSweet-spot ratexwOBA on contact Swing length -1.9zChase rate -1.0zAvg exit velocity +1.0z Player Projection Swing lab

Weighted RMS z-distance over 6 feature groups, standardized within the qualified population; similarity = exp(-alpha * d^2), one global fixed transform. xwOBA excluded by design: this matches profile shape, not outcome twins. Descriptive, not predictive.