Table 1 Description of all variables used in this study.

From: Machine learning-enabled regional multi-hazards risk assessment considering social vulnerability

Field

Measure

Source

Abbreviation

Flooding

Population at risk of flooding

Idaho OEM

PF

Essential facilities in the floodplain

EFF

Dams of concern

DF

Levee

LF

Wildfires

Population

Idaho OEM

PW

Structures in WUI*

SW

Overall wildfire HUC's level**

HUCW

Seismic

Population

Idaho OEM

PS

Essential facilities

EFS

Ground acceleration subtotal percentage of watershed

GAS

Social vulnerability

Median housing value

ACS

MDHSEVAL

Hospitals per capita

HOSPTPC

Median gross rent

MDGRENT

Median age

MEDAGE

Per capita income

PERCAP

People per unit (average household size)

PPUNIT

Percent population under 5 years or 65 and over

QAGEDEP

Percent Asian

QASIAN

Percent Black or African American Alone

QBLACK

Percent unemployment for civilians in labor force 16 years and over

QCVLUN

Percent less than high school education for population over 25 years and older

QEDLESHI

Percent speaking English as a second language with limited proficiency

QESL

Percent employment in construction and extraction industry

QEXTRACT

Percent children living in married couple families

QFAM

Percent Female

QFEMALE

Percent female participation in labor force

QFEMLBR

Percent female headed households (out of unmarried-partner households)

QFHH

Percent Native American (American Indian and Alaska Native alone)

QINDIAN

Percent mobile homes

QMOHO

Percent housing units with no car

QNOAUTO

Percent population without health insurance

QNOHLTH

Percent population living in nursing facilities/skilled nursing facilities

QNRRES

Percent poverty

QPOVTY

Percent renters (percent out of total occupied housing units)

QRENTER

Percent households earning over $200,000 annually

QRICH

percent employment in service industry

QSERV

percent Hispanic

QSPANISH

Percent households receiving social security benefits

QSSBEN

Percent unoccupied housing units

QUNOCCHU

  1. Idaho OEM Idaho office of emergency management, ACS American community survey.
  2. *Wildland-urban interface.
  3. **Hydrologic units code.
  4. Within 25 miles of a fault.