From 3388c4e0c57bc9bf93c986d748404ab0049cccba Mon Sep 17 00:00:00 2001 From: Cal Corum Date: Sat, 26 Oct 2024 20:18:54 -0500 Subject: [PATCH] Pitching peripherals done --- batters/calcs_batter.py | 6 +- pitchers/calcs_pitcher.py | 8 ++ pitching_stats.csv | 292 +++++++++++++++++++------------------- retrosheet_data.py | 97 ++++++++++--- 4 files changed, 231 insertions(+), 172 deletions(-) diff --git a/batters/calcs_batter.py b/batters/calcs_batter.py index a5c228e..bf07ce6 100644 --- a/batters/calcs_batter.py +++ b/batters/calcs_batter.py @@ -167,11 +167,11 @@ class BattingCardRatingsModel(pydantic.BaseModel): self.groundout_b = self.rem_outs() def calculate_rate_stats(self): - self.avg = mround(self.total_hits() / 108, prec=5, base=0.0001) - self.obp = mround((self.total_hits() + self.hbp + self.walk) / 108, prec=5, base=0.0001) + self.avg = mround(self.total_hits() / 108, prec=5, base=0.00001) + self.obp = mround((self.total_hits() + self.hbp + self.walk) / 108, prec=5, base=0.00001) self.slg = mround(( self.homerun * 4 + self.triple * 3 + self.single_center + self.single_two + self.single_two + - (self.double_two + self.double_three + self.double_two + self.bp_homerun) * 2 + self.bp_single / 2) / 108, prec=5, base=0.0001) + (self.double_two + self.double_three + self.double_two + self.bp_homerun) * 2 + self.bp_single / 2) / 108, prec=5, base=0.00001) def custom_to_dict(self): self.calculate_rate_stats() diff --git a/pitchers/calcs_pitcher.py b/pitchers/calcs_pitcher.py index 504a7fc..e2bf9d5 100644 --- a/pitchers/calcs_pitcher.py +++ b/pitchers/calcs_pitcher.py @@ -86,7 +86,15 @@ class PitchingCardRatingsModel(pydantic.BaseModel): self.xcheck_lf, self.xcheck_cf, self.xcheck_rf ])) + def calculate_rate_stats(self): + self.avg = mround(self.total_hits() / 108, prec=5, base=0.00001) + self.obp = mround((self.total_hits() + self.hbp + self.walk) / 108, prec=5, base=0.00001) + self.slg = mround(( + self.homerun * 4 + self.triple * 3 + self.single_center + self.single_two + self.single_two + + (self.double_two + self.double_three + self.double_two + self.bp_homerun) * 2 + self.bp_single / 2) / 108, prec=5, base=0.00001) + def custom_to_dict(self): + self.calculate_rate_stats() return { 'pitchingcard_id': self.pitchingcard_id, 'vs_hand': self.vs_hand, diff --git a/pitching_stats.csv b/pitching_stats.csv index fdcf6bc..047f710 100644 --- a/pitching_stats.csv +++ b/pitching_stats.csv @@ -1,146 +1,146 @@ -pitcher_id,last_name,use_name,key_mlbam,key_retro,key_bbref,key_fangraphs,TBF_vL,TBF_vR,AB_vL,AB_vR,HR_vR,HR_vL,1B_vR,1B_vL,2B_vR,2B_vL,3B_vR,3B_vL,BB_vR,BB_vL,SO_vR,SO_vL,HBP_vR,HBP_vL,IBB_vL,IBB_vR,FB_vL,FB_vR,GB_vL,GB_vR,LD_vL,LD_vR,H_vL,H_vR,AVG_vL,AVG_vR,OBP_vL,OBP_vR,SLG_vL,SLG_vR -finlc001,Finley,Chuck,114133,finlc001,finlech01,384,50.0,135,43,126,2.0,0.0,15.0,12.0,5.0,0.0,0.0,0.0,11.0,6.0,32,12.0,0.0,1.0,0.0,0.0,7,33,17,42,7,14,12.0,22.0,0.27907,0.1746,0.38,0.24444,0.27907,0.2619 -petta001,Pettitte,Andy,120485,petta001,pettian01,840,39.0,124,38,113,1.0,0.0,23.0,8.0,6.0,0.0,0.0,0.0,13.0,1.0,19,14.0,2.0,1.0,0.0,0.0,7,13,11,42,5,26,8.0,30.0,0.21053,0.26549,0.25641,0.3629,0.21053,0.34513 -hillk001,Hill,Ken,115941,hillk001,hillke01,1005827,98.0,60,90,57,0.0,0.0,12.0,11.0,2.0,12.0,0.0,1.0,2.0,8.0,10,9.0,0.0,1.0,0.0,0.0,28,13,34,26,12,8,24.0,14.0,0.26667,0.24561,0.33673,0.26667,0.42222,0.2807 -welld001,Wells,David,124071,welld001,wellsda01,855,33.0,128,33,125,6.0,3.0,12.0,5.0,6.0,0.0,0.0,0.0,9.0,2.0,27,2.0,0.0,0.0,0.0,0.0,14,25,8,38,5,16,8.0,24.0,0.24242,0.192,0.30303,0.25781,0.51515,0.384 -nelsj001,Nelson,Jeff,119704,nelsj001,nelsoje01,1092,25.0,44,21,39,0.0,0.0,8.0,5.0,1.0,2.0,1.0,0.0,4.0,1.0,8,4.0,2.0,2.0,1.0,0.0,6,5,7,13,4,7,7.0,10.0,0.33333,0.25641,0.4,0.36364,0.42857,0.33333 -mcdoj001,McDowell,Jack,118656,mcdoj001,mcdowja01,1008473,75.0,52,72,51,3.0,2.0,10.0,8.0,6.0,3.0,0.0,0.0,1.0,7.0,7,17.0,0.0,0.0,0.0,0.0,13,15,27,12,7,12,13.0,19.0,0.18056,0.37255,0.26667,0.38462,0.30556,0.66667 -burbd001,Burba,Dave,111692,burbd001,burbada01,1239,86.0,70,78,65,1.0,2.0,7.0,10.0,3.0,5.0,1.0,1.0,6.0,6.0,11,16.0,0.0,1.0,1.0,0.0,23,22,25,23,10,7,18.0,12.0,0.23077,0.18462,0.2907,0.25714,0.39744,0.30769 -mesaj001,Mesa,Jose,118986,mesaj001,mesajo01,961,24.0,46,25,46,2.0,1.0,4.0,3.0,4.0,0.0,0.0,0.0,4.0,0.0,11,4.0,1.0,0.0,1.0,0.0,5,8,8,17,5,4,4.0,10.0,0.16,0.21739,0.16667,0.32609,0.28,0.43478 -watsa001,Watson,Allen,123982,watsa001,watsoal01,1013675,35.0,85,35,79,4.0,1.0,17.0,4.0,6.0,5.0,1.0,0.0,5.0,2.0,10,9.0,1.0,0.0,0.0,0.0,5,20,12,37,6,10,10.0,28.0,0.28571,0.35443,0.34286,0.4,0.51429,0.60759 -colob001,Colon,Bartolo,112526,colob001,colonba01,375,71.0,53,68,48,0.0,4.0,6.0,9.0,1.0,6.0,0.0,0.0,6.0,5.0,16,10.0,0.0,1.0,0.0,0.0,17,6,26,18,10,5,19.0,7.0,0.27941,0.14583,0.35211,0.24528,0.54412,0.16667 -nagyc001,Nagy,Charles,119640,nagyc001,nagych01,397,86.0,76,85,75,4.0,6.0,16.0,8.0,2.0,3.0,0.0,0.0,6.0,4.0,10,15.0,0.0,1.0,1.0,0.0,19,17,34,29,12,15,17.0,22.0,0.2,0.29333,0.25581,0.36842,0.44706,0.48 -martp001,Martinez,Pedro,118377,martp001,martipe02,200,92.0,70,87,68,1.0,2.0,8.0,12.0,2.0,3.0,0.0,0.0,5.0,5.0,28,29.0,0.0,1.0,1.0,0.0,17,14,13,14,19,12,17.0,11.0,0.1954,0.16176,0.25,0.22857,0.29885,0.23529 -waket001,Wakefield,Tim,123801,waket001,wakefti01,219,83.0,91,80,89,2.0,4.0,8.0,15.0,3.0,9.0,0.0,0.0,5.0,4.0,17,10.0,2.0,0.0,0.0,0.0,26,24,17,18,21,16,28.0,13.0,0.35,0.14607,0.38554,0.21978,0.6125,0.24719 -lowed001,Lowe,Derek,117955,lowed001,lowede01,199,51.0,49,51,49,0.0,1.0,4.0,8.0,1.0,3.0,0.0,0.0,3.0,3.0,14,6.0,1.0,0.0,1.0,0.0,8,4,20,21,12,5,12.0,5.0,0.23529,0.10204,0.29412,0.18367,0.35294,0.12245 -saunt001,Saunders,Tony,121711,saunt001,saundto01,1011463,27.0,87,28,78,1.0,0.0,12.0,4.0,1.0,4.0,0.0,3.0,13.0,1.0,20,3.0,1.0,0.0,0.0,1.0,10,16,11,18,3,13,11.0,14.0,0.39286,0.17949,0.44444,0.32184,0.75,0.23077 -alvaw001,Alvarez,Wilson,110209,alvaw001,alvarwi01,1193,26.0,101,23,97,1.0,0.0,17.0,2.0,2.0,2.0,0.0,0.0,8.0,3.0,20,4.0,1.0,1.0,0.0,0.0,5,26,6,28,4,12,4.0,20.0,0.17391,0.20619,0.30769,0.28713,0.26087,0.25773 -arror001,Arrojo,Rolando,134361,arror001,arrojro01,174,88.0,64,83,63,0.0,3.0,10.0,18.0,0.0,5.0,1.0,1.0,1.0,6.0,13,10.0,2.0,2.0,0.0,0.0,14,10,37,24,19,11,27.0,11.0,0.3253,0.1746,0.39773,0.21875,0.51807,0.20635 -drabd001,Drabek,Doug,113538,drabd001,drabedo01,1003473,49.0,50,49,47,3.0,3.0,10.0,7.0,0.0,1.0,0.0,1.0,4.0,3.0,6,5.0,0.0,0.0,0.0,0.0,14,19,20,12,5,6,12.0,13.0,0.2449,0.2766,0.30612,0.34,0.4898,0.46809 -erics001,Erickson,Scott,113884,erics001,ericksc01,137,99.0,67,100,69,3.0,0.0,11.0,17.0,1.0,8.0,0.0,0.0,2.0,7.0,13,11.0,1.0,0.0,1.0,0.0,5,12,53,29,20,9,25.0,15.0,0.25,0.21739,0.32323,0.26866,0.33,0.36232 -benea001,Benes,Andy,110854,benea001,benesan01,1144,108.0,81,97,70,3.0,5.0,13.0,11.0,1.0,9.0,0.0,0.0,6.0,8.0,10,11.0,2.0,0.0,1.0,1.0,29,10,33,37,13,7,25.0,17.0,0.25773,0.24286,0.30556,0.30864,0.50515,0.38571 -kiled001,Kile,Darryl,117046,kiled001,kileda01,1163,105.0,86,99,82,5.0,1.0,7.0,19.0,0.0,4.0,0.0,0.0,9.0,13.0,14,15.0,1.0,0.0,0.0,0.0,18,13,31,29,22,13,24.0,12.0,0.24242,0.14634,0.35238,0.25581,0.31313,0.32927 -blaiw001,Blair,Willie,111060,blaiw001,blairwi01,1001033,82.0,70,74,69,5.0,2.0,16.0,8.0,4.0,5.0,0.0,0.0,2.0,8.0,11,6.0,1.0,0.0,0.0,0.0,26,13,27,26,8,8,15.0,25.0,0.2027,0.36232,0.28049,0.4,0.35135,0.63768 -thomj005,Thomson,John,123307,thomj005,thomsjo01,453,57.0,59,59,55,2.0,0.0,15.0,7.0,1.0,3.0,1.0,0.0,4.0,4.0,10,9.0,1.0,0.0,0.0,0.0,10,13,24,15,7,13,10.0,19.0,0.16949,0.34545,0.24561,0.40678,0.22034,0.50909 -andeb002,Anderson,Brian,110230,andeb002,anderbr02,44,21.0,98,22,98,4.0,0.0,17.0,2.0,3.0,3.0,0.0,0.0,2.0,0.0,16,0.0,0.0,0.0,0.0,0.0,6,25,8,24,4,18,5.0,24.0,0.22727,0.2449,0.2381,0.26531,0.36364,0.39796 -astap001,Astacio,Pedro,110359,astap001,astacpe01,862,88.0,68,77,66,3.0,1.0,12.0,7.0,5.0,4.0,1.0,0.0,4.0,14.0,12,16.0,3.0,2.0,0.0,0.0,9,9,35,24,10,15,12.0,21.0,0.15584,0.31818,0.31818,0.41176,0.24675,0.56061 -dejem001,DeJean,Mike,113211,dejem001,dejeami01,682,21.0,40,22,35,2.0,0.0,5.0,2.0,3.0,1.0,1.0,0.0,6.0,0.0,1,3.0,1.0,0.0,0.0,0.0,4,5,13,20,1,4,3.0,11.0,0.13636,0.31429,0.14286,0.45,0.18182,0.62857 -suppj001,Suppan,Jeff,122987,suppj001,suppaje01,633,54.0,55,53,56,4.0,2.0,12.0,6.0,1.0,2.0,0.0,1.0,3.0,4.0,10,9.0,0.0,0.0,0.0,0.0,10,12,20,19,8,9,11.0,17.0,0.20755,0.30357,0.27778,0.36364,0.39623,0.53571 -gardm001,Gardner,Mark,114610,gardm001,gardnma01,1004529,40.0,77,38,73,4.0,0.0,10.0,5.0,5.0,4.0,1.0,1.0,5.0,3.0,14,7.0,0.0,0.0,1.0,1.0,6,7,12,24,7,13,10.0,20.0,0.26316,0.27397,0.325,0.32468,0.42105,0.53425 -johnj006,Johnstone,John,116651,johnj006,johnsjo07,1006475,21.0,42,18,37,0.0,0.0,4.0,0.0,2.0,0.0,0.0,0.0,5.0,1.0,9,6.0,0.0,0.0,1.0,0.0,2,7,8,11,0,5,0.0,6.0,0.0,0.16216,0.04762,0.2619,0.0,0.21622 -adamj001,Adamson,Joel,110069,adamj001,adamsjo02,1000056,20.0,78,17,69,4.0,0.0,9.0,5.0,2.0,0.0,0.0,0.0,9.0,2.0,13,1.0,2.0,1.0,0.0,0.0,5,18,8,23,2,7,5.0,15.0,0.29412,0.21739,0.4,0.33333,0.29412,0.42029 -darwd001,Darwin,Danny,113060,darwd001,darwida01,1002996,67.0,49,62,49,2.0,1.0,11.0,7.0,4.0,1.0,0.0,1.0,2.0,5.0,10,10.0,0.0,0.0,0.0,0.0,12,10,23,20,11,5,10.0,17.0,0.16129,0.34694,0.22388,0.38776,0.25806,0.55102 -estes001,Estes,Shawn,113915,estes001,estessh01,873,21.0,121,21,114,2.0,0.0,17.0,5.0,4.0,0.0,0.0,0.0,17.0,1.0,25,3.0,1.0,0.0,0.0,2.0,3,17,8,40,4,18,5.0,23.0,0.2381,0.20175,0.28571,0.33884,0.2381,0.28947 -medir001,Medina,Rafael,133241,medir001,medinra01,1008716,39.0,53,36,48,1.0,0.0,9.0,7.0,3.0,2.0,1.0,2.0,4.0,7.0,7,4.0,0.0,0.0,0.0,2.0,6,16,14,11,8,12,11.0,14.0,0.30556,0.29167,0.46154,0.33962,0.47222,0.45833 -sancj001,Sanchez,Jesus,133260,sancj001,sanchje01,1476,24.0,53,17,45,2.0,0.0,5.0,5.0,0.0,0.0,0.0,0.0,6.0,7.0,7,3.0,0.0,0.0,0.0,1.0,2,11,9,12,2,8,5.0,7.0,0.29412,0.15556,0.5,0.24528,0.29412,0.28889 -larka001,Larkin,Andy,117500,larka001,larkian01,1007345,44.0,49,38,49,1.0,1.0,6.0,7.0,1.0,0.0,1.0,0.0,2.0,8.0,5,7.0,0.0,0.0,1.0,1.0,9,10,13,25,3,4,8.0,9.0,0.21053,0.18367,0.36364,0.22449,0.28947,0.30612 -heref001,Heredia,Felix,115803,heref001,heredfe01,1304,33.0,47,33,43,1.0,0.0,7.0,2.0,4.0,1.0,0.0,1.0,9.0,2.0,7,8.0,1.0,0.0,0.0,0.0,5,12,11,6,4,11,4.0,12.0,0.12121,0.27907,0.18182,0.46809,0.21212,0.44186 -meadb001,Meadows,Brian,132785,meadb001,meadobr01,998,74.0,76,75,77,0.0,1.0,12.0,14.0,1.0,4.0,2.0,0.0,3.0,3.0,10,6.0,0.0,0.0,1.0,0.0,17,12,24,33,18,13,19.0,15.0,0.25333,0.19481,0.2973,0.23684,0.34667,0.25974 -hernl003,Hernandez,Livan,115817,hernl003,hernali01,1116,75.0,81,72,74,4.0,2.0,15.0,7.0,1.0,1.0,0.0,1.0,7.0,10.0,18,14.0,1.0,0.0,0.0,1.0,18,16,21,12,9,15,11.0,20.0,0.15278,0.27027,0.28,0.34568,0.27778,0.44595 -glavt001,Glavine,Tom,114849,glavt001,glavito02,90,23.0,107,24,101,0.0,2.0,17.0,2.0,6.0,0.0,0.0,0.0,7.0,1.0,20,5.0,0.0,0.0,0.0,0.0,3,19,9,44,4,13,4.0,23.0,0.16667,0.22772,0.21739,0.28037,0.41667,0.28713 -martd001,Martinez,Dennis,118371,martd001,martide01,1008161,37.0,46,36,48,2.0,1.0,8.0,10.0,2.0,0.0,1.0,0.0,1.0,0.0,11,5.0,0.0,0.0,3.0,0.0,7,12,18,11,5,11,11.0,13.0,0.30556,0.27083,0.2973,0.30435,0.38889,0.47917 -maddg002,Maddux,Greg,118120,maddg002,maddugr01,104,65.0,101,62,104,1.0,0.0,15.0,16.0,2.0,1.0,0.0,0.0,0.0,3.0,21,10.0,1.0,0.0,2.0,0.0,8,9,32,55,9,13,17.0,18.0,0.27419,0.17308,0.30769,0.18812,0.29032,0.22115 -eldrc001,Eldred,Cal,113793,eldrc001,eldreca01,1653,66.0,86,60,79,1.0,1.0,15.0,9.0,1.0,2.0,0.0,1.0,8.0,5.0,13,12.0,0.0,1.0,0.0,0.0,11,19,17,29,13,13,13.0,17.0,0.21667,0.21519,0.28788,0.2907,0.33333,0.26582 -karls001,Karl,Scott,116845,karls001,karlsc01,1006703,27.0,98,24,99,1.0,1.0,17.0,3.0,4.0,2.0,0.0,0.0,5.0,2.0,17,3.0,0.0,2.0,0.0,0.0,1,16,12,38,7,17,6.0,22.0,0.25,0.22222,0.37037,0.27551,0.45833,0.29293 -neagd001,Neagle,Denny,119673,neagd001,neaglde01,441,33.0,131,34,130,4.0,1.0,22.0,3.0,3.0,1.0,0.0,0.0,5.0,2.0,27,3.0,0.0,0.0,0.0,0.0,7,34,11,33,8,24,5.0,29.0,0.14706,0.22308,0.21212,0.25954,0.26471,0.33846 -gracm002,Grace,Mike,115008,gracm002,gracemi02,1004915,53.0,57,56,52,1.0,0.0,6.0,12.0,1.0,4.0,0.0,1.0,7.0,3.0,15,5.0,1.0,0.0,1.0,0.0,6,11,29,16,8,6,17.0,8.0,0.30357,0.15385,0.37736,0.2807,0.41071,0.23077 -millk004,Millwood,Kevin,119154,millk004,millwke01,106,54.0,65,50,65,0.0,0.0,10.0,10.0,1.0,1.0,0.0,0.0,1.0,8.0,24,13.0,1.0,0.0,0.0,0.0,7,7,17,20,6,8,11.0,11.0,0.22,0.16923,0.35185,0.2,0.24,0.18462 -greet002,Green,Tyler,115095,greet002,greenty01,1005014,49.0,62,43,56,0.0,0.0,9.0,5.0,1.0,2.0,0.0,1.0,5.0,7.0,7,8.0,2.0,0.0,1.0,0.0,6,10,20,28,6,9,8.0,10.0,0.18605,0.17857,0.30612,0.27419,0.27907,0.19643 -schic002,Schilling,Curt,121811,schic002,schilcu01,73,85.0,94,81,88,2.0,2.0,10.0,9.0,0.0,2.0,0.0,1.0,7.0,5.0,33,32.0,0.0,0.0,0.0,0.0,17,4,19,33,10,12,14.0,12.0,0.17284,0.13636,0.22353,0.20213,0.2963,0.20455 -liebj001,Lieber,Jon,117758,liebj001,liebejo01,287,67.0,59,58,57,0.0,7.0,7.0,8.0,2.0,2.0,0.0,0.0,3.0,7.0,16,11.0,1.0,0.0,1.0,1.0,17,11,20,16,10,5,17.0,9.0,0.2931,0.15789,0.35821,0.22034,0.68966,0.19298 -petec001,Peters,Chris,120454,petec001,peterch01,1010225,21.0,40,20,33,0.0,1.0,4.0,3.0,2.0,0.0,1.0,0.0,5.0,1.0,4,8.0,1.0,0.0,0.0,2.0,5,5,7,18,1,3,4.0,7.0,0.2,0.21212,0.2381,0.325,0.35,0.33333 -silvj001,Silva,Jose,122231,silvj001,silvajo01,354,64.0,61,55,60,0.0,1.0,11.0,14.0,3.0,2.0,0.0,1.0,2.0,8.0,13,10.0,0.0,0.0,1.0,0.0,16,10,18,25,11,11,18.0,14.0,0.32727,0.23333,0.40625,0.2623,0.45455,0.28333 -cordf001,Cordova,Francisco,112681,cordf001,cordofr01,1002623,81.0,73,79,66,1.0,1.0,10.0,10.0,3.0,3.0,0.0,0.0,5.0,4.0,13,15.0,0.0,0.0,1.0,0.0,14,9,28,29,15,9,14.0,14.0,0.17722,0.21212,0.22222,0.26027,0.25316,0.30303 -wrigj001,Wright,Jamey,124604,wrigj001,wrighja01,715,48.0,64,47,59,1.0,0.0,14.0,5.0,4.0,3.0,0.0,1.0,11.0,4.0,6,6.0,0.0,0.0,0.0,0.0,8,9,22,22,4,14,9.0,19.0,0.19149,0.32203,0.27083,0.46875,0.29787,0.44068 -herso001,Hershiser,Orel,115861,herso001,hershor01,1005741,63.0,82,62,74,2.0,1.0,8.0,7.0,5.0,1.0,0.0,0.0,8.0,5.0,14,9.0,3.0,0.0,0.0,0.0,11,10,29,32,5,12,9.0,15.0,0.14516,0.2027,0.22222,0.31707,0.20968,0.35135 -mussm001,Mussina,Mike,119608,mussm001,mussimi01,837,63.0,44,63,44,2.0,1.0,8.0,9.0,0.0,2.0,0.0,0.0,1.0,2.0,9,21.0,0.0,0.0,0.0,0.0,12,7,15,17,12,6,12.0,10.0,0.19048,0.22727,0.22222,0.25,0.26984,0.36364 -belct001,Belcher,Tim,110809,belct001,belchti01,1000789,71.0,71,66,64,1.0,3.0,10.0,11.0,3.0,2.0,0.0,0.0,6.0,7.0,14,6.0,3.0,0.0,0.0,0.0,20,14,25,18,7,10,16.0,14.0,0.24242,0.21875,0.32394,0.32394,0.40909,0.3125 -rosaj001,Rosado,Jose,121443,rosaj001,rosadjo01,1011192,29.0,44,28,44,1.0,0.0,7.0,3.0,2.0,1.0,0.0,0.0,5.0,2.0,4,10.0,0.0,1.0,0.0,0.0,3,8,8,17,3,8,4.0,10.0,0.14286,0.22727,0.24138,0.34091,0.17857,0.34091 -servs001,Service,Scott,122012,servs001,servisc01,1684,22.0,40,22,37,1.0,0.0,8.0,2.0,3.0,0.0,0.0,0.0,2.0,2.0,13,5.0,4.0,0.0,0.0,0.0,3,8,7,3,3,8,2.0,12.0,0.09091,0.32432,0.18182,0.45,0.09091,0.48649 -ruscg001,Rusch,Glendon,121556,ruscg001,ruschgl01,707,32.0,117,31,120,3.0,0.0,24.0,2.0,5.0,2.0,1.0,0.0,6.0,3.0,15,10.0,0.0,1.0,0.0,0.0,5,35,6,31,4,25,4.0,33.0,0.12903,0.275,0.25,0.33333,0.19355,0.40833 -key-j001,Key,Jimmy,117032,key-j001,keyji01,1006885,20.0,115,22,112,1.0,0.0,17.0,3.0,4.0,2.0,0.0,0.0,8.0,0.0,23,4.0,0.0,1.0,0.0,0.0,4,26,5,33,6,17,5.0,22.0,0.22727,0.19643,0.3,0.26087,0.31818,0.25893 -rappp001,Rapp,Pat,120933,rappp001,rapppa01,1010700,70.0,53,60,46,2.0,1.0,4.0,11.0,4.0,0.0,0.0,0.0,5.0,13.0,7,7.0,1.0,0.0,1.0,0.0,15,14,24,14,8,10,12.0,10.0,0.2,0.21739,0.35714,0.30189,0.25,0.43478 -keagg001,Keagle,Greg,116871,keagg001,keaglgr01,1006726,67.0,45,66,47,0.0,2.0,7.0,10.0,1.0,4.0,0.0,0.0,1.0,7.0,6,13.0,1.0,1.0,0.0,0.0,11,9,14,18,18,9,16.0,8.0,0.24242,0.17021,0.35821,0.22222,0.39394,0.19149 -thomj003,Thompson,Justin,123294,thomj003,thompju02,8217,36.0,102,39,95,0.0,2.0,16.0,5.0,3.0,2.0,0.0,0.0,13.0,0.0,22,5.0,0.0,0.0,0.0,0.0,10,14,8,28,8,20,9.0,19.0,0.23077,0.2,0.25,0.31373,0.4359,0.23158 -eyres001,Eyre,Scott,113961,eyres001,eyresc01,1300,35.0,92,32,80,5.0,2.0,9.0,6.0,4.0,1.0,1.0,0.0,13.0,4.0,20,2.0,0.0,0.0,0.0,0.0,10,23,10,22,6,10,9.0,19.0,0.28125,0.2375,0.37143,0.34783,0.5,0.5 -baldj002,Baldwin,James,110503,baldj002,baldwja01,1064,64.0,46,61,42,1.0,2.0,6.0,10.0,1.0,4.0,1.0,0.0,4.0,9.0,7,14.0,0.0,0.0,0.0,0.0,22,12,9,9,11,10,16.0,9.0,0.2623,0.21429,0.39062,0.28261,0.42623,0.35714 -sirom001,Sirotka,Mike,122276,sirom001,sirotmi01,1012015,41.0,97,40,93,3.0,2.0,15.0,6.0,5.0,2.0,0.0,1.0,4.0,2.0,15,4.0,0.0,0.0,0.0,0.0,8,20,16,31,9,17,11.0,23.0,0.275,0.24731,0.31707,0.27835,0.525,0.39785 -rogek001,Rogers,Kenny,121386,rogek001,rogerke01,1277,43.0,114,34,116,1.0,2.0,14.0,5.0,6.0,2.0,0.0,0.0,6.0,10.0,15,8.0,2.0,0.0,0.0,0.0,6,21,14,44,5,23,9.0,21.0,0.26471,0.18103,0.44186,0.25439,0.5,0.25862 -haynj001,Haynes,Jimmy,115649,haynj001,hayneji01,329,83.0,62,72,63,0.0,1.0,11.0,17.0,2.0,5.0,1.0,0.0,4.0,11.0,11,8.0,1.0,1.0,1.0,0.0,6,12,32,18,19,11,23.0,14.0,0.31944,0.22222,0.42169,0.30645,0.43056,0.28571 -candt001,Candiotti,Tom,111954,candt001,candito01,1001911,86.0,83,82,79,0.0,1.0,10.0,15.0,3.0,4.0,0.0,0.0,5.0,7.0,7,11.0,3.0,0.0,0.0,0.0,17,18,32,35,12,8,20.0,13.0,0.2439,0.16456,0.31395,0.25301,0.32927,0.20253 -roseb002,Rose,Brian,121450,roseb002,rosebr01,1011201,53.0,46,46,47,0.0,3.0,7.0,7.0,2.0,2.0,0.0,0.0,2.0,8.0,6,7.0,0.0,1.0,0.0,0.0,13,10,8,16,12,8,12.0,9.0,0.26087,0.19149,0.39623,0.23913,0.5,0.23404 -spolp001,Spoljaric,Paul,122605,spolp001,spoljpa01,1012349,22.0,41,18,35,0.0,1.0,3.0,3.0,3.0,0.0,0.0,0.0,4.0,5.0,7,9.0,1.0,0.0,0.0,2.0,6,5,1,16,3,2,4.0,6.0,0.22222,0.17143,0.40909,0.26829,0.38889,0.25714 -moyej001,Moyer,Jamie,119469,moyej001,moyerja01,1091,42.0,123,39,122,3.0,0.0,16.0,5.0,8.0,3.0,1.0,0.0,3.0,2.0,23,11.0,1.0,3.0,0.0,0.0,7,20,10,46,8,24,8.0,28.0,0.20513,0.22951,0.30952,0.26016,0.28205,0.38525 -ayalb002,Ayala,Bobby,110402,ayalb002,ayalabo01,1000384,33.0,40,32,37,1.0,1.0,8.0,2.0,1.0,2.0,0.0,1.0,2.0,3.0,6,6.0,1.0,0.0,0.0,0.0,8,6,7,19,6,4,6.0,10.0,0.1875,0.27027,0.27273,0.325,0.40625,0.37838 -wrigj002,Wright,Jaret,124605,wrigj002,wrighja02,415,73.0,60,69,54,1.0,3.0,7.0,12.0,2.0,6.0,0.0,0.0,7.0,4.0,15,10.0,0.0,3.0,1.0,0.0,15,11,25,16,14,7,21.0,10.0,0.30435,0.18519,0.38356,0.28333,0.52174,0.27778 -navaj001,Navarro,Jaime,119667,navaj001,navarja01,1009465,80.0,70,76,62,4.0,1.0,7.0,13.0,3.0,4.0,0.0,0.0,9.0,8.0,9,11.0,1.0,1.0,0.0,0.0,13,14,27,20,16,9,18.0,14.0,0.23684,0.22581,0.3375,0.34286,0.32895,0.46774 -wittb001,Witt,Bobby,124492,wittb001,wittbo01,1014170,73.0,66,63,62,3.0,0.0,10.0,16.0,4.0,6.0,0.0,2.0,4.0,10.0,2,7.0,0.0,0.0,0.0,0.0,12,23,19,20,22,12,24.0,17.0,0.38095,0.27419,0.46575,0.31818,0.53968,0.48387 -selea001,Sele,Aaron,121986,selea001,seleaa01,34,79.0,60,76,55,1.0,0.0,9.0,8.0,1.0,5.0,0.0,0.0,8.0,3.0,9,18.0,1.0,1.0,0.0,0.0,8,8,25,25,18,7,13.0,11.0,0.17105,0.2,0.21519,0.33333,0.23684,0.27273 -berej002,Bere,Jason,110891,berej002,bereja01,266,70.0,46,59,43,0.0,1.0,6.0,13.0,1.0,5.0,0.0,0.0,3.0,13.0,5,9.0,0.0,0.0,0.0,0.0,16,15,16,10,10,7,19.0,7.0,0.32203,0.16279,0.45714,0.21739,0.45763,0.18605 -hentp001,Hentgen,Pat,115797,hentp001,hentgpa01,145,64.0,75,62,71,5.0,1.0,9.0,8.0,4.0,5.0,0.0,0.0,5.0,2.0,7,7.0,1.0,1.0,0.0,0.0,16,18,23,32,9,9,14.0,18.0,0.22581,0.25352,0.26562,0.32,0.35484,0.52113 -guzmj003,Guzman,Juan,115267,guzmj003,guzmaju01,1005162,77.0,70,69,65,1.0,1.0,1.0,11.0,6.0,4.0,0.0,0.0,8.0,14.0,20,10.0,2.0,0.0,0.0,0.0,12,11,28,15,11,8,16.0,8.0,0.23188,0.12308,0.38961,0.25714,0.33333,0.26154 -hanse001,Hanson,Erik,115446,hanse001,hansoer01,1005333,40.0,42,37,37,2.0,0.0,5.0,11.0,3.0,1.0,0.0,0.0,5.0,4.0,5,2.0,0.0,0.0,0.0,0.0,8,8,14,14,12,7,12.0,10.0,0.32432,0.27027,0.4,0.35714,0.35135,0.51351 -rislb001,Risley,Bill,121231,rislb001,rislebi01,1010986,29.0,40,28,38,0.0,0.0,6.0,3.0,1.0,2.0,1.0,0.0,3.0,2.0,12,7.0,0.0,1.0,0.0,0.0,6,8,4,13,6,4,5.0,8.0,0.17857,0.21053,0.27586,0.275,0.25,0.28947 -tracs001,Trachsel,Steve,123431,tracs001,trachst01,898,63.0,63,56,58,2.0,1.0,7.0,11.0,2.0,0.0,1.0,0.0,4.0,10.0,12,9.0,3.0,0.0,0.0,0.0,14,14,20,14,7,10,12.0,12.0,0.21429,0.2069,0.34921,0.30159,0.26786,0.37931 -vazqj001,Vazquez,Javier,134320,vazqj001,vazquja01,801,36.0,62,34,57,1.0,0.0,12.0,4.0,3.0,0.0,2.0,0.0,8.0,6.0,12,6.0,1.0,0.0,0.0,0.0,13,11,7,18,4,11,4.0,18.0,0.11765,0.31579,0.27778,0.43548,0.11765,0.49123 -batim001,Batista,Miguel,110683,batim001,batismi01,46,37.0,44,29,45,1.0,1.0,0.0,7.0,4.0,2.0,0.0,0.0,4.0,9.0,8,6.0,0.0,0.0,1.0,0.0,2,10,14,13,3,6,10.0,5.0,0.34483,0.11111,0.51351,0.20455,0.51724,0.26667 -piscm001,Pisciotta,Marc,120599,piscm001,piscima01,1010369,33.0,44,23,43,1.0,0.0,10.0,2.0,1.0,1.0,0.0,0.0,2.0,9.0,8,4.0,0.0,0.0,0.0,0.0,6,5,8,21,4,6,3.0,12.0,0.13043,0.27907,0.36364,0.31818,0.17391,0.37209 -valdm001,Valdes,Marc,123596,valdm001,valdema01,1013313,24.0,58,21,54,1.0,1.0,10.0,3.0,0.0,1.0,0.0,0.0,8.0,3.0,12,0.0,0.0,1.0,1.0,0.0,8,5,6,22,4,8,5.0,11.0,0.2381,0.2037,0.375,0.32759,0.42857,0.25926 -tapak001,Tapani,Kevin,123090,tapak001,tapanke01,1012824,83.0,65,76,64,2.0,0.0,4.0,12.0,2.0,3.0,0.0,2.0,4.0,8.0,15,6.0,1.0,1.0,0.0,0.0,17,9,30,24,14,8,17.0,8.0,0.22368,0.125,0.31325,0.2,0.31579,0.25 -moort001,Moore,Trey,134340,moort001,mooretr01,1009130,28.0,66,28,68,3.0,0.0,9.0,4.0,5.0,2.0,0.0,0.0,3.0,2.0,10,6.0,0.0,0.0,0.0,2.0,10,16,5,24,5,13,6.0,17.0,0.21429,0.25,0.28571,0.30303,0.28571,0.45588 -telea001,Telemaco,Amaury,123176,telea001,telemam01,1802,39.0,51,39,45,1.0,2.0,2.0,4.0,1.0,4.0,0.0,0.0,7.0,3.0,10,6.0,0.0,0.0,0.0,0.0,9,9,10,15,8,4,10.0,4.0,0.25641,0.08889,0.33333,0.21569,0.51282,0.17778 -clarm002,Clark,Mark,112332,clarm002,clarkma01,1002296,70.0,79,68,74,0.0,1.0,13.0,13.0,3.0,3.0,0.0,1.0,5.0,4.0,15,10.0,1.0,1.0,0.0,1.0,20,13,21,30,15,8,18.0,16.0,0.26471,0.21622,0.32857,0.27848,0.38235,0.25676 -perec001,Perez,Carlos,120405,perec001,perezca01,1010179,42.0,131,42,120,2.0,0.0,16.0,11.0,7.0,3.0,1.0,2.0,10.0,1.0,20,3.0,0.0,1.0,0.0,2.0,13,24,14,47,9,22,16.0,26.0,0.38095,0.21667,0.42857,0.27481,0.54762,0.34167 -gonzj003,Gonzalez,Geremi,114928,gonzj003,gonzaje01,1711,42.0,60,41,56,2.0,0.0,8.0,3.0,1.0,5.0,0.0,1.0,5.0,2.0,8,12.0,0.0,0.0,0.0,2.0,10,13,13,19,7,8,9.0,11.0,0.21951,0.19643,0.2619,0.26667,0.39024,0.32143 -leita001,Leiter,Al,117652,leita001,leiteal01,883,26.0,101,24,95,0.0,0.0,17.0,3.0,4.0,2.0,0.0,0.0,9.0,1.0,20,7.0,2.0,1.0,0.0,0.0,3,8,9,40,4,15,5.0,21.0,0.20833,0.22105,0.26923,0.31683,0.29167,0.26316 -reedr002,Reed,Rick,120999,reedr002,reedri01,750,47.0,85,47,83,2.0,1.0,12.0,8.0,4.0,3.0,0.0,0.0,2.0,2.0,10,9.0,0.0,0.0,0.0,1.0,10,15,12,39,11,11,12.0,18.0,0.25532,0.21687,0.29787,0.23529,0.38298,0.33735 -parkc002,Park,Chan Ho,120221,parkc002,parkch01,1267,59.0,74,52,72,1.0,2.0,13.0,6.0,2.0,3.0,0.0,1.0,7.0,8.0,17,12.0,1.0,0.0,0.0,0.0,13,12,15,23,9,10,12.0,16.0,0.23077,0.22222,0.33898,0.32432,0.44231,0.29167 -woodk002,Wood,Kerry,134268,woodk002,woodke02,304,24.0,51,19,47,0.0,0.0,7.0,2.0,2.0,1.0,0.0,0.0,4.0,6.0,20,5.0,1.0,1.0,0.0,0.0,3,6,5,13,3,8,3.0,9.0,0.15789,0.19149,0.41667,0.27451,0.21053,0.23404 -nomoh001,Nomo,Hideo,119827,nomoh001,nomohi01,666,60.0,68,51,66,2.0,3.0,6.0,3.0,1.0,1.0,0.0,0.0,5.0,7.0,22,16.0,0.0,2.0,0.0,0.0,15,15,17,16,1,9,7.0,9.0,0.13725,0.13636,0.26667,0.20588,0.33333,0.24242 -dreid001,Dreifort,Darren,113554,dreid001,dreifda01,647,50.0,41,49,41,0.0,0.0,2.0,7.0,5.0,1.0,0.0,0.0,2.0,1.0,9,14.0,0.0,0.0,1.0,0.0,8,7,21,16,5,4,8.0,7.0,0.16327,0.17073,0.18,0.21951,0.18367,0.29268 -valdi001,Valdez,Ismael,123595,valdi001,valdeis01,1283,61.0,96,58,93,4.0,2.0,22.0,11.0,2.0,2.0,0.0,1.0,4.0,3.0,21,7.0,1.0,0.0,1.0,0.0,19,18,19,32,9,15,16.0,28.0,0.27586,0.30108,0.31148,0.34375,0.44828,0.45161 -browk001,Brown,Kevin,111554,browk001,brownke01,642,88.0,63,87,65,1.0,1.0,11.0,16.0,2.0,1.0,0.0,0.0,3.0,3.0,17,19.0,0.0,0.0,1.0,0.0,7,11,42,25,12,6,18.0,14.0,0.2069,0.21538,0.23864,0.26984,0.25287,0.29231 -hamij002,Hamilton,Joey,115383,hamij002,hamiljo02,328,68.0,85,63,80,2.0,2.0,8.0,9.0,3.0,4.0,0.0,1.0,9.0,7.0,11,12.0,0.0,0.0,0.0,0.0,20,17,21,33,5,7,16.0,13.0,0.25397,0.1625,0.33824,0.25882,0.44444,0.275 -ashba002,Ashby,Andy,110351,ashba002,ashbyan01,637,75.0,89,69,88,1.0,1.0,16.0,12.0,2.0,2.0,0.0,1.0,4.0,5.0,16,12.0,0.0,0.0,0.0,0.0,18,14,27,34,12,12,16.0,19.0,0.23188,0.21591,0.28,0.25843,0.33333,0.27273 -bottk001,Bottenfield,Kent,111264,bottk001,botteke01,1001226,29.0,41,29,35,2.0,0.0,5.0,5.0,3.0,0.0,0.0,0.0,3.0,1.0,10,7.0,0.0,1.0,0.0,1.0,6,5,9,6,3,10,5.0,10.0,0.17241,0.28571,0.24138,0.31707,0.17241,0.54286 -weatd001,Weathers,David,124000,weatd001,weathda01,902,47.0,52,45,55,0.0,1.0,11.0,9.0,2.0,2.0,0.0,2.0,1.0,3.0,11,8.0,0.0,0.0,1.0,0.0,4,6,21,18,10,14,14.0,13.0,0.31111,0.23636,0.3617,0.26923,0.51111,0.27273 -harnp001,Harnisch,Pete,115487,harnp001,harnipe01,1005374,73.0,82,66,74,1.0,2.0,10.0,6.0,4.0,3.0,0.0,0.0,5.0,7.0,13,8.0,1.0,0.0,0.0,0.0,20,16,19,30,11,13,11.0,15.0,0.16667,0.2027,0.24658,0.2561,0.30303,0.2973 -belis001,Belinda,Stan,110811,belis001,belinst01,1000792,38.0,47,31,45,0.0,0.0,4.0,6.0,2.0,0.0,0.0,0.0,4.0,8.0,10,5.0,1.0,0.0,1.0,2.0,8,8,5,11,8,8,6.0,6.0,0.19355,0.13333,0.36842,0.23404,0.19355,0.17778 -tomkb001,Tomko,Brett,123387,tomkb001,tomkobr01,1056,56.0,88,52,79,0.0,1.0,8.0,8.0,1.0,5.0,1.0,0.0,7.0,3.0,13,13.0,1.0,0.0,0.0,0.0,12,18,12,28,15,12,14.0,10.0,0.26923,0.12658,0.30357,0.20455,0.42308,0.16456 -martr002,Martinez,Ramon,118378,martr002,martira02,1008193,62.0,89,55,87,0.0,2.0,7.0,5.0,5.0,3.0,0.0,0.0,5.0,8.0,26,11.0,0.0,1.0,0.0,0.0,15,16,14,32,8,7,10.0,12.0,0.18182,0.13793,0.30645,0.19101,0.34545,0.1954 -reyns001,Reynolds,Shane,121110,reyns001,reynosh01,574,65.0,92,62,91,2.0,1.0,22.0,6.0,6.0,6.0,0.0,0.0,5.0,6.0,16,14.0,0.0,0.0,1.0,0.0,7,11,23,37,10,18,13.0,30.0,0.20968,0.32967,0.29231,0.38043,0.35484,0.46154 -hampm001,Hampton,Mike,115399,hampm001,hamptmi01,430,27.0,147,26,143,3.0,0.0,28.0,6.0,8.0,0.0,1.0,0.0,8.0,3.0,25,5.0,0.0,0.0,0.0,0.0,1,22,13,68,2,20,6.0,40.0,0.23077,0.27972,0.33333,0.32653,0.23077,0.41259 -joneb003,Jones,Bobby,116717,joneb003,jonesbo03,1039,57.0,67,55,63,1.0,0.0,5.0,9.0,2.0,3.0,2.0,0.0,7.0,5.0,6,9.0,2.0,0.0,0.0,0.0,7,9,18,27,12,10,12.0,10.0,0.21818,0.15873,0.29825,0.28358,0.27273,0.30159 -yoshm001,Yoshii,Masato,134180,yoshm001,yoshima01,807,41.0,57,36,54,0.0,2.0,8.0,6.0,2.0,1.0,0.0,0.0,4.0,4.0,7,12.0,0.0,0.0,0.0,0.0,8,15,10,17,7,9,9.0,10.0,0.25,0.18519,0.31707,0.24561,0.44444,0.22222 -stepg001,Stephenson,Garrett,122751,stepg001,stephga01,1185,44.0,41,44,35,0.0,2.0,4.0,7.0,1.0,4.0,0.0,0.0,8.0,5.0,7,7.0,0.0,0.0,0.0,0.0,10,10,15,11,5,5,13.0,5.0,0.29545,0.14286,0.40909,0.31707,0.52273,0.17143 -clouk001,Cloude,Ken,112415,clouk001,cloudke01,1002362,81.0,72,70,70,1.0,6.0,9.0,10.0,3.0,5.0,0.0,0.0,6.0,12.0,6,14.0,0.0,0.0,0.0,0.0,24,19,11,23,16,11,21.0,13.0,0.3,0.18571,0.40741,0.26389,0.62857,0.27143 -swifb001,Swift,Bill,123053,swifb001,swiftbi02,1012788,50.0,46,50,42,1.0,1.0,5.0,4.0,2.0,4.0,0.0,0.0,5.0,5.0,5,6.0,0.0,0.0,1.0,0.0,6,9,24,23,8,5,9.0,8.0,0.18,0.19048,0.28,0.28261,0.32,0.30952 -polic001,Politte,Cliff,131700,polic001,politcl01,967,46.0,66,43,60,3.0,1.0,8.0,6.0,3.0,2.0,1.0,0.0,6.0,4.0,9,6.0,1.0,0.0,0.0,0.0,8,13,12,20,10,11,9.0,15.0,0.2093,0.25,0.28261,0.33333,0.32558,0.48333 -aybam001,Aybar,Manny,110403,aybam001,aybarma01,1107,58.0,50,52,46,1.0,1.0,12.0,7.0,5.0,5.0,0.0,0.0,4.0,8.0,8,8.0,1.0,0.0,0.0,0.0,8,6,18,13,12,14,13.0,18.0,0.25,0.3913,0.36207,0.46,0.40385,0.56522 -thomm002,Thompson,Mark,123296,thomm002,thompma01,1013019,30.0,59,35,50,4.0,3.0,11.0,4.0,2.0,2.0,0.0,0.0,7.0,1.0,5,6.0,4.0,0.0,0.0,0.0,7,10,11,19,5,8,9.0,17.0,0.25714,0.34,0.33333,0.47458,0.57143,0.62 -moehb001,Moehler,Brian,119215,moehb001,moehlbr01,480,87.0,54,86,57,0.0,4.0,8.0,9.0,1.0,5.0,0.0,4.0,1.0,7.0,14,10.0,0.0,0.0,1.0,0.0,24,5,29,24,14,7,22.0,9.0,0.25581,0.15789,0.33333,0.18519,0.54651,0.17544 -coned001,Cone,David,112552,coned001,coneda01,1680,63.0,52,62,53,0.0,0.0,9.0,10.0,1.0,4.0,0.0,2.0,4.0,5.0,15,12.0,0.0,1.0,0.0,0.0,13,9,18,14,12,8,16.0,10.0,0.25806,0.18868,0.34921,0.26923,0.3871,0.20755 -mendr001,Mendoza,Ramiro,118947,mendr001,mendora01,836,57.0,49,53,48,1.0,0.0,8.0,12.0,2.0,4.0,0.0,1.0,2.0,2.0,4,5.0,0.0,2.0,1.0,0.0,10,7,27,28,11,7,17.0,11.0,0.32075,0.22917,0.36842,0.26531,0.43396,0.33333 -burkj001,Burkett,John,111734,burkj001,burkejo03,179,71.0,75,70,76,3.0,1.0,15.0,9.0,2.0,2.0,0.0,0.0,5.0,6.0,13,13.0,0.0,1.0,0.0,0.0,8,16,27,26,12,13,12.0,20.0,0.17143,0.26316,0.26761,0.33333,0.24286,0.40789 -mercj001,Mercedes,Jose,118960,mercj001,mercejo02,396,51.0,65,46,65,1.0,1.0,13.0,9.0,2.0,0.0,0.0,0.0,1.0,5.0,6,4.0,0.0,0.0,0.0,1.0,15,19,12,21,11,12,10.0,16.0,0.21739,0.24615,0.29412,0.26154,0.28261,0.32308 -judej001,Juden,Jeff,116785,judej001,judenje01,1006643,69.0,71,60,67,2.0,1.0,9.0,10.0,2.0,4.0,0.0,1.0,4.0,10.0,14,13.0,1.0,1.0,0.0,0.0,9,13,23,28,12,6,16.0,13.0,0.26667,0.19403,0.3913,0.25352,0.41667,0.31343 -halaj001,Halama,John,134280,halaj001,halamjo01,1080,29.0,107,26,100,0.0,0.0,13.0,3.0,7.0,4.0,2.0,0.0,11.0,2.0,12,9.0,1.0,1.0,0.0,0.0,4,24,6,44,4,13,7.0,22.0,0.26923,0.22,0.34483,0.31776,0.42308,0.33 -ruetk001,Rueter,Kirk,121541,ruetk001,rueteki01,1128,20.0,103,20,95,1.0,0.0,15.0,1.0,5.0,0.0,1.0,0.0,10.0,1.0,12,5.0,1.0,0.0,0.0,0.0,1,16,8,38,3,18,1.0,22.0,0.05,0.23158,0.1,0.32039,0.05,0.33684 -limaj001,Lima,Jose,117769,limaj001,limajo01,475,80.0,81,78,81,2.0,1.0,11.0,15.0,3.0,3.0,1.0,1.0,1.0,5.0,18,11.0,0.0,0.0,0.0,0.0,11,20,32,30,13,8,20.0,17.0,0.25641,0.20988,0.3125,0.22222,0.35897,0.34568 -hermd001,Hermanson,Dustin,115812,hermd001,hermadu01,195,48.0,74,43,67,2.0,2.0,14.0,5.0,2.0,0.0,0.0,0.0,4.0,5.0,15,12.0,1.0,0.0,0.0,1.0,10,11,11,24,5,14,7.0,18.0,0.16279,0.26866,0.25,0.31081,0.30233,0.38806 -mlicd001,Mlicki,Dave,119211,mlicd001,mlickda01,569,40.0,74,35,72,3.0,2.0,10.0,4.0,5.0,2.0,1.0,0.0,3.0,5.0,12,5.0,2.0,0.0,4.0,0.0,9,16,13,23,4,12,8.0,19.0,0.22857,0.26389,0.325,0.32432,0.45714,0.48611 -morgm001,Morgan,Mike,119374,morgm001,morgami01,67,75.0,50,73,49,3.0,3.0,7.0,15.0,3.0,3.0,0.0,2.0,2.0,1.0,9,8.0,1.0,0.0,1.0,0.0,15,14,28,15,19,9,23.0,13.0,0.31507,0.26531,0.32,0.32,0.53425,0.5102 -milte001,Milton,Eric,132980,milte001,miltoer01,743,32.0,88,29,84,0.0,2.0,15.0,7.0,7.0,2.0,0.0,0.0,6.0,3.0,11,3.0,0.0,0.0,0.0,0.0,14,32,4,17,6,13,11.0,22.0,0.37931,0.2619,0.4375,0.31818,0.65517,0.34524 -pichh001,Pichardo,Hipolito,120539,pichh001,pichahi01,1472,68.0,52,64,50,2.0,0.0,9.0,8.0,2.0,4.0,0.0,0.0,4.0,9.0,7,8.0,0.0,0.0,0.0,0.0,13,12,26,19,11,8,12.0,13.0,0.1875,0.26,0.30882,0.32692,0.25,0.42 -tewkb001,Tewksbury,Bob,123213,tewkb001,tewksbo01,1012941,84.0,70,83,71,4.0,1.0,10.0,9.0,4.0,2.0,1.0,1.0,1.0,2.0,7,15.0,0.0,0.0,0.0,0.0,20,17,35,21,12,18,13.0,19.0,0.15663,0.26761,0.17857,0.28571,0.24096,0.52113 -tromm001,Trombley,Mike,123472,tromm001,trombmi01,758,40.0,46,40,45,1.0,0.0,10.0,4.0,2.0,0.0,0.0,0.0,3.0,3.0,13,11.0,0.0,0.0,0.0,0.0,12,8,11,13,3,6,4.0,13.0,0.1,0.28889,0.175,0.34783,0.1,0.4 -willw001,Williams,Woody,124315,willw001,williwo02,1190,70.0,55,66,55,2.0,0.0,12.0,7.0,1.0,4.0,0.0,3.0,3.0,8.0,12,13.0,0.0,0.0,0.0,0.0,18,9,10,10,15,15,14.0,15.0,0.21212,0.27273,0.31429,0.32727,0.36364,0.4 -radkb001,Radke,Brad,120878,radkb001,radkebr01,748,68.0,68,67,66,1.0,1.0,7.0,11.0,3.0,5.0,0.0,0.0,3.0,3.0,18,14.0,0.0,0.0,0.0,0.0,14,10,21,25,11,4,17.0,11.0,0.25373,0.16667,0.29412,0.20588,0.37313,0.25758 -clemr001,Clemens,Roger,112388,clemr001,clemero02,815,51.0,57,47,53,0.0,0.0,3.0,3.0,3.0,4.0,0.0,0.0,6.0,10.0,16,8.0,1.0,0.0,0.0,0.0,8,8,17,19,7,7,7.0,6.0,0.14894,0.11321,0.33333,0.22807,0.23404,0.16981 -hawkl001,Hawkins,LaTroy,115629,hawkl001,hawkila01,729,71.0,64,60,58,1.0,2.0,7.0,11.0,2.0,1.0,0.0,1.0,8.0,10.0,10,6.0,1.0,0.0,0.0,0.0,21,18,23,21,6,6,15.0,10.0,0.25,0.17241,0.35211,0.29688,0.4,0.25862 -hellr001,Helling,Rick,115727,hellr001,helliri01,58,76.0,63,69,64,2.0,1.0,8.0,9.0,0.0,5.0,0.0,1.0,2.0,7.0,10,13.0,0.0,0.0,0.0,0.0,18,16,21,16,6,9,16.0,10.0,0.23188,0.15625,0.30263,0.19048,0.37681,0.25 -schmj001,Schmidt,Jason,121834,schmj001,schmija01,1131,67.0,77,63,74,3.0,3.0,8.0,11.0,4.0,6.0,1.0,1.0,4.0,2.0,14,9.0,0.0,0.0,1.0,0.0,21,14,24,26,7,10,21.0,16.0,0.33333,0.21622,0.34328,0.25974,0.60317,0.41892 -stott001,Stottlemyre,Todd,122840,stott001,stottto01,75,84.0,75,77,74,2.0,0.0,12.0,6.0,0.0,4.0,0.0,0.0,3.0,10.0,24,13.0,0.0,1.0,0.0,0.0,9,7,34,23,12,14,10.0,14.0,0.12987,0.18919,0.25,0.22667,0.18182,0.27027 -oquim001,Oquist,Mike,120039,oquim001,oquismi01,1009828,71.0,51,63,49,1.0,1.0,4.0,13.0,1.0,1.0,0.0,0.0,4.0,10.0,13,13.0,0.0,0.0,0.0,0.0,13,11,19,14,12,2,15.0,6.0,0.2381,0.12245,0.35211,0.19608,0.30159,0.20408 -loaie001,Loaiza,Esteban,117842,loaie001,loaizes01,1310,56.0,46,51,44,3.0,1.0,5.0,11.0,1.0,2.0,0.0,1.0,3.0,5.0,7,1.0,0.0,1.0,1.0,0.0,15,13,26,17,5,6,15.0,9.0,0.29412,0.20455,0.375,0.26087,0.43137,0.43182 -sprid001,Springer,Dennis,122618,sprid001,sprinde01,672,62.0,60,57,59,2.0,2.0,8.0,8.0,3.0,4.0,0.0,0.0,3.0,4.0,9,5.0,1.0,0.0,1.0,0.0,16,17,19,15,13,10,14.0,13.0,0.24561,0.22034,0.29032,0.28333,0.42105,0.37288 +,last_name,use_name,key_mlbam,key_retro,key_bbref,key_fangraphs,TBF_vL,TBF_vR,AB_vL,AB_vR,HR_vR,HR_vL,1B_vR,1B_vL,2B_vR,2B_vL,3B_vR,3B_vL,BB_vR,BB_vL,SO_vR,SO_vL,HBP_vR,HBP_vL,IBB_vL,IBB_vR,FB_vL,FB_vR,GB_vL,GB_vR,H_vL,H_vR,AVG_vL,AVG_vR,OBP_vL,OBP_vR,SLG_vL,SLG_vR,HR/FB_vL,HR/FB_vR,Hard%_vL,Hard%_vR,Med%_vL,Med%_vR,Soft%_vL,Soft%_vR,Oppo%_vL,Oppo%_vR,Tm,G,GS,GF,CG,SHO,SV,IP,BK,WP +0,Finley,Chuck,114133,finlc001,finlech01,384,50.0,135,43,126,2.0,0.0,15.0,12.0,5.0,0.0,0.0,0.0,11.0,6.0,32,12.0,0.0,1.0,0.0,0.0,7,33,17,42,12.0,22.0,0.27907,0.1746,0.38,0.24444,0.27907,0.2619,0.0,0.06061,0.2,0.2873,0.1,0.13095,0.7,0.58175,0.22,0.23704,ANA,34,34,0,1,1,0,223.1,0,8 +1,Pettitte,Andy,120485,petta001,pettian01,840,39.0,124,38,113,1.0,0.0,23.0,8.0,6.0,0.0,0.0,0.0,13.0,1.0,19,14.0,2.0,1.0,0.0,0.0,7,13,11,42,8.0,30.0,0.21053,0.26549,0.25641,0.3629,0.21053,0.34513,0.0,0.07692,0.2,0.27964,0.1,0.11946,0.7,0.6009,0.17949,0.14516,NYY,33,32,0,5,0,0,216.1,0,5 +2,Hill,Ken,115941,hillk001,hillke01,1005827,98.0,60,90,57,0.0,0.0,12.0,11.0,2.0,12.0,0.0,1.0,2.0,8.0,10,9.0,0.0,1.0,0.0,0.0,28,13,34,26,24.0,14.0,0.26667,0.24561,0.33673,0.26667,0.42222,0.2807,0.0,0.0,0.35555,0.23509,0.23332,0.1,0.41113,0.66491,0.20408,0.13333,ANA,19,19,0,0,0,0,103.0,0,3 +3,Wells,David,124071,welld001,wellsda01,855,33.0,128,33,125,6.0,3.0,12.0,5.0,6.0,0.0,0.0,0.0,9.0,2.0,27,2.0,0.0,0.0,0.0,0.0,14,25,8,38,8.0,24.0,0.24242,0.192,0.30303,0.25781,0.51515,0.384,0.21429,0.24,0.47273,0.392,0.4091,0.288,0.11817,0.32,0.33333,0.17188,NYY,30,30,0,8,5,0,214.1,0,2 +4,Nelson,Jeff,119704,nelsj001,nelsoje01,1092,25.0,44,21,39,0.0,0.0,8.0,5.0,1.0,2.0,1.0,0.0,4.0,1.0,8,4.0,2.0,2.0,1.0,0.0,6,5,7,13,7.0,10.0,0.33333,0.25641,0.44,0.36364,0.42857,0.33333,0.0,0.0,0.29524,0.27692,0.14286,0.11538,0.5619,0.6077,0.16,0.09091,NYY,45,0,13,0,0,3,40.1,0,2 +5,McDowell,Jack,118656,mcdoj001,mcdowja01,1008473,75.0,52,72,51,3.0,2.0,10.0,8.0,6.0,3.0,0.0,0.0,1.0,7.0,7,17.0,0.0,0.0,0.0,0.0,13,15,27,12,13.0,19.0,0.18056,0.37255,0.26667,0.38462,0.30556,0.66667,0.15385,0.2,0.325,0.49412,0.1875,0.40588,0.4875,0.1,0.2,0.25,ANA,14,14,0,0,0,0,76.0,0,2 +6,Burba,Dave,111692,burbd001,burbada01,1239,86.0,70,78,65,1.0,2.0,7.0,10.0,3.0,5.0,1.0,1.0,6.0,6.0,11,16.0,0.0,1.0,1.0,0.0,23,22,25,23,18.0,12.0,0.23077,0.18462,0.30233,0.25714,0.39744,0.30769,0.08696,0.04545,0.36667,0.32307,0.25001,0.18461,0.38332,0.49232,0.23256,0.14286,CLE,32,31,0,0,0,0,203.2,0,6 +7,Mesa,Jose,118986,mesaj001,mesajo01,961,24.0,46,25,46,2.0,1.0,4.0,3.0,4.0,0.0,0.0,0.0,4.0,0.0,11,4.0,1.0,0.0,1.0,0.0,5,8,8,17,4.0,10.0,0.16,0.21739,0.20833,0.32609,0.28,0.43478,0.2,0.25,0.32,0.41739,0.18,0.32609,0.5,0.25652,0.375,0.13043,2TM,76,0,36,0,0,1,84.2,0,10 +8,Watson,Allen,123982,watsa001,watsoal01,1013675,35.0,85,35,79,4.0,1.0,17.0,4.0,6.0,5.0,1.0,0.0,5.0,2.0,10,9.0,1.0,0.0,0.0,0.0,5,20,12,37,10.0,28.0,0.28571,0.35443,0.34286,0.4,0.51429,0.60759,0.2,0.2,0.42858,0.45316,0.34287,0.37974,0.22855,0.1671,0.2,0.23529,ANA,28,14,4,1,0,0,92.1,1,6 +9,Colon,Bartolo,112526,colob001,colonba01,375,71.0,53,68,48,0.0,4.0,6.0,9.0,1.0,6.0,0.0,0.0,6.0,5.0,16,10.0,0.0,1.0,0.0,0.0,17,6,26,18,19.0,7.0,0.27941,0.14583,0.35211,0.24528,0.54412,0.16667,0.23529,0.0,0.46471,0.22084,0.39707,0.1,0.13822,0.67916,0.19718,0.18868,CLE,31,31,0,6,2,0,204.0,0,4 +10,Nagy,Charles,119640,nagyc001,nagych01,397,86.0,76,85,75,4.0,6.0,16.0,8.0,2.0,3.0,0.0,0.0,6.0,4.0,10,15.0,0.0,1.0,1.0,0.0,19,17,34,29,17.0,22.0,0.2,0.29333,0.26744,0.36842,0.44706,0.48,0.31579,0.23529,0.44706,0.38667,0.37059,0.28001,0.18235,0.33332,0.18605,0.13158,CLE,33,33,0,2,0,0,210.1,0,3 +11,Martinez,Pedro,118377,martp001,martipe02,200,92.0,70,87,68,1.0,2.0,8.0,12.0,2.0,3.0,0.0,0.0,5.0,5.0,28,29.0,0.0,1.0,1.0,0.0,17,14,13,14,17.0,11.0,0.1954,0.16176,0.26087,0.22857,0.29885,0.23529,0.11765,0.07143,0.30345,0.27353,0.15518,0.1103,0.54137,0.61617,0.13043,0.15714,BOS,33,33,0,3,2,0,233.2,0,9 +12,Wakefield,Tim,123801,waket001,wakefti01,219,83.0,91,80,89,2.0,4.0,8.0,15.0,3.0,9.0,0.0,0.0,5.0,4.0,17,10.0,2.0,0.0,0.0,0.0,26,24,17,18,28.0,13.0,0.35,0.14607,0.38554,0.21978,0.6125,0.24719,0.15385,0.08333,0.4625,0.30112,0.39375,0.15168,0.14375,0.5472,0.27711,0.15385,BOS,36,33,1,2,0,0,216.0,1,6 +13,Lowe,Derek,117955,lowed001,lowede01,199,51.0,49,51,49,0.0,1.0,4.0,8.0,1.0,3.0,0.0,0.0,3.0,3.0,14,6.0,1.0,0.0,1.0,0.0,8,4,20,21,12.0,5.0,0.23529,0.10204,0.31373,0.18367,0.35294,0.12245,0.125,0.0,0.31765,0.22041,0.17647,0.1,0.50588,0.67959,0.19608,0.04082,BOS,63,10,8,0,0,4,123.0,0,8 +14,Saunders,Tony,121711,saunt001,saundto01,1011463,27.0,87,28,78,1.0,0.0,12.0,4.0,1.0,4.0,0.0,3.0,13.0,1.0,20,3.0,1.0,0.0,0.0,1.0,10,16,11,18,11.0,14.0,0.39286,0.17949,0.44444,0.33333,0.75,0.23077,0.0,0.0625,0.55714,0.25128,0.34286,0.1,0.1,0.64872,0.14815,0.17241,TBD,31,31,0,2,0,0,192.1,1,2 +15,Alvarez,Wilson,110209,alvaw001,alvarwi01,1193,26.0,101,23,97,1.0,0.0,17.0,2.0,2.0,2.0,0.0,0.0,8.0,3.0,20,4.0,1.0,1.0,0.0,0.0,5,26,6,28,4.0,20.0,0.17391,0.20619,0.30769,0.28713,0.26087,0.25773,0.0,0.03846,0.28696,0.25154,0.13044,0.1,0.5826,0.64846,0.23077,0.16832,TBD,25,25,0,0,0,0,142.2,0,4 +16,Arrojo,Rolando,134361,arror001,arrojro01,174,88.0,64,83,63,0.0,3.0,10.0,18.0,0.0,5.0,1.0,1.0,1.0,6.0,13,10.0,2.0,2.0,0.0,0.0,14,10,37,24,27.0,11.0,0.3253,0.1746,0.39773,0.21875,0.51807,0.20635,0.21429,0.0,0.39277,0.23175,0.28916,0.1,0.31807,0.66825,0.28409,0.14062,TBD,32,32,0,2,2,0,202.0,1,3 +17,Drabek,Doug,113538,drabd001,drabedo01,1003473,49.0,50,49,47,3.0,3.0,10.0,7.0,0.0,1.0,0.0,1.0,4.0,3.0,6,5.0,0.0,0.0,0.0,0.0,14,19,20,12,12.0,13.0,0.2449,0.2766,0.30612,0.34,0.4898,0.46809,0.21429,0.15789,0.4449,0.39149,0.36735,0.28724,0.18775,0.32127,0.22449,0.16,BAL,23,21,1,1,0,0,108.2,0,1 +18,Erickson,Scott,113884,erics001,ericksc01,137,99.0,67,100,69,3.0,0.0,11.0,17.0,1.0,8.0,0.0,0.0,2.0,7.0,13,11.0,1.0,0.0,1.0,0.0,5,12,53,29,25.0,15.0,0.25,0.21739,0.33333,0.26866,0.33,0.36232,0.0,0.25,0.28,0.34493,0.12,0.21739,0.6,0.43768,0.16162,0.1791,BAL,36,36,0,11,2,0,251.1,0,4 +19,Benes,Andy,110854,benea001,benesan01,1144,108.0,81,97,70,3.0,5.0,13.0,11.0,1.0,9.0,0.0,0.0,6.0,8.0,10,11.0,2.0,0.0,1.0,1.0,29,10,33,37,25.0,17.0,0.25773,0.24286,0.31481,0.32099,0.50515,0.38571,0.17241,0.3,0.44742,0.34285,0.37113,0.21427,0.18145,0.44288,0.24074,0.14815,ARI,34,34,0,1,0,0,231.1,1,9 +20,Kile,Darryl,117046,kiled001,kileda01,1163,105.0,86,99,82,5.0,1.0,7.0,19.0,0.0,4.0,0.0,0.0,9.0,13.0,14,15.0,1.0,0.0,0.0,0.0,18,13,31,29,24.0,12.0,0.24242,0.14634,0.35238,0.25581,0.31313,0.32927,0.05556,0.38462,0.27071,0.38293,0.10607,0.2744,0.62322,0.34267,0.2,0.15116,COL,36,35,1,4,1,0,230.1,0,12 +21,Blair,Willie,111060,blaiw001,blairwi01,1001033,82.0,70,74,69,5.0,2.0,16.0,8.0,4.0,5.0,0.0,0.0,2.0,8.0,11,6.0,1.0,0.0,0.0,0.0,26,13,27,26,15.0,25.0,0.2027,0.36232,0.28049,0.4,0.35135,0.63768,0.07692,0.38462,0.34865,0.47536,0.22298,0.41304,0.42837,0.1116,0.2561,0.14286,2TM,34,25,2,0,0,0,175.1,0,6 +22,Thomson,John,123307,thomj005,thomsjo01,453,57.0,59,59,55,2.0,0.0,15.0,7.0,1.0,3.0,1.0,0.0,4.0,4.0,10,9.0,1.0,0.0,0.0,0.0,10,13,24,15,10.0,19.0,0.16949,0.34545,0.24561,0.40678,0.22034,0.50909,0.0,0.15385,0.25085,0.36364,0.1,0.24546,0.64915,0.3909,0.21053,0.23729,COL,26,26,0,2,0,0,161.0,2,4 +23,Anderson,Brian,110230,andeb002,anderbr02,44,21.0,98,22,98,4.0,0.0,17.0,2.0,3.0,3.0,0.0,0.0,2.0,0.0,16,0.0,0.0,0.0,0.0,0.0,6,25,8,24,5.0,24.0,0.22727,0.2449,0.2381,0.26531,0.36364,0.39796,0.0,0.16,0.33637,0.35306,0.20456,0.22959,0.45907,0.41735,0.28571,0.2449,ARI,32,32,0,2,1,0,208.0,6,3 +24,Astacio,Pedro,110359,astap001,astacpe01,862,88.0,68,77,66,3.0,1.0,12.0,7.0,5.0,4.0,1.0,0.0,4.0,14.0,12,16.0,3.0,2.0,0.0,0.0,9,9,35,24,12.0,21.0,0.15584,0.31818,0.31818,0.41176,0.24675,0.56061,0.11111,0.33333,0.29091,0.44243,0.13636,0.36365,0.57273,0.19392,0.17045,0.11765,COL,35,34,0,0,0,0,209.1,0,2 +25,DeJean,Mike,113211,dejem001,dejeami01,682,21.0,40,22,35,2.0,0.0,5.0,2.0,3.0,1.0,1.0,0.0,6.0,0.0,1,3.0,1.0,0.0,0.0,0.0,4,5,13,20,3.0,11.0,0.13636,0.31429,0.14286,0.45,0.18182,0.62857,0.0,0.4,0.24546,0.51428,0.1,0.38572,0.65454,0.1,0.28571,0.125,COL,59,1,9,0,0,2,74.1,0,3 +26,Suppan,Jeff,122987,suppj001,suppaje01,633,54.0,55,53,56,4.0,2.0,12.0,6.0,1.0,2.0,0.0,1.0,3.0,4.0,10,9.0,0.0,0.0,0.0,0.0,10,12,20,19,11.0,17.0,0.20755,0.30357,0.27778,0.36364,0.39623,0.53571,0.2,0.33333,0.38868,0.43214,0.28302,0.34821,0.3283,0.21965,0.16667,0.07273,2TM,17,14,2,1,0,0,78.2,0,2 +27,Gardner,Mark,114610,gardm001,gardnma01,1004529,40.0,77,38,73,4.0,0.0,10.0,5.0,5.0,4.0,1.0,1.0,5.0,3.0,14,7.0,0.0,0.0,1.0,1.0,6,7,12,24,10.0,20.0,0.26316,0.27397,0.35,0.33766,0.42105,0.53425,0.0,0.57143,0.35789,0.46028,0.23683,0.39042,0.40528,0.1493,0.225,0.18182,SFG,33,33,0,4,2,0,212.0,1,5 +28,Johnstone,John,116651,johnj006,johnsjo07,1006475,21.0,42,18,37,0.0,0.0,4.0,0.0,2.0,0.0,0.0,0.0,5.0,1.0,9,6.0,0.0,0.0,1.0,0.0,2,7,8,11,0.0,6.0,0.0,0.16216,0.09524,0.2619,0.0,0.21622,0.0,0.0,0.2,0.25406,0.1,0.1,0.7,0.64594,0.04762,0.11905,SFG,70,0,13,0,0,0,88.0,0,4 +29,Adamson,Joel,110069,adamj001,adamsjo02,1000056,20.0,78,17,69,4.0,0.0,9.0,5.0,2.0,0.0,0.0,0.0,9.0,2.0,13,1.0,2.0,1.0,0.0,0.0,5,18,8,23,5.0,15.0,0.29412,0.21739,0.4,0.33333,0.29412,0.42029,0.0,0.22222,0.2,0.4029,0.1,0.30435,0.7,0.29275,0.25,0.14103,ARI,5,5,0,0,0,0,23.0,0,0 +30,Darwin,Danny,113060,darwd001,darwida01,1002996,67.0,49,62,49,2.0,1.0,11.0,7.0,4.0,1.0,0.0,1.0,2.0,5.0,10,10.0,0.0,0.0,0.0,0.0,12,10,23,20,10.0,17.0,0.16129,0.34694,0.22388,0.38776,0.25806,0.55102,0.08333,0.2,0.29677,0.40408,0.14516,0.30612,0.55807,0.2898,0.22388,0.22449,SFG,33,25,2,0,0,0,148.2,0,4 +31,Estes,Shawn,113915,estes001,estessh01,873,21.0,121,21,114,2.0,0.0,17.0,5.0,4.0,0.0,0.0,0.0,17.0,1.0,25,3.0,1.0,0.0,0.0,2.0,3,17,8,40,5.0,23.0,0.2381,0.20175,0.28571,0.35537,0.2381,0.28947,0.0,0.11765,0.2,0.28772,0.1,0.13158,0.7,0.5807,0.33333,0.15702,SFG,25,25,0,1,1,0,149.1,1,6 +32,Medina,Rafael,133241,medir001,medinra01,1008716,39.0,53,36,48,1.0,0.0,9.0,7.0,3.0,2.0,1.0,2.0,4.0,7.0,7,4.0,0.0,0.0,0.0,2.0,6,16,14,11,11.0,14.0,0.30556,0.29167,0.46154,0.37736,0.47222,0.45833,0.0,0.0625,0.36666,0.36666,0.24999,0.24999,0.38335,0.38335,0.17949,0.15094,FLA,12,12,0,0,0,0,67.1,0,5 +33,Sanchez,Jesus,133260,sancj001,sanchje01,1476,24.0,53,17,45,2.0,0.0,5.0,5.0,0.0,0.0,0.0,0.0,6.0,7.0,7,3.0,0.0,0.0,0.0,1.0,2,11,9,12,5.0,7.0,0.29412,0.15556,0.5,0.26415,0.29412,0.28889,0.0,0.18182,0.2,0.33333,0.1,0.19999,0.7,0.46668,0.125,0.28302,FLA,35,29,1,0,0,0,173.0,5,8 +34,Larkin,Andy,117500,larka001,larkian01,1007345,44.0,49,38,49,1.0,1.0,6.0,7.0,1.0,0.0,1.0,0.0,2.0,8.0,5,7.0,0.0,0.0,1.0,1.0,9,10,13,25,8.0,9.0,0.21053,0.18367,0.38636,0.2449,0.28947,0.30612,0.11111,0.1,0.27894,0.32245,0.11841,0.18368,0.60265,0.49387,0.18182,0.2449,FLA,17,14,0,0,0,0,74.2,0,3 +35,Heredia,Felix,115803,heref001,heredfe01,1304,33.0,47,33,43,1.0,0.0,7.0,2.0,4.0,1.0,0.0,1.0,9.0,2.0,7,8.0,1.0,0.0,0.0,0.0,5,12,11,6,4.0,12.0,0.12121,0.27907,0.18182,0.46809,0.21212,0.44186,0.0,0.08333,0.29091,0.36279,0.13637,0.24418,0.57272,0.39303,0.30303,0.17021,2TM,71,2,18,0,0,2,58.2,1,6 +36,Meadows,Brian,132785,meadb001,meadobr01,998,74.0,76,75,77,0.0,1.0,12.0,14.0,1.0,4.0,2.0,0.0,3.0,3.0,10,6.0,0.0,0.0,1.0,0.0,17,12,24,33,19.0,15.0,0.25333,0.19481,0.31081,0.23684,0.34667,0.25974,0.05882,0.0,0.29334,0.26493,0.14001,0.1,0.56665,0.63507,0.22973,0.22368,FLA,31,31,0,1,0,0,174.1,1,5 +37,Hernandez,Livan,115817,hernl003,hernali01,1116,75.0,81,72,74,4.0,2.0,15.0,7.0,1.0,1.0,0.0,1.0,7.0,10.0,18,14.0,1.0,0.0,0.0,1.0,18,16,21,12,11.0,20.0,0.15278,0.27027,0.28,0.35802,0.27778,0.44595,0.11111,0.25,0.325,0.37568,0.1875,0.26352,0.4875,0.3608,0.24,0.16049,FLA,33,33,0,9,0,0,234.1,3,4 +38,Glavine,Tom,114849,glavt001,glavito02,90,23.0,107,24,101,0.0,2.0,17.0,2.0,6.0,0.0,0.0,0.0,7.0,1.0,20,5.0,0.0,0.0,0.0,0.0,3,19,9,44,4.0,23.0,0.16667,0.22772,0.21739,0.28037,0.41667,0.28713,0.66667,0.0,0.45,0.25941,0.375,0.1,0.175,0.64059,0.26087,0.18692,ATL,33,33,0,4,3,0,229.1,0,3 +39,Martinez,Dennis,118371,martd001,martide01,1008161,37.0,46,36,48,2.0,1.0,8.0,10.0,2.0,0.0,1.0,0.0,1.0,0.0,11,5.0,0.0,0.0,3.0,0.0,7,12,18,11,11.0,13.0,0.30556,0.27083,0.37838,0.30435,0.38889,0.47917,0.14286,0.16667,0.28333,0.40834,0.125,0.31251,0.59167,0.27915,0.24324,0.23913,ATL,53,5,11,1,1,2,91.0,0,2 +40,Maddux,Greg,118120,maddg002,maddugr01,104,65.0,101,62,104,1.0,0.0,15.0,16.0,2.0,1.0,0.0,0.0,0.0,3.0,21,10.0,1.0,0.0,2.0,0.0,8,9,32,55,17.0,18.0,0.27419,0.17308,0.33846,0.18812,0.29032,0.22115,0.0,0.11111,0.21613,0.24807,0.1,0.1,0.68387,0.65193,0.33846,0.15842,ATL,34,34,0,9,5,0,251.0,0,4 +41,Eldred,Cal,113793,eldrc001,eldreca01,1653,66.0,86,60,79,1.0,1.0,15.0,9.0,1.0,2.0,0.0,1.0,8.0,5.0,13,12.0,0.0,1.0,0.0,0.0,11,19,17,29,13.0,17.0,0.21667,0.21519,0.28788,0.2907,0.33333,0.26582,0.09091,0.05263,0.31666,0.25063,0.17499,0.1,0.50835,0.64937,0.13636,0.2093,MIL,23,23,0,0,0,0,133.0,0,6 +42,Karl,Scott,116845,karls001,karlsc01,1006703,27.0,98,24,99,1.0,1.0,17.0,3.0,4.0,2.0,0.0,0.0,5.0,2.0,17,3.0,0.0,2.0,0.0,0.0,1,16,12,38,6.0,22.0,0.25,0.22222,0.37037,0.27551,0.45833,0.29293,1.0,0.0625,0.40833,0.27071,0.3125,0.10607,0.27917,0.62322,0.18519,0.19388,MIL,33,33,0,0,0,0,192.1,0,6 +43,Neagle,Denny,119673,neagd001,neaglde01,441,33.0,131,34,130,4.0,1.0,22.0,3.0,3.0,1.0,0.0,0.0,5.0,2.0,27,3.0,0.0,0.0,0.0,0.0,7,34,11,33,5.0,29.0,0.14706,0.22308,0.21212,0.25954,0.26471,0.33846,0.14286,0.11765,0.31765,0.31538,0.17647,0.17307,0.50588,0.51155,0.30303,0.24427,ATL,32,31,0,5,2,0,210.1,1,6 +44,Grace,Mike,115008,gracm002,gracemi02,1004915,53.0,57,56,52,1.0,0.0,6.0,12.0,1.0,4.0,0.0,1.0,7.0,3.0,15,5.0,1.0,0.0,1.0,0.0,6,11,29,16,17.0,8.0,0.30357,0.15385,0.39623,0.2807,0.41071,0.23077,0.0,0.09091,0.30714,0.27692,0.16071,0.11538,0.53215,0.6077,0.16981,0.07018,PHI,21,15,1,0,0,0,90.1,1,1 +45,Millwood,Kevin,119154,millk004,millwke01,106,54.0,65,50,65,0.0,0.0,10.0,10.0,1.0,1.0,0.0,0.0,1.0,8.0,24,13.0,1.0,0.0,0.0,0.0,7,7,17,20,11.0,11.0,0.22,0.16923,0.35185,0.2,0.24,0.18462,0.0,0.0,0.22,0.21539,0.1,0.1,0.68,0.68461,0.11111,0.2,ATL,31,29,1,3,1,0,174.1,1,6 +46,Green,Tyler,115095,greet002,greenty01,1005014,49.0,62,43,56,0.0,0.0,9.0,5.0,1.0,2.0,0.0,1.0,5.0,7.0,7,8.0,2.0,0.0,1.0,0.0,6,10,20,28,8.0,10.0,0.18605,0.17857,0.32653,0.27419,0.27907,0.19643,0.0,0.0,0.29302,0.21786,0.13953,0.1,0.56745,0.68214,0.18367,0.12903,PHI,27,27,0,0,0,0,159.1,0,8 +47,Schilling,Curt,121811,schic002,schilcu01,73,85.0,94,81,88,2.0,2.0,10.0,9.0,0.0,2.0,0.0,1.0,7.0,5.0,33,32.0,0.0,0.0,0.0,0.0,17,4,19,33,14.0,12.0,0.17284,0.13636,0.22353,0.20213,0.2963,0.20455,0.11765,0.5,0.32346,0.26819,0.18519,0.10229,0.49135,0.62952,0.18824,0.1383,PHI,35,35,0,15,2,0,268.2,0,12 +48,Lieber,Jon,117758,liebj001,liebejo01,287,67.0,59,58,57,0.0,7.0,7.0,8.0,2.0,2.0,0.0,0.0,3.0,7.0,16,11.0,1.0,0.0,1.0,1.0,17,11,20,16,17.0,9.0,0.2931,0.15789,0.37313,0.23729,0.68966,0.19298,0.41176,0.0,0.59656,0.23509,0.30344,0.1,0.1,0.66491,0.25373,0.18644,PIT,29,28,1,2,0,1,171.0,3,0 +49,Peters,Chris,120454,petec001,peterch01,1010225,21.0,40,20,33,0.0,1.0,4.0,3.0,2.0,0.0,1.0,0.0,5.0,1.0,4,8.0,1.0,0.0,0.0,2.0,5,5,7,18,4.0,7.0,0.2,0.21212,0.2381,0.375,0.35,0.33333,0.2,0.0,0.35,0.32121,0.225,0.18182,0.425,0.49697,0.14286,0.125,PIT,39,21,7,1,0,1,148.0,1,4 +50,Silva,Jose,122231,silvj001,silvajo01,354,64.0,61,55,60,0.0,1.0,11.0,14.0,3.0,2.0,0.0,1.0,2.0,8.0,13,10.0,0.0,0.0,1.0,0.0,16,10,18,25,18.0,14.0,0.32727,0.23333,0.42188,0.2623,0.45455,0.28333,0.0625,0.0,0.32728,0.25,0.19092,0.1,0.4818,0.65,0.20312,0.08197,PIT,18,18,0,1,0,0,100.1,2,2 +51,Cordova,Francisco,112681,cordf001,cordofr01,1002623,81.0,73,79,66,1.0,1.0,10.0,10.0,3.0,3.0,0.0,0.0,5.0,4.0,13,15.0,0.0,0.0,1.0,0.0,14,9,28,29,14.0,14.0,0.17722,0.21212,0.23457,0.26027,0.25316,0.30303,0.07143,0.11111,0.27594,0.29091,0.11391,0.13637,0.61015,0.57272,0.12346,0.13699,PIT,33,33,0,3,2,0,220.1,1,1 +52,Wright,Jamey,124604,wrigj001,wrighja01,715,48.0,64,47,59,1.0,0.0,14.0,5.0,4.0,3.0,0.0,1.0,11.0,4.0,6,6.0,0.0,0.0,0.0,0.0,8,9,22,22,9.0,19.0,0.19149,0.32203,0.27083,0.46875,0.29787,0.44068,0.0,0.11111,0.30638,0.31865,0.15957,0.17798,0.53405,0.50337,0.20833,0.1875,COL,34,34,0,1,0,0,206.1,3,6 +53,Hershiser,Orel,115861,herso001,hershor01,1005741,63.0,82,62,74,2.0,1.0,8.0,7.0,5.0,1.0,0.0,0.0,8.0,5.0,14,9.0,3.0,0.0,0.0,0.0,11,10,29,32,9.0,15.0,0.14516,0.2027,0.22222,0.31707,0.20968,0.35135,0.09091,0.2,0.26452,0.34865,0.1,0.22298,0.63548,0.42837,0.19048,0.12195,SFG,34,34,0,0,0,0,202.0,0,12 +54,Mussina,Mike,119608,mussm001,mussimi01,837,63.0,44,63,44,2.0,1.0,8.0,9.0,0.0,2.0,0.0,0.0,1.0,2.0,9,21.0,0.0,0.0,0.0,0.0,12,7,15,17,12.0,10.0,0.19048,0.22727,0.22222,0.25,0.26984,0.36364,0.08333,0.28571,0.27936,0.33637,0.11904,0.20456,0.6016,0.45907,0.20635,0.13636,BAL,29,29,0,4,2,0,206.1,0,10 +55,Belcher,Tim,110809,belct001,belchti01,1000789,71.0,71,66,64,1.0,3.0,10.0,11.0,3.0,2.0,0.0,0.0,6.0,7.0,14,6.0,3.0,0.0,0.0,0.0,20,14,25,18,16.0,14.0,0.24242,0.21875,0.32394,0.32394,0.40909,0.3125,0.15,0.07143,0.36667,0.29375,0.25001,0.14062,0.38332,0.56563,0.25352,0.16901,KCR,34,34,0,2,0,0,234.0,1,6 +56,Rosado,Jose,121443,rosaj001,rosadjo01,1011192,29.0,44,28,44,1.0,0.0,7.0,3.0,2.0,1.0,0.0,0.0,5.0,2.0,4,10.0,0.0,1.0,0.0,0.0,3,8,8,17,4.0,10.0,0.14286,0.22727,0.24138,0.34091,0.17857,0.34091,0.0,0.125,0.23571,0.31364,0.1,0.17046,0.66429,0.5159,0.17241,0.18182,KCR,38,25,1,2,1,1,174.2,1,6 +57,Service,Scott,122012,servs001,servisc01,1684,22.0,40,22,37,1.0,0.0,8.0,2.0,3.0,0.0,0.0,0.0,2.0,2.0,13,5.0,4.0,0.0,0.0,0.0,3,8,7,3,2.0,12.0,0.09091,0.32432,0.18182,0.45,0.09091,0.48649,0.0,0.125,0.2,0.36217,0.1,0.24325,0.7,0.39458,0.04545,0.075,KCR,73,0,26,0,0,4,82.2,1,10 +58,Rusch,Glendon,121556,ruscg001,ruschgl01,707,32.0,117,31,120,3.0,0.0,24.0,2.0,5.0,2.0,1.0,0.0,6.0,3.0,15,10.0,0.0,1.0,0.0,0.0,5,35,6,31,4.0,33.0,0.12903,0.275,0.25,0.33333,0.19355,0.40833,0.0,0.08571,0.26452,0.33333,0.1,0.2,0.63548,0.46667,0.0625,0.2735,KCR,29,24,2,1,1,1,154.2,0,1 +59,Key,Jimmy,117032,key-j001,keyji01,1006885,20.0,115,22,112,1.0,0.0,17.0,3.0,4.0,2.0,0.0,0.0,8.0,0.0,23,4.0,0.0,1.0,0.0,0.0,4,26,5,33,5.0,22.0,0.22727,0.19643,0.3,0.26087,0.31818,0.25893,0.0,0.03846,0.29091,0.2625,0.13637,0.1,0.57272,0.6375,0.2,0.2087,BAL,25,11,4,0,0,0,79.1,1,1 +60,Rapp,Pat,120933,rappp001,rapppa01,1010700,70.0,53,60,46,2.0,1.0,4.0,11.0,4.0,0.0,0.0,0.0,5.0,13.0,7,7.0,1.0,0.0,1.0,0.0,15,14,24,14,12.0,10.0,0.2,0.21739,0.37143,0.30189,0.25,0.43478,0.06667,0.14286,0.25,0.41739,0.1,0.32609,0.65,0.25652,0.21429,0.18868,KCR,32,32,0,1,1,0,188.1,0,14 +61,Keagle,Greg,116871,keagg001,keaglgr01,1006726,67.0,45,66,47,0.0,2.0,7.0,10.0,1.0,4.0,0.0,0.0,1.0,7.0,6,13.0,1.0,1.0,0.0,0.0,11,9,14,18,16.0,8.0,0.24242,0.17021,0.35821,0.22222,0.39394,0.19149,0.18182,0.0,0.35152,0.22128,0.22728,0.1,0.4212,0.67872,0.1791,0.22222,DET,9,7,0,0,0,0,38.2,0,2 +62,Thompson,Justin,123294,thomj003,thompju02,8217,36.0,102,39,95,0.0,2.0,16.0,5.0,3.0,2.0,0.0,0.0,13.0,0.0,22,5.0,0.0,0.0,0.0,0.0,10,14,8,28,9.0,19.0,0.23077,0.2,0.25,0.31373,0.4359,0.23158,0.2,0.0,0.40513,0.23158,0.30769,0.1,0.28718,0.66842,0.16667,0.05882,DET,34,34,0,5,0,0,222.0,0,4 +63,Eyre,Scott,113961,eyres001,eyresc01,1300,35.0,92,32,80,5.0,2.0,9.0,6.0,4.0,1.0,1.0,0.0,13.0,4.0,20,2.0,0.0,0.0,0.0,0.0,10,23,10,22,9.0,19.0,0.28125,0.2375,0.37143,0.34783,0.5,0.5,0.2,0.21739,0.41875,0.4625,0.32812,0.39375,0.25313,0.14375,0.25714,0.1413,CHW,33,17,10,0,0,0,107.0,0,7 +64,Baldwin,James,110503,baldj002,baldwja01,1064,64.0,46,61,42,1.0,2.0,6.0,10.0,1.0,4.0,1.0,0.0,4.0,9.0,7,14.0,0.0,0.0,0.0,0.0,22,12,9,9,16.0,9.0,0.2623,0.21429,0.39062,0.28261,0.42623,0.35714,0.09091,0.08333,0.36393,0.34285,0.2459,0.21427,0.39017,0.44288,0.21875,0.08696,CHW,37,24,3,1,0,0,159.0,1,5 +65,Sirotka,Mike,122276,sirom001,sirotmi01,1012015,41.0,97,40,93,3.0,2.0,15.0,6.0,5.0,2.0,0.0,1.0,4.0,2.0,15,4.0,0.0,0.0,0.0,0.0,8,20,16,31,11.0,23.0,0.275,0.24731,0.31707,0.27835,0.525,0.39785,0.25,0.15,0.45,0.35054,0.375,0.22581,0.175,0.42365,0.36585,0.14433,CHW,33,33,0,5,0,0,211.2,1,3 +66,Rogers,Kenny,121386,rogek001,rogerke01,1277,43.0,114,34,116,1.0,2.0,14.0,5.0,6.0,2.0,0.0,0.0,6.0,10.0,15,8.0,2.0,0.0,0.0,0.0,6,21,14,44,9.0,21.0,0.26471,0.18103,0.44186,0.25439,0.5,0.25862,0.33333,0.04762,0.43529,0.27759,0.35293,0.11639,0.21178,0.60602,0.11628,0.16667,OAK,34,34,0,7,1,0,238.2,2,5 +67,Haynes,Jimmy,115649,haynj001,hayneji01,329,83.0,62,72,63,0.0,1.0,11.0,17.0,2.0,5.0,1.0,0.0,4.0,11.0,11,8.0,1.0,1.0,1.0,0.0,6,12,32,18,23.0,14.0,0.31944,0.22222,0.43373,0.30645,0.43056,0.28571,0.16667,0.0,0.31112,0.26349,0.16668,0.1,0.5222,0.63651,0.25301,0.20968,OAK,33,33,0,1,1,0,194.1,0,11 +68,Candiotti,Tom,111954,candt001,candito01,1001911,86.0,83,82,79,0.0,1.0,10.0,15.0,3.0,4.0,0.0,0.0,5.0,7.0,7,11.0,3.0,0.0,0.0,0.0,17,18,32,35,20.0,13.0,0.2439,0.16456,0.31395,0.25301,0.32927,0.20253,0.05882,0.0,0.28537,0.23797,0.12806,0.1,0.58657,0.66203,0.18605,0.18072,OAK,33,33,0,3,0,0,201.0,0,14 +69,Rose,Brian,121450,roseb002,rosebr01,1011201,53.0,46,46,47,0.0,3.0,7.0,7.0,2.0,2.0,0.0,0.0,2.0,8.0,6,7.0,0.0,1.0,0.0,0.0,13,10,8,16,12.0,9.0,0.26087,0.19149,0.39623,0.23913,0.5,0.23404,0.23077,0.0,0.43913,0.24255,0.35869,0.1,0.20218,0.65745,0.28302,0.15217,BOS,8,8,0,0,0,0,37.2,0,0 +70,Spoljaric,Paul,122605,spolp001,spoljpa01,1012349,22.0,41,18,35,0.0,1.0,3.0,3.0,3.0,0.0,0.0,0.0,4.0,5.0,7,9.0,1.0,0.0,0.0,2.0,6,5,1,16,4.0,6.0,0.22222,0.17143,0.40909,0.31707,0.38889,0.25714,0.16667,0.0,0.36667,0.28571,0.25001,0.12856,0.38332,0.58573,0.22727,0.17073,SEA,53,6,10,0,0,0,83.1,0,10 +71,Moyer,Jamie,119469,moyej001,moyerja01,1091,42.0,123,39,122,3.0,0.0,16.0,5.0,8.0,3.0,1.0,0.0,3.0,2.0,23,11.0,1.0,3.0,0.0,0.0,7,20,10,46,8.0,28.0,0.20513,0.22951,0.30952,0.26016,0.28205,0.38525,0.0,0.15,0.27692,0.35574,0.11538,0.23361,0.6077,0.41065,0.14286,0.12195,SEA,34,34,0,4,3,0,234.1,1,3 +72,Ayala,Bobby,110402,ayalb002,ayalabo01,1000384,33.0,40,32,37,1.0,1.0,8.0,2.0,1.0,2.0,0.0,1.0,2.0,3.0,6,6.0,1.0,0.0,0.0,0.0,8,6,7,19,6.0,10.0,0.1875,0.27027,0.27273,0.325,0.40625,0.37838,0.125,0.16667,0.41875,0.30811,0.32812,0.16216,0.25313,0.52973,0.18182,0.275,SEA,62,0,36,0,0,8,75.1,0,4 +73,Wright,Jaret,124605,wrigj002,wrighja02,415,73.0,60,69,54,1.0,3.0,7.0,12.0,2.0,6.0,0.0,0.0,7.0,4.0,15,10.0,0.0,3.0,1.0,0.0,15,11,25,16,21.0,10.0,0.30435,0.18519,0.39726,0.28333,0.52174,0.27778,0.2,0.09091,0.41739,0.29259,0.32608,0.13889,0.25653,0.56852,0.19178,0.2,CLE,32,32,0,1,1,0,192.2,0,6 +74,Navarro,Jaime,119667,navaj001,navarja01,1009465,80.0,70,76,62,4.0,1.0,7.0,13.0,3.0,4.0,0.0,0.0,9.0,8.0,9,11.0,1.0,1.0,0.0,0.0,13,14,27,20,18.0,14.0,0.23684,0.22581,0.3375,0.34286,0.32895,0.46774,0.07692,0.28571,0.29211,0.44193,0.13817,0.36289,0.56972,0.19518,0.1875,0.2,CHW,37,27,4,1,0,1,172.2,0,18 +75,Witt,Bobby,124492,wittb001,wittbo01,1014170,73.0,66,63,62,3.0,0.0,10.0,16.0,4.0,6.0,0.0,2.0,4.0,10.0,2,7.0,0.0,0.0,0.0,0.0,12,23,19,20,24.0,17.0,0.38095,0.27419,0.46575,0.31818,0.53968,0.48387,0.0,0.13043,0.35873,0.40968,0.2381,0.31452,0.40317,0.2758,0.15068,0.25758,2TM,31,18,8,0,0,0,116.2,2,3 +76,Sele,Aaron,121986,selea001,seleaa01,34,79.0,60,76,55,1.0,0.0,9.0,8.0,1.0,5.0,0.0,0.0,8.0,3.0,9,18.0,1.0,1.0,0.0,0.0,8,8,25,25,13.0,11.0,0.17105,0.2,0.21519,0.33333,0.23684,0.27273,0.0,0.125,0.26579,0.27273,0.1,0.10909,0.63421,0.61818,0.29114,0.13333,TEX,33,33,0,3,2,0,212.2,0,4 +77,Bere,Jason,110891,berej002,bereja01,266,70.0,46,59,43,0.0,1.0,6.0,13.0,1.0,5.0,0.0,0.0,3.0,13.0,5,9.0,0.0,0.0,0.0,0.0,16,15,16,10,19.0,7.0,0.32203,0.16279,0.45714,0.21739,0.45763,0.18605,0.0625,0.0,0.3356,0.22326,0.2034,0.1,0.461,0.67674,0.2,0.26087,2TM,27,22,2,0,0,0,127.1,0,8 +78,Hentgen,Pat,115797,hentp001,hentgpa01,145,64.0,75,62,71,5.0,1.0,9.0,8.0,4.0,5.0,0.0,0.0,5.0,2.0,7,7.0,1.0,1.0,0.0,0.0,16,18,23,32,14.0,18.0,0.22581,0.25352,0.26562,0.32,0.35484,0.52113,0.0625,0.27778,0.32903,0.46761,0.19354,0.40141,0.47743,0.13098,0.23438,0.2,TOR,29,29,0,0,0,0,177.2,1,7 +79,Guzman,Juan,115267,guzmj003,guzmaju01,1005162,77.0,70,69,65,1.0,1.0,1.0,11.0,6.0,4.0,0.0,0.0,8.0,14.0,20,10.0,2.0,0.0,0.0,0.0,12,11,28,15,16.0,8.0,0.23188,0.12308,0.38961,0.25714,0.33333,0.26154,0.08333,0.09091,0.30145,0.33846,0.15218,0.20769,0.54637,0.45385,0.15584,0.08571,2TM,33,33,0,2,0,0,211.0,0,11 +80,Hanson,Erik,115446,hanse001,hansoer01,1005333,40.0,42,37,37,2.0,0.0,5.0,11.0,3.0,1.0,0.0,0.0,5.0,4.0,5,2.0,0.0,0.0,0.0,0.0,8,8,14,14,12.0,10.0,0.32432,0.27027,0.4,0.35714,0.35135,0.51351,0.0,0.25,0.22703,0.44324,0.1,0.36486,0.67297,0.1919,0.3,0.16667,TOR,11,8,3,0,0,0,49.0,1,1 +81,Risley,Bill,121231,rislb001,rislebi01,1010986,29.0,40,28,38,0.0,0.0,6.0,3.0,1.0,2.0,1.0,0.0,3.0,2.0,12,7.0,0.0,1.0,0.0,0.0,6,8,4,13,5.0,8.0,0.17857,0.21053,0.27586,0.275,0.25,0.28947,0.0,0.0,0.27143,0.27894,0.10714,0.11841,0.62143,0.60265,0.27586,0.15,TOR,44,0,18,0,0,0,54.2,1,3 +82,Trachsel,Steve,123431,tracs001,trachst01,898,63.0,63,56,58,2.0,1.0,7.0,11.0,2.0,0.0,1.0,0.0,4.0,10.0,12,9.0,3.0,0.0,0.0,0.0,14,14,20,14,12.0,12.0,0.21429,0.2069,0.34921,0.30159,0.26786,0.37931,0.07143,0.14286,0.25357,0.37241,0.1,0.25861,0.64643,0.36898,0.14286,0.26984,CHC,33,33,0,1,0,0,208.0,2,3 +83,Vazquez,Javier,134320,vazqj001,vazquja01,801,36.0,62,34,57,1.0,0.0,12.0,4.0,3.0,0.0,2.0,0.0,8.0,6.0,12,6.0,1.0,0.0,0.0,0.0,13,11,7,18,4.0,18.0,0.11765,0.31579,0.27778,0.43548,0.11765,0.49123,0.0,0.09091,0.2,0.37544,0.1,0.26316,0.7,0.3614,0.19444,0.1129,MON,33,32,1,0,0,0,172.1,0,2 +84,Batista,Miguel,110683,batim001,batismi01,46,37.0,44,29,45,1.0,1.0,0.0,7.0,4.0,2.0,0.0,0.0,4.0,9.0,8,6.0,0.0,0.0,1.0,0.0,2,10,14,13,10.0,5.0,0.34483,0.11111,0.54054,0.20455,0.51724,0.26667,0.5,0.1,0.37241,0.35556,0.25862,0.23334,0.36897,0.4111,0.10811,0.22727,MON,56,13,12,0,0,0,135.0,1,6 +85,Pisciotta,Marc,120599,piscm001,piscima01,1010369,33.0,44,23,43,1.0,0.0,10.0,2.0,1.0,1.0,0.0,0.0,2.0,9.0,8,4.0,0.0,0.0,0.0,0.0,6,5,8,21,3.0,12.0,0.13043,0.27907,0.36364,0.31818,0.17391,0.37209,0.0,0.2,0.24348,0.29302,0.1,0.13953,0.65652,0.56745,0.27273,0.06818,CHC,43,0,12,0,0,0,44.0,0,6 +86,Valdes,Marc,123596,valdm001,valdema01,1013313,24.0,58,21,54,1.0,1.0,10.0,3.0,0.0,1.0,0.0,0.0,8.0,3.0,12,0.0,0.0,1.0,1.0,0.0,8,5,6,22,5.0,11.0,0.2381,0.2037,0.41667,0.32759,0.42857,0.25926,0.125,0.2,0.39047,0.25556,0.2857,0.1,0.32383,0.64444,0.16667,0.08621,MON,20,4,3,0,0,0,36.1,0,4 +87,Tapani,Kevin,123090,tapak001,tapanke01,1012824,83.0,65,76,64,2.0,0.0,4.0,12.0,2.0,3.0,0.0,2.0,4.0,8.0,15,6.0,1.0,1.0,0.0,0.0,17,9,30,24,17.0,8.0,0.22368,0.125,0.31325,0.2,0.31579,0.25,0.0,0.22222,0.29211,0.325,0.13817,0.1875,0.56972,0.4875,0.20482,0.18462,CHC,35,34,0,2,2,0,219.0,0,7 +88,Moore,Trey,134340,moort001,mooretr01,1009130,28.0,66,28,68,3.0,0.0,9.0,4.0,5.0,2.0,0.0,0.0,3.0,2.0,10,6.0,0.0,0.0,0.0,2.0,10,16,5,24,6.0,17.0,0.21429,0.25,0.28571,0.33333,0.28571,0.45588,0.0,0.1875,0.27142,0.40588,0.10713,0.30882,0.62145,0.2853,0.21429,0.15152,MON,13,11,1,0,0,0,61.0,0,2 +89,Telemaco,Amaury,123176,telea001,telemam01,1802,39.0,51,39,45,1.0,2.0,2.0,4.0,1.0,4.0,0.0,0.0,7.0,3.0,10,6.0,0.0,0.0,0.0,0.0,9,9,10,15,10.0,4.0,0.25641,0.08889,0.33333,0.21569,0.51282,0.17778,0.22222,0.11111,0.45641,0.28889,0.38462,0.13333,0.15897,0.57778,0.17949,0.11765,2TM,41,18,5,0,0,0,148.2,0,7 +90,Clark,Mark,112332,clarm002,clarkma01,1002296,70.0,79,68,74,0.0,1.0,13.0,13.0,3.0,3.0,0.0,1.0,5.0,4.0,15,10.0,1.0,1.0,0.0,1.0,20,13,21,30,18.0,16.0,0.26471,0.21622,0.32857,0.29114,0.38235,0.25676,0.05,0.0,0.31764,0.24054,0.17646,0.1,0.5059,0.65946,0.24286,0.21519,CHC,33,33,0,2,1,0,213.2,2,5 +91,Perez,Carlos,120405,perec001,perezca01,1010179,42.0,131,42,120,2.0,0.0,16.0,11.0,7.0,3.0,1.0,2.0,10.0,1.0,20,3.0,0.0,1.0,0.0,2.0,13,24,14,47,16.0,26.0,0.38095,0.21667,0.42857,0.29008,0.54762,0.34167,0.0,0.08333,0.36667,0.325,0.25,0.1875,0.38333,0.4875,0.16667,0.19847,2TM,34,34,0,7,2,0,241.0,1,7 +92,Gonzalez,Geremi,114928,gonzj003,gonzaje01,1711,42.0,60,41,56,2.0,0.0,8.0,3.0,1.0,5.0,0.0,1.0,5.0,2.0,8,12.0,0.0,0.0,0.0,2.0,10,13,13,19,9.0,11.0,0.21951,0.19643,0.2619,0.3,0.39024,0.32143,0.0,0.15385,0.37073,0.325,0.25609,0.1875,0.37318,0.4875,0.11905,0.23333,CHC,20,20,0,1,1,0,110.0,3,2 +93,Leiter,Al,117652,leita001,leiteal01,883,26.0,101,24,95,0.0,0.0,17.0,3.0,4.0,2.0,0.0,0.0,9.0,1.0,20,7.0,2.0,1.0,0.0,0.0,3,8,9,40,5.0,21.0,0.20833,0.22105,0.26923,0.31683,0.29167,0.26316,0.0,0.0,0.28334,0.24211,0.12501,0.1,0.59165,0.65789,0.07692,0.09901,NYM,28,28,0,4,2,0,193.0,1,4 +94,Reed,Rick,120999,reedr002,reedri01,750,47.0,85,47,83,2.0,1.0,12.0,8.0,4.0,3.0,0.0,0.0,2.0,2.0,10,9.0,0.0,0.0,0.0,1.0,10,15,12,39,12.0,18.0,0.25532,0.21687,0.29787,0.24706,0.38298,0.33735,0.1,0.13333,0.32766,0.32048,0.19149,0.18072,0.48085,0.4988,0.23404,0.11765,NYM,31,31,0,2,1,0,212.1,0,1 +95,Park,Chan Ho,120221,parkc002,parkch01,1267,59.0,74,52,72,1.0,2.0,13.0,6.0,2.0,3.0,0.0,1.0,7.0,8.0,17,12.0,1.0,0.0,0.0,0.0,13,12,15,23,12.0,16.0,0.23077,0.22222,0.33898,0.32432,0.44231,0.29167,0.15385,0.08333,0.41154,0.26945,0.31731,0.10417,0.27115,0.62638,0.11864,0.2027,LAD,34,34,0,2,0,0,220.2,2,6 +96,Wood,Kerry,134268,woodk002,woodke02,304,24.0,51,19,47,0.0,0.0,7.0,2.0,2.0,1.0,0.0,0.0,4.0,6.0,20,5.0,1.0,1.0,0.0,0.0,3,6,5,13,3.0,9.0,0.15789,0.19149,0.41667,0.27451,0.21053,0.23404,0.0,0.0,0.25264,0.24255,0.1,0.1,0.64736,0.65745,0.16667,0.13725,CHC,26,26,0,1,1,0,166.2,3,6 +97,Nomo,Hideo,119827,nomoh001,nomohi01,666,60.0,68,51,66,2.0,3.0,6.0,3.0,1.0,1.0,0.0,0.0,5.0,7.0,22,16.0,0.0,2.0,0.0,0.0,15,15,17,16,7.0,9.0,0.13725,0.13636,0.26667,0.20588,0.33333,0.24242,0.2,0.13333,0.39608,0.30606,0.29412,0.15909,0.3098,0.53485,0.13333,0.11765,2TM,29,28,0,3,0,0,157.1,4,13 +98,Dreifort,Darren,113554,dreid001,dreifda01,647,50.0,41,49,41,0.0,0.0,2.0,7.0,5.0,1.0,0.0,0.0,2.0,1.0,9,14.0,0.0,0.0,1.0,0.0,8,7,21,16,8.0,7.0,0.16327,0.17073,0.2,0.21951,0.18367,0.29268,0.0,0.0,0.2204,0.32195,0.1,0.18293,0.6796,0.49512,0.12,0.19512,LAD,32,26,0,1,1,0,180.0,0,9 +99,Valdez,Ismael,123595,valdi001,valdeis01,1283,61.0,96,58,93,4.0,2.0,22.0,11.0,2.0,2.0,0.0,1.0,4.0,3.0,21,7.0,1.0,0.0,1.0,0.0,19,18,19,32,16.0,28.0,0.27586,0.30108,0.32787,0.34375,0.44828,0.45161,0.10526,0.22222,0.37242,0.35053,0.25863,0.22579,0.36895,0.42368,0.21311,0.27083,LAD,27,27,0,2,2,0,174.0,2,4 +100,Brown,Kevin,111554,browk001,brownke01,642,88.0,63,87,65,1.0,1.0,11.0,16.0,2.0,1.0,0.0,0.0,3.0,3.0,17,19.0,0.0,0.0,1.0,0.0,7,11,42,25,18.0,14.0,0.2069,0.21538,0.25,0.26984,0.25287,0.29231,0.14286,0.09091,0.24597,0.27693,0.1,0.1154,0.65403,0.60767,0.17045,0.14286,SDP,36,35,0,7,3,0,257.0,0,10 +101,Hamilton,Joey,115383,hamij002,hamiljo02,328,68.0,85,63,80,2.0,2.0,8.0,9.0,3.0,4.0,0.0,1.0,9.0,7.0,11,12.0,0.0,0.0,0.0,0.0,20,17,21,33,16.0,13.0,0.25397,0.1625,0.33824,0.25882,0.44444,0.275,0.1,0.11765,0.39047,0.3125,0.28571,0.16875,0.32382,0.51875,0.13235,0.24706,SDP,34,34,0,0,0,0,217.1,0,4 +102,Ashby,Andy,110351,ashba002,ashbyan01,637,75.0,89,69,88,1.0,1.0,16.0,12.0,2.0,2.0,0.0,1.0,4.0,5.0,16,12.0,0.0,0.0,0.0,0.0,18,14,27,34,16.0,19.0,0.23188,0.21591,0.28,0.25843,0.33333,0.27273,0.05556,0.07143,0.30145,0.25682,0.15218,0.1,0.54637,0.64318,0.26667,0.1573,SDP,33,33,0,5,1,0,226.2,0,7 +103,Bottenfield,Kent,111264,bottk001,botteke01,1001226,29.0,41,29,35,2.0,0.0,5.0,5.0,3.0,0.0,0.0,0.0,3.0,1.0,10,7.0,0.0,1.0,0.0,1.0,6,5,9,6,5.0,10.0,0.17241,0.28571,0.24138,0.34146,0.17241,0.54286,0.0,0.4,0.2,0.45715,0.1,0.38572,0.7,0.15713,0.24138,0.14634,STL,44,17,11,0,0,4,133.2,2,3 +104,Weathers,David,124000,weatd001,weathda01,902,47.0,52,45,55,0.0,1.0,11.0,9.0,2.0,2.0,0.0,2.0,1.0,3.0,11,8.0,0.0,0.0,1.0,0.0,4,6,21,18,14.0,13.0,0.31111,0.23636,0.38298,0.26923,0.51111,0.27273,0.25,0.0,0.4,0.23637,0.3,0.1,0.3,0.66363,0.12766,0.21154,2TM,44,9,9,0,0,0,110.0,2,7 +105,Harnisch,Pete,115487,harnp001,harnipe01,1005374,73.0,82,66,74,1.0,2.0,10.0,6.0,4.0,3.0,0.0,0.0,5.0,7.0,13,8.0,1.0,0.0,0.0,0.0,20,16,19,30,11.0,15.0,0.16667,0.2027,0.24658,0.2561,0.30303,0.2973,0.1,0.0625,0.33636,0.2946,0.20454,0.1419,0.4591,0.5635,0.23288,0.2439,CIN,32,32,0,2,1,0,209.0,1,4 +106,Belinda,Stan,110811,belis001,belinst01,1000792,38.0,47,31,45,0.0,0.0,4.0,6.0,2.0,0.0,0.0,0.0,4.0,8.0,10,5.0,1.0,0.0,1.0,2.0,8,8,5,11,6.0,6.0,0.19355,0.13333,0.39474,0.2766,0.19355,0.17778,0.0,0.0,0.2,0.24445,0.1,0.1,0.7,0.65555,0.21053,0.12766,CIN,40,0,24,0,0,1,61.1,0,3 +107,Tomko,Brett,123387,tomkb001,tomkobr01,1056,56.0,88,52,79,0.0,1.0,8.0,8.0,1.0,5.0,1.0,0.0,7.0,3.0,13,13.0,1.0,0.0,0.0,0.0,12,18,12,28,14.0,10.0,0.26923,0.12658,0.30357,0.20455,0.42308,0.16456,0.08333,0.0,0.35385,0.23798,0.23077,0.1,0.41538,0.66202,0.14286,0.14773,CIN,34,34,0,1,0,0,210.2,1,9 +108,Martinez,Ramon,118378,martr002,martira02,1008193,62.0,89,55,87,0.0,2.0,7.0,5.0,5.0,3.0,0.0,0.0,5.0,8.0,26,11.0,0.0,1.0,0.0,0.0,15,16,14,32,10.0,12.0,0.18182,0.13793,0.30645,0.19101,0.34545,0.1954,0.13333,0.0,0.36363,0.25747,0.24544,0.1,0.39093,0.64253,0.12903,0.1573,LAD,15,15,0,1,0,0,101.2,0,2 +109,Reynolds,Shane,121110,reyns001,reynosh01,574,65.0,92,62,91,2.0,1.0,22.0,6.0,6.0,6.0,0.0,0.0,5.0,6.0,16,14.0,0.0,0.0,1.0,0.0,7,11,23,37,13.0,30.0,0.20968,0.32967,0.30769,0.38043,0.35484,0.46154,0.14286,0.18182,0.34516,0.33187,0.21774,0.1978,0.4371,0.47033,0.07692,0.11957,HOU,35,35,0,3,1,0,233.1,0,5 +110,Hampton,Mike,115399,hampm001,hamptmi01,430,27.0,147,26,143,3.0,0.0,28.0,6.0,8.0,0.0,1.0,0.0,8.0,3.0,25,5.0,0.0,0.0,0.0,0.0,1,22,13,68,6.0,40.0,0.23077,0.27972,0.33333,0.32653,0.23077,0.41259,0.0,0.13636,0.2,0.33287,0.1,0.1993,0.7,0.46783,0.2963,0.10204,HOU,32,32,0,1,1,0,211.2,2,4 +111,Jones,Bobby,116717,joneb003,jonesbo03,1039,57.0,67,55,63,1.0,0.0,5.0,9.0,2.0,3.0,2.0,0.0,7.0,5.0,6,9.0,2.0,0.0,0.0,0.0,7,9,18,27,12.0,10.0,0.21818,0.15873,0.29825,0.28358,0.27273,0.30159,0.0,0.11111,0.25455,0.34286,0.1,0.21429,0.64545,0.44285,0.24561,0.28358,NYM,30,30,0,0,0,0,195.1,2,2 +112,Yoshii,Masato,134180,yoshm001,yoshima01,807,41.0,57,36,54,0.0,2.0,8.0,6.0,2.0,1.0,0.0,0.0,4.0,4.0,7,12.0,0.0,0.0,0.0,0.0,8,15,10,17,9.0,10.0,0.25,0.18519,0.31707,0.24561,0.44444,0.22222,0.25,0.0,0.39444,0.23703,0.29166,0.1,0.3139,0.66297,0.09756,0.17544,NYM,29,29,0,1,0,0,171.2,1,5 +113,Stephenson,Garrett,122751,stepg001,stephga01,1185,44.0,41,44,35,0.0,2.0,4.0,7.0,1.0,4.0,0.0,0.0,8.0,5.0,7,7.0,0.0,0.0,0.0,0.0,10,10,15,11,13.0,5.0,0.29545,0.14286,0.40909,0.31707,0.52273,0.17143,0.2,0.0,0.42728,0.22857,0.34092,0.1,0.2318,0.67143,0.09091,0.12195,PHI,6,6,0,0,0,0,23.0,1,0 +114,Cloude,Ken,112415,clouk001,cloudke01,1002362,81.0,72,70,70,1.0,6.0,9.0,10.0,3.0,5.0,0.0,0.0,6.0,12.0,6,14.0,0.0,0.0,0.0,0.0,24,19,11,23,21.0,13.0,0.3,0.18571,0.40741,0.26389,0.62857,0.27143,0.25,0.05263,0.52857,0.28572,0.37143,0.12858,0.1,0.5857,0.16049,0.19444,SEA,30,30,0,0,0,0,155.1,1,2 +115,Swift,Bill,123053,swifb001,swiftbi02,1012788,50.0,46,50,42,1.0,1.0,5.0,4.0,2.0,4.0,0.0,0.0,5.0,5.0,5,6.0,0.0,0.0,1.0,0.0,6,9,24,23,9.0,8.0,0.18,0.19048,0.3,0.28261,0.32,0.30952,0.16667,0.11111,0.34,0.31904,0.21,0.17856,0.45,0.5024,0.26,0.17391,SEA,29,26,0,0,0,0,144.2,2,1 +116,Politte,Cliff,131700,polic001,politcl01,967,46.0,66,43,60,3.0,1.0,8.0,6.0,3.0,2.0,1.0,0.0,6.0,4.0,9,6.0,1.0,0.0,0.0,0.0,8,13,12,20,9.0,15.0,0.2093,0.25,0.28261,0.33333,0.32558,0.48333,0.125,0.23077,0.31628,0.43333,0.17442,0.34999,0.5093,0.21668,0.26087,0.28788,STL,8,8,0,0,0,0,37.0,1,2 +117,Aybar,Manny,110403,aybam001,aybarma01,1107,58.0,50,52,46,1.0,1.0,12.0,7.0,5.0,5.0,0.0,0.0,4.0,8.0,8,8.0,1.0,0.0,0.0,0.0,8,6,18,13,13.0,18.0,0.25,0.3913,0.36207,0.46,0.40385,0.56522,0.125,0.16667,0.35385,0.37392,0.23077,0.26088,0.41538,0.3652,0.18966,0.14,STL,20,14,1,0,0,0,81.1,0,2 +118,Thompson,Mark,123296,thomm002,thompma01,1013019,30.0,59,35,50,4.0,3.0,11.0,4.0,2.0,2.0,0.0,0.0,7.0,1.0,5,6.0,4.0,0.0,0.0,0.0,7,10,11,19,9.0,17.0,0.25714,0.34,0.33333,0.47458,0.57143,0.62,0.42857,0.4,0.51429,0.48,0.38571,0.42,0.1,0.1,0.13333,0.23729,COL,6,6,0,0,0,0,23.1,0,1 +119,Moehler,Brian,119215,moehb001,moehlbr01,480,87.0,54,86,57,0.0,4.0,8.0,9.0,1.0,5.0,0.0,4.0,1.0,7.0,14,10.0,0.0,0.0,1.0,0.0,24,5,29,24,22.0,9.0,0.25581,0.15789,0.34483,0.18519,0.54651,0.17544,0.16667,0.0,0.4907,0.21755,0.4093,0.1,0.1,0.68245,0.16092,0.18519,DET,33,33,0,4,3,0,221.1,0,4 +120,Cone,David,112552,coned001,coneda01,1680,63.0,52,62,53,0.0,0.0,9.0,10.0,1.0,4.0,0.0,2.0,4.0,5.0,15,12.0,0.0,1.0,0.0,0.0,13,9,18,14,16.0,10.0,0.25806,0.18868,0.34921,0.26923,0.3871,0.20755,0.0,0.0,0.32904,0.21887,0.19356,0.1,0.4774,0.68113,0.12698,0.19231,NYY,31,31,0,3,0,0,207.2,0,6 +121,Mendoza,Ramiro,118947,mendr001,mendora01,836,57.0,49,53,48,1.0,0.0,8.0,12.0,2.0,4.0,0.0,1.0,2.0,2.0,4,5.0,0.0,2.0,1.0,0.0,10,7,27,28,17.0,11.0,0.32075,0.22917,0.38596,0.26531,0.43396,0.33333,0.0,0.14286,0.31321,0.30416,0.16982,0.15624,0.51697,0.5396,0.08772,0.10204,NYY,41,14,6,1,1,1,130.1,0,3 +122,Burkett,John,111734,burkj001,burkejo03,179,71.0,75,70,76,3.0,1.0,15.0,9.0,2.0,2.0,0.0,0.0,5.0,6.0,13,13.0,0.0,1.0,0.0,0.0,8,16,27,26,12.0,20.0,0.17143,0.26316,0.26761,0.33333,0.24286,0.40789,0.125,0.1875,0.27143,0.34473,0.10714,0.21709,0.62143,0.43818,0.16901,0.17333,TEX,32,32,0,0,0,0,195.0,0,3 +123,Mercedes,Jose,118960,mercj001,mercejo02,396,51.0,65,46,65,1.0,1.0,13.0,9.0,2.0,0.0,0.0,0.0,1.0,5.0,6,4.0,0.0,0.0,0.0,1.0,15,19,12,21,10.0,16.0,0.21739,0.24615,0.29412,0.27692,0.28261,0.32308,0.06667,0.05263,0.26522,0.27693,0.1,0.11539,0.63478,0.60768,0.29412,0.21538,MIL,7,5,0,0,0,0,32.0,0,0 +124,Juden,Jeff,116785,judej001,judenje01,1006643,69.0,71,60,67,2.0,1.0,9.0,10.0,2.0,4.0,0.0,1.0,4.0,10.0,14,13.0,1.0,1.0,0.0,0.0,9,13,23,28,16.0,13.0,0.26667,0.19403,0.3913,0.25352,0.41667,0.31343,0.11111,0.15385,0.35,0.3194,0.225,0.1791,0.425,0.5015,0.2029,0.11268,2TM,32,30,1,2,0,0,178.1,0,10 +125,Halama,John,134280,halaj001,halamjo01,1080,29.0,107,26,100,0.0,0.0,13.0,3.0,7.0,4.0,2.0,0.0,11.0,2.0,12,9.0,1.0,1.0,0.0,0.0,4,24,6,44,7.0,22.0,0.26923,0.22,0.34483,0.31776,0.42308,0.33,0.0,0.0,0.35385,0.31,0.23077,0.165,0.41538,0.525,0.24138,0.17757,HOU,6,6,0,0,0,0,32.1,1,2 +126,Rueter,Kirk,121541,ruetk001,rueteki01,1128,20.0,103,20,95,1.0,0.0,15.0,1.0,5.0,0.0,1.0,0.0,10.0,1.0,12,5.0,1.0,0.0,0.0,0.0,1,16,8,38,1.0,22.0,0.05,0.23158,0.1,0.32039,0.05,0.33684,0.0,0.0625,0.2,0.30526,0.1,0.15789,0.7,0.53685,0.15,0.21359,SFG,33,33,0,1,0,0,187.2,0,6 +127,Lima,Jose,117769,limaj001,limajo01,475,80.0,81,78,81,2.0,1.0,11.0,15.0,3.0,3.0,1.0,1.0,1.0,5.0,18,11.0,0.0,0.0,0.0,0.0,11,20,32,30,20.0,17.0,0.25641,0.20988,0.3125,0.22222,0.35897,0.34568,0.09091,0.1,0.30256,0.3358,0.15384,0.2037,0.5436,0.4605,0.225,0.22222,HOU,33,33,0,3,1,0,233.1,0,4 +128,Hermanson,Dustin,115812,hermd001,hermadu01,195,48.0,74,43,67,2.0,2.0,14.0,5.0,2.0,0.0,0.0,0.0,4.0,5.0,15,12.0,1.0,0.0,0.0,1.0,10,11,11,24,7.0,18.0,0.16279,0.26866,0.25,0.32432,0.30233,0.38806,0.2,0.18182,0.33954,0.3194,0.20931,0.1791,0.45115,0.5015,0.16667,0.17568,MON,32,30,0,1,0,0,187.0,3,4 +129,Mlicki,Dave,119211,mlicd001,mlickda01,569,40.0,74,35,72,3.0,2.0,10.0,4.0,5.0,2.0,1.0,0.0,3.0,5.0,12,5.0,2.0,0.0,4.0,0.0,9,16,13,23,8.0,19.0,0.22857,0.26389,0.425,0.32432,0.45714,0.48611,0.22222,0.1875,0.42857,0.42222,0.34286,0.33333,0.22857,0.24445,0.15,0.17568,2TM,30,30,0,3,1,0,181.1,0,10 +130,Morgan,Mike,119374,morgm001,morgami01,67,75.0,50,73,49,3.0,3.0,7.0,15.0,3.0,3.0,0.0,2.0,2.0,1.0,9,8.0,1.0,0.0,1.0,0.0,15,14,28,15,23.0,13.0,0.31507,0.26531,0.33333,0.32,0.53425,0.5102,0.2,0.21429,0.41918,0.44489,0.32877,0.36733,0.25205,0.18778,0.22667,0.06,2TM,23,22,0,0,0,0,120.2,0,1 +131,Milton,Eric,132980,milte001,miltoer01,743,32.0,88,29,84,0.0,2.0,15.0,7.0,7.0,2.0,0.0,0.0,6.0,3.0,11,3.0,0.0,0.0,0.0,0.0,14,32,4,17,11.0,22.0,0.37931,0.2619,0.4375,0.31818,0.65517,0.34524,0.14286,0.0,0.47586,0.28334,0.41379,0.12501,0.11035,0.59165,0.34375,0.17045,MIN,32,32,0,1,0,0,172.1,0,1 +132,Pichardo,Hipolito,120539,pichh001,pichahi01,1472,68.0,52,64,50,2.0,0.0,9.0,8.0,2.0,4.0,0.0,0.0,4.0,9.0,7,8.0,0.0,0.0,0.0,0.0,13,12,26,19,12.0,13.0,0.1875,0.26,0.30882,0.32692,0.25,0.42,0.0,0.16667,0.2625,0.36,0.1,0.24,0.6375,0.4,0.22059,0.13462,KCR,27,18,2,0,0,1,112.1,0,2 +133,Tewksbury,Bob,123213,tewkb001,tewksbo01,1012941,84.0,70,83,71,4.0,1.0,10.0,9.0,4.0,2.0,1.0,1.0,1.0,2.0,7,15.0,0.0,0.0,0.0,0.0,20,17,35,21,13.0,19.0,0.15663,0.26761,0.17857,0.28571,0.24096,0.52113,0.05,0.23529,0.28433,0.45352,0.1265,0.38028,0.58917,0.1662,0.13095,0.24286,MIN,26,25,0,1,0,0,148.1,0,5 +134,Trombley,Mike,123472,tromm001,trombmi01,758,40.0,46,40,45,1.0,0.0,10.0,4.0,2.0,0.0,0.0,0.0,3.0,3.0,13,11.0,0.0,0.0,0.0,0.0,12,8,11,13,4.0,13.0,0.1,0.28889,0.175,0.34783,0.1,0.4,0.0,0.125,0.2,0.31111,0.1,0.16667,0.7,0.52222,0.125,0.1087,MIN,77,1,17,0,0,1,96.2,1,6 +135,Williams,Woody,124315,willw001,williwo02,1190,70.0,55,66,55,2.0,0.0,12.0,7.0,1.0,4.0,0.0,3.0,3.0,8.0,12,13.0,0.0,0.0,0.0,0.0,18,9,10,10,14.0,15.0,0.21212,0.27273,0.31429,0.32727,0.36364,0.4,0.0,0.22222,0.35152,0.32727,0.22728,0.19091,0.4212,0.48182,0.22857,0.14545,TOR,32,32,0,1,1,0,209.2,1,2 +136,Radke,Brad,120878,radkb001,radkebr01,748,68.0,68,67,66,1.0,1.0,7.0,11.0,3.0,5.0,0.0,0.0,3.0,3.0,18,14.0,0.0,0.0,0.0,0.0,14,10,21,25,17.0,11.0,0.25373,0.16667,0.29412,0.20588,0.37313,0.25758,0.07143,0.1,0.3194,0.29091,0.1791,0.13636,0.5015,0.57273,0.19118,0.16176,MIN,32,32,0,5,1,0,213.2,1,3 +137,Clemens,Roger,112388,clemr001,clemero02,815,51.0,57,47,53,0.0,0.0,3.0,3.0,3.0,4.0,0.0,0.0,6.0,10.0,16,8.0,1.0,0.0,0.0,0.0,8,8,17,19,7.0,6.0,0.14894,0.11321,0.33333,0.22807,0.23404,0.16981,0.0,0.0,0.2851,0.2566,0.12765,0.1,0.58725,0.6434,0.2549,0.19298,TOR,33,33,0,5,3,0,234.2,0,6 +138,Hawkins,LaTroy,115629,hawkl001,hawkila01,729,71.0,64,60,58,1.0,2.0,7.0,11.0,2.0,1.0,0.0,1.0,8.0,10.0,10,6.0,1.0,0.0,0.0,0.0,21,18,23,21,15.0,10.0,0.25,0.17241,0.35211,0.29688,0.4,0.25862,0.09524,0.05556,0.35,0.28621,0.225,0.12932,0.425,0.58447,0.25352,0.17188,MIN,33,33,0,0,0,0,190.1,2,10 +139,Helling,Rick,115727,hellr001,helliri01,58,76.0,63,69,64,2.0,1.0,8.0,9.0,0.0,5.0,0.0,1.0,2.0,7.0,10,13.0,0.0,0.0,0.0,0.0,18,16,21,16,16.0,10.0,0.23188,0.15625,0.30263,0.19048,0.37681,0.25,0.05556,0.125,0.34493,0.29375,0.21739,0.14062,0.43768,0.56563,0.17105,0.2381,TEX,33,33,0,4,2,0,216.1,0,10 +140,Schmidt,Jason,121834,schmj001,schmija01,1131,67.0,77,63,74,3.0,3.0,8.0,11.0,4.0,6.0,1.0,1.0,4.0,2.0,14,9.0,0.0,0.0,1.0,0.0,21,14,24,26,21.0,16.0,0.33333,0.21622,0.35821,0.25974,0.60317,0.41892,0.14286,0.21429,0.46984,0.4027,0.40476,0.30405,0.1254,0.29325,0.26866,0.20779,PIT,33,33,0,0,0,0,214.1,1,15 +141,Stottlemyre,Todd,122840,stott001,stottto01,75,84.0,75,77,74,2.0,0.0,12.0,6.0,0.0,4.0,0.0,0.0,3.0,10.0,24,13.0,0.0,1.0,0.0,0.0,9,7,34,23,10.0,14.0,0.12987,0.18919,0.25,0.22667,0.18182,0.27027,0.0,0.28571,0.25195,0.28108,0.1,0.12162,0.64805,0.5973,0.09524,0.06667,2TM,33,33,0,3,0,0,221.2,2,5 +142,Oquist,Mike,120039,oquim001,oquismi01,1009828,71.0,51,63,49,1.0,1.0,4.0,13.0,1.0,1.0,0.0,0.0,4.0,10.0,13,13.0,0.0,0.0,0.0,0.0,13,11,19,14,15.0,6.0,0.2381,0.12245,0.35211,0.19608,0.30159,0.20408,0.07692,0.09091,0.26349,0.28163,0.1,0.12245,0.63651,0.59592,0.23944,0.17647,OAK,31,29,2,0,0,0,175.0,0,4 +143,Loaiza,Esteban,117842,loaie001,loaizes01,1310,56.0,46,51,44,3.0,1.0,5.0,11.0,1.0,2.0,0.0,1.0,3.0,5.0,7,1.0,0.0,1.0,1.0,0.0,15,13,26,17,15.0,9.0,0.29412,0.20455,0.39286,0.26087,0.43137,0.43182,0.06667,0.23077,0.33725,0.42727,0.20587,0.3409,0.45688,0.23183,0.30357,0.21739,2TM,35,28,3,1,0,0,171.0,2,4 +144,Springer,Dennis,122618,sprid001,sprinde01,672,62.0,60,57,59,2.0,2.0,8.0,8.0,3.0,4.0,0.0,0.0,3.0,4.0,9,5.0,1.0,0.0,1.0,0.0,16,17,19,15,14.0,13.0,0.24561,0.22034,0.30645,0.28333,0.42105,0.37288,0.125,0.11765,0.37544,0.35254,0.26316,0.22881,0.3614,0.41865,0.24194,0.15,TBD,29,17,8,1,0,0,115.2,0,6 diff --git a/retrosheet_data.py b/retrosheet_data.py index b6660da..14f1fc8 100644 --- a/retrosheet_data.py +++ b/retrosheet_data.py @@ -89,6 +89,21 @@ def get_run_stat_df(input_path: str): return run_data.set_index('key_bbref') +def get_periph_stat_df(input_path: str): + pit_data = pd.read_csv(f'{input_path}pitching.csv') + if 'Player-additional' in pit_data: + pit_data = pit_data.rename(columns={'Player-additional': 'key_bbref'}) + if 'Name-additional' in pit_data: + pit_data = pit_data.rename(columns={'Name-additional': 'key_bbref'}) + if 'Team' in pit_data: + pit_data = pit_data.rename(columns={'Team': 'Tm'}) + + pit_data = pit_data[['key_bbref', 'Tm', 'G', 'GS', 'GF', 'CG', 'SHO', 'SV', 'IP', 'BK', 'WP']] + + pit_data = pit_data.fillna(0) + return pit_data + + def get_player_ids(plays: pd.DataFrame, which: Literal['batters', 'pitchers']) -> pd.DataFrame: RETRO_PLAYERS = pd.read_csv(f'{RETRO_FILE_PATH}{PERSONNEL_FILENAME}') id_key = 'batter_id' if which == 'batters' else 'pitcher_id' @@ -188,6 +203,16 @@ def get_base_pitching_df(all_plays: pd.DataFrame) -> pd.DataFrame: return ps.dropna().query(f'TBF_vL >= {MIN_TBF_VL} & TBF_vR >= {MIN_TBF_VR}') +def get_med_vL(row): + high = 0.9 - row['Hard%_vL'] + low = (row['SLG_vL'] - row['AVG_vL']) * 1.5 + return round(max(min(high, low),0.1), 5) +def get_med_vR(row): + high = 0.9 - row['Hard%_vR'] + low = (row['SLG_vR'] - row['AVG_vR']) * 1.5 + return round(max(min(high, low),0.1), 5) + + def get_batting_stats_by_date(retro_file_path, start_date: int, end_date: int) -> pd.DataFrame: start = datetime.datetime.now() all_plays = get_events_by_date(retro_file_path, start_date, end_date) @@ -332,14 +357,14 @@ def get_batting_stats_by_date(retro_file_path, start_date: int, end_date: int) - batting_stats['Hard%_vL'] = round(0.2 + batting_stats['SLG_vL'] - batting_stats['AVG_vL'], 5) batting_stats['Hard%_vR'] = round(0.2 + batting_stats['SLG_vR'] - batting_stats['AVG_vR'], 5) - def get_med_vL(row): - high = 0.9 - row['Hard%_vL'] - low = (row['SLG_vL'] - row['AVG_vL']) * 1.5 - return round(max(min(high, low),0.1), 5) - def get_med_vR(row): - high = 0.9 - row['Hard%_vR'] - low = (row['SLG_vR'] - row['AVG_vR']) * 1.5 - return round(max(min(high, low),0.1), 5) + # def get_med_vL(row): + # high = 0.9 - row['Hard%_vL'] + # low = (row['SLG_vL'] - row['AVG_vL']) * 1.5 + # return round(max(min(high, low),0.1), 5) + # def get_med_vR(row): + # high = 0.9 - row['Hard%_vR'] + # low = (row['SLG_vR'] - row['AVG_vR']) * 1.5 + # return round(max(min(high, low),0.1), 5) batting_stats['Med%_vL'] = batting_stats.apply(get_med_vL, axis=1) batting_stats['Med%_vR'] = batting_stats.apply(get_med_vR, axis=1) @@ -417,20 +442,12 @@ def get_pitching_stats_by_date(retro_file_path, start_date: int, end_date: int) def get_gb_vr(row): return all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batted_ball_type == 'G') & (all_plays.batter_hand == 'r')].count()['event_type'].astype(int) - def get_ld_vl(row): - return all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batted_ball_type == 'l') & (all_plays.batter_hand == 'l')].count()['event_type'].astype(int) - def get_ld_vr(row): - return all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batted_ball_type == 'l') & (all_plays.batter_hand == 'r')].count()['event_type'].astype(int) - pitching_stats['FB_vL'] = pitching_stats.apply(get_fb_vl, axis=1) pitching_stats['FB_vR'] = pitching_stats.apply(get_fb_vr, axis=1) pitching_stats['GB_vL'] = pitching_stats.apply(get_gb_vl, axis=1) pitching_stats['GB_vR'] = pitching_stats.apply(get_gb_vr, axis=1) - # pitching_stats['LD_vL'] = pitching_stats.apply(get_ld_vl, axis=1) - # pitching_stats['LD_vR'] = pitching_stats.apply(get_ld_vr, axis=1) - pitching_stats['H_vL'] = pitching_stats['1B_vL'] + pitching_stats['2B_vL'] + pitching_stats['3B_vL'] + pitching_stats['HR_vL'] pitching_stats['H_vR'] = pitching_stats['1B_vR'] + pitching_stats['2B_vR'] + pitching_stats['3B_vR'] + pitching_stats['HR_vR'] @@ -438,22 +455,42 @@ def get_pitching_stats_by_date(retro_file_path, start_date: int, end_date: int) # Calculated Fields """ - Hard%_vL & R - Med%_vL & R - Soft%_vL & R - HR/FB_vL & R Oppo%_vL & R """ start = datetime.datetime.now() pitching_stats['AVG_vL'] = round(pitching_stats['H_vL'] / pitching_stats['AB_vL'], 5) pitching_stats['AVG_vR'] = round(pitching_stats['H_vR'] / pitching_stats['AB_vR'], 5) - pitching_stats['OBP_vL'] = round((pitching_stats['H_vL'] + pitching_stats['BB_vL'] + pitching_stats['HBP_vL']) / pitching_stats['TBF_vL'], 5) - pitching_stats['OBP_vR'] = round((pitching_stats['H_vR'] + pitching_stats['BB_vR'] + pitching_stats['HBP_vR']) / pitching_stats['TBF_vR'], 5) + pitching_stats['OBP_vL'] = round((pitching_stats['H_vL'] + pitching_stats['BB_vL'] + pitching_stats['HBP_vL'] + pitching_stats['IBB_vL']) / pitching_stats['TBF_vL'], 5) + pitching_stats['OBP_vR'] = round((pitching_stats['H_vR'] + pitching_stats['BB_vR'] + pitching_stats['HBP_vR'] + pitching_stats['IBB_vR']) / pitching_stats['TBF_vR'], 5) pitching_stats['SLG_vL'] = round((pitching_stats['1B_vL'] + pitching_stats['2B_vL'] * 2 + pitching_stats['3B_vL'] * 3 + pitching_stats['HR_vL'] * 4) / pitching_stats['AB_vL'], 5) pitching_stats['SLG_vR'] = round((pitching_stats['1B_vR'] + pitching_stats['2B_vR'] * 2 + pitching_stats['3B_vR'] * 3 + pitching_stats['HR_vR'] * 4) / pitching_stats['AB_vR'], 5) + pitching_stats['HR/FB_vL'] = round(pitching_stats['HR_vL'] / pitching_stats['FB_vL'], 5) + pitching_stats['HR/FB_vR'] = round(pitching_stats['HR_vR'] / pitching_stats['FB_vR'], 5) + + pitching_stats['Hard%_vL'] = round(0.2 + pitching_stats['SLG_vL'] - pitching_stats['AVG_vL'], 5) + pitching_stats['Hard%_vR'] = round(0.2 + pitching_stats['SLG_vR'] - pitching_stats['AVG_vR'], 5) + + pitching_stats['Med%_vL'] = pitching_stats.apply(get_med_vL, axis=1) + pitching_stats['Med%_vR'] = pitching_stats.apply(get_med_vR, axis=1) + + pitching_stats['Soft%_vL'] = round(1 - pitching_stats['Hard%_vL'] - pitching_stats['Med%_vL'], 5) + pitching_stats['Soft%_vR'] = round(1 - pitching_stats['Hard%_vR'] - pitching_stats['Med%_vR'], 5) + + def get_oppo_vl(row): + count = all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batter_hand == 'l') & (all_plays.hit_location.str.contains('5|7'))].count()['event_type'].astype(int) + denom = all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batter_hand == 'l') & (all_plays.batter_event == 't')].count()['event_type'].astype(int) + return round(count / denom, 5) + def get_oppo_vr(row): + count = all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batter_hand == 'r') & (all_plays.hit_location.str.contains('3|9'))].count()['event_type'].astype(int) + denom = all_plays[(all_plays.pitcher_id == row['key_retro']) & (all_plays.batter_hand == 'r') & (all_plays.batter_event == 't')].count()['event_type'].astype(int) + return round(count / denom, 5) + + pitching_stats['Oppo%_vL'] = pitching_stats.apply(get_oppo_vl, axis=1) + pitching_stats['Oppo%_vR'] = pitching_stats.apply(get_oppo_vr, axis=1) + pitching_stats = pitching_stats.fillna(0) print(f'Calculated fields: {(datetime.datetime.now() - start).total_seconds():.2f}s') @@ -984,9 +1021,23 @@ async def run_pitchers(data_input_path: str, start_date: int, end_date: int, pos pitching_stats = get_pitching_stats_by_date(f'{RETRO_FILE_PATH}{EVENTS_FILENAME}', start_date=start_date, end_date=end_date) # Get peripheral stats + start_time = datetime.datetime.now() + periph_stats = get_periph_stat_df(data_input_path) + + pitching_stats = pd.merge( + left=pitching_stats, + right=periph_stats, + how='left', + left_on='key_bbref', + right_on='key_bbref' + ) + end_time = datetime.datetime.now() + print(f'Peripheral stats: {(end_time - start_time).total_seconds():.2f}s') # Calculate pitching cards + # Calculate pitching card ratings + # Calculate defense ratings # Post all data @@ -1020,7 +1071,7 @@ async def main(args): pitching_stats = await run_pitchers(f'{DATA_INPUT_FILE_PATH}', start_date=START_DATE, end_date=END_DATE, post_data=POST_DATA, season_pct=SEASON_PCT) pitching_stats.to_csv(f'pitching_stats.csv') pitcher_end = datetime.datetime.now() - print(f'\n\Pitcher time: {(pitcher_end - pitcher_start).total_seconds():.2f}s') + print(f'\nPitcher time: {(pitcher_end - pitcher_start).total_seconds():.2f}s') # print(f'Total: {(pitcher_end - batter_start).total_seconds():.2f}s\n\nDone!')