https://github.com/mkearney/dapr

β˜πŸΌπŸ‘‰πŸΌπŸ‘‡πŸΌπŸ‘ˆπŸΌ Dependency-free purrr-like apply/map/iterate functions

https://github.com/mkearney/dapr

Science Score: 33.0%

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Keywords

for-loops functional-programming iterator r r-package rstats
Last synced: 6 months ago · JSON representation

Repository

β˜πŸΌπŸ‘‰πŸΌπŸ‘‡πŸΌπŸ‘ˆπŸΌ Dependency-free purrr-like apply/map/iterate functions

Basic Info
  • Host: GitHub
  • Owner: mkearney
  • License: gpl-3.0
  • Language: R
  • Default Branch: master
  • Homepage: https://dapr.mikewk.com
  • Size: 998 KB
Statistics
  • Stars: 52
  • Watchers: 3
  • Forks: 0
  • Open Issues: 1
  • Releases: 0
Topics
for-loops functional-programming iterator r r-package rstats
Created over 7 years ago · Last pushed over 6 years ago
Metadata Files
Readme License

README.Rmd

---
output: github_document
---



```{r setup, include = FALSE}
knitr::opts_chunk$set(echo = TRUE, collapse = TRUE, comment = "#>")
library(dapr)
```
# dapr 

[![Build status](https://travis-ci.org/mkearney/dapr.svg?branch=master)](https://travis-ci.org/mkearney/dapr)
[![CRAN status](https://www.r-pkg.org/badges/version/dapr)](https://cran.r-project.org/package=dapr)
[![Coverage Status](https://codecov.io/gh/mkearney/dapr/branch/master/graph/badge.svg)](https://codecov.io/gh/mkearney/dapr?branch=master)
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.2528504.svg)](https://doi.org/10.5281/zenodo.2528504)
![Downloads](https://cranlogs.r-pkg.org/badges/dapr?color=yellowgreen)
![Downloads](https://cranlogs.r-pkg.org/badges/grand-total/dapr?color=dd69b4)
[![lifecycle](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://www.tidyverse.org/lifecycle/#experimental)

Dependency-free purrr-like apply/map/iterate functions

## Installation

Install the development version from Github with:

``` r
## install remotes pkg if not already
if (!requireNamespace("remotes", quietly = TRUE)) {
  install.packages("remotes")
}

## install from github
remotes::install_github("mkearney/dapr")
```

## {dapr} vs. {base} & {purrr}?
**{dapr}** provides the ease and consistency of [**{purrr}**](https://purrr.tidyverse.org),
(see also: simple benchmark results plot below) including use of `~` and `.x`,
without all the dependencies. In other words, use **{dapr}** when you want a 
purrr-like experience but you need a lightweight solution.

## Use Function names use the convention `*ap()` where **`*`** is the first letter of output data type. + vap for **vectors** + lap for **lists** + dap for **data frames** Common inputs: + `.data` Input object–numeric, character, list, data frame, etc.–over which elements will be iterated. If matrix or data frame, each column will be treated as the elements which are to be iterated over. + `.f` Function to apply to each element of input object. This can be written as a single function name e.g., `mean`, a formula-like function call where `.x` is assumed to be the iterated over element of input data e.g., `~ mean(.x)`, or an in-line function definition e.g., `function(x) mean(x)`. ### Vectors Functions that apply expressions to input data objects and return atomic vectors e.g., numeric (double), character, logical. + **`vap_dbl()`** Iterate and return **numeric** vector. + **`vap_int()`** Iterate and return **integer** vector. + **`vap_lgl()`** Iterate and return **logical** vector. + **`vap_chr()`** Iterate and return **character** vector. ```{r} ## create data set.seed(2018) d <- replicate(5, rnorm(10), simplify = FALSE) e <- replicate(5, sample(letters, 10), simplify = FALSE) ## numeric vap_dbl(d, ~ mean(.x)) ## integer vap_int(d, length) ## logical vap_lgl(d, ~ max(.x) > 3) ## character vap_chr(e, paste, collapse = "") ``` ### Lists Function(s) that apply expressions to input data objects and return lists. + **`lap()`** Iterate and return a **list** vector. ```{r} ## list of strings lap(e[1:2], ~ paste0(.x, ".")) ``` + **`ilap()`** Iterate over sequence length `.i` (instead of `.x`) and return a **list** vector. ```{r} ## list of strings ilap(1:4, ~ paste0(letters[.i], rev(LETTERS)[.i])) ``` ### Data frames Functions that apply expressions to input data objects and return data frames. + **`dap*()`** Iterate and return a **data frame** - **`dapc()`** Iterate over **columns** - **`dapr()`** Iterate over **rows** + **`dap*_if()`** Conditionally iterate - **`dapc_if()`** Conditionally iterate over **columns** - **`dapr_if()`** Conditionally iterate over **rows** ```{r} ## some data d <- data.frame( a = letters[1:3], b = rnorm(3), c = rnorm(3), stringsAsFactors = FALSE ) ## column explicit (same as dap) dapc(d[-1], ~ round(.x, 2)) ## rows dapr(d[-1], round, 3) ## conditional COLUMNS dapc_if(d, is.numeric, ~ round(.x, 4)) ## conditional ROWS dapr_if(d[-1], ~ sum(.x) >= -.7, ~ round(.x, 0)) ```

Owner

  • Name: Michael W. Kearney
  • Login: mkearney
  • Kind: user
  • Location: United States
  • Company: @AwareHQ

πŸ“ŠπŸ§‘β€πŸ’»πŸ“Š Senior Data Scientist

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Dependencies

DESCRIPTION cran
  • covr * suggests
  • testthat >= 2.1.0 suggests