library(readr)
github="https://raw.githubusercontent.com/agronomy4future/raw_data_practice/main/wheat_chlorophyll_content_over_time.csv"
dataA= data.frame(read_csv(url(github), show_col_types= FALSE))
library(tidyr)
wheat= data.frame(dataA %>%
pivot_longer(
cols= c(rep1, rep2, rep3),
names_to= "rep",
values_to= "chlorophyll"))
library(dplyr)
wheat_summary= data.frame(wheat %>%
group_by(treatment, nitrogen, days_after_sowing) %>%
dplyr::summarize(across(c(chlorophyll),
.fns= list(Mean=~mean(., na.rm= TRUE),
SD= ~sd(., na.rm= TRUE),
n=~length(.),
se=~sd(.,na.rm= TRUE) / sqrt(length(.))))))
##
library(ggplot2)
library(scales)
ggplot(data=wheat_summary , aes(x=days_after_sowing, y=chlorophyll_Mean, fill=treatment))+
geom_line(linewidth=0.5, linetype="solid") +
geom_errorbar(aes(ymin=chlorophyll_Mean-chlorophyll_se, ymax=chlorophyll_Mean+chlorophyll_se),
position=position_dodge(0.9), width=10) +
geom_point(aes(shape=nitrogen),size=5) +
scale_fill_manual(values=viridis_pal(option="D")(2),guide=guide_legend(override.aes=list(shape=21))) +
scale_shape_manual(values=c(22,23,24), guide=guide_legend(override.aes=list(colour=1))) +
geom_vline(xintercept= 68, linetype="dashed", color="black") +
geom_vline(xintercept= 75, linetype="dashed", color="red") +
geom_vline(xintercept= 82, linetype="dashed", color="black") +
geom_vline(xintercept= 110, linetype="dashed", color="black") +
annotate("text", label=paste("Heading (50%)"),
x=68, y=70, angle=90, hjust=0, vjust=1.5)+
annotate("text", label=paste("Flowering (50%)"),
x=75, y=70, angle=90, hjust=0, vjust=1.5, color="red")+
annotate("text", label=paste("Soft dough"),
x=82, y=70, angle=90, hjust=0, vjust=1.5)+
annotate("text", label=paste("Hard dough"),
x=110, y=70, angle=90, hjust=0, vjust=1.5)+
scale_x_continuous(breaks = seq(60,130,10),limits = c(60,130)) +
scale_y_continuous(breaks = seq(40,80,10),limits = c(40,80)) +
labs(x="Days after sowing (Wheat)", y="Chlorophyll contents (µg/cm²)") +
theme_classic(base_size=18, base_family="serif")+
theme(legend.position="right",
legend.box= "vertical",
legend.title=element_blank(),
legend.key=element_rect(color="white", fill="white"),
legend.text=element_text(family="serif", face="plain",
size=15, color= "Black"),
legend.background=element_rect(fill="white"),
axis.line=element_line(linewidth=0.5, colour="black")) +
windows(width=7, height=5)