/****************************************************************/ /* S A S S A M P L E L I B R A R Y */ /* */ /* NAME: hpreggs */ /* TITLE: Getting Started Example for PROC HPREG */ /* DESC: Statistics and Salaries of Major League */ /* Baseball (MLB) Players in 1986 */ /* REF: Collier Books, 1987, The 1987 Baseball Encyclopedia */ /* Update, Macmillan Publishing Company, New York. */ /* */ /* PRODUCT: HPA */ /* SYSTEM: ALL */ /* KEYS: Model Selection */ /* PROCS: HPREG */ /* */ /* SUPPORT: Robert Cohen */ /****************************************************************/ data baseball; length name $ 18; length team $ 12; input name $ 1-18 nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat crHits crHome crRuns crRbi crBB league $ division $ team $ position $ nOuts nAssts nError salary; label name="Player's Name" nAtBat="Times at Bat in 1986" nHits="Hits in 1986" nHome="Home Runs in 1986" nRuns="Runs in 1986" nRBI="RBIs in 1986" nBB="Walks in 1986" yrMajor="Years in the Major Leagues" crAtBat="Career times at bat" crHits="Career Hits" crHome="Career Home Runs" crRuns="Career Runs" crRbi="Career RBIs" crBB="Career Walks" league="League at the end of 1986" division="Division at the end of 1986" team="Team at the end of 1986" position="Position(s) in 1986" nOuts="Put Outs in 1986" nAssts="Assists in 1986" nError="Errors in 1986" salary="1987 Salary in $ Thousands"; logSalary = log(Salary); datalines; Allanson, Andy 293 66 1 30 29 14 1 293 66 1 30 29 14 American East Cleveland C 446 33 20 . Ashby, Alan 315 81 7 24 38 39 14 3449 835 69 321 414 375 National West Houston C 632 43 10 475 Davis, Alan 479 130 18 66 72 76 3 1624 457 63 224 266 263 American West Seattle 1B 880 82 14 480 Dawson, Andre 496 141 20 65 78 37 11 5628 1575 225 828 838 354 National East Montreal RF 200 11 3 500 Galarraga, Andres 321 87 10 39 42 30 2 396 101 12 48 46 33 National East Montreal 1B 805 40 4 91.5 Griffin, Alfredo 594 169 4 74 51 35 11 4408 1133 19 501 336 194 American West Oakland SS 282 421 25 750 Newman, Al 185 37 1 23 8 21 2 214 42 1 30 9 24 National East Montreal 2B 76 127 7 70 Salazar, Argenis 298 73 0 24 24 7 3 509 108 0 41 37 12 American West KansasCity SS 121 283 9 100 Thomas, Andres 323 81 6 26 32 8 2 341 86 6 32 34 8 National West Atlanta SS 143 290 19 75 Thornton, Andre 401 92 17 49 66 65 13 5206 1332 253 784 890 866 American East Cleveland DH 0 0 0 1100 Trammell, Alan 574 159 21 107 75 59 10 4631 1300 90 702 504 488 American East Detroit SS 238 445 22 517.143 Trevino, Alex 202 53 4 31 26 27 9 1876 467 15 192 186 161 National West LosAngeles C 304 45 11 512.5 Van Slyke, Andy 418 113 13 48 61 47 4 1512 392 41 205 204 203 National East StLouis RF 211 11 7 550 Wiggins, Alan 239 60 0 30 11 22 6 1941 510 4 309 103 207 American East Baltimore 2B 121 151 6 700 Almon, Bill 196 43 7 29 27 30 13 3231 825 36 376 290 238 National East Pittsburgh UT 80 45 8 240 Beane, Billy 183 39 3 20 15 11 3 201 42 3 20 16 11 American West Minneapolis OF 118 0 0 . Bell, Buddy 568 158 20 89 75 73 15 8068 2273 177 1045 993 732 National West Cincinnati 3B 105 290 10 775 Biancalana, Buddy 190 46 2 24 8 15 5 479 102 5 65 23 39 American West KansasCity SS 102 177 16 175 Bochte, Bruce 407 104 6 57 43 65 12 5233 1478 100 643 658 653 American West Oakland 1B 912 88 9 . Bochy, Bruce 127 32 8 16 22 14 8 727 180 24 67 82 56 National West SanDiego C 202 22 2 135 Bonds, Barry 413 92 16 72 48 65 1 413 92 16 72 48 65 National East Pittsburgh CF 280 9 5 100 Bonilla, Bobby 426 109 3 55 43 62 1 426 109 3 55 43 62 American West Chicago O1 361 22 2 115 Boone, Bob 442 98 7 48 49 43 15 5982 1501 96 555 702 533 American West California C 812 84 11 . Brenly, Bob 472 116 16 60 62 74 6 1924 489 67 242 251 240 National West SanFrancisco C 518 55 3 600 Buckner, Bill 629 168 18 73 102 40 18 8424 2464 164 1008 1072 402 American East Boston 1B 1067 157 14 776.667 Butler, Brett 587 163 4 92 51 70 6 2695 747 17 442 198 317 American East Cleveland CF 434 9 3 765 Dernier, Bob 324 73 4 32 18 22 7 1931 491 13 291 108 180 National East Chicago CF 222 3 3 708.333 Diaz, Bo 474 129 10 50 56 40 10 2331 604 61 246 327 166 National West Cincinnati C 732 83 13 750 Doran, Bill 550 152 6 92 37 81 5 2308 633 32 349 182 308 National West Houston 2B 262 329 16 625 Downing, Brian 513 137 20 90 95 90 14 5201 1382 166 763 734 784 American West California LF 267 5 3 900 Grich, Bobby 313 84 9 42 30 39 17 6890 1833 224 1033 864 1087 American West California 2B 127 221 7 . Hatcher, Billy 419 108 6 55 36 22 3 591 149 8 80 46 31 National West Houston CF 226 7 4 110 Horner, Bob 517 141 27 70 87 52 9 3571 994 215 545 652 337 National West Atlanta 1B 1378 102 8 . Jacoby, Brook 583 168 17 83 80 56 5 1646 452 44 219 208 136 American East Cleveland 3B 109 292 25 612.5 Kearney, Bob 204 49 6 23 25 12 7 1309 308 27 126 132 66 American West Seattle C 419 46 5 300 Madlock, Bill 379 106 10 38 60 30 14 6207 1906 146 859 803 571 National West LosAngeles 3B 72 170 24 850 Meacham, Bobby 161 36 0 19 10 17 4 1053 244 3 156 86 107 American East NewYork SS 70 149 12 . Melvin, Bob 268 60 5 24 25 15 2 350 78 5 34 29 18 National West SanFrancisco C 442 59 6 90 Oglivie, Ben 346 98 5 31 53 30 16 5913 1615 235 784 901 560 American East Milwaukee DH 0 0 0 . Roberts, Bip 241 61 1 34 12 14 1 241 61 1 34 12 14 National West SanDiego 2B 166 172 10 . Robidoux, Billy Jo 181 41 1 15 21 33 2 232 50 4 20 29 45 American East Milwaukee 1B 326 29 5 67.5 Russell, Bill 216 54 0 21 18 15 18 7318 1926 46 796 627 483 National West LosAngeles UT 103 84 5 . Sample, Billy 200 57 6 23 14 14 9 2516 684 46 371 230 195 National West Atlanta OF 69 1 1 . Schroeder, Bill 217 46 7 32 19 9 4 694 160 32 86 76 32 American East Milwaukee UT 307 25 1 180 Wynegar, Butch 194 40 7 19 29 30 11 4183 1069 64 486 493 608 American East NewYork C 325 22 2 . Bando, Chris 254 68 2 28 26 22 6 999 236 21 108 117 118 American East Cleveland C 359 30 4 305 Brown, Chris 416 132 7 57 49 33 3 932 273 24 113 121 80 National West SanFrancisco 3B 73 177 18 215 Castillo, Carmen 205 57 8 34 32 9 5 756 192 32 117 107 51 American East Cleveland OD 58 4 4 247.5 Cooper, Cecil 542 140 12 46 75 41 16 7099 2130 235 987 1089 431 American East Milwaukee 1B 697 61 9 . Davis, Chili 526 146 13 71 70 84 6 2648 715 77 352 342 289 National West SanFrancisco RF 303 9 9 815 Fisk, Carlton 457 101 14 42 63 22 17 6521 1767 281 1003 977 619 American West Chicago C 389 39 4 875 Ford, Curt 214 53 2 30 29 23 2 226 59 2 32 32 27 National East StLouis OF 109 7 3 70 Johnson, Cliff 336 84 15 48 55 52 15 3945 1016 196 539 699 568 American East Toronto DH 8 1 0 . Lansford, Carney 591 168 19 80 72 39 9 4478 1307 113 634 563 319 American West Oakland 3B 67 147 4 1200 Lemon, Chet 403 101 12 45 53 39 12 5150 1429 166 747 666 526 American East Detroit CF 316 6 5 675 Maldonado, Candy 405 102 18 49 85 20 6 950 231 29 99 138 64 National West SanFrancisco OF 161 10 3 415 Martinez, Carmelo 244 58 9 28 25 35 4 1335 333 49 164 179 194 National West SanDiego O1 142 14 2 340 Moore, Charlie 235 61 3 24 39 21 14 3926 1029 35 441 401 333 American East Milwaukee C 425 43 4 . Reynolds, Craig 313 78 6 32 41 12 12 3742 968 35 409 321 170 National West Houston SS 106 206 7 416.667 Ripken, Cal 627 177 25 98 81 70 6 3210 927 133 529 472 313 American East Baltimore SS 240 482 13 1350 Snyder, Cory 416 113 24 58 69 16 1 416 113 24 58 69 16 American East Cleveland OS 203 70 10 90 Speier, Chris 155 44 6 21 23 15 16 6631 1634 98 698 661 777 National East Chicago 3S 53 88 3 275 Wilkerson, Curt 236 56 0 27 15 11 4 1115 270 1 116 64 57 American West Texas 2S 125 199 13 230 Anderson, Dave 216 53 1 31 15 22 4 926 210 9 118 69 114 National West LosAngeles 3S 73 152 11 225 Baker, Dusty 242 58 4 25 19 27 19 7117 1981 242 964 1013 762 American West Oakland OF 90 4 0 . Baylor, Don 585 139 31 93 94 62 17 7546 1982 315 1141 1179 727 American East Boston DH 0 0 0 950 Bilardello, Dann 191 37 4 12 17 14 4 773 163 16 61 74 52 National East Montreal C 391 38 8 . Boston, Daryl 199 53 5 29 22 21 3 514 120 8 57 40 39 American West Chicago CF 152 3 5 75 Coles, Darnell 521 142 20 67 86 45 4 815 205 22 99 103 78 American East Detroit 3B 107 242 23 105 Collins, Dave 419 113 1 44 27 44 12 4484 1231 32 612 344 422 American East Detroit LF 211 2 1 . Concepcion, Dave 311 81 3 42 30 26 17 8247 2198 100 950 909 690 National West Cincinnati UT 153 223 10 320 Daulton, Darren 138 31 8 18 21 38 3 244 53 12 33 32 55 National East Philadelphia C 244 21 4 . DeCinces, Doug 512 131 26 69 96 52 14 5347 1397 221 712 815 548 American West California 3B 119 216 12 850 Evans, Darrell 507 122 29 78 85 91 18 7761 1947 347 1175 1152 1380 American East Detroit 1B 808 108 2 535 Evans, Dwight 529 137 26 86 97 97 15 6661 1785 291 1082 949 989 American East Boston RF 280 10 5 933.333 Garcia, Damaso 424 119 6 57 46 13 9 3651 1046 32 461 301 112 American East Toronto 2B 224 286 8 850 Gladden, Dan 351 97 4 55 29 39 4 1258 353 16 196 110 117 National West SanFrancisco CF 226 7 3 210 Heep, Danny 195 55 5 24 33 30 8 1313 338 25 144 149 153 National East NewYork OF 83 2 1 . Henderson, Dave 388 103 15 59 47 39 6 2174 555 80 285 274 186 American West Seattle OF 182 9 4 325 Hill, Donnie 339 96 4 37 29 23 4 1064 290 11 123 108 55 American West Oakland 23 104 213 9 275 Kingman, Dave 561 118 35 70 94 33 16 6677 1575 442 901 1210 608 American West Oakland DH 463 32 8 . Lopes, Davey 255 70 7 49 35 43 15 6311 1661 154 1019 608 820 National East Chicago 3O 51 54 8 450 Mattingly, Don 677 238 31 117 113 53 5 2223 737 93 349 401 171 American East NewYork 1B 1377 100 6 1975 Motley, Darryl 227 46 7 23 20 12 5 1325 324 44 156 158 67 American West KansasCity RF 92 2 2 . Murphy, Dale 614 163 29 89 83 75 11 5017 1388 266 813 822 617 National West Atlanta CF 303 6 6 1900 Murphy, Dwayne 329 83 9 50 39 56 9 3828 948 145 575 528 635 American West Oakland CF 276 6 2 600 Parker, Dave 637 174 31 89 116 56 14 6727 2024 247 978 1093 495 National West Cincinnati RF 278 9 9 1041.667 Pasqua, Dan 280 82 16 44 45 47 2 428 113 25 61 70 63 American East NewYork LF 148 4 2 110 Porter, Darrell 155 41 12 21 29 22 16 5409 1338 181 746 805 875 American West Texas CD 165 9 1 260 Schofield, Dick 458 114 13 67 57 48 4 1350 298 28 160 123 122 American West California SS 246 389 18 475 Slaught, Don 314 83 13 39 46 16 5 1457 405 28 156 159 76 American West Texas C 533 40 4 431.5 Strawberry, Darryl 475 123 27 76 93 72 4 1810 471 108 292 343 267 National East NewYork RF 226 10 6 1220 Sveum, Dale 317 78 7 35 35 32 1 317 78 7 35 35 32 American East Milwaukee 3B 45 122 26 70 Tartabull, Danny 511 138 25 76 96 61 3 592 164 28 87 110 71 American West Seattle RF 157 7 8 145 Thon, Dickie 278 69 3 24 21 29 8 2079 565 32 258 192 162 National West Houston SS 142 210 10 . Walling, Denny 382 119 13 54 58 36 12 2133 594 41 287 294 227 National West Houston 3B 59 156 9 595 Winfield, Dave 565 148 24 90 104 77 14 7287 2083 305 1135 1234 791 American East NewYork RF 292 9 5 1861.46 Cabell, Enos 277 71 2 27 29 14 15 5952 1647 60 753 596 259 National West LosAngeles 1B 360 32 5 . Davis, Eric 415 115 27 97 71 68 3 711 184 45 156 119 99 National West Cincinnati LF 274 2 7 300 Milner, Eddie 424 110 15 70 47 36 7 2130 544 38 335 174 258 National West Cincinnati CF 292 6 3 490 Murray, Eddie 495 151 17 61 84 78 10 5624 1679 275 884 1015 709 American East Baltimore 1B 1045 88 13 2460 Riles, Ernest 524 132 9 69 47 54 2 972 260 14 123 92 90 American East Milwaukee SS 212 327 20 . Romero, Ed 233 49 2 41 23 18 8 1350 336 7 166 122 106 American East Boston SS 102 132 10 375 Whitt, Ernie 395 106 16 48 56 35 10 2303 571 86 266 323 248 American East Toronto C 709 41 7 . Lynn, Fred 397 114 23 67 67 53 13 5589 1632 241 906 926 716 American East Baltimore CF 244 2 4 . Rayford, Floyd 210 37 8 15 19 15 6 994 244 36 107 114 53 American East Baltimore 3B 40 115 15 . Stubbs, Franklin 420 95 23 55 58 37 3 646 139 31 77 77 61 National West LosAngeles LF 206 10 7 . White, Frank 566 154 22 76 84 43 14 6100 1583 131 743 693 300 American West KansasCity 2B 316 439 10 750 Bell, George 641 198 31 101 108 41 5 2129 610 92 297 319 117 American East Toronto LF 269 17 10 1175 Braggs, Glenn 215 51 4 19 18 11 1 215 51 4 19 18 11 American East Milwaukee LF 116 5 12 70 Brett, George 441 128 16 70 73 80 14 6675 2095 209 1072 1050 695 American West KansasCity 3B 97 218 16 1500 Brock, Greg 325 76 16 33 52 37 5 1506 351 71 195 219 214 National West LosAngeles 1B 726 87 3 385 Carter, Gary 490 125 24 81 105 62 13 6063 1646 271 847 999 680 National East NewYork C 869 62 8 1925.571 Davis, Glenn 574 152 31 91 101 64 3 985 260 53 148 173 95 National West Houston 1B 1253 111 11 215 Foster, George 284 64 14 30 42 24 18 7023 1925 348 986 1239 666 National East NewYork LF 96 4 4 . Gaetti, Gary 596 171 34 91 108 52 6 2862 728 107 361 401 224 American West Minneapolis 3B 118 334 21 900 Gagne, Greg 472 118 12 63 54 30 4 793 187 14 102 80 50 American West Minneapolis SS 228 377 26 155 Hendrick, George 283 77 14 45 47 26 16 6840 1910 259 915 1067 546 American West California OF 144 6 5 700 Hubbard, Glenn 408 94 4 42 36 66 9 3573 866 59 429 365 410 National West Atlanta 2B 282 487 19 535 Iorg, Garth 327 85 3 30 44 20 8 2140 568 16 216 208 93 American East Toronto 32 91 185 12 362.5 Matthews, Gary 370 96 21 49 46 60 15 6986 1972 231 1070 955 921 National East Chicago LF 137 5 9 733.333 Nettles, Graig 354 77 16 36 55 41 20 8716 2172 384 1172 1267 1057 National West SanDiego 3B 83 174 16 200 Pettis, Gary 539 139 5 93 58 69 5 1469 369 12 247 126 198 American West California CF 462 9 7 400 Redus, Gary 340 84 11 62 33 47 5 1516 376 42 284 141 219 National East Philadelphia LF 185 8 4 400 Templeton, Garry 510 126 2 42 44 35 11 5562 1578 44 703 519 256 National West SanDiego SS 207 358 20 737.5 Thomas, Gorman 315 59 16 45 36 58 13 4677 1051 268 681 782 697 American West Seattle DH 0 0 0 . Walker, Greg 282 78 13 37 51 29 5 1649 453 73 211 280 138 American West Chicago 1B 670 57 5 500 Ward, Gary 380 120 5 54 51 31 8 3118 900 92 444 419 240 American West Texas LF 237 8 1 600 Wilson, Glenn 584 158 15 70 84 42 5 2358 636 58 265 316 134 National East Philadelphia RF 331 20 4 662.5 Baines, Harold 570 169 21 72 88 38 7 3754 1077 140 492 589 263 American West Chicago RF 295 15 5 950 Brooks, Hubie 306 104 14 50 58 25 7 2954 822 55 313 377 187 National East Montreal SS 116 222 15 750 Johnson, Howard 220 54 10 30 39 31 5 1185 299 40 145 154 128 National East NewYork 3S 50 136 20 297.5 McRae, Hal 278 70 7 22 37 18 18 7186 2081 190 935 1088 643 American West KansasCity DH 0 0 0 325 Reynolds, Harold 445 99 1 46 24 29 4 618 129 1 72 31 48 American West Seattle 2B 278 415 16 87.5 Spilman, Harry 143 39 5 18 30 15 9 639 151 16 80 97 61 National West SanFrancisco 1B 138 15 1 175 Winningham, Herm 185 40 4 23 11 18 3 524 125 7 58 37 47 National East Montreal OF 97 2 2 90 Barfield, Jesse 589 170 40 107 108 69 6 2325 634 128 371 376 238 American East Toronto RF 368 20 3 1237.5 Beniquez, Juan 343 103 6 48 36 40 15 4338 1193 70 581 421 325 American East Baltimore UT 211 56 13 430 Bonilla, Juan 284 69 1 33 18 25 5 1407 361 6 139 98 111 American East Baltimore 2B 122 140 5 . Cangelosi, John 438 103 2 65 32 71 2 440 103 2 67 32 71 American West Chicago LF 276 7 9 100 Canseco, Jose 600 144 33 85 117 65 2 696 173 38 101 130 69 American West Oakland LF 319 4 14 165 Carter, Joe 663 200 29 108 121 32 4 1447 404 57 210 222 68 American East Cleveland RF 241 8 6 250 Clark, Jack 232 55 9 34 23 45 12 4405 1213 194 702 705 625 National East StLouis 1B 623 35 3 1300 Cruz, Jose 479 133 10 48 72 55 17 7472 2147 153 980 1032 854 National West Houston LF 237 5 4 773.333 Cruz, Julio 209 45 0 38 19 42 10 3859 916 23 557 279 478 American West Chicago 2B 132 205 5 . Davis, Jody 528 132 21 61 74 41 6 2641 671 97 273 383 226 National East Chicago C 885 105 8 1008.333 Dwyer, Jim 160 39 8 18 31 22 14 2128 543 56 304 268 298 American East Baltimore DO 33 3 0 275 Franco, Julio 599 183 10 80 74 32 5 2482 715 27 330 326 158 American East Cleveland SS 231 374 18 775 Gantner, Jim 497 136 7 58 38 26 11 3871 1066 40 450 367 241 American East Milwaukee 2B 304 347 10 850 Grubb, Johnny 210 70 13 32 51 28 15 4040 1130 97 544 462 551 American East Detroit DH 0 0 0 365 Hairston, Jerry 225 61 5 32 26 26 11 1568 408 25 202 185 257 American West Chicago UT 132 9 0 . Howell, Jack 151 41 4 26 21 19 2 288 68 9 45 39 35 American West California 3B 28 56 2 95 Kruk, John 278 86 4 33 38 45 1 278 86 4 33 38 45 National West SanDiego LF 102 4 2 110 Leonard, Jeffrey 341 95 6 48 42 20 10 2964 808 81 379 428 221 National West SanFrancisco LF 158 4 5 100 Morrison, Jim 537 147 23 58 88 47 10 2744 730 97 302 351 174 National East Pittsburgh 3B 92 257 20 277.5 Moses, John 399 102 3 56 34 34 5 670 167 4 89 48 54 American West Seattle CF 211 9 3 80 Mumphrey, Jerry 309 94 5 37 32 26 13 4618 1330 57 616 522 436 National East Chicago OF 161 3 3 600 Orsulak, Joe 401 100 2 60 19 28 4 876 238 2 126 44 55 National East Pittsburgh RF 193 11 4 . Orta, Jorge 336 93 9 35 46 23 15 5779 1610 128 730 741 497 American West KansasCity DH 0 0 0 . Presley, Jim 616 163 27 83 107 32 3 1437 377 65 181 227 82 American West Seattle 3B 110 308 15 200 Quirk, Jamie 219 47 8 24 26 17 12 1188 286 23 100 125 63 American West KansasCity CS 260 58 4 . Ray, Johnny 579 174 7 67 78 58 6 3053 880 32 366 337 218 National East Pittsburgh 2B 280 479 5 657 Reed, Jeff 165 39 2 13 9 16 3 196 44 2 18 10 18 American West Minneapolis C 332 19 2 75 Rice, Jim 618 200 20 98 110 62 13 7127 2163 351 1104 1289 564 American East Boston LF 330 16 8 2412.5 Royster, Jerry 257 66 5 31 26 32 14 3910 979 33 518 324 382 National West SanDiego UT 87 166 14 250 Russell, John 315 76 13 35 60 25 3 630 151 24 68 94 55 National East Philadelphia C 498 39 13 155 Samuel, Juan 591 157 16 90 78 26 4 2020 541 52 310 226 91 National East Philadelphia 2B 290 440 25 640 Shelby, John 404 92 11 54 49 18 6 1354 325 30 188 135 63 American East Baltimore OF 222 5 5 300 Skinner, Joel 315 73 5 23 37 16 4 450 108 6 38 46 28 American West Chicago C 227 15 3 110 Stone, Jeff 249 69 6 32 19 20 4 702 209 10 97 48 44 National East Philadelphia OF 103 8 2 . Sundberg, Jim 429 91 12 41 42 57 13 5590 1397 83 578 579 644 American West KansasCity C 686 46 4 825 Traber, Jim 212 54 13 28 44 18 2 233 59 13 31 46 20 American East Baltimore UT 243 23 5 . Uribe, Jose 453 101 3 46 43 61 3 948 218 6 96 72 91 National West SanFrancisco SS 249 444 16 195 Willard, Jerry 161 43 4 17 26 22 3 707 179 21 77 99 76 American West Oakland C 300 12 2 . Youngblood, Joel 184 47 5 20 28 18 11 3327 890 74 419 382 304 National West SanFrancisco OF 49 2 0 450 Bass, Kevin 591 184 20 83 79 38 5 1689 462 40 219 195 82 National West Houston RF 303 12 5 630 Daniels, Kal 181 58 6 34 23 22 1 181 58 6 34 23 22 National West Cincinnati OF 88 0 3 86.5 Gibson, Kirk 441 118 28 84 86 68 8 2723 750 126 433 420 309 American East Detroit RF 190 2 2 1300 Griffey, Ken 490 150 21 69 58 35 14 6126 1839 121 983 707 600 American East NewYork OF 96 5 3 1000 Hernandez, Keith 551 171 13 94 83 94 13 6090 1840 128 969 900 917 National East NewYork 1B 1199 149 5 1800 Hrbek, Kent 550 147 29 85 91 71 6 2816 815 117 405 474 319 American West Minneapolis 1B 1218 104 10 1310 Landreaux, Ken 283 74 4 34 29 22 10 3919 1062 85 505 456 283 National West LosAngeles OF 145 5 7 737.5 McReynolds, Kevin 560 161 26 89 96 66 4 1789 470 65 233 260 155 National West SanDiego CF 332 9 8 625 Mitchell, Kevin 328 91 12 51 43 33 2 342 94 12 51 44 33 National East NewYork OS 145 59 8 125 Moreland, Keith 586 159 12 72 79 53 9 3082 880 83 363 477 295 National East Chicago RF 181 13 4 1043.333 Oberkfell, Ken 503 136 5 62 48 83 10 3423 970 20 408 303 414 National West Atlanta 3B 65 258 8 725 Phelps, Ken 344 85 24 69 64 88 7 911 214 64 150 156 187 American West Seattle DH 0 0 0 300 Puckett, Kirby 680 223 31 119 96 34 3 1928 587 35 262 201 91 American West Minneapolis CF 429 8 6 365 Stillwell, Kurt 279 64 0 31 26 30 1 279 64 0 31 26 30 National West Cincinnati SS 107 205 16 75 Durham, Leon 484 127 20 66 65 67 7 3006 844 116 436 458 377 National East Chicago 1B 1231 80 7 1183.333 Dykstra, Len 431 127 8 77 45 58 2 667 187 9 117 64 88 National East NewYork CF 283 8 3 202.5 Herndon, Larry 283 70 8 33 37 27 12 4479 1222 94 557 483 307 American East Detroit OF 156 2 2 225 Lacy, Lee 491 141 11 77 47 37 15 4291 1240 84 615 430 340 American East Baltimore RF 239 8 2 525 Matuszek, Len 199 52 9 26 28 21 6 805 191 30 113 119 87 National West LosAngeles O1 235 22 5 265 Moseby, Lloyd 589 149 21 89 86 64 7 3558 928 102 513 471 351 American East Toronto CF 371 6 6 787.5 Parrish, Lance 327 84 22 53 62 38 10 4273 1123 212 577 700 334 American East Detroit C 483 48 6 800 Parrish, Larry 464 128 28 67 94 52 13 5829 1552 210 740 840 452 American West Texas DH 0 0 0 587.5 Rivera, Luis 166 34 0 20 13 17 1 166 34 0 20 13 17 National East Montreal SS 64 119 9 . Sheets, Larry 338 92 18 42 60 21 3 682 185 36 88 112 50 American East Baltimore DH 0 0 0 145 Smith, Lonnie 508 146 8 80 44 46 9 3148 915 41 571 289 326 American West KansasCity LF 245 5 9 . Whitaker, Lou 584 157 20 95 73 63 10 4704 1320 93 724 522 576 American East Detroit 2B 276 421 11 420 Aldrete, Mike 216 54 2 27 25 33 1 216 54 2 27 25 33 National West SanFrancisco 1O 317 36 1 75 Barrett, Marty 625 179 4 94 60 65 5 1696 476 12 216 163 166 American East Boston 2B 303 450 14 575 Brown, Mike 243 53 4 18 26 27 4 853 228 23 101 110 76 National East Pittsburgh OF 107 3 3 . Davis, Mike 489 131 19 77 55 34 7 2051 549 62 300 263 153 American West Oakland RF 310 9 9 780 Diaz, Mike 209 56 12 22 36 19 2 216 58 12 24 37 19 National East Pittsburgh O1 201 6 3 90 Duncan, Mariano 407 93 8 47 30 30 2 969 230 14 121 69 68 National West LosAngeles SS 172 317 25 150 Easler, Mike 490 148 14 64 78 49 13 3400 1000 113 445 491 301 American East NewYork DH 0 0 0 700 Fitzgerald, Mike 209 59 6 20 37 27 4 884 209 14 66 106 92 National East Montreal C 415 35 3 . Hall, Mel 442 131 18 68 77 33 6 1416 398 47 210 203 136 American East Cleveland LF 233 7 7 550 Hatcher, Mickey 317 88 3 40 32 19 8 2543 715 28 269 270 118 American West Minneapolis UT 220 16 4 . Heath, Mike 288 65 8 30 36 27 9 2815 698 55 315 325 189 National East StLouis C 259 30 10 650 Kingery, Mike 209 54 3 25 14 12 1 209 54 3 25 14 12 American West KansasCity OF 102 6 3 68 LaValliere, Mike 303 71 3 18 30 36 3 344 76 3 20 36 45 National East StLouis C 468 47 6 100 Marshall, Mike 330 77 19 47 53 27 6 1928 516 90 247 288 161 National West LosAngeles RF 149 8 6 670 Pagliarulo, Mike 504 120 28 71 71 54 3 1085 259 54 150 167 114 American East NewYork 3B 103 283 19 175 Salas, Mark 258 60 8 28 33 18 3 638 170 17 80 75 36 American West Minneapolis C 358 32 8 137 Schmidt, Mike 552 160 37 97 119 89 15 7292 1954 495 1347 1392 1354 National East Philadelphia 3B 78 220 6 2127.333 Scioscia, Mike 374 94 5 36 26 62 7 1968 519 26 181 199 288 National West LosAngeles C 756 64 15 875 Tettleton, Mickey 211 43 10 26 35 39 3 498 116 14 59 55 78 American West Oakland C 463 32 8 120 Thompson, Milt 299 75 6 38 23 26 3 580 160 8 71 33 44 National East Philadelphia CF 212 1 2 140 Webster, Mitch 576 167 8 89 49 57 4 822 232 19 132 83 79 National East Montreal CF 325 12 8 210 Wilson, Mookie 381 110 9 61 45 32 7 3015 834 40 451 249 168 National East NewYork OF 228 7 5 800 Wynne, Marvell 288 76 7 34 37 15 4 1644 408 16 198 120 113 National West SanDiego OF 203 3 3 240 Young, Mike 369 93 9 43 42 49 5 1258 323 54 181 177 157 American East Baltimore LF 149 1 6 350 Esasky, Nick 330 76 12 35 41 47 4 1367 326 55 167 198 167 National West Cincinnati 1B 512 30 5 . Guillen, Ozzie 547 137 2 58 47 12 2 1038 271 3 129 80 24 American West Chicago SS 261 459 22 175 McDowell, Oddibe 572 152 18 105 49 65 2 978 249 36 168 91 101 American West Texas CF 325 13 3 200 Moreno, Omar 359 84 4 46 27 21 12 4992 1257 37 699 386 387 National West Atlanta RF 151 8 5 . Smith, Ozzie 514 144 0 67 54 79 9 4739 1169 13 583 374 528 National East StLouis SS 229 453 15 1940 Virgil, Ozzie 359 80 15 45 48 63 7 1493 359 61 176 202 175 National West Atlanta C 682 93 13 700 Bradley, Phil 526 163 12 88 50 77 4 1556 470 38 245 167 174 American West Seattle LF 250 11 1 750 Garner, Phil 313 83 9 43 41 30 14 5885 1543 104 751 714 535 National West Houston 3B 58 141 23 450 Incaviglia, Pete 540 135 30 82 88 55 1 540 135 30 82 88 55 American West Texas RF 157 6 14 172 Molitor, Paul 437 123 9 62 55 40 9 4139 1203 79 676 390 364 American East Milwaukee 3B 82 170 15 1260 O'Brien, Pete 551 160 23 86 90 87 5 2235 602 75 278 328 273 American West Texas 1B 1224 115 11 . Rose, Pete 237 52 0 15 25 30 24 14053 4256 160 2165 1314 1566 National West Cincinnati 1B 523 43 6 750 Sheridan, Pat 236 56 6 41 19 21 5 1257 329 24 166 125 105 American East Detroit OF 172 1 4 190 Tabler, Pat 473 154 6 61 48 29 6 1966 566 29 250 252 178 American East Cleveland 1B 846 84 9 580 Belliard, Rafael 309 72 0 33 31 26 5 354 82 0 41 32 26 National East Pittsburgh SS 117 269 12 130 Burleson, Rick 271 77 5 35 29 33 12 4933 1358 48 630 435 403 American West California UT 62 90 3 450 Bush, Randy 357 96 7 50 45 39 5 1394 344 43 178 192 136 American West Minneapolis LF 167 2 4 300 Cerone, Rick 216 56 4 22 18 15 12 2796 665 43 266 304 198 American East Milwaukee C 391 44 4 250 Cey, Ron 256 70 13 42 36 44 16 7058 1845 312 965 1128 990 National East Chicago 3B 41 118 8 1050 Deer, Rob 466 108 33 75 86 72 3 652 142 44 102 109 102 American East Milwaukee RF 286 8 8 215 Dempsey, Rick 327 68 13 42 29 45 18 3949 939 78 438 380 466 American East Baltimore C 659 53 7 400 Gedman, Rich 462 119 16 49 65 37 7 2131 583 69 244 288 150 American East Boston C 866 65 6 . Hassey, Ron 341 110 9 45 49 46 9 2331 658 50 249 322 274 American East NewYork C 251 9 4 560 Henderson, Rickey 608 160 28 130 74 89 8 4071 1182 103 862 417 708 American East NewYork CF 426 4 6 1670 Jackson, Reggie 419 101 18 65 58 92 20 9528 2510 548 1509 1659 1342 American West California DH 0 0 0 487.5 Jones, Ruppert 393 90 17 73 49 64 11 4223 1056 139 618 551 514 American West California RF 205 5 4 . Kittle, Ron 376 82 21 42 60 35 5 1770 408 115 238 299 157 American West Chicago DH 0 0 0 425 Knight, Ray 486 145 11 51 76 40 11 3967 1102 67 410 497 284 National East NewYork 3B 88 204 16 500 Kutcher, Randy 186 44 7 28 16 11 1 186 44 7 28 16 11 National West SanFrancisco OF 99 3 1 . Law, Rudy 307 80 1 42 36 29 7 2421 656 18 379 198 184 American West KansasCity OF 145 2 2 . Leach, Rick 246 76 5 35 39 13 6 912 234 12 102 96 80 American East Toronto DO 44 0 1 250 Manning, Rick 205 52 8 31 27 17 12 5134 1323 56 643 445 459 American East Milwaukee OF 155 3 2 400 Mulliniks, Rance 348 90 11 50 45 43 10 2288 614 43 295 273 269 American East Toronto 3B 60 176 6 450 Oester, Ron 523 135 8 52 44 52 9 3368 895 39 377 284 296 National West Cincinnati 2B 367 475 19 750 Quinones, Rey 312 68 2 32 22 24 1 312 68 2 32 22 24 American East Boston SS 86 150 15 70 Ramirez, Rafael 496 119 8 57 33 21 7 3358 882 36 365 280 165 National West Atlanta S3 155 371 29 875 Reynolds, R.J. 402 108 9 63 48 40 4 1034 278 16 135 125 79 National East Pittsburgh LF 190 2 9 190 Roenicke, Ron 275 68 5 42 42 61 6 961 238 16 128 104 172 National East Philadelphia OF 181 3 2 191 Sandberg, Ryne 627 178 14 68 76 46 6 3146 902 74 494 345 242 National East Chicago 2B 309 492 5 740 Santana, Rafael 394 86 1 38 28 36 4 1089 267 3 94 71 76 National East NewYork SS 203 369 16 250 Schu, Rick 208 57 8 32 25 18 3 653 170 17 98 54 62 National East Philadelphia 3B 42 94 13 140 Sierra, Ruben 382 101 16 50 55 22 1 382 101 16 50 55 22 American West Texas OF 200 7 6 97.5 Smalley, Roy 459 113 20 59 57 68 12 5348 1369 155 713 660 735 American West Minneapolis DH 0 0 0 740 Thompson, Robby 549 149 7 73 47 42 1 549 149 7 73 47 42 National West SanFrancisco 2B 255 450 17 140 Wilfong, Rob 288 63 3 25 33 16 10 2682 667 38 315 259 204 American West California 2B 135 257 7 341.667 Williams, Reggie 303 84 4 35 32 23 2 312 87 4 39 32 23 National West LosAngeles CF 179 5 3 . Yount, Robin 522 163 9 82 46 62 13 7037 2019 153 1043 827 535 American East Milwaukee CF 352 9 1 1000 Balboni, Steve 512 117 29 54 88 43 6 1750 412 100 204 276 155 American West KansasCity 1B 1236 98 18 100 Bradley, Scott 220 66 5 20 28 13 3 290 80 5 27 31 15 American West Seattle C 281 21 3 90 Bream, Sid 522 140 16 73 77 60 4 730 185 22 93 106 86 National East Pittsburgh 1B 1320 166 17 200 Buechele, Steve 461 112 18 54 54 35 2 680 160 24 76 75 49 American West Texas 3B 111 226 11 135 Dunston, Shawon 581 145 17 66 68 21 2 831 210 21 106 86 40 National East Chicago SS 320 465 32 155 Fletcher, Scott 530 159 3 82 50 47 6 1619 426 11 218 149 163 American West Texas SS 196 354 15 475 Garvey, Steve 557 142 21 58 81 23 18 8759 2583 271 1138 1299 478 National West SanDiego 1B 1160 53 7 1450 Jeltz, Steve 439 96 0 44 36 65 4 711 148 1 68 56 99 National East Philadelphia SS 229 406 22 150 Lombardozzi, Steve 453 103 8 53 33 52 2 507 123 8 63 39 58 American West Minneapolis 2B 289 407 6 105 Owen, Spike 528 122 1 67 45 51 4 1716 403 12 211 146 155 American West Seattle SS 209 372 17 350 Sax, Steve 633 210 6 91 56 59 6 3070 872 19 420 230 274 National West LosAngeles 2B 367 432 16 90 Armas, Tony 425 112 11 40 58 24 11 4513 1134 224 542 727 230 American East Boston CF 247 4 8 . Bernazard, Tony 562 169 17 88 73 53 8 3181 841 61 450 342 373 American East Cleveland 2B 351 442 17 530 Brookens, Tom 281 76 3 42 25 20 8 2658 657 48 324 300 179 American East Detroit UT 106 144 7 341.667 Brunansky, Tom 593 152 23 69 75 53 6 2765 686 133 369 384 321 American West Minneapolis RF 315 10 6 940 Fernandez, Tony 687 213 10 91 65 27 4 1518 448 15 196 137 89 American East Toronto SS 294 445 13 350 Flannery, Tim 368 103 3 48 28 54 8 1897 493 9 207 162 198 National West SanDiego 2B 209 246 3 326.667 Foley, Tom 263 70 1 26 23 30 4 888 220 9 83 82 86 National East Montreal UT 81 147 4 250 Gwynn, Tony 642 211 14 107 59 52 5 2364 770 27 352 230 193 National West SanDiego RF 337 19 4 740 Harper, Terry 265 68 8 26 30 29 7 1337 339 32 135 163 128 National West Atlanta OF 92 5 3 425 Harrah, Toby 289 63 7 36 41 44 17 7402 1954 195 1115 919 1153 American West Texas 2B 166 211 7 . Herr, Tommy 559 141 2 48 61 73 8 3162 874 16 421 349 359 National East StLouis 2B 352 414 9 925 Hulett, Tim 520 120 17 53 44 21 4 927 227 22 106 80 52 American West Chicago 3B 70 144 11 185 Kennedy, Terry 432 114 12 46 57 37 9 3373 916 82 347 477 238 National West SanDiego C 692 70 8 920 Landrum, Tito 205 43 2 24 17 20 7 854 219 12 105 99 71 National East StLouis OF 131 6 1 286.667 Laudner, Tim 193 47 10 21 29 24 6 1136 256 42 129 139 106 American West Minneapolis C 299 13 5 245 O'Malley, Tom 181 46 1 19 18 17 5 937 238 9 88 95 104 American East Baltimore 3B 37 98 9 . Paciorek, Tom 213 61 4 17 22 3 17 4061 1145 83 488 491 244 American West Texas UT 178 45 4 235 Pena, Tony 510 147 10 56 52 53 7 2872 821 63 307 340 174 National East Pittsburgh C 810 99 18 1150 Pendleton, Terry 578 138 1 56 59 34 3 1399 357 7 149 161 87 National East StLouis 3B 133 371 20 160 Perez, Tony 200 51 2 14 29 25 23 9778 2732 379 1272 1652 925 National West Cincinnati 1B 398 29 7 . Phillips, Tony 441 113 5 76 52 76 5 1546 397 17 226 149 191 American West Oakland 2B 160 290 11 425 Puhl, Terry 172 42 3 17 14 15 10 4086 1150 57 579 363 406 National West Houston OF 65 0 0 900 Raines, Tim 580 194 9 91 62 78 8 3372 1028 48 604 314 469 National East Montreal LF 270 13 6 . Simmons, Ted 127 32 4 14 25 12 19 8396 2402 242 1048 1348 819 National West Atlanta UT 167 18 6 500 Teufel, Tim 279 69 4 35 31 32 4 1359 355 31 180 148 158 National East NewYork 2B 133 173 9 277.5 Wallach, Tim 480 112 18 50 71 44 7 3031 771 110 338 406 239 National East Montreal 3B 94 270 16 750 Coleman, Vince 600 139 0 94 29 60 2 1236 309 1 201 69 110 National East StLouis LF 300 12 9 160 Hayes, Von 610 186 19 107 98 74 6 2728 753 69 399 366 286 National East Philadelphia 1B 1182 96 13 1300 Law, Vance 360 81 5 37 44 37 7 2268 566 41 279 257 246 National East Montreal 2B 170 284 3 525 Backman, Wally 387 124 1 67 27 36 7 1775 506 6 272 125 194 National East NewYork 2B 186 290 17 550 Boggs, Wade 580 207 8 107 71 105 5 2778 978 32 474 322 417 American East Boston 3B 121 267 19 1600 Clark, Will 408 117 11 66 41 34 1 408 117 11 66 41 34 National West SanFrancisco 1B 942 72 11 120 Joyner, Wally 593 172 22 82 100 57 1 593 172 22 82 100 57 American West California 1B 1222 139 15 165 Krenchicki, Wayne 221 53 2 21 23 22 8 1063 283 15 107 124 106 National East Montreal 13 325 58 6 . McGee, Willie 497 127 7 65 48 37 5 2703 806 32 379 311 138 National East StLouis CF 325 9 3 700 Randolph, Willie 492 136 5 76 50 94 12 5511 1511 39 897 451 875 American East NewYork 2B 313 381 20 875 Tolleson, Wayne 475 126 3 61 43 52 6 1700 433 7 217 93 146 American West Chicago 3B 37 113 7 385 Upshaw, Willie 573 144 9 85 60 78 8 3198 857 97 470 420 332 American East Toronto 1B 1314 131 12 960 Wilson, Willie 631 170 9 77 44 31 11 4908 1457 30 775 357 249 American West KansasCity CF 408 4 3 1000 ; proc hpreg data=baseball; class league division; model logSalary = nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat crHits crHome crRuns crRbi crBB league division nOuts nAssts nError; selection method=stepwise; run; proc hpreg data=baseball; id name; class league division; model logSalary = nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat crHits crHome crRuns crRbi crBB league division nOuts nAssts nError / vif clb; selection method=stepwise; output out=baseballOut p=predictedLogSalary r h cookd rstudent; run; proc print data=baseballOut(obs=5); run;