20130627

.gitignore

@@ -168,3 +168,4 @@ pip-log.txt
 #############
 
 *.Rhistory
+.Rhistory

Data/CSV/IDP-2013.csv

@@ -1,92 +1,124 @@
 "name","pos","team","rank","risk"
-"J.J. Watt","DE","HOU",2,2.2
-"Luke Kuechly","LB","CAR",2,0.6
-"James Laurinaitis","LB","STL",3.3,0.7
-"Derrick Johnson","LB","KC",6.2,5.8
-"Lavonte David","LB","TB",6.5,1.6
-"Paul Posluszny","LB","JAC",7.2,3.1
-"Navorro Bowman","LB","SF",8.8,4.5
-"Chad Greenway","LB","MIN",9.2,2.7
-"Jerod Mayo","LB","NE",9.5,2.6
-"Bobby Wagner","LB","SEA",11,3.9
-"Patrick Willis","LB","SF",14,6.6
-"D'Qwell Jackson","LB","CLE",14.5,6.2
-"Von Miller","LB","DEN",15.5,12
-"Lawrence Timmons","LB","PIT",17.8,3.2
-"London Fletcher","LB","WAS",18.5,7.6
-"Daryl Washington","LB","ARI",18.7,11.4
-"Charles Tillman","CB","CHI",23.5,14.3
-"Jared Allen","DE","MIN",27.3,10.9
-"Karlos Dansby","LB","ARI",28,9.1
-"Aldon Smith","LB","SF",19,1.9
-"Wesley Woodyard","LB","DEN",19.4,2.2
-"Sean Lee","LB","DAL",29,11.1
-"Russell Allen","LB","JAC",21.4,1.7
-"Morgan Burnett","S","GB",31.2,18.1
-"Curtis Lofton","LB","NO",24.8,2.3
-"Lance Briggs","LB","CHI",26.4,2.4
-"Jason Pierre-Paul","DE","NYG",34.8,20.3
-"Desmond Bishop","LB","GB",35.5,12.7
-"Jerrell Freeman","LB","IND",29.2,17.6
-"Roman Harper","S","NO",37.7,17
-"Harrison Smith","S","MIN",39.3,19
-"Stephen Tulloch","LB","DET",39,14.9
-"Zach Brown","LB","TEN",31.6,12.1
-"Jo-Lonn Dunbar","LB","STL",25.8,6.9
-"Anthony Spencer","DE","DAL",41.4,28.4
-"Sean Weatherspoon","LB","ATL",45.2,14.5
-"Perry Riley","LB","WAS",39.2,8.9
-"Eric Weddle","S","SD",39.4,19
-"DeMeco Ryans","LB","PHI",39.4,14.3
-"Demarcus Ware","DE","DAL",40,12.8
-"Cameron Wake","DE","MIA",46.3,21.9
-"Brian Cushing","LB","HOU",40.4,16.9
-"David Harris","LB","NYJ",41.4,3.3
-"Colin McCarthy","LB","TEN",41.8,14.4
-"Janoris Jenkins","CB","STL",37,3.8
-"Antoine Winfield","CB","SEA",38.8,4
-"LaRon Landry","S","IND",52.3,13.8
-"Mario Williams","DE","BUF",47.4,9.4
-"Charles Johnson","DE","CAR",48.8,12.6
-"Cortland Finnegan","CB","STL",49.6,14.7
-"Akeem Ayers","LB","TEN",42.5,5.2
-"Vontaze Burfict","LB","CIN",49.6,6.2
-"Reshad Jones","S","MIA",44,5.6
-"Philip Wheeler","LB","MIA",47,3.5
-"Geno Atkins","DT","CIN",53,16.7
-"Mason Foster","LB","TB",53.4,8.5
-"Richard Sherman","CB","SEA",48.8,3.8
-"Ronde Barber","S",NA,42,7.9
-"Greg Hardy","DE","CAR",56,17.9
-"Arthur Brown","LB","BAL",51,18.9
-"Jason McCourty","CB","TEN",61.5,12.6
-"Kevin Burnett","LB","OAK",57.8,8.1
-"Larry Foote","LB","PIT",54.8,4.8
-"Julius Peppers","DE","CHI",59.2,10
-"A.J. Hawk","LB","GB",57.5,5.1
-"Nick Barnett","LB",NA,59,4.6
-"Deangelo Hall","CB","WAS",60.5,5.1
-"Stevie Brown","S","NYG",62,19.8
-"Dannell Ellerbe","LB","MIA",61.8,11.3
-"D.J. Williams","LB","CHI",49,2
-"Justin Smith","DE","SF",49.5,16.5
-"Justin Houston","LB","KC",65.6,7.2
-"Donald Butler","LB","SD",59.3,10.1
-"Ryan Clark","S","PIT",63.8,5
-"Manti Te'o","LB","SD",52,4
-"Tim Jennings","CB","CHI",65.5,5.7
-"Mark Barron","S","TB",67.8,19
-"Eric Berry","S","KC",71.3,15
-"Bernard Pollard","S","TEN",68,17.6
-"Cary Williams","CB","PHI",66.5,5.7
-"Glover Quin","S","DET",67.8,5.9
-"Rob Ninkovich","DE","NE",68,11
-"Chase Blackburn","LB","CAR",68,5.9
-"Johnathan Cyprien","S","JAC",72,15
-"Michael Boley","LB",NA,67,2
-"Justin Durant","LB","DAL",68,2
-"Quintin Mikell","S",NA,76.3,9.9
-"Paris Lenon","LB",NA,73,3
-"Stephen Nicholas","LB","ATL",81.7,9
-"Thomas DeCoud","S","ATL",78,3
-"Antoine Bethea","S","IND",81,3
+"J.J. Watt","DE","HOU",1.7,1.9
+"Luke Kuechly","LB","CAR",2.3,0.8
+"James Laurinaitis","LB","STL",4.1,2
+"Navorro Bowman","LB","SF",7.2,4.6
+"Derrick Johnson","LB","KC",7.8,4.9
+"Bobby Wagner","LB","SEA",8.6,3.5
+"Paul Posluszny","LB","JAC",9.8,4.5
+"Lavonte David","LB","TB",10.8,4.6
+"Patrick Willis","LB","SF",12,6.1
+"D'Qwell Jackson","LB","CLE",12.2,6.1
+"Jerod Mayo","LB","NE",12.9,3.3
+"Sean Lee","LB","DAL",12.9,10.2
+"Chad Greenway","LB","MIN",14,4
+"Lawrence Timmons","LB","PIT",18.8,3.6
+"Jared Allen","DE","MIN",20.6,10.9
+"Daryl Washington","LB","ARI",21.4,8.5
+"Von Miller","LB","DEN",22.7,15.3
+"London Fletcher","LB","WAS",23,9.1
+"Wesley Woodyard","LB","DEN",25.1,11.2
+"Brian Cushing","LB","HOU",25.4,13.9
+"Demarcus Ware","DE","DAL",25.6,13.6
+"Jason Pierre-Paul","DE","NYG",26,25.2
+"Mario Williams","DE","BUF",29.5,13.4
+"Charles Tillman","CB","CHI",29.5,11.9
+"Cameron Wake","DE","MIA",29.7,25
+"Dannell Ellerbe","LB","MIA",30.5,9.1
+"Charles Johnson","DE","CAR",31.3,13
+"Morgan Burnett","S","GB",31.4,14.8
+"Jo-Lonn Dunbar","LB","STL",32,22.7
+"Aldon Smith","LB","SF",34,16
+"Jerrell Freeman","LB","IND",34.3,17.4
+"Ronde Barber","S",NA,34.5,0.5
+"Colin McCarthy","LB","TEN",34.9,11.2
+"Desmond Bishop","LB","MIN",35,15.6
+"Arthur Brown","LB","BAL",35.6,8.1
+"Curtis Lofton","LB","NO",35.7,9.7
+"Calais Campbell","DE","ARI",36.3,14.4
+"Russell Allen","LB","JAC",38,18.5
+"Stephen Tulloch","LB","DET",39.6,14.2
+"Eric Weddle","S","SD",39.9,15.4
+"Michael Johnson","DE","CIN",40,12.2
+"Lance Briggs","LB","CHI",41.5,16.2
+"Donald Butler","LB","SD",41.7,8.1
+"Sean Weatherspoon","LB","ATL",41.8,14.5
+"D.J. Williams","LB","CHI",41.8,8.7
+"Harrison Smith","S","MIN",42.4,15.6
+"Vontaze Burfict","LB","CIN",42.6,11.2
+"Greg Hardy","DE","CAR",42.9,16.2
+"Perry Riley","LB","WAS",43.1,10.4
+"Julius Peppers","DE","CHI",43.6,12.6
+"Zach Brown","LB","TEN",45.9,16.1
+"Antoine Winfield","CB","SEA",46,19.1
+"Geno Atkins","DT","CIN",46.8,18.2
+"Akeem Ayers","LB","TEN",48.7,18.6
+"Karlos Dansby","LB","ARI",48.9,25.3
+"Tyvon Branch","S","OAK",49,14.1
+"Bruce Carter","LB","DAL",49.7,13.2
+"Reshad Jones","S","MIA",49.8,12.4
+"Chandler Jones","DE","NE",50.7,13.7
+"DeMeco Ryans","LB","PHI",52.9,19.6
+"Osi Umenyiora","DE","ATL",53.3,23.1
+"Derrick Morgan","DE","TEN",54,17.9
+"Roman Harper","S","NO",54.4,15.7
+"Brad Jones","LB","GB",54.8,20.7
+"David Harris","LB","NYJ",55.6,17.5
+"Justin Smith","DE","SF",56.7,24.6
+"Richard Sherman","CB","SEA",57.3,20.3
+"Carlos Dunlap","DE","CIN",57.4,12.9
+"Janoris Jenkins","CB","STL",57.5,29.1
+"Cortland Finnegan","CB","STL",57.6,13.9
+"Mason Foster","LB","TB",57.7,13.7
+"Eric Berry","S","KC",57.8,18.4
+"Anthony Spencer","DE","DAL",60.8,27.9
+"Kiko Alonso","LB","BUF",61,12
+"Mark Barron","S","TB",61.3,13.9
+"A.J. Hawk","LB","GB",61.8,16.1
+"Kevin Burnett","LB","OAK",63,16.6
+"Larry Foote","LB","PIT",63,21.4
+"Muhammad Wilkerson","DE","NYJ",63.2,16.1
+"Cliff Avril","DE","SEA",63.5,14
+"Bernard Pollard","S","TEN",63.6,12.4
+"LaRon Landry","S","IND",65,17.5
+"Nick Roach","LB","OAK",65,28
+"Nick Barnett","LB",NA,65,17.9
+"Michael Boley","LB",NA,65,4
+"K.J. Wright","LB","SEA",65.6,17.4
+"Justin Durant","LB","DAL",66,4
+"Jason McCourty","CB","TEN",67.3,15.5
+"Stevie Brown","S","NYG",67.7,13.9
+"Philip Wheeler","LB","MIA",67.8,19.4
+"Chris Long","DE","STL",68.7,21.3
+"William Moore","S","ATL",69.3,15.9
+"Paris Lenon","LB",NA,71,5
+"Alec Ogletree","LB","STL",72.4,20.2
+"Rob Ninkovich","DE","NE",72.5,19.5
+"Justin Houston","LB","KC",72.5,18.8
+"Deangelo Hall","CB","WAS",72.6,17.3
+"Kam Chancellor","S","SEA",73,17.4
+"Johnathan Cyprien","S","JAC",73,11.4
+"Robert Quinn","DE","STL",73.7,17.2
+"Tim Jennings","CB","CHI",74,22.9
+"Cary Williams","CB","PHI",75,22.9
+"Quintin Mikell","S",NA,75.3,11.7
+"Nigel Bradham","LB","BUF",75.5,4.5
+"Manti Te'o","LB","SD",76.2,15.8
+"Thomas DeCoud","S","ATL",76.5,4.5
+"Demario Davis","LB","NYJ",76.8,18.3
+"Terrell Suggs","LB","BAL",77.5,25.7
+"Ryan Clark","S","PIT",78.6,19.3
+"Chase Blackburn","LB","CAR",79,24.3
+"Clay Matthews","LB","GB",80,16.4
+"Haloti Ngata","DT","BAL",80,15.8
+"Patrick Chung","S","PHI",80.3,19.4
+"Glover Quin","S","DET",80.8,21.6
+"Elvis Dumervil","LB","BAL",81,18
+"Mychal Kendricks","LB","PHI",82,20.6
+"Stephen Nicholas","LB","ATL",82.3,9.3
+"Da'Norris Searcy","S","BUF",84.5,5.5
+"Cameron Jordan","DE","NO",85,19.3
+"Thomas Davis","LB","CAR",88,15.9
+"Antoine Bethea","S","IND",91,13.4
+"Jairus Byrd","S","BUF",93.3,18.6
+"Antrel Rolle","S","NYG",96,8

Data/CSV/kickers-2013.csv

@@ -1,39 +1,39 @@
 "name","team","rank","risk"
-"Stephen Gostkowski","NE",2.1,1.6
+"Stephen Gostkowski","NE",2,1.5
 "Matt Bryant","ATL",3.1,1.9
-"Matt Prater","DEN",4.3,2.2
-"Blair Walsh","MIN",4.8,3.6
-"Justin Tucker","BAL",5.6,2.1
-"Phil Dawson","SF",9.2,5.4
-"Sebastian Janikowski","OAK",9.5,5.6
-"Dan Bailey","DAL",9.4,3.2
-"Garrett Hartley","NO",10.8,3.8
-"Greg Zuerlein","STL",12.9,5.2
-"Connor Barth","TB",13.8,3
-"Randy Bullock","HOU",10.5,6.6
-"David Akers","DET",13.9,4.1
-"Mason Crosby","GB",14.9,4.2
-"Steven Hauschka","SEA",15,4.6
-"Kai Forbath","WAS",15.6,5.6
-"Shayne Graham","CLE",16.9,7.6
-"Josh Brown","NYG",12.3,6.1
-"Adam Vinatieri","IND",15.6,2.6
-"Lawrence Tynes",NA,11.4,7.5
-"Alex Henery","PHI",18.1,5.3
-"Robbie Gould","CHI",18.4,3.9
-"Shaun Suisham","PIT",19.2,2.6
-"Mike Nugent","CIN",19.1,5.7
-"Jason Hanson",NA,12.6,5
-"Nick Novak","SD",20.1,5.4
-"Ryan Succop","KC",24.1,7.2
-"Graham Gano","CAR",23.7,5.5
-"Rob Bironas","TEN",21.9,2.4
-"Josh Scobee","JAC",27.9,5.8
-"Caleb Sturgis","MIA",27.1,5.2
-"Dan Carpenter","MIA",28.2,4.1
-"Dustin Hopkins","BUF",28.7,4
-"Rian Lindell","BUF",29.7,4.3
-"Jay Feely","ARI",27.3,2.4
-"Billy Cundiff",NA,25.3,1.3
-"Nick Folk","NYJ",29.1,2
-"Havard Rugland","DET",36,0.8
+"Blair Walsh","MIN",4.6,3.8
+"Matt Prater","DEN",4.6,2.7
+"Justin Tucker","BAL",5.8,2.9
+"Phil Dawson","SF",8.4,5
+"Dan Bailey","DAL",9.2,3.1
+"Sebastian Janikowski","OAK",9.7,5.7
+"Garrett Hartley","NO",10.4,3.5
+"Randy Bullock","HOU",10.5,5.2
+"Greg Zuerlein","STL",12.5,5.1
+"David Akers","DET",13.3,3.9
+"Jason Hanson",NA,13.5,6.5
+"Connor Barth","TB",13.9,3.7
+"Steven Hauschka","SEA",14.2,4
+"Lawrence Tynes",NA,14.2,9.8
+"Josh Brown","NYG",14.3,6.4
+"Mason Crosby","GB",14.8,4.7
+"Kai Forbath","WAS",14.8,5.6
+"Adam Vinatieri","IND",15.7,2.8
+"Robbie Gould","CHI",18,3.8
+"Shayne Graham","CLE",18.1,7.1
+"Alex Henery","PHI",18.1,5.2
+"Mike Nugent","CIN",19.7,5.6
+"Shaun Suisham","PIT",20.1,3.1
+"Rob Bironas","TEN",21.8,3
+"Nick Novak","SD",22.2,3.9
+"Ryan Succop","KC",22.9,7.2
+"Graham Gano","CAR",23.1,4.4
+"Caleb Sturgis","MIA",25.5,6.4
+"Billy Cundiff",NA,25.5,1.5
+"Jay Feely","ARI",26.8,3.2
+"Josh Scobee","JAC",27.1,5.8
+"Dan Carpenter","MIA",27.5,4.5
+"Dustin Hopkins","BUF",28.6,3.6
+"Rian Lindell","BUF",29.3,3.3
+"Nick Folk","NYJ",29.9,2
+"Havard Rugland","DET",35.3,0.5