R Observatory: Metrics for NRMstatsML version 0.1.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

NRMstatsML

0.1.4

Statistical and Machine Learning Engine for Long-Term Natural Resource Management Data

0packages depend

508downloads / year

44.0%test coverage

13/13checks pass

Overview

About

Maintained by Sadikul IslamFirst published 2026-06-081 releasesCRAN page ↗

A comprehensive toolkit for statistical and machine learning-based analysis of long-term Natural Resource Management (NRM) datasets. Integrates formula-driven approaches, statistical inference, and machine learning (ML) models for advanced analytics. Modules cover trend and structural analysis (Mann-Kendall test, slope estimation, Chow test, structural break detection), multivariate system modelling (Partial Least Squares (PLS), Structural Equation Modelling (SEM)), response curve optimisation, time-series forecasting (Autoregressive Integrated Moving Average (ARIMA), hybrid models), panel data and treatment effects (Difference-in-Differences (DiD), causal machine learning), uncertainty and sensitivity analysis (bootstrap, Monte Carlo, Bayesian), and automated model selection and performance comparison. Designed for long-term datasets covering soil, water, crop, and climate domains. Key references: Mann and Kendall (1945) doi:10.2307/1907187; Sen (1968) doi:10.1080/01621459.1968.10480934; Bai and Perron (2003) doi:10.1002/jae.659; Rosseel (2012) doi:10.18637/jss.v048.i02; Croissant and Millo (2008) doi:10.18637/jss.v027.i02.

Install

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

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

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

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-nrmstatsml

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-NRMstatsML

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-NRMstatsML

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 2.6 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.19

44.0%

Coverage · measured lines

100%

Documentation · exports

13

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-08
8 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 231 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 85%
Documented parameters: 100%
Return-value docs: 100%
References docs: 30%

Downloads

508

CRAN downloads in the past year

Rank #21,635 · ~1/day · ~42/mo

Releases R versions

Daily download trend is not available in this view yet.

13030 days

50890 days

5081 year

Compare downloads with other packages →

Also on15 r2u

Dependencies

Declared dependencies

20 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (13)

Kendall trend strucchange plm forecast lavaan pls (>= 2.8.0)caretbootggplot2 (>= 3.4.0)rlangstatsutils

LinkingTo (0)

none

Suggests (10)

testthat knitr rmarkdown keras tensorflow BayesianTools sensitivity mboost mlr3 covr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (1)

Maintainer (1)

Sadikul Islam

Author, Maintainer, Copyright holder

Authors (1)

Sadikul Islam

Author, Maintainer, Copyright holder

Copyright holders (1)

Sadikul Islam

Author, Maintainer, Copyright holder

Package Timeline

1 release. R releases are shown for context.

0.1.4Latest
2026-06-08 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-06-08
Total releases: 1 / 1 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 4.1.0
Bundled data: 1.1 KB / 1 file
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("NRMstatsML")

Format

Islam, S. (2026). NRMstatsML: Statistical and Machine Learning Engine for Long-Term Natural Resource Management Data (Version 0.1.4) [Computer software]. https://doi.org/10.32614/CRAN.package.NRMstatsML

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 NRMstatsML version 0.1.4 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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