Table 1 Coupled human-infrastructure features and datasets
Feature group | Feature | Data description | Data sources |
---|---|---|---|
Socio-demographic characteristic | Median income | Household median income in 2017 | U.S. Census Bureau table data99 |
Protective action features | Preparedness proactivity | Maximum POI visits during preparedness period relative to normal baseline in pharmacy | Safegraph, Inc; Spectus; Microsoft building footprint78,90,94 |
Maximum POI visits during preparedness period relative to normal baseline in gas station | Safegraph, Inc; Spectus; Microsoft building footprint78,90,94 | ||
Evacuation rate | Maximum evacuation rate relative to normal baseline at CBG level | Spectus78 | |
Infrastructure and building disruptions | Flooded roads | Total distance that has null traffic speed | INRIX100 |
Number of flood claims | The total count of flood claims within each census block group area | Federal Emergency Management Agency National Flood Insurance Program89 | |
Total building damage amount | The actual cash value of the damage that the main property sustained is shown in terms of whole dollars. | Federal Emergency Management Agency National Flood Insurance Program89 | |
Building Damage Ratio | The building damage ratio was determined by dividing the total number of claims by the total number of buildings in a given area. | Federal Emergency Management Agency National Flood Insurance Program, and Microsoft Building Footprints89,90 | |
Telecommunication data | Maximum download kbps changing rate during hazard relative to normal baseline | Ookla91 | |
Recovery features | Essential activity recovery | Essential human mobility recovery data (essential POI) | Spectus78 |
Non-essential Activity Recovery | Non-essential human mobility recovery data (non-essential POI) | Spectus78 | |
Essential credit card transaction recovery | Essential credit card activity | Safegraph94 | |
Non-essential credit card transaction recovery | Non-essential credit card transactions recovery | Safegraph94 |