Arm Angle Estimates

	A	B	C	D	E	F	G	H	I	J	K	L
1	MLBAM	FirstName	LastName	PlayerId	Season	Throws	rel_height_percent	z_FF_angle	z_sinker_angle	z_change_angle	pred_arm_angle	height_resid
2	110683	Miguel	Batista	46	2008	R	1.00	1.10	0.65	0.94	59	-0.031
3	110859	Armando	Benitez	865	2008	R	1.02	0.23	NA	NA	54	0.019
4	111244	Joe	Borowski	267	2008	R	1.04	0.69	NA	NA	59	0.007
5	111492	Doug	Brocail	551	2008	R	1.06	1.08	0.83	0.49	60	0.028
6	111838	Paul	Byrd	594	2008	R	0.91	0.54	0.11	0.37	50	-0.065
7	112020	Chris	Carpenter	1292	2008	R	0.94	NA	0.05	0.55	51	-0.045
8	112526	Bartolo	Colon	375	2008	R	1.01	0.03	-0.17	0.53	51	0.026
9	113296	Elmer	Dessens	317	2008	R	1.05	-0.27	0.51	0.73	55	0.040
10	113833	Alan	Embree	1030	2008	L	1.01	-0.38	NA	NA	48	0.037
11	113915	Shawn	Estes	873	2008	L	1.09	-0.11	0.01	0.51	54	0.088
12	113961	Scott	Eyre	1300	2008	L	1.05	-0.12	NA	-0.12	50	0.066
13	114342	Keith	Foulke	231	2008	R	1.04	1.18	0.85	0.56	60	0.001
14	114354	Chad	Fox	684	2008	R	1.01	-0.36	NA	NA	49	0.040
15	114849	Tom	Glavine	90	2008	L	1.10	-0.95	NA	0.80	55	0.094
16	114971	Tom	Gordon	282	2008	R	1.08	1.51	NA	NA	69	0.000
17	115216	Eddie	Guardado	727	2008	L	0.96	-1.18	NA	0.23	43	0.020
18	115399	Mike	Hampton	430	2008	L	1.08	-0.22	-0.96	-0.48	45	0.125
19	115629	LaTroy	Hawkins	729	2008	R	1.04	-0.41	NA	1.21	55	0.035
20	115817	Livan	Hernandez	1116	2008	R	1.01	-0.24	0.38	0.75	53	0.017
21	116034	Trevor	Hoffman	1035	2008	R	1.10	2.20	NA	2.05	76	-0.021
22	116414	Jason	Isringhausen	1158	2008	R	1.05	1.63	1.57	NA	68	-0.031
23	116595	Jason	Johnson	147	2008	R	1.01	-0.25	-0.16	1.02	53	0.019
24	116615	Randy	Johnson	60	2008	L	0.91	-1.87	-0.62	NA	33	0.020
25	116734	Todd	Jones	436	2008	R	1.00	-0.04	0.09	0.53	52	0.013
26	117758	Jon	Lieber	287	2008	R	0.96	-0.77	-0.35	NA	42	0.018
27	117842	Esteban	Loaiza	1310	2008	R	0.97	-1.02	NA	0.10	45	0.020
28	117955	Derek	Lowe	199	2008	R	0.92	NA	-1.07	-1.08	35	0.018
29	118120	Greg	Maddux	104	2008	R	1.00	NA	-0.43	1.06	52	0.014
30	118158	Ron	Mahay	290	2008	L	1.08	-0.06	NA	0.37	55	0.078
31	118377	Pedro	Martinez	200	2008	R	0.87	-1.33	-0.89	-1.81	29	0.002
32	118967	Kent	Mercker	439	2008	L	1.01	0.04	NA	-0.07	50	0.031
33	119125	Trever	Miller	1672	2008	L	0.85	-1.55	-0.36	-0.70	35	-0.049
34	119154	Kevin	Millwood	106	2008	R	1.03	NA	1.28	0.41	60	-0.004
35	119215	Brian	Moehler	480	2008	R	1.00	0.73	0.73	0.58	57	-0.017
36	119403	Matt	Morris	1172	2008	R	0.98	NA	0.69	1.20	59	-0.047
37	119469	Jamie	Moyer	1091	2008	L	1.08	0.42	-0.18	0.57	55	0.075
38	119608	Mike	Mussina	837	2008	R	1.11	0.95	0.44	1.34	63	0.061
39	119827	Hideo	Nomo	666	2008	R	1.08	1.92	NA	NA	72	-0.017
40	119984	Darren	Oliver	206	2008	L	0.95	0.67	-0.05	-0.55	46	-0.007
41	120221	Chan Ho	Park	1267	2008	R	0.93	-1.17	-0.78	-0.69	37	0.021
42	120401	Troy	Percival	29	2008	R	0.95	-0.16	NA	0.78	51	-0.034
43	120485	Andy	Pettitte	840	2008	L	1.04	2.07	1.33	0.06	62	-0.012
44	121096	Dennys	Reyes	444	2008	L	0.96	-1.49	-0.83	-0.99	36	0.058
45	121099	Al	Reyes	1005	2008	R	0.93	-0.47	NA	-0.54	41	-0.001
46	121125	Arthur	Rhodes	1097	2008	L	1.04	-0.18	NA	2.17	64	-0.017
47	121215	Ricardo	Rincon	401	2008	L	1.00	NA	NA	1.22	61	-0.035
48	121250	Mariano	Rivera	844	2008	R	0.99	NA	0.84	NA	56	-0.023
49	121386	Kenny	Rogers	1277	2008	L	0.98	-0.64	-0.82	-1.31	38	0.067
50	121556	Glendon	Rusch	707	2008	L	1.06	-0.09	NA	0.94	58	0.042
51	121955	Rudy	Seanez	1279	2008	R	1.03	0.55	NA	0.11	54	0.025
52	122195	Brian	Shouse	630	2008	L	0.64	NA	-4.96	-4.22	-15	0.012
53	122477	John	Smoltz	115	2008	R	0.99	-0.17	0.00	NA	49	0.022
54	122620	Russ	Springer	1652	2008	R	1.02	0.26	NA	NA	54	0.015
55	122915	Tanyon	Sturtze	1230	2008	R	1.01	-0.04	NA	0.18	51	0.025
56	122987	Jeff	Suppan	633	2008	R	1.02	0.30	0.44	NA	54	0.012
57	123118	Julian	Tavarez	541	2008	R	0.93	-2.06	-1.32	-0.67	32	0.048
58	123348	Mike	Timlin	1187	2008	R	1.07	0.39	-0.60	-0.11	50	0.092
59	123387	Brett	Tomko	1056	2008	R	0.96	0.39	0.93	0.45	52	-0.034
60	123415	Salomon	Torres	1628	2008	R	0.98	-2.16	NA	NA	32	0.091
61	123431	Steve	Trachsel	898	2008	R	1.12	0.79	NA	0.07	59	0.086
62	123725	Ron	Villone	1010	2008	L	1.02	-0.53	0.30	-0.61	47	0.055
63	123790	Billy	Wagner	578	2008	L	0.88	-1.76	NA	NA	32	-0.004
64	123801	Tim	Wakefield	219	2008	R	1.08	0.49	NA	NA	61	0.039
65	123828	Jamie	Walker	502	2008	L	0.98	NA	1.11	0.49	57	-0.038
66	124000	David	Weathers	902	2008	R	0.97	0.95	0.27	0.71	55	-0.040
67	124604	Jamey	Wright	715	2008	R	0.99	-0.67	-0.34	-0.68	41	0.055
68	124805	B.J.	Ryan	168	2008	L	0.97	0.31	NA	NA	51	-0.011
69	131702	Braden	Looper	526	2008	R	1.07	NA	0.58	NA	60	0.038
70	132220	Jarrod	Washburn	40	2008	L	0.98	0.82	-0.11	0.20	51	-0.010
71	132241	Bryan	Corey	1439	2008	R	1.05	-0.13	0.08	-0.19	49	0.068
72	132260	Sidney	Ponson	161	2008	R	0.99	-1.01	-0.70	-0.59	40	0.061
73	133221	Justin	Speier	451	2008	R	0.82	NA	0.60	NA	44	-0.126
74	133225	Ryan	Dempster	517	2008	R	1.00	0.17	0.72	NA	54	-0.008
75	133982	Bob	Howry	237	2008	R	0.92	-0.94	-0.09	0.00	43	-0.024
76	134003	Scott	Elarton	426	2008	R	1.03	-0.54	NA	-0.09	48	0.060
77	134268	Kerry	Wood	304	2008	R	0.91	0.11	NA	NA	44	-0.039
78	134320	Javier	Vazquez	801	2008	R	0.89	-0.71	0.07	0.21	45	-0.058
79	134321	Carl	Pavano	790	2008	R	1.02	-0.13	0.44	NA	53	0.027
80	136263	Tim	Byrdak	1995	2008	L	1.07	0.47	0.40	0.70	59	0.037
81	136268	Chad	Bradford	904	2008	R	0.15	-7.98	NA	-5.16	-61	-0.223
82	136304	Valerio	de los Santos	681	2008	L	1.00	-0.58	NA	-0.35	45	0.047
83	136602	Odalis	Perez	668	2008	L	1.00	-0.47	0.01	0.36	49	0.021
84	136727	Vladimir	Nunez	532	2008	R	0.91	-0.98	-0.43	-1.18	38	-0.008
85	136734	Octavio	Dotel	555	2008	R	0.90	1.13	NA	NA	50	-0.077
86	136880	Roy	Halladay	1303	2008	R	0.95	NA	-1.21	-0.12	40	0.028
87	150011	Scott	Schoeneweis	33	2008	L	0.97	-2.05	-0.49	NA	36	0.067
88	150035	Kyle	Farnsworth	278	2008	R	0.93	-0.40	-0.11	NA	44	-0.016
89	150037	Ray	King	693	2008	L	1.00	-1.89	NA	NA	36	0.100
90	150116	Randy	Wolf	976	2008	L	0.96	-0.47	-0.08	-0.44	44	0.009
91	150118	Brian	Fuentes	429	2008	L	0.81	-2.34	NA	-3.13	13	0.029
92	150119	Freddy	Garcia	1077	2008	R	1.09	-0.21	NA	0.84	59	0.067
93	150122	Damaso	Marte	247	2008	L	0.88	-1.37	NA	-0.72	34	-0.014
94	150144	Bobby	Seay	1225	2008	L	0.89	NA	-0.21	NA	42	-0.041
95	150153	Nelson	Figueroa	683	2008	R	0.91	-0.73	NA	-1.07	38	-0.010
96	150185	Dave	Borkowski	2002	2008	R	0.98	0.18	0.35	-0.44	49	0.003
97	150188	Francisco	Cordero	1243	2008	R	1.02	0.57	1.01	-0.28	55	0.010
98	150221	Mike	Lincoln	1457	2008	R	1.07	NA	0.86	-0.37	55	0.065
99	150230	Mark	Redman	491	2008	L	1.03	-0.08	0.28	-0.69	48	0.059
100	150274	Joe	Nathan	1122	2008	R	1.10	1.17	0.50	NA	61	0.061