Milford, Iowa
E514491
Milford, Iowa is a small city in northwestern Iowa known as the "Gateway to the Iowa Great Lakes," serving as a local hub near the popular Okoboji vacation area.
All labels observed (1)
| Label | Occurrences |
|---|---|
| Milford, Iowa canonical | 3 |
How this entity was disambiguated
This entity first appeared as the object of triple T5355193 — resolving that mention is where its identity was fixed. The disambiguator weighed these candidate entities and picked the highlighted one (or “None”, minting a new entity). This is how homonymy is resolved: the same surface form can point to different entities.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Milford, Iowa Context triple: [Dickinson County, Iowa, contains, Milford, Iowa]
-
A.
Milo, Iowa
Milo, Iowa is a small rural city in Warren County known for its close-knit community and agricultural surroundings in south-central Iowa.
-
B.
Malvern, Iowa
Malvern, Iowa is a small rural city in southwestern Iowa known for its historic downtown, community events, and role as a local agricultural and residential hub.
-
C.
Mineola, Iowa
Mineola, Iowa is a small unincorporated rural community located in southwestern Iowa.
-
D.
Melrose, Iowa
Melrose, Iowa is a small rural city in southern Iowa known for its tight-knit community and historic Irish Catholic heritage.
-
E.
McClelland, Iowa
McClelland, Iowa is a small rural community located in Pottawattamie County in the western part of the state.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Milford, Iowa Target entity description: Milford, Iowa is a small city in northwestern Iowa known as the "Gateway to the Iowa Great Lakes," serving as a local hub near the popular Okoboji vacation area.
-
A.
Milo, Iowa
Milo, Iowa is a small rural city in Warren County known for its close-knit community and agricultural surroundings in south-central Iowa.
-
B.
Malvern, Iowa
Malvern, Iowa is a small rural city in southwestern Iowa known for its historic downtown, community events, and role as a local agricultural and residential hub.
-
C.
Mineola, Iowa
Mineola, Iowa is a small unincorporated rural community located in southwestern Iowa.
-
D.
Melrose, Iowa
Melrose, Iowa is a small rural city in southern Iowa known for its tight-knit community and historic Irish Catholic heritage.
-
E.
McClelland, Iowa
McClelland, Iowa is a small rural community located in Pottawattamie County in the western part of the state.
- F. None of above. chosen
Statements (43)
| Predicate | Object |
|---|---|
| instanceOf |
city
ⓘ
municipality ⓘ |
| areaCode | 712 ⓘ |
| country | United States of America ⓘ |
| county | Dickinson County, Iowa NERFINISHED ⓘ |
| demographicsDataSource | United States Census Bureau NERFINISHED ⓘ |
| elevationAboveSeaLevel | approximately 1430 feet ⓘ |
| FIPSCode | 19-51755 ⓘ |
| GNISFeatureID | 459179 ⓘ |
| governmentType | mayor–council government ⓘ |
| hasClimate | humid continental climate ⓘ |
| hasEmergencyServices |
Milford Fire Department
NERFINISHED
ⓘ
Milford Police Department NERFINISHED ⓘ |
| hasLocalGovernment | City of Milford government ⓘ |
| hasNearbyAttraction |
Arnolds Park Amusement Park
NERFINISHED
ⓘ
Gull Point State Park NERFINISHED ⓘ Iowa Great Lakes Trail NERFINISHED ⓘ |
| hasRecreation |
access to regional campgrounds
ⓘ
proximity to boating and fishing on Iowa Great Lakes ⓘ |
| hasTransportation |
Iowa Highway 86
NERFINISHED
ⓘ
U.S. Route 71 NERFINISHED ⓘ |
| isInMetropolitanArea | Iowa Great Lakes micropolitan area NERFINISHED ⓘ |
| locatedInRegion | northwestern Iowa NERFINISHED ⓘ |
| locatedNear |
Iowa Great Lakes
NERFINISHED
ⓘ
Okoboji, Iowa NERFINISHED ⓘ |
| locatedOnContinent | North America ⓘ |
| nearWaterBody |
Spirit Lake (Iowa)
NERFINISHED
ⓘ
West Okoboji Lake NERFINISHED ⓘ |
| nickname | Gateway to the Iowa Great Lakes ⓘ |
| partOf |
Iowa Great Lakes region
NERFINISHED
ⓘ
Midwestern United States ⓘ
surface form:
United States Midwest
|
| postalCode | 51351 ⓘ |
| primaryEconomicActivity |
light manufacturing
ⓘ
retail trade ⓘ tourism-related services ⓘ |
| publicLibrary | Milford Memorial Library NERFINISHED ⓘ |
| regionCode | US-IA NERFINISHED ⓘ |
| role | local hub for the Iowa Great Lakes area ⓘ |
| schoolDistrict | Okoboji Community School District NERFINISHED ⓘ |
| servesAs | gateway community for Okoboji vacation area ⓘ |
| state | Iowa ⓘ |
| timeZone | Central Time Zone ⓘ |
| timeZoneDST |
Central Time Zone
ⓘ
surface form:
Central Daylight Time
|
How these facts were elicited
The pipeline generated the facts above by prompting gpt-5.1 with this entity's name + description and the instruction below.
Instruction
You are a knowledge base construction expert. Given a subject entity and a description of it, return factual statements that you know for the subject as a JSON list of dictionaries(triples), where keys must be "subject", "predicate" and "object". The number of facts may be very high, between 25 to 50 or more, for very popular subjects. For less popular subjects, the number of facts can be very low, like 5 or 10. # Requirements - If you don't know the subject at all, return an empty list. - If the subject is not a named entity, return an empty list. - Include at least one triple where predicate is "instanceOf". - Do not get too wordy. - Separate several objects into multiple triples with one object.
Input
Subject: Milford, Iowa Description of subject: Milford, Iowa is a small city in northwestern Iowa known as the "Gateway to the Iowa Great Lakes," serving as a local hub near the popular Okoboji vacation area.
Referenced by (3)
Full triples — surface form annotated when it differs from this entity's canonical label.