dat = data.frame(read.csv("c:/Users/Saman/Onedrive/Desktop/Mast467/Data/all_dat.csv",sep=","))
dat=subset(dat, select=-X)
library(ggplot2)
## Warning: package 'ggplot2' was built under R version 4.0.5
T = ggplot(dat) +
geom_point(aes(x=Year, y=Tmax))+
stat_summary(aes(x = Year,y = Tmax,group=1), fun=median, colour="red", geom="line",group=1)+
ggtitle("Median T Max for Region 8 (2016,2018-2021)")+
stat_summary(aes(x = Year,y = Tmax,group=1), fun=median, colour="red", geom="point",group=1, size = 3)+
theme(legend.position = "none")
T
![](data:image/png;base64,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)
D = ggplot(dat) +
geom_point(aes(x=Year, y=D_Tmax))+
stat_summary(aes(x = Year,y = D_Tmax,group=1), fun=median, colour="red", geom="line",group=1)+
ggtitle("Median Depth of TMax for Region 8 (2016,2018-2021)")+
stat_summary(aes(x = Year,y = D_Tmax,group=1), fun=median, colour="red", geom="point",group=1, size = 3)+
theme(legend.position = "none")
D
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)
S = ggplot(dat) +
geom_point(aes(x=Year, y=S_Tmax))+
stat_summary(aes(x = Year,y = S_Tmax,group=1), fun=median, colour="red", geom="line",group=1)+
ggtitle("Median Salinity of TMax for Region 8 (2016,2018-2021)")+
stat_summary(aes(x = Year,y = S_Tmax,group=1), fun=median, colour="red", geom="point",group=1, size = 3)+
theme(legend.position = "none")
S
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)