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 "