{
  "apiVersion": 1,
  "self": "https://washindex.com/api/cities/altoona-pa.json",
  "humanUrl": "https://washindex.com/car-wash-cities/altoona-pa",
  "msaApiUrl": "https://washindex.com/api/msas/altoona.json",
  "msaHumanUrl": "https://washindex.com/car-wash-markets/altoona",
  "apiRoot": "https://washindex.com/api/index.json",
  "glossary": "https://washindex.com/glossary",
  "methodology": "https://washindex.com/methodology",
  "notice": "Stripped field: mapSvg (available in the HTML page). Includes places[] (per-location), formatStats[], chainsRanked[], scatter[], incomeBuckets[], zips[]. See the methodology page for field definitions.",
  "slug": "altoona-pa",
  "name": "Altoona",
  "state": "PA",
  "msa": {
    "slug": "altoona",
    "name": "Altoona",
    "fullName": "Altoona, PA"
  },
  "generatedAt": "2026-05-22T13:56:37.742Z",
  "summary": {
    "totalLocations": 19,
    "totalChains": 3,
    "independentLocationCount": 5,
    "totalReviews": 3039,
    "scoredReviews": 890,
    "weightedAvgRating": 4.370384995064166,
    "damageRate": 0.011235955056179775,
    "membershipMentionRate": 0.11123595505617978,
    "membershipCancellationRate": 0.08080808080808081,
    "upsellPressureRate": 0.006741573033707865,
    "zipsWithIncomeData": 2,
    "medianHouseholdIncomeWeighted": 55450
  },
  "aspectScores": {
    "price": 0.4,
    "wait_time": 0.3333333333333333,
    "result_quality": 0.7568306010928961,
    "staff": 0.7189922480620154,
    "equipment_working": -0.4117647058823529,
    "cleanliness_of_facility": 0.5531914893617021,
    "membership_value": 0.5735294117647058
  },
  "formatStats": [
    {
      "format": "inbay_automatic",
      "locationCount": 12,
      "reviewsCount": 1255,
      "scoredReviews": 199,
      "avgRating": 3.856175298804781,
      "damageRate": 0.005025125628140704,
      "cancellationRate": null
    },
    {
      "format": "detail_shop",
      "locationCount": 5,
      "reviewsCount": 217,
      "scoredReviews": 84,
      "avgRating": 4.241935483870968,
      "damageRate": 0.011904761904761904,
      "cancellationRate": 0
    },
    {
      "format": "express_tunnel",
      "locationCount": 2,
      "reviewsCount": 1567,
      "scoredReviews": 607,
      "avgRating": 4.8,
      "damageRate": 0.013179571663920923,
      "cancellationRate": 0.09090909090909091
    }
  ],
  "chainsRanked": [
    {
      "name": "Sheetz",
      "locationCount": 12,
      "reviewsCount": 1255,
      "scoredReviews": 199,
      "avgRating": 3.856175298804781,
      "damageRate": 0.005025125628140704,
      "cancellationRate": null,
      "membershipMentionRate": 0,
      "upsellPressureRate": 0.005025125628140704,
      "aspectScores": {
        "price": -0.5555555555555556,
        "wait_time": -0.15789473684210525,
        "result_quality": 0.15384615384615385,
        "staff": 0.01098901098901099,
        "equipment_working": -1,
        "cleanliness_of_facility": 0.4,
        "membership_value": null
      }
    },
    {
      "name": "All Washed Up Auto Spa",
      "locationCount": 1,
      "reviewsCount": 359,
      "scoredReviews": 229,
      "avgRating": 4.8,
      "damageRate": 0.021834061135371178,
      "cancellationRate": 0.047619047619047616,
      "membershipMentionRate": 0.18340611353711792,
      "upsellPressureRate": 0.013100436681222707,
      "aspectScores": {
        "price": 0.6296296296296297,
        "wait_time": 0.7692307692307693,
        "result_quality": 0.86875,
        "staff": 0.8411214953271028,
        "equipment_working": -0.14285714285714285,
        "cleanliness_of_facility": 1,
        "membership_value": 0.6923076923076923
      }
    },
    {
      "name": "ModWash",
      "locationCount": 1,
      "reviewsCount": 1208,
      "scoredReviews": 378,
      "avgRating": 4.8,
      "damageRate": 0.007936507936507936,
      "cancellationRate": 0.13043478260869565,
      "membershipMentionRate": 0.12169312169312169,
      "upsellPressureRate": 0.0026455026455026454,
      "aspectScores": {
        "price": 0.3125,
        "wait_time": 0.5,
        "result_quality": 0.6311475409836066,
        "staff": 0.9202898550724637,
        "equipment_working": -0.5789473684210527,
        "cleanliness_of_facility": 0.6470588235294118,
        "membership_value": 0.42424242424242425
      }
    }
  ],
  "zips": [
    {
      "zip": "16602",
      "income": 55450,
      "population": 28434,
      "homeValue": null,
      "locationCount": 15,
      "reviewsCount": 2489,
      "totalScoreWeighted": 11264.3,
      "avgRating": 4.5256327842507025,
      "formats": {
        "detail_shop": 5,
        "inbay_automatic": 8,
        "express_tunnel": 2
      }
    },
    {
      "zip": "16601",
      "income": 59518,
      "population": 30597,
      "homeValue": null,
      "locationCount": 4,
      "reviewsCount": 550,
      "totalScoreWeighted": 2017.3000000000002,
      "avgRating": 3.6678181818181823,
      "formats": {
        "inbay_automatic": 4
      }
    }
  ],
  "incomeBuckets": [
    {
      "label": "Under $50K",
      "min": 0,
      "max": 50000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$50K – $75K",
      "min": 50000,
      "max": 75000,
      "zips": 2,
      "locations": 19,
      "reviewsCount": 3039,
      "totalScoreWeighted": 13281.599999999999,
      "avgRating": 4.370384995064166,
      "formats": {
        "detail_shop": 5,
        "inbay_automatic": 12,
        "express_tunnel": 2
      }
    },
    {
      "label": "$75K – $100K",
      "min": 75000,
      "max": 100000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$100K – $150K",
      "min": 100000,
      "max": 150000,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    },
    {
      "label": "$150K+",
      "min": 150000,
      "max": null,
      "zips": 0,
      "locations": 0,
      "reviewsCount": 0,
      "totalScoreWeighted": 0,
      "avgRating": 0,
      "formats": {}
    }
  ],
  "scatter": [
    {
      "placeId": "ChIJM-QIcfeRy4kRMOiUWVW0oDE",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16601",
      "rating": 3.7,
      "reviewsCount": 282,
      "income": 59518,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJL_A-zMORy4kRO1JB22viMtU",
      "title": "Sheetz Car Wash",
      "city": "Altoona",
      "zip": "16601",
      "rating": 4.2,
      "reviewsCount": 27,
      "income": 59518,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJjYpx6Jht3IYREO_i3SmlmOk",
      "title": "Dynamic Detailing & Custom’s LLC",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.6,
      "reviewsCount": 16,
      "income": 55450,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJtXVpG46Ny4kRGoHALVrddZ8",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 3.7,
      "reviewsCount": 57,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJMYm3eYSRy4kRs3VbcmZfZAk",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4,
      "reviewsCount": 162,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJca31TwCNy4kRJfMTRmOeKsA",
      "title": "Greenwood Auto Detailing",
      "city": "Altoona",
      "zip": "16602",
      "rating": 5,
      "reviewsCount": 14,
      "income": 55450,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJqXIm9mqRy4kR0B9R3go9hkA",
      "title": "Ultimate Detailing and Tint",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.7,
      "reviewsCount": 35,
      "income": 55450,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJO2lOk2pBKQURtu_Ap2NNvjM",
      "title": "Grey Matter Detailing",
      "city": "Altoona",
      "zip": "16602",
      "rating": 5,
      "reviewsCount": 29,
      "income": 55450,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJxd8ajIORy4kRCR0za3HA8Es",
      "title": "Sheetz Car Wash",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.1,
      "reviewsCount": 79,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJDSQ9gSeSy4kRWgBkUwyZJpE",
      "title": "Superior Detailing & Accessories/ Car Wash",
      "city": "Altoona",
      "zip": "16602",
      "rating": 3.8,
      "reviewsCount": 123,
      "income": 55450,
      "format": "detail_shop",
      "chain": "Independent"
    },
    {
      "placeId": "ChIJcZ-HbmORy4kRYosE6ywfHEE",
      "title": "All Washed Up Auto Spa",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.8,
      "reviewsCount": 359,
      "income": 55450,
      "format": "express_tunnel",
      "chain": "All Washed Up Auto Spa"
    },
    {
      "placeId": "ChIJSRLhD9uRy4kR9UKT3dT0zKw",
      "title": "ModWash",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.8,
      "reviewsCount": 1208,
      "income": 55450,
      "format": "express_tunnel",
      "chain": "ModWash"
    },
    {
      "placeId": "ChIJUQOlvWuRy4kR27qJLn0Fta0",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.1,
      "reviewsCount": 76,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJ2WtNN7GNy4kRMJDvKRanS-w",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.4,
      "reviewsCount": 65,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJ4YK1xGaRy4kRmRxXlL5Ivsg",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 4.2,
      "reviewsCount": 100,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJM94PM5GRy4kRdno0TDSbijg",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 3.7,
      "reviewsCount": 90,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJURbP-uGRy4kRSjlxiWc2KRA",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16601",
      "rating": 3.4,
      "reviewsCount": 104,
      "income": 59518,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJ93c1HOuRy4kRtYcKFL7aauU",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16601",
      "rating": 3.7,
      "reviewsCount": 137,
      "income": 59518,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    },
    {
      "placeId": "ChIJO8hoUCGRy4kRioEqy4oVDA0",
      "title": "Sheetz",
      "city": "Altoona",
      "zip": "16602",
      "rating": 3.8,
      "reviewsCount": 76,
      "income": 55450,
      "format": "inbay_automatic",
      "chain": "Sheetz"
    }
  ],
  "places": [
    {
      "placeId": "ChIJSRLhD9uRy4kR9UKT3dT0zKw",
      "title": "ModWash",
      "street": "530 W Plank Rd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4712308,
      "lng": -78.4069102,
      "totalScore": 4.8,
      "reviewsCount": 1208,
      "scoredReviews": 378,
      "format": "express_tunnel",
      "chain": "ModWash",
      "income": 55450
    },
    {
      "placeId": "ChIJcZ-HbmORy4kRYosE6ywfHEE",
      "title": "All Washed Up Auto Spa",
      "street": "104 E Southey Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4782576,
      "lng": -78.4029075,
      "totalScore": 4.8,
      "reviewsCount": 359,
      "scoredReviews": 229,
      "format": "express_tunnel",
      "chain": "All Washed Up Auto Spa",
      "income": 55450
    },
    {
      "placeId": "ChIJM-QIcfeRy4kRMOiUWVW0oDE",
      "title": "Sheetz",
      "street": "718 Bellwood Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16601",
      "lat": 40.5999192,
      "lng": -78.3218105,
      "totalScore": 3.7,
      "reviewsCount": 282,
      "scoredReviews": 38,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 59518
    },
    {
      "placeId": "ChIJMYm3eYSRy4kRs3VbcmZfZAk",
      "title": "Sheetz",
      "street": "1915 Pleasant Valley Blvd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4991849,
      "lng": -78.3912464,
      "totalScore": 4,
      "reviewsCount": 162,
      "scoredReviews": 31,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJ93c1HOuRy4kRtYcKFL7aauU",
      "title": "Sheetz",
      "street": "700 Chestnut Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16601",
      "lat": 40.5196852,
      "lng": -78.3977364,
      "totalScore": 3.7,
      "reviewsCount": 137,
      "scoredReviews": 30,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 59518
    },
    {
      "placeId": "ChIJDSQ9gSeSy4kRWgBkUwyZJpE",
      "title": "Superior Detailing & Accessories/ Car Wash",
      "street": "2802 Pleasant Valley Blvd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4900873,
      "lng": -78.3983539,
      "totalScore": 3.8,
      "reviewsCount": 123,
      "scoredReviews": 22,
      "format": "detail_shop",
      "chain": null,
      "income": 55450
    },
    {
      "placeId": "ChIJURbP-uGRy4kRSjlxiWc2KRA",
      "title": "Sheetz",
      "street": "405 E 25th Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16601",
      "lat": 40.5348714,
      "lng": -78.4012406,
      "totalScore": 3.4,
      "reviewsCount": 104,
      "scoredReviews": 22,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 59518
    },
    {
      "placeId": "ChIJ4YK1xGaRy4kRmRxXlL5Ivsg",
      "title": "Sheetz",
      "street": "678 Frankstown Rd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4767177,
      "lng": -78.390884,
      "totalScore": 4.2,
      "reviewsCount": 100,
      "scoredReviews": 16,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJM94PM5GRy4kRdno0TDSbijg",
      "title": "Sheetz",
      "street": "1701 7th Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.5079724,
      "lng": -78.4010613,
      "totalScore": 3.7,
      "reviewsCount": 90,
      "scoredReviews": 15,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJxd8ajIORy4kRCR0za3HA8Es",
      "title": "Sheetz Car Wash",
      "street": "1915 Pleasant Valley Blvd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4987548,
      "lng": -78.3916949,
      "totalScore": 4.1,
      "reviewsCount": 79,
      "scoredReviews": 6,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJUQOlvWuRy4kR27qJLn0Fta0",
      "title": "Sheetz",
      "street": "400 E Plank Rd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4803549,
      "lng": -78.4031183,
      "totalScore": 4.1,
      "reviewsCount": 76,
      "scoredReviews": 12,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJO8hoUCGRy4kRioEqy4oVDA0",
      "title": "Sheetz",
      "street": "5706 6th Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4729051,
      "lng": -78.4252471,
      "totalScore": 3.8,
      "reviewsCount": 76,
      "scoredReviews": 9,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJ2WtNN7GNy4kRMJDvKRanS-w",
      "title": "Sheetz",
      "street": "1015 Old 6th Avenue Rd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.5359545,
      "lng": -78.3734711,
      "totalScore": 4.4,
      "reviewsCount": 65,
      "scoredReviews": 7,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJtXVpG46Ny4kRGoHALVrddZ8",
      "title": "Sheetz",
      "street": "1661 E Pleasant Valley Blvd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.5403491,
      "lng": -78.3545328,
      "totalScore": 3.7,
      "reviewsCount": 57,
      "scoredReviews": 10,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 55450
    },
    {
      "placeId": "ChIJqXIm9mqRy4kR0B9R3go9hkA",
      "title": "Ultimate Detailing and Tint",
      "street": "220 W Plank Rd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4766605,
      "lng": -78.4048036,
      "totalScore": 4.7,
      "reviewsCount": 35,
      "scoredReviews": 10,
      "format": "detail_shop",
      "chain": null,
      "income": 55450
    },
    {
      "placeId": "ChIJO2lOk2pBKQURtu_Ap2NNvjM",
      "title": "Grey Matter Detailing",
      "street": "1704 S 12th St",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.5023219,
      "lng": -78.3763942,
      "totalScore": 5,
      "reviewsCount": 29,
      "scoredReviews": 26,
      "format": "detail_shop",
      "chain": null,
      "income": 55450
    },
    {
      "placeId": "ChIJL_A-zMORy4kRO1JB22viMtU",
      "title": "Sheetz Car Wash",
      "street": "3315 Beale Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16601",
      "lat": 40.4940782,
      "lng": -78.4172763,
      "totalScore": 4.2,
      "reviewsCount": 27,
      "scoredReviews": 3,
      "format": "inbay_automatic",
      "chain": "Sheetz",
      "income": 59518
    },
    {
      "placeId": "ChIJjYpx6Jht3IYREO_i3SmlmOk",
      "title": "Dynamic Detailing & Custom’s LLC",
      "street": "215 Union Ave",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.4843677,
      "lng": -78.4029317,
      "totalScore": 4.6,
      "reviewsCount": 16,
      "scoredReviews": 14,
      "format": "detail_shop",
      "chain": null,
      "income": 55450
    },
    {
      "placeId": "ChIJca31TwCNy4kRJfMTRmOeKsA",
      "title": "Greenwood Auto Detailing",
      "street": "1702 E Pleasant Valley Blvd",
      "city": "Altoona",
      "state": "PA",
      "zip": "16602",
      "lat": 40.5419629,
      "lng": -78.3542492,
      "totalScore": 5,
      "reviewsCount": 14,
      "scoredReviews": 12,
      "format": "detail_shop",
      "chain": null,
      "income": 55450
    }
  ]
}