pipeflow

A beginner-friendly framework for building and managing data analysis pipelines in R.

https://github.com/rpahl/pipeflow

Science Score: 26.0%

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

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (20.4%) to scientific vocabulary

Keywords

pipeline-tools reproducible-research
Last synced: 10 months ago · JSON representation

Repository

A beginner-friendly framework for building and managing data analysis pipelines in R.

Basic Info
Statistics
  • Stars: 16
  • Watchers: 1
  • Forks: 2
  • Open Issues: 3
  • Releases: 4
Topics
pipeline-tools reproducible-research
Created almost 3 years ago · Last pushed 11 months ago
Metadata Files
Readme Changelog

README.Rmd

---
output: github_document
---



```{r, include = FALSE}
require(pipeflow)
require(badger)
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#",
  prompt = F,
  fig.path = "images/README-",
  tidy = FALSE,
  cache = FALSE,
  out.width = "100%"
)

old <- options(width = 100L)
```



[![CRAN release](https://www.r-pkg.org/badges/version/pipeflow)](https://cran.r-project.org/package=pipeflow)
[![Dependencies](https://tinyverse.netlify.app/badge/pipeflow)](https://CRAN.R-project.org/package=pipeflow)
[![Code coverage](https://codecov.io/gh/rpahl/pipeflow/branch/main/graph/badge.svg)](https://app.codecov.io/gh/rpahl/pipeflow)
[![R-CMD-check status](https://github.com/rpahl/pipeflow/workflows/R-CMD-check/badge.svg)](https://github.com/rpahl/pipeflow/actions)
[![Test coverage](https://github.com/rpahl/pipeflow/workflows/test-coverage/badge.svg)](https://github.com/rpahl/pipeflow/actions)
[![Linter status](https://github.com/rpahl/pipeflow/workflows/lint/badge.svg)](https://github.com/rpahl/pipeflow/actions)

[![Downloads per month](https://cranlogs.r-pkg.org/badges/last-month/pipeflow)](https://cran.r-project.org/package=pipeflow)
[![Downloads total](https://cranlogs.r-pkg.org/badges/grand-total/pipeflow)](https://cran.r-project.org/package=pipeflow)
[![Last commit](https://img.shields.io/github/last-commit/rpahl/pipeflow.svg)](https://github.com/rpahl/pipeflow/commits/main)
[![Lifecycle status](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html#experimental)



# pipeflow logo

A lightweight yet powerful framework for building robust data
analysis pipelines. With `pipeflow`, you initialize a pipeline with your
dataset and construct workflows step by step simply by adding R functions.
You can modify, remove, or insert steps and parameters at any stage,
while `pipeflow` ensures the pipeline's integrity.

Thanks to its intuitive interface, using `pipeflow` quickly pays off in
the beginning while in the long run will help you to keep a clear and
structured overview of your project.

cartoon

### Why use `pipeflow`

* Easy to learn yet suited for growingly complex workflows
* Automatically manages function and parameter dependencies
* Promotes structured and modular code
* Facilitates reusability and collaboration
* Simplifies error handling and debugging

### Installation

```{r, eval = FALSE}
# Install release version from CRAN
install.packages("pipeflow")

# Install development version from GitHub
devtools::install_github("rpahl/pipeflow")
```


### Usage

```{r}
library(pipeflow)
```

### Getting Started

It is recommended to read the vignettes in the order they are listed below:

* [Get started with pipeflow](https://rpahl.github.io/pipeflow/articles/v01-get-started.html)
* [Modifying existing pipelines](https://rpahl.github.io/pipeflow/articles/v02-modify-pipeline.html)
* [Combining pipelines](https://rpahl.github.io/pipeflow/articles/v03-combine-pipelines.html)
* [Collecting output](https://rpahl.github.io/pipeflow/articles/v04-collect-output.html)


### Advanced topics

* [How to use pipeflow with split data sets](https://rpahl.github.io/pipeflow/articles/v05-split-and-combine.html)
* [How pipelines can modify themselves at runtime](https://rpahl.github.io/pipeflow/articles/v06-self-modify-pipeline.html)


```{r, include = FALSE}
options(old)
```

Owner

  • Name: Roman Pahl
  • Login: rpahl
  • Kind: user
  • Location: Germany

GitHub Events

Total
  • Create event: 13
  • Release event: 4
  • Issues event: 3
  • Watch event: 17
  • Delete event: 13
  • Issue comment event: 1
  • Public event: 1
  • Push event: 33
  • Pull request event: 22
Last Year
  • Create event: 13
  • Release event: 4
  • Issues event: 3
  • Watch event: 17
  • Delete event: 13
  • Issue comment event: 1
  • Public event: 1
  • Push event: 33
  • Pull request event: 22

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 4
  • Total pull requests: 37
  • Average time to close issues: 7 months
  • Average time to close pull requests: about 8 hours
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.3
  • Merged pull requests: 32
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 2
  • Pull requests: 23
  • Average time to close issues: N/A
  • Average time to close pull requests: about 6 hours
  • Issue authors: 1
  • Pull request authors: 2
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.04
  • Merged pull requests: 19
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • rpahl (4)
Pull Request Authors
  • rpahl (38)
  • s-fleck (2)
Top Labels
Issue Labels
enhancement (2) documentation (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 265 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 4
  • Total maintainers: 1
cran.r-project.org: pipeflow

Lightweight, General-Purpose Data Analysis Pipelines

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 265 Last month
Rankings
Dependent packages count: 27.6%
Dependent repos count: 34.0%
Average: 49.5%
Downloads: 86.9%
Maintainers (1)
Last synced: 10 months ago

Dependencies

.github/workflows/check-standard.yaml actions
  • actions/checkout v3 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/checkout v3 composite
  • actions/upload-artifact v3 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite
DESCRIPTION cran
  • R6 * imports
  • data.table * imports
  • jsonlite * imports
  • lgr * imports
  • methods * imports
  • utils * imports
  • testthat * suggests
.github/workflows/lint.yaml actions
  • actions/checkout v3 composite
  • r-lib/actions/setup-r v2 composite
  • r-lib/actions/setup-r-dependencies v2 composite