U.S. bi-national and heritage community · eligible high reliability

U.S.–Lebanon community

A country-specific aggregate research profile. It does not identify dual citizens and should not be treated as a description of every person.

What this record observesForeign birth: true · reported ancestry: false · citizenship status available: true · confirmed dual citizenship: false.

Community at a glance

Observed country-of-birth population153,379Margin of error ± 5,178

Foreign-born estimate140,762Margin of error ± 4,757

Unweighted sample6,702Reliability: high

Citizenship compositionNaturalized Us Citizen 73.1% · Not Us Citizen 18.7%Status in the aggregate cohort, not loyalty or civic commitment

Ancestry-linked estimateNot availableCrosswalk remains under governance review

Leading statesCalifornia, Michigan, TexasPresence, not demographic resemblance

Leading metrosNot availableNo research PUMA-to-metro allocation

Source period2020–2024ACS 5-year PUMS

Where this community lives

State count and share view. Location quotient and state-relative fields are available in the underlying state-profile asset.

California/CA

36,142 · 23.6%

Michigan/MI

28,993 · 18.9%

Texas/TX

10,580 · 6.9%

Florida/FL

9,932 · 6.5%

New York/NY

8,937 · 5.8%

Massachusetts/MA

8,892 · 5.8%

Virginia/VA

6,289 · 4.1%

New Jersey/NJ

4,873 · 3.2%

Illinois/IL

4,152 · 2.7%

Ohio/OH

3,839 · 2.5%

Accessible state presence table
State	Estimate	Share of community	Location quotient	Reliability
California/CA	36,142	23.6%	2.008804	high
Michigan/MI	28,993	18.9%	6.282139	high
Texas/TX	10,580	6.9%	0.765286	high
Florida/FL	9,932	6.5%	0.96751	moderate
New York/NY	8,937	5.8%	0.98301	moderate
Massachusetts/MA	8,892	5.8%	2.756481	moderate
Virginia/VA	6,289	4.1%	1.577549	moderate
New Jersey/NJ	4,873	3.2%	1.138809	moderate
Illinois/IL	4,152	2.7%	0.714184	limited
Ohio/OH	3,839	2.5%	0.7098	moderate

Metropolitan profiles are withheld in this run because PUMS does not identify metropolitan areas and no research PUMA-to-metro allocation was authorized.

Race, ethnicity, and ancestry

Race, Hispanic or Latino origin, ancestry, country of birth, citizenship, and language remain separate concepts. These are aggregate estimates.

Race distribution

Aian AloneSuppressed

Unweighted sample 2; public estimate withheld.

Asian AloneSuppressed

Unweighted sample 12; public estimate withheld.

Black AloneSuppressed

Unweighted sample 9; public estimate withheld.

Some Other Race Alone0.8%

Estimate 1,242 ± 569; unweighted sample 36.

Two Or More Races2.2%

Estimate 3,305 ± 678; unweighted sample 142.

White Alone96.7%

Estimate 148,279 ± 5,043; unweighted sample 6501.

Other Or Suppressed0.4%

Estimate 553 ± Not enough reliable data; unweighted sample 23.

Aggregate estimates; reliability: high.

Hispanic or Latino origin

Hispanic Or Latino1.3%

Estimate 1,973 ± 739; unweighted sample 41.

Not Hispanic Or Latino98.7%

Estimate 151,406 ± 5,119; unweighted sample 6661.

Aggregate estimates; reliability: high.

Ancestry composition is not published because the available country crosswalk is pending research deterministic validation. Hispanic or Latino origin is not treated as race.

Age, households, and economic structure

Age

18 To 3414.1%

Estimate 21,639 ± 2,097; unweighted sample 797.

35 To 4924.5%

Estimate 37,597 ± 2,431; unweighted sample 1496.

50 To 6434.8%

Estimate 53,331 ± 2,594; unweighted sample 2387.

65 And Over22.3%

Estimate 34,173 ± 1,995; unweighted sample 1753.

Under 184.3%

Estimate 6,639 ± 1,126; unweighted sample 269.

Aggregate estimates; reliability: high.

Sex as reported by the source

Female46.7%

Estimate 71,665 ± 3,086; unweighted sample 3111.

Male53.3%

Estimate 81,714 ± 3,197; unweighted sample 3591.

Aggregate estimates; reliability: high.

Nativity and citizenship

Born Abroad Of Us Parent8.2%

Estimate 12,617 ± 1,519; unweighted sample 572.

Naturalized Us Citizen73.1%

Estimate 112,117 ± 3,982; unweighted sample 5004.

Not Us Citizen18.7%

Estimate 28,645 ± 2,416; unweighted sample 1126.

Aggregate estimates; reliability: high.

Period of entry

2010 To 201919.4%

Estimate 29,704 ± 2,673; unweighted sample 1155.

2020 Or Later6.2%

Estimate 9,532 ± 1,339; unweighted sample 419.

Before 201074.4%

Estimate 114,143 ± 3,909; unweighted sample 5128.

Aggregate estimates; reliability: high.

Age at migration

18 To 3444.7%

Estimate 68,620 ± 3,091; unweighted sample 3081.

35 To 4912.3%

Estimate 18,941 ± 1,436; unweighted sample 833.

50 And Over5.5%

Estimate 8,448 ± 1,112; unweighted sample 368.

Under 1837.4%

Estimate 57,370 ± 2,693; unweighted sample 2420.

Aggregate estimates; reliability: high.

Language and English proficiency

English Only16.8%

Estimate 25,491 ± 2,088; unweighted sample 1244.

Not At All2.5%

Estimate 3,756 ± 732; unweighted sample 115.

Not Well8.6%

Estimate 13,060 ± 1,395; unweighted sample 437.

Very Well55.3%

Estimate 84,220 ± 3,293; unweighted sample 3765.

Well16.8%

Estimate 25,634 ± 1,986; unweighted sample 1101.

Aggregate estimates; reliability: high.

Household size

Five Or More People17.8%

Estimate 18,562 ± 1,421; unweighted sample 762.

One Person16.8%

Estimate 17,507 ± 1,371; unweighted sample 727.

Three Or Four People36.0%

Estimate 37,552 ± 1,952; unweighted sample 1653.

Two People29.4%

Estimate 30,709 ± 1,666; unweighted sample 1472.

Aggregate estimates; reliability: high.

Household type

Family Household78.9%

Estimate 82,307 ± 2,867; unweighted sample 3695.

Nonfamily Household21.1%

Estimate 22,023 ± 1,557; unweighted sample 919.

Aggregate estimates; reliability: high.

Multigenerational household

Multigenerational5.8%

Estimate 6,079 ± 896; unweighted sample 248.

Not Multigenerational94.2%

Estimate 98,251 ± 2,920; unweighted sample 4366.

Aggregate estimates; reliability: high.

Households with children

Children Present33.3%

Estimate 34,736 ± 1,863; unweighted sample 1389.

No Children Present66.7%

Estimate 69,594 ± 2,699; unweighted sample 3225.

Aggregate estimates; reliability: high.

Education

Bachelors24.5%

Estimate 34,331 ± 2,202; unweighted sample 1497.

Graduate Or Professional23.5%

Estimate 32,939 ± 1,782; unweighted sample 1610.

High School Or Equivalent18.0%

Estimate 25,183 ± 2,168; unweighted sample 995.

Less Than High School12.5%

Estimate 17,529 ± 1,207; unweighted sample 783.

Some College Or Associate21.4%

Estimate 30,005 ± 1,639; unweighted sample 1274.

Aggregate estimates; reliability: high.

Employment

Armed ForcesSuppressed

Unweighted sample 7; public estimate withheld.

Employed59.5%

Estimate 87,976 ± 3,479; unweighted sample 3781.

Not In Labor Force36.0%

Estimate 53,130 ± 2,658; unweighted sample 2464.

Unemployed4.5%

Estimate 6,578 ± 1,016; unweighted sample 224.

Aggregate estimates; reliability: limited.

Occupation

Management Business Science Arts52.7%

Estimate 56,682 ± 2,616; unweighted sample 2608.

Military SpecificSuppressed

Unweighted sample 5; public estimate withheld.

Natural Resources Construction Maintenance4.8%

Estimate 5,203 ± 856; unweighted sample 208.

Production Transportation Material Moving9.2%

Estimate 9,871 ± 1,182; unweighted sample 405.

Sales And Office23.0%

Estimate 24,731 ± 1,506; unweighted sample 1003.

Service10.3%

Estimate 11,047 ± 1,177; unweighted sample 445.

Aggregate estimates; reliability: limited.

Industry

Agriculture Forestry Fishing MiningSuppressed

Unweighted sample 11; public estimate withheld.

Arts Entertainment Hospitality6.8%

Estimate 7,222 ± 960; unweighted sample 310.

Construction4.7%

Estimate 5,040 ± 793; unweighted sample 219.

Education Health Social Services23.3%

Estimate 24,730 ± 1,767; unweighted sample 1124.

Finance Insurance Real Estate6.9%

Estimate 7,334 ± 813; unweighted sample 336.

Information1.7%

Estimate 1,808 ± 389; unweighted sample 86.

Manufacturing8.3%

Estimate 8,862 ± 906; unweighted sample 410.

MilitarySuppressed

Unweighted sample 7; public estimate withheld.

Other Services5.8%

Estimate 6,147 ± 799; unweighted sample 262.

Professional Administrative14.8%

Estimate 15,709 ± 1,505; unweighted sample 690.

Public Administration3.9%

Estimate 4,182 ± 650; unweighted sample 179.

Retail Trade16.4%

Estimate 17,400 ± 1,818; unweighted sample 656.

Transportation Utilities4.9%

Estimate 5,203 ± 668; unweighted sample 213.

Wholesale Trade2.3%

Estimate 2,444 ± 633; unweighted sample 112.

Aggregate estimates; reliability: limited.

Personal income

100000 Or More22.9%

Estimate 34,015 ± 1,661; unweighted sample 1627.

1 To 2499927.1%

Estimate 40,237 ± 2,449; unweighted sample 1718.

25000 To 4999915.5%

Estimate 23,027 ± 1,621; unweighted sample 1017.

50000 To 9999918.7%

Estimate 27,714 ± 1,725; unweighted sample 1193.

Zero Or Negative15.8%

Estimate 23,501 ± 1,652; unweighted sample 947.

Aggregate estimates; reliability: high.

Poverty

100 To 199 Percent14.0%

Estimate 21,199 ± 1,931; unweighted sample 813.

200 To 399 Percent23.9%

Estimate 36,344 ± 2,747; unweighted sample 1514.

400 Percent Or More48.3%

Estimate 73,426 ± 3,004; unweighted sample 3415.

Below 100 Percent13.8%

Estimate 20,974 ± 1,987; unweighted sample 820.

Aggregate estimates; reliability: high.

Health insurance

Covered94.1%

Estimate 144,310 ± 4,979; unweighted sample 6354.

Not Covered5.9%

Estimate 9,069 ± 1,141; unweighted sample 348.

Aggregate estimates; reliability: high.

Disability

With Disability13.6%

Estimate 20,873 ± 1,692; unweighted sample 972.

Without Disability86.4%

Estimate 132,506 ± 4,793; unweighted sample 5730.

Aggregate estimates; reliability: high.

Housing tenure

Occupied Without Cash Rent1.3%

Estimate 1,407 ± 336; unweighted sample 64.

Owned Free And Clear27.2%

Estimate 28,372 ± 1,554; unweighted sample 1419.

Owned With Mortgage43.4%

Estimate 45,320 ± 2,313; unweighted sample 2076.

Rented28.0%

Estimate 29,231 ± 1,745; unweighted sample 1055.

Aggregate estimates; reliability: high.

Housing-cost burden

30 To 49 Percent24.7%

Estimate 6,979 ± 945; unweighted sample 244.

50 Percent Or More30.6%

Estimate 8,660 ± 1,027; unweighted sample 317.

Under 30 Percent44.7%

Estimate 12,634 ± 1,242; unweighted sample 465.

Aggregate estimates; reliability: high.

Residential tenure length

Established Residence41.6%

Estimate 43,378 ± 1,934; unweighted sample 2127.

Mid Term Residence39.1%

Estimate 40,788 ± 2,141; unweighted sample 1699.

Recent Move19.3%

Estimate 20,164 ± 1,528; unweighted sample 788.

Aggregate estimates; reliability: high.

Residential mobility

Arrived From Outside Us1.9%

Estimate 2,887 ± 606; unweighted sample 143.

Different House In Us8.2%

Estimate 12,609 ± 1,173; unweighted sample 535.

Same House89.9%

Estimate 137,746 ± 4,866; unweighted sample 6018.

Aggregate estimates; reliability: high.

How this community differs across states

Highest community presence

California/CA — 36,142
Michigan/MI — 28,993
Texas/TX — 10,580
Florida/FL — 9,932
New York/NY — 8,937
Massachusetts/MA — 8,892
Virginia/VA — 6,289
New Jersey/NJ — 4,873
Illinois/IL — 4,152
Ohio/OH — 3,839

Highest location quotient

Michigan/MI — 6.28
Massachusetts/MA — 2.76
California/CA — 2.01
District of Columbia/DC — 1.79
Virginia/VA — 1.58
New Hampshire/NH — 1.37
New Jersey/NJ — 1.14
New York/NY — 0.98
Florida/FL — 0.97
Connecticut/CT — 0.87

Closest surrounding demographic contexts

Vermont/VT — 95.0%
Montana/MT — 91.7%
North Dakota/ND — 91.5%
New Hampshire/NH — 87.2%
Maine/ME — 87.1%
Rhode Island/RI — 87.1%
Iowa/IA — 85.4%
Minnesota/MN — 85.4%
Massachusetts/MA — 85.1%
Pennsylvania/PA — 85.1%

Highest presence and closest surrounding context answer different questions and are never substituted for one another.

How this community compares with the United States

State-context comparisons use the same source period and composition schema. National community averages should not be treated as characteristics of any person.

The U.S.–Lebanon community contains materially different racial, ethnic, generational, linguistic, geographic, household, and socioeconomic profiles. National averages should not be treated as characteristics of every person.

Closest demographic peers

Peer rankings use population and settlement, migration, race and ethnicity, age and household, education and economic structure, language, and housing as separately disclosed dimensions.

Closest demographic peer 1

U.S.–Egypt community

92.1% balanced demographic structural similarity · high reliability.

With race and ethnicity: 92.1% · without: 91.0% · rank change: 2.

Strongest similarities: Race and ethnicity (ancestry unavailable), Language, Age and household

Largest differences: Population and settlement, Migration, nativity, and generation, Housing and mobility

View dimension scores

Age and household: 96.0%
Education, work, and income: 94.2%
Housing and mobility: 94.0%
Language: 96.3%
Migration, nativity, and generation: 93.6%
Population and settlement: 83.4%
Race and ethnicity (ancestry unavailable): 96.5%
Population scale: 93.1%
Settlement concentration: 96.1%
State footprint: 60.9%

Population scale, settlement concentration, and state footprint remain separately reported components.

Closest demographic peer 2

U.S.–Israel community

91.9% balanced demographic structural similarity · high reliability.

With race and ethnicity: 91.9% · without: 90.3% · rank change: 6.

Strongest similarities: Race and ethnicity (ancestry unavailable), Housing and mobility, Age and household

Largest differences: Language, Population and settlement, Migration, nativity, and generation

View dimension scores

Age and household: 95.0%
Education, work, and income: 94.5%
Housing and mobility: 95.0%
Language: 83.3%
Migration, nativity, and generation: 90.1%
Population and settlement: 85.4%
Race and ethnicity (ancestry unavailable): 98.4%
Population scale: 98.1%
Settlement concentration: 96.6%
State footprint: 61.5%

Population scale, settlement concentration, and state footprint remain separately reported components.

Closest demographic peer 3

U.S.–Ireland community

91.9% balanced demographic structural similarity · high reliability.

With race and ethnicity: 91.9% · without: 90.8% · rank change: 2.

Strongest similarities: Race and ethnicity (ancestry unavailable), Education, work, and income, Housing and mobility

Largest differences: Population and settlement, Migration, nativity, and generation, Age and household

View dimension scores

Age and household: 93.8%
Education, work, and income: 94.6%
Housing and mobility: 94.2%
Migration, nativity, and generation: 93.7%
Population and settlement: 84.3%
Race and ethnicity (ancestry unavailable): 95.8%
Population scale: 97.9%
Settlement concentration: 96.1%
State footprint: 59.0%

Population scale, settlement concentration, and state footprint remain separately reported components.

Largest measured differences

The comparison asset reports the lowest demographic structural similarities without describing communities as enemies, opposites, incompatible groups, or unlikely allies.

U.S.–Rwanda community — 58.5% measured structural similarity
U.S.–Marshall Islands community — 60.5% measured structural similarity
U.S.–Micronesia community — 61.4% measured structural similarity

Explore peers in Ally Finder

Data quality

Profile state: eligible_high_reliability
Reliable dimensions: 21
Observed basis: Country of birth in the 2020–2024 ACS 5-year PUMS

Suppressed cells remain labeled. Missing values and shared zeroes do not create similarity.

What should not be inferred

Aggregate demographic similarity does not establish agreement, alliance, representation, consent, endorsement, political behavior, nationality, dual citizenship, religion, caste, tribe, sect, or individual identity.

How the comparison was calculated

Dimension-specific categorical distributions use square-root Jensen–Shannon distance; ordered distributions use bounded Wasserstein distance; population totals use log-scaled distance; and state footprints use Jensen–Shannon distance. Available reliable dimensions are combined with versioned weights. KNN is a retrieval method, not a public claim about alliance.

Weights · Sources · Data quality