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ZipVitals

ZIP code

52231

in Harper, IowaPopulation 539

50.35/ 100

Ranked #15,770 of 32,066 US ZIPs (top 49%)

Ranked #631 of 922 Iowa ZIPs (bottom 32%)

Ranks are modeled estimates — ZIPs a few hundred places apart are effectively tied.

Robust across all 9 health domains

What defines this ZIP

Metrics where this ZIP sits in the tails of the national distribution — the ones that most set it apart. Select any tile for its definition and methodology.

PFAS in drinking water

4.6%

in the bottom 0.8% nationally

Lower is healthier

ST1st
US1st
Definition & source ›

The modeled probability that PFAS “forever chemicals” would be detected in untreated groundwater in this area, the source private wells draw on.

A modeled likelihood for untreated groundwater, the source drawn on by private wells, which are federally unregulated. It is not a measurement of treated water delivered by a public system, and it is not a test of any individual well.

Full methodology ›

Crowded housing

9.6%

in the top 4.9% nationally

Lower is healthier

ST99th
US95th
Definition & source ›

The share of occupied homes with more than one person per room, the Census definition of crowded housing.

Full methodology ›

Homeownership rate

96.4%

in the top 6.9% nationally

Higher is healthier

ST95th
US93rd
Definition & source ›

The share of occupied homes that are owned, rather than rented, by the people living in them.

Full methodology ›

Poverty rate

2.2%

in the bottom 7.4% nationally

Lower is healthier

ST8th
US7th
Definition & source ›

The share of residents whose income is below the federal poverty line, from the Census Bureau’s American Community Survey.

Full methodology ›

Walkability

2.3 intersections/sq mi

in the bottom 9.5% nationally

Higher is healthier

ST6th
US9th
Definition & source ›

The number of street intersections per square mile — a standard street-connectivity measure; denser networks correlate with more walkable neighborhoods.

Full methodology ›

Distance to an emergency room

16.1 mi

in the top 9.6% nationally

Lower is healthier

ST97th
US90th
Definition & source ›

The distance in miles from this ZIP’s edge to the nearest Medicare-certified hospital with an emergency room.

Full methodology ›

Transportation noise

0.18%

in the bottom 10.0% nationally

Lower is healthier

ST20th
US10th
Definition & source ›

The modeled share of residents exposed to average road, rail, and aviation noise at or above 55 decibels — a noticeable background presence.

Full methodology ›

Arsenic in groundwater

14.9%

in the top 10.0% nationally

Lower is healthier

ST72nd
US90th
Definition & source ›

The modeled probability that untreated groundwater in this area — the source private wells draw on — exceeds the federal arsenic limit of 10 micrograms per liter.

A modeled likelihood for untreated groundwater, the source drawn on by private wells, which are federally unregulated. It is not a measurement of treated water delivered by a public system, and it is not a test of any individual well.

Full methodology ›

Energy-cost burden

5.1%

in the top 8.3% nationally

Lower is healthier

ST82nd
US92nd
Definition & source ›

The modeled share of household income spent on home energy bills — electricity, gas, and heating fuels.

A modeled share of household income spent on home energy. Estimates that hit the model’s 100% ceiling are suppressed rather than published, because at that point the figure reflects the model’s limit rather than a measured burden.

Full methodology ›

Home broadband subscription

77.2%

in the bottom 12.5% nationally

Higher is healthier

ST8th
US12th
Definition & source ›

The share of households with a broadband internet subscription.

Full methodology ›

The read

In overall standing, Harper, Iowa (ZIP 52231) comes out in the top 49% healthiest ZIPs nationally (15,770th) and the bottom 32% of Iowa (631st).

continue reading

The profile opens balanced, with readings on either hand: modeled pfas resides in the bottom 0.8% nationally, homeownership rests in the top 6.9% nationally, and poverty lies in the bottom 7.4% nationally. Modeled transportation noise sits in the bottom 10.0% nationally. By contrast, crowded housing settles in the top 4.9% nationally, and modeled radon registers in the top 10.4% nationally. Walkability stands in the bottom 9.5% nationally, and distance to an emergency room lands in the top 9.6% nationally. Modeled arsenic is in the top 10.0% nationally, and energy burden resides in the top 8.3% nationally.

In plain terms, pfas is the man-made "forever chemicals" that build up in the body and environment instead of breaking down; here a modeled estimate of the chance a private well contains them. Radon is a radioactive soil gas the EPA identifies as the top cause of lung cancer in nonsmokers. Arsenic is a natural groundwater contaminant, here a modeled estimate of the chance private-well levels exceed a benchmark. The nearest healthier ZIP overall is ZIP 52248, just across the boundary.

What’s driving this score

Nine domains make up the ZipVitals Score — here is how this ZIP does on each, and how much each one counts.

Compared with the ZIP codes measured across all nine scoring domains — not with all US ZIP codes.

Compare within

Lifting this score

Preventive Care

healthier than 77%

13%

About typical

Chronic Disease Burden

healthier than 42%

21%

Environmental Hazard

healthier than 60%

14%

Mental Health

healthier than 60%

8%

Disability

healthier than 52%

7%

Climate / Disaster Risk

healthier than 48%

5%

Healthcare Access

healthier than 43%

5%

Holding it back

Social Need / SDOH

healthier than 15%

16%

Risk Behavior

healthier than 34%

11%

Lifting this score

Environmental Hazard

healthier than 85%

14%

Healthcare Access

healthier than 78%

5%

About typical

Preventive Care

healthier than 59%

13%

Holding it back

Chronic Disease Burden

healthier than 30%

21%

Social Need / SDOH

healthier than 9%

16%

Risk Behavior

healthier than 39%

11%

Mental Health

healthier than 15%

8%

Disability

healthier than 32%

7%

Climate / Disaster Risk

healthier than 33%

5%

“Share” is how much of this ZIP’s score the domain accounts for. Percentages are rounded; higher is healthier in every domain. How the score works, and who it compares you with ›

Nearby & similar ZIPs

Editorially selected — see how this ZIP compares to nearby and similar places.

How these were chosen: only ZIPs with a published Score appear — a nearby ZIP with too little data to score won’t. Nearby means closest by distance between ZIP boundaries, which can cross state lines. A similar health profile is a close match across the nine Score domains, not similar demographics. Distances are measured between ZIP boundaries — ZIPs that touch share a border. How distance is measured

Evidence

Every measure this page draws on, by source. Collapsed by default — the full data stays in the page for search engines either way.

Health OutcomesCDC PLACES 2022 / 2023 · BRFSS
MeasureCrude prevalence95% CI
Arthritis among adults31.1%27.4–34.6
High blood pressure among adults39.1%34.8–43.5
Cancer (non-skin) or melanoma among adults10.2%9.1–11.3
Current asthma among adults10.3%9.0–11.6
Coronary heart disease among adults7.8%6.9–8.8
Chronic obstructive pulmonary disease among adults8.7%7.4–10.2
Depression among adults21.6%18.2–25.1
Diagnosed diabetes among adults13.0%11.1–15.0
High cholesterol among adults who have ever been screened37.6%33.2–42.0
Obesity among adults41.2%33.4–49.5
Stroke among adults3.9%3.5–4.5
All teeth lost among adults aged >=65 years11.7%9.4–14.3
PreventionCDC PLACES 2022 / 2023 · BRFSS
MeasureCrude prevalence95% CI
Current lack of health insurance among adults aged 18-64 years6.7%5.3–8.6
Taking medicine to control high blood pressure among adults with high blood pressure80.0%77.1–82.5
Visits to doctor for routine checkup within the past year among adults78.1%74.6–81.5
Cholesterol screening among adults85.5%83.4–87.5
Colorectal cancer screening among adults aged 45–75 years72.3%67.3–77.1
Visited dentist or dental clinic in the past year among adults67.6%64.0–71.1
Mammography use among women aged 50-74 years78.2%70.9–84.7
Health Risk BehaviorsCDC PLACES 2022 / 2023 · BRFSS
MeasureCrude prevalence95% CI
Binge drinking among adults18.9%15.7–22.3
Current cigarette smoking among adults17.8%14.7–21.2
No leisure-time physical activity among adults27.6%22.8–33.0
Short sleep duration among adults31.7%25.6–38.7
Health StatusCDC PLACES 2023 · BRFSS
MeasureCrude prevalence95% CI
Fair or poor self-rated health status among adults19.6%16.7–23.0
Frequent mental distress among adults16.8%14.8–19.1
Frequent physical distress among adults14.5%12.5–16.6
DisabilityCDC PLACES 2023 · BRFSS
MeasureCrude prevalence95% CI
Cognitive disability among adults14.2%12.2–16.5
Any disability among adults31.0%26.6–36.0
Hearing disability among adults8.7%7.6–9.9
Independent living disability among adults8.3%7.1–9.6
Mobility disability among adults15.2%12.8–17.8
Self-care disability among adults3.9%3.4–4.6
Vision disability among adults4.6%4.0–5.4
Health-Related Social NeedsCDC PLACES 2023 · BRFSS
MeasureCrude prevalence95% CI
Lack of social and emotional support among adults23.6%20.2–28.0
Food insecurity in the past 12 months among adults12.1%9.6–14.9
Received food stamps in the past 12 months among adults11.1%8.8–13.9
Housing insecurity in the past 12 months among adults9.1%7.5–11.0
Lack of reliable transportation in the past 12 months among adults6.7%5.7–7.8
Loneliness among adults32.3%28.0–38.4
Utility services shut-off threat in the past 12 months among adults6.5%5.5–7.7
Community & economyCensus ACS 5-Year · 2024 release · observed
MeasureValueUS median (p10–p90)IA median (p10–p90)
Poverty rate2.2%10.6% (3.1–25.8%) n=32,3648.5% (2.7–19.1%) n=931
Uninsured 18–640.0%9.0% (1.5–24.3%) n=32,2865.4% (0.7–14.7%) n=931
No HS diploma (25+)2.4%7.9% (1.8–20.7%) n=32,5055.1% (1.6–12.9%) n=932
Bachelor's or higher (25+)16.5%23.3% (9.2–53.6%) n=32,50520.9% (9.8–36.8%) n=932
Unemployment rate (16+)2.8%3.9% (0.0–9.8%) n=32,2742.2% (0.0–6.7%) n=932
Households without a vehicle8.6%3.9% (0.0–12.5%) n=32,3222.4% (0.0–7.9%) n=931
Broadband subscription77.2%89.3% (75.1–97.1%) n=32,32288.5% (77.9–95.1%) n=931
Housing cost burden (≥30% income)18.3%23.7% (10.6–40.0%) n=32,32218.2% (9.0–28.8%) n=931
Homeownership rate96.4%78.7% (51.7–94.0%) n=32,32282.1% (66.8–93.5%) n=931
Crowded housing (>1 per room)9.6%1.3% (0.0–6.3%) n=32,3220.4% (0.0–3.3%) n=931
Foreign-born population0.0%2.6% (0.0–18.6%) n=32,5531.0% (0.0–7.2%) n=932
Single-parent households43.7%53.6% (37.3–74.1%) n=32,08756.8% (43.7–75.5%) n=928
Population 65+21.3%19.4% (10.8–33.6%) n=32,55320.2% (12.7–31.0%) n=932
Median age39.3 yr42.2 yr (33.0–56.3) n=32,29242.7 yr (34.1–54.7) n=931
Median household income$90,893$72,070 ($46,039–$118,707) n=30,318$73,848 ($55,055–$102,762) n=911
Median home value$242,400$222,200 ($100,300–$579,820) n=30,049$161,100 ($93,820–$278,170) n=892
Median gross rent$1,125$1,021 ($677–$1,912) n=25,670$825 ($614–$1,113) n=771
Life expectancyNCHS / RWJF USALEEP · model-based
MeasureValueUS median (p10–p90)IA median (p10–p90)
Life expectancy at birth80.4 yr ± 1.6778.9 yr (74.7–82.8) n=31,30880.0 yr (77.2–83.4) n=917

About the ± — it’s this estimate’s give-or-take (statisticians call it the standard error). The true life expectancy for this ZIP most likely falls within 1.67 years of 80.4, and it’s very unlikely to be off by more than twice that.

More ZIPs to explore ▾

How these lists were built: they draw only from ZIPs that have a published Score, so ZIPs with too little data to score are not listed. Distance-based lists use distance between ZIP boundaries with no state filter, so an out-of-state ZIP can appear. Statistically similar means a close match across the nine Score domains, not a demographic match: the measure is the cosine similarity between two ZIPs’ domain scores, taken over the domains both ZIPs have data for and only where that overlap covers at least six of the nine — and where no ZIP clears that minimum-overlap floor, that list is left out rather than filled with a weak match. How distance is measured