A whole world of data
Or at least that's what we're aiming for. Take a look at everything we have so far.
230M
Total Swipes
149K
Contributors
So many swipes, so much data
Every swipe adds up! The results of all this swiping are openly available. All you have to do is credit our contributors.See Community Page for more stats
What's your project type?
Our volunteers contribute by helping us discover, evaluate, and validate data in various ways. Each project type has its own use-case and data structure. See what best suits your needs.
Find Features
Know where the areas are with features - e.g. buildings, roadways, waterways
Ignore areas with no features
Ready to go for the HOT Tasking Manager
Compare Dates
See where imagery has changed between two dates
Assess damaged areas after an event
Monitor land-use change over time
Validate Footprints
Assess the quality of a mapping campaign
Identify which features have been mapped correctly, and which have not.
Focus future efforts on features that need improving
Check Completeness
Compare mapped objects against aerial imagery to identify missing map data
Identify which areas are already completely mapped
Allow humanitarian organizations to focus mapping efforts to areas that most need attention
Assess Image
Find features like potholes, or classify attributes like disaster damage to buildings
Check the accuracy of machine learning detections
Create better training data for computer vision techniques
View Streets
Explore ground-level photos
Find relevant features or qualify their characteristics
Capture more detailed information on local communities
Locate Objects
Localize the location of features like rooftops, solar panels, or waterways within satellite image tiles
Help improve training data that teaches machine learning models where features are located in imagery
Capture more detailed information on local communities
Explore the data
Last updated: Nov 13, 2026, 1:51:01 PM UTC
The data files always contain the most up-to-date data.
The data files always contain the most up-to-date data.
Project status
Project type
Date from
Date to
Scale
2,756 projects
93,966,000 area mapped
Locate Objects - falrSwipe- Locate green spaces - Nhlangano, Eswatini (1) fAIrSwipe Grantees
Locate Objects
Active
Nhlangano, Eswatini
fAIrSwipe Grantees
Nov 13, 2026
14
Locate Objects - fAIrSwipe - Querétaro, México - Árboles / Trees - Querétaro, Mexico (1) fAIrSwipe Grantees
Locate Objects
Active
Querétaro, Mexico
fAIrSwipe Grantees
Nov 12, 2026
5
Locate Objects - fAIrSwipe- find trees - Nhlangano, Eswatini (1) fAIrSwipe Grantees
Locate Objects
Finished
Nhlangano, Eswatini
fAIrSwipe Grantees
Nov 11, 2026
21
Locate Objects - fAIrSwipe-Solar Panels-Kakuma, Kenya - Kakuma (1) fAIrSwipe Grantees
Locate Objects
Active
Kakuma
fAIrSwipe Grantees
Nov 11, 2026
45
Find Features - Find Buildings - Venezuela (41) HOT
Find Features
Active
Venezuela
HOT
Nov 10, 2026
100
Locate Objects - fAIrSwipe - Road Surface Damage - Pokhara Region - Nepal (1) fAIrSwipe Grantees
Locate Objects
Active
Nepal
fAIrSwipe Grantees
Nov 9, 2026
48
Find Features - Find - Cemeteries - Ituri, DR Congo (4) Médecins Sans Frontières
Find Features
Active
Ituri, DR Congo
Médecins Sans Frontières
Nov 9, 2026
43
Locate Objects - fAIrSwipe-Locate Rooftops at Kachulu, Lake Chilwa - Zomba, Malawi (6) fAIrSwipe Grantees
Locate Objects
Finished
Zomba, Malawi
fAIrSwipe Grantees
Nov 8, 2026
3
Locate Objects - fAIrSwipe-Locate Rooftops at Namatapa, Lake Chilwa - Zomba, Malawi (7) fAIrSwipe Grantees
Locate Objects
Finished
Zomba, Malawi
fAIrSwipe Grantees
Nov 8, 2026
4
Download all projects
Project Type's Stats
Information on all projects of a specific project type
CSV
0.6 kB
Projects Overview
Information on all projects
CSV
89.3 MB
Projects with Centroid
Information on all projects with the project centroid
GEOJSON
4.6 MB
Projects with Geometry
Information on all projects with the project geometry
GEOJSON
110.1 MB
Our license
MapSwipe data is released under a "liberal" non-reciprocal license (Creative Commons Attribution). This only requires that users acknowledge the source. You can do whatever you want with the data, just make sure to credit the MapSwipe contributors
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