This repository contains multiple data sets focused on visible damage to photovoltaic (PV) installations following extreme weather events such as hailstorms and hurricanes. Data sets are split into two categories: the first category, the ‘manually labeled’ data, was compiled by researchers manually, and contains manually identified PV sites exposed to storms. The second data set, the ‘aggregated’ data, is a compilation of the manually labeled PV sites and deep learning-identified PV sites.

The hail damage data set focuses on post-storm PV damage following a September 24, 2023 hailstorm in Austin, TX, which caused over $600 million in damages in the Austin metro area.

The hurricane damage data set focuses on post-storm PV damage following Hurricanes Irma and Maria in Puerto Rico and the US Virgin Islands. Hurricanes Irma and Maria were back-to-back category 5 hurricanes, which pummeled the Caribbean and southeastern United States in September 2017, causing an estimated $115.2 billion in damages.

For more details see the Data Description Document within the dataset.

Dataset Metadata

Author kperry
Maintainer Email kirsten.perry@nrel.gov
Institution NREL
Data Source Type Documentation and Pictures
Owner admin
Funding SETP.10311.55.01.01

Author kperry
Updated Nisan 11, 2025, 16:05 (UTC)
Created Nisan 4, 2025, 19:58 (UTC)