aquats: Robust Ecological and Fisheries Data Analysis and Visualization

A comprehensive statistical and visualization toolkit tailored for observational data in fisheries science and aquatic ecology. Provides streamlined workflows for univariate and factorial analysis of variance (ANOVA), analysis of covariance (ANCOVA), multivariate analysis of variance (MANOVA), permutational multivariate analysis of variance (PERMANOVA), similarity percentages (SIMPER), generalized linear models, non-linear morphometric regressions, two-group hypothesis testing, and chi-square tests. Features multivariate ordination methods including non-metric multidimensional scaling (NMDS), principal component analysis (PCA), redundancy analysis (RDA), distance-based redundancy analysis (db-RDA), and hierarchical cluster dendrograms. Computes alpha diversity metrics, species accumulation curves, water quality index (WQI) values, heavy metal ecotoxicological contamination indices, correlation heatmaps, and Mantel test network linkages. Offers specialized environmental visualizations including Sankey diagrams, Likert plots, circular bar charts, and longitudinal time-series with uncertainty ribbons. Methodological formulations for multivariate permutation tests follow Anderson (2001) <doi:10.1111/j.1442-9993.2001.01070.pp.x>. Ecological community dissimilarity transformations follow Legendre and Gallagher (2001) <doi:10.1007/s004420100716>, and ecotoxicological contamination index models follow Tomlinson et al. (1980) <doi:10.1007/BF02414780>.

Version: 1.2.2
Depends: R (≥ 3.5.0)
Imports: dplyr, emmeans, ggplot2, ggpubr, ggrepel, MASS, multcomp, RColorBrewer, rlang, tidyr, ggalluvial, vegan
Suggests: cowplot, knitr, multcompView, patchwork, readxl, rmarkdown, writexl
Published: 2026-10-21
DOI: 10.32614/CRAN.package.aquats (may not be active yet)
Author: Ataher Ali ORCID iD [aut, cre], Mohammed Shahidul Alam ORCID iD [aut]
Maintainer: Ataher Ali <ataher.cu.ms at gmail.com>
BugReports: https://github.com/Ataher76/aquats/issues
License: MIT + file LICENSE
URL: https://github.com/Ataher76/aquats, https://doi.org/10.5281/zenodo.22885025
NeedsCompilation: no
Citation: aquats citation info
Materials: README, NEWS
CRAN checks: aquats results

Documentation:

Reference manual: aquats.html , aquats.pdf
Vignettes: Comprehensive Ecological and Fisheries Data Analysis with aquats (source, R code)

Downloads:

Package source: aquats_1.2.2.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): not available, r-oldrel (x86_64): not available

Linking:

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