R Observatory: Metrics for SmartEDA version 0.3.10

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

SmartEDA

0.3.10Package record

Summarize and Explore the Data

0packages depend

10.6Kdownloads / year

38.7%test coverage

11/13flavors OK

Overview

About

Maintained by Dayanand UbrangalaCRAN page ↗GitHub ↗Website ↗Issues ↗

Exploratory analysis on any input data describing the structure and the relationships present in the data. The package automatically select the variable and does related descriptive statistics. Analyzing information value, weight of evidence, custom tables, summary statistics, graphical techniques will be performed for both numeric and categorical predictors.

Changes in 0.3.10

Bug Fixes

Removed the InformationValue package from Rd cross-references, which is used in ExpWoeTable, as it is no longer available on CRAN
#9: Corrected spelling mistake "pacakge" to "package"
#11: Fixed issues in ExpCatViz while plotting Factor levels. Now we can set factor levels for any categorical columns and plot the graph
#12: Theme option problem is fixed

From NEWS.md in the release

Install

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

install.packages("SmartEDA", 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("daya6489/SmartEDA")

Development version from daya6489/SmartEDA. 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-smarteda

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-SmartEDA

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-SmartEDA

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

2NOTE11OK

Check messages

NOTEdependencies in R coder-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc

Namespace in Imports field not imported from:
  ‘qpdf’
All declared Imports should be used.

CRAN check page ↗

Slowest check: 4.4 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTE2026-09-09
ERROR10 OK, 2 NOTE, 1 ERROR2026-09-04
NOTE11 OK, 2 NOTE2026-06-09
ERROR10 OK, 2 NOTE, 1 ERROR2026-06-08
NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.3.10

READMEYes · 496 wordsVignettesYes · 3 · dynamicNEWSYes · 100% structured · mentions 0.3.10Citation fileNoWebsiteYes

Help pages: 17
Examples that run: 94%16 run in a plain check · 1 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 88%
Help pages citing references: 0%

Vignettes (3)

How these are measured

Downloads

10.6K

CRAN downloads in the past year

Rank #4,025 · ~29/day · ~880/mo

Releases R versions

Daily download trend is not available in this view yet.

81530 days

2.3K90 days

10.6K1 year

Compare downloads with other packages →

Also on104 r2u5 autocran915 conda_forge

How downloads are counted

Repository

daya6489/smarteda ↗Account: daya6489

44Stars

13Forks

1Open issues

0Open PRs

0Releases

34Commits

3Commit identities

exploratory-data-analysisanalysis

34 commits · Last activity 2024-01-30

Responsiveness

How these are sampled

PRs merged (all time): not measured
Median days to close, 50 most recently updated closed issues: 74
Median days to close, 50 most recently updated closed PRs: not measured

Stars over time

2025-07-02 · 442026-07-07 · 44

How these are measured

PracticesBeta

7 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/daya6489/smarteda on 2026-10-22.

Governance and community (1)

Code of conduct

Docs source (1)

GitHub Pages site last deployed 2021-04-03

Reproducibility and dev environment (1)

renv

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

Show all practicesHide 1 practice

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

13 external dependencies (excludes base and recommended)

Installing SmartEDA adds 68 packages (35 with compiled code, 62 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 3.3.0

Imports (9)

ggplot2 sampling scales rmarkdown ISLR data.table gridExtra GGally qpdf

LinkingTo (0)

none

Suggests (4)

testthat knitr covr psych

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (4)

Dayanand Ubrangala

Author, Maintainer · added in 0.3.2

Ravi Prasad Kondapalli

Author, Contributor

Sayan Putatunda

Author, Contributor · added in 0.3.2

Kiran R

Author, Contributor

Maintainer since 0.1.0 (2018)

Releases (13)

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
0.3.10Latest
record
2024-01-30 · current release · diff ↗
R
R 4.3.0 released · 2023-04-21
0.3.9
record
2022-12-03 · diff ↗
R
R 4.2.0 released · 2022-04-22
0.3.8
record
2021-06-05 · diff ↗
R
R 4.1.0 released · 2021-05-18
0.3.7
record
2021-04-03 · diff ↗ ·
added 1 export
ExpTwoPlots
0.3.6
record
2020-07-10 · diff ↗
0.3.5
record
2020-04-25 · diff ↗
R
R 4.0.0 released · 2020-04-24
0.3.4
record
2020-04-01 · diff ↗
unarchivedReturned to CRAN
2020-01-21
0.3.3
record
2020-01-21 · diff ↗ ·
added 1 export
ExpOutliers

Show 11 earlier eventsHide 11 earlier events

archivedRemoved from CRAN
2020-01-16
check issues were not corrected in time
0.3.2
record
2019-07-03 · diff ↗
unarchivedReturned to CRAN
2019-05-04
0.3.1
record
2019-05-04 · diff ↗ ·
removed 2 exports
pattern:^[[:alpha:]]+, pattern:.

added 1 export
ExpCustomStat
R
R 3.6.0 released · 2019-04-26
archivedRemoved from CRAN
2019-04-22
check errors were not corrected despite reminders
0.3.0
record
2018-07-25 · diff ↗ ·
added 2 exports
ExpOutQQ, ExpParcoord
0.2.0
record
2018-05-21 · diff ↗
R
R 3.5.0 released · 2018-04-23
0.1.0
record
2018-04-06
R
R 3.4.0 released · 2017-04-21

Package metadata

First published: 2018-04-06
Total releases: 13 / 8 yrs
License: MIT + file LICENSE OSI · relicensed from GPL (>= 2) in 0.2.0
Minimum R: ≥ 3.3.0
Download size: 1.7 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("SmartEDA")

Format

Dayanand Ubrangala, Prasad Kondapalli, R., Putatunda, S., & R, K. (2024). SmartEDA: Summarize and Explore the Data (Version 0.3.10) [Computer software]. https://doi.org/10.32614/CRAN.package.SmartEDA

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 SmartEDA version 0.3.10 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →