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One box. Any real-estate question. The system classifies your intent across 13 categories, routes to the right data (parcels, listings, towns, agents, pipeline, methodology), and composes a direct answer with the underlying citations.

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town queryconfidence 90% · 3617 tokens · 3398ms

Cedar Park, TX is a large town with a population of 71,629, located in Williamson County. It has an overall ValiFit composite score of 60 out of 100. For more information, you can visit the Cedar Park page on ValiFit.

Why: The user is asking for information about a specific town, which fits the town_query intent.

Cedar Park

Population: 71,629

education
74
school performance
—
safety
68
health
67
appreciation
44
environment
60
livability
84
commute
46
Full town report →

Data sources

Raw structured response
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Place",
      "@id": "https://valifit.com/town/cedar-park",
      "name": "Cedar Park, TX",
      "url": "https://valifit.com/town/cedar-park",
      "geo": {
        "@type": "GeoCoordinates",
        "latitude": 30.510177,
        "longitude": -97.818626
      },
      "additionalProperty": [
        {
          "@type": "PropertyValue",
          "name": "population",
          "value": 71629
        }
      ],
      "description": "Cedar Park, TX — large_town (pop. 71,629). Overall ValiFit composite 60/100.",
      "citation": [
        {
          "@type": "CreativeWork",
          "name": "US Census Bureau Places",
          "isBasedOn": "https://valifit.com/glossary/census-place"
        },
        {
          "@type": "CreativeWork",
          "name": "NCES F-33 (school spending)",
          "isBasedOn": "https://valifit.com/glossary/nces-f33"
        },
        {
          "@type": "CreativeWork",
          "name": "FBI UCR (safety)",
          "isBasedOn": "https://valifit.com/glossary/ucr"
        },
        {
          "@type": "CreativeWork",
          "name": "Redfin national MLS (market)",
          "isBasedOn": "https://valifit.com/glossary/redfin-data"
        },
        {
          "@type": "CreativeWork",
          "name": "EPA AQS + FEMA NRI (environment)",
          "isBasedOn": "https://valifit.com/glossary/epa-aqs"
        },
        {
          "@type": "CreativeWork",
          "name": "ACS S0801 commute tables",
          "isBasedOn": "https://valifit.com/glossary/acs-commute"
        },
        {
          "@type": "CreativeWork",
          "name": "Overture Maps POIs + intake urban/rural direction",
          "isBasedOn": "https://valifit.com/glossary/overture-livability"
        }
      ]
    }
  ],
  "census_place_id": "4813552",
  "municipality_name": "Cedar Park",
  "state": "TX",
  "slug": "cedar-park",
  "county": "Williamson",
  "government_type": "municipality",
  "population": 71629,
  "tier": "large_town",
  "coordinates": {
    "lat": 30.510177,
    "lng": -97.818626
  },
  "composites": {
    "education": 74.3,
    "school_performance": null,
    "safety": 68.1,
    "health": 67.4,
    "appreciation": 43.6,
    "environment": 60.1,
    "livability": 84.1,
    "commute": 46.4
  },
  "overall_score": 59.983333333333334,
  "market": {
    "median_home_price": null,
    "price_change_1yr_pct": null,
    "price_change_5yr_pct": null
  },
  "address_count": null
}