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Wrapper function

thin_points()
Spatial Thinning of Points

Methods functions

distance_thinning()
Perform Distance-Based Thinning
grid_thinning()
Perform Grid-Based Thinning of Spatial Points
precision_thinning()
Precision Thinning of Spatial Points

Distance-based methods

compute_neighbors_brute()
Compute Neighbors Using Brute-Force
compute_neighbors_kdtree()
Compute Neighbors Using kd-Tree
compute_neighbors_local_kdtree()
Compute Neighbors Using Local kd-Trees
estimate_k_max()
Estimate Maximum Neighbors for kd-Tree Thinning
select_target_points()
Select Target Number of Points for Spatial Thinning

Helper functions

max_thinning_algorithm()
Thinning Algorithm for Spatial Data
lon_lat_to_cartesian()
Convert Geographic Coordinates to Cartesian Coordinates
calculate_spatial_coverage()
Calculate Spatial Coverage (Convex Hull Area)
compute_nearest_neighbor_distances()
Compute Nearest Neighbor Distances

Class

Datasets

caretta
Loggerhead Sea Turtle (Caretta caretta) Occurrence Records in the Mediterranean Sea
thunnus
Yellowfin Tuna (Thunnus albacares) Worldwide Occurrence Records