Paradise cannot be seen well from space because of cloud. In Oahu, for example, the average cloud cover is >60% and only one Landsat 8 (L8) satellite image has cloud cover of <10% since 2013. Cloud persists over the mountain ridges particularly.

HiMACC is an annual Cloud-free Composite (CC) image dataset created from L8 satellite imagery from 2013 to 2021. The CC image of any given year was created by merging the L8 top-of-atmosphere (TOA) reflectance images from that year and the two neighboring years.
HiMACC, as a multi-temporal dataset, is ideal for studying environmental changes related to processes such as urban expansion, agricultural abandonment, forest restoration, volcanic eruption, and land-climate interaction.
Use Case: Agricultural Abandonment, Central Maui. (Left) 2014, (Right) 2019


Use Case: Urban Expansion, West Oahu. (Left) 2014, (Right) 2019


Use Case: Forest Loss, Molokai. (Left) 2014, (Right) 2019.


Use Case: Forest Restoration, Lanai. (Left) 2014, (Right) 2019


Use Case: Eucalyptus Tree Harvest & Koa Tree Plantation, Big Island. (Left) 2014, (Right) 2019


Use Case: Kīlauea Volcano Eruption & Coastal Line Expansion, Big Island. (Left) 2017, (Right) 2019


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