Lecture 29

Baseball salara data from http://www.amstat.org/publications/jse/jse data archive.html
Salary	log_salary	Batting_average	On_base_percentage	runs	hits	doubles	triples	homers	RBI	walks	StrikeOuts	Stolen_bases	Errors	free_agency	free_agent	arbitration_possible	arbitration	name	name2	
3300	8.10168	0.272	0.302	69	153	21	4	31	104	22	80	4	3	1	0	0	0	"Andre	Dawson	"
2600	7.86327	0.269	0.335	58	111	17	2	18	66	39	69	0	3	1	1	0	0	"Steve	Buchele	"
2500	7.82405	0.249	0.337	54	115	15	1	17	73	63	116	6	5	1	0	0	0	"Kal	Daniels	"
2475	7.81400	0.260	0.292	59	128	22	7	12	50	23	64	21	21	0	0	1	0	"Shawon	Dunston	"
2313	7.74630	0.273	0.346	87	169	28	5	8	58	70	53	3	8	0	0	1	0	"Mark	Grace	"
2175	7.68478	0.291	0.379	104	170	32	2	26	100	87	89	22	4	1	0	0	0	"Ryne	Sandberg	"
600	6.39693	0.258	0.370	34	86	14	1	14	38	15	45	0	10	1	0	0	0	"Luis	Salazar	"
460	6.13123	0.228	0.279	16	38	7	2	3	21	11	32	2	3	0	0	0	0	"Dwight	Smith	"
240	5.48064	0.250	0.327	40	61	11	0	1	18	24	26	14	2	0	0	0	0	"Doug	Dascenzo	"
200	5.29832	0.203	0.240	39	64	10	1	10	33	14	96	13	6	0	0	0	0	"Sammy	Sosa	"
177	5.17615	0.262	0.283	7	38	5	0	0	10	5	18	2	7	0	0	0	0	"Jose	Vizcaino	"
140	4.94164	0.222	0.307	21	45	9	0	6	22	19	56	3	3	0	0	0	0	"Rick	Wilkins	"
117	4.76217	0.227	0.280	4	5	2	0	1	3	2	1	0	0	0	0	0	0	"Derrick	May	"
115	4.74493	0.261	0.370	1	6	0	0	0	2	4	3	0	0	0	0	0	0	"Rey	Sanchez	"
2600	7.86327	0.300	0.368	69	141	22	3	19	75	53	64	31	7	1	0	0	0	"Ivan	Calderon	"
1907	7.55329	0.225	0.292	60	130	22	1	13	73	50	100	2	14	1	0	0	0	"Tim	Wallach	"
1190	7.08171	0.255	0.321	39	108	22	8	3	26	42	61	2	8	0	0	1	0	"Spike	Owen	"
990	6.89770	0.290	0.349	59	141	30	2	16	64	42	102	14	6	1	0	0	0	"Larry	Walker	"
925	6.82979	0.246	0.323	22	81	14	0	6	26	22	26	2	5	1	0	0	0	"Gary	Carter	"
365	5.89990	0.208	0.265	12	35	11	1	0	15	14	30	2	6	0	0	0	0	"Tom	Foley	"
302	5.71043	0.238	0.347	83	134	15	4	10	51	95	151	56	27	0	0	0	0	"Delino	DeShields	"
300	5.70378	0.267	0.310	73	149	23	9	6	39	34	89	76	6	0	0	0	0	"Marquis	Grissom	"
129	4.85981	0.353	0.435	16	48	12	2	2	18	20	22	0	5	0	0	0	0	"Bret	Barberie	"
111	4.70953	0.213	0.222	4	13	4	1	1	8	1	18	0	0	0	0	0	0	"John	VanderWal	"
6100	8.71604	0.302	0.391	102	174	44	6	18	100	90	67	2	15	1	1	0	0	"Bobby	Bonilla	"
4125	8.32482	0.260	0.321	69	150	23	1	19	96	55	74	10	7	1	1	0	0	"Eddie	Murray	"
3213	8.07496	0.255	0.347	45	71	7	5	1	17	39	47	37	3	1	0	0	0	"Vince	Coleman	"
2319	7.74889	0.259	0.349	108	146	34	4	38	117	78	120	30	31	1	0	0	0	"Howard	Johnson	"
2000	7.60090	0.223	0.307	43	84	10	4	10	40	36	56	7	4	1	0	0	0	"Kevin	Bass	"
1600	7.37776	0.225	0.310	44	96	9	3	0	31	50	69	8	15	1	1	0	0	"Dick	Schofield	"
1394	7.23993	0.258	0.381	58	108	23	0	4	51	83	50	1	5	1	0	0	0	"Dave	Magadan	"
935	6.84055	0.275	0.351	40	70	16	4	4	21	30	42	15	3	1	1	0	0	"Daryl	Boston	"
850	6.74524	0.327	0.424	60	141	14	3	0	54	75	38	4	20	1	1	0	0	"Willie	Randolph	"
775	6.65286	0.272	0.300	18	62	14	2	5	35	9	19	0	3	0	0	1	0	"Mackey	Sasser	"
760	6.63332	0.241	0.320	33	84	16	2	6	36	40	53	2	14	0	0	1	1	"Kevin	Elster	"
629	6.44413	0.293	0.355	32	79	17	0	1	30	24	43	2	0	0	0	0	0	"Dave	Gallagher	"
275	5.61677	0.257	0.315	51	96	10	1	6	34	33	57	13	8	0	0	0	0	"Chico	Walker	"
120	4.78749	0.225	0.330	7	20	2	0	0	5	14	19	1	2	0	0	0	0	"Chris	Donnels	"
2567	7.85049	0.196	0.297	36	56	12	0	12	42	41	66	5	8	0	0	1	0	"Darren	Daulton	"
2500	7.82405	0.252	0.309	66	137	33	1	28	81	48	93	1	5	1	0	0	0	"Dale	Murphy	"
2350	7.76217	0.294	0.367	84	158	27	6	21	92	67	100	7	3	1	0	0	0	"John	Kruk	"
2317	7.74803	0.297	0.391	48	73	13	5	3	12	37	20	24	4	1	0	0	0	"Lenny	Dykstra	"
2000	7.60090	0.258	0.288	46	86	7	4	12	40	12	57	5	9	1	1	0	0	"Mariano	Duncan	"
715	6.57228	0.205	0.268	21	36	5	3	1	11	16	36	7	3	1	0	0	0	"Stan	Javier	"
660	6.49224	0.272	0.304	38	82	21	3	9	49	14	49	0	9	0	0	1	0	"Ricky	Jordan	"
650	6.47697	0.243	0.344	20	45	12	0	0	15	30	30	3	4	1	0	0	0	"Wally	Backman	"
260	5.56068	0.337	0.413	13	32	5	0	0	12	13	14	0	0	0	0	0	0	"Jim	Lindeman	"
250	5.52146	0.228	0.238	12	36	4	1	1	11	2	26	0	2	0	0	0	0	"Steve	Lake	"
200	5.29832	0.240	0.300	51	92	16	3	13	50	31	73	9	3	0	0	0	0	"Wes	Chamberlain	"
180	5.19296	0.298	0.378	18	45	10	2	6	21	17	26	1	8	0	0	0	0	"Dave	Hollins	"
180	5.19296	0.249	0.313	38	81	11	4	1	20	29	45	13	6	0	0	0	0	"Mickey	Morandini	"
5150	8.54675	0.292	0.410	95	149	28	5	25	116	107	73	43	3	0	0	1	0	"Barry	Bonds	"
4450	8.40066	0.265	0.355	87	130	24	7	17	83	71	85	10	1	1	0	0	0	"Andy	Van	Slyke
2000	7.60090	0.265	0.306	53	133	16	6	3	54	30	56	7	9	0	0	1	1	"Jose	Lind	"
1850	7.52294	0.289	0.351	25	97	11	2	3	41	33	27	2	1	1	1	0	0	"Mike	LaValliere	"
1192	7.08339	0.295	0.363	19	65	17	1	1	29	21	32	1	5	1	0	0	0	"Don	Slaught	"
875	6.77422	0.270	0.330	96	164	32	8	16	67	52	99	10	24	0	0	1	1	"Jay	Bell	"
825	6.71538	0.246	0.324	45	62	12	2	7	24	28	39	17	6	1	0	0	0	"Gary	Redus	"
525	6.26340	0.288	0.366	24	47	7	0	7	24	18	23	2	3	0	0	0	0	"Lloyd	McClendon	"
367	5.90536	0.273	0.344	23	51	11	2	4	23	19	34	9	1	0	0	0	0	"Gary	Varsho	"
325	5.78383	0.239	0.328	16	26	1	1	4	18	14	15	3	2	0	0	0	0	"Jeff	King	"
320	5.76832	0.244	0.281	7	20	4	0	1	11	5	17	4	2	0	0	0	0	"Cecil	Espy	"
150	5.01064	0.275	0.373	83	113	17	2	10	50	64	81	8	12	0	0	0	0	"Orlando	Merced	"
113	4.72739	0.340	0.381	15	36	7	0	0	7	7	17	3	6	0	0	0	0	"John	Wehner	"
113	4.72739	0.250	0.280	2	6	0	2	0	1	1	8	0	1	0	0	0	0	"Carlos	Garcia	"
2425	7.79359	0.272	0.326	41	116	12	1	8	70	37	46	4	16	1	1	0	0	"Pedro	Guerrero	"
2367	7.76938	0.219	0.268	34	82	13	2	9	33	23	86	5	9	1	0	0	0	"Andres	Galarraga	"
2050	7.62560	0.240	0.357	37	88	11	4	1	26	67	48	1	9	1	0	0	0	"Jose	Guillen	"
2000	7.60090	0.285	0.380	96	157	30	3	3	50	83	36	35	8	1	0	0	0	"Ozzie	Smith	"
1617	7.38833	0.307	0.368	55	100	16	5	6	34	32	53	16	2	1	0	0	0	"Milt	Thompson	"
1167	7.06219	0.240	0.300	29	58	8	4	6	36	22	34	15	5	1	0	0	0	"Gerald	Perry	"
992	6.89972	0.264	0.319	38	121	24	5	2	57	36	63	9	7	0	0	1	0	"Tom	Pagnozzi	"
400	5.99146	0.227	0.260	21	47	10	2	1	15	10	29	12	2	0	0	0	0	"Rex	Hudler	"
315	5.75257	0.305	0.360	69	173	40	6	8	77	50	113	20	3	0	0	0	0	"Felix	Jose	"
315	5.75257	0.280	0.353	76	158	36	3	11	81	62	94	17	25	0	0	0	0	"Todd	Zeile	"
230	5.43808	0.251	0.301	83	142	23	15	9	69	41	114	44	6	0	0	0	0	"Ray	Lankford	"
135	4.90527	0.216	0.316	28	58	7	2	5	28	39	33	14	1	0	0	0	0	"Bernard	Gilkey	"
130	4.86753	0.243	0.322	38	45	8	3	5	17	18	45	15	6	0	0	0	0	"Geronimo	Pena	"
3150	8.05516	0.319	0.363	94	187	34	8	22	86	43	70	10	24	1	0	0	0	"Terry	Pendleton	"
2785	7.93200	0.297	0.371	81	119	10	1	0	26	47	40	72	3	1	1	0	0	"Otis	Nixon	"
2700	7.90101	0.251	0.338	101	141	35	3	32	105	71	104	34	6	0	0	1	0	"Ron	Gant	"
2400	7.78322	0.253	0.313	32	67	12	0	11	45	25	31	0	3	1	0	0	0	"Sid	Bream	"
1750	7.46737	0.275	0.377	58	97	19	1	7	44	50	64	9	5	1	0	0	0	"Lonnie	Smith	"
1262	7.14045	0.320	0.368	41	98	17	2	3	32	23	19	2	15	0	0	1	0	"Jeff	Treadway	"
940	6.84588	0.259	0.358	49	91	14	3	11	54	54	59	5	17	0	0	1	0	"Jeff	Blauser	"
555	6.31897	0.275	0.377	67	109	25	1	21	87	65	81	8	7	0	0	0	0	"David	Justice	"
500	6.21461	0.249	0.296	36	88	9	2	0	27	22	63	3	18	0	0	1	0	"Rafael	Belliard	"
370	5.91350	0.188	0.243	13	30	7	0	5	14	11	42	1	8	0	0	1	0	"Damon	Berryhill	"
350	5.85793	0.241	0.316	46	99	25	0	6	44	44	48	1	4	0	0	0	0	"Greg	Olson	"
148	4.99721	0.242	0.284	7	23	6	0	4	23	6	20	1	3	0	0	0	0	"Francisco	Cabrera"	
146	4.98361	0.251	0.296	32	68	16	1	12	50	17	48	0	8	0	0	0	0	"Brian	Hunter	"
4350	8.37793	0.302	0.378	88	140	27	4	20	69	55	64	24	15	1	0	0	0	"Barry	Larkin	"
2833	7.94909	0.280	0.359	51	101	12	2	6	35	46	39	5	7	1	0	0	0	"Bill	Doran	"
2833	7.94909	0.256	0.346	71	136	36	0	28	91	73	107	12	2	0	0	1	0	"Paul	O'Neill	"
2750	7.91936	0.301	0.354	91	175	35	3	26	88	44	79	19	12	0	0	1	0	"Chris	Sabo	"
1550	7.34601	0.281	0.342	66	119	13	3	3	32	37	71	26	10	0	0	1	0	"Bip	Roberts	"
1300	7.17012	0.234	0.301	13	36	5	0	6	19	16	39	0	6	0	0	1	0	"Dave	Martinez	"
1000	6.90776	0.260	0.323	36	65	10	0	11	39	23	46	11	5	0	0	1	1	"Geronimo	Berroa	"
750	6.62007	0.267	0.321	20	72	15	2	3	31	23	38	0	5	0	0	0	0	"Jeff	Reed	"
430	6.06379	0.318	0.374	72	152	33	1	14	59	46	61	10	9	0	0	0	0	"Hal	Morris	"
260	5.56068	0.216	0.265	21	58	11	0	11	41	18	53	0	11	0	0	0	0	"Joe	Oliver	"
120	4.78749	0.286	0.303	11	18	1	0	0	3	1	15	1	2	0	0	0	0	"Freddie	Benavides"	
1500	7.31322	0.253	0.312	65	145	30	3	13	80	46	85	4	23	0	0	1	0	"Ken	Caminiti	"
1458	7.28482	0.295	0.358	79	161	23	4	4	46	53	71	19	11	0	0	1	0	"Craig	Biggio	"
1210	7.09838	0.285	0.331	84	170	28	10	8	54	42	65	34	5	0	0	1	0	"Steve	Finley	"
935	6.84055	0.262	0.319	44	121	20	7	4	50	40	49	9	10	0	0	0	0	"Casey	Candaele	"
800	6.68461	0.214	0.290	38	72	12	1	11	38	36	92	1	3	1	1	0	0	"Pete	Incaviglia	"
395	5.97889	0.218	0.327	26	31	3	1	1	11	24	17	16	0	0	0	0	0	"Gerald	Young	"
350	5.85793	0.294	0.387	79	163	26	4	15	82	75	116	7	12	0	0	0	0	"Jeff	Bagwell	"
285	5.65249	0.254	0.320	51	120	28	9	13	69	40	101	10	5	0	0	0	0	"Luis	Gonzalez	"
139	4.93447	0.243	0.270	27	61	13	2	9	36	9	74	4	18	0	0	0	0	"Andujar	Cedeno	"
133	4.89035	0.153	0.227	11	18	6	0	1	7	12	41	1	1	0	0	0	0	"Eric	Anthony	"
4050	8.30647	0.265	0.361	86	134	22	4	28	99	75	125	10	5	1	0	0	0	"Darryl	Strawberry"	
3600	8.18869	0.235	0.353	39	67	10	0	11	33	48	92	14	3	1	0	0	0	"Eric	Davis	"
3333	8.11163	0.296	0.401	112	182	13	5	2	38	108	79	38	0	1	0	0	0	"Brett	Butler	"
2183	7.68846	0.264	0.353	39	91	16	2	8	40	47	32	4	7	1	0	0	0	"Mike	Scioscia	"
1150	7.04752	0.294	0.338	29	86	15	3	2	40	17	46	2	3	1	0	0	0	"Todd	Benzinger	"
840	6.73340	0.287	0.349	59	123	16	1	3	38	37	32	12	20	1	0	0	0	"Lenny	Harris	"
587	6.37502	0.278	0.355	24	60	11	2	2	20	25	24	1	4	0	0	1	0	"Mike	Sharperson	"
400	5.99146	0.222	0.296	21	38	8	5	2	19	18	52	0	2	1	0	0	0	"Mitch	Webster	"
350	5.85793	0.248	0.286	24	56	5	2	2	13	12	35	2	11	1	1	0	0	"Dave	Anderson	"
135	4.90527	0.268	0.293	3	15	4	0	1	5	2	12	1	0	0	0	0	0	"Dave	Hansen	"
135	4.90527	0.214	0.250	1	3	1	0	0	1	0	5	1	1	0	0	0	0	"Carlos	Hernandez	"
135	4.90527	0.195	0.345	10	22	2	0	0	3	25	32	3	10	0	0	0	0	"Jose	Offerman	"
4075	8.31263	0.278	0.396	84	147	19	1	31	106	105	135	4	14	1	0	0	0	"Fred	McGriff	"
3300	8.10168	0.267	0.296	60	155	22	3	17	87	23	114	8	14	0	0	1	1	"Benito	Santiago	"
2387	7.77779	0.317	0.355	69	158	27	11	4	62	34	19	8	3	1	0	0	0	"Tony	Gwynn	"
2100	7.64969	0.272	0.337	81	162	27	5	4	38	55	74	23	20	0	0	1	0	"Tony	Fernandez	"
1750	7.46737	0.265	0.322	44	102	17	1	6	51	33	56	3	18	1	1	0	0	"Kurt	Stillwell	"
805	6.69084	0.262	0.315	51	94	12	1	21	49	27	66	5	2	0	0	1	0	"Darrin	Jackson	"
725	6.58617	0.194	0.277	25	34	12	2	2	22	19	15	5	8	0	0	1	0	"Gary	Sheffield	"
687	6.53233	0.217	0.319	41	74	16	0	12	44	51	77	9	9	1	1	0	0	"Tim	Teufel	"
200	5.29832	0.228	0.295	26	84	16	0	10	47	31	90	2	2	0	0	0	0	"Jerald	Clark	"
130	4.86753	0.286	0.444	0	2	0	0	0	0	2	3	0	0	0	0	0	0	"Phil	Stephenson	"
125	4.82831	0.269	0.345	4	7	2	1	0	5	3	4	0	0	0	0	1	1	"Dann	Bilardello	"
120	4.78749	0.246	0.267	5	14	2	0	0	9	1	9	2	2	0	0	0	0	"Oscar	Azocar	"
117	4.76217	0.275	0.298	6	25	3	0	1	6	2	14	0	7	0	0	0	0	"Craig	Shipley	"
114	4.73620	0.243	0.308	13	26	7	2	2	8	9	27	1	1	0	0	0	0	"Dan	Walters	"
4275	8.36054	0.301	0.359	84	170	32	7	29	116	51	91	4	4	1	0	0	0	"Will	Clark	"
3563	8.17836	0.312	0.357	67	155	30	3	4	43	34	74	17	6	1	0	0	0	"Willie	McGee	"
2000	7.60090	0.268	0.310	72	158	24	5	34	98	33	128	5	16	0	0	1	0	"Matt	Williams	"
1600	7.37776	0.262	0.352	74	129	24	5	19	48	63	95	14	11	1	0	0	0	"Robby	Thompson	"
1533	7.33498	0.221	0.283	23	51	8	4	1	12	20	33	3	11	0	0	1	0	"Jose	Uribe	"
940	6.84588	0.175	0.216	14	29	4	1	3	17	9	60	0	3	1	0	0	0	"Corey	Snyder	"
850	6.74524	0.238	0.273	31	104	16	2	5	41	18	61	3	0	0	0	1	0	"Chris	James	"
650	6.47697	0.264	0.325	51	92	10	6	0	18	30	31	21	4	0	0	0	0	"Mike	Felder	"
360	5.88610	0.225	0.271	16	40	9	0	0	19	9	22	1	4	0	0	0	0	"Kirt	Manwaring	"
150	5.01064	0.123	0.188	12	13	3	0	2	8	7	26	3	3	0	0	0	0	"Mike	Benjamin	"
145	4.97673	0.246	0.358	41	55	5	3	1	15	36	30	13	0	0	0	0	0	"Darren	Lewis	"
140	4.94164	0.240	0.306	14	31	7	1	2	14	12	25	0	0	0	0	0	0	"Mark	Leonard	"
109	4.69135	0.115	0.148	0	3	1	0	0	2	1	6	0	3	0	0	0	0	"Royce	Clayton	"
109	4.69135	0.120	0.185	0	3	0	0	0	1	2	11	0	1	0	0	0	0	"Ted	Wood	"
3415	8.13593	0.227	0.307	29	40	9	1	10	28	16	29	4	8	1	1	0	0	"Glenn	Davis	"
2100	7.64969	0.323	0.374	99	210	46	5	34	114	53	46	6	11	1	0	0	0	"Cal	Ripken	"
1300	7.17012	0.278	0.321	57	135	22	1	5	43	28	45	6	1	1	0	0	0	"Joe	Orsulak	"
1200	7.09008	0.263	0.373	57	127	17	2	16	70	84	108	0	11	0	0	1	0	"Randy	Milligan	"
1025	6.93245	0.260	0.313	82	158	27	10	19	59	47	115	16	3	1	0	0	0	"Mike	Devereaux	"
730	6.59304	0.216	0.253	24	62	11	1	0	14	15	31	0	7	0	0	1	0	"Billy	Ripken	"
687	6.53233	0.233	0.326	45	74	16	0	23	61	41	99	0	0	0	0	0	0	"Sam	Horn	"
380	5.94017	0.204	0.255	29	42	9	0	7	18	13	49	0	4	0	0	0	0	"Tim	Hulett	"
365	5.89990	0.230	0.336	40	59	12	3	2	27	36	44	12	3	0	0	0	0	"Brady	Anderson	"
175	5.16479	0.243	0.304	36	83	15	0	11	31	29	61	0	1	0	0	0	0	"Chris	Hoiles	"
150	5.01064	0.233	0.302	40	91	17	2	16	45	40	82	1	7	0	0	0	0	"Leo	Gomez	"
150	5.01064	0.278	0.316	15	59	7	0	2	22	12	19	1	3	0	0	0	0	"David	Segui	"
140	4.94164	0.269	0.303	32	58	12	1	13	33	11	51	1	2	0	0	0	0	"Chito	Martinez	"
3050	8.02290	0.300	0.350	76	163	26	6	9	83	43	35	15	3	0	0	1	0	"Mike	Greenwell	"
2900	7.97247	0.249	0.374	75	120	18	1	26	87	96	133	0	0	1	0	0	0	"Jack	Clark	"
2850	7.95507	0.229	0.303	54	105	24	1	16	70	49	72	1	3	1	0	0	0	"Tom	Brunansky	"
2700	7.90101	0.332	0.421	93	181	42	2	8	51	89	32	1	12	1	0	0	0	"Wade	Boggs	"
2400	7.78322	0.231	0.291	45	107	23	2	5	48	37	53	8	5	1	0	0	0	"Tony	Pena	"
2300	7.74066	0.251	0.314	56	119	33	3	14	56	39	81	6	2	1	0	0	0	"Ellis	Burks	"
1650	7.40853	0.262	0.312	45	116	25	3	4	41	26	55	11	5	0	0	1	0	"Billy	Hatcher	"
1600	7.37776	0.283	0.349	87	175	42	2	5	60	60	53	6	14	0	0	1	1	"Jody	Reed	"
1075	6.98008	0.258	0.318	64	107	22	3	8	40	35	86	4	24	0	0	1	0	"Luis	Rivera	"
550	6.30992	0.225	0.272	17	38	6	1	1	4	11	40	4	5	1	1	0	0	"Herm	Winningham	"
350	5.85793	0.263	0.271	10	30	8	0	0	9	1	16	0	3	0	0	0	0	"John	Marzano	"
340	5.82895	0.295	0.375	69	141	21	1	11	71	61	66	1	9	0	0	0	0	"Carlos	Quintana	"
155	5.04343	0.260	0.339	21	57	12	0	4	32	26	43	2	6	0	0	0	0	"Mo	Vaughn	"
145	4.97673	0.457	0.486	6	16	4	2	0	7	2	2	0	2	0	0	0	0	"Scott	Cooper	"
950	6.85646	0.262	0.307	30	111	13	2	0	31	26	27	5	12	0	0	1	0	"Felix	Fermin	"
700	6.55108	0.243	0.279	23	69	14	0	1	24	14	67	0	5	0	0	0	0	"Joel	Skinner	"
550	6.30992	0.224	0.274	28	94	21	1	1	44	27	54	2	7	1	1	0	0	"Brook	Jacoby	"
525	6.26340	0.217	0.264	10	40	9	0	0	7	8	24	0	4	0	0	0	0	"Sandy	Alomar	"
525	6.26340	0.288	0.346	80	171	28	2	11	69	48	74	3	27	0	0	0	0	"Carlos	Baerga	"
333	5.80814	0.243	0.297	46	99	18	7	9	45	30	85	4	7	0	0	0	0	"Mark	Whiten	"
325	5.78383	0.258	0.324	29	57	8	2	8	25	23	54	6	3	0	0	0	0	"Glenallen	Hill	"
300	5.70378	0.209	0.293	9	28	5	1	0	11	15	12	0	1	1	1	0	0	"Junior	Ortiz	"
200	5.29832	0.284	0.310	22	73	14	0	5	30	10	43	3	8	0	0	0	0	"Carlos	Martinez	"
175	5.16479	0.282	0.323	60	130	31	2	26	95	25	99	3	9	0	0	0	0	"Albert	Belle	"
158	5.06260	0.249	0.309	30	70	12	3	4	22	24	57	10	1	0	0	0	0	"Thomas	Howard	"
145	4.97673	0.264	0.293	29	83	15	1	0	30	15	45	2	9	0	0	0	0	"Mark	Lewis	"
4500	8.41183	0.261	0.347	102	163	25	0	44	133	78	151	0	8	1	0	0	0	"Cecil	Fielder	"
3358	8.11910	0.263	0.387	85	132	17	2	31	89	101	131	3	6	1	0	0	0	"Mickey	Tettleton	"
2400	7.78322	0.248	0.320	57	93	20	0	9	55	37	39	11	9	1	0	0	0	"Alan	Trammell	"
2200	7.69621	0.279	0.391	94	131	26	2	23	78	90	45	4	4	1	0	0	0	"Lou	Whitaker	"
2017	7.60937	0.179	0.314	64	60	14	2	25	64	89	175	1	7	1	0	0	0	"Rob	Deer	"
1567	7.35692	0.284	0.371	87	160	28	4	17	72	79	95	10	8	1	0	0	0	"Tony	Phillips	"
1050	6.95655	0.247	0.306	65	114	14	9	6	52	36	60	15	3	1	1	0	0	"Dan	Gladden	"
375	5.92693	0.237	0.351	23	46	10	1	7	29	35	40	1	1	1	1	0	0	"Dave	Bergman	"
355	5.87212	0.260	0.293	18	66	6	0	4	21	12	26	2	3	1	0	0	0	"Mark	Carreon	"
300	5.70378	0.259	0.309	65	144	36	3	21	91	40	149	12	23	0	0	0	0	"Travis	Fryman	"
230	5.43808	0.257	0.335	77	122	15	7	3	33	52	92	41	6	0	0	0	0	"Milt	Cuyler	"
150	5.01064	0.289	0.325	29	46	13	2	5	17	9	24	10	2	0	0	0	0	"Skeeter	Barnes	"
120	4.78749	0.291	0.341	19	37	5	0	2	11	10	25	2	2	0	0	0	0	"Scott	Livingstone"	
109	4.69135	0.216	0.341	37	61	7	5	0	19	54	91	29	6	1	0	0	0	"Gary	Pettis	"
3453	8.14700	0.325	0.399	133	216	32	13	17	75	77	62	19	6	1	0	0	0	"Paul	Molitor	"
3200	8.07091	0.260	0.332	66	131	20	4	10	77	54	79	6	2	1	0	0	0	"Robin	Yount	"
2530	7.83597	0.289	0.319	57	146	19	4	5	68	26	33	5	4	0	0	1	0	"B.J.	Surhoff	"
2167	7.68110	0.213	0.282	48	77	16	2	11	38	35	71	13	9	1	0	0	0	"Franklin	Stubbs	"
1150	7.04752	0.286	0.320	63	149	27	4	2	47	27	34	4	12	1	1	0	0	"Jim	Gantner	"
750	6.62007	0.283	0.337	71	117	13	6	8	54	34	55	14	17	0	0	0	0	"Bill	Spiers	"
500	6.21461	0.244	0.319	81	132	24	5	27	98	62	125	2	2	0	0	0	0	"Greg	Vaughn	"
395	5.97889	0.311	0.361	64	125	15	6	1	57	33	38	16	1	0	0	0	0	"Darryl	Hamilton	"
300	5.70378	0.206	0.262	14	51	18	1	1	28	17	26	0	3	1	1	0	0	"Scott	Fletcher	"
284	5.64897	0.265	0.350	28	62	11	3	1	25	29	21	4	11	1	0	0	0	"Kevin	Seitzer	"
230	5.43808	0.238	0.272	53	106	18	3	15	59	22	107	14	7	0	0	0	0	"Dante	Bichette	"
109	4.69135	0.364	0.364	2	4	1	0	1	1	0	4	0	0	0	0	0	0	"Tim	McIntosh	"
5300	8.57546	0.316	0.397	78	153	35	3	31	100	65	121	6	7	1	1	0	0	"Danny	Tartabull	"
3620	8.19423	0.288	0.339	64	169	35	0	9	68	46	42	2	5	1	0	0	0	"Don	Mattingly	"
2500	7.82405	0.268	0.308	52	122	20	0	24	77	25	49	3	6	1	0	0	0	"Matt	Nokes	"
2167	7.68110	0.225	0.312	37	64	12	0	17	48	36	80	1	0	1	0	0	0	"Jesse	Barfield	"
2150	7.67322	0.267	0.333	68	130	22	2	20	69	45	77	32	4	0	0	1	0	"Roberto	Kelly	"
1950	7.57558	0.247	0.343	67	119	15	4	12	49	67	84	6	12	1	1	0	0	"Mike	Gallego	"
1300	7.17012	0.285	0.321	67	140	23	2	19	80	26	40	0	3	0	0	1	0	"Mel	Hall	"
360	5.88610	0.245	0.322	19	45	11	1	1	15	18	43	3	15	0	0	0	0	"Randy	Velarde	"
280	5.63479	0.230	0.257	34	106	23	1	12	53	16	75	3	15	0	0	0	0	"Charlie	Hayes	"
255	5.54126	0.220	0.333	69	110	14	1	23	63	83	128	5	6	0	0	0	0	"Kevin	Maas	"
147	4.99043	0.242	0.288	35	72	12	4	3	23	15	52	12	18	0	0	0	0	"Pat	Kelly	"
125	4.82831	0.238	0.336	43	76	19	4	3	34	48	57	10	5	0	0	0	0	"Bernie	Williams	"
109	4.69135	0.308	0.310	4	8	1	0	0	3	1	3	0	0	0	0	0	0	"John	Ramos	"
3742	8.22738	0.273	0.330	89	174	42	3	33	108	49	112	20	8	1	0	0	0	"Joe	Carter	"
3633	8.19781	0.252	0.308	58	108	18	2	20	65	31	70	12	13	1	0	0	0	"Kelly	Griffin	"
2983	8.00068	0.295	0.354	88	188	41	11	9	69	57	86	53	15	0	0	1	0	"Roberto	Alomar	"
2383	7.77612	0.282	0.342	110	181	40	10	17	60	55	135	33	1	1	0	0	0	"Devon	White	"
2300	7.74066	0.262	0.326	75	149	27	4	28	86	56	109	7	2	1	1	0	0	"Dave	Winfield	"
1375	7.22621	0.250	0.342	37	72	15	0	12	48	36	76	4	2	1	0	0	0	"Candy	Maldonado	"
1000	6.90776	0.244	0.271	22	71	17	0	5	36	11	45	0	4	0	0	1	0	"Pat	Borders	"
1000	6.90776	0.234	0.274	41	104	18	3	0	29	24	107	7	19	0	0	1	0	"Manuel	Lee	"
900	6.80239	0.216	0.318	20	40	5	1	1	21	29	21	0	3	1	0	0	0	"Pat	Tabler	"
775	6.65286	0.250	0.364	27	60	12	1	2	24	44	44	0	0	1	0	0	0	"Rance	Mulliniks	"
600	6.39693	0.243	0.286	27	85	6	2	0	27	22	49	5	22	1	1	0	0	"Alfredo	Griffin	"
387	5.95842	0.256	0.353	64	116	30	1	17	68	68	84	0	5	0	0	0	0	"John	Olerud	"
117	4.76217	0.275	0.361	17	44	7	0	4	20	19	43	0	14	0	0	0	0	"Ed	Sprague	"
2700	7.90101	0.246	0.293	58	144	22	1	18	66	33	104	5	17	1	0	0	0	"Gary	Gaetti	"
2317	7.74803	0.238	0.322	48	85	11	1	16	50	44	62	3	5	1	0	0	0	"Hubie	Brooks	"
1650	7.40853	0.296	0.352	92	179	28	8	2	50	52	74	48	5	0	0	1	1	"Luis	Polonia	"
640	6.46147	0.263	0.321	32	65	10	2	2	26	11	55	7	3	0	0	0	0	"Junior	Felix	"
190	5.24702	0.258	0.295	38	94	14	1	3	20	14	26	4	11	0	0	0	0	"Luis	Sojo	"
170	5.13580	0.200	0.258	11	23	7	0	1	13	8	34	1	3	0	0	0	0	"Ron	Tingley	"
135	4.90527	0.211	0.274	5	12	2	0	0	3	3	2	0	4	0	0	0	0	"Gary	DiSarcina	"
130	4.86753	0.203	0.313	7	14	4	0	0	3	10	17	0	1	0	0	0	0	"John	Orton	"
130	4.86753	0.293	0.354	8	17	7	0	0	9	6	12	1	1	0	0	0	0	"Lee	Stevens	"
3650	8.20248	0.285	0.323	63	159	27	0	25	86	32	62	2	10	1	0	0	0	"George	Bell	"
3575	8.18172	0.304	0.345	85	198	38	2	10	56	41	38	31	10	1	0	0	0	"Steve	Sax	"
3500	8.16052	0.268	0.359	102	163	20	6	5	50	83	68	51	3	1	0	0	0	"Tim	Raines	"
2500	7.82405	0.259	0.358	71	106	22	5	18	66	62	86	0	6	1	1	0	0	"Dan	Pasqua	"
1900	7.54961	0.273	0.284	52	143	20	3	3	49	11	38	21	21	0	0	1	0	"Ozzie	Guillen	"
1350	7.20786	0.241	0.299	42	111	25	0	18	74	32	86	1	6	1	1	0	0	"Carlton	Fisk	"
740	6.60665	0.284	0.367	92	172	25	1	23	100	80	67	2	18	0	0	1	0	"Robin	Ventura	"
650	6.47697	0.246	0.310	25	41	13	0	5	22	15	42	0	4	0	0	1	0	"Ron	Karkovice	"
620	6.42972	0.318	0.453	104	178	31	2	32	109	138	112	1	2	0	0	0	0	"Frank	Thomas	"
565	6.33683	0.274	0.304	72	161	14	13	0	49	26	58	26	2	0	0	0	0	"Lance	Johnson	"
235	5.45959	0.241	0.313	37	55	2	3	0	18	20	21	11	10	0	0	0	0	"Joey	Cora	"
225	5.41610	0.165	0.218	15	19	4	1	1	5	7	25	0	0	0	0	0	0	"Shawn	Abner	"
200	5.29832	0.281	0.386	37	63	16	3	6	31	38	40	1	10	0	0	0	0	"Craig	Grebeck	"
145	4.97673	0.251	0.361	42	61	10	2	3	25	39	48	14	2	0	0	0	0	"Mike	Huff	"
120	4.78749	0.217	0.250	4	5	0	0	0	0	1	7	1	1	0	0	0	0	"Shawn	Jeter	"
109	4.69135	0.225	0.333	71	8	16	4	0	3	14	12	25	0	0	0	1	0	"Bo	Jackson	"
4200	8.34284	0.301	0.360	79	166	34	3	21	96	52	66	2	8	1	1	0	0	"Wally	Joyner	"
3417	8.13652	0.259	0.322	65	135	32	1	16	74	49	46	6	2	1	0	0	0	"Kevin	McReynolds	"
3100	8.03916	0.255	0.327	77	129	40	2	10	61	58	75	2	1	1	0	0	0	"George	Brett	"
1650	7.40853	0.301	0.333	47	113	22	3	2	47	20	35	5	5	1	1	0	0	"Jim	Eisenreich	"
1150	7.04752	0.272	0.338	59	132	19	2	9	62	47	38	26	17	0	0	1	0	"Gregg	Jeffries	"
900	6.80239	0.250	0.279	11	57	10	0	1	23	11	46	0	1	1	0	0	0	"Bob	Melvin	"
740	6.60665	0.277	0.330	34	74	18	2	13	41	17	52	1	3	0	0	1	0	"Mike	Macfarlane	"
575	6.35437	0.280	0.336	41	77	22	1	4	23	23	44	14	10	0	0	0	0	"Keith	Miller	"
425	6.05209	0.252	0.301	15	35	5	1	5	22	10	23	1	0	0	0	1	0	"Chris	Gwynn	"
400	5.99146	0.188	0.243	20	36	9	1	2	18	15	40	2	2	1	1	0	0	"Curtis	Wilkerson	"
287	5.65948	0.277	0.320	24	51	9	0	2	13	11	42	15	4	0	0	0	0	"Gary	Thurman	"
275	5.61677	0.261	0.289	86	164	28	9	8	64	24	99	20	3	0	0	0	0	"Brian	McRae	"
183	5.20949	0.217	0.283	45	80	16	4	5	34	30	75	17	16	0	0	0	0	"Terry	Shumpert	"
170	5.13580	0.251	0.315	22	58	8	0	3	31	23	42	2	6	0	0	0	0	"Brent	Mayne	"
153	5.03044	0.216	0.267	20	51	7	0	1	17	16	45	3	12	0	0	0	0	"David	Howard	"
109	4.69135	0.271	0.328	74	161	22	6	12	58	49	133	23	17	1	1	0	0	"Juan	Samuel	"
3100	8.03916	0.284	0.373	72	131	20	1	20	89	67	48	4	8	1	0	0	0	"Kent	Hrbek	"
2992	8.00370	0.319	0.352	92	195	29	6	15	89	31	78	11	6	1	0	0	0	"Kirby	Puckett	"
2800	7.93737	0.277	0.385	84	148	34	1	29	93	95	117	5	0	1	0	0	0	"Chili	Davis	"
2500	7.82405	0.311	0.336	54	137	28	1	10	69	14	22	1	8	1	1	0	0	"Brian	Harper	"
1933	7.56683	0.265	0.310	52	108	23	3	8	42	26	72	11	9	0	0	1	0	"Greg	Gagne	"
1200	7.09008	0.279	0.322	36	102	20	0	6	36	21	55	1	11	1	1	0	0	"Mike	Pagliarulo	"
1075	6.98008	0.310	0.363	79	137	27	8	18	74	34	79	13	7	0	0	1	0	"Shane	Mack	"
950	6.85646	0.286	0.361	34	73	14	1	2	19	30	21	2	3	0	0	1	0	"Gene	Larkin	"
450	6.10925	0.303	0.401	21	50	10	1	6	23	24	25	0	2	0	0	0	0	"Randy	Bush	"
360	5.88610	0.281	0.351	78	159	24	6	1	50	59	40	25	18	0	0	0	0	"Chuck	Knoblauch	"
175	5.16479	0.286	0.378	35	57	7	2	5	20	30	35	5	7	0	0	0	0	"Scott	Leius	"
155	5.04343	0.283	0.327	15	39	7	1	7	26	9	31	3	1	0	0	0	0	"Pedro	Munoz	"
5000	8.51719	0.307	0.357	110	203	44	5	25	116	56	91	16	7	0	0	1	1	"Ruben	Sierra	"
3250	8.08641	0.268	0.400	105	126	17	1	18	57	96	73	58	8	1	0	0	0	"Rickey	Henderson	"
2825	7.94626	0.201	0.330	62	97	22	0	22	75	93	116	2	4	1	0	0	0	"Mark	McGwire	"
2600	7.86327	0.276	0.346	86	158	33	0	25	85	58	113	6	1	1	0	0	0	"Dave	Henderson	"
2050	7.62560	0.274	0.312	50	125	31	1	6	67	22	70	2	15	0	0	1	0	"Terry	Steinbach	"
1583	7.36708	0.295	0.383	76	144	25	1	20	90	72	67	0	1	1	0	0	0	"Harold	Baines	"
1150	7.04752	0.063	0.063	0	1	0	0	0	1	0	2	0	0	1	1	0	0	"Carney	Lansford	"
1100	7.00307	0.238	0.290	38	70	14	4	0	28	18	43	20	3	1	0	0	0	"Willie	Wilson	"
760	6.63332	0.226	0.286	15	30	8	1	0	13	12	14	0	5	0	0	1	0	"Walt	Weiss	"
525	6.26340	0.261	0.321	16	53	4	0	1	17	16	28	0	6	1	0	0	0	"Jamie	Quirk	"
500	6.21461	0.249	0.385	32	51	10	1	1	20	47	25	2	3	1	1	0	0	"Randy	Ready	"
205	5.32301	0.249	0.336	33	46	8	0	3	21	23	42	12	3	0	0	0	0	"Lance	Blankenship"	
185	5.22036	0.238	0.289	21	56	5	1	0	21	14	37	3	11	0	0	0	0	"Mike	Bordick	"
115	4.74493	0.235	0.268	9	16	5	0	2	4	3	11	3	1	0	0	0	0	"Scott	Brosius	"
3750	8.22951	0.256	0.338	52	95	13	1	27	69	43	57	2	6	1	0	0	0	"Kevin	Mitchell	"
2188	7.69074	0.248	0.300	58	139	29	3	17	88	44	61	0	5	1	0	0	0	"Pete	O'Brien	"
2167	7.68110	0.254	0.332	95	160	34	6	3	57	72	63	28	18	0	0	1	0	"Harold	Reynolds	"
2167	7.68110	0.194	0.286	38	63	8	1	8	32	34	49	0	6	1	0	0	0	"Dave	Valle	"
2050	7.62560	0.327	0.399	76	179	42	1	22	100	71	82	18	4	0	0	1	0	"Ken	Griffey	"
1445	7.27586	0.244	0.337	64	99	14	4	27	77	53	117	0	5	0	0	1	0	"Jay	Buhner	"
875	6.77422	0.305	0.347	35	54	6	2	6	23	10	27	16	2	0	0	1	0	"Henry	Cotto	"
560	6.32794	0.307	0.405	98	167	35	1	14	52	84	72	0	15	0	0	0	0	"Edgar	Martinez	"
360	5.88610	0.230	0.302	42	98	16	4	1	41	45	37	7	13	0	0	0	0	"Omar	Vizquel	"
162	5.08760	0.247	0.286	16	44	13	0	2	22	9	38	0	7	0	0	0	0	"Dave	Cochrane	"
133	4.89035	0.205	0.272	11	23	2	0	4	9	11	24	0	2	0	0	0	0	"Tino	Martinez	"
109	4.69135	0.216	0.285	38	87	12	0	19	51	35	117	0	2	1	0	0	0	"Lance	Parrish	"
4300	8.36637	0.266	0.359	115	152	32	1	44	122	78	152	26	9	1	0	0	0	"Jose	Canseco	"
3850	8.25583	0.322	0.389	115	203	49	3	26	88	68	72	4	12	0	0	1	1	"Rafael	Palmeiro	"
2387	7.77779	0.341	0.408	108	201	27	3	15	78	65	78	36	14	1	0	0	0	"Julio	Franco	"
950	6.85646	0.278	0.377	76	113	17	2	17	49	58	70	1	0	1	1	0	0	"Brian	Downing	"
675	6.51471	0.271	0.339	21	54	8	1	2	20	21	25	2	11	1	1	0	0	"Geno	Petralli	"
600	6.39693	0.252	0.283	44	136	18	4	9	44	25	84	11	21	1	1	0	0	"Dickie	Thon	"
287	5.65948	0.264	0.321	78	144	34	1	27	102	42	118	4	6	0	0	0	0	"Juan	Gonzalez	"
230	5.43808	0.269	0.332	46	106	22	0	20	69	33	93	0	6	0	0	0	0	"Kevin	Reimer	"
215	5.37064	0.194	0.270	8	28	3	2	1	11	16	23	1	1	0	0	0	0	"Jack	Daugherty	"
183	5.20949	0.213	0.312	36	57	8	3	2	26	39	32	8	15	0	0	0	0	"Jeff	Huson	"
170	5.13580	0.111	0.138	3	3	0	0	0	1	1	7	0	0	0	0	0	0	"John	Russell	"
160	5.07517	0.264	0.318	24	48	7	0	1	22	15	18	0	7	0	0	0	0	"Mario	Diaz	"
142	4.95583	0.187	0.281	38	50	9	2	15	37	32	98	0	9	0	0	0	0	"Dean	Palmer	"
140	4.94164	0.264	0.270	24	74	16	0	3	27	5	42	0	10	0	0	0	0	"Ivan	Rodriguez	"
109	4.69135	0.258	0.395	6	8	1	0	1	6	7	11	0	0	0	0	0	0	"Monty	Fariss	"