To provide the subnational location for different types of natural disasters recorded in EM-DAT between 1960-2018.

To provide gridded demographic data, including characteristics of income, poverty, education, and housing age, for Alabama, Louisiana and Mississippi.

To provide gridded demographic data, including characteristics of age, race, ethnicity, and housing, for metropolitan statistical areas at a finer resolution than is available in the 30 arc-second grids used for the United States as a whole.

To provide gridded demographic data, including characteristics of income, poverty, education, and housing age, for New Orleans.

To provide gridded demographic data, including characteristics of age, race, ethnicity, and housing, for metropolitan statistical areas at a finer resolution than is available in the 30 arc-second grids used for the United States as a whole.

To provide gridded demographic data, including characteristics of age, race, ethnicity, and housing, for Alabama, Louisiana, Mississippi and Texas.