Extreme warming challenges sentinel status of kelp forests as indicators of climate change
Extreme warming challenges sentinel status of kelp forests as indicators of climate change . Nature Communications. doi:10.1038/ncomms13757

Indicators & Data Management
Raw observations become decision-relevant information through synthesis into Essential Ocean Variables, open data pipelines, and indicators that managers and policymakers can act on.
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Sanctuaries Climate Dashboard
Static flexdashboard rendering climate indicators — sea surface temperature, chlorophyll-a, pH, sea-level rise — for each U.S. National Marine Sanctuary.
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Climate Change for Sanctuaries
Shiny application with a swipeable "then vs. now" map comparing climatological reference periods to the present for each U.S. National Marine Sanctuary.
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ecoidx
R package implementing NOAA Integrated Ecosystem Assessment (IEA) indicator standards — workflows and visualizations for marine ecological indicators.
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obisindicators
R package for generating biodiversity indicators — including ES(50) estimated species richness — from OBIS occurrence data.
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OBIS hex
Biodiversity indicators from every OBIS record on H3 hexagons, from ES(50) to records per decade, computed from Parquet in your browser with no server. The URL is the view.
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