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ppkn/baseball_data.csv

Last active April 12, 2018 13:55
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First Draft of Data viz
Raw
baseball_data.csv
name handedness height weight avg HR
Tom Brown R 73 170 0.0 0
Denny Lemaster R 73 182 0.130 4
Joe Nolan L 71 175 0.263 27
Denny Doyle L 69 175 0.250 16
Jose Cardenal R 70 150 0.275 138
Mike Ryan R 74 205 0.193 28
Fritz Peterson B 72 185 0.159 2
Dick Bertell R 72 200 0.250 10
Rod Kanehl R 73 180 0.241 6
Ozzie Osborn R 74 195 0.0 0
John LaRose L 73 185 0.0 0
Jeff Byrd R 75 195 0.0 0
Juan Bonilla R 69 170 0.256 7
Frank Tepedino L 71 185 0.241 6
Jerry Kutzler L 73 175 0.0 0
Rick Wise R 73 180 0.195 15
Darrell Evans L 74 200 0.248 414
Buck Martinez R 70 190 0.225 58
John Wockenfuss R 72 190 0.262 86
Tommy McCraw L 72 183 0.246 75
Jeff Barkley B 75 185 0.0 0
Eric Wilkins R 73 190 0.0 0
Britt Burns L 77 215 0.0 0
Lee Lacy R 73 175 0.286 91
Pete Rose B 71 192 0.303 160
Danny Walton R 72 195 0.223 28
Bobby Cox R 71 180 0.225 9
Brad Wellman R 72 170 0.231 6
Jeff Newman R 74 215 0.224 63
Pedro Gonzalez R 72 176 0.244 8
Nardi Contreras B 74 193 0.0 0
Tommie Reynolds R 74 190 0.226 12
Gene Clines R 69 170 0.277 5
Jim Hickman R 75 192 0.252 159
Jack Billingham R 76 195 0.111 0
Jerry Buchek R 71 185 0.220 22
Ivan DeJesus R 71 175 0.254 21
Gary Nolan R 74 197 0.138 1
Gil Patterson R 73 185 0.0 0
Fred Whitfield L 73 190 0.253 108
Larry Dierker R 76 215 0.136 4
Dave Skaggs R 74 200 0.241 3
Dick Ruthven R 75 190 0.183 1
Jerry Garvin L 75 195 0.0 0
Steve Eddy R 74 185 0.0 0
Dave Kingman R 78 210 0.236 442
Eric Soderholm R 71 187 0.264 102
Kevin Mmahat L 77 220 0.0 0
Ed Brinkman R 72 170 0.224 60
Wayne Garrett L 71 175 0.239 61
Tony Muser L 74 180 0.259 7
Jim Siwy R 76 200 0.0 0
Bud Anderson R 75 210 0.0 0
Ted Ford R 70 180 0.219 17
Kevin Stanfield L 72 190 0.0 0
Jim Lyttle L 72 180 0.248 9
John Butcher R 76 185 0.0 0
Jerry Ujdur R 73 195 0.0 0
Scot Thompson L 75 195 0.262 5
Gene Locklear L 70 165 0.274 9
Bo Diaz R 71 185 0.255 87
Bump Wills B 69 172 0.266 36
Brian Denman R 76 205 0.0 0
Pat Putnam L 72 205 0.255 63
Kurt Bevacqua R 72 180 0.236 27
Bob Fallon L 75 200 0.0 0
Syd O'Brien R 73 185 0.230 24
Chris Chambliss L 73 195 0.279 185
Tom Satriano L 73 185 0.225 21
Jeffrey Leonard R 74 200 0.266 144
Dal Maxvill R 71 157 0.217 6
Steve Curry R 78 217 0.0 0
Cesar Tovar R 69 155 0.278 46
Mickey Lolich B 73 170 0.110 0
Ray Chadwick B 74 180 0.0 0
Jack Heidemann R 72 175 0.211 9
Rich Rollins R 70 185 0.269 77
Walt Bond L 79 228 0.256 41
Merv Rettenmund R 70 190 0.271 66
Bryan Clutterbuck R 76 223 0.0 0
Byron Browne R 74 190 0.236 30
Hector Torres R 72 175 0.216 18
Walt Williams R 66 165 0.270 33
Jerry Koosman R 74 205 0.119 2
Steve Lombardozzi R 72 175 0.233 20
Joe Azcue R 72 190 0.252 50
Elliott Maddox R 71 180 0.261 18
Omar Moreno L 74 180 0.252 37
Julian Javier R 73 175 0.257 78
Tony Ferreira L 73 160 0.0 0
Elio Chacon R 69 160 0.232 4
Rusty Torres B 70 175 0.212 35
John Stearns R 72 185 0.260 46
Larry Brown R 70 160 0.233 47
Tommy Dean R 72 165 0.180 4
Bryan Oelkers L 75 192 0.0 0
Kevin Bearse L 74 195 0.0 0
Marty Martinez B 72 170 0.243 0
Bruce Boisclair L 74 185 0.263 10
Ken Singleton B 76 210 0.282 246
Frank White R 71 165 0.255 160
Jim Fairey L 70 190 0.235 7
Jose Roman R 72 175 0.0 0
Tom Brookens R 70 165 0.246 71
Gary Thomasson L 73 180 0.249 61
Mike Trujillo R 73 180 0.0 0
Albert Williams R 76 190 0.0 0
Oswaldo Peraza R 76 172 0.0 0
Otto Velez R 72 170 0.251 78
Tony Scott B 72 164 0.249 17
Ray Oyler R 71 165 0.175 15
Barry Cort R 77 210 0.0 0
Floyd Robinson L 69 175 0.283 67
Steve Jeltz B 71 180 0.210 5
Lou Brock L 71 170 0.293 149
Bill Wilkinson R 70 160 0.0 0
Joe Lovitto B 72 185 0.216 4
Mike Loynd R 76 210 0.0 0
Wayne Comer R 70 175 0.229 16
Dave Collins B 71 175 0.272 32
Ed Spiezio R 71 180 0.238 39
Rico Petrocelli R 72 175 0.251 210
Johnny Lewis L 73 189 0.227 22
Dick Simpson R 76 176 0.207 15
Ken Boswell L 72 170 0.248 31
Ken McMullen R 75 190 0.248 156
Randy Scarbery B 73 185 0.0 0
Steve Swisher R 74 205 0.216 20
Ben Callahan R 79 230 0.0 0
Dick Howser R 68 155 0.248 16
Manny Castillo B 69 160 0.242 3
Mike Ramsey B 73 170 0.240 2
Willie Crawford L 73 197 0.268 86
Bobby Cuellar R 71 188 0.0 0
Willie Norwood R 72 185 0.242 18
Mike Jones L 78 215 0.0 0
Jeff Stone L 72 175 0.277 11
Ramon Manon R 72 150 0.0 0
Joe Lahoud L 73 198 0.223 65
Tim Flannery L 71 175 0.255 9
Dave McKay B 73 195 0.229 21
John Trautwein R 75 205 0.0 0
Andy Replogle R 77 205 0.0 0
Zach Crouch L 75 180 0.0 0
Benny Ayala R 73 185 0.251 38
Ron Romanick R 76 195 0.0 0
Greg Gross L 70 160 0.287 7
Bruce Tanner L 75 220 0.0 0
Sal Butera R 72 190 0.227 8
Jack Brohamer L 70 165 0.245 30
Von Joshua L 70 170 0.273 30
Eddie Milner L 71 173 0.253 42
Johnny Jeter R 73 180 0.244 18
Angel Salazar R 72 180 0.212 2
Tony Oliva L 73 175 0.304 220
Cito Gaston R 75 190 0.256 91
Cookie Rojas R 70 160 0.263 54
Rich Morales R 71 170 0.195 6
Dave Ford R 76 190 0.0 0
Dan Ford R 73 185 0.270 121
Barry Raziano B 70 175 0.0 0
Darryl Motley R 69 196 0.243 44
Ozzie Virgil R 73 180 0.243 98
Johnny Oates L 71 188 0.250 14
Pat Underwood L 72 175 0.0 0
Mike Phillips L 72 170 0.240 11
Ron Santo R 72 190 0.277 342
Jay Johnstone L 73 175 0.267 102
Jim Ray Hart R 71 185 0.278 170
Marc Hill R 75 205 0.223 34
Joel McKeon L 72 185 0.0 0
Danny Fife R 75 175 0.0 0
Chico Salmon R 70 160 0.249 31
Joe Niekro R 73 185 0.156 1
Andy Etchebarren R 73 190 0.235 49
Ken Berry R 72 175 0.255 58
Dave Concepcion R 74 155 0.267 101
Junior Moore R 71 185 0.264 7
Mike Richardt R 72 170 0.226 4
Chris Brown R 72 185 0.269 38
Al Bumbry L 68 170 0.281 54
Al Downing R 71 175 0.127 2
Bob Didier B 72 190 0.229 0
Jake Gibbs L 72 180 0.233 25
Garry Hancock L 72 175 0.247 12
Ed Kranepool L 75 205 0.261 118
Rick Rhoden R 75 195 0.238 9
Denny McLain R 73 185 0.133 1
Chuck Hiller L 71 170 0.243 20
Jorge Orta L 70 170 0.278 130
Dave Cash R 71 170 0.283 21
Bucky Dent R 69 170 0.247 40
Andy Beene R 75 205 0.0 0
Bruce Robbins L 73 190 0.0 0
Tony Gonzalez L 69 170 0.286 103
Leon Hooten R 71 180 0.0 0
Larry Haney R 74 195 0.215 12
Billy Conigliaro R 72 180 0.256 40
Gary Roenicke R 75 205 0.247 121
Don Lock R 74 195 0.238 122
Billy Cowan R 72 170 0.236 40
Billy Smith B 74 185 0.230 17
Allan Ramirez R 70 180 0.0 0
Tony Perez R 74 175 0.279 379
Chuck Schilling R 70 160 0.239 23
Hal McRae R 71 180 0.290 191
Dave Roberts R 75 215 0.239 49
Brian Allard R 73 175 0.0 0
Jim Lefebvre B 72 180 0.251 74
Fernando Arroyo R 74 180 0.0 0
Gary Beare R 76 205 0.0 0
Charlie Spikes R 75 215 0.246 65
Brian Dubois L 70 165 0.0 0
Steve Whitaker L 72 180 0.230 24
Manny Jimenez L 73 185 0.272 26
Chris Batton R 76 195 0.0 0
Duffy Dyer R 72 187 0.221 30
Ken Henderson B 74 180 0.257 122
Vance Lovelace L 77 205 0.0 0
Greg Thayer R 71 182 0.0 0
Vern Fuller R 73 170 0.232 14
Paul Hartzell R 77 200 0.0 0
Wayne Gross L 74 210 0.233 121
Mike Champion R 72 185 0.229 2
Ralph Botting L 72 195 0.0 0
Paul Casanova R 76 180 0.225 50
Steve Rogers R 74 175 0.138 0
Keith Creel R 74 180 0.0 0
Terry Crowley L 72 180 0.250 42
Horace Clarke B 69 170 0.256 27
Lou Clinton R 73 185 0.247 65
Larry Cox R 70 178 0.221 12
Nate Colbert R 74 190 0.243 173
Phil Roof R 74 190 0.215 43
Chuck Hinton R 73 180 0.264 113
Tim Cullen R 73 185 0.220 9
Tim Harkness L 74 182 0.235 14
Rick Bosetti R 71 185 0.250 17
Ron Pruitt R 72 185 0.269 12
George Foster R 73 180 0.274 348
Jerry White B 70 164 0.253 21
Angel Mangual R 70 178 0.245 22
Ken Gerhart R 72 190 0.221 24
Mike Hershberger R 70 175 0.252 26
Jim French L 68 180 0.196 5
Dave Roberts L 75 195 0.194 7
Jim Mason L 74 185 0.203 12
Mike Smith R 75 180 0.0 0
Willie Smith L 72 182 0.248 46
T.R. Bryden R 76 190 0.0 0
Jose Arcia R 75 170 0.215 1
Leon Durham L 73 185 0.277 147
Tom Makowski R 71 185 0.0 0
Paul Householder B 72 180 0.236 29
Aurelio Rodriguez R 70 180 0.237 124
Jimmy Stewart B 72 165 0.237 8
Dick Phillips L 72 180 0.229 12
Andres Thomas R 73 170 0.234 42
Ed Crosby L 74 175 0.220 0
Mike de la Hoz R 71 175 0.251 25
Frank Taveras R 72 155 0.255 2
Joe Nossek R 72 178 0.228 3
Larry Stahl L 72 175 0.232 36
Jose Cruz L 72 170 0.284 165
Don Mason L 71 160 0.205 3
Bill Robinson R 74 189 0.258 166
Jim Umbarger L 78 200 0.0 0
Sal Bando R 72 195 0.254 242
George Mitterwald R 74 195 0.236 76
Mike Darr R 76 190 0.0 0
Craig Robinson R 70 165 0.219 0
Bob Tillman R 76 205 0.232 79
Curt Wardle L 77 220 0.0 0
Pat Corrales R 72 180 0.216 4
Mike Tyson R 69 170 0.241 27
Rafael Landestoy B 70 165 0.237 4
Duane Josephson R 72 190 0.258 23
Duane Walker L 72 185 0.229 24
Glenn Hubbard R 69 150 0.244 70
Roger Freed R 72 190 0.245 22
George Hendrick R 75 195 0.278 267
Rod Carew L 72 170 0.328 92
Bob Davis R 72 180 0.197 6
Toby Harrah R 72 175 0.264 195
Rick Manning L 73 180 0.257 56
Israel Sanchez L 69 170 0.0 0
Steve Burke B 74 200 0.0 0
Gary Matthews R 74 185 0.281 234
Cesar Geronimo L 72 165 0.258 51
Billy Bryan L 76 200 0.216 41
Terry Taylor R 73 180 0.0 0
Terry Whitfield L 73 197 0.281 33
Mario Mendoza R 71 170 0.215 4
Fred Lynn L 73 185 0.283 306
Larry Hisle R 74 193 0.273 166
Graig Nettles L 72 180 0.248 390
Randy Nosek R 76 215 0.0 0
Dave Engle R 75 210 0.262 31
Narciso Elvira L 70 160 0.0 0
Mike Easler L 72 190 0.293 118
Mark Smith R 74 215 0.0 0
Paul Mitchell R 73 195 0.0 0
Rick Sweet B 73 200 0.234 6
Thurman Munson R 71 190 0.292 113
Rick Monday L 75 193 0.264 241
Mike Sadek R 69 165 0.226 5
Mark Belanger R 73 170 0.228 20
Ron Hunt R 72 186 0.273 39
Joe Keough L 72 185 0.246 9
Butch Edge R 75 203 0.0 0
Vic Correll R 70 185 0.229 29
Jackie Hernandez R 71 165 0.208 12
Tony Solaita L 72 210 0.255 50
U L Washington B 71 175 0.251 27
Gary Mielke R 75 185 0.0 0
Rick Henninger R 78 225 0.0 0
Joe Foy R 72 215 0.248 58
Ed Goodson L 75 180 0.260 30
Mark Brown B 74 190 0.0 0
Mickey Klutts R 71 170 0.241 14
Leroy Stanton R 73 195 0.244 77
Rafael Vasquez R 72 160 0.0 0
Len Whitehouse L 71 175 0.0 0
Danny Ainge R 76 175 0.220 2
Adolfo Phillips R 73 175 0.247 59
Marv Breeding R 72 175 0.250 7
Steve Adkins R 78 210 0.0 0
Dick McAuliffe L 71 176 0.247 197
Joe Horlen R 72 170 0.134 0
Glenn Burke R 72 195 0.237 2
Tony Mack R 70 177 0.0 0
Terry Humphrey R 75 185 0.211 6
Bill Moran R 76 210 0.0 0
Enzo Hernandez R 68 155 0.224 2
Cesar Gutierrez R 69 155 0.235 0
Coco Laboy R 70 165 0.233 28
Ted Kubiak B 72 175 0.231 13
Jim Morrison R 71 175 0.260 112
Tom Gilles R 73 185 0.0 0
Bobby Knoop R 73 170 0.236 56
Bobby Brown B 74 190 0.245 26
Tom Hutton L 71 180 0.248 22
Ron Hodges L 73 185 0.240 19
Rich Chiles L 71 170 0.254 6
Tom Paciorek R 76 215 0.282 86
Gary Woods R 74 185 0.243 13
Bob Montgomery R 73 195 0.258 23
Jeff Burroughs R 73 200 0.261 240
Rusty Staub L 74 190 0.279 292
Jim Norris L 70 175 0.264 7
Oscar Gamble L 71 160 0.265 200
Bob Kammeyer R 76 210 0.0 0
George Vukovich L 72 198 0.268 27
Joe Pactwa L 71 185 0.0 0
Craig Reynolds L 73 175 0.256 42
Paul Blair R 72 168 0.250 134
Al Cowens R 73 197 0.270 108
Al Oliver L 72 195 0.303 219
Dave Hilton R 71 191 0.213 6
Luis Alvarado R 69 162 0.214 5
Larry Parrish R 75 190 0.263 256
Woodie Fryman R 75 197 0.138 2
Bob Randall R 74 175 0.257 1
Jim Pankovits R 70 170 0.250 9
Sherman Corbett L 76 205 0.0 0
Carmen Fanzone R 72 200 0.224 20
Gary Allenson R 71 185 0.221 19
Milt May L 72 190 0.263 77
Mike Vail R 73 180 0.279 34
Nick Esasky R 75 200 0.250 122
Jim Nettles L 72 186 0.220 16
Lafayette Currence B 71 175 0.0 0
Chris Cannizzaro R 72 190 0.235 18
Larry Biittner L 74 205 0.273 29
John Pawlowski R 74 175 0.0 0
Mel Stottlemyre R 73 178 0.160 7
Jack Hardy R 74 175 0.0 0
Ron Musselman R 74 185 0.0 0
Roy Smalley B 73 185 0.257 163
Tony Chevez R 71 177 0.0 0
Andy Messersmith R 73 200 0.170 5
Richie Zisk R 73 200 0.287 207
Dave Chalk R 70 175 0.252 15
Don Baylor R 73 190 0.260 338
John Vukovich R 73 187 0.161 6
Danny Thompson R 72 183 0.248 15
Joe Simpson L 75 175 0.242 9
Bill Fahey L 72 200 0.241 7
Doug Camilli R 71 195 0.199 18
Bernie Allen L 72 175 0.239 73
Bruce Bochy R 75 205 0.239 26
Gary Ignasiak R 71 185 0.0 0
Claudell Washington L 72 190 0.278 164
John Donaldson L 71 160 0.238 4
Mike Smithson L 80 215 0.0 0
John Mayberry L 75 215 0.253 255
Ken Reitz R 72 180 0.260 68
Amos Otis R 71 165 0.277 193
Gene Alley R 70 160 0.254 55
Ted Sizemore R 70 165 0.262 23
Dan Briggs L 72 180 0.195 12
Joe Skalski R 75 190 0.0 0
Doug Flynn R 71 165 0.238 7
Bert Bradley B 73 190 0.0 0
Ken Holtzman R 74 175 0.163 2
Pete Ward L 73 185 0.254 98
Kevin Bell R 72 195 0.222 13
Tom Nieto R 73 193 0.205 5
Duke Sims L 74 197 0.239 100
Larvell Blanks R 68 167 0.253 20
Francisco Barrios R 71 155 0.0 0
Mike Davis L 74 175 0.259 91
Jerry Reuss L 77 200 0.167 1
Steve Yeager R 72 190 0.228 102
Danny Goodwin L 73 195 0.236 13
Bud Harrelson B 71 160 0.236 7
Bob Knepper L 75 195 0.137 6
Mickey Rivers L 70 165 0.295 61
Jim Northrup L 75 190 0.267 153
John Hale L 74 195 0.201 14
Reggie Ritter L 74 195 0.0 0
Pedro Garcia R 70 175 0.220 37
Carl Yastrzemski L 71 175 0.285 452
Bob Babcock R 77 210 0.0 0
Craig Eaton R 71 175 0.0 0
Derrel Thomas B 72 160 0.249 43
Art Howe R 74 190 0.260 43
Ike Brown R 72 190 0.256 20
Howie Goss R 76 204 0.216 11
Glenn Borgmann R 76 210 0.229 16
Lamar Johnson R 74 215 0.287 64
Julio Gonzalez R 71 162 0.235 4
Bobby Klaus R 70 170 0.208 6
Manny Sanguillen R 72 193 0.296 65
Gates Brown L 71 220 0.257 84
Johnny Ray B 71 170 0.290 53
Jesus Alou R 74 190 0.280 32
Ken Landreaux L 70 165 0.268 91
Enos Cabell R 76 170 0.277 60
Roy Branch R 72 175 0.0 0
Billy North B 71 185 0.261 20
Juan Beniquez R 71 150 0.274 79
Frank Fernandez R 72 185 0.199 39
Bombo Rivera R 70 187 0.265 10
Steve Brye R 72 190 0.258 30
Ron Jackson R 72 200 0.259 56
Roger Metzger B 72 165 0.231 5
Rufino Linares R 72 170 0.270 11
Ray Webster L 72 185 0.244 17
Bob Kearney R 72 190 0.233 27
Fergie Jenkins R 77 205 0.165 13
Dick Dietz R 73 195 0.261 66
Ted Cox R 75 195 0.245 10
Bobby Mitchell L 70 170 0.243 3
Bobby Mitchell R 75 185 0.235 21
Barry Evans R 73 180 0.251 2
Mickey Brantley R 70 180 0.259 32
Al Gallagher R 72 180 0.263 11
Rob Woodward R 75 185 0.0 0
Hector Cruz R 71 170 0.225 39
Fred Norman B 68 155 0.125 0
Woody Woodward R 74 180 0.236 1
Ted Martinez R 72 165 0.240 7
Jim Anderson R 72 170 0.218 13
Lenn Sakata R 69 160 0.230 25
Dave Duncan R 74 190 0.214 109
Randy Jones R 72 178 0.132 0
Dick Billings R 73 195 0.227 16
Bob Veselic R 72 175 0.0 0
Bruce Bochte L 75 195 0.282 100
Bernie Carbo L 71 173 0.264 96
Vic Davalillo L 67 150 0.279 36
Burt Hooton R 73 210 0.123 4
Chuck Hockenbery B 73 195 0.0 0
Bob Ferris R 78 225 0.0 0
Fernando Gonzalez R 70 165 0.235 17
Jim Sundberg R 72 190 0.248 95
Andy Kosco R 75 205 0.236 73
Steve Huntz B 73 204 0.206 16
Gary Wheelock R 75 205 0.0 0
Lenny Faedo R 72 170 0.251 5
John Lowenstein L 72 175 0.253 116
Don Kessinger B 73 170 0.252 14
Joe Hague L 72 195 0.239 40
Bake McBride L 74 190 0.299 63
Dick Davis R 75 190 0.265 27
Richie Scheinblum B 73 180 0.263 13
Ed Herrmann L 73 195 0.240 80
Mike Rochford L 76 205 0.0 0
Jeff Schneider B 75 195 0.0 0
Bob Molinaro L 72 190 0.264 14
Mike Hegan L 73 188 0.242 53
Mike Diaz R 74 195 0.247 31
Tim Foli R 72 179 0.251 25
Alan Knicely R 72 190 0.213 12
Tim Laudner R 75 212 0.225 77
Jose Morales R 71 187 0.287 26
Luis Encarnacion R 70 178 0.0 0
Rick Kreuger R 74 185 0.0 0
Juan Marichal R 72 185 0.165 4
Vida Blue B 72 189 0.104 4
Angel Moreno L 69 165 0.0 0
Roger Weaver R 75 190 0.0 0
Stan Papi R 72 170 0.218 7
Rob Wilfong L 73 180 0.248 39
Chris Knapp R 77 195 0.0 0
Steve Henderson R 74 190 0.280 68
Rob Picciolo R 74 185 0.234 17
Don Welchel R 76 205 0.0 0
Randy Wiles L 73 185 0.0 0
Roberto Pena R 68 170 0.245 13
Bob Dernier R 72 160 0.255 23
Bill Melton R 74 200 0.253 160
Albert Hall B 71 155 0.251 5
Barbaro Garbey R 70 170 0.267 11
John Milner L 72 185 0.249 131
Rich Reese L 75 185 0.253 52
Chris Bando B 72 195 0.227 27
Bill Buckner L 72 185 0.289 174
Jack Hiatt R 74 190 0.251 22
Nelson Mathews R 76 195 0.223 22
Larry Lintz B 69 150 0.227 0
Ron Theobald R 68 165 0.248 2
Dewey Robinson R 72 180 0.0 0
Rafael Santana R 73 165 0.246 13
Jerry Hairston B 70 170 0.258 30
Tony Arnold R 71 170 0.0 0
Jeff Schattinger L 77 200 0.0 0
Ike Brookens R 77 170 0.0 0
Tommie Aaron R 75 190 0.229 13
Steve Dillard R 73 180 0.243 13
Win Remmerswaal R 74 160 0.0 0
Jeff Peterek R 74 195 0.0 0
George Scott R 74 200 0.268 271
Jeff Shaver R 75 195 0.0 0
Ken Walters R 73 180 0.231 11
Gorman Thomas R 74 210 0.225 268
Paul Dade R 73 185 0.270 10
Darrell Porter L 72 193 0.247 188
Tim Johnson L 73 170 0.223 0
Fred Stanley R 70 165 0.216 10
Larry Bowa B 70 155 0.260 15
Tim Corcoran L 71 175 0.270 12
Jim Spencer L 74 195 0.250 146
Pete LaCock L 74 200 0.257 27
Carl Morton R 72 200 0.156 7
Gary Gray R 72 187 0.240 24
Matty Alou L 69 160 0.307 31
Pete Filson B 74 195 0.0 0
Jim Dwyer L 70 165 0.260 77
Dalton Jones L 73 180 0.235 41
Rennie Stennett R 71 160 0.274 41
Jim Gideon R 75 190 0.0 0
Jerry May R 74 190 0.234 15
Rich McKinney R 71 185 0.225 20
Clint Hurdle L 75 195 0.259 32
Mike Andrews R 75 195 0.258 66
Bobby Clark R 72 190 0.239 19
Jeff Twitty L 74 185 0.0 0
Cliff Johnson R 76 215 0.258 196
Steve Cummings B 74 200 0.0 0
Donn Clendenon R 76 209 0.274 159
Charlie James R 73 195 0.255 29
Bob Horner R 73 195 0.277 218
Tom Veryzer R 73 175 0.241 14
Jose Cecena R 71 180 0.0 0
George Smith R 70 170 0.205 9
Jim Essian R 74 195 0.244 33
Onix Concepcion R 66 160 0.239 3
Boots Day L 69 160 0.256 8
Brian Giles R 73 165 0.228 10
Garry Maddox R 75 175 0.285 117
Alex Trevino R 70 165 0.249 23
Jim Price R 72 192 0.214 18
Felix Millan R 71 172 0.279 22
Steve Garvey R 70 192 0.294 272
Don Mincher L 75 205 0.249 200
Greg Erardi R 73 190 0.0 0
Jim Farr R 73 195 0.0 0
Tony Cloninger R 72 210 0.192 11
Jim Gosger L 71 185 0.226 30
Chuck Harrison R 70 185 0.238 17
Mike Ivie R 75 205 0.269 81
Frank Dimichele R 75 205 0.0 0
Bob Veale B 78 212 0.114 0
Marvell Wynne L 71 175 0.247 40
Dusty Baker R 74 183 0.278 242
Tucker Ashford R 73 195 0.218 6
Ned Yost R 73 190 0.212 16
Bob Stinson B 71 180 0.250 33
Mike Warren R 73 175 0.0 0
Gaylord Perry R 76 205 0.131 6
Dave Marshall L 73 182 0.246 16
Mickey Hatcher R 74 200 0.280 38
Roger Repoz L 75 190 0.224 82
Bill Fulton R 75 195 0.0 0
John Orsino R 75 215 0.249 40
Larry Anderson R 75 190 0.0 0
Johnny Briggs L 73 190 0.253 139
Craig Mitchell R 75 180 0.0 0
Dave Hostetler R 76 215 0.229 37
Bob Jones L 74 195 0.221 20
Keith Hernandez L 72 180 0.296 162
Alfredo Martinez R 75 185 0.0 0
Dean Chance R 75 200 0.066 0
Willie Upshaw L 72 185 0.262 123
Dick Green R 70 180 0.240 80
Dane Iorg L 72 180 0.276 14
Richie Hebner L 73 195 0.276 203
Fran Healy R 77 220 0.250 20
Doc Edwards R 74 215 0.238 15
Sandy Alomar B 69 140 0.245 13
Joe Strain R 70 169 0.250 1
Gene Richards L 72 175 0.290 26
Buddy Bell R 73 180 0.279 201
Al Woods L 75 190 0.271 35
Rudy Law L 73 165 0.271 18
Joel Davis L 77 205 0.0 0
Jody Davis R 76 192 0.245 127
Mike Edwards R 70 154 0.250 2
Bill Mooneyham R 72 175 0.0 0
John Hobbs R 75 190 0.0 0
Deron Johnson R 74 200 0.244 245
John Denny R 75 185 0.170 0
Don Wert R 70 162 0.242 77
Mike Fiore L 72 175 0.227 13
Miguel Dilone B 72 160 0.265 6
Greg Luzinski R 73 220 0.276 307
Bobby Tolan L 71 170 0.265 86
Karl Best R 76 190 0.0 0
Steve Barr L 76 200 0.0 0
Ron Woods R 70 168 0.233 26
Tony Horton R 75 210 0.268 76
Randy Hundley R 71 170 0.236 82
Jose Tartabull L 71 165 0.261 2
Ben Oglivie L 74 160 0.273 235
Luis Sanchez R 74 170 0.0 0
Bob Johnson R 70 175 0.272 44
Don Buford B 67 160 0.264 93
Duane Kuiper L 72 175 0.271 1
Brant Alyea R 75 215 0.247 38
Jerry Narron L 75 205 0.211 21
Lou Johnson R 71 170 0.258 48
Ken Retzer L 72 185 0.264 14
Mike Brown R 74 195 0.265 23
Mike Brown R 74 195 0.0 0
Greg Walker L 75 205 0.260 113
Terry Harper R 76 195 0.253 36
Jerry Royster R 72 165 0.249 40
Steve Davis L 73 195 0.0 0
Jeff Rineer L 76 205 0.0 0
Barry Bonnell R 75 190 0.272 56
Tom Seaver R 73 195 0.154 12
Jerry Martin R 73 195 0.251 85
Bill Stein R 70 170 0.267 44
Joel Youngblood R 72 180 0.265 80
Reggie Jackson L 72 195 0.262 563
Sonny Jackson L 69 150 0.251 7
Mark Mercer L 77 220 0.0 0
Rodney Scott B 72 160 0.236 3
Rich Coggins L 68 170 0.265 12
Phil Gagliano R 73 180 0.238 14
Jerry McNertney R 72 180 0.237 27
Mitchell Page L 74 205 0.266 72
Kiko Garcia R 71 180 0.239 12
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Ray Knight R 73 185 0.271 84
Ty Cline L 72 170 0.238 6
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Ramon Pena R 70 155 0.0 0
Alex Johnson R 72 205 0.288 78
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Tito Landrum R 71 175 0.249 13
Dave Edwards R 72 170 0.237 14
Mario Guerrero R 70 155 0.257 7
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Mike Overy R 74 190 0.0 0
Ron Roenicke B 72 180 0.238 17
Doug Griffin R 72 160 0.245 7
Steve Blass R 72 165 0.172 1
Johnnie LeMaster R 74 165 0.222 22
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Jerry Zimmerman R 74 185 0.204 3
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Mike Paxton R 71 190 0.0 0
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Rickey Keeton R 74 190 0.0 0
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Lynn Jones R 69 175 0.252 7
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Ken Suarez R 69 175 0.227 5
Rick Peters B 69 170 0.277 2
Ron Stone L 74 185 0.241 6
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Bob Bailey R 73 180 0.257 189
Cap Peterson R 74 195 0.230 19
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Dick Tracewski R 71 160 0.213 8
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Mark Souza L 72 180 0.0 0
Bill Nahorodny R 74 200 0.241 25
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Bob Boone R 74 195 0.254 105
Rick Jones L 77 190 0.0 0
Steve Kemp L 72 195 0.278 130
Rick Burleson R 70 165 0.273 50
Jim Dorsey R 79 190 0.0 0
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Carl Taylor R 74 200 0.266 10
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Rich Yett R 74 187 0.0 0
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Don Leppert R 74 220 0.229 15
Matt Williams R 73 200 0.0 0
Jim Burton R 75 195 0.0 0
Rick Anderson R 74 210 0.0 0
Charlie Mitchell R 75 170 0.0 0
Bill Paschall R 72 175 0.0 0
John Bohnet B 72 175 0.0 0
Byron McLaughlin R 73 175 0.0 0
Lee May R 75 195 0.267 354
Luis Quintana L 74 175 0.0 0
Sam McDowell L 77 190 0.154 2
Rick Renick R 72 188 0.221 20
Jeff Torborg R 72 195 0.214 8
Dave Campbell R 73 180 0.213 20
Pat Kelly L 73 185 0.264 76
Al Weis B 72 160 0.219 7
Jerry Turner L 69 180 0.257 45
Rick Auerbach R 72 165 0.220 9
Keith Macwhorter R 76 190 0.0 0
Don Wilson R 74 195 0.146 1
Jaime Cocanower R 76 200 0.0 0
Jeff Sellers R 73 175 0.0 0
Sandy Valdespino L 68 170 0.230 7
Steve Senteney R 74 205 0.0 0
Howard Bailey R 72 195 0.0 0
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Phil Linz R 73 180 0.235 11
Manny Mota R 70 160 0.304 31
Brian Snyder L 75 185 0.0 0
Steve Renko R 77 230 0.215 6
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Carlos Velazquez R 71 180 0.0 0
Roger Miller R 75 200 0.0 0
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Dave May L 70 186 0.251 96
Ron Washington R 71 155 0.261 20
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Willie Aikens L 75 220 0.271 110
Earl Williams R 75 215 0.247 138
Willie Mueller R 76 220 0.0 0
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Tom Egan R 76 218 0.200 22
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Rico Carty R 75 200 0.299 204
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Boog Powell L 76 230 0.266 339
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Tony Armas R 71 182 0.252 251
Willie Horton R 71 209 0.273 325
Lou Piniella R 72 182 0.291 102
Butch Hobson R 73 193 0.248 98
John Wathan R 74 205 0.262 21
Hal King L 73 200 0.214 24
Mike Krukow R 77 205 0.193 5
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Barry Foote R 75 205 0.230 57
Ed Ott L 70 190 0.259 33
Alan Wiggins B 74 160 0.259 5
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Bob Oliver R 75 205 0.256 94
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Ed Hodge L 74 192 0.0 0
Tom Buskey R 75 200 0.0 0
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Stan Thomas R 74 185 0.0 0
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Larry Monroe R 76 200 0.0 0
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Jim Campbell L 71 175 0.0 0
Frank Quilici R 73 170 0.214 5
Curt Kaufman R 74 175 0.0 0
Joe Pepitone L 74 185 0.258 219
Steve Barber L 72 195 0.115 5
De Wayne Vaughn R 71 180 0.0 0
Norm Miller L 70 185 0.238 24
Bob Galasso L 73 205 0.0 0
Rich Wortham R 72 185 0.0 0
Bob Chance L 74 196 0.261 24
Julio Cruz B 69 165 0.237 23
Bill Sample R 69 175 0.272 46
Juan Nieves L 75 175 0.0 0
Mike Bacsik R 74 180 0.0 0
Craig Kusick R 75 210 0.235 46
Rudy Meoli L 69 165 0.212 2
Ruppert Jones L 70 170 0.250 147
Glenn Hoffman R 73 175 0.242 23
Russ Gibson R 73 195 0.228 8
Phil Huffman R 74 180 0.0 0
Terry Francona L 73 190 0.274 16
John Bateman R 75 210 0.230 81
Luis Pujols R 74 175 0.193 6
Joe Gaines R 73 190 0.241 21
Doug Rader R 74 208 0.251 155
Mickey Stanley R 73 185 0.248 117
Steve Brown R 77 200 0.0 0
Rick Lysander R 74 190 0.0 0
Phil Bradley R 72 185 0.286 78
Winston Llenas R 70 165 0.230 3
Charlie Moore R 71 180 0.261 36
Ralph Garr L 71 185 0.306 75
Tommy John R 75 180 0.157 5
Bruce Benedict R 73 175 0.242 18
John Ellis R 74 225 0.262 69
Wes Parker B 73 180 0.267 64
Mel Stottlemyre R 72 190 0.0 0
David Green R 75 170 0.268 31
Reid Nichols R 71 165 0.266 22
Rick Reichardt R 75 210 0.261 116
Luis Tiant R 72 180 0.164 5
Alex Sanchez R 74 185 0.0 0
Broderick Perkins L 70 180 0.271 8
Leon Roberts R 75 200 0.267 78
Ray Burris R 77 200 0.151 1
Len Gabrielson L 76 210 0.253 37
Johnny Edwards L 76 220 0.242 81
Paul Wilmet R 71 170 0.0 0
Tom Grieve R 74 190 0.249 65
Bruce Ellingsen L 72 180 0.0 0
Bob Forsch R 76 200 0.213 12
Gorman Heimueller L 76 195 0.0 0
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Bill Schroeder R 74 200 0.240 61
Clay Dalrymple L 72 190 0.233 55
Carlos May L 71 200 0.274 90
Reggie Smith B 72 180 0.287 314
Ron Reed R 78 215 0.158 0
Fred Howard R 75 190 0.0 0
Davey Johnson R 73 170 0.261 136
Ellis Valentine R 76 205 0.278 123
Roy White B 70 160 0.271 160
Mike Brumley L 70 195 0.229 5
Al Luplow L 70 175 0.235 33
John Hoover R 74 190 0.0 0
Dick Allen R 71 187 0.292 351
Doug Ault R 75 200 0.236 17
Mark Wagner R 72 165 0.243 3
Mike Walters R 77 203 0.0 0
Willie Stargell L 74 188 0.282 475
Steve Carlton L 76 210 0.201 13
Jake Wood R 73 163 0.250 35
Del Unser L 73 180 0.258 87
Bob Brower R 71 185 0.242 17
Ray Culp R 72 200 0.123 1
Ivan Murrell R 74 195 0.236 33
Lee Mazzilli B 73 180 0.259 93
Garth Iorg R 71 170 0.258 20
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Bob Brenly R 74 210 0.247 91
Ron Blomberg L 73 195 0.293 52
Jim Rooker R 72 195 0.201 7
Tim Blackwell B 71 170 0.228 6
Colby Ward R 74 185 0.0 0
Jerry Morales R 70 155 0.259 95
Davey Lopes R 69 170 0.263 155
Catfish Hunter R 72 190 0.226 6
Mario Soto R 72 174 0.132 1
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Hank Allen R 72 190 0.241 6
Jim Fregosi R 73 190 0.265 151
Pepe Frias R 70 159 0.240 1
Mike Schmidt R 74 195 0.267 548
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Rey Quinones R 71 160 0.243 29
Mike Squires L 71 185 0.260 6
Champ Summers L 74 205 0.255 54
Chuck Porter R 75 187 0.0 0
Bert Campaneris R 70 160 0.259 79
Bobby Valentine R 70 189 0.260 12
Rob Andrews R 72 185 0.251 3
Tom Haller L 76 195 0.257 134
Tom Dozier R 74 190 0.0 0
Ed Stroud L 71 180 0.237 14
Ron Swoboda R 74 195 0.242 73
Harry Spilman L 73 180 0.237 18
Bob Barton R 72 175 0.226 9
Daryl Sconiers L 74 185 0.265 15
Joe Torre R 74 212 0.297 252
Al Ferrara R 73 200 0.259 51
Rick Steirer R 76 200 0.0 0
Sixto Lezcano R 70 165 0.271 148
Al Lachowicz R 75 198 0.0 0
Dave Nicholson R 74 215 0.212 61
Freddie Patek R 65 148 0.242 41
Ken Hubbs R 74 175 0.247 14
Pepe Mangual R 70 157 0.242 16
Leron Lee L 72 196 0.250 31
Tom McCarthy R 72 180 0.0 0
Steve Ontiveros B 72 185 0.274 24
Willie Davis L 74 180 0.279 182
Tom Lawless R 71 170 0.207 2
Jerry Moses R 75 210 0.251 25
Bobby Bonds R 73 190 0.268 332
Dave McNally R 71 185 0.133 9
Darrell Brown B 72 184 0.274 1
Roy Foster R 72 185 0.253 45
Denis Menke R 72 185 0.250 101
Hal Breeden R 74 200 0.243 21
Manny Trillo R 73 150 0.263 61
Jackie Gutierrez R 71 175 0.237 4
Jerry Kenney L 73 170 0.237 7
Fred Kendall R 73 185 0.234 31
Mike Anderson R 74 200 0.246 28
Jim Lewis R 75 190 0.0 0
Joe Charboneau R 74 205 0.266 29
Jimmie Schaffer R 69 170 0.223 11
Junior Kennedy R 71 175 0.248 4
Wilbur Howard B 74 170 0.250 6
Rod Gilbreath R 74 180 0.248 14
Mark Brouhard R 73 210 0.259 25
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Mike Young B 74 195 0.247 72
Chris Speier R 73 175 0.246 112
Gene Michael B 74 183 0.229 15
Vic Harris B 71 165 0.217 13
Mike Fischlin R 73 165 0.220 3
Don Money R 73 170 0.261 176
Joe Rudi R 74 200 0.264 179
Jim Rice R 74 200 0.298 382
Shawn Holman R 74 185 0.0 0
Alan Wirth R 76 190 0.0 0
Gil Garrido R 69 150 0.237 1
Marty Perez R 71 160 0.246 22
Tom Matchick L 73 173 0.215 4
Jack Perconte L 70 160 0.270 2
Ed Kirkpatrick L 71 195 0.238 85
Jerry Grote R 70 185 0.252 39
Ellie Hendricks L 73 175 0.220 62
Jim Beauchamp R 74 190 0.231 14
Terry Wilshusen R 74 210 0.0 0
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Ron Brand R 67 167 0.239 3
Leo Cardenas R 71 150 0.257 118
Art Shamsky L 73 168 0.253 68
Steve Ellsworth R 80 220 0.0 0
Ron Cey R 70 185 0.261 316
Skip Jutze R 71 190 0.215 3
Butch Wynegar B 73 190 0.255 65
Ron LeFlore R 72 200 0.288 59
Bill Russell R 72 175 0.263 46
Gene Tenace R 72 190 0.241 201
Bubba Morton R 70 175 0.267 14
Ellie Rodriguez R 71 185 0.245 16
Darrel Chaney B 74 188 0.217 14
Dick Nen L 74 200 0.224 21
Bryan Kelly R 74 195 0.0 0
Bill Freehan R 75 203 0.262 200
Steve Nicosia R 70 185 0.248 11
Ted Savage R 73 185 0.233 34
Pete Mackanin R 74 190 0.226 30
Rich Dauer R 72 180 0.257 43
Mick Kelleher R 69 176 0.213 0
Rowland Office L 72 170 0.259 32
Rick Leach L 73 180 0.268 18
Dwayne Murphy L 73 185 0.246 166
Larry Harlow L 74 185 0.248 12
Mike Epstein L 75 230 0.244 130
Jerry Mumphrey B 74 185 0.289 70
Don Sutton R 73 185 0.144 0
Glenn Beckert R 73 190 0.283 22
Ron Davis R 72 175 0.233 10
Mike Shannon R 75 195 0.255 68
Jason Thompson L 76 200 0.261 208
Wayne Tolleson B 69 160 0.241 9
John Leister R 74 200 0.0 0
Don Cooper R 73 185 0.0 0
Mike Jorgensen L 72 195 0.243 95
Ed Romero R 71 160 0.247 8
Rick Joseph R 73 192 0.243 13
Cecil Cooper L 74 165 0.298 241
Bill Almon R 75 180 0.254 36
Joe Ferguson R 74 200 0.240 122
Jeff Jones R 75 210 0.0 0
Jerry Terrell R 71 165 0.253 4
John Poloni L 77 210 0.0 0
Dave Revering L 76 210 0.265 62
Curt Ford L 70 150 0.245 7
Jerry Dybzinski R 74 180 0.234 3
Mike Willis L 74 205 0.0 0
Bob Burda L 71 174 0.224 13
Jesse Gonder L 70 180 0.251 26
Gary Sutherland R 72 185 0.243 24
Bob Coluccio R 71 183 0.220 26
Dave Rader L 71 165 0.257 30
Ron Gardenhire R 72 175 0.232 4
Bill Sharp L 70 178 0.255 9
Alan Bannister R 71 170 0.270 19
Bob Watson R 72 201 0.295 184
Ken Harrelson R 74 190 0.239 131
Bobby Wine R 73 187 0.215 30
Stefan Wever R 80 245 0.0 0
John Kennedy R 72 185 0.225 32
Chico Ruiz B 72 169 0.240 2
Dave Johnson R 73 183 0.0 0
Gail Hopkins L 70 198 0.266 25
Doug Frobel L 76 196 0.201 20
Luis Melendez R 72 165 0.248 9
Jerry Augustine L 72 183 0.0 0
Bill Plummer R 73 190 0.188 14
Buck Rodgers B 74 190 0.232 31
Phil Niekro R 73 180 0.169 7
Jeff Holly L 77 210 0.0 0
Tom Poquette L 70 175 0.268 10
Eric Hetzel R 75 175 0.0 0
Brian Asselstine L 73 175 0.254 12
Rick Miller L 72 175 0.269 28
Ed Charles R 70 170 0.263 86
Luis Gomez R 69 150 0.210 0
Dave Lemanczyk R 76 235 0.0 0
Al Jones R 76 210 0.0 0
Floyd Rayford R 70 190 0.244 38
Sam Hinds R 78 215 0.0 0
Tony Conigliaro R 75 185 0.264 166
Clay Christiansen R 77 205 0.0 0
Jim Barr R 75 205 0.162 1
Jerry Remy L 69 165 0.275 7
Larry Rothschild L 74 180 0.0 0
Frank Duffy R 73 180 0.232 26
Gary Lance B 75 195 0.0 0
Tom O'Malley L 72 180 0.256 13
Phil Garner R 70 175 0.260 109
Larry Pashnick R 75 205 0.0 0
Todd Fischer R 70 170 0.0 0
Raw
index.html
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<script src="https://d3js.org/d3.v3.min.js"></script>
<script src="http://dimplejs.org/dist/dimple.v2.0.0.min.js"></script>
<style>
circle {
fill: grey;
stroke: dimgrey;
opacity: 0.4;
}
.line {
fill: none;
stroke: steelblue;
stroke-width: 3px;
}
</style>
<script type="text/javascript">
function draw(data) {
d3.selectAll('body')
.append('h1')
.text('Relationships in Baseball Performance');
d3.selectAll('body')
.append('div')
.attr('id', 'chart');
var svg = dimple.newSvg("#chart", 590, 400);
var chart = new dimple.chart(svg, data);
chart.setBounds(60, 30, 500, 330);
var x = chart.addMeasureAxis('x', 'HR');
x.showGridlines = true;
x.title = "Home Runs"
var y = chart.addMeasureAxis('y', 'avg');
y.showGridlines = false;
y.title = "Batting Average"
y.tickFormat = ",.3f";
chart.addSeries(['name', ''], dimple.chart.bubble);
chart.draw();
d3.selectAll('circle')
.attr('r', 3.5);
var line = d3.svg.line()
.x((d) => { return x._scale(d[0]); })
.y((d) => { return y._scale(d[1]); });
svg.append('path')
.datum(d3.range(600).map((x) => { return [x, 0.0156 * Math.log(x + 0.0001) + 0.192]; }))
.attr('class', 'line')
.attr('d', line);
svg.append('text')
.attr('x', x._scale(400))
.attr('y', y._scale(0.350))
.text("r^2=0.909");
}
</script>
</head>
<body>
</body>
<script type="text/javascript">
d3.csv('baseball_data.csv', function(data) {
data['HR'] = +data['HR'];
data['avg'] = +data['avg'];
return data;
}, draw);
</script>
</html>
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