Data

On Finding Spatial Data

The challenges in searching for spatial data are similar to finding data generally - mainly, the personalized nature of data needs in terms of topic, temporal/geographic coverage, scale, and other attributes. To get started, you can reference our finding spatial data workshop. Play this interactive game to assess the data you find. You can also follow this "Garbage in, Garbage out" data checklist for a more in-depth discussion of data quality.

For Smith and MacLeish Field Station data, check out the SAL's Open Data Portal, and the Campus data folder in the Q drive (Q:\Data\campus). The Q drive also contains folders with Northampton (Q:\Data\northampton) and Massachusetts (Q:\Data\massachusetts) data, respectively. For more Massachusetts data, MassGIS is the data page of the state's Bureau of Geographic Information.

Global vector data – land

Starred sources also include significant United States-specific data

Source Description
Esri's Living Atlas of the World* Curated authoritative datasets from Esri
Open Data of the World* GIS data portals for local and regional government sources across the world
DIVA-GIS GIS mapping program that includes free country-level spatial datasets
OpenStreetMap Free crowdsourced vector data of the world
Georeferencing of Ethnic Groups Polygons of global ethnic groups
Natural Earth Vector and raster data for cartography
CShapes Historical state boundaries post-WWII
NASA Earth Observation Data High resolution global human-environment interaction and Earth science data from NASA, in vector and raster formats
**Note: NASA is working on this website throughout 2026, so some resources may be missing or less developed**
Global Administrative Boundaries High resolution data on country administrative boundaries and subdivisions
World Resources Institute Curated GIS data on a variety of human and environmental dimensions, such as poverty, tourism, and agriculture
Atlas of Urban Expansion Geographic and quantitative datasets on global city growth, including boundary and land cover data
Worldpop High-resolution population estimate data designed to support population health initiatives
Open Data for Resilience Index Spatial data on vulnerability to natural disasters and climate change
Road Networks Africa road network decade data from 1960s - 2000s from Princeton University
OpenHistoricalMap Open source historical data spanning geography, human-environment interaction, and more
The Paleobiology Database Public paleontology data, including spatial data

Global vector data – ocean-focused

Source Description
OpenSeaMap Open source global nautical data, including ports, navigational aids, and more
Marine Regions Global database on marine region geography and features
Global Fishing Watch Open-access maps of global fishing activity (2012-present)

United States vector data

Source Description
Data.gov Authoritative datasets from the U.S. government
National Map Viewer GIS data for the U.S .related to geography, government, and transportation
US Census Bureau U.S. census data files, including census geography boundaries
IPUMS NHGIS U.S. historical census and boundaries data and mapping files (1790-present)
By federal agencies Resource page by Duke University Libraries on GIS data created by different federal agencies, including the Department of Agriculture, Department of Education, National Renewable Energy Laboratory, and more

Imagery

Source Description Access Geographic/Temporal Coverage
USGS Earth Explorer Longest collection of satellite/UAV imagery, air photos, from Landsat and other sensors (MODIS, ASTER, VIIRS) Free Mostly US/1970s-present
LandViewer   Free; high-resolution for purchase Miscellaneous global
ESA Copernicus Open Access Hub From active Sentinels; 

  • Sentinel 1 - radar
  • Sentinel 2 - optical multispectral
  • Sentinel 3 - land products for environmental monitoring
  • Sentinel 5P - atmosphere/air quality
Free  
NASA Earthdata Search NASA earth observation data including atmosphere, environment, ocean, land, ice, and topography Free Global
Remote Pixel Datasets from Landsat 8, Sentinel 2, and CBERS-4 Free Landsat; need AWS account for Sentinel and CBERS  
INPE Image Catalog Collection from the Brazilian National Institute for Space Research Free; FTP download link sent via email South & Central America, Africa
DigitalGlobe's Open Data Program High resolution commercial imagery for disaster response Need to apply Global
Planet's Education & Research High resolution commercial imagery available based on research proposal Need to apply Global
NOS Multilens Airphoto Collection 1930s-1960s multilens photos of US coastlines Free  
Training datasets for computer vision & deep learning Aerial and satellite imagery with annotations for instance segmentation, object detection, semantic segmentation, scene classification, and other Free  
Geonadir FAIR (findable, accessible, interoperable, and reusable) drone data for at risk ecosystems; features SAL's Belize projects Free Global

Historical Map Collection

Source Description
Digitized & Described Indigenous Heritage Content We Are Here: Sharing Stories contains Indigenous-related (First Nations, Inuit and the Métis Nation) collection items in Library and Archives Canada's holdings 
Online Guide to US Map Collections Crowdsourced directory of map collections of various sizes
Old Maps Online Portal for historical maps from five US and European map libraries, including the David Rumsey Map Collection (Stanford University), the British Library
David Rumsey Map Collection More than 150,000 rare 16th c. - 21st c. cartographic products including maps, atlases, globes...etc. at the Stanford Library
Library of Congress  
Norman B. Leventhal Map Collection Collection at the Boston Public Library
topoView Current and historical topographic maps from USGS
Sanborn fire insurance maps 1867-1970  
MapFly University of Padua's geothematic and historical map collections