K% vs. velocity Z scores

	A	B	C	D	E	F	G	H	I	J	K	L	M
1	Season	Name	Team	IP	K%	FBv	LeagueK%	LeagueFBV	K% StdDev	Velo StdDev	Z_K%	Z_velo	Z_diff

2	2024	Jack Kochanowicz	LAA	44.1	8.0%	95.8	22.5%	93.9	5.3%	2.4	-2.72	0.82	3.55
3	2021	Brusdar Graterol	LAD	33.1	18.0%	100.0	23.2%	93.5	5.7%	2.5	-0.92	2.60	3.52
4	2013	Johnny Hellweg	MIL	30.2	5.6%	93.9	19.9%	91.7	5.6%	2.5	-2.54	0.88	3.42
5	2024	Ben Joyce	LAA	34.2	23.2%	102.1	22.5%	93.9	5.3%	2.4	0.14	3.47	3.33
6	2018	Jordan Hicks	STL	77.2	20.6%	100.5	22.3%	92.8	5.8%	2.5	-0.28	3.03	3.30
7	2016	Mauricio Cabrera	ATL	38.1	19.8%	100.1	21.1%	92.3	5.8%	2.6	-0.24	3.00	3.24
8	2017	Bryan Mitchell	NYY	32.2	11.1%	96.0	21.6%	92.8	6.0%	2.7	-1.76	1.19	2.96
9	2019	Tayron Guerrero	MIA	46	19.9%	99.0	23.0%	93.1	5.9%	2.4	-0.51	2.42	2.93
10	2022	Carlos Hernández	KCR	56	13.2%	96.8	22.4%	93.6	5.8%	2.5	-1.60	1.28	2.88
11	2016	José Domínguez	SDP	35.2	12.9%	96.1	21.1%	92.3	5.8%	2.6	-1.42	1.45	2.87
12	2005	Brandon League	TOR	35.2	10.5%	94.8	16.4%	90.1	5.2%	2.8	-1.14	1.69	2.83
13	2004	Dan Kolb	MIL	57.1	8.9%	93.7	16.9%	90.1	5.3%	2.8	-1.51	1.29	2.81
14	2011	Adam Russell	TBR	32.2	8.8%	94.3	18.6%	91.5	5.7%	2.7	-1.71	1.08	2.79
15	2020	Dylan Cease	CHW	58.1	17.3%	97.5	23.4%	93.1	5.9%	2.6	-1.05	1.69	2.74
16	2016	Arquimedes Caminero	- - -	60.2	17.9%	97.9	21.1%	92.3	5.8%	2.6	-0.56	2.17	2.73
17	2005	Jesse Crain	MIN	79.2	7.7%	93.1	16.4%	90.1	5.2%	2.8	-1.68	1.05	2.73
18	2015	Trevor Gott	LAA	47.2	13.4%	96.2	20.4%	92.1	5.8%	2.7	-1.21	1.52	2.72
19	2022	Graham Ashcraft	CIN	105	15.3%	97.2	22.4%	93.6	5.8%	2.5	-1.23	1.45	2.68
20	2023	Brusdar Graterol	LAD	67.1	18.7%	98.6	22.7%	93.8	5.4%	2.5	-0.74	1.93	2.68
21	2015	Austin Adams	CLE	33.1	15.4%	96.9	20.4%	92.1	5.8%	2.7	-0.85	1.79	2.64
22	2013	Brandon League	LAD	54.1	11.2%	94.5	19.9%	91.7	5.6%	2.5	-1.53	1.11	2.64
23	2011	Ryan Mattheus	WSN	32	8.8%	93.8	18.6%	91.5	5.7%	2.7	-1.72	0.89	2.60
24	2008	Mitchell Boggs	STL	34	7.9%	92.9	17.5%	90.7	5.3%	2.8	-1.80	0.79	2.59
25	2002	Aaron Cook	COL	35.2	9.1%	92.4	16.8%	89.0	5.0%	3.2	-1.54	1.04	2.58
26	2020	Dustin May	LAD	56	19.6%	98.1	23.4%	93.1	5.9%	2.6	-0.64	1.92	2.56
27	2022	Brusdar Graterol	LAD	49.2	21.8%	99.7	22.4%	93.6	5.8%	2.5	-0.10	2.45	2.56
28	2018	Wandy Peralta	CIN	45.1	13.7%	95.6	22.3%	92.8	5.8%	2.5	-1.48	1.08	2.55
29	2006	Edinson Volquez	TEX	33.1	9.1%	93.8	16.8%	90.5	5.4%	2.9	-1.41	1.12	2.53
30	2022	Jonathan Loáisiga	NYY	48	18.2%	98.1	22.4%	93.6	5.8%	2.5	-0.72	1.80	2.52
31	2009	Joel Zumaya	DET	31	20.1%	99.3	18.0%	91.2	5.3%	2.8	0.41	2.91	2.50
32	2023	Andre Pallante	STL	68	14.2%	96.1	22.7%	93.8	5.4%	2.5	-1.56	0.93	2.49
33	2006	Chien-Ming Wang	NYY	218	8.4%	93.1	16.8%	90.5	5.4%	2.9	-1.54	0.91	2.45
34	2010	Blaine Boyer	ARI	57	11.6%	94.6	18.5%	91.2	5.6%	2.8	-1.24	1.20	2.45
35	2009	Mike MacDougal	- - -	54.1	13.8%	95.7	18.0%	91.2	5.3%	2.8	-0.78	1.63	2.42
36	2023	Emmanuel Clase	CLE	72.2	21.2%	99.1	22.7%	93.8	5.4%	2.5	-0.28	2.13	2.41
37	2008	Brandon League	TOR	33	16.3%	96.9	17.5%	90.7	5.3%	2.8	-0.23	2.18	2.41
38	2014	Kelvin Herrera	KCR	70	20.7%	98.1	20.4%	91.8	5.8%	2.5	0.06	2.47	2.41
39	2012	Henderson Alvarez III	TOR	187.1	9.8%	93.3	19.8%	91.6	5.8%	2.6	-1.72	0.68	2.40
40	2018	Bryan Mitchell	SDP	73	11.3%	94.1	22.3%	92.8	5.8%	2.5	-1.88	0.52	2.40
41	2018	Frankie Montas	OAK	65	15.2%	95.8	22.3%	92.8	5.8%	2.5	-1.21	1.17	2.38
42	2006	LaTroy Hawkins	BAL	60.1	10.3%	94.0	16.8%	90.5	5.4%	2.9	-1.19	1.19	2.38
43	2013	Carlos Carrasco	CLE	46.2	13.8%	94.9	19.9%	91.7	5.6%	2.5	-1.08	1.29	2.37
44	2012	Rafael Dolis	CHC	38	13.9%	95.1	19.8%	91.6	5.8%	2.6	-1.02	1.35	2.37
45	2015	José Ureña	MIA	61.2	10.2%	93.8	20.4%	92.1	5.8%	2.7	-1.74	0.62	2.36
46	2022	Tyler Beede	- - -	61.1	13.7%	95.7	22.4%	93.6	5.8%	2.5	-1.51	0.85	2.36
47	2007	Brian Stokes	TBD	62.1	11.9%	94.4	17.1%	90.3	5.3%	3.0	-0.97	1.38	2.35
48	2018	Chris Beck	- - -	34	14.2%	95.3	22.3%	92.8	5.8%	2.5	-1.38	0.95	2.34
49	2023	Luis L. Ortiz	PIT	86.2	14.8%	96.0	22.7%	93.8	5.4%	2.5	-1.47	0.87	2.34
50	2017	Miguel Castro	BAL	66.1	13.9%	95.6	21.6%	92.8	6.0%	2.7	-1.30	1.03	2.33
51	2024	José Ureña	TEX	107.1	15.0%	96.1	22.5%	93.9	5.3%	2.4	-1.40	0.93	2.33
52	2010	Jenrry Mejia	NYM	39	12.0%	94.6	18.5%	91.2	5.6%	2.8	-1.16	1.17	2.33
53	2003	Leo Estrella	MIL	66	8.6%	92.0	16.4%	89.4	5.3%	3.0	-1.47	0.86	2.33
54	2005	Scott Munter	SFG	38.2	6.9%	91.6	16.4%	90.1	5.2%	2.8	-1.82	0.51	2.33
55	2024	Jhony Brito	SDP	43.2	15.7%	96.4	22.5%	93.9	5.3%	2.4	-1.28	1.04	2.32
56	2016	Nathan Eovaldi	NYY	124.2	18.5%	97.1	21.1%	92.3	5.8%	2.6	-0.46	1.86	2.32
57	2022	Collin Snider	KCR	34.1	14.6%	96.0	22.4%	93.6	5.8%	2.5	-1.36	0.96	2.32
58	2019	Yoan López	ARI	60.2	17.1%	96.3	23.0%	93.1	5.9%	2.4	-0.99	1.31	2.30
59	2022	Zach Pop	- - -	39	15.9%	96.5	22.4%	93.6	5.8%	2.5	-1.12	1.17	2.29
60	2016	Tom Wilhelmsen	- - -	46.1	13.4%	94.8	21.1%	92.3	5.8%	2.6	-1.33	0.96	2.29
61	2020	Zack Wheeler	PHI	71	18.4%	96.9	23.4%	93.1	5.9%	2.6	-0.85	1.44	2.29
62	2016	Jesse Hahn	OAK	46.1	11.3%	93.9	21.1%	92.3	5.8%	2.6	-1.69	0.60	2.29
63	2018	Miguel Castro	BAL	86.1	15.2%	95.5	22.3%	92.8	5.8%	2.5	-1.22	1.06	2.28
64	2019	Ryan Helsley	STL	36.2	20.9%	97.8	23.0%	93.1	5.9%	2.4	-0.34	1.93	2.27
65	2013	Nathan Eovaldi	MIA	106.1	17.3%	96.2	19.9%	91.7	5.6%	2.5	-0.46	1.82	2.27
66	2017	Sam Dyson	- - -	54.2	13.1%	95.1	21.6%	92.8	6.0%	2.7	-1.44	0.84	2.27
67	2014	Blake Treinen	WSN	50.2	14.0%	94.8	20.4%	91.8	5.8%	2.5	-1.09	1.18	2.27
68	2024	Zach Pop	TOR	45	15.7%	96.3	22.5%	93.9	5.3%	2.4	-1.27	1.00	2.27
69	2013	Rob Scahill	COL	33.1	13.4%	94.5	19.9%	91.7	5.6%	2.5	-1.14	1.12	2.26
70	2017	Joe Kelly	BOS	58	21.8%	99.0	21.6%	92.8	6.0%	2.7	0.03	2.29	2.26
71	2013	Jarred Cosart	HOU	60	13.4%	94.5	19.9%	91.7	5.6%	2.5	-1.14	1.11	2.26
72	2010	Blake Wood	KCR	49.2	14.1%	95.4	18.5%	91.2	5.6%	2.8	-0.79	1.46	2.25
73	2008	Freddy Dolsi	DET	47.2	13.3%	94.8	17.5%	90.7	5.3%	2.8	-0.79	1.46	2.25
74	2021	Domingo Tapia	- - -	33.2	19.3%	97.4	23.2%	93.5	5.7%	2.5	-0.69	1.55	2.24
75	2010	Joel Zumaya	DET	38.1	21.8%	99.3	18.5%	91.2	5.6%	2.8	0.59	2.83	2.24
76	2004	Kevin Gryboski	ATL	50.2	11.1%	93.2	16.9%	90.1	5.3%	2.8	-1.10	1.12	2.23
77	2019	José Ruiz	CHW	40	17.7%	96.4	23.0%	93.1	5.9%	2.4	-0.89	1.34	2.23
78	2005	Braden Looper	NYM	59.1	10.0%	92.9	16.4%	90.1	5.2%	2.8	-1.24	0.98	2.22
79	2012	Kelvin Herrera	KCR	84.1	22.4%	98.5	19.8%	91.6	5.8%	2.6	0.45	2.67	2.22
80	2016	JC Ramírez	- - -	78.2	17.6%	96.4	21.1%	92.3	5.8%	2.6	-0.60	1.60	2.21
81	2006	Denny Bautista	- - -	41.2	13.9%	95.4	16.8%	90.5	5.4%	2.9	-0.53	1.67	2.21
82	2008	Juan Carlos Oviedo	KCR	48.1	12.7%	94.4	17.5%	90.7	5.3%	2.8	-0.91	1.29	2.20
83	2019	Héctor Rondón	HOU	60.2	18.7%	96.7	23.0%	93.1	5.9%	2.4	-0.72	1.47	2.19
84	2022	José Ureña	- - -	97	14.6%	95.7	22.4%	93.6	5.8%	2.5	-1.36	0.84	2.19
85	2017	Jacob Turner	WSN	39	13.5%	95.1	21.6%	92.8	6.0%	2.7	-1.36	0.83	2.19
86	2011	Matt Lindstrom	COL	54	15.9%	96.0	18.6%	91.5	5.7%	2.7	-0.47	1.72	2.19
87	2015	Carlos Frías	LAD	77.2	12.9%	94.6	20.4%	92.1	5.8%	2.7	-1.28	0.90	2.19
88	2013	Joe Kelly	STL	124	14.8%	94.9	19.9%	91.7	5.6%	2.5	-0.89	1.29	2.18
89	2014	Nathan Eovaldi	MIA	199.2	16.6%	95.7	20.4%	91.8	5.8%	2.5	-0.64	1.54	2.18
90	2012	Garrett Richards	LAA	71	14.8%	95.0	19.8%	91.6	5.8%	2.6	-0.86	1.32	2.18
91	2020	Jon Gray	COL	39	12.6%	94.0	23.4%	93.1	5.9%	2.6	-1.83	0.35	2.17
92	2008	Matt Lindstrom	FLA	57.1	17.6%	96.9	17.5%	90.7	5.3%	2.8	0.00	2.18	2.17
93	2024	Wandy Peralta	SDP	36.2	14.0%	95.3	22.5%	93.9	5.3%	2.4	-1.59	0.58	2.17
94	2016	Josh Osich	SFG	36.1	15.7%	95.5	21.1%	92.3	5.8%	2.6	-0.93	1.23	2.16
95	2019	José Ureña	MIA	84.2	16.8%	95.9	23.0%	93.1	5.9%	2.4	-1.03	1.13	2.16
96	2009	Sean White	SEA	64.1	10.7%	93.4	18.0%	91.2	5.3%	2.8	-1.37	0.79	2.16
97	2015	Wily Peralta	MIL	108.2	12.6%	94.3	20.4%	92.1	5.8%	2.7	-1.34	0.82	2.16
98	2024	Rafael Montero	HOU	38.1	14.0%	95.2	22.5%	93.9	5.3%	2.4	-1.59	0.57	2.16
99	2020	Antonio Senzatela	COL	73.1	13.5%	94.4	23.4%	93.1	5.9%	2.6	-1.68	0.48	2.16
100	2024	Bryce Jarvis	ARI	59.1	14.7%	95.5	22.5%	93.9	5.3%	2.4	-1.46	0.70	2.16