{
  "captureDate": "2026-10-17T20:49:41.208Z",
  "study": {
    "slug": "hvac-saturday-hours-maps",
    "question": "On a Saturday afternoon, how many of the HVAC contractors in Google's Maps top 20 list themselves as open 24 hours, how many list Saturday hours at all, where the contractors closed for the Saturday sit on the list compared with the ones open at the moment of the search, whether a 24-hour listing holds the top three once review volume and chains are accounted for, and how many reviews a listing at each position carries, in large metros and in small cities.",
    "lane": "maps"
  },
  "sample": {
    "markets": 22,
    "serpCalls": 0,
    "resultsSeen": 440,
    "paginationRepeats": 0,
    "failedMarkets": [],
    "marketsWithNoResults": [],
    "excluded": 33,
    "excludedReasons": [
      [
        "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business",
        19
      ],
      [
        "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business",
        3
      ],
      [
        "listed under \"Heating equipment supplier\", not the kind of business this study measures",
        2
      ],
      [
        "listed under \"Air duct cleaning service\", not the kind of business this study measures",
        1
      ],
      [
        "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business",
        8
      ]
    ],
    "uniqueBusinesses": 407,
    "reachable": 0,
    "pageCountMeasured": 0,
    "pageCountMissing": null,
    "siteUnmeasurable": 26,
    "siteUnmeasurableReasons": [
      [
        "no website",
        23
      ],
      [
        "directory, marketplace or social platform",
        3
      ]
    ]
  },
  "distributions": {
    "rating": {
      "n": 407,
      "min": 2.5,
      "p25": 4.7,
      "median": 4.9,
      "p75": 4.9,
      "p90": 5,
      "max": 5,
      "mean": 4.77
    },
    "reviews": {
      "n": 407,
      "min": 1,
      "p25": 66,
      "median": 273,
      "p75": 1109,
      "p90": 3034,
      "max": 36773,
      "mean": 1246.56
    },
    "nameWords": {
      "n": 407,
      "min": 1,
      "p25": 3,
      "median": 5,
      "p75": 6,
      "p90": 7,
      "max": 12,
      "mean": 4.58
    },
    "categoryCount": {
      "n": 407,
      "min": 1,
      "p25": 3,
      "median": 5,
      "p75": 7,
      "p90": 9,
      "max": 10,
      "mean": 5.26
    },
    "hoursPerWeek": {
      "n": 407,
      "min": 35,
      "p25": 72,
      "median": 168,
      "p75": 168,
      "p90": 168,
      "max": 168,
      "mean": 129.13
    },
    "daysOpen": {
      "n": 407,
      "min": 5,
      "p25": 6,
      "median": 7,
      "p75": 7,
      "p90": 7,
      "max": 7,
      "mean": 6.55
    }
  },
  "adoption": {
    "isChain": {
      "yes": 30,
      "outOf": 407,
      "pct": 7
    },
    "hasWebsite": {
      "yes": 384,
      "outOf": 407,
      "pct": 94
    },
    "hasOwnWebsite": {
      "yes": 381,
      "outOf": 407,
      "pct": 94
    },
    "hasPhone": {
      "yes": 406,
      "outOf": 407,
      "pct": 100
    },
    "nameHasService": {
      "yes": 354,
      "outOf": 407,
      "pct": 87
    },
    "nameHasCity": {
      "yes": 53,
      "outOf": 407,
      "pct": 13
    },
    "nameHasState": {
      "yes": 3,
      "outOf": 407,
      "pct": 1
    },
    "nameHasGeo": {
      "yes": 56,
      "outOf": 407,
      "pct": 14
    },
    "hoursListed": {
      "yes": 407,
      "outOf": 407,
      "pct": 100
    },
    "open24All": {
      "yes": 247,
      "outOf": 407,
      "pct": 61
    },
    "open24Any": {
      "yes": 263,
      "outOf": 407,
      "pct": 65
    },
    "openWeekends": {
      "yes": 293,
      "outOf": 407,
      "pct": 72
    },
    "openSunday": {
      "yes": 294,
      "outOf": 407,
      "pct": 72
    },
    "openSaturday": {
      "yes": 338,
      "outOf": 407,
      "pct": 83
    },
    "openFriday": {
      "yes": 407,
      "outOf": 407,
      "pct": 100
    },
    "openMonday": {
      "yes": 406,
      "outOf": 407,
      "pct": 100
    },
    "openToday": {
      "yes": 338,
      "outOf": 407,
      "pct": 83
    },
    "openAtSearch": {
      "yes": 329,
      "outOf": 407,
      "pct": 81
    },
    "linksToHomepage": {
      "yes": 309,
      "outOf": 381,
      "pct": 81
    },
    "linksToInnerPage": {
      "yes": 72,
      "outOf": 381,
      "pct": 19
    },
    "linksToLocationPage": {
      "yes": 67,
      "outOf": 381,
      "pct": 18
    },
    "linkPathNamesMarketCity": {
      "yes": 61,
      "outOf": 381,
      "pct": 16
    },
    "linkHasUtm": {
      "yes": 142,
      "outOf": 381,
      "pct": 37
    },
    "linkHasAnyParams": {
      "yes": 144,
      "outOf": 381,
      "pct": 38
    }
  },
  "correlations": {
    "rankVs_rating": {
      "n": 407,
      "rho": 0.032,
      "significant": false,
      "strength": "no meaningful relationship"
    },
    "rankVs_reviews": {
      "n": 407,
      "rho": -0.346,
      "significant": true,
      "strength": "moderate"
    },
    "rankVs_nameWords": {
      "n": 407,
      "rho": -0.09,
      "significant": false,
      "strength": "no meaningful relationship"
    },
    "rankVs_categoryCount": {
      "n": 407,
      "rho": -0.156,
      "significant": true,
      "strength": "weak"
    },
    "rankVs_hoursPerWeek": {
      "n": 407,
      "rho": -0.194,
      "significant": true,
      "strength": "weak"
    },
    "rankVs_daysOpen": {
      "n": 407,
      "rho": -0.177,
      "significant": true,
      "strength": "weak"
    },
    "ratingVs_reviews": {
      "n": 407,
      "rho": 0.072,
      "significant": false,
      "strength": "no meaningful relationship"
    }
  },
  "markets": {
    "perMarket": [
      {
        "market": "Indianapolis, Indiana",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Columbus, Ohio",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Charlotte, North Carolina",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Nashville, Tennessee",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Atlanta, Georgia",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Houston, Texas",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Chicago, Illinois",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Tampa, Florida",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Detroit, Michigan",
        "resultsSeen": 20,
        "excluded": 4,
        "kept": 16,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": 4
        }
      },
      {
        "market": "Milwaukee, Wisconsin",
        "resultsSeen": 20,
        "excluded": 1,
        "kept": 19,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": 1
        }
      },
      {
        "market": "St. Louis, Missouri",
        "resultsSeen": 20,
        "excluded": 1,
        "kept": 19,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": 1
        }
      },
      {
        "market": "Bowling Green, Kentucky",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Johnson City, Tennessee",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Rochester, Minnesota",
        "resultsSeen": 20,
        "excluded": 1,
        "kept": 19,
        "firstKeptRank": 1,
        "reasons": {
          "listed under \"Heating equipment supplier\", not the kind of business this study measures": 1
        }
      },
      {
        "market": "Sioux City, Iowa",
        "resultsSeen": 20,
        "excluded": 5,
        "kept": 15,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": 5
        }
      },
      {
        "market": "Valdosta, Georgia",
        "resultsSeen": 20,
        "excluded": 8,
        "kept": 12,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": 8
        }
      },
      {
        "market": "Wausau, Wisconsin",
        "resultsSeen": 20,
        "excluded": 1,
        "kept": 19,
        "firstKeptRank": 1,
        "reasons": {
          "listed under \"Air duct cleaning service\", not the kind of business this study measures": 1
        }
      },
      {
        "market": "Abilene, Texas",
        "resultsSeen": 20,
        "excluded": 0,
        "kept": 20,
        "firstKeptRank": 1,
        "reasons": {}
      },
      {
        "market": "Lawton, Oklahoma",
        "resultsSeen": 20,
        "excluded": 1,
        "kept": 19,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": 1
        }
      },
      {
        "market": "Bismarck, North Dakota",
        "resultsSeen": 20,
        "excluded": 4,
        "kept": 16,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": 1,
          "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": 3
        }
      },
      {
        "market": "Florence, South Carolina",
        "resultsSeen": 20,
        "excluded": 4,
        "kept": 16,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": 1,
          "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": 2,
          "listed under \"Heating equipment supplier\", not the kind of business this study measures": 1
        }
      },
      {
        "market": "Dothan, Alabama",
        "resultsSeen": 20,
        "excluded": 3,
        "kept": 17,
        "firstKeptRank": 1,
        "reasons": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": 1,
          "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": 2
        }
      }
    ],
    "keptPerMarket": {
      "n": 22,
      "min": 12,
      "p25": 17,
      "median": 20,
      "p75": 20,
      "p90": 20,
      "max": 20,
      "mean": 18.5
    },
    "excludedShareOfResults": 8,
    "marketsWhereExcludedTakeHalfOrMore": 0,
    "topExcludedHosts": [
      {
        "host": "null",
        "appearances": 20
      },
      {
        "host": "willowvalleyairgroup.site",
        "appearances": 2
      },
      {
        "host": "milwaukeecityhvacservices.com",
        "appearances": 1
      },
      {
        "host": "stlouishvacservices.com",
        "appearances": 1
      },
      {
        "host": "johnstonesupply.com",
        "appearances": 1
      },
      {
        "host": "dairystateduct.wixsite.com",
        "appearances": 1
      },
      {
        "host": "thermafieldacrepairlawton.site",
        "appearances": 1
      },
      {
        "host": "ironmeadowcoolinggroup.site",
        "appearances": 1
      },
      {
        "host": "thermacedaracrepairflorence.site",
        "appearances": 1
      },
      {
        "host": "breezeproairflorence.com",
        "appearances": 1
      },
      {
        "host": "creggercompany.com",
        "appearances": 1
      },
      {
        "host": "airpineworksacrepairdothan.site",
        "appearances": 1
      },
      {
        "host": "wiregrasscoolacrepairdothan.site",
        "appearances": 1
      }
    ],
    "composition": {
      "all": {
        "markets": 22,
        "slots": 440,
        "kept": 407,
        "keptPct": 93,
        "byReason": {
          "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": {
            "slots": 19,
            "pct": 4
          },
          "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": {
            "slots": 8,
            "pct": 2
          },
          "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": {
            "slots": 3,
            "pct": 1
          },
          "listed under \"Heating equipment supplier\", not the kind of business this study measures": {
            "slots": 2,
            "pct": 0
          },
          "listed under \"Air duct cleaning service\", not the kind of business this study measures": {
            "slots": 1,
            "pct": 0
          }
        },
        "keptPerMarket": {
          "n": 22,
          "min": 12,
          "p25": 17,
          "median": 20,
          "p75": 20,
          "p90": 20,
          "max": 20,
          "mean": 18.5
        },
        "marketsWithNoneKept": 0,
        "marketsWithTwoOrFewerKept": 0,
        "firstKeptRank": {
          "n": 22,
          "min": 1,
          "p25": 1,
          "median": 1,
          "p75": 1,
          "p90": 1,
          "max": 1,
          "mean": 1
        },
        "marketsWhereRank1IsKept": 22
      },
      "byStratum": {
        "largeMetro": {
          "markets": 11,
          "slots": 220,
          "kept": 214,
          "keptPct": 97,
          "byReason": {
            "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": {
              "slots": 4,
              "pct": 2
            },
            "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": {
              "slots": 2,
              "pct": 1
            }
          },
          "keptPerMarket": {
            "n": 11,
            "min": 16,
            "p25": 20,
            "median": 20,
            "p75": 20,
            "p90": 20,
            "max": 20,
            "mean": 19.45
          },
          "marketsWithNoneKept": 0,
          "marketsWithTwoOrFewerKept": 0,
          "firstKeptRank": {
            "n": 11,
            "min": 1,
            "p25": 1,
            "median": 1,
            "p75": 1,
            "p90": 1,
            "max": 1,
            "mean": 1
          },
          "marketsWhereRank1IsKept": 11
        },
        "smallCity": {
          "markets": 11,
          "slots": 220,
          "kept": 193,
          "keptPct": 88,
          "byReason": {
            "unverifiable listing: a coined word followed by HVAC Repair and the city name, no website, fewer than ten reviews, and hours identical to the other such listings in the same city, so it could not be confirmed as a business": {
              "slots": 15,
              "pct": 7
            },
            "unverifiable listing: a keyword name on a template website (a .site domain or a one-line page that returned a block, no address and no business name beyond the keywords), fewer than ten reviews, so it could not be confirmed as a business": {
              "slots": 8,
              "pct": 4
            },
            "listed under \"Heating equipment supplier\", not the kind of business this study measures": {
              "slots": 2,
              "pct": 1
            },
            "listed under \"Air duct cleaning service\", not the kind of business this study measures": {
              "slots": 1,
              "pct": 0
            },
            "unverifiable listing: a generic city-plus-trade name with no reachable website, no street address or no rating, and at most two reviews, so it could not be confirmed as a business": {
              "slots": 1,
              "pct": 0
            }
          },
          "keptPerMarket": {
            "n": 11,
            "min": 12,
            "p25": 16,
            "median": 19,
            "p75": 20,
            "p90": 20,
            "max": 20,
            "mean": 17.55
          },
          "marketsWithNoneKept": 0,
          "marketsWithTwoOrFewerKept": 0,
          "firstKeptRank": {
            "n": 11,
            "min": 1,
            "p25": 1,
            "median": 1,
            "p75": 1,
            "p90": 1,
            "max": 1,
            "mean": 1
          },
          "marketsWhereRank1IsKept": 11
        }
      }
    }
  },
  "strata": {
    "labels": {
      "largeMetro": {
        "markets": 11,
        "n": 214,
        "distributions": {
          "rating": {
            "n": 214,
            "min": 2.7,
            "p25": 4.8,
            "median": 4.9,
            "p75": 4.9,
            "p90": 5,
            "max": 5,
            "mean": 4.82
          },
          "reviews": {
            "n": 214,
            "min": 10,
            "p25": 219,
            "median": 667,
            "p75": 2102,
            "p90": 5617,
            "max": 36773,
            "mean": 2063.55
          },
          "nameWords": {
            "n": 214,
            "min": 1,
            "p25": 3,
            "median": 5,
            "p75": 6,
            "p90": 7,
            "max": 12,
            "mean": 4.67
          },
          "categoryCount": {
            "n": 214,
            "min": 1,
            "p25": 4,
            "median": 6,
            "p75": 8,
            "p90": 9,
            "max": 10,
            "mean": 5.84
          },
          "hoursPerWeek": {
            "n": 214,
            "min": 40,
            "p25": 98,
            "median": 168,
            "p75": 168,
            "p90": 168,
            "max": 168,
            "mean": 139.19
          },
          "daysOpen": {
            "n": 214,
            "min": 5,
            "p25": 7,
            "median": 7,
            "p75": 7,
            "p90": 7,
            "max": 7,
            "mean": 6.75
          }
        },
        "adoption": {
          "isChain": {
            "yes": 22,
            "outOf": 214,
            "pct": 10
          },
          "hasWebsite": {
            "yes": 210,
            "outOf": 214,
            "pct": 98
          },
          "hasOwnWebsite": {
            "yes": 210,
            "outOf": 214,
            "pct": 98
          },
          "hasPhone": {
            "yes": 213,
            "outOf": 214,
            "pct": 100
          },
          "nameHasService": {
            "yes": 185,
            "outOf": 214,
            "pct": 86
          },
          "nameHasCity": {
            "yes": 40,
            "outOf": 214,
            "pct": 19
          },
          "nameHasState": {
            "yes": 1,
            "outOf": 214,
            "pct": 0
          },
          "nameHasGeo": {
            "yes": 41,
            "outOf": 214,
            "pct": 19
          },
          "hoursListed": {
            "yes": 214,
            "outOf": 214,
            "pct": 100
          },
          "open24All": {
            "yes": 144,
            "outOf": 214,
            "pct": 67
          },
          "open24Any": {
            "yes": 152,
            "outOf": 214,
            "pct": 71
          },
          "openWeekends": {
            "yes": 172,
            "outOf": 214,
            "pct": 80
          },
          "openSunday": {
            "yes": 172,
            "outOf": 214,
            "pct": 80
          },
          "openSaturday": {
            "yes": 203,
            "outOf": 214,
            "pct": 95
          },
          "openFriday": {
            "yes": 214,
            "outOf": 214,
            "pct": 100
          },
          "openMonday": {
            "yes": 214,
            "outOf": 214,
            "pct": 100
          },
          "openToday": {
            "yes": 203,
            "outOf": 214,
            "pct": 95
          },
          "openAtSearch": {
            "yes": 195,
            "outOf": 214,
            "pct": 91
          },
          "linksToHomepage": {
            "yes": 161,
            "outOf": 210,
            "pct": 77
          },
          "linksToInnerPage": {
            "yes": 49,
            "outOf": 210,
            "pct": 23
          },
          "linksToLocationPage": {
            "yes": 46,
            "outOf": 210,
            "pct": 22
          },
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          },
          {
            "market": "Dothan, Alabama",
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            "top3WithFlag": 2
          }
        ]
      }
    },
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      {
        "naming": "service word and geography",
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        "share": 12,
        "medianRank": 8,
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        "shareInTop3": 27,
        "medianReviews": 394,
        "medianRating": 4.8,
        "chainLocations": 7,
        "independents": {
          "n": 42,
          "medianRank": 8,
          "medianReviews": 441,
          "shareInTop3": 26
        }
      },
      {
        "naming": "service word only",
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        "share": 75,
        "medianRank": 10,
        "inTop3": 44,
        "shareInTop3": 14,
        "medianReviews": 225,
        "medianRating": 4.9,
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        "independents": {
          "n": 292,
          "medianRank": 11,
          "medianReviews": 219,
          "shareInTop3": 14
        }
      },
      {
        "naming": "geography only",
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        "share": 2,
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        "inTop3": 2,
        "shareInTop3": 29,
        "medianReviews": 1527,
        "medianRating": 4.8,
        "chainLocations": 5,
        "independents": {
          "n": 2,
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          "medianReviews": 178,
          "shareInTop3": 0
        }
      },
      {
        "naming": "neither",
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        "share": 11,
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        "inTop3": 7,
        "shareInTop3": 15,
        "medianReviews": 504,
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          "shareInTop3": 15
        }
      }
    ],
    "nameLength": [
      {
        "length": "1 to 2 words",
        "n": 41,
        "share": 10,
        "medianRank": 11,
        "shareInTop3": 15,
        "medianReviews": 520
      },
      {
        "length": "3 words",
        "n": 64,
        "share": 16,
        "medianRank": 12,
        "shareInTop3": 17,
        "medianReviews": 215
      },
      {
        "length": "4 words",
        "n": 95,
        "share": 23,
        "medianRank": 11,
        "shareInTop3": 9,
        "medianReviews": 207
      },
      {
        "length": "5 or more words",
        "n": 207,
        "share": 51,
        "medianRank": 9,
        "shareInTop3": 19,
        "medianReviews": 302
      }
    ],
    "hoursPatterns": {
      "all": [
        {
          "pattern": "24 hours, 7 days",
          "n": 247,
          "share": 61,
          "medianRank": 9,
          "inTop3": 54,
          "shareInTop3": 22,
          "shareOfTop3Slots": 82,
          "medianReviews": 436,
          "medianRating": 4.8,
          "medianHoursPerWeek": 168,
          "chainLocations": 26,
          "independents": {
            "n": 221,
            "medianRank": 9,
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            "shareInTop3": 20
          }
        },
        {
          "pattern": "business hours (under 84 hours)",
          "n": 114,
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          "inTop3": 6,
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          "shareOfTop3Slots": 9,
          "medianReviews": 100,
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          "chainLocations": 3,
          "independents": {
            "n": 111,
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            "medianReviews": 95,
            "shareInTop3": 5
          }
        },
        {
          "pattern": "extended (84+ hours, not 24/7)",
          "n": 46,
          "share": 11,
          "medianRank": 11,
          "inTop3": 6,
          "shareInTop3": 13,
          "shareOfTop3Slots": 9,
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          }
        }
      ],
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        "all": [
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            "day": "monday",
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            "shareClosed": 0,
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            "openMedianRank": 10,
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              "rho": 0.057,
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              "strength": "no meaningful relationship"
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          },
          {
            "day": "tuesday",
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            "rankVsClosed": {
              "n": 407,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "wednesday",
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            "rankVsClosed": {
              "n": 407,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "thursday",
            "withHours": 407,
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            "closedMedianRank": null,
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            "closedInTop3": 0,
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            "rankVsClosed": {
              "n": 407,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "friday",
            "withHours": 407,
            "closed": 0,
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            "closedMedianRank": null,
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            "closedInTop3": 0,
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            "closedMedianReviews": null,
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            "rankVsClosed": {
              "n": 407,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "saturday",
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            "shareClosed": 17,
            "closedMedianRank": 13,
            "openMedianRank": 9,
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            "openInTop3": 64,
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            "rankVsClosed": {
              "n": 407,
              "rho": 0.188,
              "significant": true,
              "strength": "weak"
            }
          },
          {
            "day": "sunday",
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            "shareClosed": 28,
            "closedMedianRank": 12,
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            "openInTop3": 58,
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              "n": 407,
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              "significant": true,
              "strength": "weak"
            }
          }
        ],
        "independents": [
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              "n": 377,
              "rho": 0.057,
              "significant": false,
              "strength": "no meaningful relationship"
            }
          },
          {
            "day": "tuesday",
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            "rankVsClosed": {
              "n": 377,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "wednesday",
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            "shareClosed": 0,
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            "rankVsClosed": {
              "n": 377,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "thursday",
            "withHours": 377,
            "closed": 0,
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            "closedMedianRank": null,
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            "closedInTop3": 0,
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            "rankVsClosed": {
              "n": 377,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "friday",
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            "closedInTop3": 0,
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            "rankVsClosed": {
              "n": 377,
              "rho": null,
              "note": "one variable is constant, no correlation to report"
            }
          },
          {
            "day": "saturday",
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            "closed": 68,
            "shareClosed": 18,
            "closedMedianRank": 13,
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            "closedInTop3": 2,
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              "n": 377,
              "rho": 0.18,
              "significant": true,
              "strength": "weak"
            }
          },
          {
            "day": "sunday",
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            "shareClosed": 29,
            "closedMedianRank": 12,
            "openMedianRank": 10,
            "closedInTop3": 8,
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            "rankVsClosed": {
              "n": 377,
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              "significant": true,
              "strength": "weak"
            }
          }
        ],
        "strata": {
          "largeMetro": {
            "all": [
              {
                "day": "monday",
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 214,
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                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "tuesday",
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                "rankVsClosed": {
                  "n": 214,
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                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "wednesday",
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                "rankVsClosed": {
                  "n": 214,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "thursday",
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                "rankVsClosed": {
                  "n": 214,
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                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "friday",
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                "closedMedianRank": null,
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                "rankVsClosed": {
                  "n": 214,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "saturday",
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                "closedMedianRank": 10,
                "openMedianRank": 10,
                "closedInTop3": 1,
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                "closedMedianReviews": 957,
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                "rankVsClosed": {
                  "n": 214,
                  "rho": 0.048,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              },
              {
                "day": "sunday",
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                "closed": 42,
                "shareClosed": 20,
                "closedMedianRank": 10,
                "openMedianRank": 10,
                "closedInTop3": 5,
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                "closedMedianReviews": 474,
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                "rankVsClosed": {
                  "n": 214,
                  "rho": 0.033,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              }
            ],
            "independents": [
              {
                "day": "monday",
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 192,
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                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "tuesday",
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                "rankVsClosed": {
                  "n": 192,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "wednesday",
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                "closed": 0,
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                "closedMedianRank": null,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 192,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "thursday",
                "withHours": 192,
                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
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                "closedInTop3": 0,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 192,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "friday",
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                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
                "openMedianRank": 10,
                "closedInTop3": 0,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 192,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "saturday",
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                "closed": 10,
                "shareClosed": 5,
                "closedMedianRank": 13,
                "openMedianRank": 10,
                "closedInTop3": 1,
                "openInTop3": 24,
                "closedMedianReviews": 957,
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                "rankVsClosed": {
                  "n": 192,
                  "rho": 0.044,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              },
              {
                "day": "sunday",
                "withHours": 192,
                "closed": 39,
                "shareClosed": 20,
                "closedMedianRank": 10,
                "openMedianRank": 10,
                "closedInTop3": 5,
                "openInTop3": 20,
                "closedMedianReviews": 457,
                "openMedianReviews": 593,
                "rankVsClosed": {
                  "n": 192,
                  "rho": 0.011,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              }
            ]
          },
          "smallCity": {
            "all": [
              {
                "day": "monday",
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                "closed": 1,
                "shareClosed": 1,
                "closedMedianRank": 17,
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                "closedInTop3": 0,
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                "closedMedianReviews": 5,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": 0.084,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              },
              {
                "day": "tuesday",
                "withHours": 193,
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                "closedMedianRank": null,
                "openMedianRank": 10,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "wednesday",
                "withHours": 193,
                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
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                "closedInTop3": 0,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "thursday",
                "withHours": 193,
                "closed": 0,
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                "closedMedianRank": null,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "friday",
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                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
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                "closedInTop3": 0,
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                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "saturday",
                "withHours": 193,
                "closed": 58,
                "shareClosed": 30,
                "closedMedianRank": 13,
                "openMedianRank": 8,
                "closedInTop3": 1,
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                "closedMedianReviews": 52,
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                "rankVsClosed": {
                  "n": 193,
                  "rho": 0.308,
                  "significant": true,
                  "strength": "moderate"
                }
              },
              {
                "day": "sunday",
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                "closed": 71,
                "shareClosed": 37,
                "closedMedianRank": 13,
                "openMedianRank": 8,
                "closedInTop3": 3,
                "openInTop3": 30,
                "closedMedianReviews": 52,
                "openMedianReviews": 122,
                "rankVsClosed": {
                  "n": 193,
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                  "significant": true,
                  "strength": "weak"
                }
              }
            ],
            "independents": [
              {
                "day": "monday",
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                "shareClosed": 1,
                "closedMedianRank": 17,
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                "rankVsClosed": {
                  "n": 185,
                  "rho": 0.084,
                  "significant": false,
                  "strength": "no meaningful relationship"
                }
              },
              {
                "day": "tuesday",
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                "rankVsClosed": {
                  "n": 185,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "wednesday",
                "withHours": 185,
                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
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                "closedInTop3": 0,
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                "closedMedianReviews": null,
                "openMedianReviews": 79,
                "rankVsClosed": {
                  "n": 185,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "thursday",
                "withHours": 185,
                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
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                "closedInTop3": 0,
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                "closedMedianReviews": null,
                "openMedianReviews": 79,
                "rankVsClosed": {
                  "n": 185,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "friday",
                "withHours": 185,
                "closed": 0,
                "shareClosed": 0,
                "closedMedianRank": null,
                "openMedianRank": 10,
                "closedInTop3": 0,
                "openInTop3": 32,
                "closedMedianReviews": null,
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                "rankVsClosed": {
                  "n": 185,
                  "rho": null,
                  "note": "one variable is constant, no correlation to report"
                }
              },
              {
                "day": "saturday",
                "withHours": 185,
                "closed": 58,
                "shareClosed": 31,
                "closedMedianRank": 13,
                "openMedianRank": 8,
                "closedInTop3": 1,
                "openInTop3": 31,
                "closedMedianReviews": 52,
                "openMedianReviews": 104,
                "rankVsClosed": {
                  "n": 185,
                  "rho": 0.293,
                  "significant": true,
                  "strength": "weak"
                }
              },
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  "contrast": {
    "rating": {
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    },
    "reviews": {
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    },
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  },
  "limits": [
    "Results were captured once on 2026-10-17, from one location setting per market. Rankings vary by device, personalization and time.",
    "Rank is the position within this query only. It is not a measure of overall visibility.",
    "Ratings and review counts are as displayed by Google Maps at capture time and can lag the business's actual reviews.",
    "Correlation is not causation. A relationship here describes what co-occurs among businesses that already rank, not what causes ranking.",
    "Businesses appearing in more than one market are counted once."
  ]
}