{
 "dataset": "ApplianceDB",
 "page": "https://appliancedb.dataengineered.io/stats/",
 "generated": "2026-09-18",
 "snapshot": "2026-07-16",
 "license": "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/) - attribute with a link to the page",
 "totals": {
  "codes": 438,
  "brands": 13,
  "markets": 2,
  "types": 5,
  "pairs": 26,
  "procedures": 288,
  "codes_with_procedure": 247,
  "categories": 23,
  "components": 147,
  "sources": 30
 },
 "by_brand": [
  {
   "brand": "Samsung",
   "codes": 84,
   "share_pct": 19.2,
   "markets": "US, UK",
   "types": 4,
   "source": "manufacturer listing",
   "with_procedure": 71,
   "with_procedure_pct": 84.5
  },
  {
   "brand": "LG",
   "codes": 73,
   "share_pct": 16.7,
   "markets": "US",
   "types": 5,
   "source": "manufacturer listing",
   "with_procedure": 72,
   "with_procedure_pct": 98.6
  },
  {
   "brand": "Whirlpool",
   "codes": 41,
   "share_pct": 9.4,
   "markets": "US",
   "types": 3,
   "source": "manufacturer listing, repair-reference listing",
   "with_procedure": 41,
   "with_procedure_pct": 100.0
  },
  {
   "brand": "Bosch",
   "codes": 38,
   "share_pct": 8.7,
   "markets": "US",
   "types": 2,
   "source": "repair-reference listing",
   "with_procedure": 2,
   "with_procedure_pct": 5.3
  },
  {
   "brand": "Frigidaire",
   "codes": 36,
   "share_pct": 8.2,
   "markets": "US",
   "types": 2,
   "source": "manufacturer listing, repair-reference listing",
   "with_procedure": 2,
   "with_procedure_pct": 5.6
  },
  {
   "brand": "GE",
   "codes": 29,
   "share_pct": 6.6,
   "markets": "US",
   "types": 2,
   "source": "manufacturer listing",
   "with_procedure": 18,
   "with_procedure_pct": 62.1
  },
  {
   "brand": "Miele",
   "codes": 27,
   "share_pct": 6.2,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 5,
   "with_procedure_pct": 18.5
  },
  {
   "brand": "Hoover",
   "codes": 23,
   "share_pct": 5.3,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 4,
   "with_procedure_pct": 17.4
  },
  {
   "brand": "Candy",
   "codes": 22,
   "share_pct": 5.0,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 5,
   "with_procedure_pct": 22.7
  },
  {
   "brand": "Maytag",
   "codes": 18,
   "share_pct": 4.1,
   "markets": "US",
   "types": 1,
   "source": "manufacturer listing",
   "with_procedure": 18,
   "with_procedure_pct": 100.0
  },
  {
   "brand": "Hotpoint",
   "codes": 17,
   "share_pct": 3.9,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 4,
   "with_procedure_pct": 23.5
  },
  {
   "brand": "Indesit",
   "codes": 17,
   "share_pct": 3.9,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 3,
   "with_procedure_pct": 17.6
  },
  {
   "brand": "Beko",
   "codes": 13,
   "share_pct": 3.0,
   "markets": "UK",
   "types": 1,
   "source": "repair-reference listing",
   "with_procedure": 2,
   "with_procedure_pct": 15.4
  }
 ],
 "by_market": [
  {
   "market": "US",
   "codes": 293,
   "share_pct": 66.9
  },
  {
   "market": "UK",
   "codes": 145,
   "share_pct": 33.1
  }
 ],
 "by_source_tier": [
  {
   "tier": "manufacturer listing",
   "codes": 239,
   "share_pct": 54.6
  },
  {
   "tier": "repair-reference listing",
   "codes": 199,
   "share_pct": 45.4
  }
 ],
 "by_appliance_type": [
  {
   "type": "washer",
   "codes": 250,
   "share_pct": 57.1
  },
  {
   "type": "dishwasher",
   "codes": 73,
   "share_pct": 16.7
  },
  {
   "type": "oven_range",
   "codes": 45,
   "share_pct": 10.3
  },
  {
   "type": "dryer",
   "codes": 40,
   "share_pct": 9.1
  },
  {
   "type": "refrigerator",
   "codes": 30,
   "share_pct": 6.8
  }
 ],
 "brand_market_type_grid": [
  {
   "brand": "LG",
   "market": "US",
   "total": 73,
   "washer": 14,
   "dishwasher": 11,
   "oven_range": 18,
   "dryer": 14,
   "refrigerator": 16
  },
  {
   "brand": "Samsung",
   "market": "US",
   "total": 58,
   "washer": 16,
   "dishwasher": 14,
   "oven_range": 0,
   "dryer": 14,
   "refrigerator": 14
  },
  {
   "brand": "Whirlpool",
   "market": "US",
   "total": 41,
   "washer": 18,
   "dishwasher": 0,
   "oven_range": 11,
   "dryer": 12,
   "refrigerator": 0
  },
  {
   "brand": "Bosch",
   "market": "US",
   "total": 38,
   "washer": 20,
   "dishwasher": 18,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Frigidaire",
   "market": "US",
   "total": 36,
   "washer": 19,
   "dishwasher": 17,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "GE",
   "market": "US",
   "total": 29,
   "washer": 0,
   "dishwasher": 13,
   "oven_range": 16,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Miele",
   "market": "UK",
   "total": 27,
   "washer": 27,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Samsung",
   "market": "UK",
   "total": 26,
   "washer": 26,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Hoover",
   "market": "UK",
   "total": 23,
   "washer": 23,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Candy",
   "market": "UK",
   "total": 22,
   "washer": 22,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Maytag",
   "market": "US",
   "total": 18,
   "washer": 18,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Hotpoint",
   "market": "UK",
   "total": 17,
   "washer": 17,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Indesit",
   "market": "UK",
   "total": 17,
   "washer": 17,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  },
  {
   "brand": "Beko",
   "market": "UK",
   "total": 13,
   "washer": 13,
   "dishwasher": 0,
   "oven_range": 0,
   "dryer": 0,
   "refrigerator": 0
  }
 ],
 "fault_categories": {
  "all": [
   {
    "category": "sensor",
    "codes": 62,
    "share_pct": 14.2
   },
   {
    "category": "water_supply",
    "codes": 48,
    "share_pct": 11.0
   },
   {
    "category": "motor",
    "codes": 45,
    "share_pct": 10.3
   },
   {
    "category": "door_lock",
    "codes": 40,
    "share_pct": 9.1
   },
   {
    "category": "drainage",
    "codes": 40,
    "share_pct": 9.1
   },
   {
    "category": "control_board",
    "codes": 36,
    "share_pct": 8.2
   },
   {
    "category": "heating",
    "codes": 31,
    "share_pct": 7.1
   },
   {
    "category": "power",
    "codes": 25,
    "share_pct": 5.7
   },
   {
    "category": "informational",
    "codes": 18,
    "share_pct": 4.1
   },
   {
    "category": "communication",
    "codes": 17,
    "share_pct": 3.9
   },
   {
    "category": "fan",
    "codes": 10,
    "share_pct": 2.3
   },
   {
    "category": "temperature",
    "codes": 10,
    "share_pct": 2.3
   },
   {
    "category": "leak",
    "codes": 9,
    "share_pct": 2.1
   },
   {
    "category": "suds",
    "codes": 8,
    "share_pct": 1.8
   },
   {
    "category": "unbalanced",
    "codes": 8,
    "share_pct": 1.8
   },
   {
    "category": "ventilation",
    "codes": 8,
    "share_pct": 1.8
   },
   {
    "category": "dispenser",
    "codes": 7,
    "share_pct": 1.6
   },
   {
    "category": "compressor",
    "codes": 5,
    "share_pct": 1.1
   },
   {
    "category": "ice_maker",
    "codes": 4,
    "share_pct": 0.9
   },
   {
    "category": "filter",
    "codes": 2,
    "share_pct": 0.5
   },
   {
    "category": "gas",
    "codes": 2,
    "share_pct": 0.5
   },
   {
    "category": "refrigerant",
    "codes": 2,
    "share_pct": 0.5
   },
   {
    "category": "defrost",
    "codes": 1,
    "share_pct": 0.2
   }
  ],
  "leading_by_type": [
   {
    "type": "washer",
    "codes": 250,
    "leading": [
     "motor"
    ],
    "codes_in_leading": 36,
    "share_pct": 14.4
   },
   {
    "type": "dishwasher",
    "codes": 73,
    "leading": [
     "drainage",
     "water_supply"
    ],
    "codes_in_leading": 12,
    "share_pct": 16.4
   },
   {
    "type": "oven_range",
    "codes": 45,
    "leading": [
     "sensor"
    ],
    "codes_in_leading": 13,
    "share_pct": 28.9
   },
   {
    "type": "dryer",
    "codes": 40,
    "leading": [
     "ventilation"
    ],
    "codes_in_leading": 8,
    "share_pct": 20.0
   },
   {
    "type": "refrigerator",
    "codes": 30,
    "leading": [
     "fan",
     "sensor"
    ],
    "codes_in_leading": 6,
    "share_pct": 20.0
   }
  ]
 },
 "severity": {
  "classified": 410,
  "unclassified": 28,
  "all": [
   {
    "severity": "stop_failure",
    "codes": 134,
    "share_pct": 32.7
   },
   {
    "severity": "degraded",
    "codes": 246,
    "share_pct": 60.0
   },
   {
    "severity": "informational",
    "codes": 30,
    "share_pct": 7.3
   }
  ],
  "by_type": [
   {
    "type": "washer",
    "classified": 233,
    "stop_failure": 78,
    "degraded": 141,
    "informational": 14
   },
   {
    "type": "dishwasher",
    "classified": 62,
    "stop_failure": 25,
    "degraded": 31,
    "informational": 6
   },
   {
    "type": "oven_range",
    "classified": 45,
    "stop_failure": 10,
    "degraded": 28,
    "informational": 7
   },
   {
    "type": "dryer",
    "classified": 40,
    "stop_failure": 14,
    "degraded": 23,
    "informational": 3
   },
   {
    "type": "refrigerator",
    "classified": 30,
    "stop_failure": 7,
    "degraded": 23,
    "informational": 0
   }
  ],
  "stop_failure_by_category": [
   {
    "category": "drainage",
    "classified": 32,
    "stop_failure": 27,
    "share_pct": 84.4
   },
   {
    "category": "motor",
    "classified": 41,
    "stop_failure": 23,
    "share_pct": 56.1
   },
   {
    "category": "door_lock",
    "classified": 39,
    "stop_failure": 19,
    "share_pct": 48.7
   },
   {
    "category": "water_supply",
    "classified": 41,
    "stop_failure": 17,
    "share_pct": 41.5
   },
   {
    "category": "heating",
    "classified": 30,
    "stop_failure": 11,
    "share_pct": 36.7
   },
   {
    "category": "control_board",
    "classified": 36,
    "stop_failure": 13,
    "share_pct": 36.1
   },
   {
    "category": "temperature",
    "classified": 10,
    "stop_failure": 3,
    "share_pct": 30.0
   },
   {
    "category": "power",
    "classified": 25,
    "stop_failure": 6,
    "share_pct": 24.0
   },
   {
    "category": "communication",
    "classified": 14,
    "stop_failure": 0,
    "share_pct": 0.0
   },
   {
    "category": "fan",
    "classified": 10,
    "stop_failure": 0,
    "share_pct": 0.0
   },
   {
    "category": "informational",
    "classified": 18,
    "stop_failure": 0,
    "share_pct": 0.0
   },
   {
    "category": "sensor",
    "classified": 60,
    "stop_failure": 0,
    "share_pct": 0.0
   }
  ]
 },
 "components": [
  {
   "component": "control board",
   "codes": 46,
   "share_pct": 10.5
  },
  {
   "component": "drain pump",
   "codes": 28,
   "share_pct": 6.4
  },
  {
   "component": "water inlet valve",
   "codes": 28,
   "share_pct": 6.4
  },
  {
   "component": "drive motor",
   "codes": 20,
   "share_pct": 4.6
  },
  {
   "component": "heating element",
   "codes": 16,
   "share_pct": 3.7
  },
  {
   "component": "drain system",
   "codes": 11,
   "share_pct": 2.5
  },
  {
   "component": "pressure switch",
   "codes": 11,
   "share_pct": 2.5
  },
  {
   "component": "power supply",
   "codes": 10,
   "share_pct": 2.3
  },
  {
   "component": "NTC thermistor",
   "codes": 9,
   "share_pct": 2.1
  },
  {
   "component": "door interlock",
   "codes": 9,
   "share_pct": 2.1
  },
  {
   "component": "temperature sensor",
   "codes": 8,
   "share_pct": 1.8
  },
  {
   "component": "control panel",
   "codes": 7,
   "share_pct": 1.6
  }
 ],
 "repairs": {
  "procedures": 288,
  "codes_with_procedure": 247,
  "codes_without_procedure": 191,
  "without_by_type": [
   {
    "type": "washer",
    "codes": 140
   },
   {
    "type": "dishwasher",
    "codes": 51
   }
  ],
  "procedures_per_code": [
   {
    "procedures": 1,
    "codes": 208,
    "share_pct": 84.2
   },
   {
    "procedures": 2,
    "codes": 37,
    "share_pct": 15.0
   },
   {
    "procedures": 3,
    "codes": 2,
    "share_pct": 0.8
   }
  ],
  "difficulty_all": [
   {
    "level": "easy",
    "procedures": 145,
    "share_pct": 50.3
   },
   {
    "level": "moderate",
    "procedures": 57,
    "share_pct": 19.8
   },
   {
    "level": "advanced",
    "procedures": 18,
    "share_pct": 6.2
   },
   {
    "level": "professional_only",
    "procedures": 68,
    "share_pct": 23.6
   }
  ],
  "difficulty_rank1": [
   {
    "level": "easy",
    "codes": 145,
    "share_pct": 58.7
   },
   {
    "level": "moderate",
    "codes": 53,
    "share_pct": 21.5
   },
   {
    "level": "advanced",
    "codes": 2,
    "share_pct": 0.8
   },
   {
    "level": "professional_only",
    "codes": 47,
    "share_pct": 19.0
   }
  ],
  "rank1_by_type": [
   {
    "type": "washer",
    "codes": 110,
    "easy": 85,
    "moderate": 19,
    "advanced": 2,
    "professional_only": 4
   },
   {
    "type": "dishwasher",
    "codes": 22,
    "easy": 9,
    "moderate": 11,
    "advanced": 0,
    "professional_only": 2
   },
   {
    "type": "oven_range",
    "codes": 45,
    "easy": 22,
    "moderate": 8,
    "advanced": 0,
    "professional_only": 15
   },
   {
    "type": "dryer",
    "codes": 40,
    "easy": 22,
    "moderate": 9,
    "advanced": 0,
    "professional_only": 9
   },
   {
    "type": "refrigerator",
    "codes": 30,
    "easy": 7,
    "moderate": 6,
    "advanced": 0,
    "professional_only": 17
   }
  ],
  "rank_basis": [
   {
    "basis": "manufacturer_first",
    "procedures": 220,
    "share_pct": 76.4
   },
   {
    "basis": "cost_ascending",
    "procedures": 68,
    "share_pct": 23.6
   }
  ],
  "top_titles": [
   {
    "title": "Request professional service",
    "codes": 31
   },
   {
    "title": "Replace the drain pump",
    "codes": 8
   },
   {
    "title": "Clear and reset",
    "codes": 7
   },
   {
    "title": "Power-cycle the washer",
    "codes": 7
   },
   {
    "title": "Reset at the breaker",
    "codes": 7
   },
   {
    "title": "Clear the drain path",
    "codes": 6
   },
   {
    "title": "Power-cycle at the breaker",
    "codes": 6
   },
   {
    "title": "Clear the door and reset",
    "codes": 5
   },
   {
    "title": "Rebalance the load",
    "codes": 5
   },
   {
    "title": "Reset then request service",
    "codes": 5
   }
  ],
  "request_professional_service": 31
 },
 "excluded": {
  "priced_parts": 17,
  "procedures_with_cost": 20,
  "procedures_with_labor_minutes": 0,
  "reason": "too few observations to summarise; kept as row-level fields"
 }
}