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A poor man's dependency free grammar of data manipulation
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nathaneastwood/poorman
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I’d seen my father. He was a poor man, and I watched him do astonishingthings. - Sidney Poitier
{poorman} is a grammar of data manipulation, providing dependency freeversions of{dplyr} verbs thathelp you solve the most common data manipulation challenges:
select()picks variables based on their names.mutate()adds new variables that are functions of existingvariables.filter()picks cases based on their values.summarise()reduces multiple values down to a single summary.arrange()changes the ordering of the rows.
{poorman} attempts to replicate the {dplyr} API exactly such that your{dplyr} code will still run even if you use {poorman} in its place. Inaddition to replicating {dplyr} functionality, {poorman} implementsother functionality from the wider {tidyverse} such as select helpersand the pipe,%>%.
For more details on the functionality available within {poorman}, checkout the {poorman} series of blog postshere.
You can install:
- the development version fromGitHub with
# install.packages("remotes")remotes::install_github("nathaneastwood/poorman")
- the latest release from CRAN with
install.packages("poorman")If you’d like to try out the latest version of the package on CRAN usingDocker, you can run the latest image with:
docker run --rm -it nathaneastwood/poorman
library(poorman,warn.conflicts=FALSE)## I'd seen my father. He was a poor man, and I watched him do astonishing things.# - Sidney Poitiermtcars %>% select(mpg,wt, starts_with("c")) %>% mutate(kpl= (1.609*mpg)/3.785,wt_kg=wt*453.5924) %>% filter(mpg>28)# mpg wt cyl carb kpl wt_kg# Fiat 128 32.4 2.200 4 1 13.77321 997.9033# Honda Civic 30.4 1.615 4 2 12.92301 732.5517# Toyota Corolla 33.9 1.835 4 1 14.41086 832.3421# Lotus Europa 30.4 1.513 4 2 12.92301 686.2853mtcars %>% group_by(am,cyl) %>% summarise(mean_mpg= mean(mpg),sd_mpg= sd(mpg)) %>% ungroup()# am cyl mean_mpg sd_mpg# 1 0 4 22.90000 1.4525839# 2 0 6 19.12500 1.6317169# 3 0 8 15.05000 2.7743959# 4 1 4 28.07500 4.4838599# 5 1 6 20.56667 0.7505553# 6 1 8 15.40000 0.5656854
- {dplyr}
- {bplyr} - imports {magrittr} and{rlang}; it prepends functions with
b_*(), e.g.b_select(). - {tbltools} - imports{magrittr} and appends
*_data()to each of its functions,e.g.select_data().
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A poor man's dependency free grammar of data manipulation
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