" 1988 Graphics Section Poster Session Displaying Analysis of Baseball Salaries The Statistical Graphics Section of the American Sta- tistical Association is sponsoring a special poster session titled \"Why They Make What They Make - An Analysis of Major League Baseball Salaries.\" The session will be held in August 1988 at the meetings in New Orleans and is intended to allow members to compare techniques for analyzing and displaying data. The session provides a forum for both old and new graphical techniques to describe and summarize the data. The results of each analysis will be displayed during the poster session. Each participant will be given a space to display his/her results and other conference attendees will be encouraged to discuss them with you. There will not be any formal discussion or comparison of results. Rather, the opportunity is provided for informal comparison among ourselves. Since this session is treated as an organized contributed-paper session, you must submit a contributed- paper abstract to the ASA office. The abstract must be postmarked not later than February 15, 1988 AND identified as a contribution to the special Statistical Graphics Expo- sition. The forms can be found in future issues of AMSTAT News. The abstract can be very general. A sample which will suffice is provided below. Variations might include the software, hardware and techniques you plan to use. You have until August to work on the analysis. After the meet- ings you will be given an opportunity to include a short paper describing your analysis in the 1988 Proceedings of the Statistical Graphics Section. SAMPLE ABSTRACT Analysis of Baseball Salary Data * This analysis describes and summarizes the relation- ships between 1987 salaries of major league baseball players and the player's performance. We use graphical methods to show relationships between a player's salary to his 1986 and career performance statistics and the player's team. *Contribution to special Statistical Graphics Exposi- tion September 2, 1987 - 2 - Description of the 1988 Graphics Section Data Set The data consist of three files consisting of data on the regular and leading substitute hitters in 1986, the reg- ular pitchers in 1986 and the team statistics. The salary data were taken from Sports Illustrated, April 20, 1987. The salary of any player not included in that article is listed as an NA. The 1986 and career statistics were taken from The 1987 Baseball Encyclopedia Update published by Col- lier Books, Macmillan Publishing Company, New York. The team attendance figures were obtained from the Elias Sports Bureau, personal conversation. The goal is to use graphical methods to attempt to explain differences in the salaries of major league baseball players and to answer the question \"Are players paid accord- ing to their performance?\". September 2, 1987 - 3 - The Hitter File There is one line per hitter. Each data item is separated by a tab character. The variables are hitter's name, number of times at bat in 1986, number of hits in 1986, number of home runs in 1986, number of runs in 1986, number of runs batted in in 1986, number of walks in 1986, number of years in the major leagues, number of times at bat during his career, number of hits during his career, number of home runs during his career, number of runs during his career, number of runs batted in during his career, number of walks during his career, player's league at the end of 1986, player's division at the end of 1986, player's team at the end of 1986, player's position(s) in 1986, number of put outs in 1986, number of assists in 1986, number of errors in 1986, 1987 annual salary on opening day in thousands of dol- lars, player's league at the beginning of 1987, player's team at the beginning of 1987. The Pitcher File There is one line per pitcher. Each data item is separated by a tab character. The variables are pitcher's name, player's team at the end of in 1986, player's league at the end of 1986, number of wins in 1986, number of losses in 1986, earned run average in 1986, number of games in 1986, number of innings pitched in 1986, number of saves in 1986, number of years in the major leagues, number of wins during his career, number of losses during his career, earned run average during his career, number of games during his career, number of innings pitched during his career, number of saves during his career, 1987 annual salary on opening day in thousands of dol- lars, player's league at the beginning of 1987, player's team at the beginning of 1987. September 2, 1987 - 4 - The Team File There is one line per team. Each data item is separated by a tab character. The variables are league, division, position in final league standings in 1986, team, number of wins in 1986, number of losses in 1986, attendance for home games in 1986, attendance for away games in 1986, 1987 average salary. Coding for some of the Variables Team Names: N.Y. New York Phi. Philadelphia St.L. St. Louis Mon. Montreal Chi. Chicago Pit. Pittsburgh Hou. Houston Cin. Cincinnati S.F. San Francisco S.D. San Diego L.A. Los Angeles Atl. Atlanta Bos. Boston Det. Detroit Tor. Toronto Cle. Cleveland Mil. Milwaukee Bal. Baltimore Cal. California Tex. Texas K.C. Kansas City Oak. Oakland Min. Minnesota Sea. Seattle Leagues: N National A American Division: W West E East September 2, 1987 - 5 - Player's position(s): If a substitute played 70% of his games at one posi- tion, that is the only position listed for him. If he did not play 70% of his games at one position, but played 90% of his games at two position, he is listed with a combination position, such as \"S2\" for shortstop and second base, or \"CO\" for catcher and outfield. If a player failed to meet either the 70% or 90% requirement listed above, he is listed as a utillity player (\"UT\"). 1B First Base 2B Second Base SS Short Stop 3B Third Base RF Right Field CF Center Field LF Left Field C Catcher DH Designated Hitter OF Outfield UT Utility OS Outfield and Short Stop 3S Third Base and Short Stop 13 First and Third Base 3O Third Base and Outfield O1 Outfield and First Base S3 Short Stop and Third Base 32 Third and Second Base DO Designated Hitter and Outfield OD Outfield and Designated Hitter CD Catcher and Designated Hitter CS Catcher and Short Stop 23 Second and Third Base 1O First Base and Outfield 2S Second Base and Short Stop September 2, 1987 Note: the uncorrected data is being used! Information about the dataset CLASSTYPE: numeric CLASSINDEX: none specific " "0" "baseball-hitter" "Andy_Allanson" "Alan_Ashby" "Alvin_Davis" "Andre_Dawson" "Andres_Galarraga" "Alfredo_Griffin" "Al_Newman" "Argenis_Salazar" "Andres_Thomas" "Andre_Thornton" "Alan_Trammell" "Alex_Trevino" "Andy_Van_Slyke" "Alan_Wiggins" "Bill_Almon" "Billy_Beane" "Buddy_Bell" "Buddy_Biancalana" "Bruce_Bochte" "Bruce_Bochy" "Barry_Bonds" "Bobby_Bonilla" "Bob_Boone" "Bob_Brenly" "Bill_Buckner" "Brett_Butler" "Bob_Dernier" "Bo_Diaz" "Bill_Doran" "Brian_Downing" "Bobby_Grich" "Billy_Hatcher" "Bob_Horner" "Brook_Jacoby" "Bob_Kearney" "Bill_Madlock" "Bobby_Meacham" "Bob_Melvin" "Ben_Oglivie" "Bip_Roberts" "Billy_Jo_Robidoux" "Bill_Russell" "Billy_Sample" "Bill_Schroeder" "Butch_Wynegar" "Chris_Bando" "Chris_Brown" "Carmen_Castillo" "Cecil_Cooper" "Chili_Davis" "Carlton_Fisk" "Curt_Ford" "Cliff_Johnson" "Carney_Lansford" "Chet_Lemon" "Candy_Maldonado" "Carmelo_Martinez" "Charlie_Moore" "Craig_Reynolds" "Cal_Ripken" "Cory_Snyder" "Chris_Speier" "Curt_Wilkerson" "Dave_Anderson" "Doug_Baker" "Don_Baylor" "Dann_Bilardello" "Daryl_Boston" "Darnell_Coles" "Dave_Collins" "Dave_Concepcion" "Darren_Daulton" "Doug_DeCinces" "Darrell_Evans" "Dwight_Evans" "Damaso_Garcia" "Dan_Gladden" "Danny_Heep" "Dave_Henderson" "Donnie_Hill" "Dave_Kingman" "Davey_Lopes" "Don_Mattingly" "Darryl_Motley" "Dale_Murphy" "Dwayne_Murphy" "Dave_Parker" "Dan_Pasqua" "Darrell_Porter" "Dick_Schofield" "Don_Slaught" "Darryl_Strawberry" "Dale_Sveum" "Danny_Tartabull" "Dickie_Thon" "Denny_Walling" "Dave_Winfield" "Enos_Cabell" "Eric_Davis" "Eddie_Milner" "Eddie_Murray" "Ernest_Riles" "Ed_Romero" "Ernie_Whitt" "Fred_Lynn" "Floyd_Rayford" "Franklin_Stubbs" "Frank_White" "George_Bell" "Glenn_Braggs" "George_Brett" "Greg_Brock" "Gary_Carter" "Glenn_Davis" "George_Foster" "Gary_Gaetti" "Greg_Gagne" "George_Hendrick" "Glenn_Hubbard" "Garth_Iorg" "Gary_Matthews" "Graig_Nettles" "Gary_Pettis" "Gary_Redus" "Garry_Templeton" "Gorman_Thomas" "Greg_Walker" "Gary_Ward" "Glenn_Wilson" "Harold_Baines" "Hubie_Brooks" "Howard_Johnson" "Hal_McRae" "Harold_Reynolds" "Harry_Spilman" "Herm_Winningham" "Jesse_Barfield" "Juan_Beniquez" "Juan_Bonilla" "John_Cangelosi" "Jose_Canseco" "Joe_Carter" "Jack_Clark" "Jose_Cruz" "Julio_Cruz" "Jody_Davis" "Jim_Dwyer" "Julio_Franco" "Jim_Gantner" "Johnny_Grubb" "Jerry_Hairston" "Jack_Howell" "John_Kruk" "Jeffrey_Leonard" "Jim_Morrison" "John_Moses" "Jerry_Mumphrey" "Joe_Orsulak" "Jorge_Orta" "Jim_Presley" "Jamie_Quirk" "Johnny_Ray" "Jeff_Reed" "Jim_Rice" "Jerry_Royster" "John_Russell" "Juan_Samuel" "John_Shelby" "Joel_Skinner" "Jeff_Stone" "Jim_Sundberg" "Jim_Traber" "Jose_Uribe" "Jerry_Willard" "Joel_Youngblood" "Kevin_Bass" "Kal_Daniels" "Kirk_Gibson" "Ken_Griffey" "Keith_Hernandez" "Kent_Hrbek" "Ken_Landreaux" "Kevin_McReynolds" "Kevin_Mitchell" "Keith_Moreland" "Ken_Oberkfell" "Ken_Phelps" "Kirby_Puckett" "Kurt_Stillwell" "Leon_Durham" "Len_Dykstra" "Larry_Herndon" "Lee_Lacy" "Len_Matuszek" "Lloyd_Moseby" "Lance_Parrish" "Larry_Parrish" "Luis_Rivera" "Larry_Sheets" "Lonnie_Smith" "Lou_Whitaker" "Mike_Aldrete" "Marty_Barrett" "Mike_Brown" "Mike_Davis" "Mike_Diaz" "Mariano_Duncan" "Mike_Easler" "Mike_Fitzgerald" "Mel_Hall" "Mickey_Hatcher" "Mike_Heath" "Mike_Kingery" "Mike_LaValliere" "Mike_Marshall" "Mike_Pagliarulo" "Mark_Salas" "Mike_Schmidt" "Mike_Scioscia" "Mickey_Tettleton" "Milt_Thompson" "Mitch_Webster" "Mookie_Wilson" "Marvell_Wynne" "Mike_Young" "Nick_Esasky" "Ozzie_Guillen" "Oddibe_McDowell" "Omar_Moreno" "Ozzie_Smith" "Ozzie_Virgil" "Phil_Bradley" "Phil_Garner" "Pete_Incaviglia" "Paul_Molitor" "Pete_OBrien" "Pete_Rose" "Pat_Sheridan" "Pat_Tabler" "Rafael_Belliard" "Rick_Burleson" "Randy_Bush" "Rick_Cerone" "Ron_Cey" "Rob_Deer" "Rick_Dempsey" "Rich_Gedman" "Ron_Hassey" "Rickey_Henderson" "Reggie_Jackson" "Ricky_Jones" "Ron_Kittle" "Ray_Knight" "Randy_Kutcher" "Rudy_Law" "Rick_Leach" "Rick_Manning" "Rance_Mulliniks" "Ron_Oester" "Rey_Quinones" "Rafael_Ramirez" "Ronn_Reynolds" "Ron_Roenicke" "Ryne_Sandberg" "Rafael_Santana" "Rick_Schu" "Ruben_Sierra" "Roy_Smalley" "Robby_Thompson" "Rob_Wilfong" "Reggie_Williams" "Robin_Yount" "Steve_Balboni" "Scott_Bradley" "Sid_Bream" "Steve_Buechele" "Shawon_Dunston" "Scott_Fletcher" "Steve_Garvey" "Steve_Jeltz" "Steve_Lombardozzi" "Spike_Owen" "Steve_Sax" "Tony_Armas" "Tony_Bernazard" "Tom_Brookens" "Tom_Brunansky" "Tony_Fernandez" "Tim_Flannery" "Tom_Foley" "Tony_Gwynn" "Terry_Harper" "Toby_Harrah" "Tommy_Herr" "Tim_Hulett" "Terry_Kennedy" "Tito_Landrum" "Tim_Laudner" "Tom_OMalley" "Tom_Paciorek" "Tony_Pena" "Terry_Pendleton" "Tony_Perez" "Tony_Phillips" "Terry_Puhl" "Tim_Raines" "Ted_Simmons" "Tim_Teufel" "Tim_Wallach" "Vince_Coleman" "Von_Hayes" "Vance_Law" "Wally_Backman" "Wade_Boggs" "Will_Clark" "Wally_Joyner" "Wayne_Krenchicki" "Willie_McGee" "Willie_Randolph" "Wayne_Tolleson" "Willie_Upshaw" "Willie_Wilson" 293 315 479 496 321 594 185 298 323 401 574 202 418 239 196 183 568 190 407 127 413 426 22 472 629 587 324 474 550 513 313 419 517 583 204 379 161 268 346 241 181 216 200 217 194 254 416 205 542 526 457 214 19 591 403 405 244 235 313 627 416 155 236 216 24 585 191 199 521 419 311 138 512 507 529 424 351 195 388 339 561 255 677 227 614 329 637 280 155 458 314 475 317 511 278 382 565 277 415 424 495 524 233 395 397 210 420 566 641 215 441 325 490 574 284 596 472 283 408 327 370 354 539 340 510 315 282 380 584 570 306 220 278 445 143 185 589 343 284 438 600 663 232 479 209 528 160 599 497 210 225 151 278 341 537 399 309 401 336 616 219 579 165 618 257 315 591 404 315 249 429 212 453 161 184 591 181 441 490 551 550 283 560 328 586 503 344 680 279 484 431 283 491 199 589 327 464 166 338 508 584 216 625 243 489 209 407 490 209 442 317 288 209 303 330 504 258 20 374 211 299 576 381 288 369 330 547 572 359 514 359 526 313 540 437 551 237 236 473 309 271 357 216 256 466 327 462 341 608 419 33 376 486 186 307 246 205 348 523 312 496 126 275 627 394 208 382 459 549 288 303 522 512 220 522 461 581 530 557 439 453 528 633 16 562 281 593 687 368 263 642 265 289 559 520 19 205 193 181 213 510 578 200 441 172 580 127 279 480 600 610 360 387 580 408 593 221 497 492 475 573 631 66 81 130 141 87 169 37 73 81 92 159 53 113 60 43 39 158 46 104 32 92 109 10 116 168 163 73 129 152 137 84 108 141 168 49 106 36 60 98 61 41 54 57 46 40 68 132 57 140 146 101 53 7 168 101 102 58 61 78 177 113 44 56 53 3 139 37 53 142 113 81 31 131 122 137 119 97 55 103 96 118 70 238 46 163 83 174 82 41 114 83 123 78 138 69 119 148 71 115 110 151 132 49 106 114 37 95 154 198 51 128 76 125 152 64 171 118 77 94 85 96 77 139 84 126 59 78 120 158 169 104 54 70 99 39 40 170 103 69 103 144 200 55 133 45 132 39 183 136 70 61 41 86 95 147 102 94 100 93 163 47 174 39 200 66 76 157 92 73 69 91 54 101 43 47 184 58 118 150 171 147 74 161 91 159 136 85 223 64 127 127 70 141 52 149 84 128 34 92 146 157 54 179 53 131 56 93 148 59 131 88 65 54 71 77 120 60 1 94 43 75 167 110 76 93 76 137 152 84 144 80 163 83 135 123 160 52 56 154 72 77 96 56 70 108 68 119 110 160 101 6 82 145 44 80 76 52 90 135 68 119 27 68 178 86 57 101 113 149 63 84 163 117 66 140 112 145 159 142 96 103 122 210 2 169 76 152 213 103 70 211 68 63 141 120 4 43 47 46 61 147 138 51 113 42 194 32 69 112 139 186 81 124 207 117 172 53 127 136 126 144 170 1 7 18 20 10 4 1 0 6 17 21 4 13 0 7 3 20 2 6 8 16 3 1 16 18 4 4 10 6 20 9 6 27 17 6 10 0 5 5 1 1 0 6 7 7 2 7 8 12 13 14 2 0 19 12 18 9 3 6 25 24 6 0 1 0 31 4 5 20 1 3 8 26 29 26 6 4 5 15 4 35 7 31 7 29 9 31 16 12 13 13 27 7 25 3 13 24 2 27 15 17 9 2 16 23 8 23 22 31 4 16 16 24 31 14 34 12 14 4 3 21 16 5 11 2 16 13 5 15 21 14 10 7 1 5 4 40 6 1 2 33 29 9 10 0 21 8 10 7 13 5 4 4 6 23 3 5 2 9 27 8 7 2 20 5 13 16 11 5 6 12 13 3 4 5 20 6 28 21 13 29 4 26 12 12 5 24 31 0 20 8 8 11 9 21 22 28 0 18 8 20 2 4 4 19 12 8 14 6 18 3 8 3 3 19 28 8 0 5 10 6 8 9 7 9 12 2 18 4 0 15 12 9 30 9 23 0 6 6 0 5 7 4 13 33 13 16 9 28 18 0 21 11 7 1 5 8 11 8 2 8 3 5 14 1 8 16 20 7 3 4 9 29 5 16 18 17 3 21 0 8 1 6 0 17 3 23 10 3 1 14 8 7 2 17 1 2 10 1 4 10 1 2 5 3 9 4 4 18 0 19 5 1 8 11 22 2 7 5 3 9 9 30 24 66 65 39 74 23 24 26 49 107 31 48 30 29 20 89 24 57 16 72 55 4 60 73 92 32 50 92 90 42 55 70 83 23 38 19 24 31 34 15 21 23 32 19 28 57 34 46 71 42 30 1 80 45 49 28 24 32 98 58 21 27 31 1 93 12 29 67 44 42 18 69 78 86 57 55 24 59 37 70 49 117 23 89 50 89 44 21 67 39 76 35 76 24 54 90 27 97 70 61 69 41 48 67 15 55 76 101 19 70 33 81 91 30 91 63 45 42 30 49 36 93 62 42 45 37 54 70 72 50 30 22 46 18 23 107 48 33 65 85 108 34 48 38 61 18 80 58 32 32 26 33 48 58 56 37 60 35 83 24 67 13 98 31 35 90 54 23 32 41 28 46 17 20 83 34 84 69 94 85 34 89 51 72 62 69 119 31 66 77 33 77 26 89 53 67 20 42 80 95 27 94 18 77 22 47 64 20 68 40 30 25 18 47 71 28 0 36 26 38 89 61 34 43 35 58 105 46 67 45 88 43 82 62 86 15 41 61 33 35 50 22 42 75 42 49 45 130 65 2 42 51 28 42 35 31 50 52 32 57 8 42 68 38 32 50 59 73 25 35 82 54 20 73 54 66 82 58 44 53 67 91 1 88 42 69 91 48 26 107 26 36 48 53 2 24 21 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815 1062 470 94 880 970 214 587 64 844 187 1222 1240 191 928 1123 1552 34 185 915 1320 54 476 228 549 58 230 1000 209 398 715 698 54 76 516 259 170 9 519 116 160 232 834 408 323 326 271 249 1257 1169 359 470 1543 135 1203 602 4256 329 566 82 1358 344 665 1845 142 939 583 658 1182 2510 6 408 1102 44 656 234 1323 614 895 68 882 49 238 902 267 170 101 1369 149 667 87 2019 412 80 185 160 210 426 2583 148 123 403 872 4 841 657 686 448 493 220 770 339 1954 874 227 4 219 256 238 1145 821 357 2732 397 1150 1028 2402 355 771 309 753 566 506 978 117 172 283 806 1511 433 857 1457 1 69 63 225 12 19 1 0 6 253 90 15 41 4 36 3 177 5 100 24 16 3 2 67 164 17 13 61 32 166 224 8 215 44 27 146 3 5 235 1 4 46 46 32 64 21 24 32 235 77 281 2 1 113 166 29 49 35 35 133 24 98 1 9 0 315 16 8 22 32 100 12 221 347 291 32 16 25 80 11 442 154 93 44 266 145 247 25 181 28 28 108 7 28 32 41 305 60 45 38 275 14 7 86 241 36 31 131 92 4 209 71 271 53 348 107 14 259 59 16 231 384 12 42 44 268 73 92 58 140 55 40 190 1 16 7 128 70 6 2 38 57 194 153 23 97 56 27 40 97 25 9 4 81 97 4 57 2 128 65 23 32 2 351 33 24 52 30 6 10 83 13 6 21 74 40 6 126 121 128 117 85 65 12 83 20 64 35 0 116 9 94 84 30 102 212 210 0 36 41 93 2 12 23 62 12 14 113 14 47 28 55 3 3 90 54 17 2 26 14 8 19 40 16 54 55 3 36 37 13 61 38 104 30 79 75 160 24 29 0 48 43 43 312 44 78 69 50 103 548 0 115 67 7 18 12 56 43 39 2 36 3 16 74 3 17 16 155 7 38 4 153 100 5 22 24 21 11 271 1 8 12 19 0 61 48 133 15 9 9 27 32 195 16 22 1 12 42 9 83 63 7 379 17 57 48 242 31 110 1 69 41 6 32 11 22 15 32 39 7 97 30 30 321 224 828 48 501 30 41 32 784 702 192 205 309 376 20 1045 65 643 67 72 55 9 242 1008 442 291 246 349 763 1033 80 545 219 126 859 156 34 784 34 20 796 371 86 486 108 113 117 987 352 1003 32 3 634 747 99 164 441 409 529 58 698 116 118 20 1141 61 57 99 612 950 33 712 1175 1082 461 196 144 285 123 901 1019 349 156 813 575 978 61 746 160 156 292 35 87 258 287 1135 753 156 335 884 123 166 266 906 107 77 743 297 19 1072 195 847 148 986 361 102 915 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"Det." "Min." "Tor." "S.D." "Mon." "S.D." "Det." "Tex." "St.L." "Chi." "Bal." "St.L." "Min." "Bal." "Tex." "St.L." "St.L." "Cin." "Oak." "Hou." "Mon." "Atl." "N.Y." "Mon." "St.L." "Phi." "Mon." "N.Y." "Bos." "S.F." "Cal." "Mon." "St.L." "N.Y." "N.Y." "Tor." "K.C." "Cle." "Hou." "Sea." "Mon." "Mon." "Oak." "Mon." "K.C." "Atl." "Cle." "Det." "L.A." "St.L." "Bal." "Pit." "Min." "Cin." "K.C." "Oak." "S.D." "Pit." "Chi." "Cal." "S.F." "Bos." "Cle." "Chi." "Cin." "Hou." "Cal." "Cal." "Hou." "Atl." "Cle." "Sea." "L.A." "N.Y." "S.F." "Mil." "S.D." "Mil." "L.A." "Atl." "Mil." "N.Y." "Cle." "S.F." "Cle." "Mil." "S.F." "Chi." "St.L." "Tor." "Oak." "Det." "S.F." "S.D." "Mil." "Hou." "Bal." "Cle." "Chi." "Tex." "L.A." "Oak." "Bos." "Mon." "Chi." "Det." "Det." "Cin." "Phi." "Cal." "Det." "Bos." "Tor." "S.F." "N.Y." "Sea." "Oak." "Oak." "Chi." "N.Y." "K.C." "Atl." "Oak." "Cin." "N.Y." "Tex." "Cal." "Tex." "N.Y." "Mil." "Sea." "Hou." "Hou." "N.Y." "L.A." "Cin." "Cin." "Bal." "Mil." "Bos." "Tor." 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"Bos." "N.Y." "N.Y." "Cal." "Cal." "Chi." "N.Y." "S.F." "K.C." "Tor." "Mil." "Tor." "Cin." "Bos." "Atl." "Pit." "Phi." "Chi." "N.Y." "Phi." "Tex." "Min." "S.F." "Cal." "L.A." "Mil." "K.C." "Sea." "Pit." "Tex." "Chi." "Tex." "S.D." "Phi." "Min." "Sea." "L.A." "Bos." "Cle." "Det." "Min." "Tor." "S.D." "Mon." "S.D." "Atl." "Tex." "St.L." "Chi." "S.D." "St.L." "Min." "Bal." "Tex." "Pit." "St.L." "Cin." "Oak." "Hou." "Mon." "Atl." "N.Y." "Mon." "St.L." "Phi." "Mon." "N.Y." "Bos." "S.F." "Cal." "Mon." "St.L." "N.Y." "Chi." "Tor." "K.C." "hitters_name" "number_of_times_at_bat_in_1986" "number_of_hits_in_1986" "number_of_home_runs_in_1986" "number_of_runs_in_1986" "number_of_runs_batted_in_in_1986" "number_of_walks_in_1986" "number_of_years_in_the_major_leagues" "number_of_times_at_bat_during_his_career" "number_of_hits_during_his_career" "number_of_home_runs_during_his_career" "number_of_runs_during_his_career" "number_of_runs_batted_in_during_his_career" "number_of_walks_during_his_career" "players_league_at_the_end_of_1986" "players_division_at_the_end_of_1986" "players_team_at_the_end_of_1986" "players_position(s)_in_1986" "number_of_put_outs_in_1986" "number_of_assists_in_1986" "number_of_errors_in_1986" "_annual_salary_on_opening_day_in_thousands_of_dollars" "players_league_at_the_beginning_of_1987" "players_team_at_the_beginning_of_1987" "hitters_name" "int0" "players_league_at_the_end_of_1986" "players_division_at_the_end_of_1986" "players_team_at_the_end_of_1986" "players_position(s)_in_1986" "int1" "players_league_at_the_beginning_of_1987" "players_team_at_the_beginning_of_1987" "nominal:Al_Newman,Alan_Ashby,Alan_Trammell,Alan_Wiggins,Alex_Trevino,Alfredo_Griffin,Alvin_Davis,Andre_Dawson,Andre_Thornton,Andres_Galarraga,Andres_Thomas,Andy_Allanson,Andy_Van_Slyke,Argenis_Salazar,Barry_Bonds,Ben_Oglivie,Bill_Almon,Bill_Buckner,Bill_Doran,Bill_Madlock,Bill_Russell,Bill_Schroeder,Billy_Beane,Billy_Hatcher,Billy_Jo_Robidoux,Billy_Sample,Bip_Roberts,Bo_Diaz,Bob_Boone,Bob_Brenly,Bob_Dernier,Bob_Horner,Bob_Kearney,Bob_Melvin,Bobby_Bonilla,Bobby_Grich,Bobby_Meacham,Brett_Butler,Brian_Downing,Brook_Jacoby,Bruce_Bochte,Bruce_Bochy,Buddy_Bell,Buddy_Biancalana,Butch_Wynegar,Cal_Ripken,Candy_Maldonado,Carlton_Fisk,Carmelo_Martinez,Carmen_Castillo,Carney_Lansford,Cecil_Cooper,Charlie_Moore,Chet_Lemon,Chili_Davis,Chris_Bando,Chris_Brown,Chris_Speier,Cliff_Johnson,Cory_Snyder,Craig_Reynolds,Curt_Ford,Curt_Wilkerson,Dale_Murphy,Dale_Sveum,Damaso_Garcia,Dan_Gladden,Dan_Pasqua,Dann_Bilardello,Danny_Heep,Danny_Tartabull,Darnell_Coles,Darrell_Evans,Darrell_Porter,Darren_Daulton,Darryl_Motley,Darryl_Strawberry,Daryl_Boston,Dave_Anderson,Dave_Collins,Dave_Concepcion,Dave_Henderson,Dave_Kingman,Dave_Parker,Dave_Winfield,Davey_Lopes,Denny_Walling,Dick_Schofield,Dickie_Thon,Don_Baylor,Don_Mattingly,Don_Slaught,Donnie_Hill,Doug_Baker,Doug_DeCinces,Dwayne_Murphy,Dwight_Evans,Ed_Romero,Eddie_Milner,Eddie_Murray,Enos_Cabell,Eric_Davis,Ernest_Riles,Ernie_Whitt,Floyd_Rayford,Frank_White,Franklin_Stubbs,Fred_Lynn,Garry_Templeton,Garth_Iorg,Gary_Carter,Gary_Gaetti,Gary_Matthews,Gary_Pettis,Gary_Redus,Gary_Ward,George_Bell,George_Brett,George_Foster,George_Hendrick,Glenn_Braggs,Glenn_Davis,Glenn_Hubbard,Glenn_Wilson,Gorman_Thomas,Graig_Nettles,Greg_Brock,Greg_Gagne,Greg_Walker,Hal_McRae,Harold_Baines,Harold_Reynolds,Harry_Spilman,Herm_Winningham,Howard_Johnson,Hubie_Brooks,Jack_Clark,Jack_Howell,Jamie_Quirk,Jeff_Reed,Jeff_Stone,Jeffrey_Leonard,Jerry_Hairston,Jerry_Mumphrey,Jerry_Royster,Jerry_Willard,Jesse_Barfield,Jim_Dwyer,Jim_Gantner,Jim_Morrison,Jim_Presley,Jim_Rice,Jim_Sundberg,Jim_Traber,Jody_Davis,Joe_Carter,Joe_Orsulak,Joel_Skinner,Joel_Youngblood,John_Cangelosi,John_Kruk,John_Moses,John_Russell,John_Shelby,Johnny_Grubb,Johnny_Ray,Jorge_Orta,Jose_Canseco,Jose_Cruz,Jose_Uribe,Juan_Beniquez,Juan_Bonilla,Juan_Samuel,Julio_Cruz,Julio_Franco,Kal_Daniels,Keith_Hernandez,Keith_Moreland,Ken_Griffey,Ken_Landreaux,Ken_Oberkfell,Ken_Phelps,Kent_Hrbek,Kevin_Bass,Kevin_McReynolds,Kevin_Mitchell,Kirby_Puckett,Kirk_Gibson,Kurt_Stillwell,Lance_Parrish,Larry_Herndon,Larry_Parrish,Larry_Sheets,Lee_Lacy,Len_Dykstra,Len_Matuszek,Leon_Durham,Lloyd_Moseby,Lonnie_Smith,Lou_Whitaker,Luis_Rivera,Mariano_Duncan,Mark_Salas,Marty_Barrett,Marvell_Wynne,Mel_Hall,Mickey_Hatcher,Mickey_Tettleton,Mike_Aldrete,Mike_Brown,Mike_Davis,Mike_Diaz,Mike_Easler,Mike_Fitzgerald,Mike_Heath,Mike_Kingery,Mike_LaValliere,Mike_Marshall,Mike_Pagliarulo,Mike_Schmidt,Mike_Scioscia,Mike_Young,Milt_Thompson,Mitch_Webster,Mookie_Wilson,Nick_Esasky,Oddibe_McDowell,Omar_Moreno,Ozzie_Guillen,Ozzie_Smith,Ozzie_Virgil,Pat_Sheridan,Pat_Tabler,Paul_Molitor,Pete_Incaviglia,Pete_OBrien,Pete_Rose,Phil_Bradley,Phil_Garner,Rafael_Belliard,Rafael_Ramirez,Rafael_Santana,Rance_Mulliniks,Randy_Bush,Randy_Kutcher,Ray_Knight,Reggie_Jackson,Reggie_Williams,Rey_Quinones,Rich_Gedman,Rick_Burleson,Rick_Cerone,Rick_Dempsey,Rick_Leach,Rick_Manning,Rick_Schu,Rickey_Henderson,Ricky_Jones,Rob_Deer,Rob_Wilfong,Robby_Thompson,Robin_Yount,Ron_Cey,Ron_Hassey,Ron_Kittle,Ron_Oester,Ron_Roenicke,Ronn_Reynolds,Roy_Smalley,Ruben_Sierra,Rudy_Law,Ryne_Sandberg,Scott_Bradley,Scott_Fletcher,Shawon_Dunston,Sid_Bream,Spike_Owen,Steve_Balboni,Steve_Buechele,Steve_Garvey,Steve_Jeltz,Steve_Lombardozzi,Steve_Sax,Ted_Simmons,Terry_Harper,Terry_Kennedy,Terry_Pendleton,Terry_Puhl,Tim_Flannery,Tim_Hulett,Tim_Laudner,Tim_Raines,Tim_Teufel,Tim_Wallach,Tito_Landrum,Toby_Harrah,Tom_Brookens,Tom_Brunansky,Tom_Foley,Tom_OMalley,Tom_Paciorek,Tommy_Herr,Tony_Armas,Tony_Bernazard,Tony_Fernandez,Tony_Gwynn,Tony_Pena,Tony_Perez,Tony_Phillips,Vance_Law,Vince_Coleman,Von_Hayes,Wade_Boggs,Wally_Backman,Wally_Joyner,Wayne_Krenchicki,Wayne_Tolleson,Will_Clark,Willie_McGee,Willie_Randolph,Willie_Upshaw,Willie_Wilson" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "nominal:A,N" "nominal:E,W" "nominal:Atl.,Bal.,Bos.,Cal.,Chi.,Cin.,Cle.,Det.,Hou.,K.C.,L.A.,Mil.,Min.,Mon.,N.Y.,Oak.,Phi.,Pit.,S.D.,S.F.,Sea.,St.L.,Tex.,Tor." "nominal:13,1B,1O,23,2B,2S,32,3B,3O,3S,C,CD,CF,CS,DH,DO,LF,O1,OD,OF,OS,RF,S3,SS,UT" "numeric" "numeric" "numeric" "numeric" "nominal:A,N" "nominal:Atl.,Bal.,Bos.,Cal.,Chi.,Cin.,Cle.,Det.,Hou.,K.C.,L.A.,Mil.,Min.,Mon.,N.Y.,Oak.,Phi.,Pit.,S.D.,S.F.,Sea.,St.L.,Tex.,Tor."