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frictionless

R package to read and write Frictionless Data Packages

https://github.com/frictionlessdata/frictionless-r

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 5 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (18.1%) to scientific vocabulary

Keywords

frictionlessdata oscibio r r-package rstats
Last synced: 6 months ago · JSON representation ·

Repository

R package to read and write Frictionless Data Packages

Basic Info
Statistics
  • Stars: 30
  • Watchers: 7
  • Forks: 11
  • Open Issues: 57
  • Releases: 9
Topics
frictionlessdata oscibio r r-package rstats
Created over 4 years ago · Last pushed 10 months ago
Metadata Files
Readme Changelog Contributing License Code of conduct Citation Codemeta

README.Rmd 

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
library(dplyr) # For %>%
```

# frictionless


[![CRAN status](https://www.r-pkg.org/badges/version/frictionless)](https://CRAN.R-project.org/package=frictionless)
[![CRAN checks](https://badges.cranchecks.info/worst/frictionless.svg)](https://cran.r-project.org/web/checks/check_results_frictionless.html)
[![R-CMD-check](https://github.com/frictionlessdata/frictionless-r/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/frictionlessdata/frictionless-r/actions/workflows/R-CMD-check.yaml)
[![codecov](https://codecov.io/gh/frictionlessdata/frictionless-r/branch/main/graph/badge.svg)](https://app.codecov.io/gh/frictionlessdata/frictionless-r/)
[![repo status](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
[![rOpenSci](https://badges.ropensci.org/495_status.svg)](https://github.com/ropensci/software-review/issues/495)
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5815355.svg)](https://doi.org/10.5281/zenodo.5815355)


Frictionless is an R package to read and write Frictionless Data Packages. A [Data Package](https://specs.frictionlessdata.io/data-package/) is a simple container format and standard to describe and package a collection of (tabular) data. It is typically used to publish [FAIR](https://www.go-fair.org/fair-principles/) and open datasets.

To get started, see:

- [Get started](https://docs.ropensci.org/frictionless/articles/frictionless.html): an introduction to the package's main functionalities.
- [Function reference](https://docs.ropensci.org/frictionless/reference/index.html): overview of all functions.
- [Standard implementation](https://docs.ropensci.org/frictionless/articles/index.html): how frictionless implements the Data Package standard.

**Frictionless currently implements [Data Package v1](https://specs.frictionlessdata.io/).** Our goal is to support [Data Package v2](https://datapackage.org/) as well.

## Installation

Install the latest released version from CRAN:

```{r, eval = FALSE}
install.packages("frictionless")
```

Or the development version from [GitHub](https://github.com/frictionlessdata/frictionless-r) or [R-universe](https://ropensci.r-universe.dev/frictionless):

```{r, eval = FALSE}
# install.packages("devtools")
devtools::install_github("frictionlessdata/frictionless-r")

# Or rOpenSci R-universe
install.packages("frictionless", repos = "https://ropensci.r-universe.dev")
```

## Usage

With frictionless you can **read** data from a Data Package (local or remote) into your R environment. Here we read bird GPS tracking data from a Data Package published on [Zenodo](https://doi.org/10.5281/zenodo.10053702):

```{r read_example}
library(frictionless)

# Read the datapackage.json file
# This gives you access to all Data Resources of the Data Package without 
# reading them, which is convenient and fast.
package <- read_package("https://zenodo.org/records/10053702/files/datapackage.json")

package

# List resources
resources(package)

# Read data from the resource "gps"
# This will return a single data frame, even though the data are split over 
# multiple zipped CSV files.
read_resource(package, "gps")
```

You can also create your own Data Package, add data and **write** it to disk:

```{r write_example}
# Create a Data Package and add the "iris" data frame as a resource
my_package <-
  create_package() %>%
  add_resource(resource_name = "iris", data = iris)

my_package

# Write the Data Package to disk
my_package %>%
  write_package("my_directory")
```

```{r, include = FALSE}
unlink("my_directory", recursive = TRUE)
```

For more functionality, see [get started](https://docs.ropensci.org/frictionless/articles/frictionless.html) or the [function reference](https://docs.ropensci.org/frictionless/reference/index.html).

## frictionless vs datapackage.r

[datapackage.r](https://github.com/frictionlessdata/datapackage-r) is an alternative R package to work with Data Packages. It has an object-oriented design and offers validation.

frictionless on the other hand allows you to quickly read and write Data Packages to and from data frames, getting out of the way for the rest of your analysis. It is designed to be lightweight, follows [tidyverse](https://www.tidyverse.org/) principles and supports piping. Its validation functionality is limited to what is needed for reading and writing, see [frictionless-py](https://github.com/frictionlessdata/frictionless-py) for extensive validation.

## Meta

- We welcome [contributions](https://docs.ropensci.org/frictionless/CONTRIBUTING.html) including bug reports.
- License: MIT
- Get [citation information](https://docs.ropensci.org/frictionless/authors.html#citation) for frictionless in R doing `citation("frictionless")`.
- Please note that this project is released with a [Contributor Code of Conduct](https://frictionlessdata.io/work-with-us/code-of-conduct/). By participating in this project you agree to abide by its terms.

Owner

  • Name: Frictionless Data
  • Login: frictionlessdata
  • Kind: organization
  • Location: Internet

Lightweight specifications and software to shorten the path from data to insight. Code of Conduct: https://frictionlessdata.io/code-of-conduct/

Citation (CITATION.cff) 

# --------------------------------------------
# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
# --------------------------------------------
 
cff-version: 1.2.0
message: 'To cite package "frictionless" in publications use:'
type: software
license: MIT
title: 'frictionless: Read and Write Frictionless Data Packages'
version: 1.2.1.9000
doi: 10.32614/CRAN.package.frictionless
abstract: Read and write Frictionless Data Packages. A 'Data Package' (<https://specs.frictionlessdata.io/data-package/>)
  is a simple container format and standard to describe and package a collection of
  (tabular) data. It is typically used to publish FAIR (<https://www.go-fair.org/fair-principles/>)
  and open datasets.
authors:
- family-names: Desmet
  given-names: Peter
  email: peter.desmet@inbo.be
  orcid: https://orcid.org/0000-0002-8442-8025
  affiliation: Research Institute for Nature and Forest (INBO)
- family-names: Oldoni
  given-names: Damiano
  email: damiano.oldoni@inbo.be
  orcid: https://orcid.org/0000-0003-3445-7562
  affiliation: Research Institute for Nature and Forest (INBO)
- family-names: Huybrechts
  given-names: Pieter
  email: pieter.huybrechts@inbo.be
  orcid: https://orcid.org/0000-0002-6658-6062
  affiliation: Research Institute for Nature and Forest (INBO)
- family-names: Govaert
  given-names: Sanne
  email: sanne.govaert@inbo.be
  orcid: https://orcid.org/0000-0002-8939-1305
  affiliation: Research Institute for Nature and Forest (INBO)
repository: https://CRAN.R-project.org/package=frictionless
repository-code: https://github.com/frictionlessdata/frictionless-r
url: https://docs.ropensci.org/frictionless/
date-released: '2025-05-23'
contact:
- family-names: Desmet
  given-names: Peter
  email: peter.desmet@inbo.be
  orcid: https://orcid.org/0000-0002-8442-8025
  affiliation: Research Institute for Nature and Forest (INBO)
keywords:
- frictionlessdata
- oscibio
- r
- r-package
- rstats
references:
- type: software
  title: 'R: A Language and Environment for Statistical Computing'
  notes: Depends
  url: https://www.R-project.org/
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2025'
  version: '>= 3.6.0'
- type: software
  title: cli
  abstract: 'cli: Helpers for Developing Command Line Interfaces'
  notes: Imports
  url: https://cli.r-lib.org
  repository: https://CRAN.R-project.org/package=cli
  authors:
  - family-names: Csárdi
    given-names: Gábor
    email: gabor@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.cli
- type: software
  title: dplyr
  abstract: 'dplyr: A Grammar of Data Manipulation'
  notes: Imports
  url: https://dplyr.tidyverse.org
  repository: https://CRAN.R-project.org/package=dplyr
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
  - family-names: François
    given-names: Romain
    orcid: https://orcid.org/0000-0002-2444-4226
  - family-names: Henry
    given-names: Lionel
  - family-names: Müller
    given-names: Kirill
    orcid: https://orcid.org/0000-0002-1416-3412
  - family-names: Vaughan
    given-names: Davis
    email: davis@posit.co
    orcid: https://orcid.org/0000-0003-4777-038X
  year: '2025'
  doi: 10.32614/CRAN.package.dplyr
- type: software
  title: httr
  abstract: 'httr: Tools for Working with URLs and HTTP'
  notes: Imports
  url: https://httr.r-lib.org/
  repository: https://CRAN.R-project.org/package=httr
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.httr
- type: software
  title: jsonlite
  abstract: 'jsonlite: A Simple and Robust JSON Parser and Generator for R'
  notes: Imports
  url: https://jeroen.r-universe.dev/jsonlite
  repository: https://CRAN.R-project.org/package=jsonlite
  authors:
  - family-names: Ooms
    given-names: Jeroen
    email: jeroenooms@gmail.com
    orcid: https://orcid.org/0000-0002-4035-0289
  year: '2025'
  doi: 10.32614/CRAN.package.jsonlite
- type: software
  title: purrr
  abstract: 'purrr: Functional Programming Tools'
  notes: Imports
  url: https://purrr.tidyverse.org/
  repository: https://CRAN.R-project.org/package=purrr
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
  - family-names: Henry
    given-names: Lionel
    email: lionel@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.purrr
- type: software
  title: readr
  abstract: 'readr: Read Rectangular Text Data'
  notes: Imports
  url: https://readr.tidyverse.org
  repository: https://CRAN.R-project.org/package=readr
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  - family-names: Hester
    given-names: Jim
  - family-names: Bryan
    given-names: Jennifer
    email: jenny@posit.co
    orcid: https://orcid.org/0000-0002-6983-2759
  year: '2025'
  doi: 10.32614/CRAN.package.readr
  version: '>= 2.1.0'
- type: software
  title: rlang
  abstract: 'rlang: Functions for Base Types and Core R and ''Tidyverse'' Features'
  notes: Imports
  url: https://rlang.r-lib.org
  repository: https://CRAN.R-project.org/package=rlang
  authors:
  - family-names: Henry
    given-names: Lionel
    email: lionel@posit.co
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.rlang
- type: software
  title: utils
  abstract: 'R: A Language and Environment for Statistical Computing'
  notes: Imports
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2025'
- type: software
  title: yaml
  abstract: 'yaml: Methods to Convert R Data to YAML and Back'
  notes: Imports
  url: https://github.com/vubiostat/r-yaml/
  repository: https://CRAN.R-project.org/package=yaml
  authors:
  - family-names: Garbett
    given-names: Shawn P
  - family-names: Stephens
    given-names: Jeremy
  - family-names: Simonov
    given-names: Kirill
  - family-names: Xie
    given-names: Yihui
  - family-names: Dong
    given-names: Zhuoer
  - family-names: Wickham
    given-names: Hadley
  - family-names: Horner
    given-names: Jeffrey
  - name: reikoch
  - family-names: Beasley
    given-names: Will
  - family-names: O'Connor
    given-names: Brendan
  - family-names: Warnes
    given-names: Gregory R.
  - family-names: Quinn
    given-names: Michael
  - family-names: Kamvar
    given-names: Zhian N.
  - family-names: Gao
    given-names: Charlie
  year: '2025'
  doi: 10.32614/CRAN.package.yaml
- type: software
  title: hms
  abstract: 'hms: Pretty Time of Day'
  notes: Suggests
  url: https://hms.tidyverse.org/
  repository: https://CRAN.R-project.org/package=hms
  authors:
  - family-names: Müller
    given-names: Kirill
    email: kirill@cynkra.com
    orcid: https://orcid.org/0000-0002-1416-3412
  year: '2025'
  doi: 10.32614/CRAN.package.hms
- type: software
  title: knitr
  abstract: 'knitr: A General-Purpose Package for Dynamic Report Generation in R'
  notes: Suggests
  url: https://yihui.org/knitr/
  repository: https://CRAN.R-project.org/package=knitr
  authors:
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  year: '2025'
  doi: 10.32614/CRAN.package.knitr
- type: software
  title: lubridate
  abstract: 'lubridate: Make Dealing with Dates a Little Easier'
  notes: Suggests
  url: https://lubridate.tidyverse.org
  repository: https://CRAN.R-project.org/package=lubridate
  authors:
  - family-names: Spinu
    given-names: Vitalie
    email: spinuvit@gmail.com
  - family-names: Grolemund
    given-names: Garrett
  - family-names: Wickham
    given-names: Hadley
  year: '2025'
  doi: 10.32614/CRAN.package.lubridate
- type: software
  title: rmarkdown
  abstract: 'rmarkdown: Dynamic Documents for R'
  notes: Suggests
  url: https://pkgs.rstudio.com/rmarkdown/
  repository: https://CRAN.R-project.org/package=rmarkdown
  authors:
  - family-names: Allaire
    given-names: JJ
    email: jj@posit.co
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  - family-names: Dervieux
    given-names: Christophe
    email: cderv@posit.co
    orcid: https://orcid.org/0000-0003-4474-2498
  - family-names: McPherson
    given-names: Jonathan
    email: jonathan@posit.co
  - family-names: Luraschi
    given-names: Javier
  - family-names: Ushey
    given-names: Kevin
    email: kevin@posit.co
  - family-names: Atkins
    given-names: Aron
    email: aron@posit.co
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  - family-names: Cheng
    given-names: Joe
    email: joe@posit.co
  - family-names: Chang
    given-names: Winston
    email: winston@posit.co
  - family-names: Iannone
    given-names: Richard
    email: rich@posit.co
    orcid: https://orcid.org/0000-0003-3925-190X
  year: '2025'
  doi: 10.32614/CRAN.package.rmarkdown
- type: software
  title: stringi
  abstract: 'stringi: Fast and Portable Character String Processing Facilities'
  notes: Suggests
  url: https://stringi.gagolewski.com/
  repository: https://CRAN.R-project.org/package=stringi
  authors:
  - family-names: Gagolewski
    given-names: Marek
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    orcid: https://orcid.org/0000-0003-0637-6028
  year: '2025'
  doi: 10.32614/CRAN.package.stringi
- type: software
  title: testthat
  abstract: 'testthat: Unit Testing for R'
  notes: Suggests
  url: https://testthat.r-lib.org
  repository: https://CRAN.R-project.org/package=testthat
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.testthat
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- type: software
  title: tibble
  abstract: 'tibble: Simple Data Frames'
  notes: Suggests
  url: https://tibble.tidyverse.org/
  repository: https://CRAN.R-project.org/package=tibble
  authors:
  - family-names: Müller
    given-names: Kirill
    email: kirill@cynkra.com
    orcid: https://orcid.org/0000-0002-1416-3412
  - family-names: Wickham
    given-names: Hadley
    email: hadley@rstudio.com
  year: '2025'
  doi: 10.32614/CRAN.package.tibble

CodeMeta (codemeta.json) 

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        "name": "Comprehensive R Archive Network (CRAN)",
        "url": "https://cran.r-project.org"
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      "sameAs": "https://CRAN.R-project.org/package=tibble"
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  ],
  "softwareRequirements": {
    "1": {
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      "identifier": "R",
      "name": "R",
      "version": ">= 3.6.0"
    },
    "2": {
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      "name": "cli",
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      },
      "sameAs": "https://CRAN.R-project.org/package=cli"
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        "name": "Comprehensive R Archive Network (CRAN)",
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      },
      "sameAs": "https://CRAN.R-project.org/package=dplyr"
    },
    "4": {
      "@type": "SoftwareApplication",
      "identifier": "httr",
      "name": "httr",
      "provider": {
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        "name": "Comprehensive R Archive Network (CRAN)",
        "url": "https://cran.r-project.org"
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      "sameAs": "https://CRAN.R-project.org/package=httr"
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      "sameAs": "https://CRAN.R-project.org/package=jsonlite"
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      "provider": {
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        "name": "Comprehensive R Archive Network (CRAN)",
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      },
      "sameAs": "https://CRAN.R-project.org/package=purrr"
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      "sameAs": "https://CRAN.R-project.org/package=yaml"
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}

GitHub Events

Total
  • Issues event: 8
  • Watch event: 2
  • Issue comment event: 11
  • Push event: 2
  • Pull request event: 2
  • Create event: 1
Last Year
  • Issues event: 8
  • Watch event: 2
  • Issue comment event: 11
  • Push event: 2
  • Pull request event: 2
  • Create event: 1

Committers

Last synced: about 2 years ago

All Time
  • Total Commits: 685
  • Total Committers: 6
  • Avg Commits per committer: 114.167
  • Development Distribution Score (DDS): 0.083
Past Year
  • Commits: 98
  • Committers: 5
  • Avg Commits per committer: 19.6
  • Development Distribution Score (DDS): 0.408
Top Committers
Name Email Commits
peterdesmet p****t@i****e 628
Pieter Huybrechts 4****H 33
Damiano Oldoni d****i@i****e 17
hansvancalster h****r@i****e 4
mpadge m****m@e****m 2
Nepo Rojas • GECI b****s@i****x 1
Committer Domains (Top 20 + Academic)
inbo.be: 3 islas.org.mx: 1 email.com: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 87
  • Total pull requests: 52
  • Average time to close issues: 26 days
  • Average time to close pull requests: 7 days
  • Total issue authors: 13
  • Total pull request authors: 7
  • Average comments per issue: 1.98
  • Average comments per pull request: 1.48
  • Merged pull requests: 45
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 4
  • Pull requests: 0
  • Average time to close issues: 1 day
  • Average time to close pull requests: N/A
  • Issue authors: 4
  • Pull request authors: 0
  • Average comments per issue: 0.5
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • peterdesmet (104)
  • khusmann (7)
  • PietrH (4)
  • damianooldoni (4)
  • sannegovaert (3)
  • Rafnuss (3)
  • fjuniorr (3)
  • ElsLommelen (2)
  • schneiderpy (1)
  • florisvdh (1)
  • loleg (1)
  • rgaiacs (1)
  • ipimpat (1)
  • hansvancalster (1)
  • mpadge (1)
Pull Request Authors
  • peterdesmet (64)
  • PietrH (9)
  • khusmann (6)
  • sannegovaert (5)
  • damianooldoni (4)
  • mpadge (2)
  • Rafnuss (2)
  • fkohrt (1)
  • yihui (1)
  • nepito (1)
Top Labels
Issue Labels
enhancement (47) function:read_resource() (27) complexity:low (11) datapackage:v2 (11) bug (10) function:write_package() (9) function:add_resource() (9) function:read_resource (8) frictionless:v2 (8) dependency (8) documentation (8) function:write_package (7) function:read_package() (5) refactor (5) dev (4) duplicate (3) function:example_package (3) function:create_schema() (3) function:check_package() (2) function:get (2) function:read_package (1) wontfix (1) function:add/remove (1) function:utils (1) function:write_resource() (1) function:check_schema() (1) function:check_path() (1) function:get_resource() (1) function:get_schema() (1) function:create_package() (1)
Pull Request Labels
enhancement (11) dev (4) function:add_resource() (4) function:read_resource() (3) function:read_package() (3) function:write_package() (2) dependency (2) function:create_package() (2) documentation (2) function:read_resource (2) refactor (2) function:create_schema() (1) blocked (1) function:write_package (1) function:example_package (1) function:read_package (1)

Packages

  • Total packages: 1
  • Total downloads:
    • cran 835 last-month
  • Total docker downloads: 1,212
  • Total dependent packages: 1
  • Total dependent repositories: 2
  • Total versions: 7
  • Total maintainers: 1
cran.r-project.org: frictionless

Read and Write Frictionless Data Packages

  • Versions: 7
  • Dependent Packages: 1
  • Dependent Repositories: 2
  • Downloads: 835 Last month
  • Docker Downloads: 1,212
Rankings
Forks count: 6.8%
Stargazers count: 10.6%
Dependent packages count: 18.1%
Average: 18.4%
Dependent repos count: 19.1%
Docker downloads count: 23.8%
Downloads: 31.8%
Maintainers (1)
peter.desmet@inbo.be
Last synced: 7 months ago

Dependencies

DESCRIPTION cran
  • assertthat * imports
  • dplyr * imports
  • glue * imports
  • httr * imports
  • jsonlite * imports
  • purrr * imports
  • readr >= 2.1.0 imports
  • utils * imports
  • yaml * imports
  • hms * suggests
  • knitr * suggests
  • lubridate * suggests
  • rmarkdown * suggests
  • testthat >= 3.0.0 suggests
.github/workflows/R-CMD-check.yaml actions
  • actions/checkout v2 composite
  • r-lib/actions/check-r-package v2 composite
  • r-lib/actions/setup-pandoc v2 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
.github/workflows/test-coverage.yaml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • r-lib/actions/setup-pandoc v1 composite
  • r-lib/actions/setup-r v1 composite