library(readxl)
d <- read_excel("percentageofcovid19casesthatarepositivefororf1abandngenes.xlsx",
sheet = "Sheet4")
d$N2<-d$Tests-d$N
str(d)
## tibble [11 × 5] (S3: tbl_df/tbl/data.frame)
## $ Date : POSIXct[1:11], format: "2020-09-30" "2020-10-07" ...
## $ Tests : num [1:11] 555 845 1104 1076 1105 ...
## $ Percent: num [1:11] 11 8 7 9 11 10 13 13 20 20 ...
## $ N : num [1:11] 61 67.6 77.3 96.8 121.5 ...
## $ N2 : num [1:11] 494 777 1027 979 983 ...
theme_set(theme_bw())
ggplot(d,aes(x=Date,y=N)) + geom_line() + geom_point() + geom_vline(xintercept = d$Date[8], col="red") + geom_line(aes(y=N2), col="blue") + geom_point(aes(y=N2), col="blue") + scale_y_continuous(trans='log2')
![](data:image/png;base64,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)
aqm::dt(d)
theme_set(theme_bw())
ggplot(d,aes(x=Date,y=Percent)) + geom_line() + geom_point() + geom_vline(xintercept = d$Date[8], col="red") + scale_y_continuous(trans='log2')
![](data:image/png;base64,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)
theme_set(theme_bw())
ggplot(d,aes(x=Date,y=Tests)) + geom_line() + geom_point() + geom_vline(xintercept = d$Date[8], col="red") + scale_y_continuous(trans='log10')
![](data:image/png;base64,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)
theme_set(theme_bw())
ggplot(d,aes(x=Date,y=N)) + geom_line() + geom_point() + geom_vline(xintercept = d$Date[8], col="red")
![](data:image/png;base64,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)