R Observatory: Metrics for ProcData version 0.3.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

ProcData

0.3.2Package record

Process Data Analysis

0packages depend

7.9Kdownloads / year

–test coverage

0/13flavors OK

Overview

About

Maintained by Xueying TangCRAN page ↗GitHub ↗Issues ↗

Provides tools for exploratory process data analysis. Process data refers to the data describing participants' problem-solving processes in computer-based assessments. It is often recorded in computer log files. This package provides functions to read, process, and write process data. It also implements two feature extraction methods to compress the information stored in process data into standard numerical vectors. This package also provides recurrent neural network based models that relate response processes with other binary or scale variables of interest. The functions that involve training and evaluating neural networks are wrappers of functions in 'keras'.

Changes in 0.3.2

seq2feature_ngram() is added for ngram features extraction

From NEWS.md in the release

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("ProcData", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("xytangtang/ProcData")

Development version from xytangtang/ProcData. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-procdata

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-ProcData

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-ProcData

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13NOTE

Check messages

NOTERd filesr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc, r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc, r-devel-windows-x86_64, r-oldrel-macos-arm64, r-oldrel-macos-x86_64, r-oldrel-windows-x86_64, r-patched-linux-x86_64, r-release-linux-x86_64, r-release-macos-arm64, r-release-macos-x86_64, r-release-windows-x86_64

checkRd: (-1) proc.Rd:27: Lost braces in \itemize; meant \describe ?
checkRd: (-1) proc.Rd:28: Lost braces in \itemize; meant \describe ?

CRAN check page ↗

Slowest check: 3.5 min · r-devel-windows-x86_64

Status changes

NOTE13 NOTE2026-06-09
ERROR12 NOTE, 1 ERROR2026-06-08
NOTE14 NOTE2026-04-22
ERROR13 NOTE, 1 ERROR2026-04-18
NOTE14 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.3.2

READMEYes · 644 wordsVignettesNoNEWSYes · 33% structured · mentions 0.3.2Citation fileNoWebsitenot declared in DESCRIPTION

Help pages: 33includes a package overview page
Examples that run: 58%7 run in a plain check · 5 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 44%
Documented parameters: 96%
Return-value docs: 100%
Help pages citing references: 15%

How these are measured

Downloads

7.9K

CRAN downloads in the past year

Rank #7,620 · ~22/day · ~656/mo

Releases R versions

Daily download trend is not available in this view yet.

38030 days

1.2K90 days

7.9K1 year

Compare downloads with other packages →

Also on354 r2u4 autocran

How downloads are counted

Repository

xytangtang/procdata ↗Account: xytangtang

10Stars

6Forks

2Open issues

0Open PRs

3Releases

93Commits

4Commit identities

93 commits · Last activity 2021-05-29 · 0% stars, 30d · Default branch at 0.4.0, ahead of CRAN 0.3.2 (checked 2026-10-18)

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 204
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-01-09 · 102026-07-07 · 10

How these are measured

PracticesBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/xytangtang/procdata on 2026-10-18.

Docs source (1)

README.Rmd

Reproducibility and dev environment (1)

data-raw/

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

3 external dependencies (excludes base and recommended)

Installing ProcData adds 31 packages (17 with compiled code, 14 MB of source tarballs). Heaviest: keras 3.4 MB, tfruns 1.9 MB, Rcpp 1.8 MB.

Depends (1)

R >= 3.5

Imports (2)

Rcpp keras

LinkingTo (1)

Rcpp

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (5)

Xueying Tang

Author, Maintainer since 0.2.5 (2020)

Author

Author

Author

Author

Releases (2)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
unarchivedReturned to CRAN
2021-04-01
0.3.2Latest
record
2021-04-01 · current release · diff ↗ ·
added 1 export
seq2feature_ngram
archivedRemoved from CRAN
2021-02-24
check problems were not corrected in time Use of deprecated/defunct C++
0.2.5
record
2020-05-12
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2020-05-12
Total releases: 2 / 6 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.5
Bundled data: 653 KB / 1 file
Download size: 695 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ProcData")

Format

Tang, X., Liu, J., Wang, Z., Ying, Z., & Zhang, S. (2021). ProcData: Process Data Analysis (Version 0.3.2) [Computer software]. https://doi.org/10.32614/CRAN.package.ProcData

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for ProcData version 0.3.2 [Data set]. HJJB, LLC. Data release v2026-10-20. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-20, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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