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R code to reproduce the awesome visualization of global temperature change from Ed Hawkins at http://www.climate-lab-book.ac.uk/2016/spiralling-global-temperatures/ using R and ggplot2 (with the animations package)
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| library(dplyr) | |
| library(tidyr) | |
| library(ggplot2) | |
| library(animation) | |
| #Data from https://crudata.uea.ac.uk/cru/data/temperature/ | |
| #As well as data read in script | |
| source("read_cru_hemi.R") | |
| temp_dat <- read_cru_hemi("./HadCRUT4-gl.dat") | |
| #remove cover | |
| temp_dat_monthly <- temp_dat %>% | |
| select(-starts_with("cover")) %>% | |
| select(-starts_with("annual")) %>% | |
| gather(month, anomaly, -year) %>% | |
| mutate(month = gsub("month\\.", "", month)) %>% | |
| mutate(month = as.numeric(month)) %>% | |
| filter(year !=2016) | |
| mo <- months(seq(as.Date("1910/1/1"), as.Date("1911/1/1"), "months")) | |
| mo <- gsub("(^...).*", "\\1", mo) | |
| saveGIF({ | |
| for(i in 1850:2015){ | |
| print(ggplot(temp_dat_monthly %>% filter(year <= i), | |
| aes(x=month, y=anomaly, color=year, group=year)) + | |
| geom_line() + | |
| scale_color_gradient(low="blue", high="red", limits=c(1850, 2015), guide="none") + | |
| geom_hline(yintercept=1.5, color="black", lty=2) + | |
| geom_hline(yintercept=2, color="black", lty=2) + | |
| coord_polar() + | |
| annotate(x=1, y=-1.5, geom="text", label=i) + | |
| annotate(x=1, y=1.5, geom="label", label="1.5C", fill="white", label.size=0) + | |
| annotate(x=1, y=2, geom="label", label="2.0C", fill="white", label.size=0) + | |
| ggtitle("Global Temperature Change 1850-2015") + | |
| scale_x_continuous(labels=mo, breaks=1:13) + | |
| scale_y_continuous(labels=NULL, breaks=NULL) + | |
| ylab("") + xlab("") | |
| )} | |
| }, interval=0.1) | |
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