ancova_analysis         Analysis of Covariance (ANCOVA) with Adjusted
                        Means Visualization
calc_diversity          Calculate Comprehensive Alpha Diversity Indices
calc_metal_indices      Heavy Metal Pollution Indices with Confidence
                        Intervals
calc_wqi                Weighted Arithmetic Water Quality Index (WAWQI)
                        with Confidence Intervals
cluster_dendrogram      Hierarchical Clustering Dendrogram for Aquatic
                        Communities
community_master        Multi-Trophic Community Abundance Master List
compare_two_groups      Two-Sample Comparison with Automated F-Test,
                        t-Test, and Visualization
correlation_heatmap     Flexible Correlation Matrix and Heatmap
                        Generator for Environmental Data
dbrda_analysis          Distance-based Redundancy Analysis (db-RDA)
                        Triplot
glm_analysis            Generalized Linear Modeling (GLM) for Aquatic
                        and Ecological Data
hilsa_master            Comprehensive Master Dataset for Hilsa Shad
                        Ecology and Statistics
manova_analysis         Multivariate Analysis of Variance (MANOVA) with
                        Alternative Visualizations
mantel_heatmap_analysis
                        Integrated Environmental Correlation and
                        Multi-Community Mantel Network
nmds_analysis           Non-metric Multidimensional Scaling (NMDS)
                        Analysis for Aquatic Communities
one_way_anova           One-Way Analysis of Variance (ANOVA) with
                        Faceting & Visualization
pca_community_biplot    Principal Component Analysis (PCA) Community
                        Biplot
pca_correlation_circle
                        PCA Correlation Circle with cos2 Gradient for
                        Environmental Parameters
permanova_analysis      Permutational Multivariate Analysis of Variance
                        (PERMANOVA)
plot_bar                Flexible and Batch Publication-Ready Bar and
                        Lollipop Plots
plot_circular_bar       Publication-Grade Circular or Radial Bar Plot
plot_diversity          Visualize and Test Alpha Diversity Patterns
plot_donut              Publication-Ready Single, Double, and
                        Triple-Layered Donut Plots
plot_histogram          Publication-Ready Histogram and Density Plot
plot_likert             Publication-Ready Likert Scale Visualization
plot_metal_indices      Visualize Heavy Metal Pollution Indices with
                        Confidence Intervals
plot_pie3d              Publication-Ready 3D Depth Pie Chart
plot_sankey             Publication-Ready Sankey and Alluvial Flow
                        Diagram
plot_timeseries         Publication-Ready Temporal Tracking and
                        Factorial Time-Series Plots
plot_wqi                Visualize Water Quality Index (WQI) with
                        Confidence Intervals
rda_analysis            Redundancy Analysis (RDA) Triplot
regression_analysis     Parametric and Non-Linear Regression Analysis
                        with Fitted Equations
simper_analysis         Similarity Percentages (SIMPER) Analysis
specaccum_plot          Publication-Ready Species Accumulation Curves
summarize_obs           Comprehensive Observation Summary with Excel
                        Export
test_chisq              Chi-Square Test of Independence and
                        Goodness-of-Fit with Visualization
three_way_anova         Three-Way Analysis of Variance (ANOVA) with
                        Faceted Interaction Visualization
two_way_anova           Two-Way Analysis of Variance (ANOVA) with
                        Interaction & Faceting Visualization
