library(magrittr)
filename = "buffer_link_throughput.csv"
readLines(filename) %>%
paste0(collapse="\n") %>%
openssl::base64_encode() -> encoded
Download CSV
clustered bar plot
library(ggplot2)
library(tidyverse)
## Loading tidyverse: tibble
## Loading tidyverse: tidyr
## Loading tidyverse: readr
## Loading tidyverse: purrr
## Loading tidyverse: dplyr
## Conflicts with tidy packages ----------------------------------------------
## filter(): dplyr, stats
## lag(): dplyr, stats
data <-read.csv(filename)
data
## Buffer link total
## 1 0.05 3g 0.6909158
## 2 0.05 mptcp 1.9808264
## 3 0.05 wifi 1.9142475
## 4 0.10 3g 0.6755378
## 5 0.10 mptcp 1.9798465
## 6 0.10 wifi 1.9420132
## 7 0.20 3g 0.8168506
## 8 0.20 mptcp 1.9786626
## 9 0.20 wifi 1.9421076
## 10 0.50 3g 0.8532707
## 11 0.50 mptcp 2.5429869
## 12 0.50 wifi 1.9274551
ggplot(data, aes(factor(Buffer), total)) + geom_bar(aes(fill = link), stat = "identity", position = "dodge") +
labs(x = "Rev/Snd Buffer Size in MB", y = "throughput")
![](data:image/png;base64,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)