1. Ground truth
Google Maps and Street View confirm what is actually on the ground at a public location.
# Google Maps + Street View ground truthTyporithm · medium
Step 1 of 8 · intro card
Geospatial (GEOINT)
Mapping platforms ground-truth a location. Street View confirms what is on the ground, OpenStreetMap is queryable so the Overpass API can find features by tag, and cross-referencing imagery against map data is the core geolocation verification loop.
Imagery shows you a place from above, but maps tell you what is on the ground. Google Maps and Street View provide ground truth — a street-level view that confirms the shops, signs, and layout you see in a photo.
OpenStreetMap goes further: its map is open and queryable structured data, not just a picture. Every road, building, and shop carries tags, so the data can be searched programmatically.
The Overpass API queries OpenStreetMap for features by tag — every pharmacy, bridge, or stadium in a bounding box. Cross-referencing imagery against those map features is the core loop of geolocation: matching what you see to where it can be.
Street View gives street-level ground truth.
OpenStreetMap data is queryable, not just viewable.
Overpass API finds features by tag.
# Google Maps + Street View ground truth
# OpenStreetMap: queryable map data
# Overpass API: find features by tag
# cross-reference imagery with mapsConnect each part of the code to the concept before you type.
Google Maps and Street View confirm what is actually on the ground at a public location.
# Google Maps + Street View ground truthOpenStreetMap is an open, structured map whose data you can query, not just view.
# OpenStreetMap: queryable map dataThe Overpass API searches OpenStreetMap for features by their tags, like all fuel stations in an area.
# Overpass API: find features by tagMatching imagery against map data is the core geolocation verification loop.
# cross-reference imagery with mapsRead the concept map and follow the code breakdown.
Type the implementation, repair mistakes and work through every recall exercise.
Use the final check without hints; revisit weak concepts in short practice sessions.