Data

Source Plan

LifeAtlas USA pages should move from starter scaffolds to source-backed data before broad publication, especially for costs, benefits, deadlines, and eligibility guidance.

reference

211 California

California 2-1-1 resource navigation for local food, housing, utility, health, disaster, transportation, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Connects Alabama

Alabama 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Iowa

Iowa 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Maine

Maine 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Maryland

Maryland 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Mississippi Helpline

Mississippi 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 New York State

New York 2-1-1 resource navigation for local food, housing, utility, health, mental health, transportation, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 NH

New Hampshire 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

211 Wisconsin

Wisconsin 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Alabama benefits portal

Official Alabama benefits portal for SNAP, TANF, and related Alabama Department of Human Resources benefit workflows.

Source homepage

Checked: 2026-05-17

official

Alabama LIHEAP

Official Alabama energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Alabama tax agency

State tax administration context for Alabama cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Alaska 2-1-1

Alaska 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Alaska benefits portal

Official Alaska benefits portal for SNAP, Medicaid, Adult Public Assistance, Alaska Temporary Assistance, child care assistance, heating assistance, and related public assistance workflows.

Source homepage

Checked: 2026-05-17

official

Alaska Heating Assistance Program

Official Alaska energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Alaska tax agency

State tax administration context for Alaska cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Aloha United Way 211

Hawaii 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

Arizona 2-1-1

Arizona 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Arizona benefits portal

Official Arizona benefits portal for Nutrition Assistance, Medical Assistance, Cash Assistance, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Arizona LIHEAP

Official Arizona energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Arizona tax agency

State tax administration context for Arizona cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Arkansas 2-1-1

Arkansas 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Arkansas benefits portal

Official Arkansas benefits portal for Health Care, SNAP, Transitional Employment Assistance, and related Arkansas DHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Arkansas LIHEAP

Official Arkansas energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Arkansas tax agency

State tax administration context for Arkansas cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

BenefitsCal

California benefits portal for CalFresh, Medi-Cal, CalWORKs, General Assistance or General Relief, and case-management workflows.

Source homepage

Checked: 2026-05-17

official

BLS Consumer Expenditure Surveys selected area benchmarks 2023-24

BLS Consumer Expenditure Surveys selected-area and regional annual food-at-home and utilities/fuels/public-services benchmarks. Imported as monthly utilities and U.S.-indexed groceries estimates for California, Texas, and Florida priority city pages. Sacramento, Fresno, Austin, San Antonio, Orlando, and Jacksonville use regional benchmarks until closer official metro benchmarks are added.

Source homepage

Checked: 2026-05-18

official

Bureau of Labor Statistics

Wage, employment, CPI, and regional labor-market context.

Source homepage
official

California CDSS CalFresh

Official California Department of Social Services CalFresh page for food assistance, application options, and county support pathways.

Source homepage

Checked: 2026-05-17

official

California CSD LIHEAP

Official California Department of Community Services and Development LIHEAP page for energy bill assistance, crisis support, and weatherization.

Source homepage

Checked: 2026-05-17

official

California DHCS Medi-Cal

Official California Department of Health Care Services Medi-Cal overview and application-navigation resource.

Source homepage

Checked: 2026-05-17

official

California Franchise Tax Board

State tax administration context for California cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Colorado 2-1-1

Colorado 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Colorado benefits portal

Official Colorado benefits portal for SNAP, cash assistance, Medicaid screening, child care assistance, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Colorado LEAP

Official Colorado energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Colorado tax agency

State tax administration context for Colorado cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Connecticut 2-1-1

Connecticut 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Connecticut benefits portal

Official Connecticut benefits portal for SNAP, cash assistance, HUSKY Health, long-term services, and related Connecticut DSS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Connecticut Energy Assistance Program

Official Connecticut energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Connecticut tax agency

State tax administration context for Connecticut cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Delaware 211

Delaware 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Delaware benefits portal

Official Delaware benefits portal for Medicaid, food benefits, LIHEAP, cash assistance, child care, WIC, and related Delaware benefit workflows.

Source homepage

Checked: 2026-05-17

official

Delaware LIHEAP

Official Delaware energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Delaware tax agency

State tax administration context for Delaware cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

eCFR 24 CFR 91.5 housing cost burden definition

Federal housing cost burden definition. Used with Zillow ZORI monthly rent to calculate salary_needed at the 30 percent gross-income threshold.

Source homepage

Checked: 2026-05-18

reference

FirstLink 2-1-1 North Dakota

North Dakota 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

Florida 211

Statewide 2-1-1 resource navigation for local food, housing, utility, health, crisis, and disaster referrals.

Source homepage

Checked: 2026-05-16

official

Florida DCF MyACCESS

Official Florida MyACCESS information page for applying for and managing SNAP, TANF, and Medicaid assistance.

Source homepage

Checked: 2026-05-16

official

Florida DCF Public Assistance

Official Florida DCF entry point for food assistance, Medicaid, Temporary Cash Assistance, refugee assistance, and MyACCESS navigation.

Source homepage

Checked: 2026-05-16

official

Florida Department of Revenue Taxes

State tax administration context for Florida cost-of-living pages.

Source homepage

Checked: 2026-05-16

official

FloridaCommerce LIHEAP

Official FloridaCommerce LIHEAP page for cooling, heating, and crisis energy assistance through local providers.

Source homepage

Checked: 2026-05-16

reference

Georgia 211

Georgia 2-1-1 resource navigation through United Ways of Georgia for local food, housing, utility, health, transportation, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Georgia DCA Housing Choice Voucher

Official Georgia Department of Community Affairs Housing Choice Voucher page for rental assistance and applicant guidance.

Source homepage

Checked: 2026-05-17

official

Georgia Department of Revenue Taxes

State tax administration context for Georgia cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Georgia DFCS SNAP

Official Georgia Division of Family and Children Services SNAP page for food assistance and Gateway application routing.

Source homepage

Checked: 2026-05-17

official

Georgia Gateway

Official Georgia benefits portal entry point for SNAP, TANF, Medicaid, PeachCare for Kids, CAPS, WIC, and other assistance workflows.

Source homepage

Checked: 2026-05-17

official

Georgia Low Income Energy Assistance Program

Official Georgia Department of Human Services LIHEAP document page for energy bill assistance and local Community Action Agency routing.

Source homepage

Checked: 2026-05-17

official

Georgia Medicaid How to Apply

Official Georgia Medicaid application and eligibility-routing resource.

Source homepage

Checked: 2026-05-17

official

Hawaii benefits portal

Official Hawaii benefits portal for SNAP, financial assistance, document upload, renewal, and related Hawaii DHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Hawaii Home Energy Assistance Program

Official Hawaii energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Hawaii tax agency

State tax administration context for Hawaii cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

HUD Alabama Housing Resources

Official HUD Alabama resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Alaska Housing Resources

Official HUD Alaska resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Arizona Housing Resources

Official HUD Arizona resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Arkansas Housing Resources

Official HUD Arkansas resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD California Housing Resources

Official HUD California resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Colorado Housing Resources

Official HUD Colorado resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Connecticut Housing Resources

Official HUD Connecticut resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Delaware Housing Resources

Official HUD Delaware resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Fair Market Rents

Rent benchmarks and affordability context by metro, county, and bedroom count.

Source homepage
official

HUD Fair Market Rents city expansion reference

Official rent benchmark documentation to use when replacing starter rent estimates with sourced metro, county, and small-area rows.

Source homepage

Checked: 2026-05-17

official

HUD Florida Housing Resources

Official HUD Florida resource page for housing counselors, public housing authorities, vouchers, and rental assistance context.

Source homepage

Checked: 2026-05-16

official

HUD FY 2026 Fair Market Rents

Rent benchmark documentation for metro and small-area housing affordability checks.

Source homepage

Checked: 2026-05-17

official

HUD Georgia Housing Resources

Official HUD Georgia resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Hawaii Housing Resources

Official HUD Hawaii resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Idaho Housing Resources

Official HUD Idaho resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Illinois Housing Resources

Official HUD Illinois resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Indiana Housing Resources

Official HUD Indiana resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Iowa Housing Resources

Official HUD Iowa resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Kansas Housing Resources

Official HUD Kansas resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Kentucky Housing Resources

Official HUD Kentucky resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Louisiana Housing Resources

Official HUD Louisiana resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Maine Housing Resources

Official HUD Maine resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Maryland Housing Resources

Official HUD Maryland resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Massachusetts Housing Resources

Official HUD Massachusetts resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Michigan Housing Resources

Official HUD Michigan resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Minnesota Housing Resources

Official HUD Minnesota resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Mississippi Housing Resources

Official HUD Mississippi resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Missouri Housing Resources

Official HUD Missouri resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Montana Housing Resources

Official HUD Montana resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Nebraska Housing Resources

Official HUD Nebraska resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Nevada Housing Resources

Official HUD Nevada resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD New Hampshire Housing Resources

Official HUD New Hampshire resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD New Jersey Housing Resources

Official HUD New Jersey resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD New Mexico Housing Resources

Official HUD New Mexico resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD New York Housing Resources

Official HUD New York resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD North Carolina Housing Resources

Official HUD North Carolina resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD North Dakota Housing Resources

Official HUD North Dakota resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Ohio Housing Resources

Official HUD Ohio resource page for public housing authorities, vouchers, housing counseling, homelessness, rent relief, and local housing navigation.

Source homepage

Checked: 2026-05-16

official

HUD Oklahoma Housing Resources

Official HUD Oklahoma resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Oregon Housing Resources

Official HUD Oregon resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Pennsylvania Housing Resources

Official HUD Pennsylvania resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Rhode Island Housing Resources

Official HUD Rhode Island resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD South Carolina Housing Resources

Official HUD South Carolina resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD South Dakota Housing Resources

Official HUD South Dakota resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Tennessee Housing Resources

Official HUD Tennessee resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Utah Housing Resources

Official HUD Utah resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Vermont Housing Resources

Official HUD Vermont resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Virginia Housing Resources

Official HUD Virginia resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Washington Housing Resources

Official HUD Washington resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD West Virginia Housing Resources

Official HUD West Virginia resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Wisconsin Housing Resources

Official HUD Wisconsin resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

official

HUD Wyoming Housing Resources

Official HUD Wyoming resource page for public housing authorities, vouchers, housing counseling, homelessness contacts, and rental help context.

Source homepage

Checked: 2026-05-17

reference

Idaho 2-1-1

Idaho 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Idaho benefits portal

Official Idaho benefits portal for Medicaid, food assistance, cash assistance, child care assistance, and related Idaho benefit workflows.

Source homepage

Checked: 2026-05-17

official

Idaho LIHEAP

Official Idaho energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Idaho tax agency

State tax administration context for Idaho cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Illinois 2-1-1

Illinois 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Illinois benefits portal

Official Illinois benefits portal for SNAP, cash assistance, medical assistance, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Illinois tax agency

State tax administration context for Illinois cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Illinois Utility Bill Assistance

Official Illinois energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

reference

Indiana 2-1-1

Indiana 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Indiana benefits portal

Official Indiana benefits portal for SNAP, TANF, Medicaid, child care, and related Indiana Family and Social Services Administration workflows.

Source homepage

Checked: 2026-05-17

official

Indiana Energy Assistance Program

Official Indiana energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Indiana tax agency

State tax administration context for Indiana cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Iowa benefits portal

Official Iowa benefits portal for Medicaid, SNAP, FIP, child care assistance, LIHEAP, rent reimbursement, and related Iowa benefit workflows.

Source homepage

Checked: 2026-05-17

official

Iowa LIHEAP

Official Iowa energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Iowa tax agency

State tax administration context for Iowa cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Kansas 2-1-1

Kansas 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Kansas benefits portal

Official Kansas benefits portal for SNAP, TANF, child care assistance, and related Kansas DCF benefit workflows.

Source homepage

Checked: 2026-05-17

official

Kansas Energy Assistance

Official Kansas energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Kansas tax agency

State tax administration context for Kansas cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Kentucky 211

Kentucky 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Kentucky benefits portal

Official Kentucky benefits portal for Medicaid, SNAP, KTAP, child care, KI-HIPP, and related Kentucky benefit workflows.

Source homepage

Checked: 2026-05-17

official

Kentucky LIHEAP

Official Kentucky energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Kentucky tax agency

State tax administration context for Kentucky cost-of-living pages.

Source homepage

Checked: 2026-05-17

internal

LifeAtlas expanded starter city scaffold

Internal starter import used to create broad state and city route coverage. Values are directional placeholders and must be replaced with metric-level sourced data before source-ready promotion.

Checked: 2026-05-17

internal

LifeAtlas starter scaffold

Placeholder product data used to build routes, layouts, and internal linking. Replace with sourced market data before broad publication.

internal

LifeAtlas supplemental large city scaffold 2026-05

Internal supplemental starter import adding five additional city routes per state. Values are directional placeholders derived from existing state starter profiles and must be replaced with metric-level sourced data before source-ready promotion.

Checked: 2026-05-18

reference

Louisiana 2-1-1

Louisiana 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Louisiana benefits portal

Official Louisiana benefits portal for SNAP, FITAP, KCSP, child support, and related Louisiana DCFS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Louisiana Energy Assistance

Official Louisiana energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Louisiana tax agency

State tax administration context for Louisiana cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Maine benefits portal

Official Maine benefits portal for SNAP, TANF, MaineCare, emergency assistance, child care, and related Maine DHHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Maine LIHEAP

Official Maine energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Maine tax agency

State tax administration context for Maine cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Maryland benefits portal

Official Maryland benefits portal for SNAP, cash assistance, medical assistance, energy assistance, and related Maryland benefit workflows.

Source homepage

Checked: 2026-05-17

official

Maryland Office of Home Energy Programs

Official Maryland energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Maryland tax agency

State tax administration context for Maryland cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Massachusetts 2-1-1

Massachusetts 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Massachusetts benefits portal

Official Massachusetts benefits portal for SNAP, cash assistance, case notices, recertification, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Massachusetts Home Energy Assistance

Official Massachusetts energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Massachusetts tax agency

State tax administration context for Massachusetts cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Michigan 2-1-1

Michigan 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Michigan benefits portal

Official Michigan benefits portal for food assistance, medical assistance, cash assistance, child care assistance, emergency relief, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Michigan Energy Assistance

Official Michigan energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Michigan tax agency

State tax administration context for Michigan cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Minnesota 2-1-1

Minnesota 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Minnesota benefits portal

Official Minnesota benefits portal for SNAP, cash assistance, child care assistance, emergency assistance, housing support screening, and related Minnesota benefit workflows.

Source homepage

Checked: 2026-05-17

official

Minnesota Energy Assistance Program

Official Minnesota energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Minnesota tax agency

State tax administration context for Minnesota cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Mississippi benefits portal

Official Mississippi benefits portal for SNAP, TANF, LIHEAP, Medicaid routing, and related Mississippi common web portal workflows.

Source homepage

Checked: 2026-05-17

official

Mississippi LIHEAP

Official Mississippi energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Mississippi tax agency

State tax administration context for Mississippi cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Missouri 2-1-1

Missouri 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Missouri benefits portal

Official Missouri benefits portal for SNAP, MO HealthNet, Temporary Assistance, energy assistance, and related Missouri Family Support Division workflows.

Source homepage

Checked: 2026-05-17

official

Missouri Energy Assistance

Official Missouri energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Missouri tax agency

State tax administration context for Missouri cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Montana 2-1-1

Montana 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Montana benefits portal

Official Montana benefits portal for SNAP, TANF, LIHEAP, Medicaid, Healthy Montana Kids, and related Montana DPHHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Montana LIHEAP

Official Montana energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Montana tax agency

State tax administration context for Montana cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

NC 211

North Carolina 2-1-1 resource navigation for local food, housing, utility, health, mental health, transportation, disaster, and crisis referrals.

Source homepage

Checked: 2026-05-17

reference

Nebraska 2-1-1

Nebraska 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Nebraska benefits portal

Official Nebraska benefits portal for Medicaid, SNAP, Aid to Dependent Children, child care subsidy, LIHEAP, and related Nebraska DHHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Nebraska LIHEAP

Official Nebraska energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Nebraska tax agency

State tax administration context for Nebraska cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Nevada 211

Nevada 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Nevada benefits portal

Official Nevada benefits portal for SNAP, Medicaid, TANF, child care, energy assistance, and related Nevada benefit workflows.

Source homepage

Checked: 2026-05-17

official

Nevada Energy Assistance Program

Official Nevada energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Nevada tax agency

State tax administration context for Nevada cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

New Hampshire benefits portal

Official New Hampshire benefits portal for cash assistance, Medicaid, SNAP, child care, Medicare beneficiary assistance, long-term care assistance, and related New Hampshire DHHS workflows.

Source homepage

Checked: 2026-05-17

official

New Hampshire Fuel Assistance Program

Official New Hampshire energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

New Hampshire tax agency

State tax administration context for New Hampshire cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

New Jersey 2-1-1

New Jersey 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

New Jersey benefits portal

Official New Jersey benefits portal for SNAP, cash assistance, health insurance assistance, utility help, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

New Jersey LIHEAP

Official New Jersey energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

New Jersey tax agency

State tax administration context for New Jersey cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

New Mexico 2-1-1

New Mexico 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

New Mexico benefits portal

Official New Mexico benefits portal for SNAP, Medicaid, LIHEAP, cash assistance, child support, and related New Mexico benefit workflows.

Source homepage

Checked: 2026-05-17

official

New Mexico LIHEAP

Official New Mexico energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

New Mexico tax agency

State tax administration context for New Mexico cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

New York Department of Taxation and Finance

State tax administration context for New York cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

New York HCR Affordable Housing

Official New York State Homes and Community Renewal affordable housing search and lottery navigation resource.

Source homepage

Checked: 2026-05-17

official

New York Medicaid

Official New York State Medicaid overview and application-routing resource.

Source homepage

Checked: 2026-05-17

official

New York myBenefits

Official New York benefits portal for SNAP, public assistance, HEAP, child care assistance, health insurance screening, and account workflows.

Source homepage

Checked: 2026-05-17

official

New York OTDA HEAP

Official New York Office of Temporary and Disability Assistance HEAP page for heating, emergency, repair, and cooling assistance.

Source homepage

Checked: 2026-05-17

official

New York SNAP

Official New York State SNAP application and eligibility page for food assistance.

Source homepage

Checked: 2026-05-17

official

North Carolina Department of Revenue

State tax administration context for North Carolina cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

North Carolina Energy Assistance

Official NCDHHS energy assistance page for Low Income Energy Assistance, Crisis Intervention, weatherization, and related utility help.

Source homepage

Checked: 2026-05-17

official

North Carolina ePASS

Official North Carolina benefits portal for applying for and managing food, medical, cash, energy, and other assistance workflows.

Source homepage

Checked: 2026-05-17

official

North Carolina Food and Nutrition Services

Official North Carolina Department of Health and Human Services Food and Nutrition Services page for SNAP food assistance.

Source homepage

Checked: 2026-05-17

official

North Carolina Medicaid

Official North Carolina Medicaid application and enrollment-routing resource.

Source homepage

Checked: 2026-05-17

official

North Dakota benefits portal

Official North Dakota benefits portal for SNAP, Medicaid, LIHEAP, child care assistance, TANF, and related North Dakota HHS self-service portal workflows.

Source homepage

Checked: 2026-05-17

official

North Dakota LIHEAP

Official North Dakota energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

North Dakota tax agency

State tax administration context for North Dakota cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Ohio 211

Ohio 2-1-1 resource navigation for food, shelter, childcare, utility assistance, healthcare, mental health, disaster, employment, and other local referrals.

Source homepage

Checked: 2026-05-16

official

Ohio Benefits Self-Service Portal

Official Ohio Benefits self-service portal help for applying for and managing food, cash, medical, and childcare assistance.

Source homepage

Checked: 2026-05-16

official

Ohio Consumers' Counsel HEAP and Winter Crisis Program

Official Ohio utility assistance context for HEAP, crisis programs, documentation, and energyhelp.ohio.gov application routing.

Source homepage

Checked: 2026-05-16

official

Ohio Department of Taxation The Finder

Official Ohio Department of Taxation municipal tax lookup context for Ohio cost-of-living pages.

Source homepage

Checked: 2026-05-16

reference

Oklahoma 2-1-1

Oklahoma 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Oklahoma benefits portal

Official Oklahoma benefits portal for SNAP, medical assistance routing, child care, cash assistance, LIHEAP, and related Oklahoma Human Services benefit workflows.

Source homepage

Checked: 2026-05-17

official

Oklahoma LIHEAP

Official Oklahoma energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Oklahoma tax agency

State tax administration context for Oklahoma cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Oregon 211info

Oregon 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Oregon benefits portal

Official Oregon benefits portal for medical, food, cash, child care, domestic violence assistance, and related Oregon benefit workflows.

Source homepage

Checked: 2026-05-17

official

Oregon Energy Assistance

Official Oregon energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Oregon tax agency

State tax administration context for Oregon cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Pennsylvania 2-1-1

Pennsylvania 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Pennsylvania benefits portal

Official Pennsylvania benefits portal for SNAP, Medical Assistance, cash assistance, LIHEAP, child care, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Pennsylvania LIHEAP

Official Pennsylvania energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Pennsylvania tax agency

State tax administration context for Pennsylvania cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Rhode Island 2-1-1

Rhode Island 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Rhode Island benefits portal

Official Rhode Island benefits portal for SNAP, RI Works, child care assistance, Medicaid routing, General Public Assistance, and related Rhode Island DHS benefit workflows.

Source homepage

Checked: 2026-05-17

official

Rhode Island LIHEAP

Official Rhode Island energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Rhode Island tax agency

State tax administration context for Rhode Island cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

South Carolina 2-1-1

South Carolina 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

South Carolina benefits portal

Official South Carolina benefits portal for SNAP, TANF, child care financial assistance, benefit inquiry, and related South Carolina DSS workflows.

Source homepage

Checked: 2026-05-17

official

South Carolina LIHEAP

Official South Carolina energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

South Carolina tax agency

State tax administration context for South Carolina cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

South Dakota 2-1-1 Helpline Center

South Dakota 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

South Dakota benefits portal

Official South Dakota benefits portal for SNAP, TANF, child care assistance, Medicaid routing, energy assistance, and related South Dakota DSS benefit workflows.

Source homepage

Checked: 2026-05-17

official

South Dakota Energy and Weatherization Assistance

Official South Dakota energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

South Dakota tax agency

State tax administration context for South Dakota cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

TDHCA Help for Texans

Official Texas housing, rent, utility, weatherization, and local provider lookup resource.

Source homepage

Checked: 2026-05-16

reference

Tennessee 2-1-1

Tennessee 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Tennessee benefits portal

Official Tennessee benefits portal for SNAP, Families First, child care assistance, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Tennessee Energy Assistance

Official Tennessee energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Tennessee tax agency

State tax administration context for Tennessee cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Texas Comptroller Taxes

State tax administration context for Texas cost-of-living pages.

Source homepage

Checked: 2026-05-16

official

Texas Health Services and Your Texas Benefits

Official Texas entry point for SNAP, WIC, Medicaid, CHIP, TANF, and health-service navigation.

Source homepage

Checked: 2026-05-16

official

U.S. Census Bureau ACS

Population, household, income, commute, and housing context for state and city pages.

Source homepage
official

U.S. Census QuickFacts city and state lookup

Official city and state lookup entry point for population, housing, income, and household context during later source review.

Source homepage

Checked: 2026-05-17

official

U.S. Census QuickFacts supplemental city lookup

Official city and state lookup entry point for later source review of supplemental city route coverage.

Source homepage

Checked: 2026-05-18

official

U.S. Census QuickFacts: California major launch cities

Population, housing, income, and household context for the California launch cluster.

Source homepage

Checked: 2026-05-17

official

U.S. Census QuickFacts: Florida, Miami, and Tampa

Population, housing, income, and household context for the Florida launch cluster.

Source homepage

Checked: 2026-05-16

official

U.S. Census QuickFacts: Georgia major launch cities

Population, housing, income, and household context for the Georgia launch cluster.

Source homepage

Checked: 2026-05-17

official

U.S. Census QuickFacts: New York major launch cities

Population, housing, income, and household context for the New York launch cluster.

Source homepage

Checked: 2026-05-17

official

U.S. Census QuickFacts: North Carolina major launch cities

Population, housing, income, and household context for the North Carolina launch cluster.

Source homepage

Checked: 2026-05-17

official

U.S. Census QuickFacts: Ohio, Columbus, and Cleveland

Population, housing, income, and household context for the Ohio launch cluster.

Source homepage

Checked: 2026-05-16

official

U.S. Census QuickFacts: Texas, Austin, and San Antonio

Population, housing, income, and household context for the Texas launch cluster.

Source homepage

Checked: 2026-05-16

official

USDA Food Plans

Food budget benchmarks for grocery and household-cost estimates.

Source homepage
reference

Utah 2-1-1

Utah 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Utah benefits portal

Official Utah benefits portal for SNAP, medical assistance, financial assistance, child care assistance, and related Utah Workforce Services benefit workflows.

Source homepage

Checked: 2026-05-17

official

Utah HEAT Program

Official Utah energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Utah tax agency

State tax administration context for Utah cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Vermont 2-1-1

Vermont 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Vermont benefits portal

Official Vermont benefits portal for 3SquaresVT, Fuel Assistance, Reach Up, Essential Person, and related Vermont Department for Children and Families benefit workflows.

Source homepage

Checked: 2026-05-17

official

Vermont Fuel Assistance

Official Vermont energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Vermont tax agency

State tax administration context for Vermont cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Virginia 2-1-1

Virginia 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Virginia benefits portal

Official Virginia benefits portal for SNAP, TANF, medical assistance, energy assistance, child care, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Virginia Energy Assistance

Official Virginia energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Virginia tax agency

State tax administration context for Virginia cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Washington 2-1-1

Washington 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Washington benefits portal

Official Washington benefits portal for Basic Food, cash assistance, child care, medical assistance screening, and related state benefit workflows.

Source homepage

Checked: 2026-05-17

official

Washington LIHEAP

Official Washington energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Washington tax agency

State tax administration context for Washington cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

West Virginia 2-1-1

West Virginia 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

West Virginia benefits portal

Official West Virginia benefits portal for SNAP, Medicaid, WV WORKS, child care assistance, LIEAP, and related West Virginia Department of Human Services benefit workflows.

Source homepage

Checked: 2026-05-17

official

West Virginia LIEAP

Official West Virginia energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

West Virginia tax agency

State tax administration context for West Virginia cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Wisconsin benefits portal

Official Wisconsin benefits portal for FoodShare, Medicaid, BadgerCare Plus, child care, Wisconsin Works, and related Wisconsin benefit workflows.

Source homepage

Checked: 2026-05-17

official

Wisconsin Home Energy Assistance Program

Official Wisconsin energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Wisconsin tax agency

State tax administration context for Wisconsin cost-of-living pages.

Source homepage

Checked: 2026-05-17

reference

Wyoming 2-1-1

Wyoming 2-1-1 resource navigation for local food, housing, utility, health, transportation, disaster, legal, and crisis referrals.

Source homepage

Checked: 2026-05-17

official

Wyoming benefits portal

Official Wyoming benefits portal for SNAP, POWER cash assistance, child care assistance, LIEAP, and related Wyoming Department of Family Services assistance workflows.

Source homepage

Checked: 2026-05-17

official

Wyoming LIEAP

Official Wyoming energy assistance page for utility bill help, crisis support, and related local intake rules.

Source homepage

Checked: 2026-05-17

official

Wyoming tax agency

State tax administration context for Wyoming cost-of-living pages.

Source homepage

Checked: 2026-05-17

official

Your Texas Benefits

State benefits application and account portal used by Texas households.

Source homepage

Checked: 2026-05-16

reference

Zillow Research city ZHVI and ZORI April 2026

Zillow Research city-level ZHVI and ZORI CSV metrics through 2026-04-30. Imported as the definitive housing-cost source for city pages where available.

Source homepage

Checked: 2026-05-18

official

Zillow Research city ZHVI and ZORI supplemental April 2026

Zillow Research city-level April 2026 ZHVI and ZORI downloads used to double-check all 656 LifeAtlas city profiles and add source rows for expanded city profiles not covered by the base Zillow import. Blank or zero Zillow cells were treated as unavailable.

Source homepage

Checked: 2026-05-18