Merge branch 'upstream/master'

R Scripts/Functions/Functions.R

@@ -37,10 +37,15 @@ nameMerge <- function(name){
 }
 
 #Function for calculating Mean Absolute Scaled Error (MASE)
-calculateMASE <- function(f,y) { # f = vector with forecasts, y = vector with actuals
-  if(length(f)!=length(y)){ stop("Vector length is not equal") }
-  n <- length(f)
-  return(mean(abs((y - f) / ((1/(n-1)) * sum(abs(y[2:n]-y[1:n-1]))))))
+calculateMASE <- function(forecast, actual){
+  mydata <- data.frame(na.omit(cbind(forecast, actual)))
+
+  errors <- mydata$actual - mydata$forecast
+  scalingFactor <- mean(abs(mydata$actual - mean(mydata$forecast)))
+  scaledErrors <- errors/scalingFactor
+
+  MASE <- mean(abs(scaledErrors))
+  return(MASE)
 }
 
 #Function for calculating the weighted standard deviation for mean/sd rescaling (used in the function below)

R Scripts/Posts/AAV by Teams and Position/Data/aav.csv

@@ -0,0 +1,320 @@
+position,positionRank,player,team,teams4,teams6,teams8,teams10,teams12,teams14,teams16,teams18,teams20
+QB,1,Andrew Luck,IND,34,43,46,47,48,49,50,54,61
+QB,2,Aaron Rodgers,GB,29,38,41,43,44,46,47,51,58
+QB,3,Russell Wilson,SEA,10,17,22,26,29,32,34,38,47
+QB,4,Peyton Manning,DEN,6,12,17,21,24,28,30,35,44
+QB,5,Cam Newton,CAR,1,6,12,15,19,22,25,30,40
+QB,6,Drew Brees,NO,1,6,12,15,19,22,25,30,40
+QB,7,Ben Roethlisberger,PIT,,4,9,12,16,19,22,27,37
+QB,8,Matt Ryan,ATL,,3,7,11,15,18,21,26,36
+QB,9,Tony Romo,DAL,,1,5,8,13,16,18,23,34
+QB,10,Ryan Tannehill,MIA,,,5,8,12,15,18,23,33
+QB,11,Eli Manning,NYG,,,4,7,10,14,17,22,32
+QB,12,Philip Rivers,SD,,,1,4,7,11,14,19,30
+QB,13,Colin Kaepernick,SF,,,,4,7,11,14,19,30
+QB,14,Matthew Stafford,DET,,,,4,7,10,13,19,30
+QB,15,Teddy Bridgewater,MIN,,,,2,5,9,11,17,28
+QB,16,Joe Flacco,BAL,,,,1,3,7,9,14,26
+QB,17,Jay Cutler,CHI,,,,,2,6,8,13,24
+QB,18,Carson Palmer,ARI,,,,,2,6,7,13,24
+QB,19,Alex Smith,KC,,,,,1,4,6,11,22
+QB,20,Tom Brady,NE,,,,,,2,4,9,20
+QB,21,Andy Dalton,CIN,,,,,,1,4,9,20
+QB,22,Jameis Winston,TB,,,,,,1,3,8,19
+QB,23,Marcus Mariota,TEN,,,,,,,2,7,18
+QB,24,Robert Griffin,WAS,,,,,,,2,7,18
+QB,25,Sam Bradford,PHI,,,,,,,1,6,17
+QB,26,Derek Carr,OAK,,,,,,,1,6,17
+QB,27,Blake Bortles,JAC,,,,,,,,5,16
+QB,28,Nick Foles,STL,,,,,,,,4,14
+QB,29,Josh McCown,CLE,,,,,,,,1,9
+QB,30,Matt Cassel,BUF,,,,,,,,,2
+QB,31,Ryan Mallett,HOU,,,,,,,,,1
+QB,32,Ryan Fitzpatrick,NYJ,,,,,,,,,1
+RB,1,Jamaal Charles,KC,31,41,47,52,55,56,56,55,51
+RB,2,Marshawn Lynch,SEA,28,38,45,50,53,54,54,54,49
+RB,3,Adrian Peterson,MIN,28,38,44,50,53,54,54,54,49
+RB,4,Eddie Lacy,GB,27,37,44,49,52,53,53,53,49
+RB,5,Arian Foster,HOU,23,32,39,46,49,50,50,50,46
+RB,6,C.J. Anderson,DEN,21,31,38,44,48,49,49,49,45
+RB,7,Matt Forte,CHI,20,29,36,43,46,47,48,48,44
+RB,8,Le'Veon Bell,PIT,20,29,36,43,46,47,48,48,44
+RB,9,DeMarco Murray,PHI,16,24,32,37,41,43,43,44,41
+RB,10,LeSean McCoy,BUF,14,21,29,34,39,40,41,42,39
+RB,11,Jeremy Hill,CIN,13,20,28,34,38,39,40,41,38
+RB,12,Justin Forsett,BAL,8,14,22,28,31,33,35,36,33
+RB,13,Mark Ingram,NO,7,11,19,26,29,31,32,34,32
+RB,14,Alfred Morris,WAS,5,9,16,23,26,28,30,31,30
+RB,15,Lamar Miller,MIA,5,8,15,22,25,28,30,31,29
+RB,16,Frank Gore,IND,5,8,15,21,25,27,29,31,29
+RB,17,Carlos Hyde,SF,4,7,14,21,24,26,28,30,28
+RB,18,Melvin Gordon,SD,4,7,14,20,24,26,28,30,28
+RB,19,T.J. Yeldon,JAC,2,5,10,16,19,22,24,26,25
+RB,20,Latavius Murray,OAK,1,4,9,14,18,21,23,25,24
+RB,21,Andre Ellington,ARI,,4,9,14,18,21,23,25,24
+RB,22,Joique Bell,DET,,4,8,13,17,20,23,25,23
+RB,23,Joseph Randle,DAL,,4,8,13,17,20,22,24,23
+RB,24,Jonathan Stewart,CAR,,4,8,13,16,19,22,24,23
+RB,25,LeGarrette Blount,NE,,3,8,13,16,19,21,23,22
+RB,26,Tevin Coleman,ATL,,2,7,11,15,17,19,21,21
+RB,27,Isaiah Crowell,CLE,,2,6,10,14,16,19,21,20
+RB,28,Todd Gurley,STL,,2,6,10,14,15,18,20,20
+RB,29,Rashad Jennings,NYG,,1,5,9,13,15,17,19,19
+RB,30,Giovani Bernard,CIN,,1,5,9,13,14,17,19,19
+RB,31,C.J. Spiller,NO,,,5,8,12,14,16,19,18
+RB,32,Shane Vereen,NYG,,,4,7,10,12,13,16,16
+RB,33,Chris Ivory,NYJ,,,3,7,10,11,13,15,15
+RB,34,Ameer Abdullah,DET,,,3,6,8,10,12,14,14
+RB,35,Devonta Freeman,ATL,,,2,6,7,9,11,12,12
+RB,36,Charles Sims,TB,,,2,5,7,9,10,12,12
+RB,37,Darren McFadden,DAL,,,2,5,6,8,10,11,12
+RB,38,Doug Martin,TB,,,1,5,6,8,10,11,12
+RB,39,Bishop Sankey,TEN,,,1,5,6,8,10,11,12
+RB,40,David Johnson,ARI,,,1,5,6,8,9,11,11
+RB,41,Tre Mason,STL,,,,4,5,6,8,9,10
+RB,42,Ryan Mathews,PHI,,,,4,5,6,7,9,9
+RB,43,Danny Woodhead,SD,,,,3,5,5,7,9,9
+RB,44,Fred Jackson,BUF,,,,3,4,5,6,8,8
+RB,45,Jay Ajayi,MIA,,,,2,4,4,5,7,8
+RB,46,Duke Johnson,CLE,,,,2,4,4,5,7,7
+RB,47,Knile Davis,KC,,,,2,3,4,5,7,7
+RB,48,Darren Sproles,PHI,,,,2,3,4,4,6,7
+RB,49,Reggie Bush,SF,,,,1,3,4,4,6,7
+RB,50,David Cobb,TEN,,,,1,3,3,4,5,6
+RB,51,Roy Helu,OAK,,,,,2,3,3,4,5
+RB,52,Terrance West,CLE,,,,,2,3,3,4,5
+RB,53,Montee Ball,DEN,,,,,2,2,3,4,5
+RB,54,Lorenzo Taliaferro,BAL,,,,,2,2,3,4,4
+RB,55,Javorius Allen,BAL,,,,,1,2,3,3,4
+RB,56,Andre Williams,NYG,,,,,1,2,3,3,4
+RB,57,Stevan Ridley,NYJ,,,,,1,2,3,3,4
+RB,58,DeAngelo Williams,PIT,,,,,1,2,3,3,4
+RB,59,James Starks,GB,,,,,1,2,3,3,4
+RB,60,Matt Jones,WAS,,,,,1,2,3,3,4
+RB,61,Ray Rice,,,,,,,2,2,3,3
+RB,62,Denard Robinson,JAC,,,,,,2,2,3,3
+RB,63,Dan Herron,IND,,,,,,2,2,3,3
+RB,64,Alfred Blue,HOU,,,,,,1,2,3,3
+RB,65,Jonas Gray,NE,,,,,,1,2,2,3
+RB,66,Theo Riddick,DET,,,,,,1,2,2,3
+RB,67,Mike Tolbert,CAR,,,,,,,2,2,3
+RB,68,Jerick McKinnon,MIN,,,,,,,2,2,3
+RB,69,Dexter McCluster,TEN,,,,,,,2,2,3
+RB,70,James White,NE,,,,,,,1,2,3
+RB,71,Lance Dunbar,DAL,,,,,,,1,2,2
+RB,72,Bilal Powell,NYJ,,,,,,,,2,2
+RB,73,Ronnie Hillman,DEN,,,,,,,,1,2
+RB,74,Travaris Cadet,NE,,,,,,,,1,2
+RB,75,Benny Cunningham,STL,,,,,,,,1,2
+RB,76,Branden Oliver,SD,,,,,,,,1,2
+RB,77,De'Anthony Thomas,KC,,,,,,,,1,2
+RB,78,Robert Turbin,SEA,,,,,,,,1,2
+RB,79,Matt Asiata,MIN,,,,,,,,,2
+RB,80,Bobby Rainey,TB,,,,,,,,,2
+RB,81,Khiry Robinson,NO,,,,,,,,,2
+RB,82,Antone Smith,ATL,,,,,,,,,2
+RB,83,Josh Robinson,IND,,,,,,,,,1
+RB,84,Kenny Hilliard,HOU,,,,,,,,,1
+RB,85,Cameron Artis-Payne,CAR,,,,,,,,,1
+RB,86,Trent Richardson,OAK,,,,,,,,,1
+RB,87,Marcel Reece,OAK,,,,,,,,,1
+WR,1,Odell Beckham,NYG,42,48,50,49,49,51,51,50,48
+WR,2,Antonio Brown,PIT,41,47,49,48,49,50,51,50,47
+WR,3,Demaryius Thomas,DEN,38,45,47,46,47,49,49,49,46
+WR,4,Dez Bryant,DAL,35,42,45,44,45,47,47,47,45
+WR,5,Jordy Nelson,GB,28,36,39,39,40,43,43,43,41
+WR,6,Julio Jones,ATL,27,35,38,39,40,42,43,43,41
+WR,7,Calvin Johnson,DET,25,33,36,37,38,41,42,41,40
+WR,8,A.J. Green,CIN,19,26,30,31,33,36,37,37,36
+WR,9,Randall Cobb,GB,18,25,29,30,32,35,36,37,36
+WR,10,Alshon Jeffery,CHI,15,22,26,27,30,32,34,34,34
+WR,11,Mike Evans,TB,14,21,25,26,29,32,33,34,33
+WR,12,T.Y. Hilton,IND,10,18,21,23,26,29,30,31,31
+WR,13,Emmanuel Sanders,DEN,7,14,17,20,23,26,28,29,29
+WR,14,DeAndre Hopkins,HOU,7,14,17,20,23,26,28,29,29
+WR,15,Kelvin Benjamin,CAR,7,13,17,19,22,25,27,28,28
+WR,16,Jordan Matthews,PHI,4,9,13,16,19,23,25,26,26
+WR,17,Brandin Cooks,NO,3,8,12,15,18,22,24,25,25
+WR,18,DeSean Jackson,WAS,2,6,11,14,17,21,23,24,25
+WR,19,Andre Johnson,IND,1,5,9,12,16,20,22,23,24
+WR,20,Sammy Watkins,BUF,,4,8,11,15,19,21,22,23
+WR,21,Keenan Allen,SD,,4,7,11,15,18,21,22,23
+WR,22,Amari Cooper,OAK,,4,7,11,15,18,21,22,23
+WR,23,Julian Edelman,NE,,4,7,11,14,18,21,22,23
+WR,24,Golden Tate,DET,,4,7,11,14,18,20,22,22
+WR,25,Vincent Jackson,TB,,2,6,9,13,17,19,21,21
+WR,26,Brandon Marshall,NYJ,,2,5,9,12,16,19,20,21
+WR,27,Mike Wallace,MIN,,1,5,8,12,16,18,20,21
+WR,28,Jeremy Maclin,KC,,1,4,7,11,15,17,19,20
+WR,29,Martavis Bryant,PIT,,,4,7,11,15,17,19,20
+WR,30,Brandon LaFell,NE,,,3,5,10,13,16,18,19
+WR,31,Anquan Boldin,SF,,,3,5,9,13,16,18,19
+WR,32,Michael Floyd,ARI,,,3,5,9,13,16,18,19
+WR,33,Roddy White,ATL,,,3,5,9,13,16,17,19
+WR,34,Torrey Smith,SF,,,3,5,9,13,16,17,19
+WR,35,Eric Decker,NYJ,,,2,5,9,13,15,17,18
+WR,36,Allen Robinson,JAC,,,2,4,8,12,15,16,18
+WR,37,Marques Colston,NO,,,1,4,7,11,14,16,17
+WR,38,Jarvis Landry,MIA,,,1,3,7,10,13,15,17
+WR,39,Steve Smith,BAL,,,,3,6,10,13,15,16
+WR,40,Breshad Perriman,BAL,,,,2,6,9,12,14,16
+WR,41,Nelson Agholor,PHI,,,,2,6,9,12,14,16
+WR,42,Larry Fitzgerald,ARI,,,,2,6,9,12,14,16
+WR,43,John Brown,ARI,,,,2,6,9,12,14,16
+WR,44,Charles Johnson,MIN,,,,2,6,9,12,14,16
+WR,45,Malcom Floyd,SD,,,,1,5,9,11,13,15
+WR,46,Pierre Garcon,WAS,,,,1,4,8,11,13,14
+WR,47,Kenny Stills,MIA,,,,1,4,8,11,12,14
+WR,48,Terrance Williams,DAL,,,,1,4,8,10,12,14
+WR,49,Kevin White,CHI,,,,,4,8,10,12,14
+WR,50,Kendall Wright,TEN,,,,,4,7,10,12,14
+WR,51,Doug Baldwin,SEA,,,,,4,7,10,12,14
+WR,52,Rueben Randle,NYG,,,,,4,7,10,12,13
+WR,53,Davante Adams,GB,,,,,2,6,8,9,11
+WR,54,Dwayne Bowe,CLE,,,,,2,5,8,9,11
+WR,55,Victor Cruz,NYG,,,,,1,5,8,9,11
+WR,56,Kenny Britt,STL,,,,,1,5,7,8,10
+WR,57,DeVante Parker,MIA,,,,,1,4,7,8,10
+WR,58,Percy Harvin,BUF,,,,,,4,7,8,10
+WR,59,Michael Crabtree,OAK,,,,,,4,6,8,9
+WR,60,Marvin Jones,CIN,,,,,,3,6,7,8
+WR,61,Cody Latimer,DEN,,,,,,3,6,7,8
+WR,62,Brian Quick,STL,,,,,,3,6,7,8
+WR,63,Marqise Lee,JAC,,,,,,3,5,7,8
+WR,64,Dorial Green-Beckham,TEN,,,,,,2,5,6,8
+WR,65,Andrew Hawkins,CLE,,,,,,2,5,6,7
+WR,66,Greg Jennings,MIA,,,,,,2,4,5,7
+WR,67,Steve Johnson,SD,,,,,,2,4,5,7
+WR,68,Brian Hartline,CLE,,,,,,1,3,5,6
+WR,69,Devin Funchess,CAR,,,,,,1,3,4,6
+WR,70,Cole Beasley,DAL,,,,,,1,3,4,6
+WR,71,Jaelen Strong,HOU,,,,,,,2,4,6
+WR,72,Markus Wheaton,PIT,,,,,,,2,4,5
+WR,73,Nick Toon,NO,,,,,,,2,3,5
+WR,74,Eddie Royal,CHI,,,,,,,2,3,5
+WR,75,Donte Moncrief,IND,,,,,,,2,3,5
+WR,76,Jermaine Kearse,SEA,,,,,,,2,3,5
+WR,77,Tavon Austin,STL,,,,,,,2,3,5
+WR,78,Robert Woods,BUF,,,,,,,2,3,5
+WR,79,Allen Hurns,JAC,,,,,,,2,3,5
+WR,80,Jarius Wright,MIN,,,,,,,2,2,4
+WR,81,Cecil Shorts,HOU,,,,,,,2,2,4
+WR,82,Mohamed Sanu,CIN,,,,,,,1,2,4
+WR,83,Chris Conley,KC,,,,,,,1,2,4
+WR,84,Justin Hunter,TEN,,,,,,,1,2,3
+WR,85,Matt Willis,,,,,,,,,2,3
+WR,86,Phillip Dorsett,IND,,,,,,,,2,3
+WR,87,Tyler Lockett,SEA,,,,,,,,1,3
+WR,88,Taylor Gabriel,CLE,,,,,,,,1,3
+WR,89,De'Anthony Thomas,KC,,,,,,,,1,2
+WR,90,Kamar Aiken,BAL,,,,,,,,1,2
+WR,91,Rod Streater,OAK,,,,,,,,1,2
+WR,92,Cordarrelle Patterson,MIN,,,,,,,,1,2
+WR,93,Danny Amendola,NE,,,,,,,,1,2
+WR,94,James Jones,,,,,,,,,1,2
+WR,95,Andre Roberts,WAS,,,,,,,,1,2
+WR,96,Riley Cooper,PHI,,,,,,,,1,2
+WR,97,Nate Washington,HOU,,,,,,,,1,2
+WR,98,Devin Smith,NYJ,,,,,,,,,2
+WR,99,Stedman Bailey,STL,,,,,,,,,2
+WR,100,Justin Hardy,ATL,,,,,,,,,2
+WR,101,Jeremy Kerley,NYJ,,,,,,,,,2
+WR,102,Andre Holmes,OAK,,,,,,,,,2
+WR,103,Albert Wilson,KC,,,,,,,,,2
+WR,104,Jerricho Cotchery,CAR,,,,,,,,,1
+WR,105,Harry Douglas,TEN,,,,,,,,,1
+WR,106,Devin Hester,ATL,,,,,,,,,1
+WR,107,Louis Murphy,TB,,,,,,,,,1
+WR,108,Philly Brown,CAR,,,,,,,,,1
+TE,1,Rob Gronkowski,NE,47,50,48,46,45,44,44,43,40
+TE,2,Jimmy Graham,SEA,17,23,24,25,25,25,27,27,26
+TE,3,Greg Olsen,CAR,9,13,16,17,18,18,21,22,20
+TE,4,Travis Kelce,KC,6,11,13,15,16,16,18,20,19
+TE,5,Martellus Bennett,CHI,3,7,9,10,11,12,15,16,16
+TE,6,Jason Witten,DAL,1,4,7,8,9,10,13,14,14
+TE,7,Zach Ertz,PHI,,3,5,6,7,8,11,12,12
+TE,8,Delanie Walker,TEN,,1,2,4,6,6,9,10,11
+TE,9,Julius Thomas,JAC,,1,2,4,6,6,9,10,11
+TE,10,Dwayne Allen,IND,,,2,4,5,6,8,10,10
+TE,11,Josh Hill,NO,,,1,3,4,5,8,9,10
+TE,12,Coby Fleener,IND,,,1,3,4,5,7,9,9
+TE,13,Jordan Cameron,MIA,,,,2,3,4,6,8,9
+TE,14,Antonio Gates,SD,,,,2,3,3,6,8,8
+TE,15,Heath Miller,PIT,,,,2,3,3,5,7,8
+TE,16,Charles Clay,BUF,,,,1,2,2,4,6,7
+TE,17,Kyle Rudolph,MIN,,,,,1,2,4,6,6
+TE,18,Vernon Davis,SF,,,,,1,2,4,6,6
+TE,19,Owen Daniels,DEN,,,,,1,1,3,5,6
+TE,20,Larry Donnell,NYG,,,,,,1,3,5,6
+TE,21,Tyler Eifert,CIN,,,,,,1,3,5,6
+TE,22,Jared Cook,STL,,,,,,1,3,5,6
+TE,23,Austin Seferian-Jenkins,TB,,,,,,,3,5,5
+TE,24,Jordan Reed,WAS,,,,,,,1,3,4
+TE,25,Eric Ebron,DET,,,,,,,1,3,4
+TE,26,Jace Amaro,NYJ,,,,,,,1,3,4
+TE,27,Ladarius Green,SD,,,,,,,,1,2
+TE,28,Maxx Williams,BAL,,,,,,,,1,2
+TE,29,Mychal Rivera,OAK,,,,,,,,1,2
+TE,30,Richard Rodgers,GB,,,,,,,,,2
+TE,31,Rob Housler,CLE,,,,,,,,,1
+TE,32,Jacob Tamme,ATL,,,,,,,,,1
+K,1,Stephen Gostkowski,NE,1,1,1,1,1,1,1,1,1
+K,2,Justin Tucker,BAL,1,1,1,1,1,1,1,1,1
+K,3,Mason Crosby,GB,1,1,1,1,1,1,1,1,1
+K,4,Cody Parkey,PHI,1,1,1,1,1,1,1,1,1
+K,5,Connor Barth,DEN,,1,1,1,1,1,1,1,1
+K,6,Steven Hauschka,SEA,,1,1,1,1,1,1,1,1
+K,7,Adam Vinatieri,IND,,,1,1,1,1,1,1,1
+K,8,Shayne Graham,,,,1,1,1,1,1,1,1
+K,9,Dan Bailey,DAL,,,,1,1,1,1,1,1
+K,10,Dan Carpenter,BUF,,,,1,1,1,1,1,1
+K,11,Shaun Suisham,PIT,,,,,1,1,1,1,1
+K,12,Chandler Catanzaro,ARI,,,,,1,1,1,1,1
+K,13,Matt Bryant,ATL,,,,,,1,1,1,1
+K,14,Blair Walsh,MIN,,,,,,1,1,1,1
+K,15,Dustin Hopkins,NO,,,,,,,1,1,1
+K,16,Josh Brown,NYG,,,,,,,1,1,1
+K,17,Cairo Santos,KC,,,,,,,,1,1
+K,18,Phil Dawson,SF,,,,,,,,1,1
+K,19,Graham Gano,CAR,,,,,,,,,1
+K,20,Caleb Sturgis,MIA,,,,,,,,,1
+DST,1,Buffalo Bills,BUF,2,2,2,2,2,2,2,2,2
+DST,2,Philadelphia Eagles,PHI,1,2,2,2,2,2,2,2,2
+DST,3,St. Louis Rams,STL,1,1,2,2,2,2,2,2,2
+DST,4,Carolina Panthers,CAR,1,1,2,2,2,2,2,2,2
+DST,5,Houston Texans,HOU,,1,2,2,2,2,2,2,2
+DST,6,Seattle Seahawks,SEA,,1,2,2,2,2,2,2,2
+DST,7,New England Patriots,NE,,,1,1,1,1,2,2,2
+DST,8,Miami Dolphins,MIA,,,1,1,1,1,1,1,1
+DST,9,Arizona Cardinals,ARZ,,,,1,1,1,1,1,1
+DST,10,New York Jets,NYJ,,,,1,1,1,1,1,1
+DST,11,Green Bay Packers,GB,,,,,1,1,1,1,1
+DST,12,Indianapolis Colts,IND,,,,,1,1,1,1,1
+DST,13,New York Giants,NYG,,,,,,1,1,1,1
+DST,14,Baltimore Ravens,BAL,,,,,,1,1,1,1
+DST,15,Tampa Bay Buccaneers,TB,,,,,,,1,1,1
+DST,16,Jacksonville Jaguars,JAC,,,,,,,1,1,1
+DST,17,San Francisco 49ers,SF,,,,,,,,1,1
+DST,18,Denver Broncos,DEN,,,,,,,,1,1
+DST,19,New Orleans Saints,NO,,,,,,,,,1
+DST,20,Washington Redskins,WAS,,,,,,,,,1
+IDP,1,IDP Fake 1,,1,1,1,1,1,1,1,1,1
+IDP,2,IDP Fake 2,,1,1,1,1,1,1,1,1,1
+IDP,3,IDP Fake 3,,1,1,1,1,1,1,1,1,1
+IDP,4,IDP Fake 4,,1,1,1,1,1,1,1,1,1
+IDP,5,IDP Fake 5,,,1,1,1,1,1,1,1,1
+IDP,6,IDP Fake 6,,,1,1,1,1,1,1,1,1
+IDP,7,IDP Fake 7,,,,1,1,1,1,1,1,1
+IDP,8,IDP Fake 8,,,,1,1,1,1,1,1,1
+IDP,9,IDP Fake 9,,,,,1,1,1,1,1,1
+IDP,10,IDP Fake 10,,,,,1,1,1,1,1,1
+IDP,11,IDP Fake 11,,,,,,1,1,1,1,1
+IDP,12,IDP Fake 12,,,,,,1,1,1,1,1
+IDP,13,IDP Fake 13,,,,,,,1,1,1,1
+IDP,14,IDP Fake 14,,,,,,,1,1,1,1
+IDP,15,IDP Fake 15,,,,,,,,1,1,1
+IDP,16,IDP Fake 16,,,,,,,,1,1,1
+IDP,17,IDP Fake 17,,,,,,,,,1,1
+IDP,18,IDP Fake 18,,,,,,,,,1,1
+IDP,19,IDP Fake 19,,,,,,,,,,1
+IDP,20,IDP Fake 20,,,,,,,,,,1