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poorman's Introduction

{poorman}

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I’d seen my father. He was a poor man, and I watched him do astonishing things. - Sidney Poitier

Overview

{poorman} is a grammar of data manipulation, providing dependency free versions of {dplyr} verbs that help you solve the most common data manipulation challenges:

  • select() picks variables based on their names.
  • mutate() adds new variables that are functions of existing variables.
  • 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. In addition to replicating {dplyr} functionality, {poorman} implements other functionality from the wider {tidyverse} such as select helpers and the pipe, %>%.

For more details on the functionality available within {poorman}, check out the {poorman} series of blog posts here.

Installation

You can install:

  • the development version from GitHub with
# install.packages("remotes")
remotes::install_github("nathaneastwood/poorman")
  • the latest release from CRAN with
install.packages("poorman")

Docker

If you’d like to try out the latest version of the package on CRAN using Docker, you can run the latest image with:

docker run --rm -it nathaneastwood/poorman

Usage

library(poorman, warn.conflicts = FALSE)
# 
#   I'd seen my father. He was a poor man, and I watched him do astonishing things.
#     - Sidney Poitier

mtcars %>%
  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 686.2853

mtcars %>%
  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

Related Work

  • {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().

poorman's People

Contributors

nathaneastwood avatar

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