diff --git a/.gitignore b/.gitignore
index 6d954f5..1460395 100644
--- a/.gitignore
+++ b/.gitignore
@@ -134,4 +134,5 @@ card_creation.db
 theshow/
 .vscode/
 *.DS_STORE
-._lock*
\ No newline at end of file
+._lock*
+.~lock*
\ No newline at end of file
diff --git a/batting_stats.csv b/batting_stats.csv
index 8170893..2f2aa8e 100644
--- a/batting_stats.csv
+++ b/batting_stats.csv
@@ -1,153 +1,153 @@
-batter_id,last_name,use_name,key_mlbam,key_retro,key_bbref,key_fangraphs,bat_hand,PA_vL,PA_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,H_vL,H_vR,AVG_vL,AVG_vR,OBP_vL,OBP_vR,SLG_vL,SLG_vR,Hard%_vL,Hard%_vR,Med%_vL,Med%_vR,Soft%_vL,Soft%_vR
-knobc001,Knoblauch,Chuck,117197,knobc001,knoblch01,609,R,20.0,87.0,17.0,79.0,1.0,0.0,15,1.0,0.0,1.0,1.0,0.0,10,4.0,10,3.0,4.0,0.0,2.0,17.0,0.11765,0.21519,0.3,0.35632,0.17647,0.27848,0.25881999999999994,0.26329,0.1,0.1,0.6411800000000001,0.63671
-oneip001,O'Neill,Paul,120028,oneip001,o'neipa01,1009818,L,21.0,75.0,20.0,65.0,0.0,0.0,10,3.0,6.0,0.0,1.0,0.0,12,2.0,8,6.0,0.0,1.0,3.0,17.0,0.15,0.26154,0.28571,0.38667,0.15,0.38462,0.19999999999999998,0.32308000000000003,0.1,0.18462000000000003,0.7000000000000001,0.49229999999999996
-willb002,Williams,Bernie,124288,willb002,willibe02,857,S,27.0,70.0,26.0,61.0,0.0,0.0,8,4.0,5.0,1.0,1.0,1.0,14,1.0,6,9.0,0.0,0.0,6.0,14.0,0.23077,0.22951,0.25926,0.4,0.34615,0.34426,0.31538,0.31475,0.17307,0.17212500000000003,0.51155,0.513125
-erstd001,Erstad,Darin,113889,erstd001,erstada01,11,L,32.0,87.0,29.0,79.0,4.0,2.0,12,4.0,7.0,2.0,1.0,1.0,8,3.0,10,4.0,0.0,1.0,9.0,24.0,0.31034,0.3038,0.40625,0.36782,0.65517,0.56962,0.5448299999999999,0.46581999999999996,0.3551700000000001,0.39873000000000003,0.09999999999999998,0.13545000000000007
-edmoj001,Edmonds,Jim,113744,edmoj001,edmonji01,1153,L,24.0,65.0,24.0,61.0,2.0,0.0,9,3.0,5.0,1.0,0.0,0.0,6,1.0,6,5.0,0.0,0.0,4.0,16.0,0.16667,0.2623,0.20833,0.33846,0.20833,0.44262,0.24165999999999996,0.38032,0.1,0.27048000000000005,0.65834,0.34919999999999995
-holld001,Hollins,Dave,116083,holld001,hollida01,1391,S,24.0,76.0,20.0,72.0,2.0,2.0,7,3.0,2.0,0.0,1.0,0.0,4,3.0,15,4.0,2.0,1.0,5.0,12.0,0.25,0.16667,0.375,0.23684,0.55,0.30556,0.5,0.33889,0.4,0.208335,0.09999999999999998,0.452775
-salmt001,Salmon,Tim,121640,salmt001,salmoti01,32,R,20.0,52.0,15.0,45.0,6.0,1.0,3,3.0,1.0,0.0,0.0,0.0,9,5.0,14,3.0,1.0,0.0,4.0,10.0,0.26667,0.22222,0.45,0.38462,0.46667,0.64444,0.39999999999999997,0.6222200000000001,0.29999999999999993,0.2777799999999999,0.30000000000000016,0.09999999999999998
-fielc001,Fielder,Cecil,114106,fielc001,fieldce01,1004026,R,20.0,79.0,19.0,75.0,1.0,1.0,7,2.0,5.0,0.0,0.0,0.0,9,5.0,20,6.0,1.0,0.0,3.0,13.0,0.15789,0.17333,0.4,0.29114,0.31579,0.28,0.3579,0.30667,0.23685,0.160005,0.40525,0.533325
-andeg001,Anderson,Garret,110236,andeg001,anderga01,2,L,27.0,74.0,27.0,72.0,2.0,0.0,9,5.0,5.0,1.0,2.0,0.0,4,1.0,11,3.0,0.0,0.0,6.0,18.0,0.22222,0.25,0.25926,0.2973,0.25926,0.45833,0.23704,0.4083300000000001,0.1,0.312495,0.66296,0.2791749999999999
-martt002,Martinez,Tino,118362,martt002,martiti02,1168,L,29.0,57.0,27.0,58.0,2.0,0.0,9,2.0,3.0,2.0,0.0,0.0,8,2.0,5,12.0,1.0,1.0,4.0,14.0,0.14815,0.24138,0.24138,0.40351,0.22222,0.39655,0.27407000000000004,0.35517,0.111105,0.232755,0.614825,0.412075
-martn001,Martin,Norberto,118348,martn001,martino01,1008185,R,23.0,47.0,23.0,47.0,0.0,0.0,6,3.0,0.0,2.0,0.0,0.0,1,0.0,3,5.0,0.0,0.0,5.0,6.0,0.21739,0.12766,0.21739,0.14894,0.30435,0.12766,0.2869600000000001,0.2,0.13044,0.1,0.5825999999999999,0.7000000000000001
-disag001,Disarcina,Gary,113387,disag001,disarga01,1003322,R,22.0,55.0,20.0,56.0,0.0,1.0,7,5.0,2.0,1.0,2.0,0.0,1,0.0,7,1.0,1.0,2.0,7.0,11.0,0.35,0.19643,0.40909,0.23636,0.55,0.30357,0.4,0.3071400000000001,0.3000000000000001,0.16071000000000002,0.2999999999999999,0.5321499999999999
-loftk001,Lofton,Kenny,117863,loftk001,loftoke01,246,L,42.0,66.0,40.0,59.0,1.0,0.0,12,6.0,2.0,2.0,1.0,1.0,6,4.0,9,4.0,0.0,0.0,9.0,16.0,0.225,0.27119,0.30952,0.33333,0.325,0.38983,0.30000000000000004,0.3186400000000001,0.15000000000000002,0.17796000000000003,0.5499999999999999,0.5034
-vizqo001,Vizquel,Omar,123744,vizqo001,vizquom01,411,S,34.0,60.0,32.0,53.0,0.0,0.0,10,9.0,4.0,0.0,0.0,0.0,7,2.0,9,1.0,0.0,1.0,9.0,14.0,0.28125,0.26415,0.35294,0.35,0.28125,0.33962,0.2,0.27547,0.1,0.11320499999999997,0.7000000000000001,0.611325
-justd001,Justice,David,116798,justd001,justida01,923,L,37.0,61.0,39.0,55.0,3.0,1.0,9,2.0,4.0,4.0,0.0,0.0,6,3.0,7,6.0,0.0,0.0,7.0,16.0,0.17949,0.29091,0.27027,0.36066,0.35897,0.52727,0.37947999999999993,0.4363600000000001,0.26922,0.35454,0.35130000000000006,0.2090999999999999
-ramim002,Ramirez,Manny,120903,ramim002,ramirma02,210,R,36.0,65.0,35.0,63.0,2.0,4.0,6,6.0,4.0,1.0,0.0,0.0,4,1.0,15,7.0,1.0,1.0,11.0,12.0,0.31429,0.19048,0.36111,0.26154,0.68571,0.34921,0.57142,0.35873,0.32858,0.238095,0.09999999999999998,0.403175
-thomj002,Thome,Jim,123272,thomj002,thomeji01,409,L,30.0,61.0,28.0,57.0,2.0,1.0,8,5.0,5.0,2.0,0.0,0.0,9,4.0,15,8.0,0.0,0.0,8.0,15.0,0.28571,0.26316,0.4,0.39344,0.46429,0.45614,0.37858,0.39297999999999994,0.26786999999999994,0.28947,0.35355000000000003,0.3175500000000001
-frymt001,Fryman,Travis,114465,frymt001,frymatr01,385,R,33.0,68.0,30.0,65.0,1.0,1.0,2,3.0,3.0,2.0,1.0,0.0,6,4.0,22,5.0,0.0,0.0,6.0,7.0,0.2,0.10769,0.30303,0.19118,0.36667,0.23077,0.36667,0.32308,0.250005,0.18462,0.38332499999999997,0.49229999999999996
-dunss001,Dunston,Shawon,113645,dunss001,dunstsh01,1401,R,32.0,48.0,28.0,47.0,0.0,0.0,5,1.0,4.0,1.0,1.0,0.0,3,3.0,6,2.0,0.0,0.0,2.0,10.0,0.07143,0.21277,0.15625,0.27083,0.10714,0.34043,0.23571000000000003,0.32765999999999995,0.1,0.19149000000000005,0.6642899999999999,0.48085
-garcn001,Garciaparra,Nomar,114596,garcn001,garcino01,190,R,39.0,76.0,36.0,82.0,2.0,1.0,18,5.0,0.0,1.0,1.0,1.0,3,3.0,9,4.0,0.0,1.0,8.0,21.0,0.22222,0.2561,0.30769,0.31579,0.38889,0.35366,0.36667000000000005,0.29756000000000005,0.25000500000000003,0.14633999999999997,0.3833249999999999,0.5561
-valej002,Valentin,John,123608,valej002,valenjo02,1375,R,40.0,76.0,38.0,67.0,1.0,2.0,11,4.0,5.0,2.0,0.0,0.0,9,4.0,6,5.0,0.0,0.0,8.0,17.0,0.21053,0.25373,0.3,0.34211,0.42105,0.37313,0.41052,0.3194,0.31577999999999995,0.1791,0.27370000000000005,0.5015
-vaugm001,Vaughn,Mo,123678,vaugm001,vaughmo01,899,L,48.0,66.0,45.0,61.0,4.0,2.0,11,9.0,6.0,1.0,0.0,0.0,3,3.0,13,16.0,2.0,2.0,12.0,21.0,0.26667,0.34426,0.35417,0.39394,0.42222,0.63934,0.35555,0.49507999999999996,0.23332499999999995,0.40492000000000006,0.411125,0.09999999999999998
-lewid001,Lewis,Darren,117731,lewid001,lewisda01,286,R,34.0,40.0,30.0,41.0,0.0,1.0,8,4.0,1.0,2.0,1.0,0.0,2,6.0,7,5.0,0.0,0.0,7.0,10.0,0.23333,0.2439,0.38235,0.3,0.4,0.31707,0.36667000000000005,0.27317,0.25000500000000003,0.10975500000000002,0.3833249999999999,0.6170749999999999
-oleat001,O'Leary,Troy,119975,oleat001,o'leatr01,789,L,40.0,54.0,37.0,56.0,3.0,2.0,5,5.0,3.0,1.0,0.0,1.0,3,5.0,7,4.0,0.0,0.0,9.0,11.0,0.24324,0.19643,0.35,0.25926,0.48649,0.41071,0.44325000000000003,0.4142800000000001,0.36487499999999995,0.32142000000000004,0.19187500000000002,0.26429999999999987
-mccrq001,McCracken,Quinton,118609,mccrq001,mccraqu01,1377,S,33.0,75.0,35.0,78.0,0.0,0.0,15,7.0,6.0,1.0,1.0,0.0,2,0.0,14,4.0,0.0,0.0,8.0,22.0,0.22857,0.28205,0.24242,0.32,0.25714,0.38462,0.22857,0.30257,0.1,0.153855,0.6714300000000001,0.543575
-martd002,Martinez,Dave,118363,martd002,martida01,1008160,L,26.0,59.0,25.0,55.0,1.0,0.0,11,6.0,2.0,1.0,0.0,0.0,8,2.0,6,6.0,0.0,1.0,7.0,14.0,0.28,0.25455,0.38462,0.37288,0.32,0.34545,0.24,0.2909,0.1,0.13634999999999997,0.66,0.5727500000000001
-mcgrf001,McGriff,Fred,118730,mcgrf001,mcgrifr01,293,L,48.0,60.0,41.0,64.0,2.0,3.0,9,8.0,4.0,3.0,0.0,0.0,5,5.0,17,7.0,0.0,1.0,14.0,15.0,0.34146,0.23438,0.41667,0.33333,0.63415,0.39062,0.49268999999999996,0.35624,0.40731000000000006,0.23436,0.09999999999999998,0.4094
-sorrp001,Sorrento,Paul,122541,sorrp001,sorrepa01,1012282,L,27.0,68.0,23.0,64.0,1.0,0.0,5,3.0,6.0,3.0,0.0,0.0,5,4.0,13,8.0,1.0,0.0,6.0,12.0,0.26087,0.1875,0.37037,0.26471,0.3913,0.32812,0.33042999999999995,0.34062000000000003,0.19564499999999999,0.21093000000000003,0.47392500000000004,0.4484499999999999
-butlr002,Butler,Rich,111820,butlr002,butleri01,1001782,L,20.0,59.0,19.0,53.0,2.0,1.0,11,3.0,0.0,0.0,0.0,0.0,5,2.0,7,1.0,0.0,1.0,4.0,13.0,0.21053,0.24528,0.35,0.30508,0.36842,0.35849,0.35789000000000004,0.31320999999999993,0.23683500000000005,0.16981499999999997,0.40527499999999994,0.5169750000000001
-stock001,Stocker,Kevin,122811,stock001,stockke01,1012549,S,24.0,62.0,22.0,55.0,1.0,0.0,7,5.0,1.0,1.0,2.0,0.0,6,1.0,16,4.0,1.0,1.0,6.0,11.0,0.27273,0.2,0.33333,0.29032,0.31818,0.34545,0.2454500000000001,0.34545,0.1,0.21817499999999995,0.6545499999999999,0.436375
-cairm001,Cairo,Miguel,111867,cairm001,cairomi01,1412,R,24.0,62.0,23.0,60.0,1.0,0.0,13,3.0,1.0,2.0,0.0,1.0,2,1.0,6,0.0,0.0,0.0,6.0,15.0,0.26087,0.25,0.29167,0.27419,0.43478,0.31667,0.37391,0.26666999999999996,0.260865,0.10000500000000001,0.365225,0.633325
-smitr003,Smith,Bob,134360,smitr003,smithbo06,1493,R,23.0,52.0,22.0,47.0,1.0,2.0,8,3.0,1.0,2.0,0.0,0.0,8,2.0,14,2.0,1.0,0.0,7.0,10.0,0.31818,0.21277,0.3913,0.36538,0.68182,0.29787,0.56364,0.2851,0.33636,0.12765000000000004,0.09999999999999998,0.5872499999999999
-alomr001,Alomar,Roberto,110183,alomr001,alomaro01,860,S,40.0,68.0,37.0,65.0,0.0,2.0,8,10.0,2.0,2.0,0.0,0.0,9,4.0,6,5.0,0.0,0.0,14.0,10.0,0.37838,0.15385,0.45,0.27941,0.59459,0.18462,0.4162099999999999,0.23077000000000003,0.3243149999999999,0.1,0.2594750000000001,0.66923
-surhb001,Surhoff,B.J.,122989,surhb001,surhob.01,117,L,34.0,62.0,33.0,56.0,1.0,0.0,9,4.0,4.0,3.0,0.0,0.0,5,3.0,11,4.0,0.0,0.0,7.0,14.0,0.21212,0.25,0.29412,0.30645,0.30303,0.375,0.2909100000000001,0.32499999999999996,0.13636500000000001,0.1875,0.5727249999999999,0.48750000000000004
-cartj001,Carter,Joe,112064,cartj001,cartejo01,1002018,R,37.0,45.0,39.0,44.0,0.0,2.0,7,5.0,1.0,3.0,0.0,0.0,3,1.0,7,8.0,1.0,1.0,10.0,8.0,0.25641,0.18182,0.32432,0.26667,0.48718,0.20455,0.43077,0.22273,0.346155,0.1,0.22307500000000002,0.67727
-palmr001,Palmeiro,Rafael,120191,palmr001,palmera01,1266,L,45.0,60.0,40.0,55.0,1.0,1.0,7,5.0,4.0,1.0,0.0,0.0,10,9.0,7,4.0,0.0,0.0,7.0,12.0,0.175,0.21818,0.35556,0.36667,0.275,0.34545,0.30000000000000004,0.32726999999999995,0.15000000000000005,0.19090499999999994,0.5499999999999999,0.4818250000000001
-ripkc001,Ripken,Cal,121222,ripkc001,ripkeca01,1010978,R,35.0,68.0,38.0,62.0,1.0,0.0,12,7.0,0.0,2.0,0.0,0.0,8,0.0,10,6.0,1.0,0.0,9.0,13.0,0.23684,0.20968,0.25714,0.32353,0.28947,0.25806,0.25263,0.24838000000000002,0.1,0.1,0.64737,0.65162
-bordm001,Bordick,Mike,111234,bordm001,bordimi01,129,R,30.0,46.0,27.0,41.0,1.0,1.0,5,1.0,4.0,1.0,0.0,0.0,4,1.0,9,2.0,1.0,0.0,3.0,10.0,0.11111,0.2439,0.13333,0.32609,0.25926,0.41463,0.34815,0.37073,0.222225,0.25609499999999996,0.42962500000000003,0.37317500000000003
-lansm001,Lansing,Mike,117491,lansm001,lansimi01,1007334,R,28.0,85.0,25.0,88.0,0.0,1.0,15,8.0,6.0,0.0,0.0,0.0,2,2.0,10,6.0,0.0,0.0,9.0,21.0,0.36,0.23864,0.39286,0.27059,0.48,0.30682,0.31999999999999995,0.2681800000000001,0.18,0.10226999999999999,0.5,0.6295499999999999
-burke001,Burks,Ellis,111736,burke001,burksel01,372,R,26.0,77.0,24.0,73.0,4.0,3.0,9,2.0,3.0,1.0,0.0,0.0,6,3.0,17,3.0,0.0,0.0,6.0,16.0,0.25,0.21918,0.34615,0.28571,0.66667,0.42466,0.61667,0.40547999999999995,0.28332999999999997,0.30821999999999994,0.09999999999999998,0.2863000000000001
-walkl001,Walker,Larry,123833,walkl001,walkela01,455,L,27.0,79.0,22.0,69.0,1.0,0.0,18,2.0,5.0,5.0,0.0,0.0,11,5.0,8,0.0,1.0,0.0,7.0,24.0,0.31818,0.34783,0.44444,0.4557,0.54545,0.46377,0.4272699999999999,0.31594,0.34090499999999996,0.17391000000000006,0.23182500000000011,0.5101499999999999
-bichd001,Bichette,Dante,110974,bichd001,bicheda01,1000946,R,33.0,82.0,34.0,87.0,0.0,0.0,20,11.0,8.0,2.0,0.0,0.0,1,0.0,9,1.0,0.0,0.0,13.0,28.0,0.38235,0.32184,0.39394,0.35366,0.44118,0.41379,0.25883000000000006,0.29195000000000004,0.1,0.13792499999999996,0.6411699999999999,0.570125
-whitd001,White,Devon,124164,whitd001,whitede03,1013862,S,26.0,88.0,24.0,80.0,2.0,0.0,12,9.0,4.0,1.0,0.0,1.0,5,2.0,22,1.0,3.0,0.0,11.0,18.0,0.45833,0.225,0.5,0.29545,0.58333,0.35,0.32500000000000007,0.32500000000000007,0.1875,0.18749999999999994,0.48749999999999993,0.4875
-bellj001,Bell,Jay,110826,bellj001,bellja01,48,R,22.0,87.0,21.0,86.0,3.0,1.0,12,4.0,1.0,0.0,2.0,0.0,4,1.0,19,7.0,1.0,0.0,5.0,18.0,0.2381,0.2093,0.27273,0.26437,0.38095,0.37209,0.3428500000000001,0.36278999999999995,0.214275,0.24418499999999993,0.4428749999999999,0.3930250000000001
-lee-t002,Lee,Travis,134162,lee-t002,leetr01,958,L,23.0,86.0,26.0,76.0,3.0,2.0,13,3.0,2.0,1.0,0.0,0.0,11,1.0,21,4.0,0.0,0.0,6.0,18.0,0.23077,0.23684,0.30435,0.33721,0.5,0.38158,0.4692299999999999,0.34474,0.40384499999999995,0.21710999999999997,0.12692500000000012,0.43815
-willm003,Williams,Matt,124326,willm003,willima04,77,R,22.0,83.0,21.0,79.0,4.0,1.0,9,6.0,5.0,1.0,0.0,0.0,5,2.0,15,1.0,1.0,0.0,8.0,18.0,0.38095,0.22785,0.45455,0.28916,0.57143,0.44304,0.39048000000000005,0.41519000000000006,0.28572,0.322785,0.3238,0.26202499999999995
-castv001,Castilla,Vinny,112106,castv001,castivi02,84,R,30.0,81.0,30.0,82.0,7.0,1.0,12,3.0,1.0,1.0,0.0,0.0,4,1.0,6,3.0,1.0,0.0,5.0,20.0,0.16667,0.2439,0.2,0.30864,0.3,0.5122,0.33333,0.46829999999999994,0.19999499999999998,0.40245,0.466675,0.1292500000000001
-peren001,Perez,Neifi,120413,peren001,perezne01,620,S,33.0,73.0,31.0,74.0,0.0,0.0,13,2.0,4.0,1.0,2.0,0.0,3,2.0,8,4.0,0.0,0.0,3.0,19.0,0.09677,0.25676,0.15152,0.30137,0.12903,0.36486,0.23226000000000005,0.30810000000000004,0.1,0.16215000000000004,0.66774,0.5297499999999999
-hamid001,Hamilton,Darryl,115378,hamid001,hamilda02,1005272,L,24.0,57.0,26.0,48.0,0.0,0.0,11,4.0,0.0,1.0,0.0,0.0,9,0.0,9,5.0,0.0,1.0,5.0,11.0,0.19231,0.22917,0.25,0.35088,0.23077,0.22917,0.23845999999999998,0.20000000000000004,0.1,0.1,0.66154,0.7
-muelb001,Mueller,Bill,119482,muelb001,muellbi02,295,S,32.0,72.0,28.0,66.0,2.0,0.0,12,8.0,4.0,2.0,0.0,0.0,7,4.0,10,5.0,0.0,0.0,10.0,18.0,0.35714,0.27273,0.4375,0.34722,0.42857,0.42424,0.27143000000000006,0.35151000000000004,0.10714499999999999,0.22726500000000005,0.6214249999999999,0.42122499999999996
-bondb001,Bonds,Barry,111188,bondb001,bondsba01,1109,L,44.0,75.0,39.0,64.0,2.0,2.0,4,4.0,7.0,2.0,0.0,0.0,8,7.0,12,6.0,0.0,0.0,8.0,13.0,0.20513,0.20312,0.34091,0.28,0.41026,0.40625,0.40513,0.40313,0.307695,0.304695,0.287175,0.292175
-kentj001,Kent,Jeff,116999,kentj001,kentje01,1119,R,29.0,75.0,30.0,77.0,1.0,0.0,10,1.0,4.0,2.0,0.0,1.0,2,2.0,20,10.0,1.0,0.0,4.0,15.0,0.13333,0.19481,0.2069,0.24,0.26667,0.28571,0.33334,0.29090000000000005,0.20001000000000002,0.13635000000000003,0.46665,0.5727499999999999
-snowj001,Snow,J.T.,122497,snowj001,snowj.01,1133,L,27.0,70.0,26.0,64.0,1.0,0.0,5,2.0,3.0,1.0,0.0,0.0,10,1.0,10,8.0,0.0,0.0,3.0,9.0,0.11538,0.14062,0.14815,0.27143,0.15385,0.23438,0.23847000000000002,0.29376,0.1,0.14064000000000002,0.6615300000000001,0.5656
-javis001,Javier,Stan,116506,javis001,javiest01,1006372,S,28.0,73.0,26.0,64.0,1.0,0.0,10,5.0,2.0,1.0,1.0,0.0,10,3.0,9,4.0,0.0,0.0,6.0,14.0,0.23077,0.21875,0.32143,0.32877,0.26923,0.32812,0.23846000000000003,0.30937000000000003,0.1,0.16405500000000003,0.66154,0.5265749999999999
-johnb002,Johnson,Brian,116566,johnb002,johnsbr01,1006432,R,25.0,54.0,22.0,54.0,0.0,1.0,11,1.0,1.0,0.0,0.0,0.0,1,4.0,7,8.0,1.0,0.0,2.0,12.0,0.09091,0.22222,0.24,0.25926,0.22727,0.24074,0.33636000000000005,0.21852000000000002,0.20453999999999997,0.1,0.45910000000000006,0.68148
-aurir001,Aurilia,Rich,110383,aurir001,aurilri01,1106,R,20.0,46.0,17.0,43.0,0.0,0.0,10,2.0,3.0,3.0,0.0,0.0,4,3.0,7,0.0,1.0,0.0,5.0,13.0,0.29412,0.30233,0.4,0.3913,0.47059,0.37209,0.37647,0.26976,0.264705,0.10463999999999998,0.3588249999999999,0.6256
-floyc001,Floyd,Cliff,114260,floyc001,floydcl01,518,L,22.0,91.0,19.0,76.0,7.0,0.0,7,5.0,1.0,1.0,0.0,0.0,15,3.0,23,3.0,1.0,0.0,6.0,15.0,0.31579,0.19737,0.40909,0.34066,0.36842,0.48684,0.25263,0.48947,0.1,0.41053,0.64737,0.09999999999999992
-jonec004,Jones,Chipper,116706,jonec004,jonesch06,97,S,23.0,88.0,22.0,86.0,8.0,0.0,16,5.0,4.0,1.0,1.0,0.0,9,3.0,12,4.0,0.0,0.0,6.0,29.0,0.27273,0.33721,0.3913,0.43182,0.31818,0.68605,0.2454500000000001,0.54884,0.1,0.35116,0.6545499999999999,0.09999999999999998
-vinaf001,Vina,Fernando,123726,vinaf001,vinafe01,1189,L,37.0,78.0,36.0,72.0,3.0,0.0,13,9.0,3.0,1.0,1.0,1.0,7,3.0,6,2.0,0.0,2.0,11.0,20.0,0.30556,0.27778,0.43243,0.34615,0.38889,0.47222,0.28333,0.39444,0.12499500000000002,0.2916599999999999,0.591675,0.31390000000000007
-cirij001,Cirillo,Jeff,112297,cirij001,cirilje01,1073,R,37.0,72.0,30.0,64.0,2.0,0.0,13,3.0,4.0,2.0,0.0,0.0,10,8.0,7,6.0,0.0,0.0,5.0,19.0,0.16667,0.29688,0.35135,0.40278,0.23333,0.45312,0.26666,0.35624000000000006,0.1,0.23436000000000007,0.63334,0.4093999999999998
-jahaj001,Jaha,John,116468,jahaj001,jahajo01,1006336,R,20.0,41.0,18.0,32.0,0.0,1.0,5,2.0,1.0,1.0,0.0,0.0,8,3.0,13,4.0,3.0,0.0,4.0,6.0,0.22222,0.1875,0.35,0.41463,0.44444,0.21875,0.42222000000000004,0.23125,0.33333,0.1,0.24444999999999995,0.6687500000000001
-burnj001,Burnitz,Jeromy,111742,burnj001,burnije01,867,L,40.0,66.0,38.0,58.0,3.0,1.0,9,5.0,4.0,2.0,0.0,0.0,9,2.0,17,13.0,0.0,0.0,8.0,16.0,0.21053,0.27586,0.25,0.37879,0.34211,0.5,0.3315800000000001,0.42413999999999996,0.19737000000000005,0.33621,0.47104999999999986,0.23965000000000003
-grism001,Grissom,Marquis,115174,grism001,grissma02,652,R,31.0,67.0,32.0,74.0,3.0,0.0,8,3.0,3.0,2.0,0.0,0.0,1,1.0,16,2.0,0.0,0.0,5.0,14.0,0.15625,0.18919,0.19355,0.22388,0.21875,0.35135,0.2625,0.36216000000000004,0.1,0.24324,0.6375000000000001,0.39459999999999995
-valej003,Valentin,Jose,123610,valej003,valenjo03,256,S,27.0,66.0,25.0,55.0,3.0,0.0,2,6.0,1.0,0.0,0.0,0.0,13,4.0,14,6.0,0.0,0.0,6.0,6.0,0.24,0.10909,0.37037,0.28788,0.24,0.29091,0.2,0.38182,0.1,0.27273,0.7000000000000001,0.34545
-mathm001,Matheny,Mike,118414,mathm001,mathemi01,1169,R,23.0,47.0,22.0,42.0,1.0,1.0,4,7.0,5.0,0.0,0.0,0.0,3,1.0,6,3.0,2.0,0.0,8.0,10.0,0.36364,0.2381,0.3913,0.31915,0.5,0.42857,0.33635999999999994,0.3904700000000001,0.20453999999999997,0.285705,0.45910000000000006,0.3238249999999999
-gland001,Glanville,Doug,114844,gland001,glanvdo01,956,R,24.0,87.0,23.0,89.0,2.0,1.0,17,4.0,2.0,1.0,1.0,0.0,2,2.0,9,1.0,0.0,0.0,6.0,22.0,0.26087,0.24719,0.33333,0.27586,0.43478,0.35955,0.37391,0.31235999999999997,0.260865,0.16853999999999997,0.365225,0.5191000000000001
-jeffg001,Jefferies,Gregg,116513,jeffg001,jeffegr01,1006379,S,24.0,73.0,24.0,68.0,0.0,0.0,15,3.0,2.0,1.0,0.0,0.0,5,1.0,2,2.0,0.0,1.0,4.0,17.0,0.16667,0.25,0.25,0.30137,0.20833,0.27941,0.24165999999999996,0.22941,0.1,0.1,0.65834,0.67059
-roles001,Rolen,Scott,121409,roles001,rolensc01,970,R,20.0,83.0,19.0,79.0,1.0,1.0,11,1.0,4.0,2.0,0.0,0.0,10,3.0,21,3.0,0.0,0.0,4.0,16.0,0.21053,0.20253,0.35,0.31325,0.47368,0.29114,0.46315000000000006,0.28861000000000003,0.394725,0.13291500000000003,0.14212499999999995,0.578475
-liebm001,Lieberthal,Mike,117759,liebm001,liebemi01,959,R,20.0,67.0,17.0,68.0,2.0,0.0,8,2.0,1.0,1.0,1.0,0.0,2,1.0,9,3.0,1.0,1.0,3.0,12.0,0.17647,0.17647,0.25,0.22388,0.23529,0.30882,0.25882000000000005,0.33235000000000003,0.1,0.198525,0.64118,0.46912499999999996
-brogr001,Brogna,Rico,111502,brogr001,brognri01,1001464,L,23.0,74.0,23.0,72.0,4.0,0.0,7,3.0,3.0,2.0,0.0,0.0,2,2.0,17,6.0,0.0,0.0,5.0,14.0,0.21739,0.19444,0.30435,0.21622,0.30435,0.40278,0.2869600000000001,0.4083400000000001,0.13044,0.31251000000000007,0.5825999999999999,0.2791499999999998
-abreb001,Abreu,Bobby,110029,abreb001,abreubo01,945,L,24.0,65.0,22.0,60.0,0.0,0.0,14,3.0,5.0,0.0,1.0,0.0,5,1.0,15,6.0,0.0,0.0,3.0,20.0,0.13636,0.33333,0.16667,0.38462,0.13636,0.45,0.19999999999999998,0.31667,0.1,0.175005,0.7000000000000001,0.508325
-relad001,Relaford,Desi,121058,relad001,relafde01,1096,S,22.0,46.0,22.0,44.0,2.0,0.0,6,6.0,2.0,1.0,0.0,0.0,4,0.0,6,4.0,0.0,0.0,7.0,10.0,0.31818,0.22727,0.31818,0.30435,0.36364,0.40909,0.24546,0.38182000000000005,0.1,0.27273000000000003,0.65454,0.3454499999999999
-womat001,Womack,Tony,124523,womat001,womacto01,78,L,25.0,93.0,24.0,91.0,0.0,0.0,17,3.0,0.0,0.0,1.0,0.0,4,3.0,12,5.0,0.0,0.0,3.0,18.0,0.125,0.1978,0.24,0.23656,0.125,0.21978,0.2,0.22198000000000004,0.1,0.1,0.7000000000000001,0.67802
-kendj001,Kendall,Jason,116974,kendj001,kendaja01,993,R,20.0,77.0,20.0,74.0,1.0,1.0,17,3.0,2.0,2.0,2.0,0.0,2,2.0,6,0.0,7.0,0.0,6.0,22.0,0.3,0.2973,0.4,0.4026,0.55,0.41892,0.45,0.32162,0.3750000000000001,0.18243,0.17499999999999993,0.49595
-marta001,Martin,Al,118329,marta001,martial03,1167,L,22.0,78.0,22.0,79.0,3.0,0.0,14,3.0,0.0,1.0,2.0,0.0,2,0.0,13,4.0,1.0,0.0,4.0,19.0,0.18182,0.24051,0.18182,0.28205,0.22727,0.40506,0.24545000000000003,0.36454999999999993,0.1,0.24682499999999996,0.65455,0.3886250000000001
-younk001,Young,Kevin,124704,younk001,youngke01,1018,R,22.0,83.0,21.0,86.0,4.0,0.0,9,1.0,3.0,1.0,0.0,0.0,4,1.0,17,7.0,0.0,0.0,2.0,16.0,0.09524,0.18605,0.13636,0.24096,0.14286,0.36047,0.24762,0.37442000000000003,0.1,0.26163000000000003,0.6523800000000001,0.36395
-allej001,Allensworth,Jermaine,110165,allej001,allenje01,1000148,R,20.0,69.0,19.0,67.0,0.0,0.0,17,5.0,3.0,2.0,1.0,0.0,3,2.0,11,4.0,1.0,0.0,7.0,21.0,0.36842,0.31343,0.45,0.36232,0.47368,0.38806,0.30526000000000003,0.27463000000000004,0.15788999999999995,0.11194500000000004,0.5368499999999999,0.6134249999999999
-damoj001,Damon,Johnny,113028,damoj001,damonjo01,185,L,41.0,76.0,38.0,72.0,0.0,0.0,11,7.0,3.0,4.0,2.0,0.0,6,1.0,13,7.0,1.0,1.0,11.0,16.0,0.28947,0.22222,0.31707,0.30263,0.39474,0.31944,0.30527000000000004,0.29722000000000004,0.15790499999999996,0.14583000000000002,0.536825,0.55695
-offej001,Offerman,Jose,119948,offej001,offerjo01,205,S,44.0,69.0,42.0,65.0,0.0,0.0,15,8.0,4.0,1.0,0.0,2.0,4,4.0,13,6.0,1.0,1.0,11.0,19.0,0.2619,0.29231,0.36364,0.34783,0.38095,0.35385,0.31905000000000006,0.26153999999999994,0.17857499999999998,0.1,0.502375,0.6384600000000001
-morrh001,Morris,Hal,119406,morrh001,morriha02,1009209,L,28.0,74.0,27.0,77.0,1.0,0.0,15,8.0,10.0,1.0,2.0,0.0,1,3.0,7,6.0,0.0,0.0,9.0,28.0,0.33333,0.36364,0.42857,0.39189,0.37037,0.58442,0.23704000000000003,0.4207800000000001,0.1,0.3311700000000001,0.66296,0.24804999999999977
-kingj001,King,Jeff,117081,kingj001,kingje01,1006931,R,32.0,68.0,28.0,67.0,4.0,0.0,11,4.0,0.0,0.0,0.0,0.0,6,6.0,15,5.0,1.0,0.0,4.0,15.0,0.14286,0.22388,0.3125,0.32353,0.14286,0.40299,0.2,0.37911000000000006,0.1,0.26866500000000004,0.7000000000000001,0.3522249999999999
-palmd002,Palmer,Dean,120194,palmd002,palmede01,482,R,31.0,77.0,30.0,74.0,7.0,2.0,7,8.0,6.0,0.0,1.0,0.0,4,2.0,18,5.0,1.0,0.0,10.0,21.0,0.33333,0.28378,0.3871,0.33766,0.53333,0.67568,0.4,0.5919000000000001,0.29999999999999993,0.30809999999999993,0.30000000000000004,0.09999999999999998
-sweem002,Sweeney,Mike,123041,sweem002,sweenmi01,634,R,23.0,59.0,21.0,57.0,3.0,0.0,11,2.0,0.0,0.0,0.0,0.0,4,2.0,7,2.0,0.0,0.0,2.0,14.0,0.09524,0.24561,0.17391,0.30508,0.09524,0.40351,0.2,0.3579,0.1,0.23684999999999998,0.7000000000000001,0.40525
-higgb001,Higginson,Bobby,115915,higgb001,higgibo02,469,L,23.0,74.0,21.0,67.0,2.0,0.0,13,3.0,5.0,0.0,0.0,0.0,9,4.0,9,5.0,0.0,0.0,3.0,20.0,0.14286,0.29851,0.30435,0.39189,0.14286,0.46269,0.2,0.36418,0.1,0.24627,0.7000000000000001,0.38955000000000006
-clart002,Clark,Tony,112316,clart002,clarkto02,182,S,22.0,72.0,23.0,72.0,2.0,0.0,6,4.0,3.0,1.0,0.0,0.0,3,1.0,21,5.0,1.0,0.0,5.0,11.0,0.21739,0.15278,0.27273,0.20833,0.26087,0.27778,0.24348,0.32500000000000007,0.1,0.18750000000000006,0.65652,0.4874999999999999
-camem001,Cameron,Mike,111904,camem001,camermi01,1070,R,24.0,63.0,22.0,59.0,0.0,0.0,10,2.0,0.0,0.0,1.0,0.0,7,2.0,12,7.0,0.0,0.0,2.0,11.0,0.09091,0.18644,0.16667,0.28571,0.09091,0.22034,0.2,0.23390000000000005,0.1,0.1,0.7000000000000001,0.6661
-thomf001,Thomas,Frank,123245,thomf001,thomafr04,255,R,21.0,84.0,19.0,75.0,5.0,0.0,8,3.0,5.0,0.0,0.0,0.0,12,2.0,12,3.0,0.0,0.0,3.0,18.0,0.15789,0.24,0.2381,0.35714,0.15789,0.50667,0.20000000000000004,0.4666699999999999,0.1,0.40000499999999994,0.7,0.13332500000000014
-bellj002,Belle,Albert,110839,bellj002,belleal01,1000802,R,23.0,82.0,21.0,72.0,4.0,0.0,7,1.0,6.0,2.0,0.0,0.0,12,2.0,16,3.0,0.0,0.0,3.0,17.0,0.14286,0.23611,0.21739,0.35366,0.2381,0.48611,0.29524000000000006,0.45,0.14286000000000004,0.375,0.5618999999999998,0.17500000000000004
-ventr001,Ventura,Robin,123697,ventr001,venturo01,854,L,27.0,77.0,25.0,72.0,2.0,1.0,11,3.0,4.0,3.0,1.0,1.0,5,2.0,8,8.0,0.0,0.0,8.0,18.0,0.32,0.25,0.37037,0.2987,0.64,0.41667,0.52,0.36667000000000005,0.38,0.250005,0.09999999999999998,0.38332499999999997
-ordom001,Ordonez,Magglio,120044,ordom001,ordonma01,248,R,21.0,70.0,21.0,64.0,2.0,1.0,6,4.0,2.0,0.0,0.0,0.0,7,1.0,15,2.0,0.0,0.0,5.0,10.0,0.2381,0.15625,0.28571,0.24286,0.38095,0.28125,0.3428500000000001,0.325,0.214275,0.1875,0.4428749999999999,0.48750000000000004
-durhr001,Durham,Ray,113660,durhr001,durhara01,230,S,24.0,87.0,22.0,75.0,2.0,0.0,11,6.0,4.0,0.0,1.0,0.0,9,3.0,11,2.0,1.0,0.0,6.0,18.0,0.27273,0.24,0.375,0.32184,0.27273,0.4,0.2,0.3600000000000001,0.1,0.24000000000000005,0.7000000000000001,0.39999999999999986
-hendr001,Henderson,Rickey,115749,hendr001,henderi01,194,R,25.0,87.0,24.0,77.0,1.0,0.0,8,6.0,4.0,0.0,0.0,0.0,14,2.0,17,2.0,0.0,0.0,6.0,13.0,0.25,0.16883,0.32,0.31034,0.25,0.25974,0.2,0.29091,0.1,0.13636500000000001,0.7000000000000001,0.5727249999999999
-grieb001,Grieve,Ben,115132,grieb001,grievbe01,1209,L,42.0,70.0,39.0,67.0,0.0,2.0,11,8.0,4.0,1.0,1.0,0.0,5,4.0,13,8.0,4.0,1.0,11.0,16.0,0.28205,0.23881,0.38095,0.35714,0.46154,0.32836,0.37949,0.28955,0.269235,0.13432499999999997,0.351275,0.576125
-giamj001,Giambi,Jason,114739,giamj001,giambja01,818,L,35.0,65.0,33.0,59.0,2.0,2.0,12,5.0,2.0,1.0,0.0,0.0,8,4.0,15,7.0,0.0,0.0,8.0,16.0,0.24242,0.27119,0.34286,0.36923,0.45455,0.40678,0.41213,0.33559,0.318195,0.20338499999999998,0.269675,0.46102499999999996
-coraj001,Cora,Joey,112664,coraj001,corajo01,1002607,S,26.0,96.0,24.0,94.0,0.0,0.0,18,6.0,5.0,2.0,1.0,0.0,3,3.0,6,3.0,2.0,0.0,8.0,24.0,0.33333,0.25532,0.42308,0.30208,0.41667,0.32979,0.28334000000000004,0.27447,0.12500999999999995,0.11170500000000005,0.59165,0.613825
-rodra001,Rodriguez,Alex,121347,rodra001,rodrial01,1274,R,27.0,97.0,27.0,92.0,5.0,4.0,13,3.0,3.0,3.0,3.0,0.0,5,1.0,18,5.0,2.0,0.0,10.0,24.0,0.37037,0.26087,0.40741,0.31959,0.92593,0.52174,0.7555600000000001,0.46087000000000006,0.1444399999999999,0.391305,0.09999999999999998,0.14782499999999987
-grifk002,Griffey,Ken,115135,grifk002,griffke02,327,L,38.0,77.0,38.0,65.0,6.0,5.0,4,3.0,2.0,2.0,0.0,1.0,11,1.0,12,8.0,2.0,0.0,11.0,12.0,0.28947,0.18462,0.31579,0.32468,0.78947,0.49231,0.7000000000000001,0.50769,0.19999999999999996,0.39231000000000005,0.09999999999999998,0.09999999999999998
-marte001,Martinez,Edgar,118365,marte001,martied01,1086,R,27.0,81.0,21.0,77.0,3.0,0.0,11,2.0,5.0,1.0,0.0,0.0,9,5.0,14,3.0,0.0,0.0,3.0,19.0,0.14286,0.24675,0.2963,0.34568,0.19048,0.42857,0.24762000000000006,0.38182000000000005,0.1,0.27273000000000003,0.65238,0.3454499999999999
-segud001,Segui,David,121977,segud001,seguida01,169,S,23.0,68.0,23.0,70.0,3.0,2.0,11,4.0,6.0,0.0,1.0,0.0,3,4.0,10,2.0,0.0,0.0,6.0,21.0,0.26087,0.3,0.43478,0.35294,0.52174,0.54286,0.46087000000000006,0.4428600000000001,0.391305,0.36429,0.14782499999999987,0.19284999999999997
-aloms001,Alomar,Sandy,110184,aloms001,alomasa02,221,R,20.0,46.0,23.0,47.0,0.0,1.0,4,4.0,2.0,1.0,0.0,0.0,1,0.0,4,1.0,0.0,0.0,6.0,6.0,0.26087,0.12766,0.3,0.15217,0.43478,0.17021,0.37391,0.24255000000000004,0.260865,0.1,0.365225,0.65745
-mclem001,McLemore,Mark,118808,mclem001,mclemma01,1088,S,27.0,81.0,20.0,76.0,1.0,0.0,21,5.0,2.0,1.0,0.0,0.0,8,7.0,11,3.0,0.0,0.0,6.0,24.0,0.3,0.31579,0.48148,0.39506,0.35,0.38158,0.25000000000000006,0.26578999999999997,0.1,0.1,0.65,0.63421
-greer001,Greer,Rusty,115114,greer001,greerru01,1252,L,23.0,77.0,27.0,69.0,1.0,0.0,8,6.0,1.0,0.0,1.0,1.0,11,1.0,16,2.0,0.0,0.0,7.0,11.0,0.25926,0.15942,0.34783,0.28571,0.33333,0.24638,0.2740700000000001,0.28696,0.11110500000000004,0.13043999999999997,0.614825,0.5826
-gonzj002,Gonzalez,Juan,114932,gonzj002,gonzaju03,1251,R,20.0,85.0,22.0,88.0,3.0,2.0,14,4.0,7.0,1.0,0.0,0.0,2,1.0,18,6.0,0.0,0.0,7.0,24.0,0.31818,0.27273,0.4,0.30588,0.63636,0.45455,0.51818,0.38182,0.38182000000000005,0.27273000000000003,0.09999999999999998,0.3454499999999999
-clarw001,Clark,Will,112345,clarw001,clarkwi02,1002318,L,26.0,80.0,23.0,68.0,3.0,1.0,16,7.0,0.0,0.0,0.0,0.0,13,4.0,10,5.0,0.0,0.0,8.0,19.0,0.34783,0.27941,0.46154,0.4,0.47826,0.41176,0.3304300000000001,0.3323500000000001,0.19564500000000007,0.19852500000000003,0.4739249999999998,0.4691249999999998
-rodri001,Rodriguez,Ivan,121358,rodri001,rodriiv01,1275,R,27.0,71.0,23.0,70.0,1.0,1.0,13,8.0,7.0,2.0,0.0,0.0,7,3.0,12,3.0,1.0,1.0,11.0,21.0,0.47826,0.3,0.55556,0.40845,0.69565,0.44286,0.41739000000000004,0.34286,0.32608499999999996,0.21428999999999998,0.256525,0.4428500000000001
-elstk001,Elster,Kevin,113828,elstk001,elsteke01,1003758,R,25.0,71.0,22.0,66.0,1.0,1.0,7,2.0,2.0,3.0,0.0,0.0,10,4.0,16,3.0,0.0,0.0,6.0,10.0,0.27273,0.15152,0.4,0.28169,0.54545,0.22727,0.47272,0.27575000000000005,0.40908,0.11362500000000002,0.11819999999999997,0.610625
-stews002,Stewart,Shannon,122784,stews002,stewash01,1322,R,31.0,59.0,31.0,55.0,0.0,0.0,10,7.0,2.0,1.0,1.0,0.0,3,5.0,5,3.0,1.0,1.0,8.0,13.0,0.25806,0.23636,0.45161,0.28814,0.29032,0.30909,0.23226000000000002,0.27273000000000003,0.1,0.10909499999999998,0.66774,0.618175
-fernt001,Fernandez,Tony,114079,fernt001,fernato01,1004002,S,28.0,57.0,25.0,46.0,0.0,0.0,7,4.0,4.0,1.0,0.0,0.0,7,1.0,5,2.0,4.0,1.0,5.0,11.0,0.2,0.23913,0.25,0.38596,0.24,0.32609,0.24,0.28695999999999994,0.1,0.13043999999999997,0.66,0.5826000000000001
-grees001,Green,Shawn,115094,grees001,greensh01,651,L,40.0,65.0,42.0,58.0,3.0,1.0,8,5.0,2.0,2.0,0.0,0.0,9,1.0,8,12.0,0.0,0.0,8.0,13.0,0.19048,0.22414,0.225,0.33846,0.30952,0.41379,0.31904,0.38965000000000005,0.17856,0.284475,0.5024,0.32587499999999997
-cansj001,Canseco,Jose,111962,cansj001,cansejo01,1001918,R,35.0,73.0,35.0,70.0,5.0,2.0,4,3.0,3.0,0.0,0.0,0.0,6,1.0,15,8.0,0.0,0.0,5.0,12.0,0.14286,0.17143,0.17143,0.24658,0.31429,0.42857,0.37143000000000004,0.4571400000000001,0.25714500000000007,0.38571000000000005,0.3714249999999999,0.15714999999999985
-stanm002,Stanley,Mike,122673,stanm002,stanlmi02,1012416,R,33.0,72.0,29.0,62.0,2.0,2.0,4,6.0,2.0,2.0,0.0,0.0,10,4.0,13,4.0,2.0,0.0,10.0,8.0,0.34483,0.12903,0.42424,0.27778,0.62069,0.25806,0.4758599999999999,0.32903000000000004,0.4137899999999999,0.19354500000000002,0.11035000000000017,0.47742499999999993
-sprae001,Sprague,Ed,122612,sprae001,spraged02,1012356,R,29.0,64.0,29.0,58.0,2.0,1.0,10,3.0,3.0,2.0,0.0,0.0,6,1.0,8,10.0,1.0,0.0,6.0,15.0,0.2069,0.25862,0.24138,0.34375,0.37931,0.41379,0.37241,0.35517000000000004,0.258615,0.23275499999999996,0.368975,0.4120750000000001
-gonza001,Gonzalez,Alex,114924,gonza001,gonzaal01,281,R,32.0,70.0,31.0,67.0,1.0,0.0,8,5.0,1.0,2.0,0.0,0.0,3,2.0,8,3.0,0.0,0.0,7.0,10.0,0.22581,0.14925,0.28125,0.18571,0.29032,0.20896,0.26451,0.25971,0.1,0.1,0.63549,0.64029
-cruzj004,Cruz,Jose,112903,cruzj004,cruzjo02,1296,S,23.0,59.0,20.0,54.0,1.0,0.0,7,4.0,0.0,0.0,1.0,0.0,5,4.0,14,5.0,0.0,0.0,4.0,9.0,0.2,0.16667,0.34783,0.23729,0.2,0.25926,0.2,0.29259,0.1,0.13888499999999998,0.7000000000000001,0.568525
-grudm001,Grudzielanek,Mark,115210,grudm001,grudzma01,653,R,25.0,85.0,24.0,77.0,3.0,0.0,13,3.0,2.0,2.0,0.0,0.0,2,2.0,10,4.0,2.0,0.0,5.0,18.0,0.20833,0.23377,0.28,0.25882,0.29167,0.37662,0.28334000000000004,0.34285,0.12501,0.214275,0.59165,0.442875
-fullb001,Fullmer,Brad,114485,fullb001,fullmbr01,13,L,25.0,65.0,27.0,62.0,1.0,0.0,10,2.0,4.0,2.0,0.0,0.0,6,0.0,6,4.0,0.0,2.0,4.0,15.0,0.14815,0.24194,0.24,0.32308,0.22222,0.35484,0.27407000000000004,0.3129,0.111105,0.16935,0.614825,0.51775
-whitr001,White,Rondell,124185,whitr001,whitero02,856,R,25.0,72.0,26.0,69.0,1.0,1.0,11,2.0,4.0,1.0,1.0,1.0,3,0.0,15,4.0,1.0,0.0,5.0,17.0,0.19231,0.24638,0.2,0.29167,0.42308,0.37681,0.4307700000000001,0.33043000000000006,0.346155,0.19564499999999999,0.2230749999999999,0.47392500000000004
-moram001,Morandini,Mickey,119347,moram001,moranmi01,1009151,L,26.0,79.0,25.0,72.0,2.0,0.0,17,3.0,1.0,0.0,0.0,0.0,10,2.0,10,7.0,0.0,0.0,3.0,20.0,0.12,0.27778,0.19231,0.37975,0.12,0.375,0.2,0.29721999999999993,0.1,0.14582999999999996,0.7000000000000001,0.5569500000000001
-sosas001,Sosa,Sammy,122544,sosas001,sosasa01,302,R,27.0,82.0,29.0,81.0,5.0,1.0,15,6.0,2.0,2.0,0.0,0.0,6,3.0,20,5.0,0.0,0.0,9.0,22.0,0.31034,0.2716,0.44444,0.34146,0.48276,0.48148,0.37242000000000003,0.4098800000000001,0.25863,0.31482,0.36895,0.2753
-santf001,Santangelo,F.P.,121692,santf001,santaf.01,1011438,S,22.0,80.0,19.0,70.0,1.0,0.0,10,3.0,4.0,2.0,0.0,0.0,5,2.0,17,1.0,4.0,2.0,5.0,15.0,0.26316,0.21429,0.40909,0.3,0.36842,0.31429,0.30526000000000003,0.30000000000000004,0.15789000000000003,0.15000000000000002,0.5368499999999998,0.5499999999999999
-widgc001,Widger,Chris,124234,widgc001,widgech01,1541,R,20.0,54.0,17.0,52.0,0.0,0.0,7,2.0,5.0,1.0,0.0,0.0,2,3.0,9,2.0,0.0,0.0,3.0,12.0,0.17647,0.23077,0.3,0.25926,0.23529,0.32692,0.25882000000000005,0.29615,0.1,0.144225,0.64118,0.559625
-gracm001,Grace,Mark,115007,gracm001,gracema01,56,L,34.0,80.0,36.0,68.0,0.0,0.0,15,8.0,2.0,3.0,1.0,0.0,14,0.0,5,4.0,1.0,0.0,11.0,18.0,0.30556,0.26471,0.32353,0.4125,0.38889,0.32353,0.28333,0.25882000000000005,0.12499500000000002,0.1,0.591675,0.64118
-rodrh001,Rodriguez,Henry,121357,rodrh001,rodrihe02,1427,L,30.0,68.0,27.0,64.0,4.0,0.0,7,4.0,4.0,1.0,0.0,0.0,9,5.0,12,8.0,0.0,0.0,5.0,15.0,0.18519,0.23438,0.33333,0.35294,0.22222,0.48438,0.23703000000000005,0.44999999999999996,0.1,0.37499999999999994,0.66297,0.1750000000000001
-blauj001,Blauser,Jeff,111090,blauj001,blausje01,1001062,R,29.0,76.0,22.0,68.0,1.0,0.0,10,6.0,1.0,2.0,1.0,0.0,8,7.0,22,4.0,0.0,1.0,8.0,13.0,0.36364,0.19118,0.55172,0.27632,0.45455,0.27941,0.29090999999999995,0.28823,0.136365,0.132345,0.572725,0.5794250000000001
-oriek001,Orie,Kevin,120047,oriek001,orieke01,1616,R,26.0,71.0,27.0,72.0,0.0,1.0,8,4.0,3.0,1.0,0.0,0.0,3,1.0,8,7.0,0.0,0.0,6.0,11.0,0.22222,0.15278,0.26923,0.19718,0.37037,0.19444,0.34815000000000007,0.24166,0.22222499999999995,0.1,0.429625,0.65834
-servs002,Servais,Scott,122011,servs002,servasc01,1011756,R,23.0,50.0,19.0,50.0,1.0,0.0,5,3.0,2.0,0.0,0.0,0.0,3,2.0,9,1.0,0.0,0.0,3.0,8.0,0.15789,0.16,0.21739,0.22,0.15789,0.26,0.20000000000000004,0.30000000000000004,0.1,0.15000000000000002,0.7,0.5499999999999999
-alfoe001,Alfonzo,Edgardo,110135,alfoe001,alfoned01,859,R,29.0,72.0,28.0,68.0,1.0,1.0,9,6.0,2.0,2.0,0.0,0.0,7,3.0,13,6.0,1.0,0.0,9.0,12.0,0.32143,0.17647,0.41379,0.27778,0.5,0.25,0.37856999999999996,0.27353000000000005,0.267855,0.11029500000000002,0.35357500000000003,0.6161749999999999
-olerj001,Olerud,John,119976,olerj001,olerujo01,1093,L,30.0,63.0,27.0,53.0,1.0,1.0,11,10.0,3.0,0.0,0.0,0.0,12,5.0,6,2.0,0.0,0.0,11.0,15.0,0.40741,0.28302,0.53333,0.42857,0.51852,0.39623,0.31111000000000005,0.31321000000000004,0.16666499999999998,0.16981500000000005,0.522225,0.516975
-huskb001,Huskey,Butch,116357,huskb001,huskebu01,1006228,R,26.0,62.0,25.0,61.0,2.0,0.0,6,4.0,2.0,1.0,0.0,0.0,4,2.0,10,1.0,0.0,0.0,5.0,10.0,0.2,0.16393,0.26923,0.22581,0.24,0.29508,0.24,0.33115000000000006,0.1,0.19672500000000004,0.66,0.4721249999999999
-mcrab001,McRae,Brian,118871,mcrab001,mcraebr01,1008686,S,28.0,64.0,23.0,56.0,0.0,0.0,6,2.0,2.0,2.0,1.0,0.0,10,5.0,10,6.0,0.0,0.0,4.0,9.0,0.17391,0.16071,0.32143,0.29688,0.26087,0.23214,0.28696,0.27143000000000006,0.13043999999999997,0.10714500000000003,0.5826,0.6214249999999999
-ordor001,Ordonez,Rey,120045,ordor001,ordonre01,889,R,22.0,68.0,25.0,69.0,0.0,0.0,13,4.0,2.0,0.0,0.0,0.0,2,0.0,11,2.0,0.0,0.0,4.0,15.0,0.16,0.21739,0.18182,0.25,0.16,0.24638,0.19999999999999998,0.22899,0.1,0.1,0.7000000000000001,0.67101
-youne001,Young,Eric,124695,youne001,younger01,716,R,23.0,87.0,19.0,81.0,1.0,0.0,19,1.0,3.0,0.0,1.0,0.0,7,5.0,4,3.0,2.0,0.0,1.0,24.0,0.05263,0.2963,0.26087,0.37931,0.05263,0.39506,0.2,0.29876,0.1,0.14814000000000002,0.7000000000000001,0.5530999999999999
-veraq001,Veras,Quilvio,123700,veraq001,verasqu01,1013404,S,21.0,89.0,20.0,76.0,0.0,0.0,19,5.0,3.0,1.0,1.0,0.0,15,1.0,5,2.0,0.0,1.0,6.0,23.0,0.3,0.30263,0.38095,0.42697,0.35,0.36842,0.25000000000000006,0.26579,0.1,0.1,0.65,0.63421
-finls001,Finley,Steve,114135,finls001,finlest01,54,L,37.0,80.0,36.0,74.0,2.0,0.0,7,0.0,4.0,4.0,1.0,0.0,8,1.0,8,7.0,0.0,0.0,4.0,14.0,0.11111,0.18919,0.13514,0.275,0.22222,0.35135,0.31111000000000005,0.36216000000000004,0.166665,0.24324,0.5222249999999999,0.39459999999999995
-gwynt001,Gwynn,Tony,115270,gwynt001,gwynnto01,1005166,L,33.0,61.0,37.0,58.0,0.0,3.0,17,6.0,2.0,0.0,0.0,0.0,6,0.0,2,0.0,1.0,0.0,9.0,19.0,0.24324,0.32759,0.27273,0.42623,0.48649,0.36207,0.44325000000000003,0.23448000000000008,0.36487499999999995,0.1,0.19187500000000002,0.66552
-camik001,Caminiti,Ken,111908,camik001,caminke01,1001863,S,32.0,67.0,33.0,61.0,4.0,1.0,6,3.0,1.0,1.0,0.0,0.0,7,2.0,11,7.0,1.0,0.0,5.0,11.0,0.15152,0.18033,0.21875,0.28358,0.27273,0.39344,0.32121,0.41311,0.18181499999999998,0.31966500000000003,0.49697500000000006,0.267225
-vaugg001,Vaughn,Greg,123675,vaugg001,vaughgr01,1233,R,26.0,72.0,23.0,69.0,2.0,2.0,10,1.0,1.0,1.0,2.0,0.0,6,3.0,12,2.0,0.0,0.0,4.0,15.0,0.17391,0.21739,0.26923,0.29167,0.47826,0.37681,0.5043500000000001,0.3594200000000001,0.39564999999999995,0.23912999999999995,0.09999999999999998,0.40145
-clayr001,Clayton,Royce,112381,clayr001,claytro01,226,R,34.0,67.0,32.0,59.0,0.0,0.0,11,2.0,2.0,2.0,0.0,0.0,7,7.0,11,3.0,1.0,0.0,4.0,13.0,0.125,0.22034,0.32353,0.31343,0.1875,0.25424,0.2625,0.23390000000000002,0.1,0.1,0.6375000000000001,0.6661
-mcgwm001,McGwire,Mark,118743,mcgwm001,mcgwima01,1008559,R,33.0,74.0,26.0,61.0,6.0,2.0,8,1.0,4.0,2.0,0.0,0.0,16,5.0,23,7.0,0.0,0.0,5.0,18.0,0.19231,0.29508,0.30303,0.45946,0.5,0.65574,0.50769,0.5606599999999999,0.39231000000000005,0.3393400000000001,0.09999999999999998,0.09999999999999998
-jordb001,Jordan,Brian,116747,jordb001,jordabr01,658,R,30.0,59.0,29.0,58.0,3.0,0.0,10,5.0,2.0,3.0,0.0,2.0,2,2.0,8,1.0,3.0,0.0,10.0,15.0,0.34483,0.25862,0.4,0.33898,0.58621,0.44828,0.44138000000000005,0.38965999999999995,0.36207,0.28449,0.1965499999999999,0.3258500000000001
-gantr001,Gant,Ron,114567,gantr001,gantro01,1032,R,27.0,40.0,24.0,37.0,2.0,2.0,2,2.0,3.0,0.0,0.0,0.0,3,3.0,9,5.0,0.0,0.0,4.0,7.0,0.16667,0.18919,0.25926,0.25,0.41667,0.43243,0.45000000000000007,0.4432400000000001,0.37499999999999994,0.36485999999999996,0.175,0.19189999999999996
-gaetg001,Gaetti,Gary,114508,gaetg001,gaettga01,1004422,R,35.0,55.0,30.0,52.0,0.0,2.0,9,4.0,6.0,2.0,0.0,0.0,6,6.0,6,1.0,1.0,0.0,8.0,15.0,0.26667,0.28846,0.4,0.4,0.53333,0.40385,0.46666,0.31539,0.39998999999999996,0.173085,0.13334999999999997,0.511525
-belld001,Bell,Derek,110818,belld001,bellde01,1000801,R,23.0,91.0,21.0,90.0,2.0,3.0,18,6.0,7.0,3.0,0.0,0.0,6,4.0,21,2.0,0.0,0.0,12.0,27.0,0.57143,0.3,0.69565,0.36264,1.14286,0.44444,0.77143,0.34444,0.12857000000000007,0.21666000000000002,0.09999999999999998,0.4388999999999999
-bagwj001,Bagwell,Jeff,110432,bagwj001,bagweje01,547,R,22.0,92.0,22.0,81.0,2.0,1.0,9,6.0,3.0,1.0,0.0,0.0,17,2.0,14,2.0,0.0,0.0,8.0,14.0,0.36364,0.17284,0.45455,0.33696,0.54545,0.28395,0.3818099999999999,0.31111,0.27271499999999993,0.16666499999999998,0.3454750000000001,0.522225
-aloum001,Alou,Moises,110189,aloum001,aloumo01,261,R,20.0,72.0,21.0,73.0,4.0,0.0,8,1.0,2.0,2.0,1.0,0.0,11,2.0,14,4.0,0.0,0.0,3.0,15.0,0.14286,0.20548,0.25,0.36111,0.2381,0.42466,0.29524000000000006,0.41918,0.14286000000000004,0.32877,0.5618999999999998,0.25205
-macks001,Mack,Shane,118090,macks001,macksh01,1007928,R,20.0,54.0,20.0,53.0,1.0,1.0,12,2.0,4.0,1.0,0.0,0.0,2,2.0,6,4.0,2.0,0.0,4.0,17.0,0.2,0.32075,0.3,0.38889,0.4,0.45283,0.4000000000000001,0.33208000000000004,0.30000000000000004,0.19812000000000005,0.2999999999999998,0.4697999999999999
-nixoo001,Nixon,Otis,119812,nixoo001,nixonot01,1009608,S,21.0,71.0,22.0,72.0,0.0,0.0,14,2.0,0.0,1.0,0.0,0.0,5,0.0,6,2.0,0.0,0.0,3.0,14.0,0.13636,0.19444,0.14286,0.26761,0.18182,0.19444,0.24546000000000004,0.2,0.1,0.1,0.65454,0.7000000000000001
-mearp001,Meares,Pat,118897,mearp001,mearepa01,1008712,R,27.0,69.0,27.0,66.0,2.0,1.0,11,4.0,6.0,2.0,0.0,0.0,4,1.0,11,4.0,1.0,1.0,7.0,19.0,0.25926,0.28788,0.33333,0.34783,0.44444,0.4697,0.38518,0.38181999999999994,0.27777,0.27273,0.3370499999999999,0.3454500000000001
-molip001,Molitor,Paul,119236,molip001,molitpa01,1009040,R,30.0,78.0,28.0,82.0,1.0,0.0,9,7.0,2.0,0.0,1.0,0.0,4,2.0,4,2.0,0.0,0.0,7.0,13.0,0.25,0.15854,0.3,0.21795,0.25,0.2439,0.2,0.28536000000000006,0.1,0.12804000000000004,0.7000000000000001,0.5865999999999999
-ortid001,Ortiz,David,120074,ortid001,ortizda01,745,L,27.0,57.0,22.0,53.0,3.0,1.0,7,3.0,3.0,2.0,0.0,0.0,5,3.0,15,5.0,0.0,2.0,6.0,13.0,0.27273,0.24528,0.40741,0.31579,0.5,0.4717,0.42727,0.42641999999999997,0.340905,0.33963,0.23182499999999995,0.23395
-coomr001,Coomer,Ron,112641,coomr001,coomero01,816,R,29.0,71.0,31.0,71.0,1.0,2.0,12,3.0,4.0,4.0,0.0,0.0,3,0.0,10,1.0,0.0,0.0,9.0,17.0,0.29032,0.23944,0.31034,0.28169,0.6129,0.33803,0.5225799999999999,0.29859,0.3774200000000001,0.14788500000000002,0.09999999999999998,0.5535249999999999
-steit001,Steinbach,Terry,122722,steit001,steinte01,1012473,R,24.0,49.0,20.0,42.0,0.0,0.0,10,0.0,2.0,3.0,0.0,0.0,8,4.0,9,4.0,2.0,0.0,3.0,12.0,0.15,0.28571,0.29167,0.44898,0.3,0.33333,0.35,0.24762000000000006,0.22499999999999998,0.1,0.42500000000000004,0.65238
+batter_id,last_name,use_name,key_mlbam,key_retro,key_bbref,key_fangraphs,bat_hand,PA_vL,PA_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,FB_vL,FB_vR,GB_vL,GB_vR,LD_vL,LD_vR,GDP_vL,GDP_vR,Bunts,ifh_vL,ifh_vR,pull_vL,pull_vR,center_vL,center_vR,oppo_vL,oppo_vR,H_vL,H_vR,AVG_vL,AVG_vR,OBP_vL,OBP_vR,SLG_vL,SLG_vR,HR/FB_vL,HR/FB_vR,FB%_vL,FB%_vR,GB%_vL,GB%_vR,LD%_vL,LD%_vR,Hard%_vL,Hard%_vR,Med%_vL,Med%_vR,Soft%_vL,Soft%_vR,IFH%_vL,IFH%_vR,Pull%_vL,Pull%_vR,Cent%_vL,Cent%_vR,Oppo%_vL,Oppo%_vR
+knobc001,Knoblauch,Chuck,117197,knobc001,knoblch01,609,R,20.0,87.0,17.0,79.0,1.0,0.0,15,1.0,0.0,1.0,1.0,0.0,10,4.0,10,3.0,4.0,0.0,3,18,5,29,2,12,1,2,2,1.0,7.0,7,19,8,41,7,19,2.0,17.0,0.11765,0.21519,0.3,0.35632,0.17647,0.27848,0.0,0.05555555555555555,0.3,0.3050847457627119,0.5,0.4915254237288136,0.2,0.2033898305084746,0.25882,0.26329,0.1,0.1,0.64118,0.63671,0.5,0.41176,0.31818,0.24051,0.36364,0.10127,0.31818,0.65822
+oneip001,O'Neill,Paul,120028,oneip001,o'neipa01,1009818,L,21.0,75.0,20.0,65.0,0.0,0.0,10,3.0,6.0,0.0,1.0,0.0,12,2.0,8,6.0,0.0,1.0,3,13,8,22,1,17,0,2,0,2.0,2.0,2,9,11,39,3,15,3.0,17.0,0.15,0.26154,0.28571,0.38667,0.15,0.38462,0.0,0.0,0.25,0.25,0.6666666666666666,0.4230769230769231,0.08333333333333333,0.3269230769230769,0.2,0.32308,0.1,0.18462,0.7,0.4923,0.66667,0.11765,0.125,0.14286,0.6875,0.1746,0.1875,0.68254
+willb002,Williams,Bernie,124288,willb002,willibe02,857,S,27.0,70.0,26.0,61.0,0.0,0.0,8,4.0,5.0,1.0,1.0,1.0,14,1.0,6,9.0,0.0,0.0,5,12,5,22,4,11,0,3,0,0.0,3.0,8,15,7,40,8,9,6.0,14.0,0.23077,0.22951,0.25926,0.4,0.34615,0.34426,0.0,0.0,0.35714285714285715,0.26666666666666666,0.35714285714285715,0.4888888888888889,0.2857142857142857,0.24444444444444444,0.31538,0.31475,0.17307,0.17213,0.51155,0.51312,0.0,0.21429,0.34783,0.23438,0.30435,0.10938,0.34782,0.65624
+erstd001,Erstad,Darin,113889,erstd001,erstada01,11,L,32.0,87.0,29.0,79.0,4.0,2.0,12,4.0,7.0,2.0,1.0,1.0,8,3.0,10,4.0,0.0,1.0,9,18,9,30,6,14,1,1,0,2.0,7.0,9,30,17,48,4,18,9.0,24.0,0.31034,0.3038,0.40625,0.36782,0.65517,0.56962,0.2222222222222222,0.2222222222222222,0.375,0.2903225806451613,0.375,0.4838709677419355,0.25,0.22580645161290322,0.54483,0.46582,0.35517,0.39873,0.1,0.13545,0.22222,0.29167,0.3,0.3125,0.56667,0.17708,0.13333,0.51042
+edmoj001,Edmonds,Jim,113744,edmoj001,edmonji01,1153,L,24.0,65.0,24.0,61.0,2.0,0.0,9,3.0,5.0,1.0,0.0,0.0,6,1.0,6,5.0,0.0,0.0,6,16,7,23,4,12,3,1,0,0.0,2.0,3,23,11,36,7,8,4.0,16.0,0.16667,0.2623,0.20833,0.33846,0.20833,0.44262,0.0,0.125,0.35294117647058826,0.3137254901960784,0.4117647058823529,0.45098039215686275,0.23529411764705882,0.23529411764705882,0.24166,0.38032,0.1,0.27048,0.65834,0.3492,0.0,0.125,0.14286,0.34328,0.52381,0.16418,0.33333,0.49254
+holld001,Hollins,Dave,116083,holld001,hollida01,1391,S,24.0,76.0,20.0,72.0,2.0,2.0,7,3.0,2.0,0.0,1.0,0.0,4,3.0,15,4.0,2.0,1.0,3,9,8,32,4,10,0,0,3,1.0,5.0,8,12,9,38,8,20,5.0,12.0,0.25,0.16667,0.375,0.23684,0.55,0.30556,0.6666666666666666,0.2222222222222222,0.2,0.17647058823529413,0.5333333333333333,0.6274509803921569,0.26666666666666666,0.19607843137254902,0.5,0.33889,0.4,0.20833,0.1,0.45278,0.2,0.41667,0.32,0.17143,0.36,0.12857,0.32,0.7
+salmt001,Salmon,Tim,121640,salmt001,salmoti01,32,R,20.0,52.0,15.0,45.0,6.0,1.0,3,3.0,1.0,0.0,0.0,0.0,9,5.0,14,3.0,1.0,0.0,3,16,3,8,3,1,1,0,0,1.0,2.0,5,14,10,19,5,14,4.0,10.0,0.26667,0.22222,0.45,0.38462,0.46667,0.64444,0.3333333333333333,0.375,0.3333333333333333,0.64,0.3333333333333333,0.32,0.3333333333333333,0.04,0.4,0.62222,0.3,0.27778,0.3,0.1,0.25,0.2,0.25,0.29787,0.5,0.21277,0.25,0.48936
+fielc001,Fielder,Cecil,114106,fielc001,fieldce01,1004026,R,20.0,79.0,19.0,75.0,1.0,1.0,7,2.0,5.0,0.0,0.0,0.0,9,5.0,20,6.0,1.0,0.0,2,12,4,27,2,8,1,4,0,0.0,5.0,5,16,6,34,5,16,3.0,13.0,0.15789,0.17333,0.4,0.29114,0.31579,0.28,0.5,0.08333333333333333,0.25,0.2553191489361702,0.5,0.574468085106383,0.25,0.1702127659574468,0.3579,0.30667,0.23685,0.16001,0.40525,0.53332,0.0,0.38462,0.3125,0.24242,0.375,0.09091,0.3125,0.66667
+andeg001,Anderson,Garret,110236,andeg001,anderga01,2,L,27.0,74.0,27.0,72.0,2.0,0.0,9,5.0,5.0,1.0,2.0,0.0,4,1.0,11,3.0,0.0,0.0,9,22,7,21,4,15,0,1,0,1.0,5.0,4,21,16,35,8,18,6.0,18.0,0.22222,0.25,0.25926,0.2973,0.25926,0.45833,0.0,0.09090909090909091,0.45,0.3793103448275862,0.35,0.3620689655172414,0.2,0.25862068965517243,0.23704,0.40833,0.1,0.3125,0.66296,0.27917,0.16667,0.27778,0.14286,0.28378,0.57143,0.21622,0.28571,0.5
+martt002,Martinez,Tino,118362,martt002,martiti02,1168,L,29.0,57.0,27.0,58.0,2.0,0.0,9,2.0,3.0,2.0,0.0,0.0,8,2.0,5,12.0,1.0,1.0,5,18,5,12,3,10,1,0,0,2.0,2.0,5,18,8,21,5,12,4.0,14.0,0.14815,0.24138,0.24138,0.40351,0.22222,0.39655,0.0,0.1111111111111111,0.38461538461538464,0.45,0.38461538461538464,0.3,0.23076923076923078,0.25,0.27407,0.35517,0.1111,0.23275,0.61483,0.41208,0.5,0.14286,0.27778,0.35294,0.44444,0.15686,0.27778,0.4902
+martn001,Martin,Norberto,118348,martn001,martino01,1008185,R,23.0,47.0,23.0,47.0,0.0,0.0,6,3.0,0.0,2.0,0.0,0.0,1,0.0,3,5.0,0.0,0.0,5,8,7,28,6,6,1,4,2,1.0,3.0,5,9,11,34,5,9,5.0,6.0,0.21739,0.12766,0.21739,0.14894,0.30435,0.12766,0.0,0.0,0.2777777777777778,0.19047619047619047,0.3888888888888889,0.6666666666666666,0.3333333333333333,0.14285714285714285,0.28696,0.2,0.13044,0.1,0.5826,0.7,0.2,0.5,0.2381,0.17308,0.52381,0.21154,0.23809,0.61538
+disag001,Disarcina,Gary,113387,disag001,disarga01,1003322,R,22.0,55.0,20.0,56.0,0.0,1.0,7,5.0,2.0,1.0,2.0,0.0,1,0.0,7,1.0,1.0,2.0,6,19,6,19,6,6,1,1,0,1.0,4.0,10,19,13,34,10,19,7.0,11.0,0.35,0.19643,0.40909,0.23636,0.55,0.30357,0.16666666666666666,0.0,0.3333333333333333,0.4318181818181818,0.3333333333333333,0.4318181818181818,0.3333333333333333,0.13636363636363635,0.4,0.30714,0.3,0.16071,0.3,0.53215,0.14286,0.36364,0.30303,0.26389,0.39394,0.18056,0.30303,0.55555
+loftk001,Lofton,Kenny,117863,loftk001,loftoke01,246,L,42.0,66.0,40.0,59.0,1.0,0.0,12,6.0,2.0,2.0,1.0,1.0,6,4.0,9,4.0,0.0,0.0,2,13,22,24,8,13,1,0,3,5.0,3.0,9,10,26,40,13,16,9.0,16.0,0.225,0.27119,0.30952,0.33333,0.325,0.38983,0.0,0.07692307692307693,0.0625,0.26,0.6875,0.48,0.25,0.26,0.3,0.31864,0.15,0.17796,0.55,0.5034,0.55556,0.1875,0.1875,0.15152,0.54167,0.39394,0.27083,0.45454
+vizqo001,Vizquel,Omar,123744,vizqo001,vizquom01,411,S,34.0,60.0,32.0,53.0,0.0,0.0,10,9.0,4.0,0.0,0.0,0.0,7,2.0,9,1.0,0.0,1.0,4,7,14,20,9,8,0,3,4,4.0,7.0,15,11,23,26,15,18,9.0,14.0,0.28125,0.26415,0.35294,0.35,0.28125,0.33962,0.0,0.0,0.14814814814814814,0.2,0.5185185185185185,0.5714285714285714,0.3333333333333333,0.22857142857142856,0.2,0.27547,0.1,0.1132,0.7,0.61133,0.44444,0.5,0.28302,0.2,0.43396,0.41818,0.28302,0.38182
+justd001,Justice,David,116798,justd001,justida01,923,L,37.0,61.0,39.0,55.0,3.0,1.0,9,2.0,4.0,4.0,0.0,0.0,6,3.0,7,6.0,0.0,0.0,7,22,13,13,5,8,1,1,0,2.0,4.0,7,13,21,30,11,12,7.0,16.0,0.17949,0.29091,0.27027,0.36066,0.35897,0.52727,0.14285714285714285,0.13636363636363635,0.28,0.5116279069767442,0.52,0.3023255813953488,0.2,0.18604651162790697,0.37948,0.43636,0.26922,0.35454,0.3513,0.2091,0.28571,0.25,0.17949,0.23636,0.53846,0.38182,0.28205,0.38182
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+lansm001,Lansing,Mike,117491,lansm001,lansimi01,1007334,R,28.0,85.0,25.0,88.0,0.0,1.0,15,8.0,6.0,0.0,0.0,0.0,2,2.0,10,6.0,0.0,0.0,3,9,10,41,5,12,0,1,4,4.0,10.0,7,32,18,47,7,32,9.0,21.0,0.36,0.23864,0.39286,0.27059,0.48,0.30682,0.3333333333333333,0.0,0.16666666666666666,0.14516129032258066,0.5555555555555556,0.6612903225806451,0.2777777777777778,0.1935483870967742,0.32,0.26818,0.18,0.10227,0.5,0.62955,0.44444,0.47619,0.21875,0.28829,0.5625,0.16216,0.21875,0.54955
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+walkl001,Walker,Larry,123833,walkl001,walkela01,455,L,27.0,79.0,22.0,69.0,1.0,0.0,18,2.0,5.0,5.0,0.0,0.0,11,5.0,8,0.0,1.0,0.0,2,10,15,26,3,13,2,2,0,3.0,7.0,5,19,17,41,6,15,7.0,24.0,0.31818,0.34783,0.44444,0.4557,0.54545,0.46377,0.0,0.1,0.1,0.20408163265306123,0.75,0.5306122448979592,0.15,0.2653061224489796,0.42727,0.31594,0.3409,0.17391,0.23183,0.51015,0.42857,0.29167,0.17857,0.25333,0.60714,0.22667,0.21429,0.52
+bichd001,Bichette,Dante,110974,bichd001,bicheda01,1000946,R,33.0,82.0,34.0,87.0,0.0,0.0,20,11.0,8.0,2.0,0.0,0.0,1,0.0,9,1.0,0.0,0.0,12,15,11,31,7,19,2,4,0,6.0,12.0,8,28,23,55,8,28,13.0,28.0,0.38235,0.32184,0.39394,0.35366,0.44118,0.41379,0.0,0.0,0.4,0.23076923076923078,0.36666666666666664,0.47692307692307695,0.23333333333333334,0.2923076923076923,0.25883,0.29195,0.1,0.13792,0.64117,0.57013,0.46154,0.42857,0.20513,0.25225,0.58974,0.20721,0.20513,0.54054
+whitd001,White,Devon,124164,whitd001,whitede03,1013862,S,26.0,88.0,24.0,80.0,2.0,0.0,12,9.0,4.0,1.0,0.0,1.0,5,2.0,22,1.0,3.0,0.0,6,14,11,32,5,10,0,3,3,4.0,5.0,8,18,14,43,8,17,11.0,18.0,0.45833,0.225,0.5,0.29545,0.58333,0.35,0.0,0.14285714285714285,0.2727272727272727,0.25,0.5,0.5714285714285714,0.22727272727272727,0.17857142857142858,0.325,0.325,0.1875,0.1875,0.4875,0.4875,0.36364,0.27778,0.26667,0.23077,0.46667,0.17949,0.26666,0.58974
+bellj001,Bell,Jay,110826,bellj001,bellja01,48,R,22.0,87.0,21.0,86.0,3.0,1.0,12,4.0,1.0,0.0,2.0,0.0,4,1.0,19,7.0,1.0,0.0,6,27,2,22,5,11,0,1,0,0.0,5.0,5,29,9,39,5,29,5.0,18.0,0.2381,0.2093,0.27273,0.26437,0.38095,0.37209,0.16666666666666666,0.1111111111111111,0.46153846153846156,0.45,0.15384615384615385,0.36666666666666664,0.38461538461538464,0.18333333333333332,0.34285,0.36279,0.21427,0.24418,0.44288,0.39303,0.0,0.27778,0.26316,0.29897,0.47368,0.09278,0.26316,0.60825
+lee-t002,Lee,Travis,134162,lee-t002,leetr01,958,L,23.0,86.0,26.0,76.0,3.0,2.0,13,3.0,2.0,1.0,0.0,0.0,11,1.0,21,4.0,0.0,0.0,2,13,9,31,4,9,1,3,0,2.0,9.0,5,17,13,39,3,9,6.0,18.0,0.23077,0.23684,0.30435,0.33721,0.5,0.38158,1.0,0.23076923076923078,0.13333333333333333,0.24528301886792453,0.6,0.5849056603773585,0.26666666666666666,0.16981132075471697,0.46923,0.34474,0.40384,0.21711,0.12693,0.43815,0.33333,0.5,0.2381,0.26154,0.61905,0.2,0.14285,0.53846
+willm003,Williams,Matt,124326,willm003,willima04,77,R,22.0,83.0,21.0,79.0,4.0,1.0,9,6.0,5.0,1.0,0.0,0.0,5,2.0,15,1.0,1.0,0.0,5,14,10,28,3,15,2,2,0,4.0,4.0,9,22,12,45,9,22,8.0,18.0,0.38095,0.22785,0.45455,0.28916,0.57143,0.44304,0.2,0.2857142857142857,0.2777777777777778,0.24561403508771928,0.5555555555555556,0.49122807017543857,0.16666666666666666,0.2631578947368421,0.39048,0.41519,0.28572,0.32278,0.3238,0.26203,0.5,0.22222,0.3,0.24719,0.4,0.13483,0.3,0.61798
+castv001,Castilla,Vinny,112106,castv001,castivi02,84,R,30.0,81.0,30.0,82.0,7.0,1.0,12,3.0,1.0,1.0,0.0,0.0,4,1.0,6,3.0,1.0,0.0,8,16,9,36,6,8,2,2,0,1.0,6.0,12,35,12,42,12,35,5.0,20.0,0.16667,0.2439,0.2,0.30864,0.3,0.5122,0.125,0.4375,0.34782608695652173,0.26666666666666666,0.391304347826087,0.6,0.2608695652173913,0.13333333333333333,0.33333,0.4683,0.19999,0.40245,0.46668,0.12925,0.2,0.3,0.33333,0.3125,0.33333,0.10714,0.33334,0.58036
+peren001,Perez,Neifi,120413,peren001,perezne01,620,S,33.0,73.0,31.0,74.0,0.0,0.0,13,2.0,4.0,1.0,2.0,0.0,3,2.0,8,4.0,0.0,0.0,9,8,5,19,2,16,2,2,3,1.0,6.0,10,33,17,39,10,17,3.0,19.0,0.09677,0.25676,0.15152,0.30137,0.12903,0.36486,0.0,0.0,0.5625,0.18604651162790697,0.3125,0.4418604651162791,0.125,0.37209302325581395,0.23226,0.3081,0.1,0.16215,0.66774,0.52975,0.33333,0.31579,0.27027,0.37079,0.45946,0.19101,0.27027,0.4382
+hamid001,Hamilton,Darryl,115378,hamid001,hamilda02,1005272,L,24.0,57.0,26.0,48.0,0.0,0.0,11,4.0,0.0,1.0,0.0,0.0,9,0.0,9,5.0,0.0,1.0,0,8,11,20,3,10,0,1,1,3.0,6.0,1,9,12,30,10,9,5.0,11.0,0.19231,0.22917,0.25,0.35088,0.23077,0.22917,,0.0,0.0,0.21052631578947367,0.7857142857142857,0.5263157894736842,0.21428571428571427,0.2631578947368421,0.23846,0.2,0.1,0.1,0.66154,0.7,0.6,0.54545,0.04348,0.1875,0.52174,0.25,0.43478,0.5625
+muelb001,Mueller,Bill,119482,muelb001,muellbi02,295,S,32.0,72.0,28.0,66.0,2.0,0.0,12,8.0,4.0,2.0,0.0,0.0,7,4.0,10,5.0,0.0,0.0,3,13,12,23,8,16,1,2,1,4.0,6.0,10,16,19,33,10,13,10.0,18.0,0.35714,0.27273,0.4375,0.34722,0.42857,0.42424,0.0,0.15384615384615385,0.13043478260869565,0.25,0.5217391304347826,0.4423076923076923,0.34782608695652173,0.3076923076923077,0.27143,0.35151,0.10714,0.22727,0.62143,0.42122,0.4,0.33333,0.25641,0.25806,0.48718,0.30645,0.25641,0.43549
+bondb001,Bonds,Barry,111188,bondb001,bondsba01,1109,L,44.0,75.0,39.0,64.0,2.0,2.0,4,4.0,7.0,2.0,0.0,0.0,8,7.0,12,6.0,0.0,0.0,7,16,11,20,10,8,2,3,0,0.0,4.0,9,15,21,35,5,12,8.0,13.0,0.20513,0.20312,0.34091,0.28,0.41026,0.40625,0.2857142857142857,0.125,0.25,0.36363636363636365,0.39285714285714285,0.45454545454545453,0.35714285714285715,0.18181818181818182,0.40513,0.40313,0.30769,0.30469,0.28718,0.29218,0.0,0.30769,0.25714,0.24194,0.6,0.33871,0.14286,0.41935
+kentj001,Kent,Jeff,116999,kentj001,kentje01,1119,R,29.0,75.0,30.0,77.0,1.0,0.0,10,1.0,4.0,2.0,0.0,1.0,2,2.0,20,10.0,1.0,0.0,6,14,7,18,4,12,1,2,0,0.0,3.0,8,19,9,31,8,19,4.0,15.0,0.13333,0.19481,0.2069,0.24,0.26667,0.28571,0.0,0.07142857142857142,0.35294117647058826,0.3181818181818182,0.4117647058823529,0.4090909090909091,0.23529411764705882,0.2727272727272727,0.33334,0.2909,0.20001,0.13635,0.46665,0.57275,0.0,0.2,0.32,0.27536,0.36,0.13043,0.32,0.59421
+snowj001,Snow,J.T.,122497,snowj001,snowj.01,1133,L,27.0,70.0,26.0,64.0,1.0,0.0,5,2.0,3.0,1.0,0.0,0.0,10,1.0,10,8.0,0.0,0.0,6,17,3,14,6,12,0,3,0,1.0,0.0,5,17,8,29,9,15,3.0,9.0,0.11538,0.14062,0.14815,0.27143,0.15385,0.23438,0.0,0.058823529411764705,0.4,0.3953488372093023,0.2,0.32558139534883723,0.4,0.27906976744186046,0.23847,0.29376,0.1,0.14064,0.66153,0.5656,0.33333,0.0,0.22727,0.27869,0.36364,0.13115,0.40909,0.59016
+javis001,Javier,Stan,116506,javis001,javiest01,1006372,S,28.0,73.0,26.0,64.0,1.0,0.0,10,5.0,2.0,1.0,1.0,0.0,10,3.0,9,4.0,0.0,0.0,5,14,14,29,2,10,1,3,1,3.0,4.0,8,15,15,42,8,15,6.0,14.0,0.23077,0.21875,0.32143,0.32877,0.26923,0.32812,0.0,0.07142857142857142,0.23809523809523808,0.2641509433962264,0.6666666666666666,0.5471698113207547,0.09523809523809523,0.18867924528301888,0.23846,0.30937,0.1,0.16406,0.66154,0.52657,0.5,0.28571,0.25806,0.20833,0.48387,0.20833,0.25807,0.58334
+johnb002,Johnson,Brian,116566,johnb002,johnsbr01,1006432,R,25.0,54.0,22.0,54.0,0.0,1.0,11,1.0,1.0,0.0,0.0,0.0,1,4.0,7,8.0,1.0,0.0,3,9,7,23,1,8,0,1,0,1.0,6.0,4,17,10,30,4,17,2.0,12.0,0.09091,0.22222,0.24,0.25926,0.22727,0.24074,0.3333333333333333,0.0,0.2727272727272727,0.225,0.6363636363636364,0.575,0.09090909090909091,0.2,0.33636,0.21852,0.20454,0.1,0.4591,0.68148,0.5,0.5,0.22222,0.26562,0.55556,0.15625,0.22222,0.57813
+aurir001,Aurilia,Rich,110383,aurir001,aurilri01,1106,R,20.0,46.0,17.0,43.0,0.0,0.0,10,2.0,3.0,3.0,0.0,0.0,4,3.0,7,0.0,1.0,0.0,3,9,5,12,6,10,0,2,0,1.0,4.0,8,15,12,22,8,15,5.0,13.0,0.29412,0.30233,0.4,0.3913,0.47059,0.37209,0.0,0.0,0.21428571428571427,0.2903225806451613,0.35714285714285715,0.3870967741935484,0.42857142857142855,0.3225806451612903,0.37647,0.26976,0.26471,0.10464,0.35882,0.6256,0.2,0.30769,0.28571,0.28846,0.42857,0.23077,0.28572,0.48077
+floyc001,Floyd,Cliff,114260,floyc001,floydcl01,518,L,22.0,91.0,19.0,76.0,7.0,0.0,7,5.0,1.0,1.0,0.0,0.0,15,3.0,23,3.0,1.0,0.0,5,21,7,15,3,9,1,2,0,3.0,3.0,7,18,11,31,3,12,6.0,15.0,0.31579,0.19737,0.40909,0.34066,0.36842,0.48684,0.0,0.3333333333333333,0.3333333333333333,0.4666666666666667,0.4666666666666667,0.3333333333333333,0.2,0.2,0.25263,0.48947,0.1,0.41053,0.64737,0.1,0.5,0.2,0.33333,0.29508,0.52381,0.18033,0.14286,0.52459
+jonec004,Jones,Chipper,116706,jonec004,jonesch06,97,S,23.0,88.0,22.0,86.0,8.0,0.0,16,5.0,4.0,1.0,1.0,0.0,9,3.0,12,4.0,0.0,0.0,3,20,7,32,6,14,1,1,0,3.0,7.0,8,24,10,40,8,21,6.0,29.0,0.27273,0.33721,0.3913,0.43182,0.31818,0.68605,0.0,0.4,0.1875,0.30303030303030304,0.4375,0.48484848484848486,0.375,0.21212121212121213,0.24545,0.54884,0.1,0.35116,0.65455,0.1,0.5,0.24138,0.30769,0.28235,0.38462,0.11765,0.30769,0.6
+vinaf001,Vina,Fernando,123726,vinaf001,vinafe01,1189,L,37.0,78.0,36.0,72.0,3.0,0.0,13,9.0,3.0,1.0,1.0,1.0,7,3.0,6,2.0,0.0,2.0,5,16,13,27,10,18,1,1,9,3.0,6.0,12,19,21,38,10,19,11.0,20.0,0.30556,0.27778,0.43243,0.34615,0.38889,0.47222,0.0,0.1875,0.17857142857142858,0.26229508196721313,0.4642857142857143,0.4426229508196721,0.35714285714285715,0.29508196721311475,0.28333,0.39444,0.125,0.29166,0.59167,0.3139,0.27273,0.3,0.27907,0.25,0.48837,0.27632,0.23256,0.47368
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+hendr001,Henderson,Rickey,115749,hendr001,henderi01,194,R,25.0,87.0,24.0,77.0,1.0,0.0,8,6.0,4.0,0.0,0.0,0.0,14,2.0,17,2.0,0.0,0.0,4,22,11,19,3,12,0,2,0,4.0,3.0,9,24,13,31,9,24,6.0,13.0,0.25,0.16883,0.32,0.31034,0.25,0.25974,0.0,0.045454545454545456,0.2222222222222222,0.41509433962264153,0.6111111111111112,0.3584905660377358,0.16666666666666666,0.22641509433962265,0.2,0.29091,0.1,0.13637,0.7,0.57272,0.66667,0.23077,0.29032,0.3038,0.41935,0.16456,0.29033,0.53164
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+segud001,Segui,David,121977,segud001,seguida01,169,S,23.0,68.0,23.0,70.0,3.0,2.0,11,4.0,6.0,0.0,1.0,0.0,3,4.0,10,2.0,0.0,0.0,3,10,10,24,2,18,0,4,0,2.0,2.0,7,14,12,34,7,15,6.0,21.0,0.26087,0.3,0.43478,0.35294,0.52174,0.54286,0.6666666666666666,0.3,0.2,0.19230769230769232,0.6666666666666666,0.46153846153846156,0.13333333333333333,0.34615384615384615,0.46087,0.44286,0.39131,0.36429,0.14782,0.19285,0.33333,0.09524,0.26923,0.22222,0.46154,0.19048,0.26923,0.5873
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+greer001,Greer,Rusty,115114,greer001,greerru01,1252,L,23.0,77.0,27.0,69.0,1.0,0.0,8,6.0,1.0,0.0,1.0,1.0,11,1.0,16,2.0,0.0,0.0,10,16,9,27,3,7,1,2,0,2.0,6.0,5,19,13,34,5,15,7.0,11.0,0.25926,0.15942,0.34783,0.28571,0.33333,0.24638,0.0,0.0625,0.45454545454545453,0.32,0.4090909090909091,0.54,0.13636363636363635,0.14,0.27407,0.28696,0.11111,0.13044,0.61482,0.5826,0.28571,0.54545,0.21739,0.27941,0.56522,0.19118,0.21739,0.52941
+gonzj002,Gonzalez,Juan,114932,gonzj002,gonzaju03,1251,R,20.0,85.0,22.0,88.0,3.0,2.0,14,4.0,7.0,1.0,0.0,0.0,2,1.0,18,6.0,0.0,0.0,6,18,3,19,5,20,0,4,0,2.0,2.0,7,27,9,43,7,27,7.0,24.0,0.31818,0.27273,0.4,0.30588,0.63636,0.45455,0.3333333333333333,0.16666666666666666,0.42857142857142855,0.3157894736842105,0.21428571428571427,0.3333333333333333,0.35714285714285715,0.3508771929824561,0.51818,0.38182,0.38182,0.27273,0.1,0.34545,0.28571,0.08333,0.30435,0.27835,0.3913,0.09278,0.30435,0.62887
+clarw001,Clark,Will,112345,clarw001,clarkwi02,1002318,L,26.0,80.0,23.0,68.0,3.0,1.0,16,7.0,0.0,0.0,0.0,0.0,13,4.0,10,5.0,0.0,0.0,5,14,9,25,3,15,0,3,0,2.0,5.0,7,16,10,42,5,15,8.0,19.0,0.34783,0.27941,0.46154,0.4,0.47826,0.41176,0.2,0.21428571428571427,0.29411764705882354,0.25925925925925924,0.5294117647058824,0.46296296296296297,0.17647058823529413,0.2777777777777778,0.33043,0.33235,0.19565,0.19853,0.47392,0.46912,0.25,0.26316,0.31818,0.21918,0.45455,0.13699,0.22727,0.64383
+rodri001,Rodriguez,Ivan,121358,rodri001,rodriiv01,1275,R,27.0,71.0,23.0,70.0,1.0,1.0,13,8.0,7.0,2.0,0.0,0.0,7,3.0,12,3.0,1.0,1.0,7,11,9,21,3,19,1,1,0,5.0,3.0,7,19,13,35,7,19,11.0,21.0,0.47826,0.3,0.55556,0.40845,0.69565,0.44286,0.14285714285714285,0.09090909090909091,0.3684210526315789,0.21568627450980393,0.47368421052631576,0.4117647058823529,0.15789473684210525,0.37254901960784315,0.41739,0.34286,0.32608,0.21429,0.25653,0.44285,0.45455,0.14286,0.25926,0.26027,0.48148,0.17808,0.25926,0.56165
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+gonza001,Gonzalez,Alex,114924,gonza001,gonzaal01,281,R,32.0,70.0,31.0,67.0,1.0,0.0,8,5.0,1.0,2.0,0.0,0.0,3,2.0,8,3.0,0.0,0.0,6,22,8,32,8,6,0,5,1,3.0,3.0,2,15,21,43,2,15,7.0,10.0,0.22581,0.14925,0.28125,0.18571,0.29032,0.20896,0.0,0.045454545454545456,0.2727272727272727,0.36666666666666664,0.36363636363636365,0.5333333333333333,0.36363636363636365,0.1,0.26451,0.25971,0.1,0.1,0.63549,0.64029,0.42857,0.3,0.08,0.20548,0.84,0.28767,0.08,0.50685
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+grudm001,Grudzielanek,Mark,115210,grudm001,grudzma01,653,R,25.0,85.0,24.0,77.0,3.0,0.0,13,3.0,2.0,2.0,0.0,0.0,2,2.0,10,4.0,2.0,0.0,4,15,10,43,5,9,0,2,4,2.0,6.0,4,29,13,50,4,29,5.0,18.0,0.20833,0.23377,0.28,0.25882,0.29167,0.37662,0.0,0.2,0.21052631578947367,0.22388059701492538,0.5263157894736842,0.6417910447761194,0.2631578947368421,0.13432835820895522,0.28334,0.34285,0.12501,0.21427,0.59165,0.44288,0.4,0.33333,0.19048,0.26852,0.61905,0.12037,0.19047,0.61111
+fullb001,Fullmer,Brad,114485,fullb001,fullmbr01,13,L,25.0,65.0,27.0,62.0,1.0,0.0,10,2.0,4.0,2.0,0.0,0.0,6,0.0,6,4.0,0.0,2.0,5,15,9,20,5,17,1,2,0,1.0,4.0,13,25,12,33,1,13,4.0,15.0,0.14815,0.24194,0.24,0.32308,0.22222,0.35484,0.0,0.06666666666666667,0.2631578947368421,0.28846153846153844,0.47368421052631576,0.38461538461538464,0.2631578947368421,0.3269230769230769,0.27407,0.3129,0.1111,0.16935,0.61483,0.51775,0.25,0.26667,0.5,0.35211,0.46154,0.16901,0.03846,0.47888
+whitr001,White,Rondell,124185,whitr001,whitero02,856,R,25.0,72.0,26.0,69.0,1.0,1.0,11,2.0,4.0,1.0,1.0,1.0,3,0.0,15,4.0,1.0,0.0,5,16,8,25,4,13,0,0,0,2.0,7.0,7,20,13,37,7,20,5.0,17.0,0.19231,0.24638,0.2,0.29167,0.42308,0.37681,0.2,0.0625,0.29411764705882354,0.2962962962962963,0.47058823529411764,0.46296296296296297,0.23529411764705882,0.24074074074074073,0.43077,0.33043,0.34615,0.19564,0.22308,0.47393,0.4,0.41176,0.25926,0.25974,0.48148,0.16883,0.25926,0.57143
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+santf001,Santangelo,F.P.,121692,santf001,santaf.01,1011438,S,22.0,80.0,19.0,70.0,1.0,0.0,10,3.0,4.0,2.0,0.0,0.0,5,2.0,17,1.0,4.0,2.0,5,13,8,21,1,11,0,0,4,4.0,5.0,8,13,9,42,8,15,5.0,15.0,0.26316,0.21429,0.40909,0.3,0.36842,0.31429,0.0,0.07692307692307693,0.35714285714285715,0.28888888888888886,0.5714285714285714,0.4666666666666667,0.07142857142857142,0.24444444444444444,0.30526,0.3,0.15789,0.15,0.53685,0.55,0.8,0.33333,0.32,0.18571,0.36,0.12857,0.32,0.68572
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+vaugg001,Vaughn,Greg,123675,vaugg001,vaughgr01,1233,R,26.0,72.0,23.0,69.0,2.0,2.0,10,1.0,1.0,1.0,2.0,0.0,6,3.0,12,2.0,0.0,0.0,12,12,6,22,1,11,0,2,0,0.0,4.0,11,28,11,30,11,28,4.0,15.0,0.17391,0.21739,0.26923,0.29167,0.47826,0.37681,0.16666666666666666,0.16666666666666666,0.631578947368421,0.26666666666666666,0.3157894736842105,0.4888888888888889,0.05263157894736842,0.24444444444444444,0.50435,0.35942,0.39565,0.23913,0.1,0.40145,0.0,0.26667,0.33333,0.32558,0.33333,0.12791,0.33334,0.54651
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+mcgwm001,McGwire,Mark,118743,mcgwm001,mcgwima01,1008559,R,33.0,74.0,26.0,61.0,6.0,2.0,8,1.0,4.0,2.0,0.0,0.0,16,5.0,23,7.0,0.0,0.0,4,15,3,11,4,10,1,2,0,0.0,5.0,8,17,11,20,8,17,5.0,18.0,0.19231,0.29508,0.30303,0.45946,0.5,0.65574,0.5,0.4,0.36363636363636365,0.4166666666666667,0.2727272727272727,0.3055555555555556,0.36363636363636365,0.2777777777777778,0.50769,0.56066,0.39231,0.33934,0.1,0.1,0.0,0.27778,0.2963,0.31481,0.40741,0.2037,0.29629,0.48149
+jordb001,Jordan,Brian,116747,jordb001,jordabr01,658,R,30.0,59.0,29.0,58.0,3.0,0.0,10,5.0,2.0,3.0,0.0,2.0,2,2.0,8,1.0,3.0,0.0,7,11,12,20,8,10,0,2,0,4.0,6.0,7,16,20,29,7,16,10.0,15.0,0.34483,0.25862,0.4,0.33898,0.58621,0.44828,0.0,0.2727272727272727,0.25925925925925924,0.2682926829268293,0.4444444444444444,0.4878048780487805,0.2962962962962963,0.24390243902439024,0.44138,0.38966,0.36207,0.28449,0.19655,0.32585,0.4,0.4,0.20588,0.2623,0.58824,0.32787,0.20588,0.40983
+gantr001,Gant,Ron,114567,gantr001,gantro01,1032,R,27.0,40.0,24.0,37.0,2.0,2.0,2,2.0,3.0,0.0,0.0,0.0,3,3.0,9,5.0,0.0,0.0,6,9,6,13,6,2,0,1,0,1.0,2.0,9,12,12,11,9,12,4.0,7.0,0.16667,0.18919,0.25926,0.25,0.41667,0.43243,0.3333333333333333,0.2222222222222222,0.3333333333333333,0.375,0.3333333333333333,0.5416666666666666,0.3333333333333333,0.08333333333333333,0.45,0.44324,0.375,0.36486,0.175,0.1919,0.25,0.28571,0.3,0.34286,0.4,0.34286,0.3,0.31428
+gaetg001,Gaetti,Gary,114508,gaetg001,gaettga01,1004422,R,35.0,55.0,30.0,52.0,0.0,2.0,9,4.0,6.0,2.0,0.0,0.0,6,6.0,6,1.0,1.0,0.0,4,12,15,15,8,9,1,0,0,4.0,5.0,10,17,18,23,10,17,8.0,15.0,0.26667,0.28846,0.4,0.4,0.53333,0.40385,0.5,0.0,0.14814814814814814,0.3333333333333333,0.5555555555555556,0.4166666666666667,0.2962962962962963,0.25,0.46666,0.31539,0.39999,0.17308,0.13335,0.51153,0.5,0.33333,0.26316,0.29825,0.47368,0.31579,0.26316,0.38596
+belld001,Bell,Derek,110818,belld001,bellde01,1000801,R,23.0,91.0,21.0,90.0,2.0,3.0,18,6.0,7.0,3.0,0.0,0.0,6,4.0,21,2.0,0.0,0.0,4,10,6,30,4,19,0,2,0,5.0,13.0,9,27,10,43,9,27,12.0,27.0,0.57143,0.3,0.69565,0.36264,1.14286,0.44444,0.75,0.2,0.2857142857142857,0.1694915254237288,0.42857142857142855,0.5084745762711864,0.2857142857142857,0.3220338983050847,0.77143,0.34444,0.12857,0.21666,0.1,0.4389,0.41667,0.48148,0.32143,0.27835,0.35714,0.10309,0.32143,0.61856
+bagwj001,Bagwell,Jeff,110432,bagwj001,bagweje01,547,R,22.0,92.0,22.0,81.0,2.0,1.0,9,6.0,3.0,1.0,0.0,0.0,17,2.0,14,2.0,0.0,0.0,4,14,7,23,4,12,1,2,0,2.0,6.0,6,26,11,35,6,26,8.0,14.0,0.36364,0.17284,0.45455,0.33696,0.54545,0.28395,0.25,0.14285714285714285,0.26666666666666666,0.2857142857142857,0.4666666666666667,0.46938775510204084,0.26666666666666666,0.24489795918367346,0.38181,0.31111,0.27271,0.16666,0.34548,0.52223,0.25,0.42857,0.26087,0.29885,0.47826,0.12644,0.26087,0.57471
+aloum001,Alou,Moises,110189,aloum001,aloumo01,261,R,20.0,72.0,21.0,73.0,4.0,0.0,8,1.0,2.0,2.0,1.0,0.0,11,2.0,14,4.0,0.0,0.0,6,16,6,16,2,12,1,2,0,1.0,6.0,3,30,9,26,3,30,3.0,15.0,0.14286,0.20548,0.25,0.36111,0.2381,0.42466,0.0,0.25,0.42857142857142855,0.36363636363636365,0.42857142857142855,0.36363636363636365,0.14285714285714285,0.2727272727272727,0.29524,0.41918,0.14286,0.32877,0.5619,0.25205,0.33333,0.4,0.2,0.34884,0.6,0.10465,0.2,0.54651
+macks001,Mack,Shane,118090,macks001,macksh01,1007928,R,20.0,54.0,20.0,53.0,1.0,1.0,12,2.0,4.0,1.0,0.0,0.0,2,2.0,6,4.0,2.0,0.0,1,5,7,19,5,15,3,3,0,0.0,3.0,7,14,10,23,7,14,4.0,17.0,0.2,0.32075,0.3,0.38889,0.4,0.45283,1.0,0.2,0.07692307692307693,0.1282051282051282,0.5384615384615384,0.48717948717948717,0.38461538461538464,0.38461538461538464,0.4,0.33208,0.3,0.19812,0.3,0.4698,0.0,0.17647,0.29167,0.27451,0.41667,0.19608,0.29166,0.52941
+nixoo001,Nixon,Otis,119812,nixoo001,nixonot01,1009608,S,21.0,71.0,22.0,72.0,0.0,0.0,14,2.0,0.0,1.0,0.0,0.0,5,0.0,6,2.0,0.0,0.0,3,16,12,30,3,7,3,0,4,2.0,6.0,8,7,13,38,8,27,3.0,14.0,0.13636,0.19444,0.14286,0.26761,0.18182,0.19444,0.0,0.0,0.16666666666666666,0.3018867924528302,0.6666666666666666,0.5660377358490566,0.16666666666666666,0.1320754716981132,0.24546,0.2,0.1,0.1,0.65454,0.7,0.66667,0.42857,0.27586,0.09722,0.44828,0.18056,0.27586,0.72222
+mearp001,Meares,Pat,118897,mearp001,mearepa01,1008712,R,27.0,69.0,27.0,66.0,2.0,1.0,11,4.0,6.0,2.0,0.0,0.0,4,1.0,11,4.0,1.0,1.0,5,14,8,14,6,16,1,3,0,1.0,1.0,11,18,13,35,11,18,7.0,19.0,0.25926,0.28788,0.33333,0.34783,0.44444,0.4697,0.2,0.14285714285714285,0.2631578947368421,0.3181818181818182,0.42105263157894735,0.3181818181818182,0.3157894736842105,0.36363636363636365,0.38518,0.38182,0.27777,0.27273,0.33705,0.34545,0.14286,0.05263,0.31429,0.25352,0.37143,0.1831,0.31428,0.56338
+molip001,Molitor,Paul,119236,molip001,molitpa01,1009040,R,30.0,78.0,28.0,82.0,1.0,0.0,9,7.0,2.0,0.0,1.0,0.0,4,2.0,4,2.0,0.0,0.0,8,23,14,36,3,6,1,3,2,2.0,4.0,5,18,20,55,5,18,7.0,13.0,0.25,0.15854,0.3,0.21795,0.25,0.2439,0.0,0.043478260869565216,0.32,0.35384615384615387,0.56,0.5538461538461539,0.12,0.09230769230769231,0.2,0.28536,0.1,0.12804,0.7,0.5866,0.28571,0.30769,0.16667,0.1978,0.66667,0.21978,0.16666,0.58242
+ortid001,Ortiz,David,120074,ortid001,ortizda01,745,L,27.0,57.0,22.0,53.0,3.0,1.0,7,3.0,3.0,2.0,0.0,0.0,5,3.0,15,5.0,0.0,2.0,4,10,7,12,3,11,1,1,0,1.0,4.0,2,16,12,21,5,4,6.0,13.0,0.27273,0.24528,0.40741,0.31579,0.5,0.4717,0.25,0.3,0.2857142857142857,0.30303030303030304,0.5,0.36363636363636365,0.21428571428571427,0.3333333333333333,0.42727,0.42642,0.34091,0.33963,0.23182,0.23395,0.16667,0.30769,0.10526,0.39024,0.63158,0.29268,0.26316,0.31708
+coomr001,Coomer,Ron,112641,coomr001,coomero01,816,R,29.0,71.0,31.0,71.0,1.0,2.0,12,3.0,4.0,4.0,0.0,0.0,3,0.0,10,1.0,0.0,0.0,9,19,16,29,3,10,5,2,0,3.0,5.0,7,17,21,33,7,17,9.0,17.0,0.29032,0.23944,0.31034,0.28169,0.6129,0.33803,0.2222222222222222,0.05263157894736842,0.32142857142857145,0.3275862068965517,0.5714285714285714,0.5,0.10714285714285714,0.1724137931034483,0.52258,0.29859,0.37742,0.14789,0.1,0.55352,0.33333,0.29412,0.2,0.25373,0.6,0.31343,0.2,0.43284
+steit001,Steinbach,Terry,122722,steit001,steinte01,1012473,R,24.0,49.0,20.0,42.0,0.0,0.0,10,0.0,2.0,3.0,0.0,0.0,8,4.0,9,4.0,2.0,0.0,4,7,9,13,4,8,0,2,0,0.0,5.0,4,8,15,17,4,8,3.0,12.0,0.15,0.28571,0.29167,0.44898,0.3,0.33333,0.0,0.0,0.23529411764705882,0.25,0.5294117647058824,0.4642857142857143,0.23529411764705882,0.2857142857142857,0.35,0.24762,0.225,0.1,0.425,0.65238,0.0,0.41667,0.17391,0.24242,0.65217,0.45455,0.17392,0.30303
diff --git a/pybaseball_doodling.py b/pybaseball_doodling.py
index c4c00b4..ac33e66 100644
--- a/pybaseball_doodling.py
+++ b/pybaseball_doodling.py
@@ -7,7 +7,7 @@ from bs4 import BeautifulSoup
 import pandas as pd
 import pybaseball as pb
 
-from app.creation_helpers import get_pitching_peripherals
+from creation_helpers import get_pitching_peripherals
 
 
 def pull_stats(start_date_string: str, end_date_string: str):
diff --git a/retrosheet_data.py b/retrosheet_data.py
index 57fa68d..a7cbe42 100644
--- a/retrosheet_data.py
+++ b/retrosheet_data.py
@@ -194,6 +194,38 @@ def get_batting_stats_by_date(file_path, start_date: int, end_date: int) -> pd.D
 
     batting_stats['Bunts'] = batting_stats.apply(get_bunt, axis=1)
     print(f'Custom counting stats: {(datetime.datetime.now() - start).total_seconds():.2f}s')
+
+    # Infield Hit %
+    ifh_vl = all_plays[(all_plays.hit_val.str.contains('1|2|3')) & (all_plays.pitcher_hand == 'l') & (all_plays.hit_location.str.contains('1|2|3|4|5|6')) & (~all_plays.hit_location.str.contains('D', na=False))].groupby('batter_id').count()['event_type'].astype(int).rename('ifh_vL')
+    ifh_vr = all_plays[(all_plays.hit_val.str.contains('1|2|3')) & (all_plays.pitcher_hand == 'r') & (all_plays.hit_location.str.contains('1|2|3|4|5|6')) & (~all_plays.hit_location.str.contains('D', na=False))].groupby('batter_id').count()['event_type'].astype(int).rename('ifh_vR')
+    
+    batting_stats['ifh_vL'] = ifh_vl
+    batting_stats['ifh_vR'] = ifh_vr
+
+    def get_pull_vl(row):
+        pull_loc = '5|7' if row['bat_hand'] != 'L' else '3|9'
+        x = all_plays[(all_plays.batter_id == row['key_retro']) & (all_plays.pitcher_hand == 'l') & (all_plays.hit_location.str.contains(pull_loc))].count()['event_type'].astype(int)
+        return x
+    def get_pull_vr(row):
+        pull_loc = '5|7' if row['bat_hand'] == 'R' else '3|9'
+        x = all_plays[(all_plays.batter_id == row['key_retro']) & (all_plays.pitcher_hand == 'r') & (all_plays.hit_location.str.contains(pull_loc))].count()['event_type'].astype(int)
+        return x
+
+    # Bespoke Queries
+    batting_stats['pull_vL'] = batting_stats.apply(get_pull_vl, axis=1)
+    batting_stats['pull_vR'] = batting_stats.apply(get_pull_vr, axis=1)
+
+    center_vl = all_plays[(all_plays.pitcher_hand == 'l') & (all_plays.hit_location.str.contains('1|4|6|8'))].groupby('batter_id').count()['event_type'].astype(int).rename('center_vl')
+    center_vr = all_plays[(all_plays.pitcher_hand == 'r') & (all_plays.hit_location.str.contains('1|4|6|8'))].groupby('batter_id').count()['event_type'].astype(int).rename('center_vr')
+
+    batting_stats['center_vL'] = center_vl
+    batting_stats['center_vR'] = center_vr
+
+    oppo_vl = all_plays[(all_plays.pitcher_hand == 'l') & (all_plays.hit_location.str.contains('5|7'))].groupby('batter_id').count()['event_type'].astype(int).rename('oppo_vL')
+    oppo_vr = all_plays[(all_plays.pitcher_hand == 'r') & (all_plays.hit_location.str.contains('5|7'))].groupby('batter_id').count()['event_type'].astype(int).rename('oppo_vR')
+
+    batting_stats['oppo_vL'] = oppo_vl
+    batting_stats['oppo_vR'] = oppo_vr
     
     # fill na to 0 following counting stats
     batting_stats = batting_stats.fillna(0)
@@ -241,32 +273,38 @@ def get_batting_stats_by_date(file_path, start_date: int, end_date: int) -> pd.D
 
     batting_stats['Soft%_vL'] = round(1 - batting_stats['Hard%_vL'] - batting_stats['Med%_vL'], 5)
     batting_stats['Soft%_vR'] = round(1 - batting_stats['Hard%_vR'] - batting_stats['Med%_vR'], 5)
+
+    batting_stats['IFH%_vL'] = round(batting_stats['ifh_vL'] / batting_stats['H_vL'], 5)
+    batting_stats['IFH%_vR'] = round(batting_stats['ifh_vR'] / batting_stats['H_vR'], 5)
+
+    batting_stats['Pull%_vL'] = round(batting_stats['pull_vL'] / (batting_stats['pull_vL'] + batting_stats['center_vL'] + batting_stats['oppo_vL']), 5)
+    batting_stats['Pull%_vR'] = round(batting_stats['pull_vR'] / (batting_stats['pull_vR'] + batting_stats['center_vR'] + batting_stats['oppo_vR']), 5)
+
+    batting_stats['Cent%_vL'] = round(batting_stats['center_vL'] / (batting_stats['pull_vL'] + batting_stats['center_vL'] + batting_stats['oppo_vL']), 5)
+    batting_stats['Cent%_vR'] = round(batting_stats['center_vL'] / (batting_stats['pull_vR'] + batting_stats['center_vR'] + batting_stats['oppo_vR']), 5)
+
+    batting_stats['Oppo%_vL'] = round(1 - batting_stats['Pull%_vL'] - batting_stats['Cent%_vL'], 5)
+    batting_stats['Oppo%_vR'] = round(1 - batting_stats['Pull%_vR'] - batting_stats['Cent%_vR'], 5)
+
     print(f'Calculated fields: {(datetime.datetime.now() - start).total_seconds():.2f}s')
 
-    # Bespoke Queries
-    """
-    Remaining:
-
-    Pull%_vL
-    Cent%_vL
-    Oppo%_vL
-
-    IFH%_vL
-    """
-
     return batting_stats
 
 
 async def main(args):
-    print(f'Running the calcs...')
-    start = datetime.datetime.now()
+    print(f'Running the batter calcs...')
+    batter_start = datetime.datetime.now()
     data = get_batting_stats_by_date(f'{FILE_PATH}{EVENTS_FILENAME}', start_date=19980101, end_date=19980430)
     end_calc = datetime.datetime.now()
 
     data.to_csv(f'batting_stats.csv')
-    end = datetime.datetime.now()
+    end_save = datetime.datetime.now()
+    print(f'\nBatter time: {(end_calc - batter_start).total_seconds():.2f}s\nSave time: {(end_save - end_calc).total_seconds():.2f}s')
 
-    print(f'\nTotal stat time: {(end_calc - start).total_seconds():.2f}s\nSave time: {(end - end_calc).total_seconds():.2f}s\n\nTotal: {(end - start).total_seconds():.2f}s\n\nDone!')
+    pitcher_start = datetime.datetime.now()
+    end_pitcher = datetime.datetime.now()
+
+    print(f'\nPitcher time: {(end_pitcher - pitcher_start).total_seconds():.2f}s\n\nTotal: {(end_pitcher - batter_start).total_seconds():.2f}s\n\nDone!')
 
 
 if __name__ == '__main__':