Table 1 Coupled human-infrastructure features and datasets

From: Machine learning approach for disaster risk and resilience assessment in coupled human infrastructure systems performance

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