diff --git a/Supplies.csv b/Supplies.csv new file mode 100644 index 0000000..c7d93ac --- /dev/null +++ b/Supplies.csv @@ -0,0 +1,44 @@ +OrderDate,Region,Rep,Item,Units,Unit Price +4-Jul-14,East,Richard,Pen Set,62,4.99 +12-Jul-14,East,Nick,Binder,29,1.99 +21-Jul-14,Central,Morgan,Pen Set,55,12.49 +29-Jul-14,East,Susan,Binder,81,19.99 +7-Aug-14,Central,Matthew,Pen Set,42,23.95 +15-Aug-14,East,Richard,Pencil,35,4.99 +24-Aug-14,West,James,Desk,3,275 +1-Sep-14,Central,Smith,Desk,2,125 +10-Sep-14,Central,Bill,Pencil,7,1.29 +18-Sep-14,East,Richard,Pen Set,16,15.99 +27-Sep-14,West,James,Pen,76,1.99 +5-Oct-14,Central,Morgan,Binder,28,8.99 +14-Oct-14,West,Thomas,Binder,57,19.99 +22-Oct-14,East,Richard,Pen,64,8.99 +31-Oct-14,Central,Rachel,Pencil,14,1.29 +8-Nov-14,East,Susan,Pen,15,19.99 +17-Nov-14,Central,Alex,Binder,11,4.99 +25-Nov-14,Central,Matthew,Pen Set,96,4.99 +4-Dec-14,Central,Alex,Binder,94,19.99 +12-Dec-14,Central,Smith,Pencil,67,1.29 +21-Dec-14,Central,Rachel,Binder,28,4.99 +29-Dec-14,East,Susan,Pen Set,74,15.99 +6-Jan-15,East,Richard,Pencil,95,1.99 +15-Jan-15,Central,Bill,Binder,46,8.99 +23-Jan-15,Central,Matthew,Binder,50,19.99 +1-Feb-15,Central,Smith,Binder,87,15 +9-Feb-15,Central,Alex,Pencil,36,4.99 +18-Feb-15,East,Richard,Binder,4,4.99 +26-Feb-15,Central,Bill,Pen,27,19.99 +7-Mar-15,West,James,Binder,7,19.99 +15-Mar-15,West,James,Pencil,56,2.99 +24-Mar-15,Central,Alex,Pen Set,50,4.99 +1-Apr-15,East,Richard,Binder,60,4.99 +10-Apr-15,Central,Rachel,Pencil,66,1.99 +18-Apr-15,Central,Rachel,Pencil,75,1.99 +27-Apr-15,East,Nick,Pen,96,4.99 +5-May-15,Central,Alex,Pencil,90,4.99 +14-May-15,Central,Bill,Pencil,53,1.29 +22-May-15,West,Thomas,Pencil,32,1.99 +31-May-15,Central,Bill,Binder,80,8.99 +8-Jun-15,East,Richard,Binder,60,8.99 +17-Jun-15,Central,Matthew,Desk,5,125 +25-Jun-15,Central,Morgan,Pencil,90,4.99 diff --git a/__pycache__/exercise.cpython-36.pyc b/__pycache__/exercise.cpython-36.pyc new file mode 100644 index 0000000..8956f2c Binary files /dev/null and b/__pycache__/exercise.cpython-36.pyc differ diff --git a/__pycache__/morestats.cpython-36.pyc b/__pycache__/morestats.cpython-36.pyc new file mode 100644 index 0000000..99c5211 Binary files /dev/null and b/__pycache__/morestats.cpython-36.pyc differ diff --git a/baseball.csv b/baseball.csv new file mode 100644 index 0000000..834b440 --- /dev/null +++ b/baseball.csv @@ -0,0 +1,1016 @@ +"Name","Team","Position","Height","Weight","Age","PosCategory" +"Adam_Donachie","BAL","Catcher",74,180,22.99,"Catcher" +"Paul_Bako","BAL","Catcher",74,215,34.69,"Catcher" +"Ramon_Hernandez","BAL","Catcher",72,210,30.78,"Catcher" +"Kevin_Millar","BAL","First_Baseman",72,210,35.43,"Infielder" +"Chris_Gomez","BAL","First_Baseman",73,188,35.71,"Infielder" +"Brian_Roberts","BAL","Second_Baseman",69,176,29.39,"Infielder" +"Miguel_Tejada","BAL","Shortstop",69,209,30.77,"Infielder" +"Melvin_Mora","BAL","Third_Baseman",71,200,35.07,"Infielder" +"Aubrey_Huff","BAL","Third_Baseman",76,231,30.19,"Infielder" +"Adam_Stern","BAL","Outfielder",71,180,27.05,"Outfielder" +"Jeff_Fiorentino","BAL","Outfielder",73,188,23.88,"Outfielder" +"Freddie_Bynum","BAL","Outfielder",73,180,26.96,"Outfielder" +"Nick_Markakis","BAL","Outfielder",74,185,23.29,"Outfielder" +"Brandon_Fahey","BAL","Outfielder",74,160,26.11,"Outfielder" +"Corey_Patterson","BAL","Outfielder",69,180,27.55,"Outfielder" +"Jay_Payton","BAL","Outfielder",70,185,34.27,"Outfielder" +"Erik_Bedard","BAL","Starting_Pitcher",73,189,27.99,"Pitcher" +"Hayden_Penn","BAL","Starting_Pitcher",75,185,22.38,"Pitcher" +"Adam_Loewen","BAL","Starting_Pitcher",78,219,22.89,"Pitcher" +"Daniel_Cabrera","BAL","Starting_Pitcher",79,230,25.76,"Pitcher" +"Steve_Trachsel","BAL","Starting_Pitcher",76,205,36.33,"Pitcher" +"Jaret_Wright","BAL","Starting_Pitcher",74,230,31.17,"Pitcher" +"Kris_Benson","BAL","Starting_Pitcher",76,195,32.31,"Pitcher" +"Scott_Williamson","BAL","Relief_Pitcher",72,180,31.03,"Pitcher" +"John_Parrish","BAL","Relief_Pitcher",71,192,29.26,"Pitcher" +"Danys_Baez","BAL","Relief_Pitcher",75,225,29.47,"Pitcher" +"Chad_Bradford","BAL","Relief_Pitcher",77,203,32.46,"Pitcher" +"Jamie_Walker","BAL","Relief_Pitcher",74,195,35.67,"Pitcher" +"Brian_Burres","BAL","Relief_Pitcher",73,182,25.89,"Pitcher" +"Kurt_Birkins","BAL","Relief_Pitcher",74,188,26.55,"Pitcher" +"James_Hoey","BAL","Relief_Pitcher",78,200,24.17,"Pitcher" +"Sendy_Rleal","BAL","Relief_Pitcher",73,180,26.69,"Pitcher" +"Chris_Ray","BAL","Relief_Pitcher",75,200,25.13,"Pitcher" +"Jeremy_Guthrie","BAL","Relief_Pitcher",73,200,27.9,"Pitcher" +"A.J._Pierzynski","CWS","Catcher",75,245,30.17,"Catcher" +"Toby_Hall","CWS","Catcher",75,240,31.36,"Catcher" +"Paul_Konerko","CWS","First_Baseman",74,215,30.99,"Infielder" +"Tadahito_Iguchi","CWS","Second_Baseman",69,185,32.24,"Infielder" +"Juan_Uribe","CWS","Shortstop",71,175,27.61,"Infielder" +"Alex_Cintron","CWS","Shortstop",74,199,28.2,"Infielder" +"Joe_Crede","CWS","Third_Baseman",73,200,28.85,"Infielder" +"Josh_Fields","CWS","Third_Baseman",73,215,24.21,"Infielder" +"Ryan_Sweeney","CWS","Outfielder",76,200,22.02,"Outfielder" +"Brian_N._Anderson","CWS","Outfielder",74,205,24.97,"Outfielder" +"Luis_Terrero","CWS","Outfielder",74,206,26.78,"Outfielder" +"Pablo_Ozuna","CWS","Outfielder",70,186,32.51,"Outfielder" +"Scott_Podsednik","CWS","Outfielder",72,188,30.95,"Outfielder" +"Jermaine_Dye","CWS","Outfielder",77,220,33.09,"Outfielder" +"Darin_Erstad","CWS","Outfielder",74,210,32.74,"Outfielder" +"Rob_Mackowiak","CWS","Outfielder",70,195,30.69,"Outfielder" +"Charlie_Haeger","CWS","Starting_Pitcher",73,200,23.45,"Pitcher" +"Heath_Phillips","CWS","Starting_Pitcher",75,200,24.94,"Pitcher" +"Gavin_Floyd","CWS","Starting_Pitcher",76,212,24.09,"Pitcher" +"Jose_Contreras","CWS","Starting_Pitcher",76,224,35.23,"Pitcher" +"Jon_Garland","CWS","Starting_Pitcher",78,210,27.43,"Pitcher" +"Javier_Vazquez","CWS","Starting_Pitcher",74,205,30.6,"Pitcher" +"Mark_Buehrle","CWS","Starting_Pitcher",74,220,27.94,"Pitcher" +"Mike_MacDougal","CWS","Relief_Pitcher",76,195,29.99,"Pitcher" +"David_Aardsma","CWS","Relief_Pitcher",77,200,25.17,"Pitcher" +"Andrew_Sisco","CWS","Relief_Pitcher",81,260,24.13,"Pitcher" +"Matt_Thornton","CWS","Relief_Pitcher",78,228,30.46,"Pitcher" +"Bobby_Jenks","CWS","Relief_Pitcher",75,270,25.96,"Pitcher" +"Boone_Logan","CWS","Relief_Pitcher",77,200,22.55,"Pitcher" +"Sean_Tracey","CWS","Relief_Pitcher",75,210,26.29,"Pitcher" +"Nick_Masset","CWS","Relief_Pitcher",76,190,24.79,"Pitcher" +"Jose_Molina","ANA","Catcher",74,220,31.74,"Catcher" +"Jeff_Mathis","ANA","Catcher",72,180,23.92,"Catcher" +"Mike_Napoli","ANA","Catcher",72,205,25.33,"Catcher" +"Casey_Kotchman","ANA","First_Baseman",75,210,24.02,"Infielder" +"Kendry_Morales","ANA","First_Baseman",73,220,23.7,"Infielder" +"Shea_Hillenbrand","ANA","First_Baseman",73,211,31.59,"Infielder" +"Robb_Quinlan","ANA","First_Baseman",73,200,29.95,"Infielder" +"Howie_Kendrick","ANA","First_Baseman",70,180,23.64,"Infielder" +"Orlando_Cabrera","ANA","Shortstop",70,190,32.33,"Infielder" +"Erick_Aybar","ANA","Shortstop",70,170,23.13,"Infielder" +"Dallas_McPherson","ANA","Third_Baseman",76,230,26.6,"Infielder" +"Maicer_Izturis","ANA","Third_Baseman",68,155,26.46,"Infielder" +"Reggie_Willits","ANA","Outfielder",71,185,25.75,"Outfielder" +"Tommy_Murphy","ANA","Outfielder",72,185,27.51,"Outfielder" +"Terry_Evans","ANA","Outfielder",75,200,25.11,"Outfielder" +"Gary_Matthews_Jr.","ANA","Outfielder",75,225,32.51,"Outfielder" +"Garret_Anderson","ANA","Outfielder",75,225,34.67,"Outfielder" +"Vladimir_Guerrero","ANA","Outfielder",75,220,31.06,"Outfielder" +"Chone_Figgins","ANA","Outfielder",68,160,29.1,"Outfielder" +"Juan_Rivera","ANA","Outfielder",74,205,28.66,"Outfielder" +"John_Lackey","ANA","Starting_Pitcher",78,235,28.35,"Pitcher" +"Bartolo_Colon","ANA","Starting_Pitcher",71,250,33.77,"Pitcher" +"Kelvim_Escobar","ANA","Starting_Pitcher",73,210,30.89,"Pitcher" +"Dustin_Moseley","ANA","Starting_Pitcher",76,190,37.74,"Pitcher" +"Ervin_Santana","ANA","Starting_Pitcher",74,160,24.14,"Pitcher" +"Joe_Saunders","ANA","Starting_Pitcher",74,200,25.71,"Pitcher" +"Jered_Weaver","ANA","Starting_Pitcher",79,205,24.41,"Pitcher" +"Chris_Resop","ANA","Relief_Pitcher",75,222,24.32,"Pitcher" +"Phil_Seibel","ANA","Relief_Pitcher",73,195,28.09,"Pitcher" +"Justin_Speier","ANA","Relief_Pitcher",76,205,33.31,"Pitcher" +"Darren_Oliver","ANA","Relief_Pitcher",74,220,36.4,"Pitcher" +"Hector_Carrasco","ANA","Relief_Pitcher",74,220,37.36,"Pitcher" +"Scot_Shields","ANA","Relief_Pitcher",73,170,31.61,"Pitcher" +"Francisco_Rodriguez","ANA","Relief_Pitcher",72,185,25.14,"Pitcher" +"Greg_Jones","ANA","Relief_Pitcher",74,195,30.29,"Pitcher" +"Doug_Mirabelli","BOS","Catcher",73,220,36.37,"Catcher" +"Jason_Varitek","BOS","Catcher",74,230,34.89,"Catcher" +"George_Kottaras","BOS","Catcher",72,180,23.79,"Catcher" +"Kevin_Youkilis","BOS","First_Baseman",73,220,27.96,"Infielder" +"Dustin_Pedroia","BOS","Second_Baseman",69,180,23.54,"Infielder" +"Alex_Cora","BOS","Shortstop",72,180,31.37,"Infielder" +"Julio_Lugo","BOS","Shortstop",73,170,31.29,"Infielder" +"Mike_Lowell","BOS","Third_Baseman",75,210,33.01,"Infielder" +"Wily_Mo_Pe?a","BOS","Outfielder",75,215,25.1,"Outfielder" +"J.D._Drew","BOS","Outfielder",73,200,31.28,"Outfielder" +"Manny_Ramirez","BOS","Outfielder",72,213,34.75,"Outfielder" +"Brandon_Moss","BOS","Outfielder",72,180,23.46,"Outfielder" +"David_Murphy","BOS","Outfielder",76,192,25.37,"Outfielder" +"Eric_Hinske","BOS","Outfielder",74,235,29.57,"Outfielder" +"Coco_Crisp","BOS","Outfielder",72,185,27.33,"Outfielder" +"Curt_Schilling","BOS","Starting_Pitcher",77,235,40.29,"Pitcher" +"Tim_Wakefield","BOS","Starting_Pitcher",74,210,40.58,"Pitcher" +"Josh_Beckett","BOS","Starting_Pitcher",77,222,26.79,"Pitcher" +"Matt_Clement","BOS","Starting_Pitcher",75,210,32.55,"Pitcher" +"Jonathan_Papelbon","BOS","Starting_Pitcher",76,230,26.27,"Pitcher" +"Kyle_Snyder","BOS","Starting_Pitcher",80,220,29.47,"Pitcher" +"Devern_Hansack","BOS","Starting_Pitcher",74,180,29.07,"Pitcher" +"Jon_Lester","BOS","Starting_Pitcher",74,190,23.15,"Pitcher" +"Kason_Gabbard","BOS","Starting_Pitcher",75,200,24.9,"Pitcher" +"Craig_Hansen","BOS","Relief_Pitcher",78,210,23.29,"Pitcher" +"Hideki_Okajima","BOS","Relief_Pitcher",73,194,31.18,"Pitcher" +"Craig_Breslow","BOS","Relief_Pitcher",73,180,26.56,"Pitcher" +"Manny_Delcarmen","BOS","Relief_Pitcher",74,190,25.03,"Pitcher" +"Brendan_Donnelly","BOS","Relief_Pitcher",75,240,35.66,"Pitcher" +"Javier_Lopez","BOS","Relief_Pitcher",76,200,29.64,"Pitcher" +"J.C._Romero","BOS","Relief_Pitcher",71,198,30.74,"Pitcher" +"Joel_Pineiro","BOS","Relief_Pitcher",73,200,28.43,"Pitcher" +"Julian_Tavarez","BOS","Relief_Pitcher",74,195,33.77,"Pitcher" +"Mike_Timlin","BOS","Relief_Pitcher",76,210,40.97,"Pitcher" +"Nick_DeBarr","BOS","Relief_Pitcher",76,220,23.52,"Pitcher" +"Victor_Martinez","CLE","Catcher",74,190,28.19,"Catcher" +"Kelly_Shoppach","CLE","Catcher",73,210,26.84,"Catcher" +"Ryan_Garko","CLE","First_Baseman",74,225,26.16,"Infielder" +"Joe_Inglett","CLE","Second_Baseman",70,180,28.67,"Infielder" +"Josh_Barfield","CLE","Second_Baseman",72,185,24.2,"Infielder" +"Hector_Luna","CLE","Second_Baseman",73,170,27.08,"Infielder" +"Jhonny_Peralta","CLE","Shortstop",73,185,24.76,"Infielder" +"Andy_Marte","CLE","Third_Baseman",73,185,23.36,"Infielder" +"Ben_Francisco","CLE","Outfielder",73,180,25.35,"Outfielder" +"Shin-Soo_Choo","CLE","Outfielder",71,178,24.63,"Outfielder" +"Franklin_Gutierrez","CLE","Outfielder",74,175,24.02,"Outfielder" +"Grady_Sizemore","CLE","Outfielder",74,200,24.58,"Outfielder" +"Jason_Michaels","CLE","Outfielder",72,204,30.82,"Outfielder" +"Trot_Nixon","CLE","Outfielder",74,211,32.89,"Outfielder" +"David_Dellucci","CLE","Outfielder",71,190,33.33,"Outfielder" +"Casey_Blake","CLE","Outfielder",74,210,33.52,"Outfielder" +"Paul_Byrd","CLE","Starting_Pitcher",73,190,36.24,"Pitcher" +"Cliff_Lee","CLE","Starting_Pitcher",75,190,28.5,"Pitcher" +"Jake_Westbrook","CLE","Starting_Pitcher",75,185,29.42,"Pitcher" +"C.C._Sabathia","CLE","Starting_Pitcher",79,290,26.61,"Pitcher" +"Jeremy_Sowers","CLE","Starting_Pitcher",73,175,23.79,"Pitcher" +"Rafael_Perez","CLE","Relief_Pitcher",75,185,24.96,"Pitcher" +"Brian_Slocum","CLE","Relief_Pitcher",76,200,25.93,"Pitcher" +"Edward_Mujica","CLE","Relief_Pitcher",74,220,22.81,"Pitcher" +"Fernando_Cabrera","CLE","Relief_Pitcher",76,170,25.29,"Pitcher" +"Tom_Mastny","CLE","Relief_Pitcher",78,220,26.07,"Pitcher" +"Juan_Lara","CLE","Relief_Pitcher",74,190,26.09,"Pitcher" +"Fausto_Carmona","CLE","Relief_Pitcher",76,220,23.23,"Pitcher" +"Aaron_Fultz","CLE","Relief_Pitcher",72,205,33.49,"Pitcher" +"Rafael_Betancourt","CLE","Relief_Pitcher",74,200,31.84,"Pitcher" +"Roberto_Hernandez","CLE","Relief_Pitcher",76,250,42.3,"Pitcher" +"Joe_Borowski","CLE","Relief_Pitcher",74,225,35.82,"Pitcher" +"Matt_Miller","CLE","Relief_Pitcher",75,215,35.27,"Pitcher" +"Jason_Davis","CLE","Relief_Pitcher",78,210,26.81,"Pitcher" +"Mike_Piazza","OAK","Catcher",75,215,38.49,"Catcher" +"Jason_Kendall","OAK","Catcher",72,195,32.68,"Catcher" +"Adam_Melhuse","OAK","Catcher",74,200,34.93,"Catcher" +"Nick_Swisher","OAK","First_Baseman",72,194,26.26,"Infielder" +"Dan_Johnson","OAK","First_Baseman",74,220,27.56,"Infielder" +"Donald_Murphy","OAK","Second_Baseman",70,180,23.98,"Infielder" +"Mark_Ellis","OAK","Second_Baseman",71,180,29.73,"Infielder" +"Marco_Scutaro","OAK","Shortstop",70,170,31.33,"Infielder" +"Bobby_Crosby","OAK","Shortstop",75,195,27.13,"Infielder" +"Mark_Kiger","OAK","Shortstop",71,180,26.75,"Infielder" +"Antonio_Perez","OAK","Third_Baseman",71,170,27.09,"Infielder" +"Eric_Chavez","OAK","Third_Baseman",73,206,29.23,"Infielder" +"Milton_Bradley","OAK","Outfielder",72,205,28.88,"Outfielder" +"Shannon_Stewart","OAK","Outfielder",71,200,33.01,"Outfielder" +"Bobby_Kielty","OAK","Outfielder",73,225,30.57,"Outfielder" +"Mark_Kotsay","OAK","Outfielder",72,201,31.24,"Outfielder" +"Ryan_Goleski","OAK","Outfielder",75,225,24.95,"Outfielder" +"Jason_Windsor","OAK","Starting_Pitcher",74,233,24.62,"Pitcher" +"David_Shafer","OAK","Starting_Pitcher",74,180,24.98,"Pitcher" +"Joe_Blanton","OAK","Starting_Pitcher",75,225,26.22,"Pitcher" +"Brad_Halsey","OAK","Starting_Pitcher",73,180,26.04,"Pitcher" +"Dan_Haren","OAK","Starting_Pitcher",77,220,26.45,"Pitcher" +"Rich_Harden","OAK","Starting_Pitcher",73,180,25.25,"Pitcher" +"Joe_Kennedy","OAK","Starting_Pitcher",76,237,27.77,"Pitcher" +"Esteban_Loaiza","OAK","Starting_Pitcher",75,215,35.16,"Pitcher" +"Alan_Embree","OAK","Relief_Pitcher",74,190,37.1,"Pitcher" +"Jay_Witasick","OAK","Relief_Pitcher",76,235,34.51,"Pitcher" +"Justin_Duchscherer","OAK","Relief_Pitcher",75,190,29.28,"Pitcher" +"Kiko_Calero","OAK","Relief_Pitcher",73,180,32.14,"Pitcher" +"Chad_Gaudin","OAK","Relief_Pitcher",71,165,23.94,"Pitcher" +"Lenny_DiNardo","OAK","Relief_Pitcher",76,195,27.45,"Pitcher" +"Scott_Dunn","OAK","Relief_Pitcher",75,200,28.77,"Pitcher" +"Huston_Street","OAK","Relief_Pitcher",72,190,23.58,"Pitcher" +"Ron_Flores","OAK","Relief_Pitcher",71,190,27.56,"Pitcher" +"Jay_Marshall","OAK","Relief_Pitcher",77,185,24.01,"Pitcher" +"Marcus_McBeth","OAK","Relief_Pitcher",73,185,26.52,"Pitcher" +"Jorge_Posada","NYY","Catcher",74,205,35.54,"Catcher" +"Wil_Nieves","NYY","Catcher",71,190,29.43,"Catcher" +"Andy_Phillips","NYY","First_Baseman",72,205,29.9,"Infielder" +"Doug_Mientkiewicz","NYY","First_Baseman",74,206,32.7,"Infielder" +"Josh_Phelps","NYY","First_Baseman",75,220,28.8,"Infielder" +"Miguel_Cairo","NYY","Second_Baseman",73,208,32.82,"Infielder" +"Robinson_Cano","NYY","Second_Baseman",72,170,24.36,"Infielder" +"Derek_Jeter","NYY","Shortstop",75,195,32.68,"Infielder" +"Alex_Rodriguez","NYY","Third_Baseman",75,210,31.59,"Infielder" +"Johnny_Damon","NYY","Outfielder",74,190,33.32,"Outfielder" +"Bobby_Abreu","NYY","Outfielder",72,211,32.97,"Outfielder" +"Hideki_Matsui","NYY","Outfielder",74,230,32.72,"Outfielder" +"Melky_Cabrera","NYY","Outfielder",71,170,22.55,"Outfielder" +"Kevin_Thompson","NYY","Outfielder",70,185,27.45,"Outfielder" +"Mike_Mussina","NYY","Starting_Pitcher",74,185,38.23,"Pitcher" +"Carl_Pavano","NYY","Starting_Pitcher",77,241,31.14,"Pitcher" +"Andy_Pettitte","NYY","Starting_Pitcher",77,225,34.71,"Pitcher" +"Darrell_Rasner","NYY","Starting_Pitcher",75,210,26.13,"Pitcher" +"Jeff_Karstens","NYY","Starting_Pitcher",75,175,24.43,"Pitcher" +"Humberto_Sanchez","NYY","Starting_Pitcher",78,230,23.76,"Pitcher" +"Chien-Ming_Wang","NYY","Starting_Pitcher",75,200,26.92,"Pitcher" +"Sean_Henn","NYY","Relief_Pitcher",76,215,25.85,"Pitcher" +"Scott_Proctor","NYY","Relief_Pitcher",73,198,30.16,"Pitcher" +"Brian_Bruney","NYY","Relief_Pitcher",75,226,25.03,"Pitcher" +"Chris_Britton","NYY","Relief_Pitcher",75,278,24.21,"Pitcher" +"T.J._Beam","NYY","Relief_Pitcher",79,215,26.51,"Pitcher" +"Jose_Veras","NYY","Relief_Pitcher",77,230,26.36,"Pitcher" +"Kyle_Farnsworth","NYY","Relief_Pitcher",76,240,30.88,"Pitcher" +"Luis_Vizcaino","NYY","Relief_Pitcher",71,184,32.57,"Pitcher" +"Mike_Myers","NYY","Relief_Pitcher",75,219,37.68,"Pitcher" +"Mariano_Rivera","NYY","Relief_Pitcher",74,170,37.25,"Pitcher" +"Ivan_Rodriguez","DET","Catcher",69,218,35.25,"Catcher" +"Vance_Wilson","DET","Catcher",71,190,33.95,"Catcher" +"Sean_Casey","DET","First_Baseman",76,225,32.66,"Infielder" +"Chris_Shelton","DET","First_Baseman",72,220,26.68,"Infielder" +"Omar_Infante","DET","Second_Baseman",72,176,25.18,"Infielder" +"Placido_Polanco","DET","Second_Baseman",70,190,31.39,"Infielder" +"Neifi_Perez","DET","Second_Baseman",72,197,33.74,"Infielder" +"Carlos_Guillen","DET","Shortstop",73,204,31.42,"Infielder" +"Ramon_Santiago","DET","Shortstop",71,167,27.5,"Infielder" +"Tony_Giarratano","DET","Shortstop",72,180,24.25,"Infielder" +"Brandon_Inge","DET","Third_Baseman",71,195,29.78,"Infielder" +"Craig_Monroe","DET","Outfielder",73,220,30,"Outfielder" +"Magglio_Ordo?ez","DET","Outfielder",72,215,33.09,"Outfielder" +"Curtis_Granderson","DET","Outfielder",73,185,25.96,"Outfielder" +"Brent_Clevlen","DET","Outfielder",74,190,23.34,"Outfielder" +"Marcus_Thames","DET","Outfielder",74,205,29.98,"Outfielder" +"Gary_Sheffield","DET","Outfielder",72,205,38.28,"Outfielder" +"Zach_Miner","DET","Starting_Pitcher",75,200,24.97,"Pitcher" +"Jeremy_Bonderman","DET","Starting_Pitcher",74,210,24.34,"Pitcher" +"Nate_Robertson","DET","Starting_Pitcher",74,215,29.49,"Pitcher" +"Justin_Verlander","DET","Starting_Pitcher",77,200,24.02,"Pitcher" +"Virgil_Vasquez","DET","Starting_Pitcher",75,205,24.73,"Pitcher" +"Kenny_Rogers","DET","Starting_Pitcher",73,211,42.3,"Pitcher" +"Mike_Maroth","DET","Starting_Pitcher",72,190,29.54,"Pitcher" +"Fernando_Rodney","DET","Relief_Pitcher",71,208,29.95,"Pitcher" +"Chad_Durbin","DET","Relief_Pitcher",74,200,29.24,"Pitcher" +"Jason_Grilli","DET","Relief_Pitcher",77,210,30.3,"Pitcher" +"Jose_Mesa","DET","Relief_Pitcher",75,232,40.77,"Pitcher" +"Todd_Jones","DET","Relief_Pitcher",75,230,38.85,"Pitcher" +"Joel_Zumaya","DET","Relief_Pitcher",75,210,22.31,"Pitcher" +"Jordan_Tata","DET","Relief_Pitcher",78,220,25.44,"Pitcher" +"Andrew_Miller","DET","Relief_Pitcher",78,210,21.78,"Pitcher" +"Yorman_Bazardo","DET","Relief_Pitcher",74,202,22.64,"Pitcher" +"Wilfredo_Ledezma","DET","Relief_Pitcher",76,212,26.11,"Pitcher" +"Roman_Colon","DET","Relief_Pitcher",78,225,27.55,"Pitcher" +"Edward_Campusano","DET","Relief_Pitcher",76,170,24.63,"Pitcher" +"Rene_Rivera","SEA","Catcher",70,190,23.58,"Catcher" +"Kenji_Johjima","SEA","Catcher",72,200,30.73,"Catcher" +"Richie_Sexson","SEA","First_Baseman",80,237,32.17,"Infielder" +"Ben_Broussard","SEA","First_Baseman",74,220,30.43,"Infielder" +"Jose_Lopez","SEA","Second_Baseman",74,170,23.27,"Infielder" +"Jose_Vidro","SEA","Second_Baseman",71,193,32.51,"Infielder" +"Yuniesky_Betancourt","SEA","Shortstop",70,190,25.08,"Infielder" +"Oswaldo_Navarro","SEA","Shortstop",72,150,22.41,"Infielder" +"Adrian_Beltre","SEA","Third_Baseman",71,220,27.9,"Infielder" +"Raul_Ibanez","SEA","Outfielder",74,200,34.74,"Outfielder" +"Jose_Guillen","SEA","Outfielder",71,190,30.79,"Outfielder" +"Jeremy_Reed","SEA","Outfielder",72,185,25.71,"Outfielder" +"Willie_Bloomquist","SEA","Outfielder",71,185,29.26,"Outfielder" +"Adam_Jones","SEA","Outfielder",74,200,21.58,"Outfielder" +"Ichiro_Suzuki","SEA","Outfielder",69,172,33.36,"Outfielder" +"Mike_Morse","SEA","Outfielder",76,220,24.94,"Outfielder" +"Felix_Hernandez","SEA","Starting_Pitcher",75,225,20.9,"Pitcher" +"Ryan_Feierabend","SEA","Starting_Pitcher",75,190,21.52,"Pitcher" +"Sean_White","SEA","Starting_Pitcher",76,195,25.85,"Pitcher" +"Horacio_Ramirez","SEA","Starting_Pitcher",73,219,27.27,"Pitcher" +"Cha_Baek","SEA","Starting_Pitcher",76,190,26.75,"Pitcher" +"Miguel_Batista","SEA","Starting_Pitcher",73,197,36.03,"Pitcher" +"Jeff_Weaver","SEA","Starting_Pitcher",77,200,30.52,"Pitcher" +"Jarrod_Washburn","SEA","Starting_Pitcher",73,195,32.55,"Pitcher" +"George_Sherrill","SEA","Relief_Pitcher",72,210,29.86,"Pitcher" +"Julio_Mateo","SEA","Relief_Pitcher",72,177,29.58,"Pitcher" +"J.J._Putz","SEA","Relief_Pitcher",77,220,30.02,"Pitcher" +"Chris_Reitsma","SEA","Relief_Pitcher",77,235,29.16,"Pitcher" +"Cesar_Jimenez","SEA","Relief_Pitcher",71,180,22.3,"Pitcher" +"Eric_O'Flaherty","SEA","Relief_Pitcher",74,195,22.06,"Pitcher" +"Jon_Huber","SEA","Relief_Pitcher",74,195,25.65,"Pitcher" +"Jake_Woods","SEA","Relief_Pitcher",73,190,25.49,"Pitcher" +"Sean_Green","SEA","Relief_Pitcher",78,230,27.86,"Pitcher" +"Mark_Lowe","SEA","Relief_Pitcher",75,190,23.73,"Pitcher" +"Josh_Paul","TB","Catcher",73,200,31.78,"Catcher" +"Dioner_Navarro","TB","Catcher",70,190,23.06,"Catcher" +"Shawn_Riggans","TB","Catcher",74,190,26.6,"Catcher" +"Ty_Wigginton","TB","First_Baseman",72,200,29.39,"Infielder" +"Brendan_Harris","TB","Second_Baseman",73,200,26.51,"Infielder" +"Jorge_Cantu","TB","Second_Baseman",73,184,25.08,"Infielder" +"Ben_Zobrist","TB","Shortstop",75,200,25.76,"Infielder" +"B.J._Upton","TB","Third_Baseman",75,180,22.52,"Infielder" +"Carl_Crawford","TB","Outfielder",74,219,25.57,"Outfielder" +"Rocco_Baldelli","TB","Outfielder",76,187,25.43,"Outfielder" +"Greg_Norton","TB","Outfielder",73,200,34.65,"Outfielder" +"Elijah_Dukes","TB","Outfielder",74,220,22.68,"Outfielder" +"Delmon_Young","TB","Outfielder",75,205,21.46,"Outfielder" +"Edwin_Jackson","TB","Starting_Pitcher",75,190,23.47,"Pitcher" +"Scott_Kazmir","TB","Starting_Pitcher",72,170,23.1,"Pitcher" +"Casey_Fossum","TB","Starting_Pitcher",73,160,29.14,"Pitcher" +"Jae_Seo","TB","Starting_Pitcher",73,215,29.77,"Pitcher" +"J.P._Howell","TB","Starting_Pitcher",72,175,23.85,"Pitcher" +"Tim_Corcoran","TB","Starting_Pitcher",74,205,28.88,"Pitcher" +"Jason_Hammel","TB","Starting_Pitcher",78,200,24.49,"Pitcher" +"James_Shields","TB","Starting_Pitcher",76,214,25.19,"Pitcher" +"Brian_Stokes","TB","Starting_Pitcher",73,200,27.48,"Pitcher" +"Juan_Salas","TB","Relief_Pitcher",74,190,28.31,"Pitcher" +"Jeff_Ridgway","TB","Relief_Pitcher",75,180,26.54,"Pitcher" +"Ruddy_Lugo","TB","Relief_Pitcher",70,205,26.77,"Pitcher" +"Jae-Kuk_Ryu","TB","Relief_Pitcher",75,220,23.75,"Pitcher" +"Chad_Orvella","TB","Relief_Pitcher",71,190,26.41,"Pitcher" +"Dan_Miceli","TB","Relief_Pitcher",72,215,36.47,"Pitcher" +"Seth_McClung","TB","Relief_Pitcher",78,235,26.06,"Pitcher" +"Jon_Switzer","TB","Relief_Pitcher",75,191,27.55,"Pitcher" +"Shawn_Camp","TB","Relief_Pitcher",73,200,31.28,"Pitcher" +"Scott_Dohmann","TB","Relief_Pitcher",73,181,29.04,"Pitcher" +"Jason_LaRue","KC","Catcher",71,200,32.95,"Catcher" +"John_Buck","KC","Catcher",75,210,26.65,"Catcher" +"Ryan_Shealy","KC","First_Baseman",77,240,27.5,"Infielder" +"Ross_Gload","KC","First_Baseman",72,185,30.9,"Infielder" +"Esteban_German","KC","Second_Baseman",69,165,29.09,"Infielder" +"Mark_Grudzielanek","KC","Second_Baseman",73,190,36.67,"Infielder" +"Angel_Sanchez","KC","Second_Baseman",74,185,23.44,"Infielder" +"Angel_Berroa","KC","Shortstop",72,175,29.09,"Infielder" +"Andres_Blanco","KC","Shortstop",70,155,22.89,"Infielder" +"Mark_Teahen","KC","Third_Baseman",75,210,25.48,"Infielder" +"Joey_Gathright","KC","Outfielder",70,170,25.84,"Outfielder" +"David_DeJesus","KC","Outfielder",72,175,27.2,"Outfielder" +"Shane_Costa","KC","Outfielder",72,220,25.22,"Outfielder" +"Mitch_Maier","KC","Outfielder",74,210,24.67,"Outfielder" +"Reggie_Sanders","KC","Outfielder",73,205,39.25,"Outfielder" +"Emil_Brown","KC","Outfielder",74,200,32.17,"Outfielder" +"John_Bale","KC","Starting_Pitcher",76,205,32.77,"Pitcher" +"Luke_Hudson","KC","Starting_Pitcher",75,195,29.83,"Pitcher" +"Scott_Elarton","KC","Starting_Pitcher",80,240,31.02,"Pitcher" +"Odalis_Perez","KC","Starting_Pitcher",72,150,29.73,"Pitcher" +"Gil_Meche","KC","Starting_Pitcher",75,200,28.48,"Pitcher" +"Neal_Musser","KC","Starting_Pitcher",73,215,26.51,"Pitcher" +"Brian_Bannister","KC","Starting_Pitcher",74,202,26,"Pitcher" +"Zack_Greinke","KC","Starting_Pitcher",74,200,23.36,"Pitcher" +"Jorge_De_La_Rosa","KC","Starting_Pitcher",73,190,25.9,"Pitcher" +"Todd_Wellemeyer","KC","Relief_Pitcher",75,205,28.5,"Pitcher" +"Jimmy_Gobble","KC","Relief_Pitcher",75,190,25.62,"Pitcher" +"Joel_Peralta","KC","Relief_Pitcher",71,160,30.94,"Pitcher" +"Ryan_Braun","KC","Relief_Pitcher",73,215,26.59,"Pitcher" +"Joakim_Soria","KC","Relief_Pitcher",75,185,22.78,"Pitcher" +"Ken_Ray","KC","Relief_Pitcher",74,200,32.26,"Pitcher" +"David_Riske","KC","Relief_Pitcher",74,190,30.35,"Pitcher" +"Octavio_Dotel","KC","Relief_Pitcher",72,210,33.26,"Pitcher" +"Joe_Nelson","KC","Relief_Pitcher",74,185,32.35,"Pitcher" +"Gerald_Laird","TEX","Catcher",74,220,27.3,"Catcher" +"Miguel_Ojeda","TEX","Catcher",74,190,32.08,"Catcher" +"Guillermo_Quiroz","TEX","Catcher",73,202,25.25,"Catcher" +"Chris_Stewart","TEX","Catcher",76,205,25.03,"Catcher" +"Mark_Teixeira","TEX","First_Baseman",75,220,26.89,"Infielder" +"Ian_Kinsler","TEX","Second_Baseman",72,175,24.69,"Infielder" +"Joaquin_Arias","TEX","Shortstop",73,160,22.44,"Infielder" +"Michael_Young","TEX","Shortstop",73,190,30.36,"Infielder" +"Hank_Blalock","TEX","Third_Baseman",73,200,26.27,"Infielder" +"Marlon_Byrd","TEX","Outfielder",72,229,29.5,"Outfielder" +"Brad_Wilkerson","TEX","Outfielder",72,206,29.75,"Outfielder" +"Sammy_Sosa","TEX","Outfielder",72,220,38.3,"Outfielder" +"Kenny_Lofton","TEX","Outfielder",72,180,39.75,"Outfielder" +"Frank_Catalanotto","TEX","Outfielder",71,195,32.84,"Outfielder" +"Nelson_Cruz","TEX","Outfielder",75,175,26.66,"Outfielder" +"Robinson_Tejeda","TEX","Starting_Pitcher",75,188,24.94,"Pitcher" +"John_Rheinecker","TEX","Starting_Pitcher",74,230,27.76,"Pitcher" +"Edinson_Volquez","TEX","Starting_Pitcher",73,190,23.66,"Pitcher" +"A.J._Murray","TEX","Starting_Pitcher",75,200,24.96,"Pitcher" +"Brandon_McCarthy","TEX","Starting_Pitcher",79,190,23.65,"Pitcher" +"Vicente_Padilla","TEX","Starting_Pitcher",74,219,29.42,"Pitcher" +"Kevin_Millwood","TEX","Starting_Pitcher",76,235,32.18,"Pitcher" +"John_Koronka","TEX","Starting_Pitcher",73,180,26.66,"Pitcher" +"Frank_Francisco","TEX","Relief_Pitcher",74,180,27.47,"Pitcher" +"Francisco_Cruceta","TEX","Relief_Pitcher",74,180,25.66,"Pitcher" +"Akinori_Otsuka","TEX","Relief_Pitcher",72,200,35.13,"Pitcher" +"Eric_Gagne","TEX","Relief_Pitcher",74,234,31.15,"Pitcher" +"Ron_Mahay","TEX","Relief_Pitcher",74,185,35.67,"Pitcher" +"Joaquin_Benoit","TEX","Relief_Pitcher",75,220,29.6,"Pitcher" +"Rick_Bauer","TEX","Relief_Pitcher",78,223,30.14,"Pitcher" +"Josh_Rupe","TEX","Relief_Pitcher",74,200,24.53,"Pitcher" +"Wes_Littleton","TEX","Relief_Pitcher",74,210,24.49,"Pitcher" +"C.J._Wilson","TEX","Relief_Pitcher",74,200,26.28,"Pitcher" +"Scott_Feldman","TEX","Relief_Pitcher",77,210,24.06,"Pitcher" +"Gregg_Zaun","TOR","Catcher",70,190,35.88,"Catcher" +"Jason_Phillips","TOR","Catcher",73,177,30.42,"Catcher" +"Lyle_Overbay","TOR","First_Baseman",74,227,30.09,"Infielder" +"Russ_Adams","TOR","Second_Baseman",73,180,26.5,"Infielder" +"Aaron_Hill","TOR","Second_Baseman",71,195,24.94,"Infielder" +"Jason_Smith","TOR","Second_Baseman",75,199,29.6,"Infielder" +"John_McDonald","TOR","Shortstop",71,175,32.43,"Infielder" +"Royce_Clayton","TOR","Shortstop",72,185,37.16,"Infielder" +"Troy_Glaus","TOR","Third_Baseman",77,240,30.57,"Infielder" +"John_Hattig","TOR","Third_Baseman",74,210,27.01,"Infielder" +"Reed_Johnson","TOR","Outfielder",70,180,30.23,"Outfielder" +"Alex_Rios","TOR","Outfielder",77,194,26.03,"Outfielder" +"Vernon_Wells","TOR","Outfielder",73,225,28.23,"Outfielder" +"Shaun_Marcum","TOR","Starting_Pitcher",72,180,25.21,"Pitcher" +"Casey_Janssen","TOR","Starting_Pitcher",76,205,25.45,"Pitcher" +"Gustavo_Chacin","TOR","Starting_Pitcher",71,193,26.24,"Pitcher" +"A.J._Burnett","TOR","Starting_Pitcher",76,230,30.15,"Pitcher" +"Roy_Halladay","TOR","Starting_Pitcher",78,230,29.8,"Pitcher" +"John_Thomson","TOR","Starting_Pitcher",75,220,33.41,"Pitcher" +"Tomo_Ohka","TOR","Starting_Pitcher",73,200,30.95,"Pitcher" +"B.J._Ryan","TOR","Relief_Pitcher",78,249,31.17,"Pitcher" +"Scott_Downs","TOR","Relief_Pitcher",74,190,30.95,"Pitcher" +"Brian_Tallet","TOR","Relief_Pitcher",79,208,29.44,"Pitcher" +"Matt_Roney","TOR","Relief_Pitcher",75,245,27.14,"Pitcher" +"Tracy_Thorpe","TOR","Relief_Pitcher",76,250,26.21,"Pitcher" +"Jean_Machi","TOR","Relief_Pitcher",72,160,24.08,"Pitcher" +"Brandon_League","TOR","Relief_Pitcher",75,192,23.96,"Pitcher" +"Dustin_McGowan","TOR","Relief_Pitcher",75,220,24.94,"Pitcher" +"Jason_Frasor","TOR","Relief_Pitcher",70,170,29.56,"Pitcher" +"Francisco_Rosario","TOR","Relief_Pitcher",72,197,26.42,"Pitcher" +"Davis_Romero","TOR","Relief_Pitcher",70,155,23.92,"Pitcher" +"Jeremy_Accardo","TOR","Relief_Pitcher",74,190,25.23,"Pitcher" +"Mike_Redmond","MIN","Catcher",71,200,35.82,"Catcher" +"Joe_Mauer","MIN","Catcher",76,220,23.87,"Catcher" +"Chris_Heintz","MIN","Catcher",73,210,32.57,"Catcher" +"Justin_Morneau","MIN","First_Baseman",76,228,25.79,"Infielder" +"Luis_Castillo","MIN","Second_Baseman",71,190,31.47,"Infielder" +"Alexi_Casilla","MIN","Second_Baseman",69,160,22.61,"Infielder" +"Alejandro_Machado","MIN","Second_Baseman",72,184,24.85,"Infielder" +"Jason_Bartlett","MIN","Shortstop",72,180,27.33,"Infielder" +"Luis_Rodriguez","MIN","Third_Baseman",69,180,26.67,"Infielder" +"Jeff_Cirillo","MIN","Third_Baseman",73,200,37.43,"Infielder" +"Nick_Punto","MIN","Third_Baseman",69,176,29.31,"Infielder" +"Jason_Tyner","MIN","Outfielder",73,160,29.85,"Outfielder" +"Michael_Cuddyer","MIN","Outfielder",74,222,27.93,"Outfielder" +"Torii_Hunter","MIN","Outfielder",74,211,31.62,"Outfielder" +"Lew_Ford","MIN","Outfielder",72,195,30.55,"Outfielder" +"Jason_Kubel","MIN","Outfielder",71,200,24.77,"Outfielder" +"Ramon_Ortiz","MIN","Starting_Pitcher",72,175,33.77,"Pitcher" +"Johan_Santana","MIN","Starting_Pitcher",72,206,27.97,"Pitcher" +"Carlos_Silva","MIN","Starting_Pitcher",76,240,27.85,"Pitcher" +"Matt_Garza","MIN","Starting_Pitcher",76,185,23.26,"Pitcher" +"Boof_Bonser","MIN","Starting_Pitcher",76,260,25.38,"Pitcher" +"Francisco_Liriano","MIN","Starting_Pitcher",74,185,23.35,"Pitcher" +"Scott_Baker","MIN","Starting_Pitcher",76,221,25.45,"Pitcher" +"Pat_Neshek","MIN","Relief_Pitcher",75,205,26.49,"Pitcher" +"Glen_Perkins","MIN","Relief_Pitcher",71,200,24,"Pitcher" +"Julio_DePaula","MIN","Relief_Pitcher",72,170,24.16,"Pitcher" +"Juan_Rincon","MIN","Relief_Pitcher",71,201,28.1,"Pitcher" +"Jesse_Crain","MIN","Relief_Pitcher",73,205,25.65,"Pitcher" +"Matt_Guerrier","MIN","Relief_Pitcher",75,185,28.58,"Pitcher" +"Joe_Nathan","MIN","Relief_Pitcher",76,205,32.27,"Pitcher" +"Dennys_Reyes","MIN","Relief_Pitcher",75,245,29.86,"Pitcher" +"Brayan_Pe?a","ATL","Catcher",71,220,25.14,"Catcher" +"Brian_McCann","ATL","Catcher",75,210,23.03,"Catcher" +"Craig_Wilson","ATL","First_Baseman",74,220,30.25,"Infielder" +"Chris_Woodward","ATL","Second_Baseman",72,185,30.67,"Infielder" +"Pete_Orr","ATL","Second_Baseman",73,175,27.73,"Infielder" +"Martin_Prado","ATL","Second_Baseman",73,170,23.34,"Infielder" +"Tony_Pe?a","ATL","Shortstop",73,180,25.94,"Infielder" +"Edgar_Renteria","ATL","Shortstop",73,200,31.56,"Infielder" +"Chipper_Jones","ATL","Third_Baseman",76,210,34.85,"Infielder" +"Willy_Aybar","ATL","Third_Baseman",72,175,23.98,"Infielder" +"Jeff_Francoeur","ATL","Outfielder",76,220,23.14,"Outfielder" +"Matt_Diaz","ATL","Outfielder",73,206,28.99,"Outfielder" +"Kelly_Johnson","ATL","Outfielder",73,180,25.02,"Outfielder" +"Andruw_Jones","ATL","Outfielder",73,210,29.85,"Outfielder" +"Ryan_Langerhans","ATL","Outfielder",75,195,27.03,"Outfielder" +"Scott_Thorman","ATL","Outfielder",75,200,25.15,"Outfielder" +"T.J._Bohn","ATL","Outfielder",77,200,27.12,"Outfielder" +"Tim_Hudson","ATL","Starting_Pitcher",73,164,31.63,"Pitcher" +"Jonathan_Johnson","ATL","Starting_Pitcher",72,180,32.62,"Pitcher" +"John_Smoltz","ATL","Starting_Pitcher",75,220,39.79,"Pitcher" +"Mike_Hampton","ATL","Starting_Pitcher",70,195,34.47,"Pitcher" +"Kyle_Davies","ATL","Starting_Pitcher",74,205,23.47,"Pitcher" +"Chuck_James","ATL","Starting_Pitcher",72,170,25.31,"Pitcher" +"Phil_Stockman","ATL","Relief_Pitcher",80,240,27.1,"Pitcher" +"Macay_McBride","ATL","Relief_Pitcher",71,210,24.35,"Pitcher" +"Joey_Devine","ATL","Relief_Pitcher",71,195,23.45,"Pitcher" +"Peter_Moylan","ATL","Relief_Pitcher",74,200,28.24,"Pitcher" +"Mike_Gonzalez","ATL","Relief_Pitcher",74,205,28.77,"Pitcher" +"Lance_Cormier","ATL","Relief_Pitcher",73,192,26.53,"Pitcher" +"Blaine_Boyer","ATL","Relief_Pitcher",75,190,25.64,"Pitcher" +"Manny_Acosta","ATL","Relief_Pitcher",76,170,25.83,"Pitcher" +"Bob_Wickman","ATL","Relief_Pitcher",73,240,38.06,"Pitcher" +"Tanyon_Sturtze","ATL","Relief_Pitcher",77,200,36.38,"Pitcher" +"Oscar_Villarreal","ATL","Relief_Pitcher",72,205,25.27,"Pitcher" +"Rafael_Soriano","ATL","Relief_Pitcher",73,175,27.2,"Pitcher" +"Chad_Paronto","ATL","Relief_Pitcher",77,250,31.59,"Pitcher" +"Tyler_Yates","ATL","Relief_Pitcher",76,220,29.56,"Pitcher" +"Henry_Blanco","CHC","Catcher",71,224,35.5,"Catcher" +"Michael_Barrett","CHC","Catcher",75,210,30.35,"Catcher" +"Geovany_Soto","CHC","Catcher",73,195,24.11,"Catcher" +"Scott_Moore","CHC","First_Baseman",74,180,23.29,"Infielder" +"Derrek_Lee","CHC","First_Baseman",77,245,31.48,"Infielder" +"Ryan_Theriot","CHC","Second_Baseman",71,175,27.23,"Infielder" +"Ronny_Cedeno","CHC","Shortstop",72,180,24.07,"Infielder" +"Aramis_Ramirez","CHC","Third_Baseman",73,215,28.68,"Infielder" +"Cesar_Izturis","CHC","Third_Baseman",69,175,27.05,"Infielder" +"Alfonso_Soriano","CHC","Outfielder",73,180,31.15,"Outfielder" +"Jacque_Jones","CHC","Outfielder",70,195,31.85,"Outfielder" +"Daryle_Ward","CHC","Outfielder",74,230,31.68,"Outfielder" +"Cliff_Floyd","CHC","Outfielder",76,230,34.23,"Outfielder" +"Mark_DeRosa","CHC","Outfielder",73,205,32.01,"Outfielder" +"Matt_Murton","CHC","Outfielder",73,215,25.41,"Outfielder" +"Buck_Coats","CHC","Outfielder",75,195,24.73,"Outfielder" +"Angel_Pagan","CHC","Outfielder",73,180,25.66,"Outfielder" +"Sean_Marshall","CHC","Starting_Pitcher",79,205,24.5,"Pitcher" +"Carlos_Marmol","CHC","Starting_Pitcher",74,180,24.38,"Pitcher" +"Ryan_O'Malley","CHC","Starting_Pitcher",73,190,26.89,"Pitcher" +"Juan_Mateo","CHC","Starting_Pitcher",74,180,24.2,"Pitcher" +"Rich_Hill","CHC","Starting_Pitcher",77,190,26.97,"Pitcher" +"Angel_Guzman","CHC","Starting_Pitcher",75,190,25.21,"Pitcher" +"Wade_Miller","CHC","Starting_Pitcher",74,220,30.46,"Pitcher" +"Jason_Marquis","CHC","Starting_Pitcher",73,210,28.53,"Pitcher" +"Carlos_Zambrano","CHC","Starting_Pitcher",77,255,25.75,"Pitcher" +"Ted_Lilly","CHC","Starting_Pitcher",73,190,31.15,"Pitcher" +"Mark_Prior","CHC","Starting_Pitcher",77,230,26.48,"Pitcher" +"Neal_Cotts","CHC","Relief_Pitcher",74,200,26.93,"Pitcher" +"Will_Ohman","CHC","Relief_Pitcher",74,205,29.55,"Pitcher" +"Scott_Eyre","CHC","Relief_Pitcher",73,210,34.75,"Pitcher" +"Kerry_Wood","CHC","Relief_Pitcher",77,225,29.71,"Pitcher" +"Ryan_Dempster","CHC","Relief_Pitcher",74,215,29.83,"Pitcher" +"Bob_Howry","CHC","Relief_Pitcher",77,220,33.57,"Pitcher" +"Mike_Wuertz","CHC","Relief_Pitcher",75,205,28.21,"Pitcher" +"Roberto_Novoa","CHC","Relief_Pitcher",77,200,27.54,"Pitcher" +"Chris_Snyder","ARZ","Catcher",75,220,26.05,"Catcher" +"Miguel_Montero","ARZ","Catcher",71,197,23.64,"Catcher" +"Conor_Jackson","ARZ","First_Baseman",74,225,24.82,"Infielder" +"Robby_Hammock","ARZ","First_Baseman",70,187,29.8,"Infielder" +"Tony_Clark","ARZ","First_Baseman",79,245,34.71,"Infielder" +"Orlando_Hudson","ARZ","Second_Baseman",72,185,29.22,"Infielder" +"Stephen_Drew","ARZ","Shortstop",72,185,23.96,"Infielder" +"Alberto_Callaspo","ARZ","Shortstop",70,175,23.87,"Infielder" +"Chad_Tracy","ARZ","Third_Baseman",74,200,26.77,"Infielder" +"Chris_Young","ARZ","Outfielder",74,180,23.49,"Outfielder" +"Scott_Hairston","ARZ","Outfielder",72,188,26.77,"Outfielder" +"Carlos_Quentin","ARZ","Outfielder",73,225,24.51,"Outfielder" +"Jeff_DaVanon","ARZ","Outfielder",72,200,33.23,"Outfielder" +"Eric_Byrnes","ARZ","Outfielder",74,210,31.04,"Outfielder" +"Livan_Hernandez","ARZ","Starting_Pitcher",74,245,32.02,"Pitcher" +"Doug_Davis","ARZ","Starting_Pitcher",76,213,31.44,"Pitcher" +"Randy_Johnson","ARZ","Starting_Pitcher",82,231,43.47,"Pitcher" +"Juan_Cruz","ARZ","Starting_Pitcher",74,165,28.38,"Pitcher" +"Brandon_Webb","ARZ","Starting_Pitcher",74,228,27.81,"Pitcher" +"Enrique_Gonzalez","ARZ","Starting_Pitcher",70,210,24.57,"Pitcher" +"Dana_Eveland","ARZ","Starting_Pitcher",73,250,23.34,"Pitcher" +"Brandon_Medders","ARZ","Relief_Pitcher",73,191,27.09,"Pitcher" +"Tony_Pe?a","ARZ","Relief_Pitcher",74,190,25.14,"Pitcher" +"Doug_Slaten","ARZ","Relief_Pitcher",77,200,27.07,"Pitcher" +"Edgar_Gonzalez","ARZ","Relief_Pitcher",72,215,24.02,"Pitcher" +"Jose_Valverde","ARZ","Relief_Pitcher",76,254,27.6,"Pitcher" +"Jorge_Julio","ARZ","Relief_Pitcher",73,232,27.99,"Pitcher" +"Brandon_Lyon","ARZ","Relief_Pitcher",73,180,27.56,"Pitcher" +"Miguel_Olivo","FLA","Catcher",72,215,28.63,"Catcher" +"Matt_Treanor","FLA","Catcher",74,220,30.99,"Catcher" +"Mike_Jacobs","FLA","First_Baseman",74,180,26.33,"Infielder" +"Dan_Uggla","FLA","Second_Baseman",71,200,26.97,"Infielder" +"Robert_Andino","FLA","Shortstop",72,170,22.85,"Infielder" +"Hanley_Ramirez","FLA","Shortstop",75,195,23.19,"Infielder" +"Miguel_Cabrera","FLA","Third_Baseman",74,210,23.87,"Infielder" +"Aaron_Boone","FLA","Third_Baseman",74,200,33.98,"Infielder" +"Joe_Borchard","FLA","Outfielder",77,220,28.26,"Outfielder" +"Alfredo_Amezaga","FLA","Outfielder",70,165,29.12,"Outfielder" +"Cody_Ross","FLA","Outfielder",71,180,26.18,"Outfielder" +"Josh_Willingham","FLA","Outfielder",73,200,28.03,"Outfielder" +"Jeremy_Hermida","FLA","Outfielder",76,200,23.08,"Outfielder" +"Eric_Reed","FLA","Outfielder",71,170,26.24,"Outfielder" +"Reggi_Abercrombie","FLA","Outfielder",75,224,26.63,"Outfielder" +"Ricky_Nolasco","FLA","Starting_Pitcher",74,220,24.21,"Pitcher" +"Anibal_Sanchez","FLA","Starting_Pitcher",72,180,23.01,"Pitcher" +"Scott_Olsen","FLA","Starting_Pitcher",76,198,23.13,"Pitcher" +"Josh_Johnson","FLA","Starting_Pitcher",79,240,23.08,"Pitcher" +"Dontrelle_Willis","FLA","Starting_Pitcher",76,239,25.13,"Pitcher" +"Logan_Kensing","FLA","Relief_Pitcher",73,185,24.66,"Pitcher" +"Sergio_Mitre","FLA","Relief_Pitcher",76,210,26.03,"Pitcher" +"Kevin_Gregg","FLA","Relief_Pitcher",78,220,28.7,"Pitcher" +"Travis_Bowyer","FLA","Relief_Pitcher",75,200,25.57,"Pitcher" +"Renyel_Pinto","FLA","Relief_Pitcher",76,195,24.65,"Pitcher" +"Randy_Messenger","FLA","Relief_Pitcher",72,220,25.55,"Pitcher" +"Yusmeiro_Petit","FLA","Relief_Pitcher",72,230,22.27,"Pitcher" +"Carlos_Martinez","FLA","Relief_Pitcher",73,170,24.76,"Pitcher" +"Taylor_Tankersley","FLA","Relief_Pitcher",73,220,23.98,"Pitcher" +"Henry_Owens","FLA","Relief_Pitcher",75,230,27.85,"Pitcher" +"Jose_Garcia","FLA","Relief_Pitcher",71,165,22.14,"Pitcher" +"Matt_Lindstrom","FLA","Relief_Pitcher",76,205,27.05,"Pitcher" +"Javier_Valentin","CIN","Catcher",70,192,31.45,"Catcher" +"Chad_Moeller","CIN","Catcher",75,210,32.03,"Catcher" +"David_Ross","CIN","Catcher",74,205,29.95,"Catcher" +"Joey_Votto","CIN","First_Baseman",75,200,23.47,"Infielder" +"Scott_Hatteberg","CIN","First_Baseman",73,210,37.21,"Infielder" +"Brandon_Phillips","CIN","Second_Baseman",71,185,25.67,"Infielder" +"Juan_Castro","CIN","Shortstop",71,195,34.69,"Infielder" +"Alex_Gonzalez","CIN","Shortstop",72,202,30.04,"Infielder" +"Mark_Bellhorn","CIN","Third_Baseman",73,205,32.52,"Infielder" +"Edwin_Encarnacion","CIN","Third_Baseman",73,195,24.15,"Infielder" +"Jeff_Keppinger","CIN","Third_Baseman",72,180,26.86,"Infielder" +"Norris_Hopper","CIN","Outfielder",69,200,27.94,"Outfielder" +"Chris_Denorfia","CIN","Outfielder",73,185,26.63,"Outfielder" +"Adam_Dunn","CIN","Outfielder",78,240,27.31,"Outfielder" +"Bubba_Crosby","CIN","Outfielder",71,185,30.55,"Outfielder" +"Jeff_Conine","CIN","Outfielder",73,220,40.68,"Outfielder" +"Ken_Griffey_Jr.","CIN","Outfielder",75,205,37.27,"Outfielder" +"Josh_Hamilton","CIN","Outfielder",76,205,25.78,"Outfielder" +"Ryan_Freel","CIN","Outfielder",70,180,30.98,"Outfielder" +"Kyle_Lohse","CIN","Starting_Pitcher",74,201,28.41,"Pitcher" +"Bronson_Arroyo","CIN","Starting_Pitcher",77,190,30.01,"Pitcher" +"Eric_Milton","CIN","Starting_Pitcher",75,208,31.57,"Pitcher" +"Aaron_Harang","CIN","Starting_Pitcher",79,240,28.81,"Pitcher" +"Elizardo_Ramirez","CIN","Starting_Pitcher",72,180,24.09,"Pitcher" +"Todd_Coffey","CIN","Relief_Pitcher",77,230,26.47,"Pitcher" +"Brian_Shackelford","CIN","Relief_Pitcher",73,195,30.5,"Pitcher" +"Bill_Bray","CIN","Relief_Pitcher",75,215,23.74,"Pitcher" +"Bobby_Livingston","CIN","Relief_Pitcher",75,190,24.49,"Pitcher" +"Matt_Belisle","CIN","Relief_Pitcher",75,195,26.73,"Pitcher" +"Gary_Majewski","CIN","Relief_Pitcher",73,215,27.01,"Pitcher" +"Mike_Stanton","CIN","Relief_Pitcher",73,215,39.75,"Pitcher" +"Brad_Salmon","CIN","Relief_Pitcher",76,220,27.16,"Pitcher" +"Jared_Burton","CIN","Relief_Pitcher",77,220,25.74,"Pitcher" +"David_Weathers","CIN","Relief_Pitcher",75,230,37.43,"Pitcher" +"Rheal_Cormier","CIN","Relief_Pitcher",70,195,39.85,"Pitcher" +"Yorvit_Torrealba","COL","Catcher",71,190,28.62,"Catcher" +"Chris_Iannetta","COL","Catcher",71,195,23.9,"Catcher" +"Alvin_Colina","COL","Catcher",75,209,25.18,"Catcher" +"Todd_Helton","COL","First_Baseman",74,204,33.53,"Infielder" +"Jamey_Carroll","COL","Second_Baseman",69,170,33.03,"Infielder" +"Kaz_Matsui","COL","Second_Baseman",70,185,31.35,"Infielder" +"Troy_Tulowitzki","COL","Shortstop",75,205,22.39,"Infielder" +"Clint_Barmes","COL","Shortstop",72,175,27.99,"Infielder" +"Garrett_Atkins","COL","Third_Baseman",75,210,27.22,"Infielder" +"Ryan_Spilborghs","COL","Outfielder",73,190,27.49,"Outfielder" +"Cory_Sullivan","COL","Outfielder",72,180,27.53,"Outfielder" +"Jeff_Salazar","COL","Outfielder",72,180,26.26,"Outfielder" +"Willy_Taveras","COL","Outfielder",72,160,25.18,"Outfielder" +"Matt_Holliday","COL","Outfielder",76,235,27.12,"Outfielder" +"Brad_Hawpe","COL","Outfielder",75,200,27.69,"Outfielder" +"Jeff_Baker","COL","Outfielder",74,210,25.69,"Outfielder" +"Byung-Hyun_Kim","COL","Starting_Pitcher",69,180,28.11,"Pitcher" +"Rodrigo_Lopez","COL","Starting_Pitcher",73,190,31.21,"Pitcher" +"Brian_Lawrence","COL","Starting_Pitcher",72,197,30.8,"Pitcher" +"Josh_Fogg","COL","Starting_Pitcher",72,203,30.21,"Pitcher" +"Aaron_Cook","COL","Starting_Pitcher",75,205,28.06,"Pitcher" +"Denny_Bautista","COL","Starting_Pitcher",77,170,26.52,"Pitcher" +"Ubaldo_Jimenez","COL","Starting_Pitcher",76,200,23.1,"Pitcher" +"Jason_Hirsh","COL","Starting_Pitcher",80,250,25.02,"Pitcher" +"Jeff_Francis","COL","Starting_Pitcher",77,200,26.14,"Pitcher" +"Taylor_Buchholz","COL","Starting_Pitcher",76,220,25.38,"Pitcher" +"Ryan_Speier","COL","Relief_Pitcher",79,200,27.6,"Pitcher" +"Ramon_Ramirez","COL","Relief_Pitcher",71,190,25.5,"Pitcher" +"Manny_Corpas","COL","Relief_Pitcher",75,170,24.24,"Pitcher" +"Juan_Morillo","COL","Relief_Pitcher",73,190,23.32,"Pitcher" +"Brian_Fuentes","COL","Relief_Pitcher",76,220,31.56,"Pitcher" +"LaTroy_Hawkins","COL","Relief_Pitcher",77,215,34.19,"Pitcher" +"Tom_Martin","COL","Relief_Pitcher",73,206,36.78,"Pitcher" +"Jeremy_Affeldt","COL","Relief_Pitcher",76,215,27.73,"Pitcher" +"Paul_Lo_Duca","NYM","Catcher",70,185,34.88,"Catcher" +"Ramon_Castro","NYM","Catcher",75,235,31,"Catcher" +"Julio_Franco","NYM","First_Baseman",73,188,48.52,"Infielder" +"Carlos_Delgado","NYM","First_Baseman",75,230,34.68,"Infielder" +"Jose_Valentin","NYM","Second_Baseman",70,195,37.38,"Infielder" +"Anderson_Hernandez","NYM","Second_Baseman",69,168,24.33,"Infielder" +"Damion_Easley","NYM","Shortstop",71,190,37.3,"Infielder" +"Jose_Reyes","NYM","Shortstop",72,160,23.72,"Infielder" +"David_Wright","NYM","Third_Baseman",72,200,24.19,"Infielder" +"Ben_Johnson","NYM","Outfielder",73,200,25.7,"Outfielder" +"Endy_Chavez","NYM","Outfielder",70,189,29.06,"Outfielder" +"David_Newhan","NYM","Outfielder",70,180,33.48,"Outfielder" +"Carlos_Beltran","NYM","Outfielder",73,190,29.85,"Outfielder" +"Shawn_Green","NYM","Outfielder",76,200,34.3,"Outfielder" +"Moises_Alou","NYM","Outfielder",75,220,40.66,"Outfielder" +"Lastings_Milledge","NYM","Outfielder",72,187,21.9,"Outfielder" +"Alay_Soler","NYM","Starting_Pitcher",73,240,27.39,"Pitcher" +"Mike_Pelfrey","NYM","Starting_Pitcher",79,190,23.13,"Pitcher" +"Pedro_Martinez","NYM","Starting_Pitcher",71,180,35.35,"Pitcher" +"Tom_Glavine","NYM","Starting_Pitcher",72,185,40.93,"Pitcher" +"Chan_Ho_Park","NYM","Starting_Pitcher",74,210,33.67,"Pitcher" +"Orlando_Hernandez","NYM","Starting_Pitcher",74,220,37.39,"Pitcher" +"Dave_Williams","NYM","Starting_Pitcher",74,219,27.97,"Pitcher" +"Oliver_Perez","NYM","Starting_Pitcher",72,190,25.54,"Pitcher" +"John_Maine","NYM","Starting_Pitcher",76,193,25.81,"Pitcher" +"Marcos_Carvajal","NYM","Relief_Pitcher",76,175,22.53,"Pitcher" +"Ambiorix_Burgos","NYM","Relief_Pitcher",72,180,22.86,"Pitcher" +"Jason_Vargas","NYM","Relief_Pitcher",72,215,24.07,"Pitcher" +"Jon_Adkins","NYM","Relief_Pitcher",71,210,29.5,"Pitcher" +"Juan_Padilla","NYM","Relief_Pitcher",72,200,30.03,"Pitcher" +"Duaner_Sanchez","NYM","Relief_Pitcher",72,190,27.38,"Pitcher" +"Pedro_Feliciano","NYM","Relief_Pitcher",70,185,30.51,"Pitcher" +"Aaron_Heilman","NYM","Relief_Pitcher",77,220,28.3,"Pitcher" +"Jorge_Sosa","NYM","Relief_Pitcher",74,170,29.84,"Pitcher" +"Scott_Schoeneweis","NYM","Relief_Pitcher",72,195,33.41,"Pitcher" +"Guillermo_Mota","NYM","Relief_Pitcher",76,205,33.6,"Pitcher" +"Billy_Wagner","NYM","Relief_Pitcher",71,195,35.6,"Pitcher" +"Philip_Humber","NYM","Relief_Pitcher",76,210,24.19,"Pitcher" +"Brad_Ausmus","HOU","Catcher",71,190,37.88,"Catcher" +"Humberto_Quintero","HOU","Catcher",73,190,27.56,"Catcher" +"Hector_Gimenez","HOU","Catcher",70,180,24.42,"Catcher" +"Lance_Berkman","HOU","First_Baseman",73,220,31.05,"Infielder" +"Mike_Lamb","HOU","First_Baseman",73,190,31.56,"Infielder" +"Mark_Loretta","HOU","Second_Baseman",72,186,35.55,"Infielder" +"Craig_Biggio","HOU","Second_Baseman",71,185,41.21,"Infielder" +"Brooks_Conrad","HOU","Second_Baseman",71,190,27.12,"Infielder" +"Chris_Burke","HOU","Second_Baseman",71,180,26.97,"Infielder" +"Eric_Bruntlett","HOU","Second_Baseman",72,190,28.92,"Infielder" +"Adam_Everett","HOU","Shortstop",72,170,30.06,"Infielder" +"Morgan_Ensberg","HOU","Third_Baseman",74,210,31.51,"Infielder" +"Carlos_Lee","HOU","Outfielder",74,240,30.69,"Outfielder" +"Jason_Lane","HOU","Outfielder",74,220,30.19,"Outfielder" +"Orlando_Palmeiro","HOU","Outfielder",71,180,38.11,"Outfielder" +"Luke_Scott","HOU","Outfielder",72,210,28.68,"Outfielder" +"Charlton_Jimerson","HOU","Outfielder",75,210,27.44,"Outfielder" +"Fernando_Nieve","HOU","Starting_Pitcher",72,195,24.63,"Pitcher" +"Wandy_Rodriguez","HOU","Starting_Pitcher",71,160,28.11,"Pitcher" +"Brandon_Backe","HOU","Starting_Pitcher",72,180,28.9,"Pitcher" +"Matt_Albers","HOU","Starting_Pitcher",72,205,24.11,"Pitcher" +"Woody_Williams","HOU","Starting_Pitcher",72,200,40.53,"Pitcher" +"Roy_Oswalt","HOU","Starting_Pitcher",72,185,29.5,"Pitcher" +"Jason_Jennings","HOU","Starting_Pitcher",74,245,28.62,"Pitcher" +"Miguel_Asencio","HOU","Relief_Pitcher",74,190,26.42,"Pitcher" +"Brad_Lidge","HOU","Relief_Pitcher",77,210,30.18,"Pitcher" +"Trever_Miller","HOU","Relief_Pitcher",75,200,33.75,"Pitcher" +"David_Borkowski","HOU","Relief_Pitcher",73,200,30.06,"Pitcher" +"Dan_Wheeler","HOU","Relief_Pitcher",75,222,29.22,"Pitcher" +"Paul_Estrada","HOU","Relief_Pitcher",73,215,24.47,"Pitcher" +"Lincoln_Holdzkom","HOU","Relief_Pitcher",76,240,24.94,"Pitcher" +"Chris_Sampson","HOU","Relief_Pitcher",72,170,28.77,"Pitcher" +"Chad_Qualls","HOU","Relief_Pitcher",77,220,28.54,"Pitcher" +"Ezequiel_Astacio","HOU","Relief_Pitcher",75,156,27.32,"Pitcher" +"Mike_Lieberthal","LA","Catcher",72,190,35.12,"Catcher" +"Russell_Martin","LA","Catcher",71,202,24.04,"Catcher" +"Olmedo_Saenz","LA","First_Baseman",71,221,36.39,"Infielder" +"James_Loney","LA","First_Baseman",75,200,22.81,"Infielder" +"Nomar_Garciaparra","LA","First_Baseman",72,190,33.6,"Infielder" +"Jeff_Kent","LA","Second_Baseman",73,210,38.98,"Infielder" +"Ramon_Martinez","LA","Second_Baseman",73,190,34.39,"Infielder" +"Marlon_Anderson","LA","Second_Baseman",71,200,33.15,"Infielder" +"Rafael_Furcal","LA","Shortstop",70,165,29.35,"Infielder" +"Wilson_Betemit","LA","Third_Baseman",75,190,26.59,"Infielder" +"Andy_LaRoche","LA","Third_Baseman",71,185,23.46,"Infielder" +"Matt_Kemp","LA","Outfielder",76,230,22.43,"Outfielder" +"Andre_Ethier","LA","Outfielder",73,208,24.89,"Outfielder" +"Delwyn_Young","LA","Outfielder",68,209,24.67,"Outfielder" +"Jason_Repko","LA","Outfielder",71,175,26.17,"Outfielder" +"Juan_Pierre","LA","Outfielder",72,180,29.54,"Outfielder" +"Luis_Gonzalez","LA","Outfielder",74,200,39.49,"Outfielder" +"Jason_Schmidt","LA","Starting_Pitcher",77,205,34.08,"Pitcher" +"Randy_Wolf","LA","Starting_Pitcher",72,200,30.52,"Pitcher" +"Brad_Penny","LA","Starting_Pitcher",76,250,28.77,"Pitcher" +"Derek_Lowe","LA","Starting_Pitcher",78,210,33.75,"Pitcher" +"Mark_Hendrickson","LA","Starting_Pitcher",81,230,32.69,"Pitcher" +"Chad_Billingsley","LA","Starting_Pitcher",72,244,22.59,"Pitcher" +"Takashi_Saito","LA","Relief_Pitcher",73,202,37.04,"Pitcher" +"Jonathan_Broxton","LA","Relief_Pitcher",76,240,22.7,"Pitcher" +"Hong-Chih_Kuo","LA","Relief_Pitcher",72,200,25.6,"Pitcher" +"Eric_Stults","LA","Relief_Pitcher",72,215,27.23,"Pitcher" +"Chin-Hui_Tsao","LA","Relief_Pitcher",74,177,25.74,"Pitcher" +"Tim_Hamulack","LA","Relief_Pitcher",76,210,30.29,"Pitcher" +"Yhency_Brazoban","LA","Relief_Pitcher",73,170,26.72,"Pitcher" +"Brett_Tomko","LA","Relief_Pitcher",76,215,33.9,"Pitcher" +"Joe_Beimel","LA","Relief_Pitcher",75,217,29.86,"Pitcher" +"Elmer_Dessens","LA","Relief_Pitcher",70,198,36.13,"Pitcher" +"Ryan_Budde","PHI","Catcher",71,200,27.54,"Catcher" +"Rod_Barajas","PHI","Catcher",74,220,31.49,"Catcher" +"Carlos_Ruiz","PHI","Catcher",72,170,28.1,"Catcher" +"Chris_Coste","PHI","Catcher",73,200,34.07,"Catcher" +"Ryan_Howard","PHI","First_Baseman",76,230,27.28,"Infielder" +"Wes_Helms","PHI","First_Baseman",76,231,30.8,"Infielder" +"Chase_Utley","PHI","Second_Baseman",73,183,28.2,"Infielder" +"Danny_Sandoval","PHI","Second_Baseman",71,192,27.9,"Infielder" +"Jimmy_Rollins","PHI","Shortstop",68,167,28.26,"Infielder" +"Abraham_Nu?ez","PHI","Third_Baseman",71,190,30.96,"Infielder" +"Michael_Bourn","PHI","Outfielder",71,180,24.18,"Outfielder" +"Chris_Roberson","PHI","Outfielder",74,180,27.52,"Outfielder" +"Jayson_Werth","PHI","Outfielder",77,215,27.78,"Outfielder" +"Shane_Victorino","PHI","Outfielder",69,160,26.25,"Outfielder" +"Aaron_Rowand","PHI","Outfielder",72,205,29.5,"Outfielder" +"Pat_Burrell","PHI","Outfielder",76,223,30.39,"Outfielder" +"Cole_Hamels","PHI","Starting_Pitcher",75,175,23.18,"Pitcher" +"Alfredo_Simon","PHI","Starting_Pitcher",76,170,25.81,"Pitcher" +"Scott_Mathieson","PHI","Starting_Pitcher",75,190,23.01,"Pitcher" +"Freddy_Garcia","PHI","Starting_Pitcher",76,240,31.72,"Pitcher" +"Jamie_Moyer","PHI","Starting_Pitcher",72,175,44.28,"Pitcher" +"Jon_Lieber","PHI","Starting_Pitcher",74,230,36.91,"Pitcher" +"Brett_Myers","PHI","Starting_Pitcher",76,223,26.54,"Pitcher" +"Adam_Eaton","PHI","Starting_Pitcher",74,196,29.27,"Pitcher" +"Geoff_Geary","PHI","Relief_Pitcher",72,167,30.51,"Pitcher" +"Clay_Condrey","PHI","Relief_Pitcher",75,195,31.28,"Pitcher" +"Ryan_Madson","PHI","Relief_Pitcher",78,190,26.51,"Pitcher" +"Antonio_Alfonseca","PHI","Relief_Pitcher",77,250,34.87,"Pitcher" +"Tom_Gordon","PHI","Relief_Pitcher",70,190,39.28,"Pitcher" +"Brian_Sanches","PHI","Relief_Pitcher",72,190,28.56,"Pitcher" +"Jim_Ed_Warden","PHI","Relief_Pitcher",79,190,27.82,"Pitcher" +"Anderson_Garcia","PHI","Relief_Pitcher",74,170,25.94,"Pitcher" +"Eude_Brito","PHI","Relief_Pitcher",71,160,28.53,"Pitcher" +"Fabio_Castro","PHI","Relief_Pitcher",68,150,22.11,"Pitcher" +"Matt_Smith","PHI","Relief_Pitcher",77,225,27.71,"Pitcher" +"Damian_Miller","MLW","Catcher",75,220,37.38,"Catcher" +"Johnny_Estrada","MLW","Catcher",71,209,30.67,"Catcher" +"Mike_Rivera","MLW","Catcher",72,210,30.48,"Catcher" +"J.D._Closser","MLW","Catcher",70,176,27.12,"Catcher" +"Prince_Fielder","MLW","First_Baseman",72,260,22.81,"Infielder" +"Rickie_Weeks","MLW","Second_Baseman",72,195,24.46,"Infielder" +"Tony_Graffanino","MLW","Second_Baseman",73,190,34.73,"Infielder" +"Craig_Counsell","MLW","Shortstop",72,184,36.53,"Infielder" +"J.J._Hardy","MLW","Shortstop",74,180,24.53,"Infielder" +"Bill_Hall","MLW","Shortstop",72,195,27.17,"Infielder" +"Vinny_Rottino","MLW","Third_Baseman",72,195,26.9,"Infielder" +"Corey_Koskie","MLW","Third_Baseman",75,219,33.67,"Infielder" +"Kevin_Mench","MLW","Outfielder",72,225,29.14,"Outfielder" +"Geoff_Jenkins","MLW","Outfielder",73,212,32.61,"Outfielder" +"Brady_Clark","MLW","Outfielder",74,202,33.87,"Outfielder" +"Tony_Gwynn_Jr.","MLW","Outfielder",72,185,24.41,"Outfielder" +"Corey_Hart","MLW","Outfielder",78,200,24.94,"Outfielder" +"Gabe_Gross","MLW","Outfielder",75,209,27.36,"Outfielder" +"Laynce_Nix","MLW","Outfielder",72,200,26.33,"Outfielder" +"Drew_Anderson","MLW","Outfielder",74,195,25.72,"Outfielder" +"Claudio_Vargas","MLW","Starting_Pitcher",75,228,28.7,"Pitcher" +"Chris_Capuano","MLW","Starting_Pitcher",75,210,28.53,"Pitcher" +"Ben_Hendrickson","MLW","Starting_Pitcher",76,190,26.07,"Pitcher" +"Dave_Bush","MLW","Starting_Pitcher",74,212,27.31,"Pitcher" +"Carlos_Villanueva","MLW","Starting_Pitcher",74,190,23.26,"Pitcher" +"Ben_Sheets","MLW","Starting_Pitcher",73,218,28.62,"Pitcher" +"Jeff_Suppan","MLW","Starting_Pitcher",74,220,32.16,"Pitcher" +"Brian_Shouse","MLW","Relief_Pitcher",71,190,38.43,"Pitcher" +"Francisco_Cordero","MLW","Relief_Pitcher",74,235,31.81,"Pitcher" +"Derrick_Turnbow","MLW","Relief_Pitcher",75,210,29.1,"Pitcher" +"Matt_Wise","MLW","Relief_Pitcher",76,200,31.28,"Pitcher" +"Grant_Balfour","MLW","Relief_Pitcher",74,188,29.17,"Pitcher" +"Dennis_Sarfate","MLW","Relief_Pitcher",76,210,25.89,"Pitcher" +"Jose_Capellan","MLW","Relief_Pitcher",76,235,26.13,"Pitcher" +"Greg_Aquino","MLW","Relief_Pitcher",73,188,29.13,"Pitcher" +"Josh_Bard","SD","Catcher",75,215,28.92,"Catcher" +"Rob_Bowen","SD","Catcher",75,216,26.01,"Catcher" +"Adrian_Gonzalez","SD","First_Baseman",74,220,24.81,"Infielder" +"Marcus_Giles","SD","Second_Baseman",68,180,28.79,"Infielder" +"Todd_Walker","SD","Second_Baseman",72,185,33.77,"Infielder" +"Geoff_Blum","SD","Shortstop",75,200,33.85,"Infielder" +"Khalil_Greene","SD","Shortstop",71,210,27.36,"Infielder" +"Paul_McAnulty","SD","Outfielder",70,220,26.01,"Outfielder" +"Terrmel_Sledge","SD","Outfielder",72,185,29.95,"Outfielder" +"Jack_Cust","SD","Outfielder",73,231,28.12,"Outfielder" +"Jose_Cruz_Jr.","SD","Outfielder",72,210,32.87,"Outfielder" +"Russell_Branyan","SD","Outfielder",75,195,31.2,"Outfielder" +"Mike_Cameron","SD","Outfielder",74,200,34.14,"Outfielder" +"Brian_Giles","SD","Outfielder",70,205,36.11,"Outfielder" +"Mike_Thompson","SD","Starting_Pitcher",76,200,26.31,"Pitcher" +"Clay_Hensley","SD","Starting_Pitcher",71,190,27.5,"Pitcher" +"Chris_Young","SD","Starting_Pitcher",82,250,27.77,"Pitcher" +"Greg_Maddux","SD","Starting_Pitcher",72,185,40.88,"Pitcher" +"Jake_Peavy","SD","Starting_Pitcher",73,180,25.75,"Pitcher" +"Scott_Cassidy","SD","Relief_Pitcher",74,170,31.41,"Pitcher" +"Scott_Strickland","SD","Relief_Pitcher",71,180,30.84,"Pitcher" +"Scott_Linebrink","SD","Relief_Pitcher",75,208,30.57,"Pitcher" +"Doug_Brocail","SD","Relief_Pitcher",77,235,39.79,"Pitcher" +"Trevor_Hoffman","SD","Relief_Pitcher",72,215,39.38,"Pitcher" +"Heath_Bell","SD","Relief_Pitcher",74,244,29.42,"Pitcher" +"Royce_Ring","SD","Relief_Pitcher",72,220,26.19,"Pitcher" +"Cla_Meredith","SD","Relief_Pitcher",73,185,23.74,"Pitcher" +"Andrew_Brown","SD","Relief_Pitcher",78,230,26.03,"Pitcher" +"Mike_Adams","SD","Relief_Pitcher",77,190,28.59,"Pitcher" +"Justin_Hampson","SD","Relief_Pitcher",73,200,26.77,"Pitcher" +"Kevin_Cameron","SD","Relief_Pitcher",73,180,27.21,"Pitcher" +"Ryan_Ketchner","SD","Relief_Pitcher",73,190,24.87,"Pitcher" +"Brian_Schneider","WAS","Catcher",73,196,30.26,"Catcher" +"Jesus_Flores","WAS","Catcher",73,180,22.34,"Catcher" +"Larry_Broadway","WAS","First_Baseman",76,230,26.2,"Infielder" +"Nick_Johnson","WAS","First_Baseman",75,224,28.45,"Infielder" +"Bernie_Castro","WAS","Second_Baseman",70,160,27.63,"Infielder" +"Josh_Wilson","WAS","Shortstop",73,178,25.93,"Infielder" +"Cristian_Guzman","WAS","Shortstop",72,205,28.94,"Infielder" +"Felipe_Lopez","WAS","Shortstop",73,185,26.8,"Infielder" +"Ryan_Zimmerman","WAS","Third_Baseman",75,210,22.42,"Infielder" +"Nook_Logan","WAS","Outfielder",74,180,27.26,"Outfielder" +"Ryan_Church","WAS","Outfielder",73,190,28.38,"Outfielder" +"Kory_Casto","WAS","Outfielder",73,200,25.23,"Outfielder" +"Mike_Restovich","WAS","Outfielder",76,257,28.16,"Outfielder" +"Alex_Escobar","WAS","Outfielder",73,190,28.48,"Outfielder" +"Austin_Kearns","WAS","Outfielder",75,220,26.78,"Outfielder" +"Chris_Snelling","WAS","Outfielder",70,165,25.24,"Outfielder" +"Billy_Traber","WAS","Starting_Pitcher",77,205,27.45,"Pitcher" +"Tim_Redding","WAS","Starting_Pitcher",72,200,29.05,"Pitcher" +"John_Patterson","WAS","Starting_Pitcher",77,208,29.08,"Pitcher" +"Shawn_Hill","WAS","Starting_Pitcher",74,185,25.84,"Pitcher" +"Joel_Hanrahan","WAS","Starting_Pitcher",75,215,25.4,"Pitcher" +"Mike_O'Connor","WAS","Starting_Pitcher",75,170,26.54,"Pitcher" +"Emiliano_Fruto","WAS","Relief_Pitcher",75,235,22.73,"Pitcher" +"Chris_Schroder","WAS","Relief_Pitcher",75,210,28.53,"Pitcher" +"Brett_Campbell","WAS","Relief_Pitcher",72,170,25.37,"Pitcher" +"Beltran_Perez","WAS","Relief_Pitcher",74,180,25.35,"Pitcher" +"Levale_Speigner","WAS","Relief_Pitcher",71,170,26.43,"Pitcher" +"Jason_Bergmann","WAS","Relief_Pitcher",76,190,25.43,"Pitcher" +"Saul_Rivera","WAS","Relief_Pitcher",71,150,29.23,"Pitcher" +"Chris_Booker","WAS","Relief_Pitcher",75,230,30.22,"Pitcher" +"Micah_Bowie","WAS","Relief_Pitcher",76,203,32.3,"Pitcher" +"Jon_Rauch","WAS","Relief_Pitcher",83,260,28.42,"Pitcher" +"Jerome_Williams","WAS","Relief_Pitcher",75,246,25.24,"Pitcher" +"Luis_Ayala","WAS","Relief_Pitcher",74,186,29.13,"Pitcher" +"Ryan_Wagner","WAS","Relief_Pitcher",76,210,24.63,"Pitcher" +"Chad_Cordero","WAS","Relief_Pitcher",72,198,24.95,"Pitcher" +"Humberto_Cota","PIT","Catcher",72,210,28.06,"Catcher" +"Ronny_Paulino","PIT","Catcher",75,215,25.86,"Catcher" +"Adam_LaRoche","PIT","First_Baseman",75,180,27.32,"Infielder" +"Ryan_Doumit","PIT","First_Baseman",72,200,25.91,"Infielder" +"Brad_Eldred","PIT","First_Baseman",77,245,26.63,"Infielder" +"Jose_Castillo","PIT","Second_Baseman",73,200,25.95,"Infielder" +"Jack_Wilson","PIT","Shortstop",72,192,29.17,"Infielder" +"Freddy_Sanchez","PIT","Third_Baseman",70,192,29.19,"Infielder" +"Jason_Bay","PIT","Outfielder",74,200,28.44,"Outfielder" +"Jose_Bautista","PIT","Outfielder",72,192,26.36,"Outfielder" +"Xavier_Nady","PIT","Outfielder",74,205,28.29,"Outfielder" +"Jody_Gerut","PIT","Outfielder",72,190,29.45,"Outfielder" +"Nate_McLouth","PIT","Outfielder",71,186,25.34,"Outfielder" +"Chris_Duffy","PIT","Outfielder",70,170,26.86,"Outfielder" +"Rajai_Davis","PIT","Outfielder",71,197,26.36,"Outfielder" +"Shane_Youman","PIT","Starting_Pitcher",76,219,27.39,"Pitcher" +"Yoslan_Herrera","PIT","Starting_Pitcher",74,200,25.84,"Pitcher" +"Josh_Shortslef","PIT","Starting_Pitcher",76,220,25.08,"Pitcher" +"Zach_Duke","PIT","Starting_Pitcher",74,207,23.87,"Pitcher" +"Paul_Maholm","PIT","Starting_Pitcher",74,225,24.68,"Pitcher" +"Tom_Gorzelanny","PIT","Starting_Pitcher",74,207,24.64,"Pitcher" +"Shawn_Chacon","PIT","Starting_Pitcher",75,212,29.19,"Pitcher" +"Tony_Armas_Jr.","PIT","Starting_Pitcher",75,225,28.84,"Pitcher" +"Ian_Snell","PIT","Starting_Pitcher",71,170,25.33,"Pitcher" +"Sean_Burnett","PIT","Starting_Pitcher",71,190,24.45,"Pitcher" +"John_Grabow","PIT","Relief_Pitcher",74,210,28.32,"Pitcher" +"Marty_McLeary","PIT","Relief_Pitcher",77,230,32.34,"Pitcher" +"Salomon_Torres","PIT","Relief_Pitcher",71,210,34.97,"Pitcher" +"Damaso_Marte","PIT","Relief_Pitcher",74,200,32.04,"Pitcher" +"Matt_Capps","PIT","Relief_Pitcher",75,238,23.49,"Pitcher" +"Josh_Sharpless","PIT","Relief_Pitcher",77,234,26.09,"Pitcher" +"Bryan_Bullington","PIT","Relief_Pitcher",76,222,26.41,"Pitcher" +"Jonah_Bayliss","PIT","Relief_Pitcher",74,200,26.55,"Pitcher" +"Brian_Rogers","PIT","Relief_Pitcher",76,190,24.62,"Pitcher" +"Juan_Perez","PIT","Relief_Pitcher",72,170,28.49,"Pitcher" +"Bengie_Molina","SF","Catcher",71,220,32.61,"Catcher" +"Eliezer_Alfonzo","SF","Catcher",72,223,28.06,"Catcher" +"Lance_Niekro","SF","First_Baseman",75,210,28.08,"Infielder" +"Mark_Sweeney","SF","First_Baseman",73,215,37.34,"Infielder" +"Ray_Durham","SF","Second_Baseman",68,196,35.25,"Infielder" +"Kevin_Frandsen","SF","Second_Baseman",72,175,24.77,"Infielder" +"Omar_Vizquel","SF","Shortstop",69,175,39.85,"Infielder" +"Rich_Aurilia","SF","Third_Baseman",73,189,35.49,"Infielder" +"Pedro_Feliz","SF","Third_Baseman",73,205,31.84,"Infielder" +"Todd_Linden","SF","Outfielder",75,210,26.67,"Outfielder" +"Dave_Roberts","SF","Outfielder",70,180,34.75,"Outfielder" +"Jason_Ellison","SF","Outfielder",70,180,28.91,"Outfielder" +"Randy_Winn","SF","Outfielder",74,197,32.73,"Outfielder" +"Ryan_Klesko","SF","Outfielder",75,220,35.72,"Outfielder" +"Barry_Bonds","SF","Outfielder",74,228,42.6,"Outfielder" +"Fred_Lewis","SF","Outfielder",74,190,26.22,"Outfielder" +"Kelyn_Acosta","SF","Starting_Pitcher",73,204,21.85,"Pitcher" +"Jonathan_Sanchez","SF","Starting_Pitcher",74,165,24.28,"Pitcher" +"Matt_Cain","SF","Starting_Pitcher",75,216,22.41,"Pitcher" +"Matt_Morris","SF","Starting_Pitcher",77,220,32.56,"Pitcher" +"Russ_Ortiz","SF","Starting_Pitcher",73,208,32.74,"Pitcher" +"Noah_Lowry","SF","Starting_Pitcher",74,210,26.39,"Pitcher" +"Barry_Zito","SF","Starting_Pitcher",76,215,28.8,"Pitcher" +"Vinnie_Chulk","SF","Relief_Pitcher",74,195,28.2,"Pitcher" +"Kevin_Correia","SF","Relief_Pitcher",75,200,26.52,"Pitcher" +"Steve_Kline","SF","Relief_Pitcher",73,215,34.52,"Pitcher" +"Armando_Benitez","SF","Relief_Pitcher",76,229,34.32,"Pitcher" +"Scott_Munter","SF","Relief_Pitcher",78,240,26.98,"Pitcher" +"Jack_Taschner","SF","Relief_Pitcher",75,207,28.86,"Pitcher" +"Brian_Wilson","SF","Relief_Pitcher",73,205,24.96,"Pitcher" +"Merkin_Valdez","SF","Relief_Pitcher",77,208,25.3,"Pitcher" +"Brad_Hennessey","SF","Relief_Pitcher",74,185,27.06,"Pitcher" +"Billy_Sadler","SF","Relief_Pitcher",72,190,25.44,"Pitcher" +"Pat_Misch","SF","Relief_Pitcher",74,170,25.53,"Pitcher" +"Gary_Bennett","STL","Catcher",72,208,34.87,"Catcher" +"Yadier_Molina","STL","Catcher",71,225,24.63,"Catcher" +"John_Nelson","STL","First_Baseman",73,190,27.99,"Infielder" +"Albert_Pujols","STL","First_Baseman",75,225,27.12,"Infielder" +"Adam_Kennedy","STL","Second_Baseman",73,185,31.14,"Infielder" +"Aaron_Miles","STL","Second_Baseman",67,180,30.21,"Infielder" +"David_Eckstein","STL","Shortstop",67,165,32.11,"Infielder" +"Scott_Rolen","STL","Third_Baseman",76,240,31.91,"Infielder" +"Scott_Spiezio","STL","Third_Baseman",74,220,34.44,"Infielder" +"Jim_Edmonds","STL","Outfielder",73,212,36.68,"Outfielder" +"So_Taguchi","STL","Outfielder",70,163,37.66,"Outfielder" +"Juan_Encarnacion","STL","Outfielder",75,215,30.98,"Outfielder" +"Skip_Schumaker","STL","Outfielder",70,175,27.07,"Outfielder" +"John_Rodriguez","STL","Outfielder",72,205,29.11,"Outfielder" +"Chris_Duncan","STL","Outfielder",77,210,25.82,"Outfielder" +"Adam_Wainwright","STL","Starting_Pitcher",79,205,25.5,"Pitcher" +"Mark_Mulder","STL","Starting_Pitcher",78,208,29.57,"Pitcher" +"Anthony_Reyes","STL","Starting_Pitcher",74,215,25.37,"Pitcher" +"Ryan_Franklin","STL","Starting_Pitcher",75,180,33.99,"Pitcher" +"Kip_Wells","STL","Starting_Pitcher",75,200,29.86,"Pitcher" +"Chris_Carpenter","STL","Starting_Pitcher",78,230,31.84,"Pitcher" +"Russ_Springer","STL","Relief_Pitcher",76,211,38.31,"Pitcher" +"Jason_Isringhausen","STL","Relief_Pitcher",75,230,34.48,"Pitcher" +"Ricardo_Rincon","STL","Relief_Pitcher",69,190,36.88,"Pitcher" +"Braden_Looper","STL","Relief_Pitcher",75,220,32.34,"Pitcher" +"Randy_Flores","STL","Relief_Pitcher",72,180,31.58,"Pitcher" +"Josh_Hancock","STL","Relief_Pitcher",75,205,28.89,"Pitcher" +"Brad_Thompson","STL","Relief_Pitcher",73,190,25.08,"Pitcher" +"Tyler_Johnson","STL","Relief_Pitcher",74,180,25.73,"Pitcher" +"Chris_Narveson","STL","Relief_Pitcher",75,205,25.19,"Pitcher" +"Randy_Keisler","STL","Relief_Pitcher",75,190,31.01,"Pitcher" +"Josh_Kinney","STL","Relief_Pitcher",73,195,27.92,"Pitcher" diff --git a/baseball_analysis.py b/baseball_analysis.py new file mode 100644 index 0000000..a8a7349 --- /dev/null +++ b/baseball_analysis.py @@ -0,0 +1,19 @@ +import pandas as import pd +import morestats as m + +df = pd.read_csv('baseball.csv') + +#find average height, weight, age for all players using morestats + +avg_height = m.mean(df.Height) +avg_weight = m.mean(df.Weight) +avg_age = m.mean(df.Age) + +#group by team name and show mean height, weight, ages +teams = df.groupby(['Team']).mean() + +#find aggregate stats for Arizona +arizona = teams.loc[ARZ] + +#which team has the greatest average Height +greatest = teams.idxmax()['Height'] diff --git a/exercise.py b/exercise.py index 0ae90ce..7cfb824 100644 --- a/exercise.py +++ b/exercise.py @@ -1,12 +1,24 @@ # problem 1 # ------------------------------------------------------------------- # -people = ['Bob Smith', 'Ken Jones', 'Alex Bradino'] +""" +python -m doctest -v exercise.py + +""" +people = ['Bob Smith', 'Ken Jones', 'Alex Bradino'] def sort_by_last_name(people, order): - # return full names sorted by last name in either ascending or descending order + """ + sorts list alphabetically + >>> sort_by_last_name(people,False) + ['Alex Bradino', 'Ken Jones', 'Bob Smith'] + >>> sort_by_last_name(people,True) + ['Bob Smith', 'Ken Jones', 'Alex Bradino'] + """ + # return full names sorted by last name in ascending order + # ['Alex Bradino', 'Ken Jones', 'Bob Smith'] # add doctests make sure it passes - pass + return sorted(people, key=lambda person: person.split()[-1], reverse=order) # problem 2 @@ -14,12 +26,18 @@ def sort_by_last_name(people, order): names = ['James', 'Susan', 'Maggie'] ages = [4, 9, 12] - def create_dictionary_from_lists(names, ages): + """ + creates a new dictionary from lists names and ages + >>> create_dictionary_from_lists(names, ages) + {'James': 4, 'Maggie': 12, 'Susan': 9} + """ # {'James':4, 'Susan':9, 'Maggie':12} # add doctests make sure it passes - pass - + mydict = {} + for i in range(len(names)): + mydict[names[i]] = ages[i] + return mydict # problem 3 # ------------------------------------------------------------------- # @@ -27,6 +45,11 @@ def create_dictionary_from_lists(names, ages): def square_even_values_and_sum_under_10(numbers): + """ + the squares for only the even values in list numbers that are less than 10 + >>> square_even_values_and_sum_under_10(numbers) + 100 + """ # 6^2 + 8^2] # add doctests make sure it passes - pass + return sum([n**2 for n in numbers if (n<10 and n%2==0)]) diff --git a/morestats.py b/morestats.py new file mode 100644 index 0000000..99632d3 --- /dev/null +++ b/morestats.py @@ -0,0 +1,78 @@ +print('Hello World!') +""" +python -m doctest -v morestats.py + +""" +def add(num1, num2): + return num1 + num2 + +print(add(2,3)) + + +#compute the volume of a rectangle +def vrectangle(length, width, height): + return length * width * height + +#compute the mean of a bunch of numbers +def mean(numbers): + return sum(numbers) /len(numbers) + +#compute the median of a bunch of numbers +def median(numbers): + """ + Computes the median of a list of numbers + argument: list of numbers + return the median + >>> median([2,1,6]) + 2 + >>> median([3,5,4,9]) + 4.5 + """ + numbers = sorted(numbers) + middle = len(numbers) // 2 + if len(numbers) % 2 == 0: + # even list + return sum(numbers[middle - 1:middle + 1]) / 2 + else: + # odd list + return numbers[middle] + +from collections import defaultdict +def mode(numbers): + """ + finds the most frequent value of a list + >>> mode([1,1,1,1,1,1,4,5,6]) + 1 + >>> mode([1,2,2,2,3,3,4]) + 2 + """ + d = defaultdict(int) + for num in numbers: + d[num] += 1 + return sorted(d, key=lambda k:d[k]) [-1] + +#varience tells us about the spread of the data +#the square root of varience is the standard deviation +#1 standard deviation is also called 1 sigma +#compute varience + +numbers = [1, 2, 3, 4, 5, 6, 7] +def variance (numbers, ddof): + """ + determines the variance of a set of numbers + >>> variance(numbers, 0) + 1.3720238095238095 + + """ + return sum([(num - mean(numbers)) ** 2 for num in numbers]) / (len(numbers) - ddof) + + +def stdev (numbers, ddof): + """ + finds the standard deviation for a population or a sample + >>> stdev(numnbers, 0) + 1 + >>> stdev(numnbers, 1) + 2 + """ + return variance(numbers, ddof) ** 0.5 diff --git a/supplies_analysis.py b/supplies_analysis.py new file mode 100644 index 0000000..764516d --- /dev/null +++ b/supplies_analysis.py @@ -0,0 +1,25 @@ +import pandas as pd +df = pd.read_csv('supplies.csv') + +#add a new column called total = units * unitsprice +df['Total'] = df['Units'] * df['Unit Price'] + +#show the mean, sum for each rep per region +regions = df.groupby(['Region','Rep'])['Total'].agg(['mean', 'sum', 'count']) + +#which are the largest? +largestthree = df.groupby(['Region','Rep'])['Total'].agg(['mean', 'sum', 'count']).nlargest(3, 'mean') + +regions = df.groupby(['Region'])['Total'].agg(['sum']) +reps = df.groupby(['Region'])['Rep'].unique() + + +#convert series into dataframe +rps = reps.to_frame() +reps = rps.reset_index() +regions = regions.reset_index() +merged = pd.merge(reps, regions, on='Region', how='inner').set_index('Region') + + +merged['count'] = merged.apply(lambda row: len(row['Rep']), axis=1) +merged['normalized'] = merged['sum'] / merged['count']