A5 Pentagons Are the New Bestagons

A5 Pentagons Are the New Bestagons

Author: MapScaping January 20, 2026 Duration: 37:21
How can you accurately aggregate and compare point-based data from different parts of the world? When analyzing crime rates, population, or environmental factors, how do you divide the entire globe into equal, comparable units for analysis?   For data scientists and geospatial analysts, these are fundamental challenges. The solution lies in a powerful class of tools called Discrete Global Grid Systems (DGGS). These systems provide a consistent framework for partitioning the Earth's surface into a hierarchy of cells, each with a unique identifier. The most well-known systems, Google's S2 and Uber's H3, have become industry standards for everything from database optimization to logistics.   However, these systems come with inherent trade-offs. Now, a new DGGS called A5 has been developed to solve some of the critical limitations of its predecessors, particularly concerning area distortion and analytical accuracy.   Why Gridding the Globe is Harder Than It Looks The core mathematical challenge of any DGGS is simple to state but difficult to solve: it is impossible to perfectly flatten a sphere onto a 2D grid without introducing some form of distortion. Think of trying to apply a perfect chessboard or honeycomb pattern to the surface of a ball; the shapes will inevitably have to stretch or warp to fit together without gaps.   All DGGS work by starting with a simple 3D shape, a polyhedron, and projecting its flat faces onto the Earth's surface. The choice of this initial shape and the specific projection method used are what determine the system's final characteristics. As a simple analogy, consider which object you’d rather be hit on the head with: a smooth ball or a spiky cube? The ball is a better approximation of a sphere. When you "inflate" a spiky polyhedron to the size of the Earth, the regions nearest the sharp vertices get stretched out the most, creating the greatest distortion.   A Quick Look at the Incumbents: S2 and H3   To understand what makes A5 different, it's essential to have some context on the most popular existing systems.   Google's S2: The Cube-Based Grid The S2 system is based on projecting a cube onto the sphere. On each face of this conceptual cube, a grid like a chessboard is applied. This approach is relatively simple but introduces significant distortion at the cube’s vertices, or "spikes." As the grid is projected onto the sphere, the cells near these vertices become stretched into diamond shapes instead of remaining square. S2 is widely used under the hood for optimizing geospatial queries in database systems like Google BigQuery.   Uber's H3: The Hexagonal Standard Uber's H3 system starts with an icosahedron—a 20-sided shape made of triangles. Because an icosahedron is a less "spiky" shape than a cube, H3 suffers from far less angular distortion. Its hexagonal cells look more consistent across the globe, making it popular for visualization. H3's immense success is also due to its excellent and user-friendly ecosystem of tools and libraries, making it easy for developers to adopt. However, H3 has one critical limitation for data analysis: it is not an equal-area system. This was a deliberate trade-off, not a flaw; H3 was built by a ride-sharing company trying to match drivers to riders, a use case where exact equal area doesn't particularly matter. To wrap a sphere in hexagons, you must also include exactly 12 pentagons—just like on a soccer ball. If you look closely at a football, you'll see the pentagonal panels are slightly smaller than the hexagonal ones. This same principle causes H3 cells to vary in size. The largest and smallest hexagons at a given resolution can differ in area by a factor of two, meaning that comparing raw counts in different cells is like comparing distances in miles and kilometers without conversion. For example, cells near Buenos Aires are smaller because of their proximity to one of the system's core pentagons, creating a potential source of error if not prope

The MapScaping Podcast delves into the intricate world where geography meets data. This isn't about static paper maps, but the dynamic, digital systems that help us understand our planet. Each conversation focuses on the practical and the visionary within GIS, geospatial technology, remote sensing, and earth observation. You'll hear directly from the cartographers, data scientists, software developers, and analysts who are building the tools and interpreting the information that defines modern digital geography. The discussions explore how satellite imagery is used, how location intelligence solves complex problems, and where the technology is headed next. For professionals, students, or anyone fascinated by how we chart and comprehend our world, this podcast offers a grounded look at a field that is constantly redrawing its own boundaries. Tune in to The MapScaping Podcast for insights that are as much about the people and ideas shaping this space as they are about the technology itself. It's a consistent source for those who think spatially, providing depth and context that goes beyond the software interface. Listen to find out how the hidden structures of geospatial data influence everything from urban planning and environmental conservation to business logistics and everyday apps.
Author: Language: English Episodes: 100

The MapScaping Podcast - GIS, Geospatial, Remote Sensing, earth observation and digital geography
Podcast Episodes
Hex Tiles [not-audio_url] [/not-audio_url]

Duration: 43:06
The problem of unification: Spatial data comes in many different sizes, shapes, and formats making it a difficult and time-consuming process to join data for visualization, exploration, and analysis. Enter the Hex Tile s…
The Business of Web Maps [not-audio_url] [/not-audio_url]

Duration: 52:32
This is a story about a hobby project called Scribble Maps that grew into business… but it's also a story about the opportunities and challenges of creating geospatial tools for non-geospatial professionals. Jonathan Wag…
Finding Water Leaks From Space [not-audio_url] [/not-audio_url]

Duration: 39:50
This is a story about finding water on Mars and adapting the technology to look for leaking pipes underground here on earth ... but in this story, we don't just solve the problem, we build a business around it! Lauren Gu…
How To Keep Your Satellite Pointing At Earth [not-audio_url] [/not-audio_url]

Duration: 39:55
It turns out that satellites are not as passive as you might think, and in the case of earth observation satellites it's not easy to keep them pointing at earth! But if you have a map of the stars, a sun tracker, and are…
Bathymetric Lidar and Blue Carbon [not-audio_url] [/not-audio_url]

Duration: 44:16
This is a story about bathymetric Lidar... and how geo-tagged sharks led to the discovery of a huge nature-based carbon sink in the Bahamas. More on this case study here: https://r-evolution.com/r-initiatives/oceans The…
The Open Geospatial Consortium [not-audio_url] [/not-audio_url]

Duration: 44:56
The Open Geospatial Consortium (OGC) is an international consortium of more than 500 businesses, government agencies, research organizations, and universities ... but why should you care? Maybe because this community is…
Monetizing An Open-Source Geospatial Project [not-audio_url] [/not-audio_url]

Duration: 59:04
WhiteBox Contains over 500 geospatial analysis tools. Many of these tools have novel functionality that you won’t find in other software and it's FREE to use! But is it possible to monetize an open-source geospatial proj…
Whitebox Tools Is The Backend To Many Frontends [not-audio_url] [/not-audio_url]

Duration: 50:35
WhiteBox Contains over 500 geospatial analysis tools. Many of these tools have novel functionality that you won’t find in other software and it's FREE to use! https://www.whiteboxgeo.com/ Sponsored By Lightbox https://ww…
QGIS Offline And In The Field [not-audio_url] [/not-audio_url]

Duration: 35:52
Mergin Maps lets you create QGIS projects that can be used to collect and edit data in the field. You see updates in near real-time, even from the field. Works offline. Edits are merged automatically. View and edit geoda…
Sentinel Hub [not-audio_url] [/not-audio_url]

Duration: 51:06
Sentinel Hub makes satellite data easily accessible for you to be browsed or analyzed within your own environment. Imagine something between The Microsoft Planetry Computer and Google Earth Engine and you are probably th…