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library(tidyverse) | ||
library(lubridate) | ||
library(ggplot2) | ||
library(maps) | ||
library(patchwork) | ||
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#' This is script with analysis of volcanos for my | ||
#' geological article. | ||
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volcano <- readr::read_csv('https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2020/2020-05-12/volcano.csv') | ||
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processed_volcano <- volcano %>% | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. good use of pipes |
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mutate(logpop10 = log10(population_within_10_km+0.1)) %>% | ||
select(primary_volcano_type, pop=logpop10, longitude, latitude) | ||
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# cleaning data a bit as there are some plural versions of volcano names | ||
# that mean essentially the same | ||
processed_volcano$primary_volcano_type <- | ||
recode(processed_volcano$primary_volcano_type, Stratovolcano="Stratovolcano(es)") | ||
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processed_volcano$primary_volcano_type <- | ||
recode(processed_volcano$primary_volcano_type, `Shield(s)`="Shield") | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. use |
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volcano_types <- processed_volcano %>% group_by(primary_volcano_type) %>% | ||
summarise(count = n()) %>% | ||
arrange(desc(count)) %>% head(8) | ||
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# NA types become Other as we want to include them in the analysis | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. same as in line 18 |
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processed_volcano$primary_volcano_type <- processed_volcano$primary_volcano_type %>% | ||
replace_na("Other") | ||
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sc_max <- max(processed_volcano$pop) | ||
sc_min <- min(processed_volcano$pop) | ||
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col_palette = c("#d11141", "#00b159", "#00aedb", "#f37735", "#ffc425", | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. define constants on the top and keep them upper case |
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"#3aefaf", "#0b57dd", "#f666b7", "#cf1833", "#a35c0a", | ||
"#bc0bfe", "#61ff41", "#eabf72", "#09dbc3", "#ffffff") | ||
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do_map = function(vulc_type, colid = NULL) { | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. the function contains too many magic numbers There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. use |
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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)) + | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. these are defined outside the function |
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theme(legend.position = "none", | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. split plotting into a separate function |
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plot.background = element_rect(fill = "#2b272e"), | ||
plot.title = element_text(color = "white", size = 12, face = "bold")) + | ||
ggtitle(paste("Volcano type: ", vulc_type)) | ||
} | ||
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plot.list <- lapply(seq(1, length(volcano_types$primary_volcano_type)), | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. break this There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. use |
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function(i) do_map(volcano_types$primary_volcano_type[i], i)) | ||
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plt <- wrap_plots(plot.list, nrow = 2) | ||
ggsave("plot.pdf", plot = plt) |
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import
readr
separately