Pitching peripherals done

This commit is contained in:
Cal Corum 2024-10-26 20:18:54 -05:00
parent d74ea59d40
commit 3388c4e0c5
4 changed files with 231 additions and 172 deletions

View File

@ -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()

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@ -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,

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@ -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

1 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 H_vL LD_vR 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
2 finlc001 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 7 12.0 14 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
3 petta001 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 5 8.0 26 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
4 hillk001 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 12 24.0 8 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
5 welld001 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 5 8.0 16 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
6 nelsj001 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 4 7.0 7 10.0 0.33333 0.25641 0.4 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
7 mcdoj001 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 7 13.0 12 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
8 burbd001 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 10 18.0 7 12.0 0.23077 0.18462 0.2907 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
9 mesaj001 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 5 4.0 4 10.0 0.16 0.21739 0.16667 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
10 watsa001 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 6 10.0 10 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
11 colob001 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 10 19.0 5 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
12 nagyc001 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 12 17.0 15 22.0 0.2 0.29333 0.25581 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
13 martp001 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 19 17.0 12 11.0 0.1954 0.16176 0.25 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
14 waket001 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 21 28.0 16 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
15 lowed001 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 12.0 5 5.0 0.23529 0.10204 0.29412 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
16 saunt001 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 3 11.0 13 14.0 0.39286 0.17949 0.44444 0.32184 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
17 alvaw001 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 4.0 12 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
18 arror001 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 19 27.0 11 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
19 drabd001 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 5 12.0 6 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
20 erics001 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 20 25.0 9 15.0 0.25 0.21739 0.32323 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
21 benea001 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 13 25.0 7 17.0 0.25773 0.24286 0.30556 0.31481 0.30864 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
22 kiled001 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 22 24.0 13 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
23 blaiw001 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 8 15.0 8 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
24 thomj005 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 7 10.0 13 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
25 andeb002 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 4 5.0 18 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
26 astap001 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 10 12.0 15 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
27 dejem001 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 1 3.0 4 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
28 suppj001 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 8 11.0 9 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
29 gardm001 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 7 10.0 13 20.0 0.26316 0.27397 0.325 0.35 0.32468 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
30 johnj006 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 0.0 5 6.0 0.0 0.16216 0.04762 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
31 adamj001 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 2 5.0 7 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
32 darwd001 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 11 10.0 5 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
33 estes001 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 4 5.0 18 23.0 0.2381 0.20175 0.28571 0.33884 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
34 medir001 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 8 11.0 12 14.0 0.30556 0.29167 0.46154 0.33962 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
35 sancj001 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 2 5.0 8 7.0 0.29412 0.15556 0.5 0.24528 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
36 larka001 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 3 8.0 4 9.0 0.21053 0.18367 0.36364 0.38636 0.22449 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
37 heref001 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 4.0 11 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
38 meadb001 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 18 19.0 13 15.0 0.25333 0.19481 0.2973 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
39 hernl003 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 9 11.0 15 20.0 0.15278 0.27027 0.28 0.34568 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
40 glavt001 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 4.0 13 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
41 martd001 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 5 11.0 11 13.0 0.30556 0.27083 0.2973 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
42 maddg002 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 9 17.0 13 18.0 0.27419 0.17308 0.30769 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
43 eldrc001 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 13.0 13 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
44 karls001 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 7 6.0 17 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
45 neagd001 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 8 5.0 24 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
46 gracm002 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 8 17.0 6 8.0 0.30357 0.15385 0.37736 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
47 millk004 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 6 11.0 8 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
48 greet002 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 6 8.0 9 10.0 0.18605 0.17857 0.30612 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
49 schic002 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 10 14.0 12 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
50 liebj001 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 10 17.0 5 9.0 0.2931 0.15789 0.35821 0.37313 0.22034 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
51 petec001 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 1 4.0 3 7.0 0.2 0.21212 0.2381 0.325 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
52 silvj001 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 11 18.0 11 14.0 0.32727 0.23333 0.40625 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
53 cordf001 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 15 14.0 9 14.0 0.17722 0.21212 0.22222 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
54 wrigj001 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 4 9.0 14 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
55 herso001 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 5 9.0 12 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
56 mussm001 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 12.0 6 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
57 belct001 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 7 16.0 10 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
58 rosaj001 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 3 4.0 8 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
59 servs001 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 3 2.0 8 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
60 ruscg001 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 4.0 25 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
61 key-j001 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 6 5.0 17 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
62 rappp001 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 8 12.0 10 10.0 0.2 0.21739 0.35714 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
63 keagg001 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 18 16.0 9 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
64 thomj003 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 8 9.0 20 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
65 eyres001 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 6 9.0 10 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
66 baldj002 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 11 16.0 10 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
67 sirom001 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 9 11.0 17 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
68 rogek001 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 5 9.0 23 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
69 haynj001 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 19 23.0 11 14.0 0.31944 0.22222 0.42169 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
70 candt001 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 12 20.0 8 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
71 roseb002 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 12.0 8 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
72 spolp001 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 3 4.0 2 6.0 0.22222 0.17143 0.40909 0.26829 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
73 moyej001 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 8.0 24 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
74 ayalb002 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 6.0 4 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
75 wrigj002 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 14 21.0 7 10.0 0.30435 0.18519 0.38356 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
76 navaj001 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 16 18.0 9 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
77 wittb001 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 22 24.0 12 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
78 selea001 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 18 13.0 7 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
79 berej002 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 10 19.0 7 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
80 hentp001 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 9 14.0 9 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
81 guzmj003 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 11 16.0 8 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
82 hanse001 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 12.0 7 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
83 rislb001 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 6 5.0 4 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
84 tracs001 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 7 12.0 10 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
85 vazqj001 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 4.0 11 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
86 batim001 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 3 10.0 6 5.0 0.34483 0.11111 0.51351 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
87 piscm001 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 4 3.0 6 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
88 valdm001 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 4 5.0 8 11.0 0.2381 0.2037 0.375 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
89 tapak001 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 14 17.0 8 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
90 moort001 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 5 6.0 13 17.0 0.21429 0.25 0.28571 0.30303 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
91 telea001 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 8 10.0 4 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
92 clarm002 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 15 18.0 8 16.0 0.26471 0.21622 0.32857 0.27848 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
93 perec001 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 9 16.0 22 26.0 0.38095 0.21667 0.42857 0.27481 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
94 gonzj003 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 7 9.0 8 11.0 0.21951 0.19643 0.2619 0.26667 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
95 leita001 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 4 5.0 15 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
96 reedr002 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 11 12.0 11 18.0 0.25532 0.21687 0.29787 0.23529 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
97 parkc002 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 9 12.0 10 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
98 woodk002 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 3.0 8 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
99 nomoh001 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 1 7.0 9 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
100 dreid001 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 5 8.0 4 7.0 0.16327 0.17073 0.18 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
101 valdi001 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 9 16.0 15 28.0 0.27586 0.30108 0.31148 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
102 browk001 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 12 18.0 6 14.0 0.2069 0.21538 0.23864 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
103 hamij002 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 5 16.0 7 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
104 ashba002 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 12 16.0 12 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
105 bottk001 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 3 5.0 10 10.0 0.17241 0.28571 0.24138 0.31707 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
106 weatd001 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 10 14.0 14 13.0 0.31111 0.23636 0.3617 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
107 harnp001 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 11.0 13 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
108 belis001 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 8 6.0 8 6.0 0.19355 0.13333 0.36842 0.39474 0.23404 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
109 tomkb001 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 15 14.0 12 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
110 martr002 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 8 10.0 7 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
111 reyns001 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 10 13.0 18 30.0 0.20968 0.32967 0.29231 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
112 hampm001 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 2 6.0 20 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
113 joneb003 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 12.0 10 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
114 yoshm001 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 7 9.0 9 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
115 stepg001 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 5 13.0 5 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
116 clouk001 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 16 21.0 11 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
117 swifb001 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 8 9.0 5 8.0 0.18 0.19048 0.28 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
118 polic001 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 10 9.0 11 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
119 aybam001 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 12 13.0 14 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
120 thomm002 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 5 9.0 8 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
121 moehb001 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 14 22.0 7 9.0 0.25581 0.15789 0.33333 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
122 coned001 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 12 16.0 8 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
123 mendr001 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 11 17.0 7 11.0 0.32075 0.22917 0.36842 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
124 burkj001 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 12.0 13 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
125 mercj001 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 11 10.0 12 16.0 0.21739 0.24615 0.29412 0.26154 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
126 judej001 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 12 16.0 6 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
127 halaj001 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 4 7.0 13 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
128 ruetk001 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 3 1.0 18 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
129 limaj001 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 13 20.0 8 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
130 hermd001 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 5 7.0 14 18.0 0.16279 0.26866 0.25 0.31081 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
131 mlicd001 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 4 8.0 12 19.0 0.22857 0.26389 0.325 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
132 morgm001 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 19 23.0 9 13.0 0.31507 0.26531 0.32 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
133 milte001 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 6 11.0 13 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
134 pichh001 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 11 12.0 8 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
135 tewkb001 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 12 13.0 18 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
136 tromm001 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 3 4.0 6 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
137 willw001 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 15 14.0 15 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
138 radkb001 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 11 17.0 4 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
139 clemr001 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 7.0 7 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
140 hawkl001 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 6 15.0 6 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
141 hellr001 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 6 16.0 9 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
142 schmj001 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 7 21.0 10 16.0 0.33333 0.21622 0.34328 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
143 stott001 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 12 10.0 14 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
144 oquim001 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 12 15.0 2 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
145 loaie001 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 5 15.0 6 9.0 0.29412 0.20455 0.375 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
146 sprid001 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 13 14.0 10 13.0 0.24561 0.22034 0.29032 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

View File

@ -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!')