Created
April 11, 2018 03:45
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A simple cluster analysis of Eurovision song contest voting patterns
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## Analysis of voting patterns for 2016 Eurovision song contest | |
library(clusterfly) | |
library(igraph) | |
library(magrittr) | |
## load the voting data | |
votedata <- read.csv("eurovision-votes_2016.csv") | |
## remove total votes column | |
votedata$total_votes <- NULL | |
## set row names to contestant countries, and remove that column | |
rownames(votedata) <- votedata$contestant | |
votedata$contestant <- NULL | |
## fix up rownames to match column names | |
rownames(votedata)[25] <- "Czech.Republic" | |
rownames(votedata)[24] <- "United.Kingdom" | |
## check | |
rownames(votedata) %in% colnames(votedata) | |
## set missing values to 0 | |
votedata[is.na(votedata)] <- 0 | |
## convert to matrix | |
votedata <- as.matrix(votedata) | |
## create new rows for countries with no votes | |
newcountries <- setdiff(colnames(votedata),rownames(votedata)) | |
newnrow <- length(newcountries) | |
newrows <- matrix(rep(0,newnrow*42),nrow=newnrow,ncol=42) | |
votedata <- rbind(votedata,newrows) | |
rownames(votedata)[27:42] <- newcountries | |
## sort rows and columns | |
votedata <- votedata[order(rownames(votedata)),] | |
votedata <- votedata[,order(colnames(votedata))] | |
## create directed and undirected graphs | |
votesgraphd <- graph_from_adjacency_matrix(votedata,weighted=TRUE,mode="directed") | |
votesgraphu <- graph_from_adjacency_matrix(votedata,weighted=TRUE,mode="undirected") | |
## find clusters within graph | |
clusters <- cluster_optimal(votesgraphd) | |
##votesgraph <- graph_from_adjacency_matrix(votedata,weighted=TRUE) | |
jpeg("Eurovision_votes_2016.jpg",width=739,height=715) | |
plot(clusters,votesgraphd) | |
dev.off() | |
png("Eurovision_votes_2016.png",width=739,height=715) | |
plot(clusters,votesgraphd) | |
dev.off() | |
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