Created
June 14, 2018 11:03
-
-
Save PaulC91/e767ca4f0c4335e6e0d2f71eb7cc98cc to your computer and use it in GitHub Desktop.
network graph of world cup players countries and clubs
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
library(rvest) | |
library(tidyverse) | |
library(tidygraph) | |
library(ggraph) | |
wc_squads <- read_html("https://en.wikipedia.org/wiki/2018_FIFA_World_Cup_squads") %>% | |
html_table() | |
teams <- c("Egypt", "Russia", "Saudi Arabia", "Uruguay", | |
"Iran", "Morocco", "Portugal", "Spain", | |
"Australia", "Denmark", "France", "Peru", | |
"Argentina", "Croatia", "Iceland", "Nigeria", | |
"Brazil", "Costa Rica", "Serbia", "Switzerland", | |
"Germany", "Mexico", "South Korea", "Sweden", | |
"Belgium", "England", "Panama", "Tunisia", | |
"Colombia", "Japan", "Poland", "Senegal") | |
df <- | |
map_df(1:32, ~ { | |
wc_squads[[.x]] %>% | |
mutate(Country = teams[.x]) %>% | |
select(Player, Country, Club) | |
}) %>% | |
rownames_to_column("id") | |
country_clubs <- df %>% | |
select(Country, Club) %>% | |
group_by_all() %>% | |
summarise(weight = n()) %>% | |
filter(Country %in% c("Brazil", "France", "Germany", "Spain", "Belgium")) | |
wc_network <- as_tbl_graph(country_clubs) %>% | |
mutate(type = if_else(name %in% df$Country, "Country", "Club")) | |
ggraph(wc_network) + | |
geom_edge_arc(aes(width = weight), alpha = .25, colour = "white") + | |
scale_edge_width(range = c(0.2, 2)) + | |
geom_node_point(aes(colour = type, size = type), show.legend = FALSE) + # | |
scale_size_manual(values = c(2, 10)) + | |
geom_node_text(aes(label = name), family = "Iosevka", colour = "white", | |
repel = TRUE, size = 3, show.legend = FALSE) + | |
theme_graph(background = "#2E3440", text_colour = "white", | |
base_family = "Iosevka", foreground = NA) + | |
labs(title = "World Cup 2018 | Club Country Network", | |
subtitle = "Belgium, Brazil, France, Germany, Spain", | |
caption = "@paulcampbell91 | Source: Wikipedia", | |
edge_width = "Players") |
Author
PaulC91
commented
Jun 14, 2018
great work, I only get a one-dimensional network (arc) using mac, do you have an idea way?
learn something new. thank you so much.
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment