Incorporate density dependence and climate/pond to explain pond/Mallard densities

Examine the spatial scale of varying-slopes for forecasting pond/Mallard dynamics

Fit long-term time series data to the models using hierarchical Bayesian framework

Evaluate the models' hindcast performance using cross-validation and MSE measures

Identify areas where Mallard population is vulnerable/resilient to future warming