/Random_Walk.R Secret
Created
November 5, 2021 22:21
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Random Walk script for selecting fantasy football lineup
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max_val_team = data.frame(matrix(rep(0, 45),nrow = 9, ncol = 5)) ## initiate date frame of empty lineup | |
colnames(max_val_team) <- c('LastName', 'FirstName', 'Position', | |
'Salary', 'Proj_Points') | |
random_walk <- function(x, trials) { ## input data frame with player info and number of trials to run | |
for (i in 1:trials){ | |
qb <- x %>% filter(Pos == "QB") %>% sample_n(1) #select the required number of players at each position | |
rb <- x %>% filter(Pos == "RB") %>% sample_n(2) | |
wr <- x %>% filter(Pos == "WR") %>% sample_n(3) | |
te <- x %>% filter(Pos == "TE") %>% sample_n(1) | |
dst <- x%>% filter(Pos == "DST") %>% sample_n(1) | |
flex <- x %>% filter(Pos %in% c("RB", "WR", "TE")) %>% sample_n(1) | |
team = rbind(qb, rb, wr, te, dst, flex) #combine data frame for full team | |
team_total = sum(team$Proj_Points) #sum total points for generated team at each iteration | |
team_salary = sum(team$Salary) #sum total salary for generated team at each iteration | |
max_total = sum(max_val_team$Proj_Points) # sum total points for the team with highest value (previous iterations) | |
if (team_total > max_total & team_salary <= 50000) { #check if current iteration is new maximum value team | |
max_val_team = team | |
} | |
} | |
return(max_val_team) | |
} |
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