pbapply
‹1.7-5
- 1.7-51 Sep 2026, current
- 1.7-420 Jul 2025
- 1.7-227 Jun 2023
- 1.7-013 Jan 2023
- 1.6-016 Nov 2022
- 1.5-016 Sep 2021
- 1.4-318 Aug 2020
- 1.4-231 Aug 2019
- 1.4-115 Jul 2019
- 1.4-05 Feb 2019
- 1.3-410 Jan 2018
- 1.3-34 Jul 2017
- 1.3-21 Mar 2017
- 1.3-131 Oct 2016
- 1.3-026 Sep 2016
- 1.2-226 Aug 2016
- 1.2-119 Apr 2016
- 1.2-01 Mar 2016
- 1.1-324 Nov 2015
- 1.1-222 Nov 2015
- 1.1-116 May 2014
- 1.1-03 Oct 2013
- 1.0-57 Jul 2012
- 1.0-424 Oct 2011
- 1.0-39 Feb 2011
- 1.0-210 Sep 2010
- 1.0-13 Sep 2010
Adding Progress Bar to '*apply' Functions
- CRAN checks, method
Method
Checks and health
CRAN runs every current package through
R CMD checkon a set of machines and publishes a result for each one. The health shown on a package page comes from these results alone.- Problems
- Notes alone never count against a package, but a warning, an error or a failure on any platform is a problem. Open CRAN deadlines are a fact of their own, shown as a clock after the mark, so the mark always says what the checks found.
- Checks only
- Health reflects CRAN's check results and nothing else. Even a package with no tests, no coverage or no recent release can have every platform OK.
- Once a day
- Results are collected once a day from files CRAN publishes. Each platform is one machine set-up, named by its R version, operating system, architecture and compiler, such as r-devel-linux-x86_64-fedora-clang.
- Platforms counted
- The 13 in 3 of 13 is the number of platform rows CRAN published for that package on the day of collection. The set of machines changes over time, so the number is not fixed, and a package missing from a platform counts as neither passing nor failing there.
- All OK13 platforms
- CRAN 30-day downloads, method
- 152K−3.4% down on the 30 days before, the worse direction
- Dependent packages, method
Method
Reverse dependencies
Dependent packages are other packages that list this one under
Depends,ImportsorLinkingToin theirDESCRIPTIONfile. Those fields list the packages a package needs to install, so dependents break if this one is archived or broken.- As declared
- The counts follow the declarations as written, not whether a package uses the other one when it runs.
- Suggests apart
- Packages that list this one only under
Suggestsinstall and run without it, and use it for tests, examples or an optional feature. They are counted as Suggested by, never among the dependents, and a package that also lists it under one of the three fields is a dependent and is not counted again. - Zero
- Zero dependents means no current CRAN package declares a need for this one, though some may suggest it. On 27 Oct 2026, 19,551 of the 25,555 current CRAN packages had no dependent package.
- 23350 more suggest it
- Test coverage, method
Method
Test coverage
Test coverage is measured by downloading each CRAN package's current source file, installing its dependencies, building it and running its tests under covr.
- Almost half of CRAN has no tests to run
- Only CRAN packages are measured. Many have no percentage, most often because the package has no tests, and that blank is a recorded outcome, not missing data.
- NOT_CRAN
- Tests run with NOT_CRAN=true, so tests that skip themselves on CRAN run here, and the figure can differ from what CRAN's own checks see.
- Current version only
- Only the current version is measured, and a new version on CRAN is measured again. Older rows are kept but never filled in later. This is one package's run.
- Never 0%
- On a package page three states stay apart: measured, no tests, and not measured. Neither of the last two is ever shown as 0%.
- 75%of lines run by tests
- Advisories, method
Method
Security advisories
Advisories come from the R Consortium advisory database, a community record of security problems in R packages, as OSV publishes it.
- The copy
- The record is read once a day. The data is published under the Apache License 2.0 and is credited on the advisories list.
- Box under the name
- Under the package's name, a box names any advisory that affects the current release, with its fix or that there is none.
- Ranges
- Advisories state ranges, such as from 0.9.12 up to but not including 1.8.8. Each range is checked against every version CRAN has published, using the version rules R itself uses, so a release that came out after the advisory was written is still caught by its range.
- Not the package
- The rating is for the library flaw itself, not for how exposed the R package is, and it is never added up into a figure for the package.
- None known
About
Method, About Method Licence figures come from the Licences
License field of each package's DESCRIPTION file, read the way R itself reads it. No licence file is opened.tools::analyze_license() and R's own licence database, as CRAN's checks read it.| is read, so one string can offer two families.
A lightweight package that adds progress bar to vectorized R functions ('*apply'). The implementation can easily be added to functions where showing the progress is useful (e.g. bootstrap). The type and style of the progress bar (with percentages or remaining time) can be set through options. Supports several parallel processing backends including mirai and future.
- Maintainer
- Peter Solymos
- Licence
- GPL (>= 2)
- Latest release
- 1 Sep 2026
- First release
- 3 Sep 2010
More details
- Releases
- 27
- Needs compilation
- No
- Needs R
- >= 3.2.0
- Date
- 2026-08-31
Task views (1)
Subjects (1) Method, SubjectsMethod
Subjects and collections
Subjects are the site's own grouping of CRAN packages, found by clustering. Collections are sets of packages that communities declare, such as the tidyverse.
- Subjects
- Subjects are found by clustering the words of current CRAN packages and the packages they use. No one edits them by hand.
- Collections
- Collections are sets that communities declare, through a package that installs the set or an organization on GitHub. The site finds them by rules.
- Who made each
- Subjects are marked Site and collections Community. Subjects, collections and task views are never mixed in one list.
- The day of the data
- Subjects and collections were last worked out on 22 Oct 2026.
Cite
Package
Run in R for the authors' preferred citation:
citation("pbapply")Solymos, P., R Core Team, Bengtsson, H., & Zawadzki, Z. (2026). pbapply: Adding Progress Bar to '*apply' Functions (Version 1.7-5) [Computer software]. https://doi.org/10.32614/CRAN.package.pbapply
About
This package has no citation file, so citation() returns this entry built from DESCRIPTION.
R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
Balamuta, J. J. (2026). R Observatory: Metrics for pbapply version 1.7-5 [Data set]. HJJB, LLC. Data release v2026-10-27. https://doi.org/10.5281/zenodo.21843040
About
From data release v2026-10-27, which the citation names so these numbers can be found later.
Health
All 13 check platforms pass.
r-devel-linux-x86_64-debian-clangThe unreleased R on Linux, x86_64, debian-clang
OK
- Version checked
- 1.7-5
- Time taken
- 45 s
r-devel-linux-x86_64-debian-gccThe unreleased R on Linux, x86_64, debian-gcc
OK
- Version checked
- 1.7-5
- Time taken
- 39 s
r-devel-linux-x86_64-fedora-clangThe unreleased R on Linux, x86_64, fedora-clang
OK
- Version checked
- 1.7-5
- Time taken
- 35 s
r-devel-linux-x86_64-fedora-gccThe unreleased R on Linux, x86_64, fedora-gcc
OK
- Version checked
- 1.7-5
- Time taken
- 31 s
r-devel-windows-x86_64The unreleased R on Windows, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 100 s
r-oldrel-macos-arm64The previous release of R on macOS, arm64
OK
- Version checked
- 1.7-5
- Time taken
- 74 s
r-oldrel-macos-x86_64The previous release of R on macOS, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 105 s
r-oldrel-windows-x86_64The previous release of R on Windows, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 106 s
r-patched-linux-x86_64The patched release of R on Linux, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 42 s
r-release-linux-x86_64The current release of R on Linux, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 42 s
r-release-macos-arm64The current release of R on macOS, arm64
OK
- Version checked
- 1.7-5
- Time taken
- 60 s
r-release-macos-x86_64The current release of R on macOS, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 101 s
r-release-windows-x86_64The current release of R on Windows, x86_64
OK
- Version checked
- 1.7-5
- Time taken
- 94 s
- 13 OK
Over time
No change since 7 Sep 2026
As a list (3)
| Changed | Worst status | OK | Notes | Warnings | Errors |
|---|---|---|---|---|---|
| 7 Sep 2026 | OK | 13 | 0 | 0 | 0 |
| 16 Jul 2026 | Note | 11 | 2 | 0 | 0 |
| 10 Mar 2026 | OK | 14 | 0 | 0 | 0 |
Since March 2026
Downloads
Method, Downloads Method Download figures count requests logged by each distribution channel. They are not counts of installs or of users, because each channel publishes its own totals and this site reads them.Downloads
- Total downloads in the last 30 days
- 199,904+5.6% up on the 30 days before, the better directionIt is the sum of 5 channels: CRAN, r2u, autoCRAN, conda-forge and c2d4u.
CRAN rank
263 of 26,529
CRAN
152,379 downloads in the last 30 days
- Rank
- 263 of 26,529
- Change
- −3.4% down on the 30 days before, the worse direction
It is in the total. Take it out
r2u
15,873 downloads in the last 30 days
- Rank
- 240 of 30,526
- Change
- +212% up on the 30 days before, the better direction
It is in the total. Take it out
autoCRAN
107 downloads in the last 30 days
- Rank
- 594 of 29,212
- Change
- −8.6% down on the 30 days before, the worse direction
It is in the total. Take it out
conda-forge
31,328 downloads in the last 30 days
- Rank
- 240 of 3,828
- Change
- +20.7% up on the 30 days before, the better direction
It is in the total. Take it out
c2d4u, no longer updated
217 downloads in the last 30 days
- Rank
- 223 of 7,575
- Change
- −55.5% down on the 30 days before, the worse direction
It is in the total. Take it out
The total is 199,904 downloads in the last 30 days. It is the sum of 5 channels: CRAN, r2u, autoCRAN, conda-forge and c2d4u.
Over time
Dependencies
- Needs
- 1
- Dependent packages
- 233
- Suggested by
- 50
Needs (1)
- parallel
- Installing it adds
- 0 packages, 0 KB of source
- Of those, need compilation
- 0
Optional extras (3)
Dependent packages (50 of 233)
| Package | Title | Downloads in 30 days |
|---|---|---|
| Seurat | Tools for Single Cell Genomics | 63,579 |
| metafor | Meta-Analysis Package for R | 50,873 |
| BayesFactor | Computation of Bayes Factors for Common Designs | 19,607 |
| qgraph | Graph Plotting Methods, Psychometric Data Visualization and Graphical Model Estimation | 19,032 |
| mirt | Multidimensional Item Response Theory | 13,422 |
| did | Treatment Effects with Multiple Periods and Groups | 11,540 |
| SimDesign | Structure for Organizing Monte Carlo Simulation Designs | 11,457 |
| ResourceSelection | Resource Selection (Probability) Functions for Use-Availability Data | 9,829 |
| Signac | Analysis of Single-Cell Chromatin Data | 5,228 |
| spaMM | Mixed-Effect Models, with or without Spatial Random Effects | 4,950 |
| bootnet | Bootstrap Methods for Various Network Estimation Routines | 4,497 |
| sirt | Supplementary Item Response Theory Models | 3,697 |
| fwb | Fractional Weighted Bootstrap | 3,386 |
| NetworkToolbox | Methods and Measures for Brain, Cognitive, and Psychometric Network Analysis | 3,052 |
| mirtCAT | Computerized Adaptive Testing with Multidimensional Item Response Theory | 2,690 |
| caretEnsemble | Ensembles of Caret Models | 2,539 |
| psychonetrics | Structural Equation Modeling and Confirmatory Network Analysis | 2,485 |
| clarify | Simulation-Based Inference for Regression Models | 2,334 |
| scCustomize | Custom Visualizations & Functions for Streamlined Analyses of Single Cell Sequencing | 2,288 |
| hypervolume | High Dimensional Geometry, Set Operations, Projection, and Inference Using Kernel Density Estimation, Support Vector Machines, and Convex Hulls | 2,096 |
| hydroloom | Utilities to Weave Hydrologic Fabrics | 2,077 |
| blackbox | Black Box Optimization and Exploration of Parameter Space | 1,979 |
| Infusion | Inference Using Simulation | 1,954 |
| nhdplusTools | NHDPlus Tools | 1,652 |
| mvMORPH | Multivariate Comparative Tools for Fitting Evolutionary Models to Morphometric Data | 1,552 |
| stplanr | Sustainable Transport Planning | 1,349 |
| gdm | Generalized Dissimilarity Modeling | 1,229 |
| warbleR | Streamline Bioacoustic Analysis | 1,228 |
| neonUtilities | Utilities for Working with NEON Data | 1,173 |
| basemaps | Accessing Spatial Basemaps in R | 1,097 |
| activity | Animal Activity Statistics | 1,037 |
| rptR | Repeatability Estimation for Gaussian and Non-Gaussian Data | 1,032 |
| spant | MR Spectroscopy Analysis Tools | 1,020 |
| svars | Data-Driven Identification of SVAR Models | 1,009 |
| frequencyConnectedness | Spectral Decomposition of Connectedness Measures | 984 |
| rdwd | Select and Download Climate Data from 'DWD' (German Weather Service) | 984 |
| strap | Stratigraphic Tree Analysis for Palaeontology | 960 |
| MortalityLaws | Parametric Mortality Models, Life Tables and HMD | 926 |
| rphylopic | Get Silhouettes of Organisms from PhyloPic | 918 |
| partR2 | Partitioning R2 in GLMMs | 892 |
| RGCCA | Regularized and Sparse Generalized Canonical Correlation Analysis for Multiblock Data | 867 |
| PRECAST | Embedding and Clustering with Alignment for Spatial Omics Datasets | 849 |
| Surrogate | Evaluation of Surrogate Endpoints in Clinical Trials | 845 |
| ptetools | Panel Treatment Effects Tools | 834 |
| rgoogleads | Loading Data from 'Google Ads API' | 824 |
| antaresRead | Import, Manipulate and Explore the Results of an 'Antares' Simulation | 799 |
| manymome | Mediation, Moderation and Moderated-Mediation After Model Fitting | 779 |
| ungroup | Penalized Composite Link Model for Efficient Estimation of Smooth Distributions from Coarsely Binned Data | 752 |
| BRISC | Fast Inference for Large Spatial Datasets using BRISC | 691 |
| SAMtool | Stock Assessment Methods Toolkit | 672 |
Code
Method, Code Method Code metrics come from reading the released source of each package version. The package is never installed, loaded or run.Code metrics
README, vignettes, a NEWS file and the shares read from its help pages. Files kept only in the repository, such as a pkgdown configuration or CI files, are read by the repository scan instead.
- Functions
- 31
- Public exports
- 26
- Lines of R code
- 1,227
- Median complexity
- 3
Functions (31)
Size and composition
Lines by kind (2,345)
| Kind | Lines | Share |
|---|---|---|
| R code | 1,227 | 52% |
| Tests | 254 | 11% |
| Documentation | 864 | 37% |
Lines by language
| Language | Lines | Share |
|---|---|---|
| R | 1,481 | 63% |
| Rd | 864 | 37% |
Languages are counted from file extensions.
- Files
- 34
- R functions
- 31
- Object systems
- S3: 2 methods
Complexity
- Median
- 3
- Mean
- 9.94
- Highest
- 82
- Median lines per function
- 17
About complexity
Cyclomatic complexity counts the independent paths through a function: 1 is a straight line, higher is harder to test. R functions only.
Call graph figures
- R functions
- 31
- Calls
- 45
- Unconnected
- 3
- Groups
- 1
Growth (27 releases)
Release changes
Tests
The tests ran and coverage was measured.
- Lines run by tests
- 74.8%
- Expressions run by tests
- 74.5%
- Exports named in tests
- 57.7%
Coverage by file (21)
Coverage run
- Lines counted
- 820
- Lines the tests ran
- 613
- Tests passed
- Yes
- Measured with
- covr 3.6.5 on R 4.6.1
Test suite
- Has tests
- Yes
- Test frameworks
- R scripts, 1 script file
- Lines of tests
- 254
- Test lines per line of code
- 0.21
Documentation
- Exports documented
- 100%
- Arguments documented
- 70.7%
- Return value documented
- 100%
- Help pages with examples
- 100%
- Examples run in checks
- 100%
Other documentation
- README
- No
- Release notes file
- Yes
- Help pages
- 4
- Lines of documentation
- 864
People
Method, People Method People on the site are the names packages give them in their Author and maintainer identity
DESCRIPTION files: authors from the author list, and the maintainer from the Maintainer field. Spellings of one name become one person only where the rules below allow it, and when in doubt the rules keep people apart.
Maintainer since 1.0-1 (2010), author
R Core Team, an organisation
Copyright holder, contributor
Contributor
Author
Repository
Method, figures by host Method Repository signals are the figures read from the source repository a package links to: stars, forks, issues, commits, releases and the time issues take to close. They are read from GitHub, GitLab and Codeberg.Repository signals
URL and BugReports fields of its DESCRIPTION file. Read-only mirrors, the cran and bioc accounts on GitHub and git.bioconductor.org, are left out.
psolymos / pbapply on github.com
- Stars
- 163no change on 30 days ago
- Forks
- 6
- Open issues
- 7
- Last commit
- 1 Sep 2026
Activity
- Commits
- 1,444
- Open pull requests
- 0
- Tagged releases
- 9
- Latest tagged release
- CRAN-v1.7-2, 27 Jun 2023
- Issues closed in
- 2 days (median)
- Pull requests closed in
- 0 days (median)
- Pull requests merged
- 94%
- Created
- 21 Oct 2014
- Licence file reads as
- –
Development practices (6)
| Kind | Found |
|---|---|
| Continuous integration | GitHub Actions, R CMD check workflow The R CMD check workflow runs on macOS |
| Docs source | pkgdown GitHub Pages site last deployed 2026-09-01 The repository has a site deploy workflow |
| Lint, format, editor | RStudio project |
Method, repository practices Method Beta Each week a scan of the public source repository a package links to looks for the tools a maintainer has set up, and the Repository section lists the findings. Repositories on GitHub and GitLab are scanned.Repository practices
R CMD build reads .Rbuildignore and leaves out files used only in development, such as .github/, .lintr, renv/, a Dockerfile and cran-comments.md, so the released source file holds almost none of them. The repository is the one place these files stay visible.
History
Method, History Method Archived is built from CRAN's archive records, its list of check deadlines and Bioconductor's package records. Every figure is counted to 27 Oct 2026, the day the data was read.Packages leaving
- On CRAN
- Release
| Version | Released | R |
|---|---|---|
| 1.7-5 current | 1 Sep 2026 | 4.6.1 |
| 1.7-4 | 20 Jul 2025 | 4.5.1 |
| 1.7-2 | 27 Jun 2023 | 4.3.1 |
| 1.7-0 | 13 Jan 2023 | 4.2.2 |
| 1.6-0 | 16 Nov 2022 | 4.2.2 |
| 1.5-0 | 16 Sep 2021 | 4.1.1 |
| 1.4-3 | 18 Aug 2020 | 4.0.2 |
| 1.4-2 | 31 Aug 2019 | 3.6.1 |
Earlier versions (19)
| Version | Released | R |
|---|---|---|
| 1.4-1 | 15 Jul 2019 | 3.6.1 |
| 1.4-0 | 5 Feb 2019 | 3.5.2 |
| 1.3-4 | 10 Jan 2018 | 3.4.3 |
| 1.3-3 | 4 Jul 2017 | 3.4.1 |
| 1.3-2 | 1 Mar 2017 | 3.3.2 |
| 1.3-1 | 31 Oct 2016 | 3.3.2 |
| 1.3-0 | 26 Sep 2016 | 3.3.1 |
| 1.2-2 | 26 Aug 2016 | 3.3.1 |
| 1.2-1 | 19 Apr 2016 | 3.2.5 |
| 1.2-0 | 1 Mar 2016 | 3.2.3 |
| 1.1-3 | 24 Nov 2015 | 3.2.2 |
| 1.1-2 | 22 Nov 2015 | 3.2.2 |
| 1.1-1 | 16 May 2014 | 3.1.0 |
| 1.1-0 | 3 Oct 2013 | 3.0.2 |
| 1.0-5 | 7 Jul 2012 | 2.15.1 |
| 1.0-4 | 24 Oct 2011 | 2.13.2 |
| 1.0-3 | 9 Feb 2011 | 2.12.1 |
| 1.0-2 | 10 Sep 2010 | 2.11.1 |
| 1.0-1 | 3 Sep 2010 | 2.11.1 |
Release notes (1.7-5)
- Fix
namesattribute issue in examples.