Comparative habitat selection analysis using positioning and/or space use data

Usage

analyze_comparative_habitat_selection(
  positioning_data = NULL,
  space_use_data = NULL,
  analysis_type = "both",
  formula = presence ~ depth_m + fish_id + time_period,
  sample_size = 10000,
  ntree = 500,
  depth_variable = "depth_m",
  fish_id_variable = "fish_id",
  time_variable = "time_period",
  type_variable = "type",
  n_depth_points = 100,
  create_plots = TRUE,
  create_comparison = TRUE
)

Arguments

positioning_data: Presence-absence data from positioning analysis (optional)
space_use_data: Presence-absence data from space use analysis (optional)
analysis_type: Type of analysis ("positioning", "space_use", or "both")
formula: Model formula (default: presence ~ depth_m + fish_id + time_period)
sample_size: Number of points to sample per dataset (default: 10000)
ntree: Number of trees in random forest (default: 500)
depth_variable: Name of depth variable column (default: "depth_m")
fish_id_variable: Name of fish ID variable column (default: "fish_id")
time_variable: Name of time period variable column (default: "time_period")
type_variable: Name of presence/absence type variable column (default: "type")
n_depth_points: Number of depth points for prediction curves (default: 100)
create_plots: Whether to create plots (default: TRUE)
create_comparison: Whether to create comparison plots when both datasets provided (default: TRUE)

Value

List containing models, partial dependence data, and plots for each analysis type