The Comp Constellation
Profile-shape similarity over six weighted feature groups, standardized within this season's 255 qualified hitters (336+ 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 · 647 PA
Ranked comps for Okamoto, Kazuma
| # | Player | Similarity | Agrees on | Differs on | Open |
|---|---|---|---|---|---|
| 01 | Soler, Jorge LAA · R · 381 PA | 0.76 | Walk rateMax exit velocityChase rate | Fly-ball rate -1.0zStrikeout rate +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 +1.2zStrikeout rate +0.9zHard-hit rate -0.9z | Player Projection Swing lab |
| 03 | Lowe, Brandon PIT · L · 672 PA | 0.74 | Bat speedWalk rateGround-ball rate | Swing length -2.0zChase rate +1.0zMax exit velocity -0.6z | Player Projection Swing lab |
| 04 | Hernández, Heriberto MIA · R · 510 PA | 0.74 | Pull rateWhiff ratexwOBA on contact | Sprint speed +1.4zOppo rate -1.0zSweet-spot rate -0.9z | Player Projection Swing lab |
| 05 | Montgomery, Colson CWS · L · 658 PA | 0.69 | Swing lengthFly-ball ratexwOBA on contact | Bat speed +1.3zStrikeout rate +1.2zMax exit velocity +1.0z | Player Projection Swing lab |
| 06 | Torkelson, Spencer DET · R · 632 PA | 0.69 | Sprint speedWhiff ratePull rate | Sweet-spot rate +1.8zMax exit velocity -1.0zChase rate -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 · 550 PA | 0.68 | Hard-hit rateBarrel rateSweet-spot rate | Bat speed +1.2zMax exit velocity +1.2zFly-ball rate -1.0z | Player Projection Swing lab |
| 09 | Muncy, Max LAD · L · 574 PA | 0.66 | Max exit velocityxwOBA on contactBarrel rate | Swing length -2.4zIn-zone contact +0.8zWalk rate +0.7z | Player Projection Swing lab |
| 10 | Rice, Ben NYY · L · 688 PA | 0.65 | Bat speedOppo rateFly-ball rate | In-zone contact +1.1zWalk rate +1.1zSweet-spot rate +1.1z | Player Projection Swing lab |
| 11 | Pederson, Joc TEX · L · 449 PA | 0.65 | In-zone contactBat speedWhiff rate | Swing length -1.2zSprint speed -1.1zPull rate -1.0z | Player Projection Swing lab |
| 12 | Abrams, CJ WSH · L · 671 PA | 0.65 | Bat speedGround-ball rateSweet-spot rate | Sprint speed +1.5zChase rate +1.5zFly-ball rate -0.9z | 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.