The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 254 qualified hitters (340+ 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. Okamoto, Kazuma in signal, the comp in amber.

TOR · bats R · 650 PA

Ranked comps for Okamoto, Kazuma

#PlayerSimilarityAgrees onDiffers onOpen
01 Soler, Jorge LAA · R · 381 PA 0.76 Walk rateMax exit velocityChase rate Fly-ball rate -1.0zBat speed +0.8zWhiff rate +0.8z Player Projection Swing lab
02 Suárez, Eugenio CIN · R · 510 PA 0.76 Isolated powerFly-ball rateChase rate Sweet-spot rate +1.3zStrikeout rate +0.9zHard-hit rate -0.9z Player Projection Swing lab
03 Hernández, Heriberto MIA · R · 514 PA 0.76 Isolated powerBarrel rateWhiff rate Sprint speed +1.4zOppo rate -0.9zGround-ball rate +0.7z Player Projection Swing lab
04 Lowe, Brandon PIT · L · 672 PA 0.74 Bat speedWalk rateStrikeout rate Swing length -2.1zChase rate +1.0zMax exit velocity -0.5z Player Projection Swing lab
05 Torkelson, Spencer DET · R · 634 PA 0.69 Sprint speedWhiff ratePull rate Sweet-spot rate +1.8zMax exit velocity -1.0zChase rate -1.0z Player Projection Swing lab
06 Montgomery, Colson CWS · L · 662 PA 0.68 Swing lengthFly-ball rateSprint speed Bat speed +1.3zStrikeout rate +1.2zMax exit velocity +1.0z Player Projection Swing lab
07 Manzardo, Kyle CLE · L · 378 PA 0.68 Fly-ball rateSweet-spot rateWalk rate Swing length -1.4zIsolated power -1.0zBat speed -1.0z Player Projection Swing lab
08 Contreras, Willson BOS · R · 552 PA 0.68 Hard-hit rateOppo rateBarrel rate Bat speed +1.3zMax exit velocity +1.2zChase rate +1.1z Player Projection Swing lab
09 Lewis, Royce MIN · R · 532 PA 0.65 Whiff rateMax exit velocitySwing length Isolated power -1.5zSprint speed +1.0zChase rate +0.9z Player Projection Swing lab
10 Rice, Ben NYY · L · 688 PA 0.65 Bat speedOppo rateFly-ball rate In-zone contact +1.1zIsolated power +1.1zWhiff rate -1.1z Player Projection Swing lab
11 Pederson, Joc TEX · L · 449 PA 0.65 Bat speedIn-zone contactWhiff rate Swing length -1.2zSprint speed -1.1zPull rate -1.0z Player Projection Swing lab
12 Muncy, Max LAD · L · 579 PA 0.65 xwOBA on contactMax exit velocityFly-ball rate Swing length -2.4zIn-zone contact +0.9zWalk rate +0.8z 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.