Homework 4
Yuhan Duan
2/28/2017
2a
library(DBI)
library(RSQLite)
drv = dbDriver("SQLite")
con = dbConnect(drv, dbname="baseball.db")
dbListTables(con)## [1] "AllstarFull" "Appearances" "AwardsManagers"
## [4] "AwardsPlayers" "AwardsShareManagers" "AwardsSharePlayers"
## [7] "Batting" "BattingPost" "Fielding"
## [10] "FieldingOF" "FieldingPost" "HallOfFame"
## [13] "Managers" "ManagersHalf" "Master"
## [16] "Pitching" "PitchingPost" "Salaries"
## [19] "Schools" "SchoolsPlayers" "SeriesPost"
## [22] "Teams" "TeamsFranchises" "TeamsHalf"
## [25] "sqlite_sequence" "xref_stats"2b
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(foreach)
salary <- dbReadTable(con, "Salaries")
team <- subset(salary,yearID == 2010 )
payroll <- foreach(i=unique(team$teamID)) %do% sum(subset(team, teamID==i)$salary)
names(payroll) <- unique(team$teamID)
payroll## $ARI
## [1] 60718166
##
## $ATL
## [1] 84423666
##
## $BAL
## [1] 81612500
##
## $BOS
## [1] 162447333
##
## $CHA
## [1] 105530000
##
## $CHN
## [1] 146609000
##
## $CIN
## [1] 71761542
##
## $CLE
## [1] 61203966
##
## $COL
## [1] 84227000
##
## $DET
## [1] 122864928
##
## $FLO
## [1] 57029719
##
## $HOU
## [1] 92355500
##
## $KCA
## [1] 71405210
##
## $LAA
## [1] 104963866
##
## $LAN
## [1] 95358016
##
## $MIL
## [1] 81108278
##
## $MIN
## [1] 97559166
##
## $NYA
## [1] 206333389
##
## $NYN
## [1] 134422942
##
## $OAK
## [1] 55254900
##
## $PHI
## [1] 141928379
##
## $PIT
## [1] 34943000
##
## $SDN
## [1] 37799300
##
## $SEA
## [1] 86510000
##
## $SFN
## [1] 98641333
##
## $SLN
## [1] 93540751
##
## $TBA
## [1] 71923471
##
## $TEX
## [1] 55250544
##
## $TOR
## [1] 62234000
##
## $WAS
## [1] 61400000Team with highest payroll is:
sort(unlist(payroll), decreasing = TRUE)[1]## NYA
## 2063333892c
library(RSQLite)
dbGetQuery(con, paste(
'Select Salaries.teamID, sum(Salaries.salary)',
'From Salaries',
'Where Salaries.yearID = 2010',
'GROUP BY Salaries.teamID'))## teamID sum(Salaries.salary)
## 1 ARI 60718166
## 2 ATL 84423666
## 3 BAL 81612500
## 4 BOS 162447333
## 5 CHA 105530000
## 6 CHN 146609000
## 7 CIN 71761542
## 8 CLE 61203966
## 9 COL 84227000
## 10 DET 122864928
## 11 FLO 57029719
## 12 HOU 92355500
## 13 KCA 71405210
## 14 LAA 104963866
## 15 LAN 95358016
## 16 MIL 81108278
## 17 MIN 97559166
## 18 NYA 206333389
## 19 NYN 134422942
## 20 OAK 55254900
## 21 PHI 141928379
## 22 PIT 34943000
## 23 SDN 37799300
## 24 SEA 86510000
## 25 SFN 98641333
## 26 SLN 93540751
## 27 TBA 71923471
## 28 TEX 55250544
## 29 TOR 62234000
## 30 WAS 614000002d
library(RSQLite)
x <- dbGetQuery(con, paste(
'Select Salaries.teamID, Salaries.yearID, sum(Salaries.salary)',
'From Salaries',
'Where Salaries.yearID > 1984 AND Salaries.yearID < 2011',
'GROUP BY Salaries.teamID, Salaries.yearID'))
x## teamID yearID sum(Salaries.salary)
## 1 ANA 1997 31135472
## 2 ANA 1998 41281000
## 3 ANA 1999 55388166
## 4 ANA 2000 51464167
## 5 ANA 2001 47535167
## 6 ANA 2002 61721667
## 7 ANA 2003 79031667
## 8 ANA 2004 100534667
## 9 ARI 1998 32347000
## 10 ARI 1999 68703999
## 11 ARI 2000 81027833
## 12 ARI 2001 85082999
## 13 ARI 2002 102819999
## 14 ARI 2003 80657000
## 15 ARI 2004 69780750
## 16 ARI 2005 62329166
## 17 ARI 2006 59684226
## 18 ARI 2007 52067546
## 19 ARI 2008 66202712
## 20 ARI 2009 73516666
## 21 ARI 2010 60718166
## 22 ATL 1985 14807000
## 23 ATL 1986 17102786
## 24 ATL 1987 16544560
## 25 ATL 1988 12728174
## 26 ATL 1989 11112334
## 27 ATL 1990 14555501
## 28 ATL 1991 18403500
## 29 ATL 1992 34625333
## 30 ATL 1993 41641417
## 31 ATL 1994 49383513
## 32 ATL 1995 47235445
## 33 ATL 1996 49698500
## 34 ATL 1997 52278500
## 35 ATL 1998 61186000
## 36 ATL 1999 73140000
## 37 ATL 2000 84537836
## 38 ATL 2001 91936166
## 39 ATL 2002 92870367
## 40 ATL 2003 106243667
## 41 ATL 2004 90182500
## 42 ATL 2005 86457302
## 43 ATL 2006 90156876
## 44 ATL 2007 87290833
## 45 ATL 2008 102365683
## 46 ATL 2009 96726166
## 47 ATL 2010 84423666
## 48 BAL 1985 11560712
## 49 BAL 1986 13001258
## 50 BAL 1987 13900273
## 51 BAL 1988 13532075
## 52 BAL 1989 8275167
## 53 BAL 1990 9680084
## 54 BAL 1991 17519000
## 55 BAL 1992 23780667
## 56 BAL 1993 29096500
## 57 BAL 1994 38849769
## 58 BAL 1995 43942521
## 59 BAL 1996 54490315
## 60 BAL 1997 58516400
## 61 BAL 1998 72355634
## 62 BAL 1999 80605863
## 63 BAL 2000 81447435
## 64 BAL 2001 67599540
## 65 BAL 2002 60493487
## 66 BAL 2003 73877500
## 67 BAL 2004 51623333
## 68 BAL 2005 73914333
## 69 BAL 2006 72585582
## 70 BAL 2007 93174808
## 71 BAL 2008 67196246
## 72 BAL 2009 67101666
## 73 BAL 2010 81612500
## 74 BOS 1985 10897560
## 75 BOS 1986 14402239
## 76 BOS 1987 10144167
## 77 BOS 1988 13896092
## 78 BOS 1989 17481748
## 79 BOS 1990 20558333
## 80 BOS 1991 35167500
## 81 BOS 1992 43610584
## 82 BOS 1993 37120583
## 83 BOS 1994 37859084
## 84 BOS 1995 32455518
## 85 BOS 1996 42393500
## 86 BOS 1997 43558750
## 87 BOS 1998 56757000
## 88 BOS 1999 63497500
## 89 BOS 2000 77940333
## 90 BOS 2001 110035833
## 91 BOS 2002 108366060
## 92 BOS 2003 99946500
## 93 BOS 2004 127298500
## 94 BOS 2005 123505125
## 95 BOS 2006 120099824
## 96 BOS 2007 143026214
## 97 BOS 2008 133390035
## 98 BOS 2009 121345999
## 99 BOS 2010 162447333
## 100 CAL 1985 14427894
## 101 CAL 1986 14427258
## 102 CAL 1987 12843499
## 103 CAL 1988 11947388
## 104 CAL 1989 15097833
## 105 CAL 1990 21720000
## 106 CAL 1991 33060001
## 107 CAL 1992 34749334
## 108 CAL 1993 28588334
## 109 CAL 1994 25156218
## 110 CAL 1995 31223171
## 111 CAL 1996 28738000
## 112 CHA 1985 9846178
## 113 CHA 1986 10418819
## 114 CHA 1987 10641843
## 115 CHA 1988 6390000
## 116 CHA 1989 7265410
## 117 CHA 1990 9491500
## 118 CHA 1991 16919667
## 119 CHA 1992 30160833
## 120 CHA 1993 39696166
## 121 CHA 1994 39183836
## 122 CHA 1995 46961282
## 123 CHA 1996 45139500
## 124 CHA 1997 57740000
## 125 CHA 1998 38335000
## 126 CHA 1999 25620000
## 127 CHA 2000 31133500
## 128 CHA 2001 65653667
## 129 CHA 2002 57052833
## 130 CHA 2003 51010000
## 131 CHA 2004 65212500
## 132 CHA 2005 75178000
## 133 CHA 2006 102750667
## 134 CHA 2007 108671833
## 135 CHA 2008 121189332
## 136 CHA 2009 96068500
## 137 CHA 2010 105530000
## 138 CHN 1985 12702917
## 139 CHN 1986 17208165
## 140 CHN 1987 14307999
## 141 CHN 1988 13119198
## 142 CHN 1989 10668000
## 143 CHN 1990 13624000
## 144 CHN 1991 23175667
## 145 CHN 1992 29829686
## 146 CHN 1993 39386666
## 147 CHN 1994 36287333
## 148 CHN 1995 29505834
## 149 CHN 1996 33081000
## 150 CHN 1997 42155333
## 151 CHN 1998 50838000
## 152 CHN 1999 62343000
## 153 CHN 2000 60539333
## 154 CHN 2001 64715833
## 155 CHN 2002 75690833
## 156 CHN 2003 79868333
## 157 CHN 2004 90560000
## 158 CHN 2005 87032933
## 159 CHN 2006 94424499
## 160 CHN 2007 99670332
## 161 CHN 2008 118345833
## 162 CHN 2009 134809000
## 163 CHN 2010 146609000
## 164 CIN 1985 8359917
## 165 CIN 1986 11906388
## 166 CIN 1987 9281500
## 167 CIN 1988 8888409
## 168 CIN 1989 11072000
## 169 CIN 1990 14370000
## 170 CIN 1991 26305333
## 171 CIN 1992 35931499
## 172 CIN 1993 44879666
## 173 CIN 1994 40961833
## 174 CIN 1995 43144670
## 175 CIN 1996 42526334
## 176 CIN 1997 49768000
## 177 CIN 1998 23005000
## 178 CIN 1999 33962761
## 179 CIN 2000 46867200
## 180 CIN 2001 48986000
## 181 CIN 2002 45050390
## 182 CIN 2003 59355667
## 183 CIN 2004 46615250
## 184 CIN 2005 61892583
## 185 CIN 2006 60909519
## 186 CIN 2007 68524980
## 187 CIN 2008 74117695
## 188 CIN 2009 73558500
## 189 CIN 2010 71761542
## 190 CLE 1985 6551666
## 191 CLE 1986 7809500
## 192 CLE 1987 8513750
## 193 CLE 1988 8936500
## 194 CLE 1989 9094500
## 195 CLE 1990 14487000
## 196 CLE 1991 17635000
## 197 CLE 1992 9373044
## 198 CLE 1993 18561000
## 199 CLE 1994 30490500
## 200 CLE 1995 37937835
## 201 CLE 1996 48107360
## 202 CLE 1997 56802460
## 203 CLE 1998 60800166
## 204 CLE 1999 72978462
## 205 CLE 2000 75880771
## 206 CLE 2001 93152001
## 207 CLE 2002 78909449
## 208 CLE 2003 48584834
## 209 CLE 2004 34319300
## 210 CLE 2005 41502500
## 211 CLE 2006 56031500
## 212 CLE 2007 61673267
## 213 CLE 2008 78970066
## 214 CLE 2009 81579166
## 215 CLE 2010 61203966
## 216 COL 1993 10353500
## 217 COL 1994 23887333
## 218 COL 1995 34154717
## 219 COL 1996 40179823
## 220 COL 1997 43559667
## 221 COL 1998 50484648
## 222 COL 1999 61935837
## 223 COL 2000 61111190
## 224 COL 2001 71541334
## 225 COL 2002 56851043
## 226 COL 2003 67179667
## 227 COL 2004 65445167
## 228 COL 2005 47839000
## 229 COL 2006 41233000
## 230 COL 2007 54041000
## 231 COL 2008 68655500
## 232 COL 2009 75201000
## 233 COL 2010 84227000
## 234 DET 1985 10348143
## 235 DET 1986 12335714
## 236 DET 1987 12122881
## 237 DET 1988 12869571
## 238 DET 1989 15146404
## 239 DET 1990 17593238
## 240 DET 1991 23838333
## 241 DET 1992 27322834
## 242 DET 1993 38150165
## 243 DET 1994 41446501
## 244 DET 1995 37044168
## 245 DET 1996 23438000
## 246 DET 1997 17272000
## 247 DET 1998 24065000
## 248 DET 1999 36489666
## 249 DET 2000 58265167
## 250 DET 2001 53416167
## 251 DET 2002 55048000
## 252 DET 2003 49168000
## 253 DET 2004 46832000
## 254 DET 2005 69092000
## 255 DET 2006 82612866
## 256 DET 2007 94800369
## 257 DET 2008 137685196
## 258 DET 2009 115085145
## 259 DET 2010 122864928
## 260 FLO 1993 19330545
## 261 FLO 1994 21633000
## 262 FLO 1995 24515781
## 263 FLO 1996 31022500
## 264 FLO 1997 48692500
## 265 FLO 1998 41322667
## 266 FLO 1999 21085000
## 267 FLO 2000 19872000
## 268 FLO 2001 35762500
## 269 FLO 2002 41979917
## 270 FLO 2003 49450000
## 271 FLO 2004 42143042
## 272 FLO 2005 60408834
## 273 FLO 2006 14998500
## 274 FLO 2007 30507000
## 275 FLO 2008 21811500
## 276 FLO 2009 36834000
## 277 FLO 2010 57029719
## 278 HOU 1985 9993051
## 279 HOU 1986 9873276
## 280 HOU 1987 12608371
## 281 HOU 1988 12286167
## 282 HOU 1989 15029500
## 283 HOU 1990 18330000
## 284 HOU 1991 12852500
## 285 HOU 1992 15407500
## 286 HOU 1993 30210500
## 287 HOU 1994 33126000
## 288 HOU 1995 34169834
## 289 HOU 1996 28487000
## 290 HOU 1997 34777500
## 291 HOU 1998 42374000
## 292 HOU 1999 54914000
## 293 HOU 2000 51289111
## 294 HOU 2001 60612667
## 295 HOU 2002 63448417
## 296 HOU 2003 71040000
## 297 HOU 2004 75397000
## 298 HOU 2005 76779000
## 299 HOU 2006 88694435
## 300 HOU 2007 87759000
## 301 HOU 2008 88930414
## 302 HOU 2009 102996414
## 303 HOU 2010 92355500
## 304 KCA 1985 9321179
## 305 KCA 1986 13043698
## 306 KCA 1987 11828056
## 307 KCA 1988 14556562
## 308 KCA 1989 18683568
## 309 KCA 1990 23361084
## 310 KCA 1991 26319834
## 311 KCA 1992 33893834
## 312 KCA 1993 41346167
## 313 KCA 1994 40541334
## 314 KCA 1995 29532834
## 315 KCA 1996 20281250
## 316 KCA 1997 34655000
## 317 KCA 1998 36862500
## 318 KCA 1999 26225000
## 319 KCA 2000 23433000
## 320 KCA 2001 35422500
## 321 KCA 2002 47257000
## 322 KCA 2003 40518000
## 323 KCA 2004 47609000
## 324 KCA 2005 36881000
## 325 KCA 2006 47294000
## 326 KCA 2007 67116500
## 327 KCA 2008 58245500
## 328 KCA 2009 70519333
## 329 KCA 2010 71405210
## 330 LAA 2005 94867822
## 331 LAA 2006 103472000
## 332 LAA 2007 109251333
## 333 LAA 2008 119216333
## 334 LAA 2009 113709000
## 335 LAA 2010 104963866
## 336 LAN 1985 10967917
## 337 LAN 1986 14913776
## 338 LAN 1987 13675403
## 339 LAN 1988 16850515
## 340 LAN 1989 21071562
## 341 LAN 1990 21318704
## 342 LAN 1991 32790664
## 343 LAN 1992 44788166
## 344 LAN 1993 39331999
## 345 LAN 1994 38000001
## 346 LAN 1995 39273201
## 347 LAN 1996 35355000
## 348 LAN 1997 45380304
## 349 LAN 1998 48820000
## 350 LAN 1999 80862453
## 351 LAN 2000 87924286
## 352 LAN 2001 109105953
## 353 LAN 2002 94850953
## 354 LAN 2003 105572620
## 355 LAN 2004 92902001
## 356 LAN 2005 83039000
## 357 LAN 2006 98447187
## 358 LAN 2007 108454524
## 359 LAN 2008 118588536
## 360 LAN 2009 100414592
## 361 LAN 2010 95358016
## 362 MIL 1998 33914904
## 363 MIL 1999 43377395
## 364 MIL 2000 36505333
## 365 MIL 2001 43886833
## 366 MIL 2002 50287833
## 367 MIL 2003 40627000
## 368 MIL 2004 27528500
## 369 MIL 2005 39934833
## 370 MIL 2006 57568333
## 371 MIL 2007 70986500
## 372 MIL 2008 80937499
## 373 MIL 2009 80182502
## 374 MIL 2010 81108278
## 375 MIN 1985 5764821
## 376 MIN 1986 8748167
## 377 MIN 1987 6397500
## 378 MIN 1988 12462666
## 379 MIN 1989 15531666
## 380 MIN 1990 14602000
## 381 MIN 1991 23361833
## 382 MIN 1992 28027834
## 383 MIN 1993 28217933
## 384 MIN 1994 28438500
## 385 MIN 1995 25410500
## 386 MIN 1996 23117000
## 387 MIN 1997 34072500
## 388 MIN 1998 27927500
## 389 MIN 1999 21257500
## 390 MIN 2000 16519500
## 391 MIN 2001 24130000
## 392 MIN 2002 40425000
## 393 MIN 2003 55505000
## 394 MIN 2004 53585000
## 395 MIN 2005 56186000
## 396 MIN 2006 63396006
## 397 MIN 2007 71439500
## 398 MIN 2008 56932766
## 399 MIN 2009 65299266
## 400 MIN 2010 97559166
## 401 ML4 1985 11284107
## 402 ML4 1986 9943642
## 403 ML4 1987 7293224
## 404 ML4 1988 8402000
## 405 ML4 1989 11533000
## 406 ML4 1990 19719167
## 407 ML4 1991 23115500
## 408 ML4 1992 31013667
## 409 ML4 1993 23806834
## 410 ML4 1994 24350500
## 411 ML4 1995 17798825
## 412 ML4 1996 21730000
## 413 ML4 1997 23655338
## 414 MON 1985 9470166
## 415 MON 1986 11103600
## 416 MON 1987 6942052
## 417 MON 1988 9603333
## 418 MON 1989 13807389
## 419 MON 1990 16586388
## 420 MON 1991 10732333
## 421 MON 1992 15822334
## 422 MON 1993 18899333
## 423 MON 1994 19098000
## 424 MON 1995 12364000
## 425 MON 1996 16264500
## 426 MON 1997 19295500
## 427 MON 1998 10641500
## 428 MON 1999 17903000
## 429 MON 2000 32994333
## 430 MON 2001 35159500
## 431 MON 2002 38670500
## 432 MON 2003 51948500
## 433 MON 2004 40897500
## 434 NYA 1985 14238204
## 435 NYA 1986 18494253
## 436 NYA 1987 17099714
## 437 NYA 1988 19441152
## 438 NYA 1989 17114375
## 439 NYA 1990 20912318
## 440 NYA 1991 27344168
## 441 NYA 1992 37543334
## 442 NYA 1993 42624900
## 443 NYA 1994 45731334
## 444 NYA 1995 48874851
## 445 NYA 1996 54191792
## 446 NYA 1997 62241545
## 447 NYA 1998 66806867
## 448 NYA 1999 86734359
## 449 NYA 2000 92338260
## 450 NYA 2001 112287143
## 451 NYA 2002 125928583
## 452 NYA 2003 152749814
## 453 NYA 2004 184193950
## 454 NYA 2005 208306817
## 455 NYA 2006 194663079
## 456 NYA 2007 189259045
## 457 NYA 2008 207896789
## 458 NYA 2009 201449189
## 459 NYA 2010 206333389
## 460 NYN 1985 10834762
## 461 NYN 1986 15393714
## 462 NYN 1987 13846714
## 463 NYN 1988 15269314
## 464 NYN 1989 19885071
## 465 NYN 1990 21722834
## 466 NYN 1991 32590001
## 467 NYN 1992 44602002
## 468 NYN 1993 39043667
## 469 NYN 1994 30956583
## 470 NYN 1995 27674992
## 471 NYN 1996 24479500
## 472 NYN 1997 39800400
## 473 NYN 1998 52077999
## 474 NYN 1999 65092092
## 475 NYN 2000 79509776
## 476 NYN 2001 93174428
## 477 NYN 2002 94633593
## 478 NYN 2003 116876429
## 479 NYN 2004 96660970
## 480 NYN 2005 101305821
## 481 NYN 2006 101084963
## 482 NYN 2007 115231663
## 483 NYN 2008 137793376
## 484 NYN 2009 149373987
## 485 NYN 2010 134422942
## 486 OAK 1985 9058606
## 487 OAK 1986 9779421
## 488 OAK 1987 11680839
## 489 OAK 1988 9690000
## 490 OAK 1989 15613070
## 491 OAK 1990 19887501
## 492 OAK 1991 36999167
## 493 OAK 1992 41035000
## 494 OAK 1993 37812333
## 495 OAK 1994 34172500
## 496 OAK 1995 37739225
## 497 OAK 1996 21243000
## 498 OAK 1997 24018500
## 499 OAK 1998 21303000
## 500 OAK 1999 24431833
## 501 OAK 2000 31971333
## 502 OAK 2001 33810750
## 503 OAK 2002 40004167
## 504 OAK 2003 50260834
## 505 OAK 2004 59425667
## 506 OAK 2005 55425762
## 507 OAK 2006 62243079
## 508 OAK 2007 79366940
## 509 OAK 2008 47967126
## 510 OAK 2009 61910000
## 511 OAK 2010 55254900
## 512 PHI 1985 10124966
## 513 PHI 1986 11590166
## 514 PHI 1987 11514233
## 515 PHI 1988 13838000
## 516 PHI 1989 10604000
## 517 PHI 1990 13173667
## 518 PHI 1991 22487332
## 519 PHI 1992 24383834
## 520 PHI 1993 28538334
## 521 PHI 1994 31599000
## 522 PHI 1995 30555945
## 523 PHI 1996 34314500
## 524 PHI 1997 36656500
## 525 PHI 1998 36297500
## 526 PHI 1999 31692500
## 527 PHI 2000 47308000
## 528 PHI 2001 41663833
## 529 PHI 2002 57954999
## 530 PHI 2003 70780000
## 531 PHI 2004 92919167
## 532 PHI 2005 95522000
## 533 PHI 2006 88273333
## 534 PHI 2007 89428213
## 535 PHI 2008 97879880
## 536 PHI 2009 113004046
## 537 PHI 2010 141928379
## 538 PIT 1985 9227500
## 539 PIT 1986 10843500
## 540 PIT 1987 7652000
## 541 PIT 1988 5998500
## 542 PIT 1989 12737500
## 543 PIT 1990 15556000
## 544 PIT 1991 23634667
## 545 PIT 1992 33944167
## 546 PIT 1993 24822467
## 547 PIT 1994 24217250
## 548 PIT 1995 18355345
## 549 PIT 1996 23017500
## 550 PIT 1997 10771667
## 551 PIT 1998 15065000
## 552 PIT 1999 24697666
## 553 PIT 2000 28928334
## 554 PIT 2001 57760833
## 555 PIT 2002 42323599
## 556 PIT 2003 54812429
## 557 PIT 2004 32227929
## 558 PIT 2005 38133000
## 559 PIT 2006 46717750
## 560 PIT 2007 38537833
## 561 PIT 2008 48689783
## 562 PIT 2009 48693000
## 563 PIT 2010 34943000
## 564 SDN 1985 11036583
## 565 SDN 1986 11380693
## 566 SDN 1987 11065796
## 567 SDN 1988 9561002
## 568 SDN 1989 14195000
## 569 SDN 1990 17588334
## 570 SDN 1991 22150001
## 571 SDN 1992 26854167
## 572 SDN 1993 25511333
## 573 SDN 1994 14916333
## 574 SDN 1995 26382334
## 575 SDN 1996 28348172
## 576 SDN 1997 37363672
## 577 SDN 1998 46861500
## 578 SDN 1999 49768179
## 579 SDN 2000 54821000
## 580 SDN 2001 39182833
## 581 SDN 2002 41425000
## 582 SDN 2003 45210000
## 583 SDN 2004 55384833
## 584 SDN 2005 63290833
## 585 SDN 2006 69896141
## 586 SDN 2007 58110567
## 587 SDN 2008 73677616
## 588 SDN 2009 43333700
## 589 SDN 2010 37799300
## 590 SEA 1985 4613000
## 591 SEA 1986 5958309
## 592 SEA 1987 2263500
## 593 SEA 1988 7342450
## 594 SEA 1989 9779500
## 595 SEA 1990 12553667
## 596 SEA 1991 15691833
## 597 SEA 1992 23179833
## 598 SEA 1993 32696333
## 599 SEA 1994 29228500
## 600 SEA 1995 36481311
## 601 SEA 1996 41328501
## 602 SEA 1997 41540661
## 603 SEA 1998 54087036
## 604 SEA 1999 54125003
## 605 SEA 2000 58915000
## 606 SEA 2001 74720834
## 607 SEA 2002 80282668
## 608 SEA 2003 86959167
## 609 SEA 2004 81515834
## 610 SEA 2005 87754334
## 611 SEA 2006 87959833
## 612 SEA 2007 106460833
## 613 SEA 2008 117666482
## 614 SEA 2009 98904166
## 615 SEA 2010 86510000
## 616 SFN 1985 8221714
## 617 SFN 1986 8947000
## 618 SFN 1987 7290000
## 619 SFN 1988 12380000
## 620 SFN 1989 14962834
## 621 SFN 1990 19335333
## 622 SFN 1991 30967666
## 623 SFN 1992 33163168
## 624 SFN 1993 35050000
## 625 SFN 1994 42638666
## 626 SFN 1995 36462777
## 627 SFN 1996 37144725
## 628 SFN 1997 35592378
## 629 SFN 1998 42565834
## 630 SFN 1999 46595057
## 631 SFN 2000 53737826
## 632 SFN 2001 63280167
## 633 SFN 2002 78299835
## 634 SFN 2003 82852167
## 635 SFN 2004 82019166
## 636 SFN 2005 90199500
## 637 SFN 2006 90056419
## 638 SFN 2007 90219056
## 639 SFN 2008 76594500
## 640 SFN 2009 83026450
## 641 SFN 2010 98641333
## 642 SLN 1985 11817083
## 643 SLN 1986 9875010
## 644 SLN 1987 11758000
## 645 SLN 1988 12880000
## 646 SLN 1989 16078833
## 647 SLN 1990 20523334
## 648 SLN 1991 21860001
## 649 SLN 1992 27583836
## 650 SLN 1993 23367334
## 651 SLN 1994 29275601
## 652 SLN 1995 37101000
## 653 SLN 1996 40269667
## 654 SLN 1997 45456667
## 655 SLN 1998 54672521
## 656 SLN 1999 49778195
## 657 SLN 2000 61453863
## 658 SLN 2001 78538333
## 659 SLN 2002 74660875
## 660 SLN 2003 83786666
## 661 SLN 2004 83228333
## 662 SLN 2005 92106833
## 663 SLN 2006 88891371
## 664 SLN 2007 90286823
## 665 SLN 2008 99624449
## 666 SLN 2009 88528409
## 667 SLN 2010 93540751
## 668 TBA 1998 27280000
## 669 TBA 1999 38870000
## 670 TBA 2000 62765129
## 671 TBA 2001 56980000
## 672 TBA 2002 34380000
## 673 TBA 2003 19630000
## 674 TBA 2004 29556667
## 675 TBA 2005 29679067
## 676 TBA 2006 35417967
## 677 TBA 2007 24123500
## 678 TBA 2008 43820597
## 679 TBA 2009 63313034
## 680 TBA 2010 71923471
## 681 TEX 1985 7676500
## 682 TEX 1986 6743119
## 683 TEX 1987 880000
## 684 TEX 1988 5342131
## 685 TEX 1989 11893781
## 686 TEX 1990 14874372
## 687 TEX 1991 18224500
## 688 TEX 1992 30128167
## 689 TEX 1993 36376959
## 690 TEX 1994 32973597
## 691 TEX 1995 34581451
## 692 TEX 1996 39041528
## 693 TEX 1997 53448838
## 694 TEX 1998 56572095
## 695 TEX 1999 76709931
## 696 TEX 2000 70795921
## 697 TEX 2001 88633500
## 698 TEX 2002 105526122
## 699 TEX 2003 103491667
## 700 TEX 2004 55050417
## 701 TEX 2005 55849000
## 702 TEX 2006 68228662
## 703 TEX 2007 68318675
## 704 TEX 2008 67712326
## 705 TEX 2009 68178798
## 706 TEX 2010 55250544
## 707 TOR 1985 8812550
## 708 TOR 1986 12611047
## 709 TOR 1987 10479501
## 710 TOR 1988 12241225
## 711 TOR 1989 16261666
## 712 TOR 1990 17756834
## 713 TOR 1991 19902417
## 714 TOR 1992 44788666
## 715 TOR 1993 47279166
## 716 TOR 1994 43433668
## 717 TOR 1995 50590000
## 718 TOR 1996 29555083
## 719 TOR 1997 47079833
## 720 TOR 1998 51376000
## 721 TOR 1999 45444333
## 722 TOR 2000 44838332
## 723 TOR 2001 76895999
## 724 TOR 2002 76864333
## 725 TOR 2003 51269000
## 726 TOR 2004 50017000
## 727 TOR 2005 45719500
## 728 TOR 2006 71365000
## 729 TOR 2007 81942800
## 730 TOR 2008 97793900
## 731 TOR 2009 80538300
## 732 TOR 2010 62234000
## 733 WAS 2005 48581500
## 734 WAS 2006 63143000
## 735 WAS 2007 36947500
## 736 WAS 2008 54961000
## 737 WAS 2009 59928000
## 738 WAS 2010 614000003
#library(fImport)
#cpi <- fredSeries("CPIAUCSL",
#from = as.Date("1985-01-01"),
#to = as.Date("2011-01-01"))
#cpi <- cpi[months(as.Date(rownames(cpi))) == "January"]
#cpi <- cpi / cpi[length(cpi)]
cpi <- c(0.4778762, 0.4968646, 0.5036462, 0.5244431, 0.5479526, 0.5764353, 0.608987, 0.6252628, 0.6456076, 0.6614313, 0.6804197, 0.6994082, 0.7206572, 0.7324119, 0.7446188, 0.7654157, 0.7938984, 0.8033926, 0.8255458, 0.8422737, 0.8662354, 0.9010475, 0.9197512, 0.9592517, 0.9581621, 0.9832766, 1)3a
plot(1985:2011, cpi, xlab= "Years", ylab= "CPI")
3b
library(foreach)
library(plyr)## -------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## -------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarizelibrary(RSQLite)
inflation.adjusted <- ddply(x, c("teamID", "yearID"), function(y){
adjusted <- y$sum/cpi[y$yearID-1985+1]
data.frame(inflation.adjusted = adjusted)
})
inflation.adjusted## teamID yearID inflation.adjusted
## 1 ANA 1997 43204275
## 2 ANA 1998 56363093
## 3 ANA 1999 74384592
## 4 ANA 2000 67236884
## 5 ANA 2001 59875630
## 6 ANA 2002 76826283
## 7 ANA 2003 95732626
## 8 ANA 2004 119361043
## 9 ARI 1998 44165039
## 10 ARI 1999 92267344
## 11 ARI 2000 105861211
## 12 ARI 2001 107171143
## 13 ARI 2002 127982258
## 14 ARI 2003 97701424
## 15 ARI 2004 82848069
## 16 ARI 2005 71954074
## 17 ARI 2006 66238712
## 18 ARI 2007 56610468
## 19 ARI 2008 69014954
## 20 ARI 2009 76726752
## 21 ARI 2010 61750850
## 22 ATL 1985 30985012
## 23 ATL 1986 34421422
## 24 ATL 1987 32849568
## 25 ATL 1988 24269886
## 26 ATL 1989 20279736
## 27 ATL 1990 25250884
## 28 ATL 1991 30219857
## 29 ATL 1992 55377248
## 30 ATL 1993 64499577
## 31 ATL 1994 74661591
## 32 ATL 1995 69421043
## 33 ATL 1996 71057932
## 34 ATL 1997 72542812
## 35 ATL 1998 83540423
## 36 ATL 1999 98224756
## 37 ATL 2000 110446958
## 38 ATL 2001 115803440
## 39 ATL 2002 115597738
## 40 ATL 2003 128695061
## 41 ATL 2004 107070303
## 42 ATL 2005 99808091
## 43 ATL 2006 100057850
## 44 ATL 2007 94907006
## 45 ATL 2008 106714101
## 46 ATL 2009 100949689
## 47 ATL 2010 85859529
## 48 BAL 1985 24191856
## 49 BAL 1986 26166602
## 50 BAL 1987 27599281
## 51 BAL 1988 25802752
## 52 BAL 1989 15101976
## 53 BAL 1990 16793010
## 54 BAL 1991 28767445
## 55 BAL 1992 38033075
## 56 BAL 1993 45068398
## 57 BAL 1994 58735910
## 58 BAL 1995 64581494
## 59 BAL 1996 77909174
## 60 BAL 1997 81198661
## 61 BAL 1998 98790904
## 62 BAL 1999 108251179
## 63 BAL 2000 106409413
## 64 BAL 2001 85148855
## 65 BAL 2002 75297541
## 66 BAL 2003 89489281
## 67 BAL 2004 61290449
## 68 BAL 2005 85328229
## 69 BAL 2006 80556887
## 70 BAL 2007 101304361
## 71 BAL 2008 70050693
## 72 BAL 2009 70031643
## 73 BAL 2010 83000551
## 74 BOS 1985 22804149
## 75 BOS 1986 28986245
## 76 BOS 1987 20141454
## 77 BOS 1988 26496854
## 78 BOS 1989 31903760
## 79 BOS 1990 35664598
## 80 BOS 1991 57747538
## 81 BOS 1992 69747607
## 82 BOS 1993 57497128
## 83 BOS 1994 57238120
## 84 BOS 1995 47699263
## 85 BOS 1996 60613387
## 86 BOS 1997 60443093
## 87 BOS 1998 77493279
## 88 BOS 1999 85275177
## 89 BOS 2000 101827455
## 90 BOS 2001 138601908
## 91 BOS 2002 134885559
## 92 BOS 2003 121067178
## 93 BOS 2004 151136739
## 94 BOS 2005 142576862
## 95 BOS 2006 133289115
## 96 BOS 2007 155505330
## 97 BOS 2008 139056345
## 98 BOS 2009 126644541
## 99 BOS 2010 165210209
## 100 CAL 1985 30191698
## 101 CAL 1986 29036599
## 102 CAL 1987 25501034
## 103 CAL 1988 22781095
## 104 CAL 1989 27553173
## 105 CAL 1990 37679858
## 106 CAL 1991 54286875
## 107 CAL 1992 55575566
## 108 CAL 1993 44281285
## 109 CAL 1994 38033002
## 110 CAL 1995 45888106
## 111 CAL 1996 41089024
## 112 CHA 1985 20604035
## 113 CHA 1986 20969131
## 114 CHA 1987 21129601
## 115 CHA 1988 12184353
## 116 CHA 1989 13259194
## 117 CHA 1990 16465855
## 118 CHA 1991 27783298
## 119 CHA 1992 48237050
## 120 CHA 1993 61486522
## 121 CHA 1994 59240976
## 122 CHA 1995 69018110
## 123 CHA 1996 64539564
## 124 CHA 1997 80121311
## 125 CHA 1998 52340766
## 126 CHA 1999 34406867
## 127 CHA 2000 40675283
## 128 CHA 2001 82697820
## 129 CHA 2002 71014885
## 130 CHA 2003 61789425
## 131 CHA 2004 77424357
## 132 CHA 2005 86787033
## 133 CHA 2006 114034684
## 134 CHA 2007 118153510
## 135 CHA 2008 126337365
## 136 CHA 2009 100263306
## 137 CHA 2010 107324836
## 138 CHN 1985 26582025
## 139 CHN 1986 34633510
## 140 CHN 1987 28408829
## 141 CHN 1988 25015484
## 142 CHN 1989 19468837
## 143 CHN 1990 23634916
## 144 CHN 1991 38056095
## 145 CHN 1992 47707438
## 146 CHN 1993 61007129
## 147 CHN 1994 54861832
## 148 CHN 1995 43364168
## 149 CHN 1996 47298559
## 150 CHN 1997 58495680
## 151 CHN 1998 69411761
## 152 CHN 1999 83724719
## 153 CHN 2000 79093404
## 154 CHN 2001 81516518
## 155 CHN 2002 94214003
## 156 CHN 2003 96746096
## 157 CHN 2004 107518494
## 158 CHN 2005 100472612
## 159 CHN 2006 104794141
## 160 CHN 2007 108366623
## 161 CHN 2008 123373076
## 162 CHN 2009 140695400
## 163 CHN 2010 149102501
## 164 CIN 1985 17493897
## 165 CIN 1986 23963043
## 166 CIN 1987 18428611
## 167 CIN 1988 16948281
## 168 CIN 1989 20206127
## 169 CIN 1990 24929077
## 170 CIN 1991 43195229
## 171 CIN 1992 57466235
## 172 CIN 1993 69515393
## 173 CIN 1994 61929082
## 174 CIN 1995 63408908
## 175 CIN 1996 60803311
## 176 CIN 1997 69059187
## 177 CIN 1998 31409921
## 178 CIN 1999 45610937
## 179 CIN 2000 61231041
## 180 CIN 2001 61703110
## 181 CIN 2002 56075187
## 182 CIN 2003 71898697
## 183 CIN 2004 55344539
## 184 CIN 2005 71450074
## 185 CIN 2006 67598566
## 186 CIN 2007 74503822
## 187 CIN 2008 77266160
## 188 CIN 2009 76770413
## 189 CIN 2010 72982050
## 190 CLE 1985 13709965
## 191 CLE 1986 15717562
## 192 CLE 1987 16904228
## 193 CLE 1988 17039980
## 194 CLE 1989 16597239
## 195 CLE 1990 25132049
## 196 CLE 1991 28957925
## 197 CLE 1992 14990567
## 198 CLE 1993 28749662
## 199 CLE 1994 46097758
## 200 CLE 1995 55756521
## 201 CLE 1996 68782951
## 202 CLE 1997 78820360
## 203 CLE 1998 83013624
## 204 CLE 1999 98007816
## 205 CLE 2000 99136680
## 206 CLE 2001 117334915
## 207 CLE 2002 98220284
## 208 CLE 2003 58851773
## 209 CLE 2004 40746019
## 210 CLE 2005 47911341
## 211 CLE 2006 62184846
## 212 CLE 2007 67054294
## 213 CLE 2008 82324656
## 214 CLE 2009 85141299
## 215 CLE 2010 62244913
## 216 COL 1993 16036831
## 217 COL 1994 36114609
## 218 COL 1995 50196543
## 219 COL 1996 57448316
## 220 COL 1997 60444365
## 221 COL 1998 68929311
## 222 COL 1999 83177912
## 223 COL 2000 79840523
## 224 COL 2001 90113967
## 225 COL 2002 70763713
## 226 COL 2003 81376063
## 227 COL 2004 77700594
## 228 COL 2005 55226328
## 229 COL 2006 45761184
## 230 COL 2007 58756107
## 231 COL 2008 71571935
## 232 COL 2009 78484632
## 233 COL 2010 85659518
## 234 DET 1985 21654443
## 235 DET 1986 24827114
## 236 DET 1987 24070232
## 237 DET 1988 24539499
## 238 DET 1989 27641814
## 239 DET 1990 30520751
## 240 DET 1991 39144240
## 241 DET 1992 43698160
## 242 DET 1993 59091877
## 243 DET 1994 62661838
## 244 DET 1995 54443115
## 245 DET 1996 33511188
## 246 DET 1997 23967012
## 247 DET 1998 32857194
## 248 DET 1999 49004492
## 249 DET 2000 76122252
## 250 DET 2001 67283379
## 251 DET 2002 68519426
## 252 DET 2003 59558174
## 253 DET 2004 55601879
## 254 DET 2005 79761229
## 255 DET 2006 91685362
## 256 DET 2007 103071754
## 257 DET 2008 143533961
## 258 DET 2009 120110308
## 259 DET 2010 124954594
## 260 FLO 1993 29941632
## 261 FLO 1994 32706345
## 262 FLO 1995 36030381
## 263 FLO 1996 44355356
## 264 FLO 1997 67566799
## 265 FLO 1998 56419983
## 266 FLO 1999 28316502
## 267 FLO 2000 25962363
## 268 FLO 2001 45046696
## 269 FLO 2002 52253303
## 270 FLO 2003 59899766
## 271 FLO 2004 50034854
## 272 FLO 2005 69737203
## 273 FLO 2006 16645626
## 274 FLO 2007 33168753
## 275 FLO 2008 22738036
## 276 FLO 2009 38442347
## 277 FLO 2010 57999671
## 278 HOU 1985 20911380
## 279 HOU 1986 19871160
## 280 HOU 1987 25034183
## 281 HOU 1988 23427073
## 282 HOU 1989 27428467
## 283 HOU 1990 31798885
## 284 HOU 1991 21104720
## 285 HOU 1992 24641639
## 286 HOU 1993 46793904
## 287 HOU 1994 50082299
## 288 HOU 1995 50218761
## 289 HOU 1996 40730149
## 290 HOU 1997 48258034
## 291 HOU 1998 57855423
## 292 HOU 1999 73747802
## 293 HOU 2000 67008177
## 294 HOU 2001 76348141
## 295 HOU 2002 78975605
## 296 HOU 2003 86052161
## 297 HOU 2004 89516033
## 298 HOU 2005 88635260
## 299 HOU 2006 98434805
## 300 HOU 2007 95416021
## 301 HOU 2008 92708112
## 302 HOU 2009 107493726
## 303 HOU 2010 93926267
## 304 KCA 1985 19505426
## 305 KCA 1986 26252017
## 306 KCA 1987 23484851
## 307 KCA 1988 27756228
## 308 KCA 1989 34097051
## 309 KCA 1990 40526810
## 310 KCA 1991 43219041
## 311 KCA 1992 54207341
## 312 KCA 1993 64042256
## 313 KCA 1994 61293341
## 314 KCA 1995 43403849
## 315 KCA 1996 28997730
## 316 KCA 1997 48088051
## 317 KCA 1998 50330285
## 318 KCA 1999 35219363
## 319 KCA 2000 30614737
## 320 KCA 2001 44618430
## 321 KCA 2002 58821801
## 322 KCA 2003 49080257
## 323 KCA 2004 56524382
## 324 KCA 2005 42576187
## 325 KCA 2006 52487799
## 326 KCA 2007 72972452
## 327 KCA 2008 60719726
## 328 KCA 2009 73598541
## 329 KCA 2010 72619658
## 330 LAA 2005 109517369
## 331 LAA 2006 114835233
## 332 LAA 2007 118783572
## 333 LAA 2008 124280554
## 334 LAA 2009 118674074
## 335 LAA 2010 106749073
## 336 LAN 1985 22951377
## 337 LAN 1986 30015775
## 338 LAN 1987 27152797
## 339 LAN 1988 32130302
## 340 LAN 1989 38455082
## 341 LAN 1990 36983689
## 342 LAN 1991 53844604
## 343 LAN 1992 71630946
## 344 LAN 1993 60922454
## 345 LAN 1994 57451168
## 346 LAN 1995 57719083
## 347 LAN 1996 50549879
## 348 LAN 1997 62970722
## 349 LAN 1998 66656481
## 350 LAN 1999 108595771
## 351 LAN 2000 114871286
## 352 LAN 2001 137430625
## 353 LAN 2002 118063016
## 354 LAN 2003 127882208
## 355 LAN 2004 110299064
## 356 LAN 2005 95861933
## 357 LAN 2006 109258598
## 358 LAN 2007 117917241
## 359 LAN 2008 123626089
## 360 LAN 2009 104799169
## 361 LAN 2010 96979849
## 362 MIL 1998 46305780
## 363 MIL 1999 58254499
## 364 MIL 2000 47693473
## 365 MIL 2001 55280163
## 366 MIL 2002 62594344
## 367 MIL 2003 49212291
## 368 MIL 2004 32683556
## 369 MIL 2005 46101594
## 370 MIL 2006 63890453
## 371 MIL 2007 77180111
## 372 MIL 2008 84375664
## 373 MIL 2009 83683650
## 374 MIL 2010 82487754
## 375 MIN 1985 12063419
## 376 MIN 1986 17606742
## 377 MIN 1987 12702369
## 378 MIN 1988 23763619
## 379 MIN 1989 28344908
## 380 MIN 1990 25331551
## 381 MIN 1991 38361793
## 382 MIN 1992 44825686
## 383 MIN 1993 43707560
## 384 MIN 1994 42995395
## 385 MIN 1995 37345333
## 386 MIN 1996 33052229
## 387 MIN 1997 47279761
## 388 MIN 1998 38130866
## 389 MIN 1999 28548165
## 390 MIN 2000 21582390
## 391 MIN 2001 30394317
## 392 MIN 2002 50317865
## 393 MIN 2003 67234307
## 394 MIN 2004 63619462
## 395 MIN 2005 64862276
## 396 MIN 2006 70358118
## 397 MIN 2007 77672636
## 398 MIN 2008 59351228
## 399 MIN 2009 68150542
## 400 MIN 2010 99218436
## 401 ML4 1985 23613034
## 402 ML4 1986 20012780
## 403 ML4 1987 14480848
## 404 ML4 1988 16020804
## 405 ML4 1989 21047441
## 406 ML4 1990 34208812
## 407 ML4 1991 37957296
## 408 ML4 1992 49601011
## 409 ML4 1993 36875083
## 410 ML4 1994 36814859
## 411 ML4 1995 26158597
## 412 ML4 1996 31069124
## 413 ML4 1997 32824674
## 414 MON 1985 19817195
## 415 MON 1986 22347336
## 416 MON 1987 13783589
## 417 MON 1988 18311487
## 418 MON 1989 25198145
## 419 MON 1990 28774067
## 420 MON 1991 17623255
## 421 MON 1992 25305094
## 422 MON 1993 29273715
## 423 MON 1994 28873747
## 424 MON 1995 18171138
## 425 MON 1996 23254660
## 426 MON 1997 26774866
## 427 MON 1998 14529393
## 428 MON 1999 24043175
## 429 MON 2000 43106423
## 430 MON 2001 44287153
## 431 MON 2002 48134001
## 432 MON 2003 62926248
## 433 MON 2004 48556069
## 434 NYA 1985 29794754
## 435 NYA 1986 37221917
## 436 NYA 1987 33951838
## 437 NYA 1988 37070088
## 438 NYA 1989 31233313
## 439 NYA 1990 36278691
## 440 NYA 1991 44901070
## 441 NYA 1992 60044087
## 442 NYA 1993 66022922
## 443 NYA 1994 69139961
## 444 NYA 1995 71830447
## 445 NYA 1996 77482352
## 446 NYA 1997 86367756
## 447 NYA 1998 91214885
## 448 NYA 1999 116481559
## 449 NYA 2000 120638053
## 450 NYA 2001 141437674
## 451 NYA 2002 156746008
## 452 NYA 2003 185028879
## 453 NYA 2004 218686574
## 454 NYA 2005 240473683
## 455 NYA 2006 216040862
## 456 NYA 2007 205772001
## 457 NYA 2008 216728090
## 458 NYA 2009 210245416
## 459 NYA 2010 209842672
## 460 NYN 1985 22672738
## 461 NYN 1986 30981708
## 462 NYN 1987 27492938
## 463 NYN 1988 29115292
## 464 NYN 1989 36289765
## 465 NYN 1990 37684774
## 466 NYN 1991 53515101
## 467 NYN 1992 71333209
## 468 NYN 1993 60475848
## 469 NYN 1994 46802416
## 470 NYN 1995 40673414
## 471 NYN 1996 35000305
## 472 NYN 1997 55227923
## 473 NYN 1998 71104796
## 474 NYN 1999 87416665
## 475 NYN 2000 103877901
## 476 NYN 2001 117363164
## 477 NYN 2002 117792463
## 478 NYN 2003 141574736
## 479 NYN 2004 114761947
## 480 NYN 2005 116949528
## 481 NYN 2006 112186053
## 482 NYN 2007 125285689
## 483 NYN 2008 143646736
## 484 NYN 2009 155896363
## 485 NYN 2010 136709184
## 486 OAK 1985 18955968
## 487 OAK 1986 19682266
## 488 OAK 1987 23192549
## 489 OAK 1988 18476742
## 490 OAK 1989 28493468
## 491 OAK 1990 34500838
## 492 OAK 1991 60755266
## 493 OAK 1992 65628405
## 494 OAK 1993 58568600
## 495 OAK 1994 51664474
## 496 OAK 1995 55464627
## 497 OAK 1996 30372821
## 498 OAK 1997 33328606
## 499 OAK 1998 29086092
## 500 OAK 1999 32811195
## 501 OAK 2000 41769894
## 502 OAK 2001 42588258
## 503 OAK 2002 49794045
## 504 OAK 2003 60881945
## 505 OAK 2004 70553867
## 506 OAK 2005 63984642
## 507 OAK 2006 69078577
## 508 OAK 2007 86291749
## 509 OAK 2008 50004734
## 510 OAK 2009 64613284
## 511 OAK 2010 56194666
## 512 PHI 1985 21187425
## 513 PHI 1986 23326608
## 514 PHI 1987 22861749
## 515 PHI 1988 26386085
## 516 PHI 1989 19352039
## 517 PHI 1990 22853678
## 518 PHI 1991 36925800
## 519 PHI 1992 38997737
## 520 PHI 1993 44203838
## 521 PHI 1994 47773669
## 522 PHI 1995 44907496
## 523 PHI 1996 49062193
## 524 PHI 1997 50865377
## 525 PHI 1998 49558862
## 526 PHI 1999 42562047
## 527 PHI 2000 61806937
## 528 PHI 2001 52480057
## 529 PHI 2002 72137830
## 530 PHI 2003 85737218
## 531 PHI 2004 110319445
## 532 PHI 2005 110272566
## 533 PHI 2006 97967458
## 534 PHI 2007 97230874
## 535 PHI 2008 102037745
## 536 PHI 2009 117938338
## 537 PHI 2010 144342273
## 538 PIT 1985 19309394
## 539 PIT 1986 21823853
## 540 PIT 1987 15193205
## 541 PIT 1988 11437847
## 542 PIT 1989 23245624
## 543 PIT 1990 26986550
## 544 PIT 1991 38809805
## 545 PIT 1992 54287840
## 546 PIT 1993 38448226
## 547 PIT 1994 36613402
## 548 PIT 1995 26976504
## 549 PIT 1996 32909966
## 550 PIT 1997 14947005
## 551 PIT 1998 20569027
## 552 PIT 1999 33168201
## 553 PIT 2000 37794278
## 554 PIT 2001 72755951
## 555 PIT 2002 52681091
## 556 PIT 2003 66395382
## 557 PIT 2004 38263012
## 558 PIT 2005 44021521
## 559 PIT 2006 51848265
## 560 PIT 2007 41900280
## 561 PIT 2008 50758089
## 562 PIT 2009 50819167
## 563 PIT 2010 35537305
## 564 SDN 1985 23095067
## 565 SDN 1986 22905019
## 566 SDN 1987 21971368
## 567 SDN 1988 18230771
## 568 SDN 1989 25905525
## 569 SDN 1990 30512243
## 570 SDN 1991 36371878
## 571 SDN 1992 42948608
## 572 SDN 1993 39515230
## 573 SDN 1994 22551598
## 574 SDN 1995 38773619
## 575 SDN 1996 40531655
## 576 SDN 1997 51846664
## 577 SDN 1998 63982439
## 578 SDN 1999 66837124
## 579 SDN 2000 71622518
## 580 SDN 2001 49354972
## 581 SDN 2002 51562586
## 582 SDN 2003 54763770
## 583 SDN 2004 65756337
## 584 SDN 2005 73064242
## 585 SDN 2006 77572094
## 586 SDN 2007 63180746
## 587 SDN 2008 76807386
## 588 SDN 2009 45225855
## 589 SDN 2010 38442184
## 590 SEA 1985 9653128
## 591 SEA 1986 11991816
## 592 SEA 1987 4494226
## 593 SEA 1988 14000470
## 594 SEA 1989 17847347
## 595 SEA 1990 21778102
## 596 SEA 1991 25767107
## 597 SEA 1992 37072145
## 598 SEA 1993 50644281
## 599 SEA 1994 44189775
## 600 SEA 1995 53615895
## 601 SEA 1996 59090673
## 602 SEA 1997 57642747
## 603 SEA 1998 73847839
## 604 SEA 1999 72688204
## 605 SEA 2000 76971246
## 606 SEA 2001 94118887
## 607 SEA 2002 99929559
## 608 SEA 2003 105335364
## 609 SEA 2004 96780695
## 610 SEA 2005 101305412
## 611 SEA 2006 97619529
## 612 SEA 2007 115749599
## 613 SEA 2008 122664867
## 614 SEA 2009 103222791
## 615 SEA 2010 87981347
## 616 SFN 1985 17204694
## 617 SFN 1986 18006918
## 618 SFN 1987 14474447
## 619 SFN 1988 23605993
## 620 SFN 1989 27306804
## 621 SFN 1990 33542937
## 622 SFN 1991 50851112
## 623 SFN 1992 53038767
## 624 SFN 1993 54289943
## 625 SFN 1994 64464240
## 626 SFN 1995 53588656
## 627 SFN 1996 53108793
## 628 SFN 1997 49388777
## 629 SFN 1998 58117344
## 630 SFN 1999 62575719
## 631 SFN 2000 70207374
## 632 SFN 2001 79708143
## 633 SFN 2002 97461484
## 634 SFN 2003 100360473
## 635 SFN 2004 97378282
## 636 SFN 2005 104128162
## 637 SFN 2006 99946361
## 638 SFN 2007 98090718
## 639 SFN 2008 79848177
## 640 SFN 2009 86651778
## 641 SFN 2010 100319008
## 642 SLN 1985 24728335
## 643 SLN 1986 19874650
## 644 SLN 1987 23345753
## 645 SLN 1988 24559385
## 646 SLN 1989 29343474
## 647 SLN 1990 35603881
## 648 SLN 1991 35895678
## 649 SLN 1992 44115588
## 650 SLN 1993 36194329
## 651 SLN 1994 44260985
## 652 SLN 1995 54526640
## 653 SLN 1996 57576773
## 654 SLN 1997 63076685
## 655 SLN 1998 74647232
## 656 SLN 1999 66850575
## 657 SLN 2000 80288219
## 658 SLN 2001 98927436
## 659 SLN 2002 92931992
## 660 SLN 2003 101492450
## 661 SLN 2004 98813881
## 662 SLN 2005 106330026
## 663 SLN 2006 98653368
## 664 SLN 2007 98164398
## 665 SLN 2008 103856422
## 666 SLN 2009 92393979
## 667 SLN 2010 95131676
## 668 TBA 1998 37246801
## 669 TBA 1999 52201207
## 670 TBA 2000 82001361
## 671 TBA 2001 71772408
## 672 TBA 2002 42793523
## 673 TBA 2003 23778208
## 674 TBA 2004 35091523
## 675 TBA 2005 34262127
## 676 TBA 2006 39307547
## 677 TBA 2007 26228289
## 678 TBA 2008 45682063
## 679 TBA 2009 66077581
## 680 TBA 2010 73146733
## 681 TEX 1985 16063784
## 682 TEX 1986 13571341
## 683 TEX 1987 1747258
## 684 TEX 1988 10186293
## 685 TEX 1989 21705857
## 686 TEX 1990 25804062
## 687 TEX 1991 29925926
## 688 TEX 1992 48184806
## 689 TEX 1993 56345308
## 690 TEX 1994 49851885
## 691 TEX 1995 50823706
## 692 TEX 1996 55820804
## 693 TEX 1997 74166799
## 694 TEX 1998 77240819
## 695 TEX 1999 103019063
## 696 TEX 2000 92493427
## 697 TEX 2001 111643379
## 698 TEX 2002 131350627
## 699 TEX 2003 125361509
## 700 TEX 2004 65359297
## 701 TEX 2005 64473237
## 702 TEX 2006 75721493
## 703 TEX 2007 74279517
## 704 TEX 2008 70588695
## 705 TEX 2009 71155808
## 706 TEX 2010 56190236
## 707 TOR 1985 18441073
## 708 TOR 1986 25381255
## 709 TOR 1987 20807267
## 710 TOR 1988 23341379
## 711 TOR 1989 29677140
## 712 TOR 1990 30804557
## 713 TOR 1991 32681185
## 714 TOR 1992 71631746
## 715 TOR 1993 73232047
## 716 TOR 1994 65666182
## 717 TOR 1995 74351169
## 718 TOR 1996 42257273
## 719 TOR 1997 65329026
## 720 TOR 1998 70146321
## 721 TOR 1999 61030333
## 722 TOR 2000 58580366
## 723 TOR 2001 96858740
## 724 TOR 2002 95674684
## 725 TOR 2003 62103156
## 726 TOR 2004 59383310
## 727 TOR 2005 52779533
## 728 TOR 2006 79202262
## 729 TOR 2007 89092355
## 730 TOR 2008 101948112
## 731 TOR 2009 84054984
## 732 TOR 2010 63292465
## 733 WAS 2005 56083485
## 734 WAS 2006 70077327
## 735 WAS 2007 40171190
## 736 WAS 2008 57295702
## 737 WAS 2009 62544741
## 738 WAS 2010 624442813c
library(ggplot2)
matplot(inflation.adjusted$yearID,inflation.adjusted$inflation.adjusted, xlab = "Time", ylab = "Inflation Adjusted Payroll", main = "Inflation Adjusted Payroll Over Time")
df <- data.frame(inflation.adjusted$inflation.adjusted, inflation.adjusted$yearID)
Teams <- inflation.adjusted$teamID
ggplot(df, aes(x = inflation.adjusted$yearID, y = inflation.adjusted$inflation.adjusted, colour = Teams))+geom_line()+xlab("Year")+ylab("Inflation Adjusted Payroll")
3d
log <- log(inflation.adjusted$inflation.adjusted)
matplot(inflation.adjusted$yearID, log, type = "p", xlab = "Time", ylab = "Logarithm of Inflation Adjusted Payroll", main = "Logarithm of Inflation Adjusted Payrolls Over Time")
f2 <- data.frame(inflation.adjusted$yearID, log)
ggplot(f2, aes(x = inflation.adjusted$yearID, y = log, colour = Teams))+geom_line()+xlab("Year")+ylab("Log")
3e
plot(x$`sum(Salaries.salary)`, inflation.adjusted$inflation.adjusted, col = 1:2, xlab = "Payroll", ylab = "Inflation Adjusted Payroll")
From the plot, payrolls are generally kept up with inflation.
From the 3c plot, clearly there are no teams whose payrolls are consistently higher than the others.
The factor that affactes is the inflation.
4
library(RSQLite)
won <- dbGetQuery(con, paste(
'Select T.teamID as Team, yearID as Year, T.G as Game_played, T.W as Game_won',
'From Teams T'))
won <- subset(won, won$Year >= 1985)
won <- cbind(won, inflation.adjusted$inflation.adjusted)
proportion <- won$Game_won/won$Game_played
plot(inflation.adjusted$inflation.adjusted,proportion, xlab = "Inflation Adjusted Payroll", ylab = "Proportion of Game won", main = "Proportion of Games Won Against the Inflation-Adjusted Payroll")
5
library(RSQLite)
classes <- dbGetQuery(con, paste(
'Select playerID, salary,',
'CASE WHEN salary < 5000 Then "class 1"',
'WHEN salary >= 5000 and salary < 10000 Then "class 2"',
'WHEN salary >= 10000 and salary < 15000 Then "class 3"',
'WHEN salary >= 15000 and salary < 20000 Then "class 4"',
'ELSE "class 5" END as class',
'From (Select playerID, avg(salary) as salary From Salaries Group By playerID)'
))
classes## playerID salary class
## 1 aardsda01 851950.00 class 5
## 2 aasedo01 575000.00 class 5
## 3 abadan01 327000.00 class 5
## 4 abbotje01 246250.00 class 5
## 5 abbotji01 1440055.56 class 5
## 6 abbotku01 470777.78 class 5
## 7 abbotky01 129500.00 class 5
## 8 abbotpa01 924428.57 class 5
## 9 abercre01 327000.00 class 5
## 10 abernbr01 257500.00 class 5
## 11 abnersh01 144700.00 class 5
## 12 abreubo01 7598547.57 class 5
## 13 abreuto01 400000.00 class 5
## 14 accarje01 548600.00 class 5
## 15 aceveal01 435650.00 class 5
## 16 acevejo01 286500.00 class 5
## 17 aceveju01 467071.43 class 5
## 18 ackerji01 426500.00 class 5
## 19 acostma01 392500.00 class 5
## 20 acrema01 133500.00 class 5
## 21 adamsjo02 180500.00 class 5
## 22 adamsmi03 581933.33 class 5
## 23 adamsru01 329500.00 class 5
## 24 adamste01 1206181.82 class 5
## 25 adamswi02 147833.33 class 5
## 26 adducji01 70000.00 class 5
## 27 adenhni01 400000.00 class 5
## 28 adkinjo01 301000.00 class 5
## 29 afenitr01 115000.00 class 5
## 30 affelje01 1618111.11 class 5
## 31 agbaybe01 320000.00 class 5
## 32 agostju01 671190.57 class 5
## 33 aguaylu01 297400.00 class 5
## 34 aguilch01 321500.00 class 5
## 35 aguilri01 2172533.27 class 5
## 36 ainswku01 284875.00 class 5
## 37 akerfda01 110000.00 class 5
## 38 albaljo01 398150.00 class 5
## 39 alberjo01 109000.00 class 5
## 40 alberma01 495000.00 class 5
## 41 aldremi01 261500.00 class 5
## 42 aldresc01 270625.00 class 5
## 43 aldrico01 200000.00 class 5
## 44 aldrija01 62500.00 class 5
## 45 alexado01 745000.00 class 5
## 46 alexama02 281937.50 class 5
## 47 alfonan01 1430454.55 class 5
## 48 alfoned01 3935750.00 class 5
## 49 alfonel01 382000.00 class 5
## 50 alicelu01 693500.00 class 5
## 51 allanan01 124062.50 class 5
## 52 allench01 273333.33 class 5
## 53 allenje01 203250.00 class 5
## 54 allenne01 695000.00 class 5
## 55 allrebe01 101250.00 class 5
## 56 almanar01 374833.33 class 5
## 57 almanca01 435500.00 class 5
## 58 almonbi01 253750.00 class 5
## 59 alomaro01 4787738.44 class 5
## 60 alomasa02 1673529.41 class 5
## 61 aloumo01 4776859.67 class 5
## 62 alstoga01 152000.00 class 5
## 63 alvarga01 170000.00 class 5
## 64 alvarjo01 125000.00 class 5
## 65 alvarta01 109000.00 class 5
## 66 alvarwi01 3495178.57 class 5
## 67 amarari01 396250.00 class 5
## 68 amaroru02 178000.00 class 5
## 69 ambrihe01 400000.00 class 5
## 70 amezaal01 657000.00 class 5
## 71 anderal02 336875.00 class 5
## 72 anderbr01 3020817.00 class 5
## 73 anderbr02 2062636.36 class 5
## 74 anderbr03 388750.00 class 5
## 75 anderbr04 405000.00 class 5
## 76 anderda02 365357.14 class 5
## 77 anderga01 4501352.94 class 5
## 78 anderja01 300000.00 class 5
## 79 anderji02 321000.00 class 5
## 80 anderjo03 400000.00 class 5
## 81 anderke01 86500.00 class 5
## 82 anderla02 708227.27 class 5
## 83 anderma01 1003333.33 class 5
## 84 anderma02 681111.11 class 5
## 85 andinro01 395000.00 class 5
## 86 andresh01 528166.67 class 5
## 87 andruel01 409210.00 class 5
## 88 andujjo01 1016666.50 class 5
## 89 andujlu01 170000.00 class 5
## 90 ankieri01 873250.00 class 5
## 91 anthoer01 479000.00 class 5
## 92 appieke01 4382916.67 class 5
## 93 aquingr01 391500.00 class 5
## 94 aquinlu01 388000.00 class 5
## 95 ardoida01 335000.00 class 5
## 96 ariasal01 387833.33 class 5
## 97 ariasal02 415500.00 class 5
## 98 ariasge01 168333.33 class 5
## 99 ariasjo01 391500.00 class 5
## 100 armasto01 520500.00 class 5
## 101 armasto02 1540625.00 class 5
## 102 armstja01 521718.00 class 5
## 103 arnolto01 62500.00 class 5
## 104 arnsbbr01 153250.00 class 5
## 105 arochre01 154666.67 class 5
## 106 arredjo01 410000.00 class 5
## 107 arrojro01 869000.00 class 5
## 108 arroybr01 4482187.50 class 5
## 109 ascanjo01 410000.00 class 5
## 110 asencmi01 298125.00 class 5
## 111 ashbyal01 491666.75 class 5
## 112 ashbyan01 3684500.00 class 5
## 113 ashlebi01 172800.00 class 5
## 114 assenpa01 1080957.14 class 5
## 115 astacpe01 3087384.62 class 5
## 116 atchisc01 371500.00 class 5
## 117 atherke01 234008.25 class 5
## 118 atkinga01 2748250.00 class 5
## 119 augusdo01 170000.00 class 5
## 120 aurilri01 2130633.33 class 5
## 121 ausanjo01 110000.00 class 5
## 122 ausmubr01 2133205.88 class 5
## 123 austije01 205000.00 class 5
## 124 austiji02 129500.00 class 5
## 125 avenbr01 260000.00 class 5
## 126 averyst01 2391666.67 class 5
## 127 avilaal01 404900.00 class 5
## 128 avilemi01 426750.00 class 5
## 129 ayalabe01 303333.00 class 5
## 130 ayalabo01 723857.14 class 5
## 131 ayalalu01 882928.57 class 5
## 132 aybarer01 826875.00 class 5
## 133 aybarma01 349000.00 class 5
## 134 aybarwi01 777800.00 class 5
## 135 ayraubo01 125000.00 class 5
## 136 azocaos01 120000.00 class 5
## 137 backebr01 737500.00 class 5
## 138 backmwa01 521875.00 class 5
## 139 bacsimi02 302500.00 class 5
## 140 badenbu01 407500.00 class 5
## 141 baekch01 411200.00 class 5
## 142 baergca01 1934999.85 class 5
## 143 baezbe01 202000.00 class 5
## 144 baezda01 4472222.11 class 5
## 145 bagweje01 8542267.93 class 5
## 146 bailean01 417500.00 class 5
## 147 baileco01 208666.67 class 5
## 148 baileho02 418000.00 class 5
## 149 bailema01 100000.00 class 5
## 150 bailero01 203500.00 class 5
## 151 bailesc01 266666.67 class 5
## 152 bailobo01 352500.00 class 5
## 153 baineha01 1384643.00 class 5
## 154 bairdo01 190333.33 class 5
## 155 bakerdo01 115000.00 class 5
## 156 bakerdu01 525000.00 class 5
## 157 bakerje03 501800.00 class 5
## 158 bakerjo01 407500.00 class 5
## 159 bakersc02 1125625.00 class 5
## 160 bakopa01 590000.00 class 5
## 161 balbost01 567500.00 class 5
## 162 baldero01 927000.00 class 5
## 163 baldwja01 1646750.00 class 5
## 164 balejo01 1733333.33 class 5
## 165 balenwl01 410500.00 class 5
## 166 balfogr01 1030000.00 class 5
## 167 ballaje01 234250.00 class 5
## 168 balleja01 75000.00 class 5
## 169 bandoch01 270000.00 class 5
## 170 bankhsc01 590250.00 class 5
## 171 banksbr01 217666.67 class 5
## 172 bankswi01 243083.33 class 5
## 173 bannial01 350000.00 class 5
## 174 bannibr01 1016000.00 class 5
## 175 bannifl01 706607.14 class 5
## 176 baptitr01 170000.00 class 5
## 177 barajro01 1247300.00 class 5
## 178 barbebr01 395062.50 class 5
## 179 barbebr02 180000.00 class 5
## 180 barcelo01 240000.00 class 5
## 181 bardda01 415500.00 class 5
## 182 bardebr01 398333.33 class 5
## 183 bardjo01 882514.29 class 5
## 184 barfije01 1251041.62 class 5
## 185 barfijo01 105000.00 class 5
## 186 barfijo02 379633.33 class 5
## 187 barkegl01 241666.67 class 5
## 188 barkeke01 202500.00 class 5
## 189 barkele01 722500.00 class 5
## 190 barmecl01 1201400.00 class 5
## 191 barnebr01 143000.00 class 5
## 192 barnejo01 200000.00 class 5
## 193 barnesk01 207500.00 class 5
## 194 barrema02 622083.33 class 5
## 195 barremi01 2013681.73 class 5
## 196 barroto01 150000.00 class 5
## 197 barryje01 155500.00 class 5
## 198 barteki01 202250.00 class 5
## 199 bartlja01 1423770.00 class 5
## 200 bartobr01 390000.00 class 5
## 201 bartocl01 318600.00 class 5
## 202 bartoda02 400000.00 class 5
## 203 bartosh01 109000.00 class 5
## 204 bassbr01 397500.00 class 5
## 205 basske01 814848.45 class 5
## 206 bastaan01 405000.00 class 5
## 207 batchri01 157500.00 class 5
## 208 batesbi01 84000.00 class 5
## 209 batesja01 202625.00 class 5
## 210 bathebi01 97750.00 class 5
## 211 batiski01 131300.00 class 5
## 212 batismi01 2883125.00 class 5
## 213 batisto01 2022944.44 class 5
## 214 battlal01 113000.00 class 5
## 215 bauerri01 302500.00 class 5
## 216 baughju01 215000.00 class 5
## 217 bautida01 1045454.55 class 5
## 218 bautide01 348833.33 class 5
## 219 bautijo01 360687.50 class 5
## 220 bautijo02 1459500.00 class 5
## 221 bayja01 3940714.29 class 5
## 222 baylijo01 384000.00 class 5
## 223 baylodo01 674204.75 class 5
## 224 bazaryo01 397500.00 class 5
## 225 beamotr01 187500.00 class 5
## 226 beanbi01 145000.00 class 5
## 227 beanebi01 67750.00 class 5
## 228 beardda01 90000.00 class 5
## 229 bearske01 100000.00 class 5
## 230 beattji01 540000.00 class 5
## 231 beckejo02 5801736.00 class 5
## 232 beckeri01 409437.50 class 5
## 233 beckhgo01 445000.00 class 5
## 234 beckro01 2660033.10 class 5
## 235 beckwjo01 279000.00 class 5
## 236 bedarer01 3097142.86 class 5
## 237 bedrost01 942500.00 class 5
## 238 beechma01 164750.00 class 5
## 239 beimejo01 931083.33 class 5
## 240 beirnke01 223000.00 class 5
## 241 belchke01 100000.00 class 5
## 242 belchti01 2062153.85 class 5
## 243 belinst01 845909.09 class 5
## 244 belisma01 629900.00 class 5
## 245 belisro01 412500.00 class 5
## 246 bellbu01 820551.50 class 5
## 247 bellda01 1973250.00 class 5
## 248 bellde01 2691250.00 class 5
## 249 belleal01 6491752.93 class 5
## 250 beller01 121666.67 class 5
## 251 bellge02 1942777.78 class 5
## 252 bellhe01 1515125.00 class 5
## 253 bellhma01 813166.67 class 5
## 254 bellicl01 212216.67 class 5
## 255 bellira01 387916.67 class 5
## 256 belliro01 1296666.67 class 5
## 257 bellja01 3547656.25 class 5
## 258 bellju01 135600.00 class 5
## 259 bellmi01 100000.00 class 5
## 260 bellro01 416666.67 class 5
## 261 beltrad01 6703076.92 class 5
## 262 beltrca01 9621445.50 class 5
## 263 beltres01 160000.00 class 5
## 264 beltrfr01 318500.00 class 5
## 265 beltrri01 182500.00 class 5
## 266 benarma01 1525500.00 class 5
## 267 benavfr01 145625.00 class 5
## 268 benedbr01 557000.00 class 5
## 269 benesal01 314200.00 class 5
## 270 benesan01 3281410.79 class 5
## 271 beniqju01 411250.00 class 5
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## 275 benneer01 109000.00 class 5
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## 280 bensokr01 3866122.20 class 5
## 281 bentzch01 300000.00 class 5
## 282 benzito01 460937.50 class 5
## 283 bereja01 887833.33 class 5
## 284 berenbr01 325000.00 class 5
## 285 berenju01 589062.50 class 5
## 286 bergda01 462500.00 class 5
## 287 bergebr01 253000.00 class 5
## 288 bergebr02 405000.00 class 5
## 289 bergepe01 248500.00 class 5
## 290 bergju01 403000.00 class 5
## 291 bergmda01 397916.75 class 5
## 292 bergmja01 465250.00 class 5
## 293 bergmse01 548312.50 class 5
## 294 berkeja01 400000.00 class 5
## 295 berkmla01 8545909.09 class 5
## 296 bernato01 533750.00 class 5
## 297 bernead01 361333.33 class 5
## 298 berrada01 438750.00 class 5
## 299 berroan01 793625.00 class 5
## 300 berroge01 968187.50 class 5
## 301 berryda01 372416.50 class 5
## 302 berryse01 1031375.00 class 5
## 303 bertomi01 126166.67 class 5
## 304 beruman01 109000.00 class 5
## 305 bestka01 87500.00 class 5
## 306 betanra01 1574871.43 class 5
## 307 betanyu01 1711000.00 class 5
## 308 betemwi01 706200.00 class 5
## 309 bevacku01 140000.00 class 5
## 310 bevilbr01 162500.00 class 5
## 311 biancbu01 165000.00 class 5
## 312 bicheda01 3566666.67 class 5
## 313 biddlro01 681250.00 class 5
## 314 bielemi01 384590.91 class 5
## 315 bierbni01 250000.00 class 5
## 316 bierdra01 390000.00 class 5
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## 318 bigbila01 540000.00 class 5
## 319 biggicr01 4324500.00 class 5
## 320 bilarda01 106666.67 class 5
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## 322 birkbmi01 88750.00 class 5
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## 4195 zupcibo01 143666.67 class 5
## 4196 zuvelpa01 145000.00 class 5library(plyr)
library(dplyr)
Salary <- ddply(salary,~playerID, summarise, mean(salary))
names(Salary) <- c("playerID", "average.payroll")
Salary <- mutate(Salary, Class = ifelse ((average.payroll %in% 0:5000), "1", ifelse((average.payroll %in% 5000:10000), "2", ifelse ((average.payroll %in% 10000:15000), "3", ifelse ((average.payroll %in% 15000:20000), "4","5")))))
Salary## playerID average.payroll Class
## 1 aardsda01 851950.00 5
## 2 aasedo01 575000.00 5
## 3 abadan01 327000.00 5
## 4 abbotje01 246250.00 5
## 5 abbotji01 1440055.56 5
## 6 abbotku01 470777.78 5
## 7 abbotky01 129500.00 5
## 8 abbotpa01 924428.57 5
## 9 abercre01 327000.00 5
## 10 abernbr01 257500.00 5
## 11 abnersh01 144700.00 5
## 12 abreubo01 7598547.57 5
## 13 abreuto01 400000.00 5
## 14 accarje01 548600.00 5
## 15 aceveal01 435650.00 5
## 16 acevejo01 286500.00 5
## 17 aceveju01 467071.43 5
## 18 ackerji01 426500.00 5
## 19 acostma01 392500.00 5
## 20 acrema01 133500.00 5
## 21 adamsjo02 180500.00 5
## 22 adamsmi03 581933.33 5
## 23 adamsru01 329500.00 5
## 24 adamste01 1206181.82 5
## 25 adamswi02 147833.33 5
## 26 adducji01 70000.00 5
## 27 adenhni01 400000.00 5
## 28 adkinjo01 301000.00 5
## 29 afenitr01 115000.00 5
## 30 affelje01 1618111.11 5
## 31 agbaybe01 320000.00 5
## 32 agostju01 671190.57 5
## 33 aguaylu01 297400.00 5
## 34 aguilch01 321500.00 5
## 35 aguilri01 2172533.27 5
## 36 ainswku01 284875.00 5
## 37 akerfda01 110000.00 5
## 38 albaljo01 398150.00 5
## 39 alberjo01 109000.00 5
## 40 alberma01 495000.00 5
## 41 aldremi01 261500.00 5
## 42 aldresc01 270625.00 5
## 43 aldrico01 200000.00 5
## 44 aldrija01 62500.00 5
## 45 alexado01 745000.00 5
## 46 alexama02 281937.50 5
## 47 alfonan01 1430454.55 5
## 48 alfoned01 3935750.00 5
## 49 alfonel01 382000.00 5
## 50 alicelu01 693500.00 5
## 51 allanan01 124062.50 5
## 52 allench01 273333.33 5
## 53 allenje01 203250.00 5
## 54 allenne01 695000.00 5
## 55 allrebe01 101250.00 5
## 56 almanar01 374833.33 5
## 57 almanca01 435500.00 5
## 58 almonbi01 253750.00 5
## 59 alomaro01 4787738.44 5
## 60 alomasa02 1673529.41 5
## 61 aloumo01 4776859.67 5
## 62 alstoga01 152000.00 5
## 63 alvarga01 170000.00 5
## 64 alvarjo01 125000.00 5
## 65 alvarta01 109000.00 5
## 66 alvarwi01 3495178.57 5
## 67 amarari01 396250.00 5
## 68 amaroru02 178000.00 5
## 69 ambrihe01 400000.00 5
## 70 amezaal01 657000.00 5
## 71 anderal02 336875.00 5
## 72 anderbr01 3020817.00 5
## 73 anderbr02 2062636.36 5
## 74 anderbr03 388750.00 5
## 75 anderbr04 405000.00 5
## 76 anderda02 365357.14 5
## 77 anderga01 4501352.94 5
## 78 anderja01 300000.00 5
## 79 anderji02 321000.00 5
## 80 anderjo03 400000.00 5
## 81 anderke01 86500.00 5
## 82 anderla02 708227.27 5
## 83 anderma01 1003333.33 5
## 84 anderma02 681111.11 5
## 85 andinro01 395000.00 5
## 86 andresh01 528166.67 5
## 87 andruel01 409210.00 5
## 88 andujjo01 1016666.50 5
## 89 andujlu01 170000.00 5
## 90 ankieri01 873250.00 5
## 91 anthoer01 479000.00 5
## 92 appieke01 4382916.67 5
## 93 aquingr01 391500.00 5
## 94 aquinlu01 388000.00 5
## 95 ardoida01 335000.00 5
## 96 ariasal01 387833.33 5
## 97 ariasal02 415500.00 5
## 98 ariasge01 168333.33 5
## 99 ariasjo01 391500.00 5
## 100 armasto01 520500.00 5
## 101 armasto02 1540625.00 5
## 102 armstja01 521718.00 5
## 103 arnolto01 62500.00 5
## 104 arnsbbr01 153250.00 5
## 105 arochre01 154666.67 5
## 106 arredjo01 410000.00 5
## 107 arrojro01 869000.00 5
## 108 arroybr01 4482187.50 5
## 109 ascanjo01 410000.00 5
## 110 asencmi01 298125.00 5
## 111 ashbyal01 491666.75 5
## 112 ashbyan01 3684500.00 5
## 113 ashlebi01 172800.00 5
## 114 assenpa01 1080957.14 5
## 115 astacpe01 3087384.62 5
## 116 atchisc01 371500.00 5
## 117 atherke01 234008.25 5
## 118 atkinga01 2748250.00 5
## 119 augusdo01 170000.00 5
## 120 aurilri01 2130633.33 5
## 121 ausanjo01 110000.00 5
## 122 ausmubr01 2133205.88 5
## 123 austije01 205000.00 5
## 124 austiji02 129500.00 5
## 125 avenbr01 260000.00 5
## 126 averyst01 2391666.67 5
## 127 avilaal01 404900.00 5
## 128 avilemi01 426750.00 5
## 129 ayalabe01 303333.00 5
## 130 ayalabo01 723857.14 5
## 131 ayalalu01 882928.57 5
## 132 aybarer01 826875.00 5
## 133 aybarma01 349000.00 5
## 134 aybarwi01 777800.00 5
## 135 ayraubo01 125000.00 5
## 136 azocaos01 120000.00 5
## 137 backebr01 737500.00 5
## 138 backmwa01 521875.00 5
## 139 bacsimi02 302500.00 5
## 140 badenbu01 407500.00 5
## 141 baekch01 411200.00 5
## 142 baergca01 1934999.85 5
## 143 baezbe01 202000.00 5
## 144 baezda01 4472222.11 5
## 145 bagweje01 8542267.93 5
## 146 bailean01 417500.00 5
## 147 baileco01 208666.67 5
## 148 baileho02 418000.00 5
## 149 bailema01 100000.00 5
## 150 bailero01 203500.00 5
## 151 bailesc01 266666.67 5
## 152 bailobo01 352500.00 5
## 153 baineha01 1384643.00 5
## 154 bairdo01 190333.33 5
## 155 bakerdo01 115000.00 5
## 156 bakerdu01 525000.00 5
## 157 bakerje03 501800.00 5
## 158 bakerjo01 407500.00 5
## 159 bakersc02 1125625.00 5
## 160 bakopa01 590000.00 5
## 161 balbost01 567500.00 5
## 162 baldero01 927000.00 5
## 163 baldwja01 1646750.00 5
## 164 balejo01 1733333.33 5
## 165 balenwl01 410500.00 5
## 166 balfogr01 1030000.00 5
## 167 ballaje01 234250.00 5
## 168 balleja01 75000.00 5
## 169 bandoch01 270000.00 5
## 170 bankhsc01 590250.00 5
## 171 banksbr01 217666.67 5
## 172 bankswi01 243083.33 5
## 173 bannial01 350000.00 5
## 174 bannibr01 1016000.00 5
## 175 bannifl01 706607.14 5
## 176 baptitr01 170000.00 5
## 177 barajro01 1247300.00 5
## 178 barbebr01 395062.50 5
## 179 barbebr02 180000.00 5
## 180 barcelo01 240000.00 5
## 181 bardda01 415500.00 5
## 182 bardebr01 398333.33 5
## 183 bardjo01 882514.29 5
## 184 barfije01 1251041.62 5
## 185 barfijo01 105000.00 5
## 186 barfijo02 379633.33 5
## 187 barkegl01 241666.67 5
## 188 barkeke01 202500.00 5
## 189 barkele01 722500.00 5
## 190 barmecl01 1201400.00 5
## 191 barnebr01 143000.00 5
## 192 barnejo01 200000.00 5
## 193 barnesk01 207500.00 5
## 194 barrema02 622083.33 5
## 195 barremi01 2013681.73 5
## 196 barroto01 150000.00 5
## 197 barryje01 155500.00 5
## 198 barteki01 202250.00 5
## 199 bartlja01 1423770.00 5
## 200 bartobr01 390000.00 5
## 201 bartocl01 318600.00 5
## 202 bartoda02 400000.00 5
## 203 bartosh01 109000.00 5
## 204 bassbr01 397500.00 5
## 205 basske01 814848.45 5
## 206 bastaan01 405000.00 5
## 207 batchri01 157500.00 5
## 208 batesbi01 84000.00 5
## 209 batesja01 202625.00 5
## 210 bathebi01 97750.00 5
## 211 batiski01 131300.00 5
## 212 batismi01 2883125.00 5
## 213 batisto01 2022944.44 5
## 214 battlal01 113000.00 5
## 215 bauerri01 302500.00 5
## 216 baughju01 215000.00 5
## 217 bautida01 1045454.55 5
## 218 bautide01 348833.33 5
## 219 bautijo01 360687.50 5
## 220 bautijo02 1459500.00 5
## 221 bayja01 3940714.29 5
## 222 baylijo01 384000.00 5
## 223 baylodo01 674204.75 5
## 224 bazaryo01 397500.00 5
## 225 beamotr01 187500.00 5
## 226 beanbi01 145000.00 5
## 227 beanebi01 67750.00 5
## 228 beardda01 90000.00 5
## 229 bearske01 100000.00 5
## 230 beattji01 540000.00 5
## 231 beckejo02 5801736.00 5
## 232 beckeri01 409437.50 5
## 233 beckhgo01 445000.00 5
## 234 beckro01 2660033.10 5
## 235 beckwjo01 279000.00 5
## 236 bedarer01 3097142.86 5
## 237 bedrost01 942500.00 5
## 238 beechma01 164750.00 5
## 239 beimejo01 931083.33 5
## 240 beirnke01 223000.00 5
## 241 belchke01 100000.00 5
## 242 belchti01 2062153.85 5
## 243 belinst01 845909.09 5
## 244 belisma01 629900.00 5
## 245 belisro01 412500.00 5
## 246 bellbu01 820551.50 5
## 247 bellda01 1973250.00 5
## 248 bellde01 2691250.00 5
## 249 belleal01 6491752.93 5
## 250 beller01 121666.67 5
## 251 bellge02 1942777.78 5
## 252 bellhe01 1515125.00 5
## 253 bellhma01 813166.67 5
## 254 bellicl01 212216.67 5
## 255 bellira01 387916.67 5
## 256 belliro01 1296666.67 5
## 257 bellja01 3547656.25 5
## 258 bellju01 135600.00 5
## 259 bellmi01 100000.00 5
## 260 bellro01 416666.67 5
## 261 beltrad01 6703076.92 5
## 262 beltrca01 9621445.50 5
## 263 beltres01 160000.00 5
## 264 beltrfr01 318500.00 5
## 265 beltrri01 182500.00 5
## 266 benarma01 1525500.00 5
## 267 benavfr01 145625.00 5
## 268 benedbr01 557000.00 5
## 269 benesal01 314200.00 5
## 270 benesan01 3281410.79 5
## 271 beniqju01 411250.00 5
## 272 benitar01 3600399.43 5
## 273 benitya01 172500.00 5
## 274 benjami01 405833.33 5
## 275 benneer01 109000.00 5
## 276 bennega01 497318.18 5
## 277 benneje01 379166.67 5
## 278 bennesh01 184166.67 5
## 279 benoijo01 1422083.33 5
## 280 bensokr01 3866122.20 5
## 281 bentzch01 300000.00 5
## 282 benzito01 460937.50 5
## 283 bereja01 887833.33 5
## 284 berenbr01 325000.00 5
## 285 berenju01 589062.50 5
## 286 bergda01 462500.00 5
## 287 bergebr01 253000.00 5
## 288 bergebr02 405000.00 5
## 289 bergepe01 248500.00 5
## 290 bergju01 403000.00 5
## 291 bergmda01 397916.75 5
## 292 bergmja01 465250.00 5
## 293 bergmse01 548312.50 5
## 294 berkeja01 400000.00 5
## 295 berkmla01 8545909.09 5
## 296 bernato01 533750.00 5
## 297 bernead01 361333.33 5
## 298 berrada01 438750.00 5
## 299 berroan01 793625.00 5
## 300 berroge01 968187.50 5
## 301 berryda01 372416.50 5
## 302 berryse01 1031375.00 5
## 303 bertomi01 126166.67 5
## 304 beruman01 109000.00 5
## 305 bestka01 87500.00 5
## 306 betanra01 1574871.43 5
## 307 betanyu01 1711000.00 5
## 308 betemwi01 706200.00 5
## 309 bevacku01 140000.00 5
## 310 bevilbr01 162500.00 5
## 311 biancbu01 165000.00 5
## 312 bicheda01 3566666.67 5
## 313 biddlro01 681250.00 5
## 314 bielemi01 384590.91 5
## 315 bierbni01 250000.00 5
## 316 bierdra01 390000.00 5
## 317 biesest01 150000.00 5
## 318 bigbila01 540000.00 5
## 319 biggicr01 4324500.00 5
## 320 bilarda01 106666.67 5
## 321 billich01 1281125.00 5
## 322 birkbmi01 88750.00 5
## 323 birkiku01 397600.00 5
## 324 birtsti01 88500.00 5
## 325 bisenjo01 380000.00 5
## 326 bittije01 113000.00 5
## 327 blackbu02 1279090.91 5
## 328 blackni01 526666.67 5
## 329 blacktr01 316000.00 5
## 330 blairwi01 1418600.00 5
## 331 blakeca01 3385300.00 5
## 332 blaloha01 2744062.50 5
## 333 blancan01 510000.00 5
## 334 blancgr01 390000.00 5
## 335 blanche01 1080384.62 5
## 336 blancto01 316000.00 5
## 337 blankke01 100000.00 5
## 338 blankky01 410600.00 5
## 339 blankla02 280000.00 5
## 340 blankma01 200000.00 5
## 341 blantjo01 2199750.00 5
## 342 blausje01 2038576.92 5
## 343 blaziro01 165000.00 5
## 344 blevije01 405000.00 5
## 345 blockte01 70000.00 5
## 346 bloomwi01 829375.00 5
## 347 blossgr01 109000.00 5
## 348 blowemi01 515938.33 5
## 349 bluevi01 350000.00 5
## 350 blumaja01 137000.00 5
## 351 blumge01 830000.00 5
## 352 blylebe01 1193750.00 5
## 353 bocachi01 250000.00 5
## 354 bochtbr01 461250.00 5
## 355 bochtdo01 197875.00 5
## 356 bochybr01 130000.00 5
## 357 bococbr01 390000.00 5
## 358 boddimi01 1598611.22 5
## 359 boehrbr01 681122.22 5
## 360 boevejo01 505722.22 5
## 361 bogarti01 397388.89 5
## 362 boggsmi01 402000.00 5
## 363 boggswa01 2113287.73 5
## 364 bohanbr01 955909.09 5
## 365 bolicfr01 143500.00 5
## 366 boltoro01 100000.00 5
## 367 boltoto01 297500.00 5
## 368 bondeje01 5166250.00 5
## 369 bondsba01 8556605.55 5
## 370 bonesri01 499631.36 5
## 371 bongju01 320000.00 5
## 372 bonifem01 410000.00 5
## 373 bonilbo01 3271875.00 5
## 374 bonilju01 120000.00 5
## 375 bonined01 402000.00 5
## 376 bonneba01 437500.00 5
## 377 bonsebo01 482500.00 5
## 378 bookech01 350000.00 5
## 379 bookegr01 115000.00 5
## 380 bookero01 105000.00 5
## 381 booneaa01 1482272.73 5
## 382 boonebo01 1047580.00 5
## 383 boonebr01 3755384.62 5
## 384 bootcch01 397500.00 5
## 385 bootyjo01 170000.00 5
## 386 borboju01 600000.00 5
## 387 borbope02 563111.11 5
## 388 borchjo01 355500.00 5
## 389 bordepa01 722961.54 5
## 390 bordimi01 2279869.92 5
## 391 bordiri01 182500.00 5
## 392 borkoda01 525000.00 5
## 393 borlato02 163875.00 5
## 394 borowjo01 1258072.73 5
## 395 bosioch01 1789000.00 5
## 396 boskish01 326428.57 5
## 397 bosleth01 330000.00 5
## 398 bostoda01 374777.78 5
## 399 bottari01 1168777.78 5
## 400 botteke01 1032125.00 5
## 401 bottsja01 394190.00 5
## 402 bouchde01 125500.00 5
## 403 bourgst01 109000.00 5
## 404 bournmi01 902625.00 5
## 405 bournra01 225916.67 5
## 406 bowala01 525000.00 5
## 407 bowenro01 396150.00 5
## 408 bowenry01 145400.00 5
## 409 bowiemi01 397250.00 5
## 410 bowkejo01 410000.00 5
## 411 boydja02 268666.67 5
## 412 boydoi01 586071.43 5
## 413 boyerbl01 470875.00 5
## 414 bradeda01 415000.00 5
## 415 bradfch01 1666777.67 5
## 416 bradlmi01 3522230.00 5
## 417 bradlph01 679285.71 5
## 418 bradlsc01 358428.57 5
## 419 bradste01 109000.00 5
## 420 braggda01 406642.86 5
## 421 bragggl01 409571.43 5
## 422 brandma01 160625.00 5
## 423 bransje01 362083.33 5
## 424 brantje01 1363461.54 5
## 425 brantmi01 105000.00 5
## 426 brantmi02 400800.00 5
## 427 branyru01 795000.00 5
## 428 braunry01 380000.00 5
## 429 braunry02 925000.00 5
## 430 braunst01 160000.00 5
## 431 braybi01 382500.00 5
## 432 brazede01 812000.00 5
## 433 brazoyh01 353166.67 5
## 434 breamsi01 841333.33 5
## 435 bredebr01 170000.00 5
## 436 brenlbo01 545000.00 5
## 437 brennwi01 62500.00 5
## 438 breslcr01 413000.00 5
## 439 brettge01 2227381.00 5
## 440 brewebi01 220666.67 5
## 441 brewero01 112500.00 5
## 442 brewija01 109000.00 5
## 443 brignre01 403700.00 5
## 444 brilegr01 232400.00 5
## 445 briscjo01 131000.00 5
## 446 britojo01 119500.00 5
## 447 britoti01 134500.00 5
## 448 brocado01 977266.67 5
## 449 brockch01 471000.00 5
## 450 brockgr01 557857.14 5
## 451 brockta01 200000.00 5
## 452 brognri01 1454250.00 5
## 453 brohatr01 200000.00 5
## 454 bronkje01 113000.00 5
## 455 brookhu01 1046500.00 5
## 456 brookto01 364166.67 5
## 457 brosisc01 2256300.00 5
## 458 brousbe01 1813266.67 5
## 459 browebo01 80250.00 5
## 460 broweji01 693750.00 5
## 461 brownad01 323000.00 5
## 462 brownan01 395000.00 5
## 463 brownbo04 150000.00 5
## 464 brownbr01 235000.00 5
## 465 brownch02 173750.00 5
## 466 brownde02 257250.00 5
## 467 brownem01 1232500.00 5
## 468 brownja03 106000.00 5
## 469 brownje01 417500.00 5
## 470 brownke01 7699441.29 5
## 471 brownke02 100000.00 5
## 472 brownke03 100000.00 5
## 473 brownke04 170000.00 5
## 474 brownma03 100000.00 5
## 475 brownmi01 80000.00 5
## 476 brownro01 231666.67 5
## 477 brownto05 1392777.75 5
## 478 browsc01 141000.00 5
## 479 broxtjo01 1667250.00 5
## 480 bruceja01 428750.00 5
## 481 bruetjt01 121000.00 5
## 482 brumfja01 330812.50 5
## 483 brumlmi02 97500.00 5
## 484 brummgr01 109000.00 5
## 485 brunato01 1353500.00 5
## 486 brunebr01 838609.00 5
## 487 brunter01 481500.00 5
## 488 bruskji01 195000.00 5
## 489 brusswa01 475000.00 5
## 490 bryanra01 72500.00 5
## 491 buchabr01 351250.00 5
## 492 buchhcl01 419500.00 5
## 493 buchhta01 709000.00 5
## 494 buckjo01 1368000.00 5
## 495 bucknbi01 460277.83 5
## 496 bucknbi02 403000.00 5
## 497 bucktr01 400000.00 5
## 498 buddery01 391100.00 5
## 499 buddimi01 218000.00 5
## 500 buechst01 1133888.89 5
## 501 buehrma01 6998000.00 5
## 502 buforda01 503222.22 5
## 503 buhneja01 2654485.79 5
## 504 buicede01 106250.00 5
## 505 bukviry01 312000.00 5
## 506 bulgeja01 404333.33 5
## 507 bullesc01 128600.00 5
## 508 bullibr01 327000.00 5
## 509 bulliji01 285357.14 5
## 510 bulliki01 170000.00 5
## 511 bumbral01 160000.00 5
## 512 bumpna01 332500.00 5
## 513 burbada01 1871666.46 5
## 514 burgoam01 389833.33 5
## 515 burgoen01 110000.00 5
## 516 burkech01 512125.00 5
## 517 burkeja02 407500.00 5
## 518 burkejo03 2707500.00 5
## 519 burkejo04 170750.00 5
## 520 burketi01 1124047.71 5
## 521 burksel01 3109027.78 5
## 522 burleri01 637778.00 5
## 523 burneaj01 5939291.67 5
## 524 burneal01 400000.00 5
## 525 burnese01 501500.00 5
## 526 burnije01 3566025.69 5
## 527 burnsbr01 738750.00 5
## 528 burnsmi01 332500.00 5
## 529 burnsto02 316000.00 5
## 530 burrebr01 395000.00 5
## 531 burrepa01 6981000.00 5
## 532 burriem01 407000.00 5
## 533 burrira01 340625.00 5
## 534 burroje01 350000.00 5
## 535 burrose01 803400.00 5
## 536 burrote01 109000.00 5
## 537 burtoja01 398333.33 5
## 538 busbymi01 167166.67 5
## 539 buschbr01 412500.00 5
## 540 buschmi01 109000.00 5
## 541 bushda01 1982333.33 5
## 542 bushho01 1556180.00 5
## 543 bushra01 343333.33 5
## 544 butchjo01 352500.00 5
## 545 butchmi01 150000.00 5
## 546 buterdr01 400000.00 5
## 547 butersa01 82500.00 5
## 548 butlead01 170000.00 5
## 549 butlebi03 430000.00 5
## 550 butlebr01 1821023.31 5
## 551 butlebr02 303000.00 5
## 552 butlejo03 400000.00 5
## 553 butleri01 192500.00 5
## 554 butlero01 192000.00 5
## 555 bynumfr01 365833.33 5
## 556 bynummi01 300500.00 5
## 557 byrdati01 783750.00 5
## 558 byrdma01 1552500.00 5
## 559 byrdpa01 3090538.46 5
## 560 byrneer01 3548291.50 5
## 561 bystrma01 250000.00 5
## 562 cabelen01 370833.50 5
## 563 cabreas01 418200.00 5
## 564 cabreda01 1602000.00 5
## 565 cabreev01 409400.00 5
## 566 cabrefe01 432533.33 5
## 567 cabrefr01 146500.00 5
## 568 cabrejo01 338125.00 5
## 569 cabrejo02 428200.00 5
## 570 cabreme01 1348400.00 5
## 571 cabremi01 6801327.88 5
## 572 cabreor01 3901576.92 5
## 573 cacered01 109000.00 5
## 574 cadargr01 502841.22 5
## 575 cahiltr01 405000.00 5
## 576 cainma01 1882266.60 5
## 577 cairomi01 643181.82 5
## 578 caldeiv01 1181750.00 5
## 579 calerki01 856000.00 5
## 580 calhoje01 101666.67 5
## 581 callaal01 412375.00 5
## 582 callami01 311250.00 5
## 583 calloro01 306250.00 5
## 584 camacer01 136666.67 5
## 585 camerke01 380000.00 5
## 586 camermi01 4289625.00 5
## 587 caminke01 2682607.14 5
## 588 cammaer01 205000.00 5
## 589 campbbi02 328750.00 5
## 590 campbke01 115500.00 5
## 591 campbmi01 98833.33 5
## 592 campijo01 420000.00 5
## 593 campri01 616666.50 5
## 594 campsh01 544250.00 5
## 595 campusi01 127500.00 5
## 596 canalge01 100000.00 5
## 597 canatwi01 109000.00 5
## 598 cancero01 200500.00 5
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