Updated "3D" charts
Here's Ervin Santana's pitch data. Pardon the numbering, but he looks like a three pitch guy to me, but not to k-means. I fixed it, so you have pitches numbers 1, 3 and 4. ESPN gives him four pitches - splitting my #4 into a curve and a slider. If I incorporate more data into this sample, I might be able to find that split, too. You can see a hint of it already, but the split k-means made was not consistent with a slider/curve. Blah blah blah. Tables then charts coming up:
| # | MPH | pfx_x | pfx_z | SpinDir | SpinRate | px | pz | x0 | z0 |
| 1 | 87.5 | -3.08 | 6.60 | 204.6 | 898.6 | -0.39 | 2.55 | -1.10 | 6.08 |
| 3 | 92.7 | -5.69 | 8.88 | 212.6 | 1345.5 | -0.05 | 2.45 | -1.05 | 5.96 |
| 4 | 80.4 | 3.88 | -1.43 | 221.7 | 488.6 | 0.22 | 1.87 | -0.92 | 6.28 |
| # | B | CS | SS | F | X | HR |
| 1 | 28 | 8 | 4 | 4 | 18 | 0 |
| 3 | 63 | 45 | 4 | 38 | 37 | 1 |
| 4 | 57 | 32 | 20 | 17 | 14 | 0 |
| # | B | CS | SS | F | X | HR |
| 1 | 45.16% | 12.90% | 6.45% | 6.45% | 29.03% | 0.00% |
| 3 | 33.51% | 23.94% | 2.13% | 20.21% | 19.68% | 0.53% |
| 4 | 40.71% | 22.86% | 14.29% | 12.14% | 10.00% | 0.00% |
| # | SwRt | Whiff |
| 1 | 41.94% | 15.38% |
| 3 | 42.55% | 5.00% |
| 4 | 36.43% | 39.22% |
In case you're wondering, here are league averages (for pitchers with >500 pitches)
| B | CS | SS | F | X | HR |
| 36.56% | 17.48% | 8.73% | 17.89% | 18.65% | 0.69% |
| SwRt | Whiff |
| 45.96% | 19.00% |
Ervin's "pitch #4" is very effective
Release Points
averaged by cluster
Spin Movement
Plate Location
Here's "3D" from the catcher's perspective - the ball gets larger as it approaches
Now, from first base. Ball size is larger as it gets closer - to the viewer, not the plate. For a lefty throwing, you have the ball larger at the right side as it goes away, towards 3rd base.





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