City profile · Alabama · Census ACS 2023

Rainbow City, AL

Rainbow City's Census ACS profile: residents, income, housing, and the joined public-record layers available for this place.

10,213
Residents
$59,659
Median income
$203,600
Median home
$936
Median rent (state)
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Side-by-side metrics and state or size-class ranks use the same Census and FBI fields shown on this profile. Results stay in the URL so you can bookmark or share them.

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Starting with Rainbow City, AL - add up to three more cities on the compare page.

See how it ranks

State rank, size-class rank, and four peer cities for Rainbow City.

Place dossier plate

Sheet AL-RAINBOW-CITY-AL · Rainbow City, AL 10,213 pop · income 35th pct

POP-TOWN · INC-MID · COL-BELOW · SAFE-UPPER · RANK-LOWER · PHOTO-FINISH · HOME-MID · BOOK-UNK

  • POP-TOWN 10,213
  • INC-MID $59,659
  • COL-BELOW 88.8
  • SAFE-UPPER 63rd pct
  • RANK-LOWER 35th
  • PHOTO-FINISH ≈ Harlansburg
  • HOME-MID $203,600
  • BOOK-UNK Tracts pending

Nearest income peer: Harlansburg, PA (+ $0 income $)

Instrument codes from this place’s ACS population and household income, BEA state COL, FBI safety, national income percentile, photo-finish peer city, home-value band, and matched Census-tract book - not a moving recommendation.

Income neighbourhood around Rainbow City

Lowest/highest poles plus peers nearest Rainbow City on median household income. Full ladder: /browse and /rankings.

median HH income

What this shows Neighbourhood peers only - not a full nationwide city board. Open a near peer when the gap is small; open the poles when the spread is wide.

Source U.S. Census Bureau · ACS 5-Year Estimates As of 2026-08-08

Compare beyond this state

Nationwide peers by population, income, and FBI crime rate

Out-of-state nearest neighbors for Rainbow City on ACS population and median household income , plus FBI UCR reporting rate when the extract covers this place. Link sets are deduped so each column is a distinct comparison path, not a forecast that peers share a labor market or climate.

Similar population

Nearest out-of-state cities by ACS population. This city: 10,213.

4 peers

Similar household income

Nearest out-of-state cities by ACS median household income. This city: $59,659. Population peers are excluded.

4 peers

Similar FBI crime rate

Nearest out-of-state cities by UCR crimes per 100,000. This city: 1013.3. Population and income peers are excluded.

4 peers

Agency-reported UCR totals per 100,000 population, not a neighborhood safety grade or a prediction of personal risk.

Rainbow City - the verdict

Measured against every US city with at least 1,000 residents, Rainbow City lands in the 35th percentile for household income and the 63rd percentile for safety. Source: Census ACS + FBI UCR.

35th
percentile, household income
44th
percentile, home value
1st
percentile, median rent
63rd
percentile, safety
📝 How we sourced this

Population, income, and housing-cost figures come from the U.S. Census Bureau American Community Survey 5-year estimates (B-series tables). Crime data uses FBI UCR; climate uses NOAA Climate Normals; school counts come from NCES Common Core of Data; permits use the Census Building Permits Survey (BPS). See our methodology page for the full ETL pipeline and OMB / FIPS join keys.

Data Snapshot: Rainbow City, AL

Census ACS 2023 estimates count 10,213 residents in Rainbow City, a small town within Alabama. Rainbow City households earn a median of $59,659 annually, below the median for U.S. cities on this measure, with a poverty rate of 7.7%. Home values in Rainbow City run a median of $203,600, and the median resident age is 40.2 years. 21.8% of adults here have a bachelor's degree or higher; 49.4% of working-age residents are in the labor force.

The Census Building Permit Survey recorded 17 residential units authorized here in 2024 (Low Activity). Rainbow City reports a comparatively low crime rate: the FBI's Uniform Crime Reporting program logs 1013.3 total incidents per 100,000 residents here, below the national average (agency reporting is voluntary, so this measures reporting activity, not a definitive danger score).

Living costs in Alabama run below the national norm: the state registers 88.8 on a 100-equals-national-average index (Well Below Average) per BEA Regional Price Parities 2024. Statewide, HUD pegs Fair Market Rent for a two-bedroom unit at $936 monthly. Statewide, average monthly utility bills in Alabama run around $245, per EIA 2023 residential energy data. FEMA's National Risk Index rates natural-hazard exposure at 61.5 out of 100 (Moderate).

A decision-led reading path

Useful questions to ask of Rainbow City's data

How this reading path is ordered

This is not a composite city score. It is a city-specific route through the available public records, ordered for this profile so the page starts with questions the joined data can actually answer. The route here runs from reported crime to schools and households to comparison shortlist to work and mobility to housing and income to population change; another city can have a different sequence or fewer supported layers because the source joins are not uniform.

For Rainbow City, city-specific coverage includes commute-mode shares, annual population history, matched public-school count, local building permits, FBI reported-crime rates. No matched row is reported here for within-city Census tract profiles; the page leaves those layers out instead of substituting a statewide or national value.

1. Reported crime

What can the FBI record say about safety in Rainbow City?

Treat this as a reporting-rate comparison, not a prediction of personal risk or a neighborhood-level safety grade. Tourism, daytime population, reporting practices, and variation inside the city are not adjusted away. The state rank and same-state peer table are the narrower comparisons available on this page.

The joined FBI UCR record reports 1013.3 violent and property crimes per 100,000 residents, below the 2280.5 national reference used here. The difference is 56% lower in arithmetic terms, but agency participation is voluntary and reporting completeness varies.

Review the safety ranking method →

Question 2

What does the education layer cover for Rainbow City?

The NCES join finds 2 public schools within the city match. 21.8% of adults age 25+ hold a bachelor's degree or higher in the ACS estimate. These measures answer different questions: the school count describes local institutions, while adult attainment describes residents and cannot be used as a school-quality rating.

The matched institution count is small, so district boundaries and schools outside the city line may matter more than the municipal count suggests. Use the number as a coverage cue, then verify attendance zones with the district before making a household decision.

See how the family ranking is built →

Question 3

Which cities make useful reference points for Rainbow City?

Within Alabama, the closest population matches are Meridianville (10,268 residents, $93,030 income); Clay (10,288 residents, $86,163 income); Pike Road (10,103 residents, $121,687 income). Outside the state, the closest population matches in this dataset are Cedartown, GA (10,211 residents); Sellersburg, IN (10,215 residents); Safford, AZ (10,217 residents). A third, income-matched reference set of 6 out-of-state cities sits in the income neighbourhood chart near the Place Dossier plate. These are mechanical peer sets, not claims that the places share a labor market, climate, culture, or metro context.

Use the in-state set to hold state policy and broad price conditions more nearly constant. Use the nationwide size set to ask whether cities with a similar resident count produce different housing, income, or commute outcomes. The income set is a third lens, deliberately separate from population matching. The nationwide peer panel below adds a fourth FBI UCR reporting-rate lens, not personal risk.

Open a side-by-side comparison →

4. Work and mobility

What does the journey to work look like in Rainbow City?

Mode share answers how workers usually travel; it does not measure congestion, reliability, distance to a particular job, or the quality of transit service. No single mode completely explains the work trip here. The mix is more useful than a one-number commute grade, especially when comparing places where transit, walking, and remote work divide the non-driving share differently.

Driving alone is the largest reported mode at 77.3%. A reliable mean commute time is not available for this row, so the mode shares carry the comparison.

Compare commute patterns →

Other supported questions

Why these stay compact

These joined records add useful context, but they do not need another full-size panel. Each remains a separate measure with its own geography and source boundary.

Housing and income

How far does income reach against housing in Rainbow City?

The home-value-to-income reference sits in a middle range: the ACS median home value is 3.4 times median household income. The ACS poverty estimate is 7.7%, which keeps the citywide median from describing every household.

This is a citywide price-to-income reference, not a mortgage-affordability test; it does not include interest rates, taxes, insurance, household size, or an individual buyer's down payment. Income and home value move within the same broad scale here. The useful next check is not a generic affordability label, but whether similar-size cities offer a materially different income, housing, or commute trade-off.

Household income
$59,659
Home value
$203,600
Value / income
3.4×

City-level Census ACS 2023 medians. The ratio divides two separate medians and is descriptive only.

Compare the housing trade-off →

Population change

Is Rainbow City growing, shrinking, or holding steady?

Recent estimates point upward. Growth can increase housing demand and service needs, but the permit record must move in the same direction before calling it a supply response; the two series measure different things.

Census PEP estimates show the population grew by +194 residents from 2020 to 2025, a +1.9% change. Separately, Census BPS recorded 17 housing units authorized in 2024. PEP and ACS are different Census series, so the trend is kept separate from the headline ACS population.

Period change
+1.9%
2025 estimate
10,406
2020 estimate
10,212

Census Population Estimates Program, 2020–2025; permit context uses Census BPS.

See the national growth ranking →

Population

10,213 residents

Small city (10k–49k)

Median Household Income

$59,659 /yr

Below median income · poverty 7.7% (Above-median poverty)

Cost of Living Index (state)

88.8 (US=100)

Very affordable · BEA RPP 2024, Alabama average

City profile score · Rainbow City, AL

57/100

5 published dimensions · ACS/FBI 2023

Comparative score against U.S. cities with population of 1,000 or more on Census ACS medians (income, poverty, bachelor's share, cost of living) and FBI UCR violent-crime rates when published. Higher means a stronger standing on those published figures, not a livability rating, not a recommendation to move, buy, or pick a "best" city. Missing inputs drop out and redistribute weight. How it is calculated.

Cost of living A+
88.8 index

BEA state Regional Price Parities index (100 ≈ national average); lower is stronger on this axis. Same value for every city in the state.

Violent crime B
87 /100k

FBI UCR violent offenses per 100,000 residents; lower is stronger on this axis.

Poverty rate D
7.7%

Share of residents below the poverty line; lower scores better on this axis.

Bachelor's+ share D
21.8%

Adults with a bachelor's degree or higher; ACS.

Household income F
$59,659

Median household income vs U.S. cities (pop ≥1,000); ACS.

Rainbow City profile (scored ACS/FBI dimensions) 5-axis radar comparing 1 series across Cost of living, Violent crime, Poverty rate, Bachelor's+ share, Household income. Cost of livingViolent crimePoverty rateBachelor's+ shareHousehold income 57 C
Rainbow City profile (scored ACS/FBI dimensions)
Read the chart values
  • Cost of living: 90/100 (A+) · 88.8 index
  • Violent crime: 74/100 (B) · 87 /100k
  • Poverty rate: 49/100 (D) · 7.7%
  • Bachelor's+ share: 40/100 (D) · 21.8%
  • Household income: 34/100 (F) · $59,659

Where Rainbow City sits on home value vs crime among peer cities

Rainbow City's median home value and FBI crime rate plotted with similar-size and same-state peers (padded with large cities when the peer set is thin). The second read: pricey does not always mean safer, check which quadrant this city lands in.

Census ACS median home value vs FBI UCR crime rate - Rainbow City highlighted among 25 peers. 2×2 strategic matrix plotting 25 entities by Median home value ($) (X) and Crime rate (per 100k, lower = safer) (Y), with a crosshair dividing the plot into four quadrants. Pricier, lower crimeAffordable, lower crimePricier, higher crimeAffordable, higher crime $0$500,000$1,000,000$1,500,000 02,0004,0006,0008,000 Median home value ($) Crime rate (per 100k, lower = safer)
Census ACS median home value vs FBI UCR crime rate - Rainbow City highlighted among 25 peers.
Read the chart values
  • Rainbow City, AL (this city): home $203,600, crime 1,013/100k
  • Cedartown, GA : home $148,000, crime 2,360/100k
  • Columbia, PA : home $174,200, crime 2,327/100k
  • Spanish Fort, AL : home $314,000, crime 1,456/100k
  • Valley, AL : home $130,500, crime 4,218/100k
  • New York, NY : home $751,700, crime 3,039/100k
  • Los Angeles, CA : home $879,500, crime 2,212/100k
  • Chicago, IL : home $315,200, crime 4,012/100k
  • Houston, TX : home $253,400, crime 5,442/100k
  • Phoenix, AZ : home $381,900, crime 3,125/100k
  • Philadelphia, PA : home $232,400, crime 5,457/100k
  • San Antonio, TX : home $219,700, crime 5,218/100k
  • San Diego, CA : home $848,500, crime 2,082/100k
  • Dallas, TX : home $295,300, crime 4,010/100k
  • San Jose, CA : home $1,187,800, crime 3,195/100k
  • Austin, TX : home $512,700, crime 3,709/100k
  • Fort Worth, TX : home $277,300, crime 3,158/100k
  • Columbus, OH : home $234,500, crime 3,088/100k
  • Indianapolis, IN : home $207,000, crime 4,214/100k
  • San Francisco, CA : home $1,380,500, crime 4,526/100k
  • Seattle, WA : home $912,100, crime 5,783/100k
  • Denver, CO : home $586,700, crime 5,755/100k
  • Oklahoma City, OK : home $215,100, crime 3,570/100k
  • El Paso, TX : home $171,700, crime 1,772/100k
  • Washington, DC : home $724,600, crime 4,514/100k

How does Rainbow City compare to other US cities?

Where Rainbow City sits among all US cities (population 1,000+) on each measure, computed live from Census and FBI data.

Household income 35% higher than other cities
Home value 44% pricier than other cities
Median rent 1% pricier than other cities
Safety 63% safer than other cities

"Safer than" reflects total crime rate from FBI UCR; the others use Census ACS estimates.

Zoom in to just Alabama and the picture shifts: Rainbow City ranks #58 of 222 Alabama cities by lowest crime rate, a different read than the national percentile above.

How we calculate these percentiles & ranks

Each percentile compares Rainbow City against every qualifying US city; each in-state rank narrows that to Alabama only. Full formula and direction notes: methodology.

Alabama-relative analysis

Median Gross Rent places Rainbow City near the bottom of Alabama's cities

Among the 556 Alabama cities PlainCities tracks with reported median gross rent data, Rainbow City ranks #1 - the 0th percentile within the state. This is a different, narrower cut than the nationwide percentiles above: it compares Rainbow City only against its own state's cities, not the full US field.

Median Household Income
#203 of 530
62nd percentile in Alabama
Median Gross Rent
#1 of 556
0th percentile in Alabama
Median Home Value
#109 of 517
79th percentile in Alabama
Poverty Rate
#378 of 556
32nd percentile in Alabama
Bachelor's Degree or Higher
#164 of 556
71st percentile in Alabama
How in-state ranks are ordered

Ranked by raw value (highest first); a higher rank is not automatically "better" for every measure, see each metric's own context above. This is a comparison within Alabama only, not a livability score. See the methodology for the source and calculation.

35thIncome percentile
63rdSafety percentile
Gauge source note

35th percentile nationally for median household income · 63rd percentile for safety (lower crime rate). Source: Census ACS 2023 / FBI UCR 2023.

Rainbow City's profile vs. every US city

Income, affordability, and safety percentile

Rainbow City's percentile rank on 3 favorable-direction measures (income, affordability, safety) vs. every tracked US city -- higher on every axis is more favorable. Not a composite quality score, just the arithmetic mean of the axes shown. 3-axis radar comparing 1 series across Income, Affordability, Safety. IncomeAffordabilitySafety 59 Avg. percentile National median
Rainbow City's percentile rank on 3 favorable-direction measures (income, affordability, safety) vs. every tracked US city -- higher on every axis is more favorable. Not a composite quality score, just the arithmetic mean of the axes shown.

How Rainbow City's home value compares nationally

Median home value vs. every US city (population 1,000+)

$203,600 Among the most affordable more affordable than 56% of 15,600 US cities

Show national distribution $0–$25,000: 5 US cities (0%). Below this entry. $25,000–$50,000: 54 US cities (0%). Below this entry. $50,000–$75,000: 352 US cities (2%). Below this entry. $75,000–$100,000: 1,086 US cities (7%). Below this entry. $100,000–$125,000: 1,516 US cities (10%). Below this entry. $125,000–$150,000: 1,170 US cities (8%). Below this entry. $150,000–$175,000: 1,278 US cities (8%). Below this entry. $175,000–$200,000: 1,229 US cities (8%). Below this entry. $200,000–$225,000: 1,035 US cities (7%). This entry sits in this band. $225,000–$250,000: 976 US cities (6%). Above this entry. $250,000–$275,000: 754 US cities (5%). Above this entry. $275,000–$300,000: 712 US cities (5%). Above this entry. $300,000–$325,000: 521 US cities (3%). Above this entry. $325,000–$350,000: 526 US cities (3%). Above this entry. $350,000–$375,000: 465 US cities (3%). Above this entry. $375,000–$400,000: 393 US cities (3%). Above this entry. $400,000–$425,000: 317 US cities (2%). Above this entry. $425,000–$450,000: 300 US cities (2%). Above this entry. $450,000–$475,000: 307 US cities (2%). Above this entry. $475,000–$500,000: 250 US cities (2%). Above this entry. $500,000–$525,000: 160 US cities (1%). Above this entry. $525,000–$550,000: 156 US cities (1%). Above this entry. $550,000–$575,000: 172 US cities (1%). Above this entry. $575,000–$600,000: 172 US cities (1%). Above this entry. $600,000–$625,000: 163 US cities (1%). Above this entry. $625,000–$650,000: 167 US cities (1%). Above this entry. $650,000–$675,000: 135 US cities (1%). Above this entry. $675,000–$700,000: 101 US cities (1%). Above this entry. $700,000–$725,000: 95 US cities (1%). Above this entry. $725,000–$750,000: 71 US cities (0%). Above this entry. $750,000–$775,000: 65 US cities (0%). Above this entry. $775,000–$800,000: 70 US cities (0%). Above this entry. $800,000–$825,000: 57 US cities (0%). Above this entry. $825,000–$850,000: 67 US cities (0%). Above this entry. $850,000–$875,000: 60 US cities (0%). Above this entry. $875,000–$900,000: 58 US cities (0%). Above this entry. $900,000–$925,000: 47 US cities (0%). Above this entry. $925,000–$950,000: 37 US cities (0%). Above this entry. $950,000–$975,000: 31 US cities (0%). Above this entry. $975,000–$1,000,000: 470 US cities (3%). Above this entry. $1,000,000–$1,025,000: 0 US cities (0%). Above this entry. Rainbow City $0 $1,025,000 every US city, bucketed by value

Each bar is a $25K-wide band; taller bars hold more US cities. The dashed line + filled bar mark this entry. Hover or tap any bar for its full count, share, and where it sits relative to this entry.

Source U.S. Census Bureau ACS 5-Year Estimates · 2023

Rainbow City's home-value-to-income ratio: 3.4×

ACS median home value divided by median household income.

Band
moderate
3.0–5.0×
National rank
#8,627 of 15,516
More affordable than 44% of tracked cities (pop. 1,000+)
Size class
#1,410 of 3,317
Small cities (10,000–49,999)

At 3.4×, Rainbow City sits in the moderate band: national rank #8,627 of 15,516 and #1,410 of 3,317small cities (10,000–49,999). Income and home value move in the same broad scale; check same-state peers before treating the multiple as an advantage or a warning.

How this ratio is calculated

Ratio = Census ACS 2023 median home value ÷ median household income for cities with both fields and population ≥ 1,000. Rank 1 = lowest ratio (most compact). Bands match the fleet affordability thresholds used on guides (<3.0 / 3.0–5.0 / >5.0). This is not a mortgage payment estimate and does not include rates, taxes, insurance, or down payment.

Income distribution context

$59,659 Rainbow City, AL median household income (Census ACS)

Show U.S. national quintile / Lorenz context Household income distribution - Rainbow City, AL Rainbow City, AL's median household income ($59,659) against the U.S. national quintile-share pattern. The Lorenz curve and quintile bars are national context, not Rainbow City, AL-specific shares. $ Household Income Distribution Rainbow City, AL median $59,659/yr, vs. U.S. national quintile pattern QUINTILE SHARE OF AGGREGATE INCOME Lowest 20% 3.4% Second 20% 9.2% Middle 20% 15.1% Fourth 20% 23.2% Top 20% 49.1% LORENZ CURVE cumulative income vs. population 100% 0% 100% pop. 0%
Rainbow City, AL median household income (Census ACS 5-year) with U.S. national quintile shares for context. Diagonal = equality; the curve is national, not computed for Rainbow City, AL.

Key socioeconomic indicators

Bachelor's degree or higher (adults 25+) 21.8%

Census ACS S1501, educational attainment

Poverty rate (households below FPL) 7.7%

Census ACS S1701, poverty status

Labor force participation (adults 16+) 49.4%

Census ACS S2301, share of working-age residents in the labor force

Population
10,213
Median Income
$59,659
Median Home Value
$203,600
Median Age
40.2
Poverty Rate
7.7%
Labor force participation
49.4%
Bachelor's Degree+
21.8%

Safety & Crime

Total Crime Rate
1013.3
per 100,000 residents
Violent Crime
86.9
per 100,000 residents
Property Crime
926.5
per 100,000 residents
Crime reporting caveat

Reflects incidents reported to the FBI's Uniform Crime Reporting program — agency participation is voluntary and reporting completeness varies by jurisdiction and year, so this reflects reporting activity, not a definitive danger score. Not adjusted for tourism, commuter, or daytime population.

Schools

Total Schools
2
Public schools in this city

Population Change

PEP vintage

Annual U.S. Census Bureau Population Estimates Program (PEP) estimates, 2020–2025

See the fastest-growing cities →
10,100 residents10,200 residents10,300 residents10,400 residents10,500 residents 202020212022202320242025 10,212 residents 10,406 residents ▲ +1.9%
Rainbow City's Census PEP population estimates, 2020–2025.
Read the chart as text
Period Population
2020 10,212 residents
2021 10,190 residents
2022 10,273 residents
2023 10,339 residents
2024 10,364 residents
2025 10,406 residents

Housing Supply

BPS source

Census Bureau Building Permits Survey (BPS) - annual residential permits authorized

🏗️ Low Activity
Total Permits (2024)
17
housing units authorized
Single-Family
15
detached homes
Multifamily
2
apartments & condos
Supply Intensity
1.7
permits per 1,000 residents

5-Year Permit Trend (2019–2024)

Year Total
2019 0
2020 21
2021 68
2022 33
2023 12
2024 17

Commute Patterns

Commute source

How workers travel to work, Census ACS 2023

Drive Alone
77.3%
Carpool
11.1%
Public Transit
0.0%
Walk
2.5%
Work from Home
8.7%

Based on 3,949 workers 16 and over.

Monthly Utility Costs

Alabama statewide monthly utility average (EIA 2023): $245

EIA 2023 residential energy data puts average monthly utilities across Alabama at $245 (electricity about $138 , water and sewer about $45 ).

These are Alabama statewide averages, not a meter reading for Rainbow City. Actual bills vary by home size, usage, and local rates. Source: U.S. Energy Information Administration (EIA) 2023.

Living Costs & Risk

Alabama's BEA cost-of-living index is 88.8 (Well Below Average; US average = 100, RPP 2024). HUD Fair Market Rent for a typical two-bedroom in the county around Rainbow City is $936/mo. FEMA's National Risk Index, averaged to Alabama statewide on PlainCities, rates natural-hazard exposure at 61.5 / 100 (Moderate).

Cost/risk geography note

Cost of living is a Alabama statewide BEA average; rent is a county-level HUD Fair Market Rent for the county Rainbow City sits in; the FEMA hazard score shown here is a statewide average of county NRI inputs, not a parcel-level reading.

How Rainbow City compares to similar-size Alabama cities

Same-state peer method

Closest same-state population matches, not geographic neighbors. Population + median household income come from Census Bureau ACS 5-year B01001 and B19013.

City Population Median Household Income
Rainbow City (this city) 10,213 $59,659
Meridianville 10,268 $93,030
Clay 10,288 $86,163
Pike Road 10,103 $121,687
FBI UCR NCES CCD Census BPS 2024
Primary sources on this page

Source: U.S. Census Bureau ACS 5-Year 2023, FBI UCR, NCES CCD, Census BPS 2024, Census ACS B08301/B08136, U.S. Energy Information Administration (EIA) 2023, BEA Regional Price Parities 2024, HUD Fair Market Rents 2026, FEMA National Risk Index.

Citation & verification links Data sourced from the U.S. Census Bureau. See our methodology for details. Retrieved and formatted by PlainCities

Primary sources: Census ACS, FBI UCR, NOAA Climate Normals, NCES. Joins use OMB Bulletin 23-01 / FIPS keys.

Browse all city profiles → · Explore city rankings →

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Estimate caveats

ACS and UCR figures are citywide estimates with vintage lags; they do not replace a local visit, school visit, or insurance quote.

Editorial standards, provenance, and how to cite this page

Every figure on PlainCities is rendered directly from Census ACS source data, no number is typed in by an editor. This page draws directly on Census ACS source data, no figure is typed in by an editor. See our editorial standards & corrections policy, the methodology behind these numbers, or report a data error.

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