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<title>Swedish election data</title>
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<body>
<h1>Swedish election data</h1>
<p>(Data provided by Jens Finnäs)</p>
<p>Load election results and data on municipalities.</p>
<pre><code class="r">library("xlsx")
</code></pre>
<pre><code>## Loading required package: rJava
## Loading required package: xlsxjars
</code></pre>
<pre><code class="r">library("pheatmap")
library("calibrate")
</code></pre>
<pre><code>## Loading required package: MASS
</code></pre>
<pre><code class="r">library("randomForest")
</code></pre>
<pre><code>## randomForest 4.6-10
## Type rfNews() to see new features/changes/bug fixes.
</code></pre>
<pre><code class="r">load("valresultat.Rdata")
kommun <- read.xlsx("kommundata.xlsx",1)
</code></pre>
<p>(Added 2015-01-03: Figures on number of asylum seekers added)</p>
<pre><code class="r">asyl <- read.xlsx("asylsdochm.xlsx",1)
as <- asyl[3:nrow(asyl),c(2,5)]
seekers <- as.numeric(as.character(as[,2]))
as[,2] <- seekers
colnames(as)<-c("Municipality","AsylumSeekers")
komm <- merge(x=kommun, y=as, by.x="name", by.y="Municipality")
</code></pre>
<p>Extract 2014 election results on the municipality level. There are 290 municipalities. There is more fine grained data available, but we will use those later. </p>
<p>Change column names to shorter ones for plotting purposes and replace NA values with zeroes, since that is what they represent in this case. </p>
<pre><code class="r">k <- res$kommun$val2014R
proc <- k[,c("PROCENT_M","PROCENT_C","PROCENT_FP","PROCENT_KD","PROCENT_S","PROCENT_V","PROCENT_MP","PROCENT_SD","PROCENT_FI")]
rownames(proc)<-k$ID
colnames(proc)<-c("M","C","FP","KD","S","V","MP","SD","FI")
proc <- proc[as.character(komm$code),]
</code></pre>
<p>Perform PCA on the matrix and color by municipality type.</p>
<pre><code class="r">p <- prcomp(proc)
stopifnot(rownames(proc) == komm$code) # Check that municipalities are listed in the same order
regiontype <- komm$municipalityTypeBroad
colvec <- rep("black", length(regiontype))
colvec[which(regiontype=="Landsbygd")]<-"green"
colvec[which(regiontype=="Storstadsregion")]<-"red"
</code></pre>
<p>The first plot is a “score plot” which shows the projections of each municipality onto the two strongest principal components.</p>
<pre><code class="r">plot(p$x, col=colvec, pch=20)
legend(-40,-5,legend=c("Landsbygd","Stad","Storstadsregion"),pch=20, col=c("green","black","red"))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk :scoreplot"/> </p>
<p>We see a fairly clear separation between “Storstadsregion” (urban) and “Landsbygd” (rural). Which parties drive this separation? Let's take a look at PC1 (the x axis in our plot) first. </p>
<pre><code class="r">loading.pc1 <- p$rotation[,1]
barplot(loading.pc1[order(loading.pc1)],las=2)
</code></pre>
<p><img 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" alt="plot of chunk :loadings"/> </p>
<p>The first principal component seems to reflect an axis between the social democrats and the conservatives - perhaps not a big surprise. Positive loadings in the score plot above (the dots on the right hand side) are associated with a relatively high proportion of S (social democrat) votes. These tend to be rural municipalities. The moderates have a negative loading, and thus municipalities with a relatively high proprotion of M (moderate) votes will be on the left hand side in the score plot (where we see many urban regions.)</p>
<p>Let's look at some numerical indicators for each municipality - things like median income, unemployment rate and so on. By calculating the correlations between each indicator and PC1 scores, we can get an idea about which factors are co-varying with voting patterns. We should not over-interpret the results as there is lots of collinearity and lurking variables. </p>
<p>Correlations between PC1 scores and municipality descriptors.</p>
<pre><code class="r">pc1corrs <- cor(p$x[,1], komm[,c("medianIncome","youthUnemployment2013","unemploymentChange","reportedCrime","populationChange","populationChange","hasEducation","asylumCosts","urbanDegree","foreignBorn","reportedCrimeVandalism","youngUnskilled","latitude","longitude","population","populationShare65plus","refugees","rentalApartments","fokusRanking","foretagsklimatRanking","cars","motorcycles","tractors","snowmobiles","AsylumSeekers")])
p1 <- pc1corrs[1,]
par(mar=c(10,4.1,4.1,2.1))
barplot(p1[order(p1)],las=2,cex.names=0.9,main="Municipality indicators' correlation to PC1 (right-left axis)")
</code></pre>
<p><img 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" alt="plot of chunk :pc1scorecorr"/> </p>
<p>So the voters who favor M (left hand side in the score plot) tend to live in municipalities with high median income and high education level. The municipalities also have low unemployment and favorable rankings in the Fokus rating (low is good here).</p>
<p>What about the second principal component? (Top-bottom scale in the score plot above)</p>
<pre><code class="r">loading.pc2 <- p$rotation[,2]
barplot(loading.pc2[order(loading.pc2)],las=2)
</code></pre>
<p><img 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" alt="plot of chunk :loadings2"/> </p>
<p>The second principal component mainly emphasizes a difference between the Sweden democrats (SD) and the other parties.</p>
<p>Which indicators correlate with PC2 scores?</p>
<pre><code class="r">pc2corrs <- cor(p$x[,2], komm[,c("medianIncome","youthUnemployment2013","unemploymentChange","reportedCrime","populationChange","populationChange","hasEducation","asylumCosts","urbanDegree","foreignBorn","reportedCrimeVandalism","youngUnskilled","latitude","longitude","population","populationShare65plus","refugees","rentalApartments","fokusRanking","foretagsklimatRanking","cars","motorcycles","tractors","snowmobiles","AsylumSeekers")])
p2 <- pc2corrs[1,]
par(mar=c(10,4.1,4.1,2.1))
barplot(p2[order(p2)],las=2,cex.names=0.9,main="Municipality indicators' correlation to PC2 (up-down axis)")
</code></pre>
<p><img 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" alt="plot of chunk :pc2scorecorr"/> </p>
<p>Latitude and longitude are the most important factors for a high PC2 score. It seems that SD voting patterns are geographically determined. For instance, northern municipalities tend to vote far less for SD. </p>
<p>Plot SD vote by lat/long:</p>
<pre><code class="r">plot(komm$latitude, -komm$longitude, col=terrain.colors(n=30)[proc$SD],pch=20,main="SD vote % per longitude/latitute")
</code></pre>
<p><img 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" alt="plot of chunk :latlongSD"/> </p>
<p>We can visualize the loadings for PCs 1 and 2 in a scatter plot.</p>
<pre><code class="r">loadings.1and2 <- cbind(loading.pc1,loading.pc2)
plot(loadings.1and2, pch=".",xlim=c(-1,1),ylim=c(-1,1))
textxy(loadings.1and2[,1],loadings.1and2[,2],labs=rownames(loadings.1and2), cex=1)
</code></pre>
<p><img 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" alt="plot of chunk :loadings12"/> </p>
<p>This plot could be interpreted as supporting, to a certain extent, the idea of two political axes in Sweden, the right-left axis (in fact more of a M <–> S axis) and a perpendicular traditional-cosmopolitan axis, with SD at one end and V, FI, MP and FP at the other.</p>
<p>If we plot the indicator correlations for PCs 1 and 2, we can get a sort of “map” of how various indicators contribute to the voting patterns.</p>
<pre><code class="r">plot(p1,p2,pch='.')
text(p1,p2,labels=names(p1),cex=1)
</code></pre>
<p><img 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" alt="plot of chunk :indicatormap"/> </p>
<p>One takeaway from this plot is that the reported crime level does not seem to contribute at all to voting patterns, at least not in the simplified view that this PCA offers. </p>
<p>What about the factors contributing to votes for individual parties?</p>
<p>Try a random forest model to see (a) if it can predict SD vote share per municipality based on municipality characteristics and (b) if so, which characteristics are most important for the predictions</p>
<pre><code class="r">preds <- komm[,-c(1,2,4,6,14,15,16)]
tr.idx <- sample(1:290, size=220)
x.tr <- preds[tr.idx,]
y.tr <- proc$SD[tr.idx]
te.idx <- setdiff(1:290, tr.idx)
x.te <- preds[te.idx,]
y.te <- proc$SD[te.idx]
r <- randomForest(x.tr, y=y.tr, importance=TRUE)
guess <- predict(r, newdata=x.te)
plot(guess, y.te, pch=".",xlab="RandomForest prediction (unseen data)",ylab="Actual",main="SD vote % per municipality")
text(guess, y.te, labels=komm$name[te.idx], cex=0.8)
</code></pre>
<p><img 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" alt="plot of chunk :rf"/> </p>
<pre><code class="r">plot(r$predicted, y.tr, pch=".",xlab="RandomForest prediction (training data)",ylab="Actual",, main="SD % (on training data: biased & just for reference)")
text(r$predicted, y.tr, labels=komm$name[tr.idx], cex=0.6)
</code></pre>
<p><img 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" alt="plot of chunk :rf"/> </p>
<pre><code class="r">barplot(r$importance[,1],las=2,cex.names=0.8,main="RF feature importance, SD vote %")
</code></pre>
<p><img 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" alt="plot of chunk :rf"/> </p>
<p>This model is estimated to explain about 71% of the variance.</p>
<p>Unsurprisingly given the results discussed above, latitude and longitude are shown as the most important features for predicting SD vote share. </p>
<p>Variable importance for other parties:</p>
<p>C: Explained variance about 60%, proportion of tractors and degree of urbanness considered most important features. Of course, the former is probably a consequence of the latter. </p>
<pre><code class="r">y.tr <- proc$C[tr.idx]
y.te <- proc$C[te.idx]
r <- randomForest(x.tr, y=y.tr, importance=TRUE)
guess <- predict(r, newdata=x.te)
barplot(r$importance[,1],las=2,cex.names=0.8,main="RF feature importance, C vote %")
</code></pre>
<p><img 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" alt="plot of chunk :C-rf"/> </p>
<p>MP: about 67% explained variance, Fokus ranking most important feature followed by education level.</p>
<pre><code class="r">y.tr <- proc$MP[tr.idx]
y.te <- proc$MP[te.idx]
r <- randomForest(x.tr, y=y.tr, importance=TRUE)
guess <- predict(r, newdata=x.te)
barplot(r$importance[,1],las=2,cex.names=0.8,main="RF feature importance, MP vote %")
</code></pre>
<p><img 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" alt="plot of chunk :MP-rf"/> </p>
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