Data and Tools | emLab

Overarching emLab Manual

emLab Standard Operating Procedures

coral reef

Dataset - Global Marine Protected Areas: Proposal, announcement, and implementation

oceandatr:: an R package for retrieving ocean data

Interactive tool - Seamissions Explorer

power lines

Interactive Tool - CA Energy Affordability Online Calculator

stagg hex sticker

stagg:: A data pre-processing R package for climate impacts analysis

farmer in cornfield

Dataset - SPIA-emLab Agricultural Interventions Database

land aerial

Guidelines - Integrating remote sensing and randomized controlled trials

fish school

marlin:: An R package for running simulations of marine fauna and fisheries

human development index map

Tool - MOSAIKS: Satellite imagery + machine learning for everyone

schooling fish taken from below the water

Interactive tool - SubsidyExplorer

fishing boat in darkness

Scrollytelling - Following forced labor in the world's fishing fleets

hillside burning

Dataset - Wildfire damages in California

crate of fish

Interactive tool - Climate-adaptive fisheries management

coral reef

Interactive tool - Business case for MPAs

chinese fishing boat

Interactive tool - Electronic monitoring toolkit

aerial of aquaculture farm near coastline

Interactive tool - Global aquaculture mapping

aerial of aquaculture pen

Interactive tool - Aquaculture planning financial tool

aerial of fishing boats

Interactive tool - Global network of transnational fisheries

aerial of man on fishing boat pulling net out of the water

Interactive tool - Adaptive Fisheries Assessment and Management (AFAM) Toolkit Dashboard

Interactive tool - MAREA: Marine Reserve Evaluation App

fish swarm

Interactive tool - Fishery Status Explorer