{
  "source": {
    "name": "OpenSynth / Faraday (Centre for Net Zero)",
    "dataset": "OpenSynth/cnz-faraday-5.0",
    "url": "https://huggingface.co/datasets/OpenSynth/cnz-faraday-5.0",
    "licence": "CDLA-Permissive-2.0",
    "samplePeriod": "1 March 2024 to 1 March 2025",
    "derivedAt": "2026-09-14",
    "profilesRead": 3000000,
    "minSamplePerCohort": 500,
    "minSampleForDeciles": 5000,
    "distributionOver": "household-days",
    "clusterProfile": {
      "0": {
        "lsoas": 2590,
        "countries": {
          "England": 0.988,
          "Wales": 0.012
        }
      },
      "1": {
        "lsoas": 2356,
        "countries": {
          "England": 0.908,
          "Wales": 0.092
        }
      },
      "2": {
        "lsoas": 1688,
        "countries": {
          "England": 0.975,
          "Wales": 0.025
        }
      },
      "3": {
        "lsoas": 3171,
        "countries": {
          "England": 0.986,
          "Scotland": 0.013
        }
      },
      "4": {
        "lsoas": 1309,
        "countries": {
          "England": 0.911,
          "Wales": 0.089
        }
      },
      "5": {
        "lsoas": 884,
        "countries": {
          "England": 0.829,
          "Wales": 0.169
        }
      },
      "6": {
        "lsoas": 1553,
        "countries": {
          "England": 1
        }
      },
      "7": {
        "lsoas": 147,
        "countries": {
          "Scotland": 0.918,
          "Wales": 0.082
        }
      },
      "8": {
        "lsoas": 871,
        "countries": {
          "Scotland": 0.784,
          "England": 0.206,
          "Wales": 0.01
        }
      },
      "9": {
        "lsoas": 1201,
        "countries": {
          "Scotland": 0.943,
          "England": 0.043,
          "Wales": 0.014
        }
      },
      "10": {
        "lsoas": 1772,
        "countries": {
          "England": 0.935,
          "Wales": 0.063
        }
      },
      "11": {
        "lsoas": 643,
        "countries": {
          "Wales": 0.902,
          "England": 0.098
        }
      },
      "12": {
        "lsoas": 2277,
        "countries": {
          "England": 1
        }
      },
      "13": {
        "lsoas": 266,
        "countries": {
          "Scotland": 0.977,
          "England": 0.023
        }
      },
      "14": {
        "lsoas": 634,
        "countries": {
          "Scotland": 0.875,
          "England": 0.12
        }
      },
      "15": {
        "lsoas": 671,
        "countries": {
          "Scotland": 1
        }
      },
      "16": {
        "lsoas": 2004,
        "countries": {
          "England": 0.957,
          "Wales": 0.034
        }
      },
      "17": {
        "lsoas": 489,
        "countries": {
          "England": 0.403,
          "Scotland": 0.362,
          "Wales": 0.235
        }
      },
      "18": {
        "lsoas": 1829,
        "countries": {
          "England": 0.916,
          "Wales": 0.084
        }
      },
      "19": {
        "lsoas": 1327,
        "countries": {
          "England": 0.94,
          "Wales": 0.06
        }
      },
      "20": {
        "lsoas": 2099,
        "countries": {
          "England": 0.987,
          "Wales": 0.013
        }
      },
      "21": {
        "lsoas": 1498,
        "countries": {
          "England": 0.937,
          "Wales": 0.058
        }
      },
      "22": {
        "lsoas": 1513,
        "countries": {
          "England": 0.996
        }
      },
      "23": {
        "lsoas": 1241,
        "countries": {
          "Scotland": 0.999
        }
      },
      "24": {
        "lsoas": 1574,
        "countries": {
          "Scotland": 0.983,
          "England": 0.017
        }
      },
      "25": {
        "lsoas": 495,
        "countries": {
          "Scotland": 0.893,
          "England": 0.097,
          "Wales": 0.01
        }
      },
      "26": {
        "lsoas": 2603,
        "countries": {
          "England": 1
        }
      },
      "27": {
        "lsoas": 2422,
        "countries": {
          "England": 0.979,
          "Scotland": 0.021
        }
      },
      "28": {
        "lsoas": 819,
        "countries": {
          "England": 0.893,
          "Wales": 0.107
        }
      },
      "29": {
        "lsoas": 698,
        "countries": {
          "England": 0.996
        }
      }
    },
    "hourIndex": "Local time (GMT/BST), verified by seasonal peak invariance",
    "crossCheck": "Baseline mean 9.737 kWh/day against SERL Statistics Report 1's independently published mean of 9.8 kWh/day.",
    "caveats": [
      "Synthetic profiles from a generative model, not metered readings.",
      "Trained on Octopus Energy customers, who over-index on smart tariffs and low-carbon technology.",
      "Cohorts below the minimum sample size are omitted entirely rather than published thin.",
      "Deciles describe variation between household-days, not between households, because the dataset carries no household identifier. That spread is wider than the spread between households, so treat it as an upper bound.",
      "cluster_label is a k-means cluster of the household's LSOA on socio-demographic features, not a geographic region. Cluster means are published as clusters; each cluster's country mix is in clusterProfile so geography can be joined externally."
    ]
  },
  "licence": "CDLA-Permissive-2.0",
  "citation": "Energycosting (2026), UK domestic electricity consumption aggregates, derived from OpenSynth/Faraday v5.0 (Centre for Net Zero), CDLA-Permissive-2.0. https://www.energycosting.co.uk/data/uk-domestic-electricity",
  "keyFields": {
    "baseline": [],
    "by_property": [
      "property"
    ],
    "by_epc": [
      "epc"
    ],
    "by_property_epc": [
      "property",
      "epc"
    ],
    "by_month": [
      "month"
    ],
    "by_region": [
      "region"
    ],
    "by_cluster": [
      "cluster"
    ],
    "by_tariff": [
      "tariff"
    ],
    "by_day_of_week": [
      "day_of_week"
    ],
    "heat_pump": [
      "heat_pump"
    ],
    "heat_pump_by_month": [
      "month",
      "heat_pump"
    ],
    "heat_pump_by_tariff": [
      "tariff",
      "heat_pump"
    ],
    "heat_pump_matched": [
      "property",
      "epc",
      "heat_pump"
    ],
    "ev": [
      "ev"
    ],
    "ev_by_tariff": [
      "tariff",
      "ev"
    ]
  },
  "cohorts": {
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      "all": {
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          0.4533,
          0.3621,
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        ],
        "dailyKwh": 9.737,
        "samples": 1786768,
        "deciles": {
          "p10": 2.81,
          "p20": 4.24,
          "p30": 5.55,
          "p40": 6.88,
          "p50": 8.31,
          "p60": 9.94,
          "p70": 11.88,
          "p80": 14.37,
          "p90": 18.15
        }
      }
    },
    "by_cluster": {
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        "hourly": [
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        ],
        "dailyKwh": 10.051,
        "samples": 83859
      },
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        "hourly": [
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        ],
        "dailyKwh": 9.285,
        "samples": 75357
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        ],
        "dailyKwh": 10.691,
        "samples": 96900
      },
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        ],
        "dailyKwh": 9.005,
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      "4": {
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        ],
        "dailyKwh": 11.211,
        "samples": 50299
      },
      "5": {
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        ],
        "dailyKwh": 10.546,
        "samples": 9380
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      "6": {
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        "dailyKwh": 9.657,
        "samples": 60525
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      "8": {
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        "dailyKwh": 9.027,
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      "9": {
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        "dailyKwh": 9.92,
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