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Spatial index

Every dispatch filed under “Spatial Index” · 5 entries.

Spatial Index

Spatial Index: R Trees

Jun 26, 2024 · 8 min

A deep dive into the R-tree, the data-driven spatial index built on bounding rectangles, and how it powers range and nearest-neighbor queries....

Spatial Index

Spatial Index: Tessellation

Jun 17, 2024 · 13 min

Tessellation for spatial indexing divides space into non-overlapping shapes for efficient data management. The Uber H3 grid system uses hexagonal cells, offering...

Spatial Index

Spatial Index: Grid Systems

Jun 12, 2024 · 11 min

Grid systems in spatial indexing, including Geohash and Google S2, encode geographic locations for efficient spatial data management. Geohash uses a Z-order...

Spatial Index

Spatial Index: Space-Filling Curves

Jun 11, 2024 · 10 min

Spatial indexes optimize multi-dimensional data querying using space-filling curves like Z-order and Hilbert curves. Z-order curves employ a recursive Z pattern, and...

Spatial Index

Hybrid Spatial Index: Quad-KD and R-KD trees

Apr 10, 2022 · 8 min

Introducing hybrid quad-kd and r-kd tree structures that combine the quadtree, KD-tree, and R-tree to speed up search over mixed point and...

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