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GDP (PPP) vs Avg Temp [World]
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library(readr) | |
library(rvest) | |
library(dplyr) | |
library(ggpubr) | |
sf <- 2 | |
width <- 1440 * sf | |
height <- 960 * sf | |
options(vsc.dev.args = list(width = width, height = height, res = 72 * sf)) | |
# GDP Data | |
gdp <- read_html( | |
"https://en.wikipedia.org/wiki/List_of_countries_by_GDP_(PPP)_per_capita" | |
) %>% | |
html_nodes("table") %>% | |
.[[2]] %>% | |
html_table() %>% | |
select(1, 2) %>% | |
setNames(c("country", "gdp")) %>% | |
mutate( | |
gdp = as.numeric(gsub(",", "", gdp)), | |
country = gsub(" \\*", "", country) | |
) %>% | |
filter(!is.na(gdp)) | |
# Temperature Data | |
temp <- read_html( | |
paste0( | |
"https://en.wikipedia.org/wiki/", | |
"List_of_countries_by_average_yearly_temperature" | |
) | |
) %>% | |
html_node("table") %>% | |
html_table(fill = TRUE) %>% | |
select(2, 3) %>% | |
setNames(c("country", "temp")) %>% | |
mutate(temp = as.numeric(sub("^(\\d+\\.\\d+).*", "\\1", temp))) | |
# Merge and Plot | |
chart <- inner_join(gdp, temp) %>% | |
ggscatter( | |
x = "temp", | |
y = "gdp", | |
label = "country", | |
add = "reg.line", | |
add.params = list(color = "blue", fill = "lightgray"), | |
conf.int = TRUE | |
) + | |
stat_cor(color = "red", method = "pearson", label.x = 0.4, label.y = -3) + | |
labs( | |
title = "GDP per capita (PPP) vs Average Temperature", | |
subtitle = "Source: Wikipedia · Made by @USMortality", | |
x = "Average Temperature (C)", | |
y = "GDP per Capita (current intl. dollar)" | |
) + | |
scale_y_continuous(labels = scales::dollar) | |
ggplot2::ggsave( | |
filename = "chart1.png", plot = chart, width = width, height = height, | |
units = "px", dpi = 72 * sf, device = grDevices::png, type = c("cairo") | |
) |
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https://www.mortality.watch/charts/list.html#gdp-ppp-vs-avg-temp-world