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Primary sources

Data sources

VoltOutpost is designed around machine-readable public datasets and standardized calculations.

NLR

PVWatts v8

Modeled monthly and annual AC photovoltaic output using the National Laboratory of the Rockies PVWatts API and NSRDB weather data.

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EIA

Residential electricity prices

Monthly state residential retail electricity prices from the U.S. Energy Information Administration API.

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FEMA

Disaster declarations

Federal disaster declaration summaries from OpenFEMA, used only as a transparent historical exposure proxy.

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