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How Complete is the Map?
State of the Map Asia
ramya@mapbox.com
Completeness assessment
• Tries to answer how much of the real
world details reflect on the map
• Feature level focus
Completeness is a relative idea.
A map is never complete!
Why is completeness research
important?
• Identify areas to focus editing
• Understand health of mapping
community
Prior work
80 cities for assessment
From cities to tiles
Compute basemap details for
1 billion z15 tiles worldwide
Gold Standard
• Benchmark / Baseline for a reliable
reference
• Helps measure quality in other datasets
• Human Stamp of Approval
• Use case: To determine model for
feature level completeness that can be
applied to estimate completeness
elsewhere
Gold Standard for
Completeness Assessment
• Identify Gold Standard tiles
• Could be different for each feature
• Start with a simple feature: building
Identification of gold standard tiles
for buildings
I. Identify candidate tiles
• Manual selection of candidate tiles likely to be
excellent quality
• Based on location (known edit patterns), feature
counts/properties, “popularity”
“Popular” = attracts lots of eyeballs
Identification of gold standard tiles
for buildings
II. Three mappers rate each candidate
tile on:
• Coverage
• Quality
• Height
• Building Type
• Address Data
Coverage:
Coverage:
Coverage:
Coverage:
Early learnings
What predicts completeness?
Densest tiles often have
higher completeness
Dense buildings in gold standard tile
Kathmandu
Dense buildings in gold standard tile
Jakarta
Dense buildings in gold standard tile
New York
City
Dense buildings in gold standard tile
Los Angeles
Dense building tiles in gold standard tile
San Francisco
Dense building tiles in gold standard tile
Washington DC
But some less dense tiles
are also very good
Commercial areas have larger
buildings, so less dense
Built area as a better metric?
Built area must account for parks,
waterbodies, etc.
But outside urban core, built
area still not a predictor
Suburb: low built area; quality map
Road <-> building
correlation?
Residential roads in residential areas
Commercial areas are
surrounded by Major Highways
Conclusion:
It’s complex!
Next steps:
Building model integrating
multiple factors based on gold
standard ratings
Dashboard
?

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Ramya Raghupathy, Mapbox, Basemap Completeness in Asian Cities | SotM Asia 2017