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# Ordonez supplementary info analysis | |
#================================================== | |
# | |
#This project builds graphs of latitudinal velocities of range edges versus climate velocity using data from Supplementary Information Table 2 in Ordonez, A., & Williams, J. W. (2013). Climatic and biotic velocities for woody taxa distributions over the last 16 000 years in eastern North America. Ecology Letters. doi:10.1111/ele.12110 | |
#More info at http://blogs.ubc.ca/aitkenlab/2015/11/24/runtrees/ | |
library("RColorBrewer") | |
library(ggplot2) | |
source('Ordonez_functions.R') | |
# Read in and Reformat data | |
supp <-read.csv("Appendix_S2.csv", header=TRUE, skip=4, stringsAsFactors=FALSE) | |
supp <- supp[,colSums(is.na(supp))==0] #remove empty columns | |
colnames(supp)[c(1:2)] <- c("Taxa", "Time.Period") | |
## Separate latitudinal velocity columns into center, low, and high. Using columns with 95% rather than 100% confidence intervals | |
South <- sep_conf(supp$South.Velocity) #southern range edge biotic velocity | |
colnames(South) <- colprefix(South, "s") | |
North <- sep_conf(supp$North.Velocity) #northern range edge biotic velocity | |
colnames(North) <- colprefix(North, "n") | |
ClimSouth <- sep_conf(supp$South.Velocity.2) # southern range edge climate velocity | |
colnames(ClimSouth) <- colprefix(ClimSouth, "cs") | |
ClimNorth <- sep_conf(supp$North.Velocity.2) #northern range edge climate velocity | |
colnames(ClimNorth) <- colprefix(ClimNorth, "cn") | |
runtrees <- data.frame(Taxa = supp$Taxa, Time.Period = supp$Time.Period, South, North, ClimSouth, ClimNorth, stringsAsFactors=FALSE) | |
## Pull out only pinaceae | |
runtrees <- subset(runtrees, runtrees$Taxa %in% c("Abies", "Picea", "Pinus.subg.Pinus", "Pinus.subg.Strobus")) | |
# Graph data | |
## South | |
### make errorbars for south edge | |
limits <- aes(ymax=runtrees$s_high, ymin=runtrees$s_low) | |
limitsh <- aes(xmax=runtrees$cs_high, xmin=runtrees$cs_low) | |
ggplot(runtrees, aes(x=cs_avg, y=s_avg, color = Taxa, shape = Time.Period)) + | |
ggtitle("Southern Range Edge") + | |
geom_point(size=5) + | |
geom_errorbar(limits, alpha=.4) + | |
geom_errorbarh(limitsh, alpha=.4) + | |
theme_bw(20) + | |
xlab("Climate velocity (km/decade)") + | |
ylab("Bioltic velocity (km/decade)") + | |
geom_abline(intercept = 0, slope = 1, aes(linetype = "dotted")) + | |
geom_vline(xintercept = 0, linetype = "dotted") + | |
scale_linetype_manual(values = c("dotted", "solid")) + | |
scale_color_brewer(palette="Paired") | |
## North | |
### make error bars for north edge | |
nlimits <- aes(ymax=runtrees$n_high, ymin=runtrees$n_low) | |
nlimitsh <- aes(xmax=runtrees$cn_high, xmin=runtrees$cn_low) | |
ggplot(runtrees, aes(x=cn_avg, y=n_avg, color = Taxa,shape = Time.Period)) + | |
ggtitle("Northern Range Edge") + | |
geom_point(size=5) + | |
geom_errorbar(nlimits, alpha=.4) + | |
geom_errorbarh(nlimitsh, alpha=.4) + | |
theme_bw(20) + | |
xlab("Climate velocity (km/decade)") + | |
ylab("Biotic velocity (km/decade)") + | |
geom_abline(intercept = 0, slope = 1, aes(linetype = "dotted")) + | |
geom_vline(xintercept = 0, linetype = "dotted") + | |
scale_linetype_manual(values = c("dotted", "solid")) + | |
scale_color_brewer(palette = "Paired") |
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