Getting Started Example for PROC QUANTSELECT
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: qrsgs */
/* TITLE: Getting Started Example for PROC QUANTSELECT */
/* 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: STAT */
/* SYSTEM: ALL */
/* KEYS: Model Selection, ODS GRAPHICS */
/* PROCS: QUANTSELECT */
/* */
/* SUPPORT: Yonggang Yao */
/****************************************************************/
data baseball;
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";
if League='American' and Division='East' then Div='AE';
if League='American' and Division='West' then Div='AW';
if League='National' and Division='East' then Div='NE';
if League='National' and Division='West' then Div='NW';
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 quantselect data=baseball;
class Div;
model Salary = nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat
crHits crHome crRuns crRbi crBB nAssts nError nOuts
Div
/ selection=lasso(adaptive stop=aic choose=sbc sh=7);
run;
proc quantselect data=baseball;
class Div;
model Salary = nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat
crHits crHome crRuns crRbi crBB nAssts nError nOuts
Div
/ quantiles=0.1 0.9 selection=lasso(adaptive stop=aic choose=sbc sh=7);
run;
ods graphics on;
proc quantselect data=baseball plot=all;
class Div;
model Salary = nAtBat nHits nHome nRuns nRBI nBB yrMajor crAtBat
crHits crHome crRuns crRbi crBB nAssts nError nOuts
Div
/ quantiles=0.1 selection=lasso(adaptive stop=aic choose=sbc sh=7);
run;