Science Score: 36.0%
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
-
✓Committers with academic emails
1 of 16 committers (6.3%) from academic institutions -
○Institutional organization owner
-
○JOSS paper metadata
-
○Scientific vocabulary similarity
Low similarity (18.6%) to scientific vocabulary
Keywords from Contributors
tidy-data
tidyverse
setup
visualisation
odbc
date-time
documentation-tool
package-creation
unit-testing
ggplot-extension
Last synced: 10 months ago
·
JSON representation
Repository
Easily install and load the tidymodels packages
Basic Info
- Host: GitHub
- Owner: tidymodels
- License: other
- Language: R
- Default Branch: main
- Homepage: https://tidymodels.tidymodels.org
- Size: 6.86 MB
Statistics
- Stars: 797
- Watchers: 27
- Forks: 72
- Open Issues: 8
- Releases: 13
Created almost 8 years ago
· Last pushed 10 months ago
Metadata Files
Readme
Changelog
Contributing
License
Code of conduct
Codeowners
README.Rmd
---
output: github_document
---
```{r}
#| echo: false
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/README-",
out.width = "100%"
)
```
# tidymodels
[](https://github.com/tidymodels/tidymodels/actions/workflows/R-CMD-check.yaml)
[](https://app.codecov.io/gh/tidymodels/tidymodels?branch=main)
[](https://CRAN.r-project.org/package=tidymodels)
[](https://CRAN.r-project.org/package=tidymodels)
[](https://lifecycle.r-lib.org/articles/stages.html)
## Overview
[tidymodels](https://www.tidymodels.org/) is a "meta-package" for modeling and statistical analysis that shares the underlying design philosophy, grammar, and data structures of the [tidyverse](https://www.tidyverse.org/).
It includes a core set of packages that are loaded on startup:
* [`broom`](https://broom.tidymodels.org/) takes the messy output of built-in functions in R, such as `lm`, `nls`, or `t.test`, and turns them into tidy data frames.
* [`dials`](https://dials.tidymodels.org) has tools to create and manage values of tuning parameters.
* [`dplyr`](https://dplyr.tidyverse.org) contains a grammar for data manipulation.
* [`ggplot2`](https://ggplot2.tidyverse.org) implements a grammar of graphics.
* [`infer`](https://infer.tidymodels.org) is a modern approach to statistical inference.
* [`parsnip`](https://parsnip.tidymodels.org) is a tidy, unified interface to creating models.
* [`purrr`](https://purrr.tidyverse.org) is a functional programming toolkit.
* [`recipes`](https://recipes.tidymodels.org) is a general data preprocessor with a modern interface. It can create model matrices that incorporate feature engineering, imputation, and other help tools.
* [`rsample`](https://rsample.tidymodels.org) has infrastructure for _resampling_ data so that models can be assessed and empirically validated.
* [`tibble`](https://tibble.tidyverse.org) has a modern re-imagining of the data frame.
* [`tune`](https://tune.tidymodels.org) contains the functions to optimize model hyper-parameters.
* [`workflows`](https://workflows.tidymodels.org) has methods to combine pre-processing steps and models into a single object.
* [`yardstick`](https://yardstick.tidymodels.org) contains tools for evaluating models (e.g. accuracy, RMSE, etc.).
A list of all tidymodels functions across different CRAN packages can be found at .
You can install the released version of tidymodels from [CRAN](https://CRAN.r-project.org) with:
``` r
install.packages("tidymodels")
```
Install the development version from GitHub with:
``` r
# install.packages("pak")
pak::pak("tidymodels/tidymodels")
```
When loading the package, the versions and conflicts are listed:
```{r}
library(tidymodels)
```
## Contributing
This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/1/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms.
- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question).
- Most issues will likely belong on the GitHub repo of an individual package. If you think you have encountered a bug with the tidymodels metapackage itself, please [submit an issue](https://github.com/tidymodels/tidymodels/issues).
- Either way, learn how to create and share a [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) (a minimal, reproducible example), to clearly communicate about your code.
- Check out further details on [contributing guidelines for tidymodels packages](https://www.tidymodels.org/contribute/) and [how to get help](https://www.tidymodels.org/help/).
Owner
- Name: tidymodels
- Login: tidymodels
- Kind: organization
- Repositories: 59
- Profile: https://github.com/tidymodels
GitHub Events
Total
- Create event: 8
- Release event: 2
- Issues event: 8
- Watch event: 27
- Delete event: 4
- Issue comment event: 12
- Push event: 11
- Pull request event: 9
- Fork event: 6
Last Year
- Create event: 8
- Release event: 2
- Issues event: 8
- Watch event: 27
- Delete event: 4
- Issue comment event: 12
- Push event: 11
- Pull request event: 9
- Fork event: 6
Committers
Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| Max Kuhn | m****n@g****m | 163 |
| Julia Silge | j****e@g****m | 23 |
| Emil Hvitfeldt | e****t@g****m | 18 |
| Hannah Frick | h****h@r****m | 4 |
| James Wade | j****e@d****m | 3 |
| Jeroen Ooms | j****s@g****m | 2 |
| alex hayes | a****s@g****m | 2 |
| AshleyHenry15 | a****y@r****m | 1 |
| Chuliang Xiao | C****X@g****m | 1 |
| Gábor Csárdi | c****r@g****m | 1 |
| Jim Hester | j****r@g****m | 1 |
| Raymond R. Balise | b****e@m****u | 1 |
| Simon P. Couch | s****h@g****m | 1 |
| Stephan Kadauke | s****e@g****m | 1 |
| Y. Yu | 5****e | 1 |
| ‘topepo’ | ‘****n@g****’ | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 10 months ago
All Time
- Total issues: 67
- Total pull requests: 62
- Average time to close issues: 5 months
- Average time to close pull requests: 14 days
- Total issue authors: 42
- Total pull request authors: 16
- Average comments per issue: 2.57
- Average comments per pull request: 1.15
- Merged pull requests: 54
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 7
- Pull requests: 10
- Average time to close issues: 1 day
- Average time to close pull requests: about 8 hours
- Issue authors: 5
- Pull request authors: 2
- Average comments per issue: 0.14
- Average comments per pull request: 0.4
- Merged pull requests: 7
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- topepo (11)
- EmilHvitfeldt (5)
- juliasilge (4)
- PathosEthosLogos (3)
- alexpghayes (3)
- nikosGeography (2)
- JosiahParry (2)
- IndrajeetPatil (2)
- maksymiuks (2)
- DavisVaughan (1)
- nipnipj (1)
- mlane3 (1)
- quantitative-technologies (1)
- kcarnold (1)
- verajosemanuel (1)
Pull Request Authors
- topepo (26)
- juliasilge (10)
- EmilHvitfeldt (5)
- JamesHWade (4)
- hfrick (3)
- jimhester (2)
- gaborcsardi (2)
- simonpcouch (2)
- RaymondBalise (1)
- alexpghayes (1)
- PursuitOfDataScience (1)
- AshleyHenry15 (1)
- skadauke (1)
- ChuliangXiao (1)
- jeroen (1)
Top Labels
Issue Labels
feature (9)
upkeep (5)
bug (2)
question (2)
tidy-dev-day :nerd_face: (2)
Discussion (1)
Pull Request Labels
Packages
- Total packages: 2
-
Total downloads:
- cran 29,401 last-month
- Total docker downloads: 33,517,570
-
Total dependent packages: 22
(may contain duplicates) -
Total dependent repositories: 83
(may contain duplicates) - Total versions: 24
- Total maintainers: 1
cran.r-project.org: tidymodels
Easily Install and Load the 'Tidymodels' Packages
- Homepage: https://tidymodels.tidymodels.org
- Documentation: http://cran.r-project.org/web/packages/tidymodels/tidymodels.pdf
- License: MIT + file LICENSE
-
Latest release: 1.4.0
published 10 months ago
Rankings
Stargazers count: 0.5%
Forks count: 1.1%
Downloads: 1.9%
Average: 2.0%
Docker downloads count: 2.3%
Dependent repos count: 2.6%
Dependent packages count: 3.4%
Maintainers (1)
Last synced:
10 months ago
conda-forge.org: r-tidymodels
- Homepage: https://github.com/tidymodels/tidymodels
- License: MIT
-
Latest release: 1.0.0
published almost 4 years ago
Rankings
Stargazers count: 15.5%
Dependent repos count: 16.1%
Forks count: 23.1%
Average: 26.6%
Dependent packages count: 51.6%
Last synced:
10 months ago
Dependencies
DESCRIPTION
cran
- R >= 3.4 depends
- broom >= 1.0.0 imports
- cli >= 3.3.0 imports
- conflicted >= 1.1.0 imports
- dials >= 1.0.0 imports
- dplyr >= 1.0.9 imports
- ggplot2 >= 3.3.6 imports
- hardhat >= 1.2.0 imports
- infer >= 1.0.2 imports
- modeldata >= 1.0.0 imports
- parsnip >= 1.0.0 imports
- purrr >= 0.3.4 imports
- recipes >= 1.0.1 imports
- rlang >= 1.0.3 imports
- rsample >= 1.0.0 imports
- rstudioapi >= 0.13 imports
- tibble >= 3.1.7 imports
- tidyr >= 1.2.0 imports
- tune >= 1.0.0 imports
- workflows >= 1.0.0 imports
- workflowsets >= 1.0.0 imports
- yardstick >= 1.0.0 imports
- covr * suggests
- glue * suggests
- knitr * suggests
- rmarkdown * suggests
- testthat >= 3.0.0 suggests
- xml2 * suggests