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Estimating Cities Destruction
By leveraging satellite data, levels of destruction can be estimated in conflict zones to help the assessment of reconstruction efforts. This analysis has been conducted by Masae Analytics in Ukraine (Mariupol), Iraq (Mosul), Syria (Eastern Ghouta) and Yemen (Sana'a and Hodeidah).
Click on the the frames below to access the online interactive maps.
map legend, ongoing analysis, past analysis
How we did it
Synthetic-aperture radar (SAR) satellite schema

Data Sources

  • High-resolution satellite imagery

  • Sentinel-1 Synthetic Aperture Radar (SAR) data




  • By spotting incoherencies between before/after conflict imagery/data, destruction intensity can be estimated at a granular level

They Featured our Work

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