Skip to content

Room 1 - volcano script added #14

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
wants to merge 1 commit into
base: main
Choose a base branch
from
Open
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
58 changes: 58 additions & 0 deletions snippets/volcano_analysis.R
Original file line number Diff line number Diff line change
@@ -0,0 +1,58 @@
library(tidyverse)
library(lubridate)
library(ggplot2)
library(maps)
library(patchwork)

#' This is script with analysis of volcanos for my
#' geological article.

volcano <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-05-12/volcano.csv')

processed_volcano <- volcano %>%
mutate(logpop10 = log10(population_within_10_km+0.1)) %>%
select(primary_volcano_type, pop=logpop10, longitude, latitude)

# cleaning data a bit as there are some plural versions of volcano names

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I would put this in a seperate function

# that mean essentially the same
processed_volcano$primary_volcano_type <-
recode(processed_volcano$primary_volcano_type, Stratovolcano="Stratovolcano(es)")

processed_volcano$primary_volcano_type <-
recode(processed_volcano$primary_volcano_type, `Shield(s)`="Shield")

volcano_types <- processed_volcano %>% group_by(primary_volcano_type) %>%
summarise(count = n()) %>%
arrange(desc(count)) %>% head(8)

# NA types become Other as we want to include them in the analysis
processed_volcano$primary_volcano_type <- processed_volcano$primary_volcano_type %>%
replace_na("Other")

sc_max <- max(processed_volcano$pop)
sc_min <- min(processed_volcano$pop)

col_palette = c("#d11141", "#00b159", "#00aedb", "#f37735", "#ffc425",

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Perhaps better to use an existing colour palette. Indexing col_palette in this case doesn't work if colid > 15.

"#3aefaf", "#0b57dd", "#f666b7", "#cf1833", "#a35c0a",
"#bc0bfe", "#61ff41", "#eabf72", "#09dbc3", "#ffffff")

do_map = function(vulc_type, colid = NULL) {

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

This should be defined before this script, not in the middle of it

Copy link

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Would be good to have a brief comment explaining what this function does

dotcol <- ifelse(is.null(colid), "#fdff00", col_palette[colid])
processed_volcano %>%
filter(primary_volcano_type == vulc_type) %>%
ggplot(aes(longitude, latitude, size = pop)) +
borders(colour = "#396067", fill = "#383949") +
geom_point(shape = 16, colour = dotcol, fill = "#ff5800", alpha = 0.6) +
scale_radius(range = c(1, 8), limits = c(sc_min, sc_max)) +
theme(legend.position = "none",
plot.background = element_rect(fill = "#2b272e"),
plot.title = element_text(color = "white", size = 12, face = "bold")) +
ggtitle(paste("Volcano type: ", vulc_type))
}


plot.list <- lapply(seq(1, length(volcano_types$primary_volcano_type)),
function(i) do_map(volcano_types$primary_volcano_type[i], i))

plt <- wrap_plots(plot.list, nrow = 2)
ggsave("plot.pdf", plot = plt)