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2021 Dutch
Elections
A CASE STUDY OF THE RESULTS OF THE NATIONAL
ELECTIONS IN AMSTERDAM
BY MARIE OVERING
The VVD, a conservative-liberal party, has won the
elections for the fourth time in a row in the
Netherlands. Overall, the popularity of the VVD
appears to be rising with the party acquiring 34
seats this election, 3 more than in the 2017 election.
However, the political sentiment in the Netherlands
is shifting more towards the left and the city of
Amsterdam is at the forefront of this change.
SO WHAT DOES AMSTERDAM THINK ABOUT POLITICS?
Methods
1. Add empty columns from point
election file to polygon file of city
quarters
Methods
2. Add data from point election file
to empty columns, aggregating all
points within a single polygon
Methods
3. Create scatterplots
Voting
locations
Number of votes per location,
whereby the grey circle represents
mail in ballots for the city
Methods
4. Create Hexagon map
Voting
locations
The distribution of voting locations
across the city
Methods
5. Create random points in
polygons based of code in
references
Methods
6. Create random points per vote in
quarter, ignoring those without
votes and saving the points in a CSV
format
Methods
7. Create a dot density map for
votes across the city
- Steps 6 and 7 were adjusted and
repeated for both the VVD and
D66 voting maps
- The hexagon layer was used
instead of the scatterplot layer
for the Hexagon maps
Valid Votes per
Quarter
A dot density map of votes per
quarter
1 dot = 100 votes
VVD
versus
D66
Hexagon maps
Dot density maps of votes per
quarter
1 dot = 10 votes
VVD D66
Methods
8. Create new variables and
generate random points for those
- A similar process was followed
for the left vs right parties map,
except aggregate columns for
left and right were created first
Methods
9. Classify the points to either the
D66 or the VVD
Methods
10. Create a categorical dot density
map showing the D66 and VVD
votes in one map
D66 wins
Amsterdam
over VVD
A dot density map of votes per
quarter
D66 = blue
VVD = red
1 dot = 30 votes
A Blue City:
Left versus
right votes
A dot density map of votes per
quarter
Left = blue
Right = red
1 dot = 30 votes
References
Data retrieved from:
https://maps.amsterdam.nl/open_geodata/?LANG=en
Dot density map help from:
http://andrewgaidus.com/Dot_Density_County_Maps/
For more of my work:
marieovering.github.io

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2021 Dutch elections