R Observatory: Metrics for toweranNA version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

toweranNA

0.1.0Package record

A Method for Handling Missing Values in Prediction Applications

2packages depend

3.8Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Norm MatloffCRAN page ↗GitHub ↗Issues ↗

Non-imputational method for handling missing values in a prediction context, meaning that not only are there missing values in the training dataset, but also some values may be missing in future cases to be predicted. Based on the notion of regression averaging (Matloff (2017, ISBN: 9781498710916)).

Install

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

install.packages("toweranNA", 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("matloff/toweranNA")

Development version from matloff/toweranNA. 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-toweranna

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-toweranNA

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-toweranNA

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

13OK

CRAN check page ↗

Slowest check: 2.3 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-04
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
NOTE12 OK, 1 NOTE2026-06-07

Show 1 earlier changeHide 1 earlier change

OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.0

READMENoVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 4includes a package overview page
Examples that run: 100%2 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

3.8K

CRAN downloads in the past year

Rank #10,928 · ~10/day · ~319/mo

Releases R versions

Daily download trend is not available in this view yet.

32030 days

96890 days

3.8K1 year

Compare downloads with other packages →

Also on100 r2u3 autocran

How downloads are counted

Repository

matloff/toweranna ↗Account: matloff

13Stars

1Forks

0Open issues

0Open PRs

0Releases

153Commits

3Commit identities

153 commits · Last activity 2024-03-12 · 0% stars, 30d · Default branch at 1.0, ahead of CRAN 0.1.0 (checked 2026-10-22)

Responsiveness

not measured

Stars over time

2023-03-02 · 122026-07-07 · 13

How these are measured

PracticesBeta

Checks run against github.com/matloff/toweranna on 2026-10-22.

No development-tooling practices detected in the upstream repository.

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

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Installing toweranNA adds 104 packages (56 with compiled code, 91 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (3)

R >= 3.6.0regtools rmarkdown

Imports (3)

FNN pdiststats

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

2direct

0indirect

Imports 2

Depends, Imports or LinkingTo, most downloaded first

mvPred qeML

How these are counted

Code & Tests

Datasets

People & History

People (2)

Norm Matloff

Author, Maintainer since 0.1.0 (2023)

Pete Mohanty

Author

Releases (1)

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
0.1.0Latest
record
2023-03-15 · current release
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-03-15
Total releases: 1 / 3 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.6.0
Bundled data: 32 KB / 1 file
Download size: 37 KB

Appears in task views

Missing Data

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("toweranNA")

Format

Matloff, N., & Mohanty, P. (2023). toweranNA: A Method for Handling Missing Values in Prediction Applications (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.toweranNA

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 toweranNA version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-10-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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