Leiden

Leiden is a more modern community detection method which allows for hyperparameter tuning the resolution, which allows refinement in discrimination between groups (i.e., high resolution produces smaller communities while smaller resolutions produce fewer larger communities).

2015

make_plot(year_filter = 2015, type = "leiden", resolution = 0.1, min_edges = 10, min_group_size = 4, width_shrink_factor = 7)

2016

make_plot(year_filter = 2016, type = "leiden", resolution = 0.1, min_edges = 10, min_group_size = 4, width_shrink_factor = 6)

2017

make_plot(year_filter = 2017, type = "leiden", resolution = 0.1, min_edges = 10, min_group_size = 5, width_shrink_factor = 7)

2018

make_plot(year_filter = 2018, type = "leiden", resolution = 0.1, min_edges = 10, min_group_size = 5, width_shrink_factor = 7)

2019

make_plot(year_filter = 2019, type = "leiden", resolution = 0.2, min_edges = 10, min_group_size = 5, width_shrink_factor = 15)

2020

make_plot(year_filter = 2020, type = "leiden", resolution = 0.2, min_edges = 40, min_group_size = 5, width_shrink_factor = 200)