Question
The Excel file Batting Averages contains data for batting averages for a subset of major league baseball players. The variables for this analysis consist of
- The Excel file "Batting Averages" contains data for batting averages for a subset of major league baseball players.
The variables for this analysis consist of yearly statistics on batting averages (number of hits divided by number of at-bats), for major league baseball players with at least 400 at-bats in a given year and also at least 400 at-bats in the previous year, for years between 1960 and 2004. This sample is further restricted to players whose names fall in the alphabetical range from Aaron to Brock in order to keep it relatively small (588 rows.
The objective is to predict a player's batting average in a given year based on his batting average in the previous year and/or his cumulative batting average (in the prior year).
Using this data:
- Provide Excel regression results for batting average as a function of both the previous season average and the cumulative batting average.
- Are the independent variables statistically significant? Explain.
YEAR | Last name | First name | BattingAverage | BattingAverageLAG1 | CumulativeAverageLAG1 |
1960 | Aaron | Hank | 0.292 | 0.355 | 0.355 |
1961 | Aaron | Hank | 0.327 | 0.292 | 0.324 |
1962 | Aaron | Hank | 0.323 | 0.327 | 0.325 |
1963 | Aaron | Hank | 0.319 | 0.323 | 0.324 |
1964 | Aaron | Hank | 0.328 | 0.319 | 0.323 |
1965 | Aaron | Hank | 0.318 | 0.328 | 0.324 |
1966 | Aaron | Hank | 0.279 | 0.318 | 0.323 |
1967 | Aaron | Hank | 0.307 | 0.279 | 0.317 |
1968 | Aaron | Hank | 0.287 | 0.307 | 0.316 |
1969 | Aaron | Hank | 0.300 | 0.287 | 0.313 |
1970 | Aaron | Hank | 0.298 | 0.300 | 0.312 |
1971 | Aaron | Hank | 0.327 | 0.298 | 0.311 |
1972 | Aaron | Hank | 0.265 | 0.327 | 0.312 |
1999 | Abreu | Bobby | 0.335 | 0.312 | 0.293 |
2000 | Abreu | Bobby | 0.316 | 0.335 | 0.311 |
2001 | Abreu | Bobby | 0.289 | 0.316 | 0.313 |
2002 | Abreu | Bobby | 0.308 | 0.289 | 0.307 |
2003 | Abreu | Bobby | 0.300 | 0.308 | 0.307 |
2004 | Abreu | Bobby | 0.301 | 0.300 | 0.306 |
1965 | Adair | Jerry | 0.259 | 0.248 | 0.258 |
1966 | Adair | Jerry | 0.249 | 0.259 | 0.259 |
1967 | Adair | Jerry | 0.271 | 0.249 | 0.257 |
1960 | Adcock | Joe | 0.298 | 0.292 | 0.292 |
1961 | Adcock | Joe | 0.285 | 0.298 | 0.295 |
1967 | Agee | Tommie | 0.234 | 0.273 | 0.262 |
1970 | Agee | Tommie | 0.286 | 0.271 | 0.250 |
1971 | Agee | Tommie | 0.285 | 0.286 | 0.258 |
1972 | Agee | Tommie | 0.227 | 0.285 | 0.262 |
1983 | Aikens | Willie | 0.302 | 0.281 | 0.273 |
1998 | Alfonzo | Edgardo | 0.278 | 0.315 | 0.288 |
1999 | Alfonzo | Edgardo | 0.304 | 0.278 | 0.285 |
2000 | Alfonzo | Edgardo | 0.324 | 0.304 | 0.290 |
2001 | Alfonzo | Edgardo | 0.243 | 0.324 | 0.296 |
2002 | Alfonzo | Edgardo | 0.308 | 0.243 | 0.289 |
2003 | Alfonzo | Edgardo | 0.259 | 0.308 | 0.292 |
2004 | Alfonzo | Edgardo | 0.289 | 0.259 | 0.288 |
1963 | Allen | Bernie | 0.240 | 0.269 | 0.269 |
1965 | Allen | Dick | 0.302 | 0.318 | 0.317 |
1966 | Allen | Dick | 0.317 | 0.302 | 0.310 |
1967 | Allen | Dick | 0.307 | 0.317 | 0.312 |
1968 | Allen | Dick | 0.263 | 0.307 | 0.311 |
1969 | Allen | Dick | 0.288 | 0.263 | 0.302 |
1970 | Allen | Dick | 0.279 | 0.288 | 0.300 |
1971 | Allen | Dick | 0.295 | 0.279 | 0.297 |
1972 | Allen | Dick | 0.308 | 0.295 | 0.297 |
1975 | Allen | Dick | 0.233 | 0.301 | 0.299 |
1966 | Alley | Gene | 0.299 | 0.252 | 0.238 |
1967 | Alley | Gene | 0.287 | 0.299 | 0.264 |
1968 | Alley | Gene | 0.245 | 0.287 | 0.271 |
1960 | Allison | Bob | 0.251 | 0.261 | 0.261 |
1961 | Allison | Bob | 0.245 | 0.251 | 0.257 |
1962 | Allison | Bob | 0.266 | 0.245 | 0.253 |
1963 | Allison | Bob | 0.271 | 0.266 | 0.256 |
1964 | Allison | Bob | 0.287 | 0.271 | 0.259 |
1965 | Allison | Bob | 0.233 | 0.287 | 0.263 |
1968 | Allison | Bob | 0.247 | 0.258 | 0.258 |
1978 | Almon | Bill | 0.252 | 0.261 | 0.265 |
1989 | Alomar | Roberto | 0.295 | 0.266 | 0.266 |
1990 | Alomar | Roberto | 0.287 | 0.295 | 0.282 |
1991 | Alomar | Roberto | 0.295 | 0.287 | 0.283 |
1992 | Alomar | Roberto | 0.310 | 0.295 | 0.286 |
1993 | Alomar | Roberto | 0.326 | 0.310 | 0.291 |
1996 | Alomar | Roberto | 0.328 | 0.300 | 0.298 |
1997 | Alomar | Roberto | 0.333 | 0.328 | 0.302 |
1998 | Alomar | Roberto | 0.282 | 0.333 | 0.304 |
1999 | Alomar | Roberto | 0.323 | 0.282 | 0.302 |
2000 | Alomar | Roberto | 0.310 | 0.323 | 0.304 |
2001 | Alomar | Roberto | 0.336 | 0.310 | 0.304 |
2002 | Alomar | Roberto | 0.266 | 0.336 | 0.306 |
2003 | Alomar | Roberto | 0.258 | 0.266 | 0.304 |
1970 | Alomar Sr. | Sandy | 0.251 | 0.248 | 0.238 |
1971 | Alomar Sr. | Sandy | 0.260 | 0.251 | 0.243 |
1972 | Alomar Sr. | Sandy | 0.239 | 0.260 | 0.247 |
1973 | Alomar Sr. | Sandy | 0.238 | 0.239 | 0.246 |
1997 | Alomar Jr. | Sandy | 0.324 | 0.263 | 0.270 |
1998 | Alomar Jr. | Sandy | 0.235 | 0.324 | 0.280 |
1962 | Alou | Felipe | 0.316 | 0.289 | 0.277 |
1963 | Alou | Felipe | 0.281 | 0.316 | 0.291 |
1964 | Alou | Felipe | 0.253 | 0.281 | 0.289 |
1965 | Alou | Felipe | 0.297 | 0.253 | 0.283 |
1966 | Alou | Felipe | 0.327 | 0.297 | 0.285 |
1967 | Alou | Felipe | 0.274 | 0.327 | 0.293 |
1968 | Alou | Felipe | 0.317 | 0.274 | 0.290 |
1969 | Alou | Felipe | 0.282 | 0.317 | 0.294 |
1970 | Alou | Felipe | 0.271 | 0.282 | 0.293 |
1971 | Alou | Felipe | 0.288 | 0.271 | 0.291 |
1968 | Alou | Jesus | 0.263 | 0.292 | 0.283 |
1969 | Alou | Jesus | 0.248 | 0.263 | 0.279 |
1970 | Alou | Jesus | 0.306 | 0.248 | 0.274 |
1971 | Alou | Jesus | 0.279 | 0.306 | 0.279 |
1967 | Alou | Matty | 0.338 | 0.342 | 0.287 |
1968 | Alou | Matty | 0.332 | 0.338 | 0.301 |
1969 | Alou | Matty | 0.331 | 0.332 | 0.307 |
1970 | Alou | Matty | 0.297 | 0.331 | 0.312 |
1971 | Alou | Matty | 0.315 | 0.297 | 0.309 |
1972 | Alou | Matty | 0.307 | 0.315 | 0.310 |
1973 | Alou | Matty | 0.295 | 0.307 | 0.310 |
1994 | Alou | Moises | 0.339 | 0.286 | 0.282 |
1997 | Alou | Moises | 0.292 | 0.281 | 0.292 |
1998 | Alou | Moises | 0.312 | 0.292 | 0.292 |
2001 | Alou | Moises | 0.331 | 0.355 | 0.303 |
2002 | Alou | Moises | 0.275 | 0.331 | 0.306 |
2003 | Alou | Moises | 0.280 | 0.275 | 0.303 |
2004 | Alou | Moises | 0.293 | 0.280 | 0.300 |
1962 | Altman | George | 0.318 | 0.303 | 0.274 |
1963 | Altman | George | 0.274 | 0.318 | 0.287 |
1964 | Altman | George | 0.230 | 0.274 | 0.285 |
1966 | Alvis | Max | 0.245 | 0.247 | 0.257 |
1967 | Alvis | Max | 0.256 | 0.245 | 0.254 |
1968 | Alvis | Max | 0.223 | 0.256 | 0.254 |
1993 | Anderson | Brady | 0.263 | 0.271 | 0.238 |
1994 | Anderson | Brady | 0.263 | 0.263 | 0.244 |
1995 | Anderson | Brady | 0.262 | 0.263 | 0.247 |
1996 | Anderson | Brady | 0.297 | 0.262 | 0.250 |
1997 | Anderson | Brady | 0.288 | 0.297 | 0.257 |
1998 | Anderson | Brady | 0.236 | 0.288 | 0.261 |
1999 | Anderson | Brady | 0.282 | 0.236 | 0.259 |
2000 | Anderson | Brady | 0.257 | 0.282 | 0.261 |
2001 | Anderson | Brady | 0.202 | 0.257 | 0.261 |
1997 | Anderson | Garret | 0.303 | 0.285 | 0.300 |
1998 | Anderson | Garret | 0.294 | 0.303 | 0.301 |
1999 | Anderson | Garret | 0.303 | 0.294 | 0.299 |
2000 | Anderson | Garret | 0.286 | 0.303 | 0.300 |
2001 | Anderson | Garret | 0.289 | 0.286 | 0.297 |
2002 | Anderson | Garret | 0.306 | 0.289 | 0.296 |
2003 | Anderson | Garret | 0.315 | 0.306 | 0.297 |
2004 | Anderson | Garret | 0.301 | 0.315 | 0.299 |
2002 | Anderson | Marlon | 0.258 | 0.293 | 0.270 |
2003 | Anderson | Marlon | 0.270 | 0.258 | 0.266 |
1968 | Andrews | Mike | 0.271 | 0.263 | 0.260 |
1969 | Andrews | Mike | 0.293 | 0.271 | 0.265 |
1970 | Andrews | Mike | 0.253 | 0.293 | 0.274 |
1977 | Andrews | Rob | 0.264 | 0.256 | 0.249 |
1993 | Anthony | Eric | 0.249 | 0.239 | 0.210 |
1960 | Aparicio | Luis | 0.277 | 0.257 | 0.257 |
1961 | Aparicio | Luis | 0.272 | 0.277 | 0.267 |
1962 | Aparicio | Luis | 0.241 | 0.272 | 0.268 |
1963 | Aparicio | Luis | 0.250 | 0.241 | 0.262 |
1964 | Aparicio | Luis | 0.266 | 0.250 | 0.259 |
1965 | Aparicio | Luis | 0.225 | 0.266 | 0.260 |
1966 | Aparicio | Luis | 0.276 | 0.225 | 0.256 |
1967 | Aparicio | Luis | 0.233 | 0.276 | 0.259 |
1968 | Aparicio | Luis | 0.264 | 0.233 | 0.256 |
1969 | Aparicio | Luis | 0.280 | 0.264 | 0.257 |
1970 | Aparicio | Luis | 0.313 | 0.280 | 0.259 |
1971 | Aparicio | Luis | 0.232 | 0.313 | 0.263 |
1972 | Aparicio | Luis | 0.257 | 0.232 | 0.261 |
1973 | Aparicio | Luis | 0.271 | 0.257 | 0.261 |
1981 | Armas | Tony | 0.261 | 0.279 | 0.254 |
1982 | Armas | Tony | 0.233 | 0.261 | 0.255 |
1983 | Armas | Tony | 0.218 | 0.233 | 0.251 |
1984 | Armas | Tony | 0.268 | 0.218 | 0.244 |
1960 | Ashburn | Richie | 0.291 | 0.266 | 0.266 |
1963 | Aspromonte | Bob | 0.214 | 0.266 | 0.257 |
1964 | Aspromonte | Bob | 0.280 | 0.214 | 0.239 |
1965 | Aspromonte | Bob | 0.263 | 0.280 | 0.252 |
1966 | Aspromonte | Bob | 0.252 | 0.263 | 0.255 |
1967 | Aspromonte | Bob | 0.294 | 0.252 | 0.254 |
1968 | Aspromonte | Bob | 0.225 | 0.294 | 0.260 |
1999 | Aurilia | Rich | 0.281 | 0.266 | 0.262 |
2000 | Aurilia | Rich | 0.271 | 0.281 | 0.270 |
2001 | Aurilia | Rich | 0.324 | 0.271 | 0.270 |
2002 | Aurilia | Rich | 0.257 | 0.324 | 0.283 |
2003 | Aurilia | Rich | 0.277 | 0.257 | 0.279 |
1998 | Ausmus | Brad | 0.269 | 0.266 | 0.257 |
1999 | Ausmus | Brad | 0.275 | 0.269 | 0.259 |
2000 | Ausmus | Brad | 0.266 | 0.275 | 0.262 |
2001 | Ausmus | Brad | 0.232 | 0.266 | 0.263 |
2002 | Ausmus | Brad | 0.257 | 0.232 | 0.259 |
2003 | Ausmus | Brad | 0.229 | 0.257 | 0.259 |
2004 | Ausmus | Brad | 0.248 | 0.229 | 0.256 |
1985 | Backman | Wally | 0.273 | 0.280 | 0.276 |
1992 | Baerga | Carlos | 0.312 | 0.288 | 0.278 |
1993 | Baerga | Carlos | 0.321 | 0.312 | 0.293 |
1994 | Baerga | Carlos | 0.314 | 0.321 | 0.301 |
1995 | Baerga | Carlos | 0.314 | 0.314 | 0.303 |
1996 | Baerga | Carlos | 0.254 | 0.314 | 0.305 |
1997 | Baerga | Carlos | 0.281 | 0.254 | 0.298 |
1998 | Baerga | Carlos | 0.266 | 0.281 | 0.296 |
1992 | Bagwell | Jeff | 0.273 | 0.294 | 0.294 |
1993 | Bagwell | Jeff | 0.320 | 0.273 | 0.283 |
1994 | Bagwell | Jeff | 0.368 | 0.320 | 0.295 |
1995 | Bagwell | Jeff | 0.290 | 0.368 | 0.309 |
1996 | Bagwell | Jeff | 0.315 | 0.290 | 0.306 |
1997 | Bagwell | Jeff | 0.286 | 0.315 | 0.307 |
1998 | Bagwell | Jeff | 0.304 | 0.286 | 0.304 |
1999 | Bagwell | Jeff | 0.304 | 0.304 | 0.304 |
2000 | Bagwell | Jeff | 0.310 | 0.304 | 0.304 |
2001 | Bagwell | Jeff | 0.288 | 0.310 | 0.305 |
2002 | Bagwell | Jeff | 0.291 | 0.288 | 0.303 |
2003 | Bagwell | Jeff | 0.278 | 0.291 | 0.302 |
2004 | Bagwell | Jeff | 0.266 | 0.278 | 0.300 |
1964 | Bailey | Bob | 0.281 | 0.228 | 0.224 |
1965 | Bailey | Bob | 0.256 | 0.281 | 0.250 |
1972 | Bailey | Bob | 0.233 | 0.251 | 0.255 |
1973 | Bailey | Bob | 0.273 | 0.233 | 0.252 |
1974 | Bailey | Bob | 0.280 | 0.273 | 0.255 |
1978 | Bailor | Bob | 0.264 | 0.310 | 0.308 |
1979 | Bailor | Bob | 0.229 | 0.264 | 0.284 |
1983 | Baines | Harold | 0.280 | 0.271 | 0.268 |
1984 | Baines | Harold | 0.304 | 0.280 | 0.272 |
1985 | Baines | Harold | 0.309 | 0.304 | 0.279 |
1986 | Baines | Harold | 0.296 | 0.309 | 0.285 |
1987 | Baines | Harold | 0.293 | 0.296 | 0.287 |
1988 | Baines | Harold | 0.277 | 0.293 | 0.288 |
1989 | Baines | Harold | 0.309 | 0.277 | 0.286 |
1990 | Baines | Harold | 0.284 | 0.309 | 0.288 |
1991 | Baines | Harold | 0.295 | 0.284 | 0.288 |
1992 | Baines | Harold | 0.253 | 0.295 | 0.289 |
1993 | Baines | Harold | 0.313 | 0.253 | 0.286 |
1997 | Baines | Harold | 0.301 | 0.311 | 0.290 |
1973 | Baker | Dusty | 0.288 | 0.321 | 0.305 |
1974 | Baker | Dusty | 0.256 | 0.288 | 0.296 |
1975 | Baker | Dusty | 0.261 | 0.256 | 0.283 |
1978 | Baker | Dusty | 0.262 | 0.291 | 0.276 |
1979 | Baker | Dusty | 0.274 | 0.262 | 0.274 |
1980 | Baker | Dusty | 0.294 | 0.274 | 0.274 |
1981 | Baker | Dusty | 0.320 | 0.294 | 0.276 |
1982 | Baker | Dusty | 0.300 | 0.320 | 0.280 |
1983 | Baker | Dusty | 0.260 | 0.300 | 0.282 |
1985 | Balboni | Steve | 0.243 | 0.244 | 0.234 |
1986 | Balboni | Steve | 0.229 | 0.243 | 0.238 |
2004 | Baldelli | Rocco | 0.280 | 0.289 | 0.289 |
1969 | Bando | Sal | 0.281 | 0.251 | 0.242 |
1970 | Bando | Sal | 0.263 | 0.281 | 0.260 |
1971 | Bando | Sal | 0.271 | 0.263 | 0.260 |
1972 | Bando | Sal | 0.236 | 0.271 | 0.263 |
1973 | Bando | Sal | 0.287 | 0.236 | 0.258 |
1974 | Bando | Sal | 0.243 | 0.287 | 0.263 |
1975 | Bando | Sal | 0.230 | 0.243 | 0.260 |
1976 | Bando | Sal | 0.240 | 0.230 | 0.257 |
1977 | Bando | Sal | 0.250 | 0.240 | 0.255 |
1978 | Bando | Sal | 0.285 | 0.250 | 0.254 |
1979 | Bando | Sal | 0.246 | 0.285 | 0.257 |
1960 | Banks | Ernie | 0.271 | 0.304 | 0.304 |
1961 | Banks | Ernie | 0.278 | 0.271 | 0.288 |
1962 | Banks | Ernie | 0.269 | 0.278 | 0.285 |
1963 | Banks | Ernie | 0.227 | 0.269 | 0.280 |
1964 | Banks | Ernie | 0.264 | 0.227 | 0.272 |
1965 | Banks | Ernie | 0.265 | 0.264 | 0.271 |
1966 | Banks | Ernie | 0.272 | 0.265 | 0.270 |
1967 | Banks | Ernie | 0.276 | 0.272 | 0.270 |
1968 | Banks | Ernie | 0.246 | 0.276 | 0.271 |
1969 | Banks | Ernie | 0.253 | 0.246 | 0.268 |
1986 | Barfield | Jesse | 0.289 | 0.289 | 0.267 |
1987 | Barfield | Jesse | 0.263 | 0.289 | 0.273 |
1988 | Barfield | Jesse | 0.244 | 0.263 | 0.271 |
1989 | Barfield | Jesse | 0.234 | 0.244 | 0.267 |
1990 | Barfield | Jesse | 0.246 | 0.234 | 0.263 |
1985 | Barrett | Marty | 0.266 | 0.303 | 0.289 |
1986 | Barrett | Marty | 0.286 | 0.266 | 0.277 |
1987 | Barrett | Marty | 0.293 | 0.286 | 0.281 |
1988 | Barrett | Marty | 0.283 | 0.293 | 0.284 |
1986 | Bass | Kevin | 0.311 | 0.269 | 0.253 |
1987 | Bass | Kevin | 0.284 | 0.311 | 0.274 |
1988 | Bass | Kevin | 0.255 | 0.284 | 0.276 |
1971 | Bateman | John | 0.242 | 0.237 | 0.228 |
2000 | Batista | Tony | 0.263 | 0.277 | 0.269 |
2001 | Batista | Tony | 0.238 | 0.263 | 0.267 |
2002 | Batista | Tony | 0.244 | 0.238 | 0.260 |
2003 | Batista | Tony | 0.235 | 0.244 | 0.257 |
2004 | Batista | Tony | 0.241 | 0.235 | 0.253 |
1961 | Battey | Earl | 0.302 | 0.270 | 0.264 |
1962 | Battey | Earl | 0.280 | 0.302 | 0.282 |
1963 | Battey | Earl | 0.285 | 0.280 | 0.281 |
1964 | Battey | Earl | 0.272 | 0.285 | 0.282 |
1974 | Baylor | Don | 0.272 | 0.286 | 0.270 |
1975 | Baylor | Don | 0.282 | 0.272 | 0.271 |
1976 | Baylor | Don | 0.247 | 0.282 | 0.274 |
1977 | Baylor | Don | 0.251 | 0.247 | 0.267 |
1978 | Baylor | Don | 0.255 | 0.251 | 0.264 |
1979 | Baylor | Don | 0.296 | 0.255 | 0.263 |
1983 | Baylor | Don | 0.303 | 0.263 | 0.264 |
1984 | Baylor | Don | 0.262 | 0.303 | 0.268 |
1985 | Baylor | Don | 0.231 | 0.262 | 0.267 |
1986 | Baylor | Don | 0.238 | 0.231 | 0.265 |
1966 | Beckert | Glenn | 0.287 | 0.239 | 0.239 |
1967 | Beckert | Glenn | 0.280 | 0.287 | 0.264 |
1968 | Beckert | Glenn | 0.294 | 0.280 | 0.269 |
1969 | Beckert | Glenn | 0.291 | 0.294 | 0.275 |
1970 | Beckert | Glenn | 0.288 | 0.291 | 0.278 |
1971 | Beckert | Glenn | 0.342 | 0.288 | 0.280 |
1972 | Beckert | Glenn | 0.270 | 0.342 | 0.287 |
1997 | Becker | Rich | 0.264 | 0.291 | 0.268 |
1969 | Belanger | Mark | 0.287 | 0.208 | 0.198 |
1970 | Belanger | Mark | 0.218 | 0.287 | 0.237 |
1971 | Belanger | Mark | 0.266 | 0.218 | 0.232 |
1974 | Belanger | Mark | 0.225 | 0.226 | 0.232 |
1975 | Belanger | Mark | 0.226 | 0.225 | 0.231 |
1976 | Belanger | Mark | 0.270 | 0.226 | 0.230 |
1977 | Belanger | Mark | 0.206 | 0.270 | 0.235 |
1973 | Bell | Buddy | 0.268 | 0.255 | 0.255 |
1974 | Bell | Buddy | 0.262 | 0.268 | 0.263 |
1975 | Bell | Buddy | 0.271 | 0.262 | 0.263 |
1976 | Bell | Buddy | 0.281 | 0.271 | 0.265 |
1977 | Bell | Buddy | 0.292 | 0.281 | 0.269 |
1978 | Bell | Buddy | 0.282 | 0.292 | 0.272 |
1979 | Bell | Buddy | 0.299 | 0.282 | 0.274 |
1980 | Bell | Buddy | 0.329 | 0.299 | 0.277 |
1983 | Bell | Buddy | 0.277 | 0.296 | 0.285 |
1984 | Bell | Buddy | 0.315 | 0.277 | 0.284 |
1985 | Bell | Buddy | 0.229 | 0.315 | 0.286 |
1986 | Bell | Buddy | 0.278 | 0.229 | 0.282 |
1987 | Bell | Buddy | 0.284 | 0.278 | 0.282 |
1999 | Bell | David | 0.268 | 0.273 | 0.248 |
2000 | Bell | David | 0.247 | 0.268 | 0.256 |
2001 | Bell | David | 0.260 | 0.247 | 0.254 |
2002 | Bell | David | 0.261 | 0.260 | 0.255 |
1994 | Bell | Derek | 0.311 | 0.262 | 0.253 |
1995 | Bell | Derek | 0.334 | 0.311 | 0.275 |
1996 | Bell | Derek | 0.263 | 0.334 | 0.291 |
1997 | Bell | Derek | 0.276 | 0.263 | 0.283 |
1998 | Bell | Derek | 0.314 | 0.276 | 0.282 |
1999 | Bell | Derek | 0.236 | 0.314 | 0.288 |
2000 | Bell | Derek | 0.266 | 0.236 | 0.281 |
1992 | Belle | Albert | 0.260 | 0.282 | 0.261 |
1993 | Belle | Albert | 0.290 | 0.260 | 0.260 |
1994 | Belle | Albert | 0.357 | 0.290 | 0.270 |
1995 | Belle | Albert | 0.317 | 0.357 | 0.285 |
1996 | Belle | Albert | 0.311 | 0.317 | 0.291 |
1997 | Belle | Albert | 0.274 | 0.311 | 0.295 |
1998 | Belle | Albert | 0.328 | 0.274 | 0.292 |
1999 | Belle | Albert | 0.297 | 0.328 | 0.296 |
2000 | Belle | Albert | 0.281 | 0.297 | 0.296 |
1985 | Bell | George | 0.275 | 0.292 | 0.278 |
1986 | Bell | George | 0.309 | 0.275 | 0.277 |
1987 | Bell | George | 0.308 | 0.309 | 0.287 |
1988 | Bell | George | 0.269 | 0.308 | 0.291 |
1989 | Bell | George | 0.297 | 0.269 | 0.287 |
1990 | Bell | George | 0.265 | 0.297 | 0.289 |
1991 | Bell | George | 0.285 | 0.265 | 0.286 |
1992 | Bell | George | 0.255 | 0.285 | 0.286 |
1993 | Bell | George | 0.217 | 0.255 | 0.282 |
1960 | Bell | Gus | 0.262 | 0.293 | 0.293 |
2000 | Belliard | Ron | 0.263 | 0.295 | 0.294 |
2004 | Belliard | Ron | 0.282 | 0.277 | 0.266 |
1991 | Bell | Jay | 0.270 | 0.254 | 0.246 |
1992 | Bell | Jay | 0.264 | 0.270 | 0.254 |
1993 | Bell | Jay | 0.310 | 0.264 | 0.257 |
1994 | Bell | Jay | 0.276 | 0.310 | 0.267 |
1995 | Bell | Jay | 0.262 | 0.276 | 0.268 |
1996 | Bell | Jay | 0.250 | 0.262 | 0.267 |
1997 | Bell | Jay | 0.291 | 0.250 | 0.265 |
1998 | Bell | Jay | 0.251 | 0.291 | 0.268 |
1999 | Bell | Jay | 0.289 | 0.251 | 0.267 |
2000 | Bell | Jay | 0.267 | 0.289 | 0.269 |
2001 | Bell | Jay | 0.248 | 0.267 | 0.269 |
2000 | Beltre | Adrian | 0.290 | 0.275 | 0.259 |
2001 | Beltre | Adrian | 0.265 | 0.290 | 0.272 |
2002 | Beltre | Adrian | 0.257 | 0.265 | 0.270 |
2003 | Beltre | Adrian | 0.240 | 0.257 | 0.267 |
2004 | Beltre | Adrian | 0.334 | 0.240 | 0.262 |
2002 | Beltran | Carlos | 0.273 | 0.306 | 0.287 |
2003 | Beltran | Carlos | 0.307 | 0.273 | 0.283 |
2004 | Beltran | Carlos | 0.267 | 0.307 | 0.288 |
2000 | Benard | Marvin | 0.263 | 0.290 | 0.280 |
1969 | Bench | Johnny | 0.293 | 0.275 | 0.260 |
1970 | Bench | Johnny | 0.293 | 0.293 | 0.275 |
1971 | Bench | Johnny | 0.238 | 0.293 | 0.281 |
1972 | Bench | Johnny | 0.270 | 0.238 | 0.271 |
1973 | Bench | Johnny | 0.253 | 0.270 | 0.271 |
1974 | Bench | Johnny | 0.280 | 0.253 | 0.268 |
1975 | Bench | Johnny | 0.283 | 0.280 | 0.270 |
1976 | Bench | Johnny | 0.234 | 0.283 | 0.271 |
1977 | Bench | Johnny | 0.275 | 0.234 | 0.268 |
1977 | Beniquez | Juan | 0.269 | 0.255 | 0.267 |
1978 | Beniquez | Juan | 0.260 | 0.269 | 0.267 |
1989 | Benzinger | Todd | 0.245 | 0.254 | 0.263 |
2002 | Berkman | Lance | 0.292 | 0.331 | 0.311 |
2003 | Berkman | Lance | 0.288 | 0.292 | 0.304 |
2004 | Berkman | Lance | 0.316 | 0.288 | 0.300 |
1983 | Bernazard | Tony | 0.265 | 0.256 | 0.259 |
1984 | Bernazard | Tony | 0.221 | 0.265 | 0.261 |
1985 | Bernazard | Tony | 0.274 | 0.221 | 0.252 |
1986 | Bernazard | Tony | 0.301 | 0.274 | 0.257 |
1987 | Bernazard | Tony | 0.250 | 0.301 | 0.264 |
1983 | Berra | Dale | 0.251 | 0.263 | 0.238 |
1984 | Berra | Dale | 0.222 | 0.251 | 0.242 |
2004 | Berroa | Angel | 0.262 | 0.287 | 0.282 |
1996 | Berroa | Geronimo | 0.290 | 0.278 | 0.279 |
1997 | Berroa | Geronimo | 0.283 | 0.290 | 0.283 |
1966 | Berry | Ken | 0.271 | 0.218 | 0.229 |
1967 | Berry | Ken | 0.241 | 0.271 | 0.248 |
1968 | Berry | Ken | 0.252 | 0.241 | 0.246 |
1973 | Berry | Ken | 0.284 | 0.289 | 0.253 |
1994 | Bichette | Dante | 0.304 | 0.310 | 0.270 |
1995 | Bichette | Dante | 0.340 | 0.304 | 0.277 |
1996 | Bichette | Dante | 0.313 | 0.340 | 0.289 |
1997 | Bichette | Dante | 0.308 | 0.313 | 0.293 |
1998 | Bichette | Dante | 0.331 | 0.308 | 0.295 |
1999 | Bichette | Dante | 0.298 | 0.331 | 0.300 |
2000 | Bichette | Dante | 0.294 | 0.298 | 0.300 |
1990 | Biggio | Craig | 0.276 | 0.257 | 0.247 |
1991 | Biggio | Craig | 0.295 | 0.276 | 0.261 |
1992 | Biggio | Craig | 0.277 | 0.295 | 0.272 |
1993 | Biggio | Craig | 0.287 | 0.277 | 0.274 |
1994 | Biggio | Craig | 0.318 | 0.287 | 0.276 |
1995 | Biggio | Craig | 0.302 | 0.318 | 0.282 |
1996 | Biggio | Craig | 0.288 | 0.302 | 0.285 |
1997 | Biggio | Craig | 0.309 | 0.288 | 0.285 |
1998 | Biggio | Craig | 0.325 | 0.309 | 0.288 |
1999 | Biggio | Craig | 0.294 | 0.325 | 0.292 |
2002 | Biggio | Craig | 0.253 | 0.292 | 0.291 |
2003 | Biggio | Craig | 0.264 | 0.253 | 0.288 |
2004 | Biggio | Craig | 0.281 | 0.264 | 0.287 |
1968 | Blair | Paul | 0.211 | 0.293 | 0.271 |
1969 | Blair | Paul | 0.285 | 0.211 | 0.256 |
1970 | Blair | Paul | 0.267 | 0.285 | 0.264 |
1971 | Blair | Paul | 0.262 | 0.267 | 0.264 |
1972 | Blair | Paul | 0.233 | 0.262 | 0.264 |
1973 | Blair | Paul | 0.280 | 0.233 | 0.260 |
1974 | Blair | Paul | 0.261 | 0.280 | 0.262 |
1975 | Blair | Paul | 0.218 | 0.261 | 0.262 |
2004 | Blake | Casey | 0.271 | 0.257 | 0.253 |
2004 | Blalock | Hank | 0.276 | 0.300 | 0.282 |
1960 | Blasingame | Don | 0.235 | 0.289 | 0.289 |
1961 | Blasingame | Don | 0.222 | 0.235 | 0.264 |
1962 | Blasingame | Don | 0.281 | 0.222 | 0.252 |
1965 | Blasingame | Don | 0.223 | 0.267 | 0.259 |
1966 | Blefary | Curt | 0.255 | 0.260 | 0.260 |
1967 | Blefary | Curt | 0.242 | 0.255 | 0.258 |
1968 | Blefary | Curt | 0.200 | 0.242 | 0.252 |
1969 | Blefary | Curt | 0.253 | 0.200 | 0.239 |
1977 | Bochte | Bruce | 0.301 | 0.258 | 0.270 |
1978 | Bochte | Bruce | 0.263 | 0.301 | 0.280 |
1979 | Bochte | Bruce | 0.316 | 0.263 | 0.276 |
1980 | Bochte | Bruce | 0.300 | 0.316 | 0.285 |
1985 | Bochte | Bruce | 0.295 | 0.264 | 0.284 |
1986 | Bochte | Bruce | 0.256 | 0.295 | 0.285 |
1984 | Boggs | Wade | 0.325 | 0.361 | 0.357 |
1985 | Boggs | Wade | 0.368 | 0.325 | 0.344 |
1986 | Boggs | Wade | 0.357 | 0.368 | 0.351 |
1987 | Boggs | Wade | 0.363 | 0.357 | 0.352 |
1988 | Boggs | Wade | 0.366 | 0.363 | 0.354 |
1989 | Boggs | Wade | 0.330 | 0.366 | 0.356 |
1990 | Boggs | Wade | 0.302 | 0.330 | 0.352 |
1991 | Boggs | Wade | 0.332 | 0.302 | 0.346 |
1992 | Boggs | Wade | 0.259 | 0.332 | 0.345 |
1993 | Boggs | Wade | 0.302 | 0.259 | 0.338 |
1996 | Boggs | Wade | 0.311 | 0.324 | 0.334 |
1960 | Bolling | Frank | 0.254 | 0.266 | 0.266 |
1961 | Bolling | Frank | 0.262 | 0.254 | 0.259 |
1962 | Bolling | Frank | 0.271 | 0.262 | 0.260 |
1963 | Bolling | Frank | 0.244 | 0.271 | 0.262 |
1987 | Bonds | Barry | 0.261 | 0.223 | 0.223 |
1988 | Bonds | Barry | 0.283 | 0.261 | 0.245 |
1989 | Bonds | Barry | 0.248 | 0.283 | 0.258 |
1990 | Bonds | Barry | 0.301 | 0.248 | 0.256 |
1991 | Bonds | Barry | 0.292 | 0.301 | 0.265 |
1992 | Bonds | Barry | 0.311 | 0.292 | 0.269 |
1993 | Bonds | Barry | 0.336 | 0.311 | 0.275 |
1996 | Bonds | Barry | 0.308 | 0.294 | 0.286 |
1997 | Bonds | Barry | 0.291 | 0.308 | 0.288 |
1998 | Bonds | Barry | 0.303 | 0.291 | 0.288 |
2001 | Bonds | Barry | 0.328 | 0.306 | 0.289 |
2002 | Bonds | Barry | 0.370 | 0.328 | 0.292 |
1970 | Bonds | Bobby | 0.302 | 0.259 | 0.257 |
1971 | Bonds | Bobby | 0.288 | 0.302 | 0.276 |
1972 | Bonds | Bobby | 0.259 | 0.288 | 0.279 |
1973 | Bonds | Bobby | 0.283 | 0.259 | 0.275 |
1974 | Bonds | Bobby | 0.256 | 0.283 | 0.276 |
1975 | Bonds | Bobby | 0.270 | 0.256 | 0.273 |
1978 | Bonds | Bobby | 0.267 | 0.264 | 0.271 |
1979 | Bonds | Bobby | 0.275 | 0.267 | 0.271 |
1965 | Bond | Walt | 0.263 | 0.254 | 0.251 |
1987 | Bonilla | Bobby | 0.300 | 0.256 | 0.256 |
1988 | Bonilla | Bobby | 0.274 | 0.300 | 0.279 |
1989 | Bonilla | Bobby | 0.281 | 0.274 | 0.277 |
1990 | Bonilla | Bobby | 0.280 | 0.281 | 0.278 |
1991 | Bonilla | Bobby | 0.302 | 0.280 | 0.279 |
1992 | Bonilla | Bobby | 0.249 | 0.302 | 0.283 |
1993 | Bonilla | Bobby | 0.265 | 0.249 | 0.279 |
1994 | Bonilla | Bobby | 0.290 | 0.265 | 0.277 |
1995 | Bonilla | Bobby | 0.329 | 0.290 | 0.278 |
1996 | Bonilla | Bobby | 0.287 | 0.329 | 0.284 |
1997 | Bonilla | Bobby | 0.297 | 0.287 | 0.284 |
2003 | Boone | Aaron | 0.267 | 0.241 | 0.271 |
1974 | Boone | Bob | 0.242 | 0.261 | 0.262 |
1978 | Boone | Bob | 0.283 | 0.284 | 0.261 |
1983 | Boone | Bob | 0.256 | 0.256 | 0.259 |
1984 | Boone | Bob | 0.202 | 0.256 | 0.259 |
1985 | Boone | Bob | 0.248 | 0.202 | 0.254 |
1986 | Boone | Bob | 0.222 | 0.248 | 0.253 |
1996 | Boone | Bret | 0.233 | 0.267 | 0.272 |
1997 | Boone | Bret | 0.223 | 0.233 | 0.261 |
1998 | Boone | Bret | 0.266 | 0.223 | 0.253 |
1999 | Boone | Bret | 0.252 | 0.266 | 0.256 |
2000 | Boone | Bret | 0.251 | 0.252 | 0.255 |
2001 | Boone | Bret | 0.331 | 0.251 | 0.255 |
2002 | Boone | Bret | 0.278 | 0.331 | 0.265 |
2003 | Boone | Bret | 0.294 | 0.278 | 0.267 |
2004 | Boone | Bret | 0.251 | 0.294 | 0.270 |
1993 | Borders | Pat | 0.254 | 0.242 | 0.258 |
1993 | Bordick | Mike | 0.249 | 0.300 | 0.276 |
1996 | Bordick | Mike | 0.240 | 0.264 | 0.263 |
1997 | Bordick | Mike | 0.236 | 0.240 | 0.258 |
1998 | Bordick | Mike | 0.260 | 0.236 | 0.254 |
1999 | Bordick | Mike | 0.277 | 0.260 | 0.255 |
2000 | Bordick | Mike | 0.285 | 0.277 | 0.258 |
1979 | Bosetti | Rick | 0.260 | 0.259 | 0.256 |
1977 | Bostock | Lyman | 0.336 | 0.323 | 0.305 |
1978 | Bostock | Lyman | 0.296 | 0.336 | 0.318 |
1971 | Bowa | Larry | 0.249 | 0.250 | 0.250 |
1972 | Bowa | Larry | 0.250 | 0.249 | 0.250 |
1973 | Bowa | Larry | 0.211 | 0.250 | 0.250 |
1974 | Bowa | Larry | 0.275 | 0.211 | 0.242 |
1975 | Bowa | Larry | 0.305 | 0.275 | 0.250 |
1976 | Bowa | Larry | 0.248 | 0.305 | 0.259 |
1977 | Bowa | Larry | 0.280 | 0.248 | 0.257 |
1978 | Bowa | Larry | 0.294 | 0.280 | 0.260 |
1979 | Bowa | Larry | 0.241 | 0.294 | 0.265 |
1980 | Bowa | Larry | 0.267 | 0.241 | 0.262 |
1983 | Bowa | Larry | 0.267 | 0.246 | 0.263 |
1962 | Boyer | Clete | 0.272 | 0.224 | 0.226 |
1963 | Boyer | Clete | 0.251 | 0.272 | 0.242 |
1964 | Boyer | Clete | 0.218 | 0.251 | 0.245 |
1965 | Boyer | Clete | 0.251 | 0.218 | 0.239 |
1966 | Boyer | Clete | 0.240 | 0.251 | 0.241 |
1967 | Boyer | Clete | 0.245 | 0.240 | 0.241 |
1970 | Boyer | Clete | 0.246 | 0.250 | 0.242 |
1960 | Boyer | Ken | 0.304 | 0.309 | 0.309 |
1961 | Boyer | Ken | 0.329 | 0.304 | 0.307 |
1962 | Boyer | Ken | 0.291 | 0.329 | 0.315 |
1963 | Boyer | Ken | 0.285 | 0.291 | 0.308 |
1964 | Boyer | Ken | 0.295 | 0.285 | 0.304 |
1965 | Boyer | Ken | 0.260 | 0.295 | 0.302 |
1966 | Boyer | Ken | 0.266 | 0.260 | 0.296 |
1986 | Bradley | Phil | 0.310 | 0.300 | 0.298 |
1987 | Bradley | Phil | 0.297 | 0.310 | 0.302 |
1988 | Bradley | Phil | 0.264 | 0.297 | 0.301 |
1989 | Bradley | Phil | 0.277 | 0.264 | 0.293 |
1990 | Bradley | Phil | 0.256 | 0.277 | 0.290 |
1997 | Bragg | Darren | 0.257 | 0.261 | 0.251 |
1998 | Bragg | Darren | 0.279 | 0.257 | 0.254 |
1960 | Brandt | Jackie | 0.254 | 0.270 | 0.270 |
1961 | Brandt | Jackie | 0.297 | 0.254 | 0.262 |
1962 | Brandt | Jackie | 0.255 | 0.297 | 0.274 |
1963 | Brandt | Jackie | 0.248 | 0.255 | 0.269 |
1964 | Brandt | Jackie | 0.243 | 0.248 | 0.265 |
1975 | Braun | Steve | 0.302 | 0.280 | 0.277 |
1976 | Braun | Steve | 0.288 | 0.302 | 0.283 |
1977 | Braun | Steve | 0.235 | 0.288 | 0.284 |
1987 | Bream | Sid | 0.275 | 0.268 | 0.253 |
1988 | Bream | Sid | 0.264 | 0.275 | 0.262 |
1985 | Brenly | Bob | 0.220 | 0.291 | 0.273 |
1986 | Brenly | Bob | 0.246 | 0.220 | 0.257 |
1963 | Bressoud | Eddie | 0.260 | 0.277 | 0.252 |
1964 | Bressoud | Eddie | 0.293 | 0.260 | 0.254 |
1975 | Brett | George | 0.308 | 0.282 | 0.270 |
1976 | Brett | George | 0.333 | 0.308 | 0.291 |
1977 | Brett | George | 0.312 | 0.333 | 0.306 |
1978 | Brett | George | 0.294 | 0.312 | 0.308 |
1979 | Brett | George | 0.329 | 0.294 | 0.305 |
1980 | Brett | George | 0.390 | 0.329 | 0.310 |
1983 | Brett | George | 0.310 | 0.301 | 0.316 |
1986 | Brett | George | 0.290 | 0.335 | 0.316 |
1987 | Brett | George | 0.290 | 0.290 | 0.314 |
1988 | Brett | George | 0.306 | 0.290 | 0.312 |
1989 | Brett | George | 0.282 | 0.306 | 0.312 |
1990 | Brett | George | 0.329 | 0.282 | 0.310 |
1991 | Brett | George | 0.255 | 0.329 | 0.311 |
1992 | Brett | George | 0.285 | 0.255 | 0.308 |
1993 | Brett | George | 0.266 | 0.285 | 0.307 |
1973 | Briggs | Johnny | 0.246 | 0.266 | 0.255 |
1974 | Briggs | Johnny | 0.253 | 0.246 | 0.254 |
1964 | Brinkman | Ed | 0.224 | 0.228 | 0.213 |
1965 | Brinkman | Ed | 0.185 | 0.224 | 0.217 |
1966 | Brinkman | Ed | 0.229 | 0.185 | 0.208 |
1970 | Brinkman | Ed | 0.262 | 0.266 | 0.219 |
1971 | Brinkman | Ed | 0.228 | 0.262 | 0.226 |
1972 | Brinkman | Ed | 0.203 | 0.228 | 0.226 |
1973 | Brinkman | Ed | 0.237 | 0.203 | 0.224 |
1974 | Brinkman | Ed | 0.221 | 0.237 | 0.225 |
1963 | Brock | Lou | 0.258 | 0.263 | 0.258 |
1964 | Brock | Lou | 0.315 | 0.258 | 0.258 |
1965 | Brock | Lou | 0.288 | 0.315 | 0.280 |
1966 | Brock | Lou | 0.285 | 0.288 | 0.283 |
1967 | Brock | Lou | 0.299 | 0.285 | 0.283 |
1968 | Brock | Lou | 0.279 | 0.299 | 0.286 |
1969 | Brock | Lou | 0.298 | 0.279 | 0.285 |
1970 | Brock | Lou | 0.304 | 0.298 | 0.287 |
1971 | Brock | Lou | 0.313 | 0.304 | 0.289 |
1972 | Brock | Lou | 0.311 | 0.313 | 0.291 |
1973 | Brock | Lou | 0.297 | 0.311 | 0.293 |
1974 | Brock | Lou | 0.306 | 0.297 | 0.293 |
1975 | Brock | Lou | 0.309 | 0.306 | 0.294 |
1976 | Brock | Lou | 0.301 | 0.309 | 0.295 |
1977 | Brock | Lou | 0.272 | 0.301 | 0.296 |
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