data("iris")
qqnorm(iris$Petal.Length)
qqline(iris$Petal.Length)
setosa <- subset(iris, Species == "setosa")
versicolor <- subset(iris, Species == "versicolor")
virginica <- subset(iris, Species == "virginica")
qqnorm(setosa$Petal.Length)
qqline(setosa$Petal.Length)
qqnorm(versicolor$Petal.Length)
qqline(versicolor$Petal.Length)
qqnorm(virginica$Petal.Length)
qqline(virginica$Petal.Length)
hist(iris$Petal.Length, prob=TRUE, xlab="Petal Length")
lines(density(iris$Petal.Length))
hist(setosa$Petal.Length, prob=TRUE, xlab="Petal Length")
lines(density(setosa$Petal.Length))
hist(versicolor$Petal.Length, prob=TRUE, xlab="Petal Length")
lines(density(versicolor$Petal.Length))
hist(virginica$Petal.Length, prob=TRUE, xlab="Petal Length")
lines(density(virginica$Petal.Length))
load("milk_protein.RData")
plot(milk_protein$Milk_Production, milk_protein$Milk_Production, xlab="production (kg/day)", ylab="protein (kg/day)", pch=19)
model = lm(milk_protein$Milk_Protein ~ milk_protein$Milk_Production)
summary(model)
##
## Call:
## lm(formula = milk_protein$Milk_Protein ~ milk_protein$Milk_Production)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.059293 -0.024055 -0.005221 0.024711 0.103082
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.175576 0.046399 3.784 0.0026 **
## milk_protein$Milk_Production 0.024576 0.001523 16.139 1.68e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.04203 on 12 degrees of freedom
## Multiple R-squared: 0.956, Adjusted R-squared: 0.9523
## F-statistic: 260.5 on 1 and 12 DF, p-value: 1.678e-09
#ESTIMATES:
# Slope: m or B = 0.024576
# y inercept: b or a = 0.175576
# protein (kg/day) = 0.024576*production(kg/day) + 0.175576
setwd("C:/Users/peyto/OneDrive - The Ohio State University/RStudio")
read.csv("mlb_height_weight.csv")
## Name Team Position Height_inches Weight_pounds
## 1 Adam_Donachie BAL Catcher 74 180
## 2 Paul_Bako BAL Catcher 74 215
## 3 Ramon_Hernandez BAL Catcher 72 210
## 4 Kevin_Millar BAL First_Baseman 72 210
## 5 Chris_Gomez BAL First_Baseman 73 188
## 6 Brian_Roberts BAL Second_Baseman 69 176
## 7 Miguel_Tejada BAL Shortstop 69 209
## 8 Melvin_Mora BAL Third_Baseman 71 200
## 9 Aubrey_Huff BAL Third_Baseman 76 231
## 10 Adam_Stern BAL Outfielder 71 180
## 11 Jeff_Fiorentino BAL Outfielder 73 188
## 12 Freddie_Bynum BAL Outfielder 73 180
## 13 Nick_Markakis BAL Outfielder 74 185
## 14 Brandon_Fahey BAL Outfielder 74 160
## 15 Corey_Patterson BAL Outfielder 69 180
## 16 Jay_Payton BAL Outfielder 70 185
## 17 Jay_Gibbons BAL Designated_Hitter 72 197
## 18 Erik_Bedard BAL Starting_Pitcher 73 189
## 19 Hayden_Penn BAL Starting_Pitcher 75 185
## 20 Adam_Loewen BAL Starting_Pitcher 78 219
## 21 Daniel_Cabrera BAL Starting_Pitcher 79 230
## 22 Steve_Trachsel BAL Starting_Pitcher 76 205
## 23 Jaret_Wright BAL Starting_Pitcher 74 230
## 24 Kris_Benson BAL Starting_Pitcher 76 195
## 25 Scott_Williamson BAL Relief_Pitcher 72 180
## 26 John_Parrish BAL Relief_Pitcher 71 192
## 27 Danys_Baez BAL Relief_Pitcher 75 225
## 28 Chad_Bradford BAL Relief_Pitcher 77 203
## 29 Jamie_Walker BAL Relief_Pitcher 74 195
## 30 Brian_Burres BAL Relief_Pitcher 73 182
## 31 Kurt_Birkins BAL Relief_Pitcher 74 188
## 32 James_Hoey BAL Relief_Pitcher 78 200
## 33 Sendy_Rleal BAL Relief_Pitcher 73 180
## 34 Chris_Ray BAL Relief_Pitcher 75 200
## 35 Jeremy_Guthrie BAL Relief_Pitcher 73 200
## 36 A.J._Pierzynski CWS Catcher 75 245
## 37 Toby_Hall CWS Catcher 75 240
## 38 Paul_Konerko CWS First_Baseman 74 215
## 39 Tadahito_Iguchi CWS Second_Baseman 69 185
## 40 Juan_Uribe CWS Shortstop 71 175
## 41 Alex_Cintron CWS Shortstop 74 199
## 42 Joe_Crede CWS Third_Baseman 73 200
## 43 Josh_Fields CWS Third_Baseman 73 215
## 44 Ryan_Sweeney CWS Outfielder 76 200
## 45 Brian_N._Anderson CWS Outfielder 74 205
## 46 Luis_Terrero CWS Outfielder 74 206
## 47 Pablo_Ozuna CWS Outfielder 70 186
## 48 Scott_Podsednik CWS Outfielder 72 188
## 49 Jermaine_Dye CWS Outfielder 77 220
## 50 Darin_Erstad CWS Outfielder 74 210
## 51 Rob_Mackowiak CWS Outfielder 70 195
## 52 Jim_Thome CWS Designated_Hitter 76 244
## 53 Jerry_Owens CWS Designated_Hitter 75 195
## 54 Charlie_Haeger CWS Starting_Pitcher 73 200
## 55 Heath_Phillips CWS Starting_Pitcher 75 200
## 56 Gavin_Floyd CWS Starting_Pitcher 76 212
## 57 Jose_Contreras CWS Starting_Pitcher 76 224
## 58 Jon_Garland CWS Starting_Pitcher 78 210
## 59 Javier_Vazquez CWS Starting_Pitcher 74 205
## 60 Mark_Buehrle CWS Starting_Pitcher 74 220
## 61 Mike_MacDougal CWS Relief_Pitcher 76 195
## 62 David_Aardsma CWS Relief_Pitcher 77 200
## 63 Andrew_Sisco CWS Relief_Pitcher 81 260
## 64 Matt_Thornton CWS Relief_Pitcher 78 228
## 65 Bobby_Jenks CWS Relief_Pitcher 75 270
## 66 Boone_Logan CWS Relief_Pitcher 77 200
## 67 Sean_Tracey CWS Relief_Pitcher 75 210
## 68 Nick_Masset CWS Relief_Pitcher 76 190
## 69 Jose_Molina ANA Catcher 74 220
## 70 Jeff_Mathis ANA Catcher 72 180
## 71 Mike_Napoli ANA Catcher 72 205
## 72 Casey_Kotchman ANA First_Baseman 75 210
## 73 Kendry_Morales ANA First_Baseman 73 220
## 74 Shea_Hillenbrand ANA First_Baseman 73 211
## 75 Robb_Quinlan ANA First_Baseman 73 200
## 76 Howie_Kendrick ANA First_Baseman 70 180
## 77 Orlando_Cabrera ANA Shortstop 70 190
## 78 Erick_Aybar ANA Shortstop 70 170
## 79 Dallas_McPherson ANA Third_Baseman 76 230
## 80 Maicer_Izturis ANA Third_Baseman 68 155
## 81 Reggie_Willits ANA Outfielder 71 185
## 82 Tommy_Murphy ANA Outfielder 72 185
## 83 Terry_Evans ANA Outfielder 75 200
## 84 Gary_Matthews_Jr. ANA Outfielder 75 225
## 85 Garret_Anderson ANA Outfielder 75 225
## 86 Vladimir_Guerrero ANA Outfielder 75 220
## 87 Chone_Figgins ANA Outfielder 68 160
## 88 Juan_Rivera ANA Outfielder 74 205
## 89 John_Lackey ANA Starting_Pitcher 78 235
## 90 Bartolo_Colon ANA Starting_Pitcher 71 250
## 91 Kelvim_Escobar ANA Starting_Pitcher 73 210
## 92 Dustin_Moseley ANA Starting_Pitcher 76 190
## 93 Ervin_Santana ANA Starting_Pitcher 74 160
## 94 Joe_Saunders ANA Starting_Pitcher 74 200
## 95 Jered_Weaver ANA Starting_Pitcher 79 205
## 96 Chris_Resop ANA Relief_Pitcher 75 222
## 97 Phil_Seibel ANA Relief_Pitcher 73 195
## 98 Justin_Speier ANA Relief_Pitcher 76 205
## 99 Darren_Oliver ANA Relief_Pitcher 74 220
## 100 Hector_Carrasco ANA Relief_Pitcher 74 220
## 101 Scot_Shields ANA Relief_Pitcher 73 170
## 102 Francisco_Rodriguez ANA Relief_Pitcher 72 185
## 103 Greg_Jones ANA Relief_Pitcher 74 195
## 104 Doug_Mirabelli BOS Catcher 73 220
## 105 Jason_Varitek BOS Catcher 74 230
## 106 George_Kottaras BOS Catcher 72 180
## 107 Kevin_Youkilis BOS First_Baseman 73 220
## 108 Dustin_Pedroia BOS Second_Baseman 69 180
## 109 Alex_Cora BOS Shortstop 72 180
## 110 Julio_Lugo BOS Shortstop 73 170
## 111 Mike_Lowell BOS Third_Baseman 75 210
## 112 Wily_Mo_Pe?a BOS Outfielder 75 215
## 113 J.D._Drew BOS Outfielder 73 200
## 114 Manny_Ramirez BOS Outfielder 72 213
## 115 Brandon_Moss BOS Outfielder 72 180
## 116 David_Murphy BOS Outfielder 76 192
## 117 Eric_Hinske BOS Outfielder 74 235
## 118 Coco_Crisp BOS Outfielder 72 185
## 119 David_Ortiz BOS Designated_Hitter 76 230
## 120 Curt_Schilling BOS Starting_Pitcher 77 235
## 121 Tim_Wakefield BOS Starting_Pitcher 74 210
## 122 Josh_Beckett BOS Starting_Pitcher 77 222
## 123 Matt_Clement BOS Starting_Pitcher 75 210
## 124 Jonathan_Papelbon BOS Starting_Pitcher 76 230
## 125 Kyle_Snyder BOS Starting_Pitcher 80 220
## 126 Devern_Hansack BOS Starting_Pitcher 74 180
## 127 Jon_Lester BOS Starting_Pitcher 74 190
## 128 Kason_Gabbard BOS Starting_Pitcher 75 200
## 129 Craig_Hansen BOS Relief_Pitcher 78 210
## 130 Hideki_Okajima BOS Relief_Pitcher 73 194
## 131 Craig_Breslow BOS Relief_Pitcher 73 180
## 132 Manny_Delcarmen BOS Relief_Pitcher 74 190
## 133 Brendan_Donnelly BOS Relief_Pitcher 75 240
## 134 Javier_Lopez BOS Relief_Pitcher 76 200
## 135 J.C._Romero BOS Relief_Pitcher 71 198
## 136 Joel_Pineiro BOS Relief_Pitcher 73 200
## 137 Julian_Tavarez BOS Relief_Pitcher 74 195
## 138 Mike_Timlin BOS Relief_Pitcher 76 210
## 139 Nick_DeBarr BOS Relief_Pitcher 76 220
## 140 Victor_Martinez CLE Catcher 74 190
## 141 Kelly_Shoppach CLE Catcher 73 210
## 142 Ryan_Garko CLE First_Baseman 74 225
## 143 Joe_Inglett CLE Second_Baseman 70 180
## 144 Josh_Barfield CLE Second_Baseman 72 185
## 145 Hector_Luna CLE Second_Baseman 73 170
## 146 Jhonny_Peralta CLE Shortstop 73 185
## 147 Andy_Marte CLE Third_Baseman 73 185
## 148 Ben_Francisco CLE Outfielder 73 180
## 149 Shin-Soo_Choo CLE Outfielder 71 178
## 150 Franklin_Gutierrez CLE Outfielder 74 175
## 151 Grady_Sizemore CLE Outfielder 74 200
## 152 Jason_Michaels CLE Outfielder 72 204
## 153 Trot_Nixon CLE Outfielder 74 211
## 154 David_Dellucci CLE Outfielder 71 190
## 155 Casey_Blake CLE Outfielder 74 210
## 156 Travis_Hafner CLE Designated_Hitter 75 240
## 157 Paul_Byrd CLE Starting_Pitcher 73 190
## 158 Cliff_Lee CLE Starting_Pitcher 75 190
## 159 Jake_Westbrook CLE Starting_Pitcher 75 185
## 160 C.C._Sabathia CLE Starting_Pitcher 79 290
## 161 Jeremy_Sowers CLE Starting_Pitcher 73 175
## 162 Rafael_Perez CLE Relief_Pitcher 75 185
## 163 Brian_Slocum CLE Relief_Pitcher 76 200
## 164 Edward_Mujica CLE Relief_Pitcher 74 220
## 165 Fernando_Cabrera CLE Relief_Pitcher 76 170
## 166 Tom_Mastny CLE Relief_Pitcher 78 220
## 167 Juan_Lara CLE Relief_Pitcher 74 190
## 168 Fausto_Carmona CLE Relief_Pitcher 76 220
## 169 Aaron_Fultz CLE Relief_Pitcher 72 205
## 170 Rafael_Betancourt CLE Relief_Pitcher 74 200
## 171 Roberto_Hernandez CLE Relief_Pitcher 76 250
## 172 Joe_Borowski CLE Relief_Pitcher 74 225
## 173 Matt_Miller CLE Relief_Pitcher 75 215
## 174 Jason_Davis CLE Relief_Pitcher 78 210
## 175 Mike_Piazza OAK Catcher 75 215
## 176 Jason_Kendall OAK Catcher 72 195
## 177 Adam_Melhuse OAK Catcher 74 200
## 178 Nick_Swisher OAK First_Baseman 72 194
## 179 Dan_Johnson OAK First_Baseman 74 220
## 180 Donald_Murphy OAK Second_Baseman 70 180
## 181 Mark_Ellis OAK Second_Baseman 71 180
## 182 Marco_Scutaro OAK Shortstop 70 170
## 183 Bobby_Crosby OAK Shortstop 75 195
## 184 Mark_Kiger OAK Shortstop 71 180
## 185 Antonio_Perez OAK Third_Baseman 71 170
## 186 Eric_Chavez OAK Third_Baseman 73 206
## 187 Milton_Bradley OAK Outfielder 72 205
## 188 Shannon_Stewart OAK Outfielder 71 200
## 189 Bobby_Kielty OAK Outfielder 73 225
## 190 Mark_Kotsay OAK Outfielder 72 201
## 191 Ryan_Goleski OAK Outfielder 75 225
## 192 Jeremy_Brown OAK Designated_Hitter 70 226
## 193 Jason_Windsor OAK Starting_Pitcher 74 233
## 194 David_Shafer OAK Starting_Pitcher 74 180
## 195 Joe_Blanton OAK Starting_Pitcher 75 225
## 196 Brad_Halsey OAK Starting_Pitcher 73 180
## 197 Dan_Haren OAK Starting_Pitcher 77 220
## 198 Rich_Harden OAK Starting_Pitcher 73 180
## 199 Joe_Kennedy OAK Starting_Pitcher 76 237
## 200 Esteban_Loaiza OAK Starting_Pitcher 75 215
## 201 Alan_Embree OAK Relief_Pitcher 74 190
## 202 Jay_Witasick OAK Relief_Pitcher 76 235
## 203 Justin_Duchscherer OAK Relief_Pitcher 75 190
## 204 Kiko_Calero OAK Relief_Pitcher 73 180
## 205 Chad_Gaudin OAK Relief_Pitcher 71 165
## 206 Lenny_DiNardo OAK Relief_Pitcher 76 195
## 207 Scott_Dunn OAK Relief_Pitcher 75 200
## 208 Huston_Street OAK Relief_Pitcher 72 190
## 209 Ron_Flores OAK Relief_Pitcher 71 190
## 210 Jay_Marshall OAK Relief_Pitcher 77 185
## 211 Marcus_McBeth OAK Relief_Pitcher 73 185
## 212 Jorge_Posada NYY Catcher 74 205
## 213 Wil_Nieves NYY Catcher 71 190
## 214 Andy_Phillips NYY First_Baseman 72 205
## 215 Doug_Mientkiewicz NYY First_Baseman 74 206
## 216 Josh_Phelps NYY First_Baseman 75 220
## 217 Miguel_Cairo NYY Second_Baseman 73 208
## 218 Robinson_Cano NYY Second_Baseman 72 170
## 219 Derek_Jeter NYY Shortstop 75 195
## 220 Alex_Rodriguez NYY Third_Baseman 75 210
## 221 Johnny_Damon NYY Outfielder 74 190
## 222 Bobby_Abreu NYY Outfielder 72 211
## 223 Hideki_Matsui NYY Outfielder 74 230
## 224 Melky_Cabrera NYY Outfielder 71 170
## 225 Kevin_Thompson NYY Outfielder 70 185
## 226 Jason_Giambi NYY Designated_Hitter 75 230
## 227 Mike_Mussina NYY Starting_Pitcher 74 185
## 228 Carl_Pavano NYY Starting_Pitcher 77 241
## 229 Andy_Pettitte NYY Starting_Pitcher 77 225
## 230 Darrell_Rasner NYY Starting_Pitcher 75 210
## 231 Jeff_Karstens NYY Starting_Pitcher 75 175
## 232 Humberto_Sanchez NYY Starting_Pitcher 78 230
## 233 Chien-Ming_Wang NYY Starting_Pitcher 75 200
## 234 Sean_Henn NYY Relief_Pitcher 76 215
## 235 Scott_Proctor NYY Relief_Pitcher 73 198
## 236 Brian_Bruney NYY Relief_Pitcher 75 226
## 237 Chris_Britton NYY Relief_Pitcher 75 278
## 238 T.J._Beam NYY Relief_Pitcher 79 215
## 239 Jose_Veras NYY Relief_Pitcher 77 230
## 240 Kyle_Farnsworth NYY Relief_Pitcher 76 240
## 241 Luis_Vizcaino NYY Relief_Pitcher 71 184
## 242 Mike_Myers NYY Relief_Pitcher 75 219
## 243 Mariano_Rivera NYY Relief_Pitcher 74 170
## 244 Ivan_Rodriguez DET Catcher 69 218
## 245 Vance_Wilson DET Catcher 71 190
## 246 Sean_Casey DET First_Baseman 76 225
## 247 Chris_Shelton DET First_Baseman 72 220
## 248 Omar_Infante DET Second_Baseman 72 176
## 249 Placido_Polanco DET Second_Baseman 70 190
## 250 Neifi_Perez DET Second_Baseman 72 197
## 251 Carlos_Guillen DET Shortstop 73 204
## 252 Ramon_Santiago DET Shortstop 71 167
## 253 Tony_Giarratano DET Shortstop 72 180
## 254 Brandon_Inge DET Third_Baseman 71 195
## 255 Craig_Monroe DET Outfielder 73 220
## 256 Magglio_Ordo?ez DET Outfielder 72 215
## 257 Curtis_Granderson DET Outfielder 73 185
## 258 Brent_Clevlen DET Outfielder 74 190
## 259 Marcus_Thames DET Outfielder 74 205
## 260 Gary_Sheffield DET Outfielder 72 205
## 261 Mike_Rabelo DET Designated_Hitter 73 200
## 262 Zach_Miner DET Starting_Pitcher 75 200
## 263 Jeremy_Bonderman DET Starting_Pitcher 74 210
## 264 Nate_Robertson DET Starting_Pitcher 74 215
## 265 Justin_Verlander DET Starting_Pitcher 77 200
## 266 Virgil_Vasquez DET Starting_Pitcher 75 205
## 267 Kenny_Rogers DET Starting_Pitcher 73 211
## 268 Mike_Maroth DET Starting_Pitcher 72 190
## 269 Fernando_Rodney DET Relief_Pitcher 71 208
## 270 Chad_Durbin DET Relief_Pitcher 74 200
## 271 Jason_Grilli DET Relief_Pitcher 77 210
## 272 Jose_Mesa DET Relief_Pitcher 75 232
## 273 Todd_Jones DET Relief_Pitcher 75 230
## 274 Joel_Zumaya DET Relief_Pitcher 75 210
## 275 Jordan_Tata DET Relief_Pitcher 78 220
## 276 Andrew_Miller DET Relief_Pitcher 78 210
## 277 Yorman_Bazardo DET Relief_Pitcher 74 202
## 278 Wilfredo_Ledezma DET Relief_Pitcher 76 212
## 279 Roman_Colon DET Relief_Pitcher 78 225
## 280 Edward_Campusano DET Relief_Pitcher 76 170
## 281 Rene_Rivera SEA Catcher 70 190
## 282 Kenji_Johjima SEA Catcher 72 200
## 283 Richie_Sexson SEA First_Baseman 80 237
## 284 Ben_Broussard SEA First_Baseman 74 220
## 285 Jose_Lopez SEA Second_Baseman 74 170
## 286 Jose_Vidro SEA Second_Baseman 71 193
## 287 Yuniesky_Betancourt SEA Shortstop 70 190
## 288 Oswaldo_Navarro SEA Shortstop 72 150
## 289 Adrian_Beltre SEA Third_Baseman 71 220
## 290 Raul_Ibanez SEA Outfielder 74 200
## 291 Jose_Guillen SEA Outfielder 71 190
## 292 Jeremy_Reed SEA Outfielder 72 185
## 293 Willie_Bloomquist SEA Outfielder 71 185
## 294 Adam_Jones SEA Outfielder 74 200
## 295 Ichiro_Suzuki SEA Outfielder 69 172
## 296 Mike_Morse SEA Outfielder 76 220
## 297 Felix_Hernandez SEA Starting_Pitcher 75 225
## 298 Ryan_Feierabend SEA Starting_Pitcher 75 190
## 299 Sean_White SEA Starting_Pitcher 76 195
## 300 Horacio_Ramirez SEA Starting_Pitcher 73 219
## 301 Cha_Baek SEA Starting_Pitcher 76 190
## 302 Miguel_Batista SEA Starting_Pitcher 73 197
## 303 Jeff_Weaver SEA Starting_Pitcher 77 200
## 304 Jarrod_Washburn SEA Starting_Pitcher 73 195
## 305 George_Sherrill SEA Relief_Pitcher 72 210
## 306 Julio_Mateo SEA Relief_Pitcher 72 177
## 307 J.J._Putz SEA Relief_Pitcher 77 220
## 308 Chris_Reitsma SEA Relief_Pitcher 77 235
## 309 Cesar_Jimenez SEA Relief_Pitcher 71 180
## 310 Eric_O'Flaherty SEA Relief_Pitcher 74 195
## 311 Jon_Huber SEA Relief_Pitcher 74 195
## 312 Jake_Woods SEA Relief_Pitcher 73 190
## 313 Sean_Green SEA Relief_Pitcher 78 230
## 314 Mark_Lowe SEA Relief_Pitcher 75 190
## 315 Josh_Paul TB Catcher 73 200
## 316 Dioner_Navarro TB Catcher 70 190
## 317 Shawn_Riggans TB Catcher 74 190
## 318 Ty_Wigginton TB First_Baseman 72 200
## 319 Brendan_Harris TB Second_Baseman 73 200
## 320 Jorge_Cantu TB Second_Baseman 73 184
## 321 Ben_Zobrist TB Shortstop 75 200
## 322 B.J._Upton TB Third_Baseman 75 180
## 323 Carl_Crawford TB Outfielder 74 219
## 324 Rocco_Baldelli TB Outfielder 76 187
## 325 Greg_Norton TB Outfielder 73 200
## 326 Elijah_Dukes TB Outfielder 74 220
## 327 Delmon_Young TB Outfielder 75 205
## 328 Jonny_Gomes TB Designated_Hitter 73 205
## 329 Edwin_Jackson TB Starting_Pitcher 75 190
## 330 Scott_Kazmir TB Starting_Pitcher 72 170
## 331 Casey_Fossum TB Starting_Pitcher 73 160
## 332 Jae_Seo TB Starting_Pitcher 73 215
## 333 J.P._Howell TB Starting_Pitcher 72 175
## 334 Tim_Corcoran TB Starting_Pitcher 74 205
## 335 Jason_Hammel TB Starting_Pitcher 78 200
## 336 James_Shields TB Starting_Pitcher 76 214
## 337 Brian_Stokes TB Starting_Pitcher 73 200
## 338 Juan_Salas TB Relief_Pitcher 74 190
## 339 Jeff_Ridgway TB Relief_Pitcher 75 180
## 340 Ruddy_Lugo TB Relief_Pitcher 70 205
## 341 Jae-Kuk_Ryu TB Relief_Pitcher 75 220
## 342 Chad_Orvella TB Relief_Pitcher 71 190
## 343 Dan_Miceli TB Relief_Pitcher 72 215
## 344 Seth_McClung TB Relief_Pitcher 78 235
## 345 Jon_Switzer TB Relief_Pitcher 75 191
## 346 Shawn_Camp TB Relief_Pitcher 73 200
## 347 Scott_Dohmann TB Relief_Pitcher 73 181
## 348 Jason_LaRue KC Catcher 71 200
## 349 John_Buck KC Catcher 75 210
## 350 Ryan_Shealy KC First_Baseman 77 240
## 351 Ross_Gload KC First_Baseman 72 185
## 352 Esteban_German KC Second_Baseman 69 165
## 353 Mark_Grudzielanek KC Second_Baseman 73 190
## 354 Angel_Sanchez KC Second_Baseman 74 185
## 355 Angel_Berroa KC Shortstop 72 175
## 356 Andres_Blanco KC Shortstop 70 155
## 357 Mark_Teahen KC Third_Baseman 75 210
## 358 Joey_Gathright KC Outfielder 70 170
## 359 David_DeJesus KC Outfielder 72 175
## 360 Shane_Costa KC Outfielder 72 220
## 361 Mitch_Maier KC Outfielder 74 210
## 362 Reggie_Sanders KC Outfielder 73 205
## 363 Emil_Brown KC Outfielder 74 200
## 364 Mike_Sweeney KC Designated_Hitter 75 225
## 365 John_Bale KC Starting_Pitcher 76 205
## 366 Luke_Hudson KC Starting_Pitcher 75 195
## 367 Scott_Elarton KC Starting_Pitcher 80 240
## 368 Odalis_Perez KC Starting_Pitcher 72 150
## 369 Gil_Meche KC Starting_Pitcher 75 200
## 370 Neal_Musser KC Starting_Pitcher 73 215
## 371 Brian_Bannister KC Starting_Pitcher 74 202
## 372 Zack_Greinke KC Starting_Pitcher 74 200
## 373 Jorge_De_La_Rosa KC Starting_Pitcher 73 190
## 374 Todd_Wellemeyer KC Relief_Pitcher 75 205
## 375 Jimmy_Gobble KC Relief_Pitcher 75 190
## 376 Joel_Peralta KC Relief_Pitcher 71 160
## 377 Ryan_Braun KC Relief_Pitcher 73 215
## 378 Joakim_Soria KC Relief_Pitcher 75 185
## 379 Ken_Ray KC Relief_Pitcher 74 200
## 380 David_Riske KC Relief_Pitcher 74 190
## 381 Octavio_Dotel KC Relief_Pitcher 72 210
## 382 Joe_Nelson KC Relief_Pitcher 74 185
## 383 Gerald_Laird TEX Catcher 74 220
## 384 Miguel_Ojeda TEX Catcher 74 190
## 385 Guillermo_Quiroz TEX Catcher 73 202
## 386 Chris_Stewart TEX Catcher 76 205
## 387 Mark_Teixeira TEX First_Baseman 75 220
## 388 Ian_Kinsler TEX Second_Baseman 72 175
## 389 Joaquin_Arias TEX Shortstop 73 160
## 390 Michael_Young TEX Shortstop 73 190
## 391 Hank_Blalock TEX Third_Baseman 73 200
## 392 Marlon_Byrd TEX Outfielder 72 229
## 393 Brad_Wilkerson TEX Outfielder 72 206
## 394 Sammy_Sosa TEX Outfielder 72 220
## 395 Kenny_Lofton TEX Outfielder 72 180
## 396 Frank_Catalanotto TEX Outfielder 71 195
## 397 Nelson_Cruz TEX Outfielder 75 175
## 398 Jason_Botts TEX Designated_Hitter 77 250
## 399 Robinson_Tejeda TEX Starting_Pitcher 75 188
## 400 John_Rheinecker TEX Starting_Pitcher 74 230
## 401 Edinson_Volquez TEX Starting_Pitcher 73 190
## 402 A.J._Murray TEX Starting_Pitcher 75 200
## 403 Brandon_McCarthy TEX Starting_Pitcher 79 190
## 404 Vicente_Padilla TEX Starting_Pitcher 74 219
## 405 Kevin_Millwood TEX Starting_Pitcher 76 235
## 406 John_Koronka TEX Starting_Pitcher 73 180
## 407 Frank_Francisco TEX Relief_Pitcher 74 180
## 408 Francisco_Cruceta TEX Relief_Pitcher 74 180
## 409 Akinori_Otsuka TEX Relief_Pitcher 72 200
## 410 Eric_Gagne TEX Relief_Pitcher 74 234
## 411 Ron_Mahay TEX Relief_Pitcher 74 185
## 412 Joaquin_Benoit TEX Relief_Pitcher 75 220
## 413 Rick_Bauer TEX Relief_Pitcher 78 223
## 414 Josh_Rupe TEX Relief_Pitcher 74 200
## 415 Wes_Littleton TEX Relief_Pitcher 74 210
## 416 C.J._Wilson TEX Relief_Pitcher 74 200
## 417 Scott_Feldman TEX Relief_Pitcher 77 210
## 418 Gregg_Zaun TOR Catcher 70 190
## 419 Jason_Phillips TOR Catcher 73 177
## 420 Lyle_Overbay TOR First_Baseman 74 227
## 421 Russ_Adams TOR Second_Baseman 73 180
## 422 Aaron_Hill TOR Second_Baseman 71 195
## 423 Jason_Smith TOR Second_Baseman 75 199
## 424 John_McDonald TOR Shortstop 71 175
## 425 Royce_Clayton TOR Shortstop 72 185
## 426 Troy_Glaus TOR Third_Baseman 77 240
## 427 John_Hattig TOR Third_Baseman 74 210
## 428 Reed_Johnson TOR Outfielder 70 180
## 429 Alex_Rios TOR Outfielder 77 194
## 430 Vernon_Wells TOR Outfielder 73 225
## 431 Frank_Thomas TOR Designated_Hitter 77 275
## 432 Adam_Lind TOR Designated_Hitter 74 195
## 433 Shaun_Marcum TOR Starting_Pitcher 72 180
## 434 Casey_Janssen TOR Starting_Pitcher 76 205
## 435 Gustavo_Chacin TOR Starting_Pitcher 71 193
## 436 A.J._Burnett TOR Starting_Pitcher 76 230
## 437 Roy_Halladay TOR Starting_Pitcher 78 230
## 438 John_Thomson TOR Starting_Pitcher 75 220
## 439 Tomo_Ohka TOR Starting_Pitcher 73 200
## 440 B.J._Ryan TOR Relief_Pitcher 78 249
## 441 Scott_Downs TOR Relief_Pitcher 74 190
## 442 Brian_Tallet TOR Relief_Pitcher 79 208
## 443 Matt_Roney TOR Relief_Pitcher 75 245
## 444 Tracy_Thorpe TOR Relief_Pitcher 76 250
## 445 Jean_Machi TOR Relief_Pitcher 72 160
## 446 Brandon_League TOR Relief_Pitcher 75 192
## 447 Dustin_McGowan TOR Relief_Pitcher 75 220
## 448 Jason_Frasor TOR Relief_Pitcher 70 170
## 449 Francisco_Rosario TOR Relief_Pitcher 72 197
## 450 Davis_Romero TOR Relief_Pitcher 70 155
## 451 Jeremy_Accardo TOR Relief_Pitcher 74 190
## 452 Mike_Redmond MIN Catcher 71 200
## 453 Joe_Mauer MIN Catcher 76 220
## 454 Chris_Heintz MIN Catcher 73 210
## 455 Justin_Morneau MIN First_Baseman 76 228
## 456 Luis_Castillo MIN Second_Baseman 71 190
## 457 Alexi_Casilla MIN Second_Baseman 69 160
## 458 Alejandro_Machado MIN Second_Baseman 72 184
## 459 Jason_Bartlett MIN Shortstop 72 180
## 460 Luis_Rodriguez MIN Third_Baseman 69 180
## 461 Jeff_Cirillo MIN Third_Baseman 73 200
## 462 Nick_Punto MIN Third_Baseman 69 176
## 463 Jason_Tyner MIN Outfielder 73 160
## 464 Michael_Cuddyer MIN Outfielder 74 222
## 465 Torii_Hunter MIN Outfielder 74 211
## 466 Lew_Ford MIN Outfielder 72 195
## 467 Jason_Kubel MIN Outfielder 71 200
## 468 Josh_Rabe MIN Designated_Hitter 74 210
## 469 Rondell_White MIN Designated_Hitter 73 225
## 470 Ramon_Ortiz MIN Starting_Pitcher 72 175
## 471 Johan_Santana MIN Starting_Pitcher 72 206
## 472 Carlos_Silva MIN Starting_Pitcher 76 240
## 473 Matt_Garza MIN Starting_Pitcher 76 185
## 474 Boof_Bonser MIN Starting_Pitcher 76 260
## 475 Francisco_Liriano MIN Starting_Pitcher 74 185
## 476 Scott_Baker MIN Starting_Pitcher 76 221
## 477 Pat_Neshek MIN Relief_Pitcher 75 205
## 478 Glen_Perkins MIN Relief_Pitcher 71 200
## 479 Julio_DePaula MIN Relief_Pitcher 72 170
## 480 Juan_Rincon MIN Relief_Pitcher 71 201
## 481 Jesse_Crain MIN Relief_Pitcher 73 205
## 482 Matt_Guerrier MIN Relief_Pitcher 75 185
## 483 Joe_Nathan MIN Relief_Pitcher 76 205
## 484 Dennys_Reyes MIN Relief_Pitcher 75 245
## 485 Brayan_Pe?a ATL Catcher 71 220
## 486 Brian_McCann ATL Catcher 75 210
## 487 Craig_Wilson ATL First_Baseman 74 220
## 488 Chris_Woodward ATL Second_Baseman 72 185
## 489 Pete_Orr ATL Second_Baseman 73 175
## 490 Martin_Prado ATL Second_Baseman 73 170
## 491 Tony_Pe?a ATL Shortstop 73 180
## 492 Edgar_Renteria ATL Shortstop 73 200
## 493 Chipper_Jones ATL Third_Baseman 76 210
## 494 Willy_Aybar ATL Third_Baseman 72 175
## 495 Jeff_Francoeur ATL Outfielder 76 220
## 496 Matt_Diaz ATL Outfielder 73 206
## 497 Kelly_Johnson ATL Outfielder 73 180
## 498 Andruw_Jones ATL Outfielder 73 210
## 499 Ryan_Langerhans ATL Outfielder 75 195
## 500 Scott_Thorman ATL Outfielder 75 200
## 501 T.J._Bohn ATL Outfielder 77 200
## 502 Tim_Hudson ATL Starting_Pitcher 73 164
## 503 Jonathan_Johnson ATL Starting_Pitcher 72 180
## 504 John_Smoltz ATL Starting_Pitcher 75 220
## 505 Mike_Hampton ATL Starting_Pitcher 70 195
## 506 Kyle_Davies ATL Starting_Pitcher 74 205
## 507 Chuck_James ATL Starting_Pitcher 72 170
## 508 Phil_Stockman ATL Relief_Pitcher 80 240
## 509 Macay_McBride ATL Relief_Pitcher 71 210
## 510 Joey_Devine ATL Relief_Pitcher 71 195
## 511 Peter_Moylan ATL Relief_Pitcher 74 200
## 512 Mike_Gonzalez ATL Relief_Pitcher 74 205
## 513 Lance_Cormier ATL Relief_Pitcher 73 192
## 514 Blaine_Boyer ATL Relief_Pitcher 75 190
## 515 Manny_Acosta ATL Relief_Pitcher 76 170
## 516 Bob_Wickman ATL Relief_Pitcher 73 240
## 517 Tanyon_Sturtze ATL Relief_Pitcher 77 200
## 518 Oscar_Villarreal ATL Relief_Pitcher 72 205
## 519 Rafael_Soriano ATL Relief_Pitcher 73 175
## 520 Chad_Paronto ATL Relief_Pitcher 77 250
## 521 Tyler_Yates ATL Relief_Pitcher 76 220
## 522 Henry_Blanco CHC Catcher 71 224
## 523 Michael_Barrett CHC Catcher 75 210
## 524 Geovany_Soto CHC Catcher 73 195
## 525 Scott_Moore CHC First_Baseman 74 180
## 526 Derrek_Lee CHC First_Baseman 77 245
## 527 Ryan_Theriot CHC Second_Baseman 71 175
## 528 Ronny_Cedeno CHC Shortstop 72 180
## 529 Aramis_Ramirez CHC Third_Baseman 73 215
## 530 Cesar_Izturis CHC Third_Baseman 69 175
## 531 Alfonso_Soriano CHC Outfielder 73 180
## 532 Jacque_Jones CHC Outfielder 70 195
## 533 Daryle_Ward CHC Outfielder 74 230
## 534 Cliff_Floyd CHC Outfielder 76 230
## 535 Mark_DeRosa CHC Outfielder 73 205
## 536 Matt_Murton CHC Outfielder 73 215
## 537 Buck_Coats CHC Outfielder 75 195
## 538 Angel_Pagan CHC Outfielder 73 180
## 539 Sean_Marshall CHC Starting_Pitcher 79 205
## 540 Carlos_Marmol CHC Starting_Pitcher 74 180
## 541 Ryan_O'Malley CHC Starting_Pitcher 73 190
## 542 Juan_Mateo CHC Starting_Pitcher 74 180
## 543 Rich_Hill CHC Starting_Pitcher 77 190
## 544 Angel_Guzman CHC Starting_Pitcher 75 190
## 545 Wade_Miller CHC Starting_Pitcher 74 220
## 546 Jason_Marquis CHC Starting_Pitcher 73 210
## 547 Carlos_Zambrano CHC Starting_Pitcher 77 255
## 548 Ted_Lilly CHC Starting_Pitcher 73 190
## 549 Mark_Prior CHC Starting_Pitcher 77 230
## 550 Neal_Cotts CHC Relief_Pitcher 74 200
## 551 Will_Ohman CHC Relief_Pitcher 74 205
## 552 Scott_Eyre CHC Relief_Pitcher 73 210
## 553 Kerry_Wood CHC Relief_Pitcher 77 225
## 554 Ryan_Dempster CHC Relief_Pitcher 74 215
## 555 Bob_Howry CHC Relief_Pitcher 77 220
## 556 Mike_Wuertz CHC Relief_Pitcher 75 205
## 557 Roberto_Novoa CHC Relief_Pitcher 77 200
## 558 Chris_Snyder ARZ Catcher 75 220
## 559 Miguel_Montero ARZ Catcher 71 197
## 560 Conor_Jackson ARZ First_Baseman 74 225
## 561 Robby_Hammock ARZ First_Baseman 70 187
## 562 Tony_Clark ARZ First_Baseman 79 245
## 563 Orlando_Hudson ARZ Second_Baseman 72 185
## 564 Stephen_Drew ARZ Shortstop 72 185
## 565 Alberto_Callaspo ARZ Shortstop 70 175
## 566 Chad_Tracy ARZ Third_Baseman 74 200
## 567 Chris_Young ARZ Outfielder 74 180
## 568 Scott_Hairston ARZ Outfielder 72 188
## 569 Carlos_Quentin ARZ Outfielder 73 225
## 570 Jeff_DaVanon ARZ Outfielder 72 200
## 571 Eric_Byrnes ARZ Outfielder 74 210
## 572 Livan_Hernandez ARZ Starting_Pitcher 74 245
## 573 Doug_Davis ARZ Starting_Pitcher 76 213
## 574 Randy_Johnson ARZ Starting_Pitcher 82 231
## 575 Juan_Cruz ARZ Starting_Pitcher 74 165
## 576 Brandon_Webb ARZ Starting_Pitcher 74 228
## 577 Enrique_Gonzalez ARZ Starting_Pitcher 70 210
## 578 Dana_Eveland ARZ Starting_Pitcher 73 250
## 579 Brandon_Medders ARZ Relief_Pitcher 73 191
## 580 Tony_Pe?a ARZ Relief_Pitcher 74 190
## 581 Doug_Slaten ARZ Relief_Pitcher 77 200
## 582 Edgar_Gonzalez ARZ Relief_Pitcher 72 215
## 583 Jose_Valverde ARZ Relief_Pitcher 76 254
## 584 Jorge_Julio ARZ Relief_Pitcher 73 232
## 585 Brandon_Lyon ARZ Relief_Pitcher 73 180
## 586 Miguel_Olivo FLA Catcher 72 215
## 587 Matt_Treanor FLA Catcher 74 220
## 588 Mike_Jacobs FLA First_Baseman 74 180
## 589 Dan_Uggla FLA Second_Baseman 71 200
## 590 Robert_Andino FLA Shortstop 72 170
## 591 Hanley_Ramirez FLA Shortstop 75 195
## 592 Miguel_Cabrera FLA Third_Baseman 74 210
## 593 Aaron_Boone FLA Third_Baseman 74 200
## 594 Joe_Borchard FLA Outfielder 77 220
## 595 Alfredo_Amezaga FLA Outfielder 70 165
## 596 Cody_Ross FLA Outfielder 71 180
## 597 Josh_Willingham FLA Outfielder 73 200
## 598 Jeremy_Hermida FLA Outfielder 76 200
## 599 Eric_Reed FLA Outfielder 71 170
## 600 Reggi_Abercrombie FLA Outfielder 75 224
## 601 Ricky_Nolasco FLA Starting_Pitcher 74 220
## 602 Anibal_Sanchez FLA Starting_Pitcher 72 180
## 603 Scott_Olsen FLA Starting_Pitcher 76 198
## 604 Josh_Johnson FLA Starting_Pitcher 79 240
## 605 Dontrelle_Willis FLA Starting_Pitcher 76 239
## 606 Logan_Kensing FLA Relief_Pitcher 73 185
## 607 Sergio_Mitre FLA Relief_Pitcher 76 210
## 608 Kevin_Gregg FLA Relief_Pitcher 78 220
## 609 Travis_Bowyer FLA Relief_Pitcher 75 200
## 610 Renyel_Pinto FLA Relief_Pitcher 76 195
## 611 Randy_Messenger FLA Relief_Pitcher 72 220
## 612 Yusmeiro_Petit FLA Relief_Pitcher 72 230
## 613 Carlos_Martinez FLA Relief_Pitcher 73 170
## 614 Taylor_Tankersley FLA Relief_Pitcher 73 220
## 615 Henry_Owens FLA Relief_Pitcher 75 230
## 616 Jose_Garcia FLA Relief_Pitcher 71 165
## 617 Matt_Lindstrom FLA Relief_Pitcher 76 205
## 618 Javier_Valentin CIN Catcher 70 192
## 619 Chad_Moeller CIN Catcher 75 210
## 620 David_Ross CIN Catcher 74 205
## 621 Joey_Votto CIN First_Baseman 75 200
## 622 Scott_Hatteberg CIN First_Baseman 73 210
## 623 Brandon_Phillips CIN Second_Baseman 71 185
## 624 Juan_Castro CIN Shortstop 71 195
## 625 Alex_Gonzalez CIN Shortstop 72 202
## 626 Mark_Bellhorn CIN Third_Baseman 73 205
## 627 Edwin_Encarnacion CIN Third_Baseman 73 195
## 628 Jeff_Keppinger CIN Third_Baseman 72 180
## 629 Norris_Hopper CIN Outfielder 69 200
## 630 Chris_Denorfia CIN Outfielder 73 185
## 631 Adam_Dunn CIN Outfielder 78 240
## 632 Bubba_Crosby CIN Outfielder 71 185
## 633 Jeff_Conine CIN Outfielder 73 220
## 634 Ken_Griffey_Jr. CIN Outfielder 75 205
## 635 Josh_Hamilton CIN Outfielder 76 205
## 636 Ryan_Freel CIN Outfielder 70 180
## 637 Kyle_Lohse CIN Starting_Pitcher 74 201
## 638 Bronson_Arroyo CIN Starting_Pitcher 77 190
## 639 Eric_Milton CIN Starting_Pitcher 75 208
## 640 Aaron_Harang CIN Starting_Pitcher 79 240
## 641 Kirk_Saarloos CIN Starting_Pitcher 72 NA
## 642 Elizardo_Ramirez CIN Starting_Pitcher 72 180
## 643 Todd_Coffey CIN Relief_Pitcher 77 230
## 644 Brian_Shackelford CIN Relief_Pitcher 73 195
## 645 Bill_Bray CIN Relief_Pitcher 75 215
## 646 Bobby_Livingston CIN Relief_Pitcher 75 190
## 647 Matt_Belisle CIN Relief_Pitcher 75 195
## 648 Gary_Majewski CIN Relief_Pitcher 73 215
## 649 Mike_Stanton CIN Relief_Pitcher 73 215
## 650 Brad_Salmon CIN Relief_Pitcher 76 220
## 651 Jared_Burton CIN Relief_Pitcher 77 220
## 652 David_Weathers CIN Relief_Pitcher 75 230
## 653 Rheal_Cormier CIN Relief_Pitcher 70 195
## 654 Yorvit_Torrealba COL Catcher 71 190
## 655 Chris_Iannetta COL Catcher 71 195
## 656 Alvin_Colina COL Catcher 75 209
## 657 Todd_Helton COL First_Baseman 74 204
## 658 Jamey_Carroll COL Second_Baseman 69 170
## 659 Kaz_Matsui COL Second_Baseman 70 185
## 660 Troy_Tulowitzki COL Shortstop 75 205
## 661 Clint_Barmes COL Shortstop 72 175
## 662 Garrett_Atkins COL Third_Baseman 75 210
## 663 Ryan_Spilborghs COL Outfielder 73 190
## 664 Cory_Sullivan COL Outfielder 72 180
## 665 Jeff_Salazar COL Outfielder 72 180
## 666 Willy_Taveras COL Outfielder 72 160
## 667 Matt_Holliday COL Outfielder 76 235
## 668 Brad_Hawpe COL Outfielder 75 200
## 669 Jeff_Baker COL Outfielder 74 210
## 670 Javy_Lopez COL Designated_Hitter 75 224
## 671 Byung-Hyun_Kim COL Starting_Pitcher 69 180
## 672 Rodrigo_Lopez COL Starting_Pitcher 73 190
## 673 Brian_Lawrence COL Starting_Pitcher 72 197
## 674 Josh_Fogg COL Starting_Pitcher 72 203
## 675 Aaron_Cook COL Starting_Pitcher 75 205
## 676 Denny_Bautista COL Starting_Pitcher 77 170
## 677 Ubaldo_Jimenez COL Starting_Pitcher 76 200
## 678 Jason_Hirsh COL Starting_Pitcher 80 250
## 679 Jeff_Francis COL Starting_Pitcher 77 200
## 680 Taylor_Buchholz COL Starting_Pitcher 76 220
## 681 Ryan_Speier COL Relief_Pitcher 79 200
## 682 Ramon_Ramirez COL Relief_Pitcher 71 190
## 683 Manny_Corpas COL Relief_Pitcher 75 170
## 684 Juan_Morillo COL Relief_Pitcher 73 190
## 685 Brian_Fuentes COL Relief_Pitcher 76 220
## 686 LaTroy_Hawkins COL Relief_Pitcher 77 215
## 687 Tom_Martin COL Relief_Pitcher 73 206
## 688 Jeremy_Affeldt COL Relief_Pitcher 76 215
## 689 Paul_Lo_Duca NYM Catcher 70 185
## 690 Ramon_Castro NYM Catcher 75 235
## 691 Julio_Franco NYM First_Baseman 73 188
## 692 Carlos_Delgado NYM First_Baseman 75 230
## 693 Jose_Valentin NYM Second_Baseman 70 195
## 694 Anderson_Hernandez NYM Second_Baseman 69 168
## 695 Damion_Easley NYM Shortstop 71 190
## 696 Jose_Reyes NYM Shortstop 72 160
## 697 David_Wright NYM Third_Baseman 72 200
## 698 Ben_Johnson NYM Outfielder 73 200
## 699 Endy_Chavez NYM Outfielder 70 189
## 700 David_Newhan NYM Outfielder 70 180
## 701 Carlos_Beltran NYM Outfielder 73 190
## 702 Shawn_Green NYM Outfielder 76 200
## 703 Moises_Alou NYM Outfielder 75 220
## 704 Lastings_Milledge NYM Outfielder 72 187
## 705 Alay_Soler NYM Starting_Pitcher 73 240
## 706 Mike_Pelfrey NYM Starting_Pitcher 79 190
## 707 Pedro_Martinez NYM Starting_Pitcher 71 180
## 708 Tom_Glavine NYM Starting_Pitcher 72 185
## 709 Chan_Ho_Park NYM Starting_Pitcher 74 210
## 710 Orlando_Hernandez NYM Starting_Pitcher 74 220
## 711 Dave_Williams NYM Starting_Pitcher 74 219
## 712 Oliver_Perez NYM Starting_Pitcher 72 190
## 713 John_Maine NYM Starting_Pitcher 76 193
## 714 Marcos_Carvajal NYM Relief_Pitcher 76 175
## 715 Ambiorix_Burgos NYM Relief_Pitcher 72 180
## 716 Jason_Vargas NYM Relief_Pitcher 72 215
## 717 Jon_Adkins NYM Relief_Pitcher 71 210
## 718 Juan_Padilla NYM Relief_Pitcher 72 200
## 719 Duaner_Sanchez NYM Relief_Pitcher 72 190
## 720 Pedro_Feliciano NYM Relief_Pitcher 70 185
## 721 Aaron_Heilman NYM Relief_Pitcher 77 220
## 722 Jorge_Sosa NYM Relief_Pitcher 74 170
## 723 Scott_Schoeneweis NYM Relief_Pitcher 72 195
## 724 Guillermo_Mota NYM Relief_Pitcher 76 205
## 725 Billy_Wagner NYM Relief_Pitcher 71 195
## 726 Philip_Humber NYM Relief_Pitcher 76 210
## 727 Brad_Ausmus HOU Catcher 71 190
## 728 Humberto_Quintero HOU Catcher 73 190
## 729 Hector_Gimenez HOU Catcher 70 180
## 730 Lance_Berkman HOU First_Baseman 73 220
## 731 Mike_Lamb HOU First_Baseman 73 190
## 732 Mark_Loretta HOU Second_Baseman 72 186
## 733 Craig_Biggio HOU Second_Baseman 71 185
## 734 Brooks_Conrad HOU Second_Baseman 71 190
## 735 Chris_Burke HOU Second_Baseman 71 180
## 736 Eric_Bruntlett HOU Second_Baseman 72 190
## 737 Adam_Everett HOU Shortstop 72 170
## 738 Morgan_Ensberg HOU Third_Baseman 74 210
## 739 Carlos_Lee HOU Outfielder 74 240
## 740 Jason_Lane HOU Outfielder 74 220
## 741 Orlando_Palmeiro HOU Outfielder 71 180
## 742 Luke_Scott HOU Outfielder 72 210
## 743 Charlton_Jimerson HOU Outfielder 75 210
## 744 Fernando_Nieve HOU Starting_Pitcher 72 195
## 745 Wandy_Rodriguez HOU Starting_Pitcher 71 160
## 746 Brandon_Backe HOU Starting_Pitcher 72 180
## 747 Matt_Albers HOU Starting_Pitcher 72 205
## 748 Woody_Williams HOU Starting_Pitcher 72 200
## 749 Roy_Oswalt HOU Starting_Pitcher 72 185
## 750 Jason_Jennings HOU Starting_Pitcher 74 245
## 751 Miguel_Asencio HOU Relief_Pitcher 74 190
## 752 Brad_Lidge HOU Relief_Pitcher 77 210
## 753 Trever_Miller HOU Relief_Pitcher 75 200
## 754 David_Borkowski HOU Relief_Pitcher 73 200
## 755 Dan_Wheeler HOU Relief_Pitcher 75 222
## 756 Paul_Estrada HOU Relief_Pitcher 73 215
## 757 Lincoln_Holdzkom HOU Relief_Pitcher 76 240
## 758 Chris_Sampson HOU Relief_Pitcher 72 170
## 759 Chad_Qualls HOU Relief_Pitcher 77 220
## 760 Ezequiel_Astacio HOU Relief_Pitcher 75 156
## 761 Mike_Lieberthal LA Catcher 72 190
## 762 Russell_Martin LA Catcher 71 202
## 763 Olmedo_Saenz LA First_Baseman 71 221
## 764 James_Loney LA First_Baseman 75 200
## 765 Nomar_Garciaparra LA First_Baseman 72 190
## 766 Jeff_Kent LA Second_Baseman 73 210
## 767 Ramon_Martinez LA Second_Baseman 73 190
## 768 Marlon_Anderson LA Second_Baseman 71 200
## 769 Rafael_Furcal LA Shortstop 70 165
## 770 Wilson_Betemit LA Third_Baseman 75 190
## 771 Andy_LaRoche LA Third_Baseman 71 185
## 772 Matt_Kemp LA Outfielder 76 230
## 773 Andre_Ethier LA Outfielder 73 208
## 774 Delwyn_Young LA Outfielder 68 209
## 775 Jason_Repko LA Outfielder 71 175
## 776 Juan_Pierre LA Outfielder 72 180
## 777 Luis_Gonzalez LA Outfielder 74 200
## 778 Jason_Schmidt LA Starting_Pitcher 77 205
## 779 Randy_Wolf LA Starting_Pitcher 72 200
## 780 Brad_Penny LA Starting_Pitcher 76 250
## 781 Derek_Lowe LA Starting_Pitcher 78 210
## 782 Mark_Hendrickson LA Starting_Pitcher 81 230
## 783 Chad_Billingsley LA Starting_Pitcher 72 244
## 784 Takashi_Saito LA Relief_Pitcher 73 202
## 785 Jonathan_Broxton LA Relief_Pitcher 76 240
## 786 Hong-Chih_Kuo LA Relief_Pitcher 72 200
## 787 Eric_Stults LA Relief_Pitcher 72 215
## 788 Chin-Hui_Tsao LA Relief_Pitcher 74 177
## 789 Tim_Hamulack LA Relief_Pitcher 76 210
## 790 Yhency_Brazoban LA Relief_Pitcher 73 170
## 791 Brett_Tomko LA Relief_Pitcher 76 215
## 792 Joe_Beimel LA Relief_Pitcher 75 217
## 793 Elmer_Dessens LA Relief_Pitcher 70 198
## 794 Ryan_Budde PHI Catcher 71 200
## 795 Rod_Barajas PHI Catcher 74 220
## 796 Carlos_Ruiz PHI Catcher 72 170
## 797 Chris_Coste PHI Catcher 73 200
## 798 Ryan_Howard PHI First_Baseman 76 230
## 799 Wes_Helms PHI First_Baseman 76 231
## 800 Chase_Utley PHI Second_Baseman 73 183
## 801 Danny_Sandoval PHI Second_Baseman 71 192
## 802 Jimmy_Rollins PHI Shortstop 68 167
## 803 Abraham_Nu?ez PHI Third_Baseman 71 190
## 804 Michael_Bourn PHI Outfielder 71 180
## 805 Chris_Roberson PHI Outfielder 74 180
## 806 Jayson_Werth PHI Outfielder 77 215
## 807 Shane_Victorino PHI Outfielder 69 160
## 808 Aaron_Rowand PHI Outfielder 72 205
## 809 Pat_Burrell PHI Outfielder 76 223
## 810 Greg_Dobbs PHI Designated_Hitter 73 205
## 811 Cole_Hamels PHI Starting_Pitcher 75 175
## 812 Alfredo_Simon PHI Starting_Pitcher 76 170
## 813 Scott_Mathieson PHI Starting_Pitcher 75 190
## 814 Freddy_Garcia PHI Starting_Pitcher 76 240
## 815 Jamie_Moyer PHI Starting_Pitcher 72 175
## 816 Jon_Lieber PHI Starting_Pitcher 74 230
## 817 Brett_Myers PHI Starting_Pitcher 76 223
## 818 Adam_Eaton PHI Starting_Pitcher 74 196
## 819 Geoff_Geary PHI Relief_Pitcher 72 167
## 820 Clay_Condrey PHI Relief_Pitcher 75 195
## 821 Ryan_Madson PHI Relief_Pitcher 78 190
## 822 Antonio_Alfonseca PHI Relief_Pitcher 77 250
## 823 Tom_Gordon PHI Relief_Pitcher 70 190
## 824 Brian_Sanches PHI Relief_Pitcher 72 190
## 825 Jim_Ed_Warden PHI Relief_Pitcher 79 190
## 826 Anderson_Garcia PHI Relief_Pitcher 74 170
## 827 Eude_Brito PHI Relief_Pitcher 71 160
## 828 Fabio_Castro PHI Relief_Pitcher 68 150
## 829 Matt_Smith PHI Relief_Pitcher 77 225
## 830 Damian_Miller MLW Catcher 75 220
## 831 Johnny_Estrada MLW Catcher 71 209
## 832 Mike_Rivera MLW Catcher 72 210
## 833 J.D._Closser MLW Catcher 70 176
## 834 Prince_Fielder MLW First_Baseman 72 260
## 835 Rickie_Weeks MLW Second_Baseman 72 195
## 836 Tony_Graffanino MLW Second_Baseman 73 190
## 837 Craig_Counsell MLW Shortstop 72 184
## 838 J.J._Hardy MLW Shortstop 74 180
## 839 Bill_Hall MLW Shortstop 72 195
## 840 Vinny_Rottino MLW Third_Baseman 72 195
## 841 Corey_Koskie MLW Third_Baseman 75 219
## 842 Kevin_Mench MLW Outfielder 72 225
## 843 Geoff_Jenkins MLW Outfielder 73 212
## 844 Brady_Clark MLW Outfielder 74 202
## 845 Tony_Gwynn_Jr. MLW Outfielder 72 185
## 846 Corey_Hart MLW Outfielder 78 200
## 847 Gabe_Gross MLW Outfielder 75 209
## 848 Laynce_Nix MLW Outfielder 72 200
## 849 Drew_Anderson MLW Outfielder 74 195
## 850 Claudio_Vargas MLW Starting_Pitcher 75 228
## 851 Chris_Capuano MLW Starting_Pitcher 75 210
## 852 Ben_Hendrickson MLW Starting_Pitcher 76 190
## 853 Dave_Bush MLW Starting_Pitcher 74 212
## 854 Carlos_Villanueva MLW Starting_Pitcher 74 190
## 855 Ben_Sheets MLW Starting_Pitcher 73 218
## 856 Jeff_Suppan MLW Starting_Pitcher 74 220
## 857 Brian_Shouse MLW Relief_Pitcher 71 190
## 858 Francisco_Cordero MLW Relief_Pitcher 74 235
## 859 Derrick_Turnbow MLW Relief_Pitcher 75 210
## 860 Matt_Wise MLW Relief_Pitcher 76 200
## 861 Grant_Balfour MLW Relief_Pitcher 74 188
## 862 Dennis_Sarfate MLW Relief_Pitcher 76 210
## 863 Jose_Capellan MLW Relief_Pitcher 76 235
## 864 Greg_Aquino MLW Relief_Pitcher 73 188
## 865 Josh_Bard SD Catcher 75 215
## 866 Rob_Bowen SD Catcher 75 216
## 867 Adrian_Gonzalez SD First_Baseman 74 220
## 868 Marcus_Giles SD Second_Baseman 68 180
## 869 Todd_Walker SD Second_Baseman 72 185
## 870 Geoff_Blum SD Shortstop 75 200
## 871 Khalil_Greene SD Shortstop 71 210
## 872 Paul_McAnulty SD Outfielder 70 220
## 873 Terrmel_Sledge SD Outfielder 72 185
## 874 Jack_Cust SD Outfielder 73 231
## 875 Jose_Cruz_Jr. SD Outfielder 72 210
## 876 Russell_Branyan SD Outfielder 75 195
## 877 Mike_Cameron SD Outfielder 74 200
## 878 Brian_Giles SD Outfielder 70 205
## 879 Kevin_Kouzmanoff SD Designated_Hitter 73 200
## 880 Mike_Thompson SD Starting_Pitcher 76 200
## 881 Clay_Hensley SD Starting_Pitcher 71 190
## 882 Chris_Young SD Starting_Pitcher 82 250
## 883 Greg_Maddux SD Starting_Pitcher 72 185
## 884 Jake_Peavy SD Starting_Pitcher 73 180
## 885 Scott_Cassidy SD Relief_Pitcher 74 170
## 886 Scott_Strickland SD Relief_Pitcher 71 180
## 887 Scott_Linebrink SD Relief_Pitcher 75 208
## 888 Doug_Brocail SD Relief_Pitcher 77 235
## 889 Trevor_Hoffman SD Relief_Pitcher 72 215
## 890 Heath_Bell SD Relief_Pitcher 74 244
## 891 Royce_Ring SD Relief_Pitcher 72 220
## 892 Cla_Meredith SD Relief_Pitcher 73 185
## 893 Andrew_Brown SD Relief_Pitcher 78 230
## 894 Mike_Adams SD Relief_Pitcher 77 190
## 895 Justin_Hampson SD Relief_Pitcher 73 200
## 896 Kevin_Cameron SD Relief_Pitcher 73 180
## 897 Ryan_Ketchner SD Relief_Pitcher 73 190
## 898 Brian_Schneider WAS Catcher 73 196
## 899 Jesus_Flores WAS Catcher 73 180
## 900 Larry_Broadway WAS First_Baseman 76 230
## 901 Nick_Johnson WAS First_Baseman 75 224
## 902 Bernie_Castro WAS Second_Baseman 70 160
## 903 Josh_Wilson WAS Shortstop 73 178
## 904 Cristian_Guzman WAS Shortstop 72 205
## 905 Felipe_Lopez WAS Shortstop 73 185
## 906 Ryan_Zimmerman WAS Third_Baseman 75 210
## 907 Nook_Logan WAS Outfielder 74 180
## 908 Ryan_Church WAS Outfielder 73 190
## 909 Kory_Casto WAS Outfielder 73 200
## 910 Mike_Restovich WAS Outfielder 76 257
## 911 Alex_Escobar WAS Outfielder 73 190
## 912 Austin_Kearns WAS Outfielder 75 220
## 913 Chris_Snelling WAS Outfielder 70 165
## 914 Billy_Traber WAS Starting_Pitcher 77 205
## 915 Tim_Redding WAS Starting_Pitcher 72 200
## 916 John_Patterson WAS Starting_Pitcher 77 208
## 917 Shawn_Hill WAS Starting_Pitcher 74 185
## 918 Joel_Hanrahan WAS Starting_Pitcher 75 215
## 919 Mike_O'Connor WAS Starting_Pitcher 75 170
## 920 Emiliano_Fruto WAS Relief_Pitcher 75 235
## 921 Chris_Schroder WAS Relief_Pitcher 75 210
## 922 Brett_Campbell WAS Relief_Pitcher 72 170
## 923 Beltran_Perez WAS Relief_Pitcher 74 180
## 924 Levale_Speigner WAS Relief_Pitcher 71 170
## 925 Jason_Bergmann WAS Relief_Pitcher 76 190
## 926 Saul_Rivera WAS Relief_Pitcher 71 150
## 927 Chris_Booker WAS Relief_Pitcher 75 230
## 928 Micah_Bowie WAS Relief_Pitcher 76 203
## 929 Jon_Rauch WAS Relief_Pitcher 83 260
## 930 Jerome_Williams WAS Relief_Pitcher 75 246
## 931 Luis_Ayala WAS Relief_Pitcher 74 186
## 932 Ryan_Wagner WAS Relief_Pitcher 76 210
## 933 Chad_Cordero WAS Relief_Pitcher 72 198
## 934 Humberto_Cota PIT Catcher 72 210
## 935 Ronny_Paulino PIT Catcher 75 215
## 936 Adam_LaRoche PIT First_Baseman 75 180
## 937 Ryan_Doumit PIT First_Baseman 72 200
## 938 Brad_Eldred PIT First_Baseman 77 245
## 939 Jose_Castillo PIT Second_Baseman 73 200
## 940 Jack_Wilson PIT Shortstop 72 192
## 941 Freddy_Sanchez PIT Third_Baseman 70 192
## 942 Jason_Bay PIT Outfielder 74 200
## 943 Jose_Bautista PIT Outfielder 72 192
## 944 Xavier_Nady PIT Outfielder 74 205
## 945 Jody_Gerut PIT Outfielder 72 190
## 946 Nate_McLouth PIT Outfielder 71 186
## 947 Chris_Duffy PIT Outfielder 70 170
## 948 Rajai_Davis PIT Outfielder 71 197
## 949 Shane_Youman PIT Starting_Pitcher 76 219
## 950 Yoslan_Herrera PIT Starting_Pitcher 74 200
## 951 Josh_Shortslef PIT Starting_Pitcher 76 220
## 952 Zach_Duke PIT Starting_Pitcher 74 207
## 953 Paul_Maholm PIT Starting_Pitcher 74 225
## 954 Tom_Gorzelanny PIT Starting_Pitcher 74 207
## 955 Shawn_Chacon PIT Starting_Pitcher 75 212
## 956 Tony_Armas_Jr. PIT Starting_Pitcher 75 225
## 957 Ian_Snell PIT Starting_Pitcher 71 170
## 958 Sean_Burnett PIT Starting_Pitcher 71 190
## 959 John_Grabow PIT Relief_Pitcher 74 210
## 960 Marty_McLeary PIT Relief_Pitcher 77 230
## 961 Salomon_Torres PIT Relief_Pitcher 71 210
## 962 Damaso_Marte PIT Relief_Pitcher 74 200
## 963 Matt_Capps PIT Relief_Pitcher 75 238
## 964 Josh_Sharpless PIT Relief_Pitcher 77 234
## 965 Bryan_Bullington PIT Relief_Pitcher 76 222
## 966 Jonah_Bayliss PIT Relief_Pitcher 74 200
## 967 Brian_Rogers PIT Relief_Pitcher 76 190
## 968 Juan_Perez PIT Relief_Pitcher 72 170
## 969 Bengie_Molina SF Catcher 71 220
## 970 Eliezer_Alfonzo SF Catcher 72 223
## 971 Lance_Niekro SF First_Baseman 75 210
## 972 Mark_Sweeney SF First_Baseman 73 215
## 973 Ray_Durham SF Second_Baseman 68 196
## 974 Kevin_Frandsen SF Second_Baseman 72 175
## 975 Omar_Vizquel SF Shortstop 69 175
## 976 Rich_Aurilia SF Third_Baseman 73 189
## 977 Pedro_Feliz SF Third_Baseman 73 205
## 978 Todd_Linden SF Outfielder 75 210
## 979 Dave_Roberts SF Outfielder 70 180
## 980 Jason_Ellison SF Outfielder 70 180
## 981 Randy_Winn SF Outfielder 74 197
## 982 Ryan_Klesko SF Outfielder 75 220
## 983 Barry_Bonds SF Outfielder 74 228
## 984 Fred_Lewis SF Outfielder 74 190
## 985 Kelyn_Acosta SF Starting_Pitcher 73 204
## 986 Jonathan_Sanchez SF Starting_Pitcher 74 165
## 987 Matt_Cain SF Starting_Pitcher 75 216
## 988 Matt_Morris SF Starting_Pitcher 77 220
## 989 Russ_Ortiz SF Starting_Pitcher 73 208
## 990 Noah_Lowry SF Starting_Pitcher 74 210
## 991 Barry_Zito SF Starting_Pitcher 76 215
## 992 Vinnie_Chulk SF Relief_Pitcher 74 195
## 993 Kevin_Correia SF Relief_Pitcher 75 200
## 994 Steve_Kline SF Relief_Pitcher 73 215
## 995 Armando_Benitez SF Relief_Pitcher 76 229
## 996 Scott_Munter SF Relief_Pitcher 78 240
## 997 Jack_Taschner SF Relief_Pitcher 75 207
## 998 Brian_Wilson SF Relief_Pitcher 73 205
## 999 Merkin_Valdez SF Relief_Pitcher 77 208
## 1000 Brad_Hennessey SF Relief_Pitcher 74 185
## 1001 Billy_Sadler SF Relief_Pitcher 72 190
## 1002 Pat_Misch SF Relief_Pitcher 74 170
## 1003 Gary_Bennett STL Catcher 72 208
## 1004 Yadier_Molina STL Catcher 71 225
## 1005 John_Nelson STL First_Baseman 73 190
## 1006 Albert_Pujols STL First_Baseman 75 225
## 1007 Adam_Kennedy STL Second_Baseman 73 185
## 1008 Aaron_Miles STL Second_Baseman 67 180
## 1009 David_Eckstein STL Shortstop 67 165
## 1010 Scott_Rolen STL Third_Baseman 76 240
## 1011 Scott_Spiezio STL Third_Baseman 74 220
## 1012 Jim_Edmonds STL Outfielder 73 212
## 1013 So_Taguchi STL Outfielder 70 163
## 1014 Juan_Encarnacion STL Outfielder 75 215
## 1015 Skip_Schumaker STL Outfielder 70 175
## 1016 John_Rodriguez STL Outfielder 72 205
## 1017 Chris_Duncan STL Outfielder 77 210
## 1018 Adam_Wainwright STL Starting_Pitcher 79 205
## 1019 Mark_Mulder STL Starting_Pitcher 78 208
## 1020 Anthony_Reyes STL Starting_Pitcher 74 215
## 1021 Ryan_Franklin STL Starting_Pitcher 75 180
## 1022 Kip_Wells STL Starting_Pitcher 75 200
## 1023 Chris_Carpenter STL Starting_Pitcher 78 230
## 1024 Russ_Springer STL Relief_Pitcher 76 211
## 1025 Jason_Isringhausen STL Relief_Pitcher 75 230
## 1026 Ricardo_Rincon STL Relief_Pitcher 69 190
## 1027 Braden_Looper STL Relief_Pitcher 75 220
## 1028 Randy_Flores STL Relief_Pitcher 72 180
## 1029 Josh_Hancock STL Relief_Pitcher 75 205
## 1030 Brad_Thompson STL Relief_Pitcher 73 190
## 1031 Tyler_Johnson STL Relief_Pitcher 74 180
## 1032 Chris_Narveson STL Relief_Pitcher 75 205
## 1033 Randy_Keisler STL Relief_Pitcher 75 190
## 1034 Josh_Kinney STL Relief_Pitcher 73 195
## Age
## 1 22.99
## 2 34.69
## 3 30.78
## 4 35.43
## 5 35.71
## 6 29.39
## 7 30.77
## 8 35.07
## 9 30.19
## 10 27.05
## 11 23.88
## 12 26.96
## 13 23.29
## 14 26.11
## 15 27.55
## 16 34.27
## 17 30.00
## 18 27.99
## 19 22.38
## 20 22.89
## 21 25.76
## 22 36.33
## 23 31.17
## 24 32.31
## 25 31.03
## 26 29.26
## 27 29.47
## 28 32.46
## 29 35.67
## 30 25.89
## 31 26.55
## 32 24.17
## 33 26.69
## 34 25.13
## 35 27.90
## 36 30.17
## 37 31.36
## 38 30.99
## 39 32.24
## 40 27.61
## 41 28.20
## 42 28.85
## 43 24.21
## 44 22.02
## 45 24.97
## 46 26.78
## 47 32.51
## 48 30.95
## 49 33.09
## 50 32.74
## 51 30.69
## 52 36.51
## 53 26.03
## 54 23.45
## 55 24.94
## 56 24.09
## 57 35.23
## 58 27.43
## 59 30.60
## 60 27.94
## 61 29.99
## 62 25.17
## 63 24.13
## 64 30.46
## 65 25.96
## 66 22.55
## 67 26.29
## 68 24.79
## 69 31.74
## 70 23.92
## 71 25.33
## 72 24.02
## 73 23.70
## 74 31.59
## 75 29.95
## 76 23.64
## 77 32.33
## 78 23.13
## 79 26.60
## 80 26.46
## 81 25.75
## 82 27.51
## 83 25.11
## 84 32.51
## 85 34.67
## 86 31.06
## 87 29.10
## 88 28.66
## 89 28.35
## 90 33.77
## 91 30.89
## 92 37.74
## 93 24.14
## 94 25.71
## 95 24.41
## 96 24.32
## 97 28.09
## 98 33.31
## 99 36.40
## 100 37.36
## 101 31.61
## 102 25.14
## 103 30.29
## 104 36.37
## 105 34.89
## 106 23.79
## 107 27.96
## 108 23.54
## 109 31.37
## 110 31.29
## 111 33.01
## 112 25.10
## 113 31.28
## 114 34.75
## 115 23.46
## 116 25.37
## 117 29.57
## 118 27.33
## 119 31.28
## 120 40.29
## 121 40.58
## 122 26.79
## 123 32.55
## 124 26.27
## 125 29.47
## 126 29.07
## 127 23.15
## 128 24.90
## 129 23.29
## 130 31.18
## 131 26.56
## 132 25.03
## 133 35.66
## 134 29.64
## 135 30.74
## 136 28.43
## 137 33.77
## 138 40.97
## 139 23.52
## 140 28.19
## 141 26.84
## 142 26.16
## 143 28.67
## 144 24.20
## 145 27.08
## 146 24.76
## 147 23.36
## 148 25.35
## 149 24.63
## 150 24.02
## 151 24.58
## 152 30.82
## 153 32.89
## 154 33.33
## 155 33.52
## 156 29.74
## 157 36.24
## 158 28.50
## 159 29.42
## 160 26.61
## 161 23.79
## 162 24.96
## 163 25.93
## 164 22.81
## 165 25.29
## 166 26.07
## 167 26.09
## 168 23.23
## 169 33.49
## 170 31.84
## 171 42.30
## 172 35.82
## 173 35.27
## 174 26.81
## 175 38.49
## 176 32.68
## 177 34.93
## 178 26.26
## 179 27.56
## 180 23.98
## 181 29.73
## 182 31.33
## 183 27.13
## 184 26.75
## 185 27.09
## 186 29.23
## 187 28.88
## 188 33.01
## 189 30.57
## 190 31.24
## 191 24.95
## 192 27.35
## 193 24.62
## 194 24.98
## 195 26.22
## 196 26.04
## 197 26.45
## 198 25.25
## 199 27.77
## 200 35.16
## 201 37.10
## 202 34.51
## 203 29.28
## 204 32.14
## 205 23.94
## 206 27.45
## 207 28.77
## 208 23.58
## 209 27.56
## 210 24.01
## 211 26.52
## 212 35.54
## 213 29.43
## 214 29.90
## 215 32.70
## 216 28.80
## 217 32.82
## 218 24.36
## 219 32.68
## 220 31.59
## 221 33.32
## 222 32.97
## 223 32.72
## 224 22.55
## 225 27.45
## 226 36.14
## 227 38.23
## 228 31.14
## 229 34.71
## 230 26.13
## 231 24.43
## 232 23.76
## 233 26.92
## 234 25.85
## 235 30.16
## 236 25.03
## 237 24.21
## 238 26.51
## 239 26.36
## 240 30.88
## 241 32.57
## 242 37.68
## 243 37.25
## 244 35.25
## 245 33.95
## 246 32.66
## 247 26.68
## 248 25.18
## 249 31.39
## 250 33.74
## 251 31.42
## 252 27.50
## 253 24.25
## 254 29.78
## 255 30.00
## 256 33.09
## 257 25.96
## 258 23.34
## 259 29.98
## 260 38.28
## 261 27.12
## 262 24.97
## 263 24.34
## 264 29.49
## 265 24.02
## 266 24.73
## 267 42.30
## 268 29.54
## 269 29.95
## 270 29.24
## 271 30.30
## 272 40.77
## 273 38.85
## 274 22.31
## 275 25.44
## 276 21.78
## 277 22.64
## 278 26.11
## 279 27.55
## 280 24.63
## 281 23.58
## 282 30.73
## 283 32.17
## 284 30.43
## 285 23.27
## 286 32.51
## 287 25.08
## 288 22.41
## 289 27.90
## 290 34.74
## 291 30.79
## 292 25.71
## 293 29.26
## 294 21.58
## 295 33.36
## 296 24.94
## 297 20.90
## 298 21.52
## 299 25.85
## 300 27.27
## 301 26.75
## 302 36.03
## 303 30.52
## 304 32.55
## 305 29.86
## 306 29.58
## 307 30.02
## 308 29.16
## 309 22.30
## 310 22.06
## 311 25.65
## 312 25.49
## 313 27.86
## 314 23.73
## 315 31.78
## 316 23.06
## 317 26.60
## 318 29.39
## 319 26.51
## 320 25.08
## 321 25.76
## 322 22.52
## 323 25.57
## 324 25.43
## 325 34.65
## 326 22.68
## 327 21.46
## 328 26.27
## 329 23.47
## 330 23.10
## 331 29.14
## 332 29.77
## 333 23.85
## 334 28.88
## 335 24.49
## 336 25.19
## 337 27.48
## 338 28.31
## 339 26.54
## 340 26.77
## 341 23.75
## 342 26.41
## 343 36.47
## 344 26.06
## 345 27.55
## 346 31.28
## 347 29.04
## 348 32.95
## 349 26.65
## 350 27.50
## 351 30.90
## 352 29.09
## 353 36.67
## 354 23.44
## 355 29.09
## 356 22.89
## 357 25.48
## 358 25.84
## 359 27.20
## 360 25.22
## 361 24.67
## 362 39.25
## 363 32.17
## 364 33.61
## 365 32.77
## 366 29.83
## 367 31.02
## 368 29.73
## 369 28.48
## 370 26.51
## 371 26.00
## 372 23.36
## 373 25.90
## 374 28.50
## 375 25.62
## 376 30.94
## 377 26.59
## 378 22.78
## 379 32.26
## 380 30.35
## 381 33.26
## 382 32.35
## 383 27.30
## 384 32.08
## 385 25.25
## 386 25.03
## 387 26.89
## 388 24.69
## 389 22.44
## 390 30.36
## 391 26.27
## 392 29.50
## 393 29.75
## 394 38.30
## 395 39.75
## 396 32.84
## 397 26.66
## 398 26.60
## 399 24.94
## 400 27.76
## 401 23.66
## 402 24.96
## 403 23.65
## 404 29.42
## 405 32.18
## 406 26.66
## 407 27.47
## 408 25.66
## 409 35.13
## 410 31.15
## 411 35.67
## 412 29.60
## 413 30.14
## 414 24.53
## 415 24.49
## 416 26.28
## 417 24.06
## 418 35.88
## 419 30.42
## 420 30.09
## 421 26.50
## 422 24.94
## 423 29.60
## 424 32.43
## 425 37.16
## 426 30.57
## 427 27.01
## 428 30.23
## 429 26.03
## 430 28.23
## 431 38.76
## 432 23.62
## 433 25.21
## 434 25.45
## 435 26.24
## 436 30.15
## 437 29.80
## 438 33.41
## 439 30.95
## 440 31.17
## 441 30.95
## 442 29.44
## 443 27.14
## 444 26.21
## 445 24.08
## 446 23.96
## 447 24.94
## 448 29.56
## 449 26.42
## 450 23.92
## 451 25.23
## 452 35.82
## 453 23.87
## 454 32.57
## 455 25.79
## 456 31.47
## 457 22.61
## 458 24.85
## 459 27.33
## 460 26.67
## 461 37.43
## 462 29.31
## 463 29.85
## 464 27.93
## 465 31.62
## 466 30.55
## 467 24.77
## 468 28.38
## 469 35.02
## 470 33.77
## 471 27.97
## 472 27.85
## 473 23.26
## 474 25.38
## 475 23.35
## 476 25.45
## 477 26.49
## 478 24.00
## 479 24.16
## 480 28.10
## 481 25.65
## 482 28.58
## 483 32.27
## 484 29.86
## 485 25.14
## 486 23.03
## 487 30.25
## 488 30.67
## 489 27.73
## 490 23.34
## 491 25.94
## 492 31.56
## 493 34.85
## 494 23.98
## 495 23.14
## 496 28.99
## 497 25.02
## 498 29.85
## 499 27.03
## 500 25.15
## 501 27.12
## 502 31.63
## 503 32.62
## 504 39.79
## 505 34.47
## 506 23.47
## 507 25.31
## 508 27.10
## 509 24.35
## 510 23.45
## 511 28.24
## 512 28.77
## 513 26.53
## 514 25.64
## 515 25.83
## 516 38.06
## 517 36.38
## 518 25.27
## 519 27.20
## 520 31.59
## 521 29.56
## 522 35.50
## 523 30.35
## 524 24.11
## 525 23.29
## 526 31.48
## 527 27.23
## 528 24.07
## 529 28.68
## 530 27.05
## 531 31.15
## 532 31.85
## 533 31.68
## 534 34.23
## 535 32.01
## 536 25.41
## 537 24.73
## 538 25.66
## 539 24.50
## 540 24.38
## 541 26.89
## 542 24.20
## 543 26.97
## 544 25.21
## 545 30.46
## 546 28.53
## 547 25.75
## 548 31.15
## 549 26.48
## 550 26.93
## 551 29.55
## 552 34.75
## 553 29.71
## 554 29.83
## 555 33.57
## 556 28.21
## 557 27.54
## 558 26.05
## 559 23.64
## 560 24.82
## 561 29.80
## 562 34.71
## 563 29.22
## 564 23.96
## 565 23.87
## 566 26.77
## 567 23.49
## 568 26.77
## 569 24.51
## 570 33.23
## 571 31.04
## 572 32.02
## 573 31.44
## 574 43.47
## 575 28.38
## 576 27.81
## 577 24.57
## 578 23.34
## 579 27.09
## 580 25.14
## 581 27.07
## 582 24.02
## 583 27.60
## 584 27.99
## 585 27.56
## 586 28.63
## 587 30.99
## 588 26.33
## 589 26.97
## 590 22.85
## 591 23.19
## 592 23.87
## 593 33.98
## 594 28.26
## 595 29.12
## 596 26.18
## 597 28.03
## 598 23.08
## 599 26.24
## 600 26.63
## 601 24.21
## 602 23.01
## 603 23.13
## 604 23.08
## 605 25.13
## 606 24.66
## 607 26.03
## 608 28.70
## 609 25.57
## 610 24.65
## 611 25.55
## 612 22.27
## 613 24.76
## 614 23.98
## 615 27.85
## 616 22.14
## 617 27.05
## 618 31.45
## 619 32.03
## 620 29.95
## 621 23.47
## 622 37.21
## 623 25.67
## 624 34.69
## 625 30.04
## 626 32.52
## 627 24.15
## 628 26.86
## 629 27.94
## 630 26.63
## 631 27.31
## 632 30.55
## 633 40.68
## 634 37.27
## 635 25.78
## 636 30.98
## 637 28.41
## 638 30.01
## 639 31.57
## 640 28.81
## 641 27.77
## 642 24.09
## 643 26.47
## 644 30.50
## 645 23.74
## 646 24.49
## 647 26.73
## 648 27.01
## 649 39.75
## 650 27.16
## 651 25.74
## 652 37.43
## 653 39.85
## 654 28.62
## 655 23.90
## 656 25.18
## 657 33.53
## 658 33.03
## 659 31.35
## 660 22.39
## 661 27.99
## 662 27.22
## 663 27.49
## 664 27.53
## 665 26.26
## 666 25.18
## 667 27.12
## 668 27.69
## 669 25.69
## 670 36.32
## 671 28.11
## 672 31.21
## 673 30.80
## 674 30.21
## 675 28.06
## 676 26.52
## 677 23.10
## 678 25.02
## 679 26.14
## 680 25.38
## 681 27.60
## 682 25.50
## 683 24.24
## 684 23.32
## 685 31.56
## 686 34.19
## 687 36.78
## 688 27.73
## 689 34.88
## 690 31.00
## 691 48.52
## 692 34.68
## 693 37.38
## 694 24.33
## 695 37.30
## 696 23.72
## 697 24.19
## 698 25.70
## 699 29.06
## 700 33.48
## 701 29.85
## 702 34.30
## 703 40.66
## 704 21.90
## 705 27.39
## 706 23.13
## 707 35.35
## 708 40.93
## 709 33.67
## 710 37.39
## 711 27.97
## 712 25.54
## 713 25.81
## 714 22.53
## 715 22.86
## 716 24.07
## 717 29.50
## 718 30.03
## 719 27.38
## 720 30.51
## 721 28.30
## 722 29.84
## 723 33.41
## 724 33.60
## 725 35.60
## 726 24.19
## 727 37.88
## 728 27.56
## 729 24.42
## 730 31.05
## 731 31.56
## 732 35.55
## 733 41.21
## 734 27.12
## 735 26.97
## 736 28.92
## 737 30.06
## 738 31.51
## 739 30.69
## 740 30.19
## 741 38.11
## 742 28.68
## 743 27.44
## 744 24.63
## 745 28.11
## 746 28.90
## 747 24.11
## 748 40.53
## 749 29.50
## 750 28.62
## 751 26.42
## 752 30.18
## 753 33.75
## 754 30.06
## 755 29.22
## 756 24.47
## 757 24.94
## 758 28.77
## 759 28.54
## 760 27.32
## 761 35.12
## 762 24.04
## 763 36.39
## 764 22.81
## 765 33.60
## 766 38.98
## 767 34.39
## 768 33.15
## 769 29.35
## 770 26.59
## 771 23.46
## 772 22.43
## 773 24.89
## 774 24.67
## 775 26.17
## 776 29.54
## 777 39.49
## 778 34.08
## 779 30.52
## 780 28.77
## 781 33.75
## 782 32.69
## 783 22.59
## 784 37.04
## 785 22.70
## 786 25.60
## 787 27.23
## 788 25.74
## 789 30.29
## 790 26.72
## 791 33.90
## 792 29.86
## 793 36.13
## 794 27.54
## 795 31.49
## 796 28.10
## 797 34.07
## 798 27.28
## 799 30.80
## 800 28.20
## 801 27.90
## 802 28.26
## 803 30.96
## 804 24.18
## 805 27.52
## 806 27.78
## 807 26.25
## 808 29.50
## 809 30.39
## 810 28.66
## 811 23.18
## 812 25.81
## 813 23.01
## 814 31.72
## 815 44.28
## 816 36.91
## 817 26.54
## 818 29.27
## 819 30.51
## 820 31.28
## 821 26.51
## 822 34.87
## 823 39.28
## 824 28.56
## 825 27.82
## 826 25.94
## 827 28.53
## 828 22.11
## 829 27.71
## 830 37.38
## 831 30.67
## 832 30.48
## 833 27.12
## 834 22.81
## 835 24.46
## 836 34.73
## 837 36.53
## 838 24.53
## 839 27.17
## 840 26.90
## 841 33.67
## 842 29.14
## 843 32.61
## 844 33.87
## 845 24.41
## 846 24.94
## 847 27.36
## 848 26.33
## 849 25.72
## 850 28.70
## 851 28.53
## 852 26.07
## 853 27.31
## 854 23.26
## 855 28.62
## 856 32.16
## 857 38.43
## 858 31.81
## 859 29.10
## 860 31.28
## 861 29.17
## 862 25.89
## 863 26.13
## 864 29.13
## 865 28.92
## 866 26.01
## 867 24.81
## 868 28.79
## 869 33.77
## 870 33.85
## 871 27.36
## 872 26.01
## 873 29.95
## 874 28.12
## 875 32.87
## 876 31.20
## 877 34.14
## 878 36.11
## 879 25.60
## 880 26.31
## 881 27.50
## 882 27.77
## 883 40.88
## 884 25.75
## 885 31.41
## 886 30.84
## 887 30.57
## 888 39.79
## 889 39.38
## 890 29.42
## 891 26.19
## 892 23.74
## 893 26.03
## 894 28.59
## 895 26.77
## 896 27.21
## 897 24.87
## 898 30.26
## 899 22.34
## 900 26.20
## 901 28.45
## 902 27.63
## 903 25.93
## 904 28.94
## 905 26.80
## 906 22.42
## 907 27.26
## 908 28.38
## 909 25.23
## 910 28.16
## 911 28.48
## 912 26.78
## 913 25.24
## 914 27.45
## 915 29.05
## 916 29.08
## 917 25.84
## 918 25.40
## 919 26.54
## 920 22.73
## 921 28.53
## 922 25.37
## 923 25.35
## 924 26.43
## 925 25.43
## 926 29.23
## 927 30.22
## 928 32.30
## 929 28.42
## 930 25.24
## 931 29.13
## 932 24.63
## 933 24.95
## 934 28.06
## 935 25.86
## 936 27.32
## 937 25.91
## 938 26.63
## 939 25.95
## 940 29.17
## 941 29.19
## 942 28.44
## 943 26.36
## 944 28.29
## 945 29.45
## 946 25.34
## 947 26.86
## 948 26.36
## 949 27.39
## 950 25.84
## 951 25.08
## 952 23.87
## 953 24.68
## 954 24.64
## 955 29.19
## 956 28.84
## 957 25.33
## 958 24.45
## 959 28.32
## 960 32.34
## 961 34.97
## 962 32.04
## 963 23.49
## 964 26.09
## 965 26.41
## 966 26.55
## 967 24.62
## 968 28.49
## 969 32.61
## 970 28.06
## 971 28.08
## 972 37.34
## 973 35.25
## 974 24.77
## 975 39.85
## 976 35.49
## 977 31.84
## 978 26.67
## 979 34.75
## 980 28.91
## 981 32.73
## 982 35.72
## 983 42.60
## 984 26.22
## 985 21.85
## 986 24.28
## 987 22.41
## 988 32.56
## 989 32.74
## 990 26.39
## 991 28.80
## 992 28.20
## 993 26.52
## 994 34.52
## 995 34.32
## 996 26.98
## 997 28.86
## 998 24.96
## 999 25.30
## 1000 27.06
## 1001 25.44
## 1002 25.53
## 1003 34.87
## 1004 24.63
## 1005 27.99
## 1006 27.12
## 1007 31.14
## 1008 30.21
## 1009 32.11
## 1010 31.91
## 1011 34.44
## 1012 36.68
## 1013 37.66
## 1014 30.98
## 1015 27.07
## 1016 29.11
## 1017 25.82
## 1018 25.50
## 1019 29.57
## 1020 25.37
## 1021 33.99
## 1022 29.86
## 1023 31.84
## 1024 38.31
## 1025 34.48
## 1026 36.88
## 1027 32.34
## 1028 31.58
## 1029 28.89
## 1030 25.08
## 1031 25.73
## 1032 25.19
## 1033 31.01
## 1034 27.92
baseball <- read.csv("mlb_height_weight.csv")
mean(baseball$Weight_pounds, na.rm=TRUE)
## [1] 201.6893
# 201.6893
sd(baseball$Weight_pounds, na.rm=TRUE)
## [1] 20.99149
# 20.99149
lower_bound <- mean(baseball$Weight_pounds, na.rm=TRUE) - 3*sd(baseball$Weight_pounds, na.rm=TRUE)
upper_bound <- mean(baseball$Weight_pounds, na.rm=TRUE) + 3*sd(baseball$Weight_pounds, na.rm=TRUE)