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Official Modeling API documentation
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Unexpected & Unfavorable Modeling Results #48

Closed lukeduran closed 6 months ago

lukeduran commented 6 months ago

We ran about 100 of our medallion homes (silver, gold, platinum) through our Radiant Labs integration to study the modeling results and what we found was concerning. We found that a large percentage of our highest scoring homes were either 100% equal to the annual energy consumption of the "typical" home or were significantly less efficient than the "typical" home.

Here is a prime example of one of our gold homes (both the request and the response). Beyond the drastic and unfavorable difference in the annual consumption of the base home and typical home, it's concerning that the base home and the applied base home are so different. We sent a heat pump, but a gas furnace and central AC were part of the applied base home. I suspect this is the culprit for inaccurate modeling, but would love your thoughts.


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        "body": {
            "addressFull": "712 20th St S, Arlington, VA 22202-2707",
            "addressComponents": {
                "addressLine1": "712 20th St S",
                "city": "Arlington",
                "stateAbbreviation": "VA",
                "zipCode": "22202-2707"
            },
            "baseBuilding": {
                "buildingSummary": {
                    "yearBuilt": 1925,
                    "bedroomsCount": 3,
                    "averageCeilingHeight": 8,
                    "conditionedFloorArea": 2844
                },
                "enclosure": {
                    "airInfiltration": {
                        "rate": 3876,
                        "rateUnit": "CFM"
                    },
                    "attics": [
                        {
                            "floorAssemblyEffectiveRValue": 49,
                            "id": "attic-insulation-1"
                        }
                    ]
                },
                "systems": {
                    "hvac": {
                        "hvacHeatPumps": [
                            {
                                "systemType": "air-to-air",
                                "heatLoadFraction": 1.0,
                                "coolLoadFraction": 1.0,
                                "heatEfficiency": 11.0,
                                "coolEfficiency": 19.1,
                                "compressorType": "variable speed",
                                "backupSystem": {},
                                "id": "heat-pump-systems-1"
                            }
                        ]
                    }
                }
            },
            "globalControls": {
                "debug": true,
                "includeInputs": true,
                "includeBase": true,
                "includeTypical": true,
                "useFixture": false,
                "resolution": [
                    "annual",
                    "monthly"
                ],
                "timelineStartDate": "2024-02-27",
                "timelineDurationInYears": 1,
                "units": {
                    "energyStandard": "MBtu",
                    "coal": "metric ton",
                    "electricity": "MBtu",
                    "fuelOil": "MBtu",
                    "naturalGas": "MBtu",
                    "propane": "MBtu",
                    "woodCord": "MBtu",
                    "woodPellets": "MBtu",
                    "monetary": "USD",
                    "emissions": "CO2"
                }
            }
        }
    },
    "response": {
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            "Date": "Tue, 27 Feb 2024 19:58:37 GMT",
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            "addressFoundFull": "712 20th St S, Arlington, VA 22202-2707",
            "addressFoundComponents": {
                "addressLine1": "712 20TH ST S",
                "city": "ARLINGTON",
                "stateAbbreviation": "VA",
                "zipCode": "22202"
            },
            "timelines": [
                {
                    "id": "778b3181-aa89-4bff-9a77-2716f5c0d105",
                    "radiantId": "783bc2e3-dd69-4e2c-92f1-e1f0c2068a21",
                    "label": "STATUS_QUO",
                    "models": [
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                            "radiantId": "85cb6dfc-0996-4bdf-9997-515f72caf820",
                            "label": "BASE",
                            "providedBaseBuilding": {
                                "systems": {
                                    "hvac": {
                                        "hvacHeatPumps": [
                                            {
                                                "heatLoadFraction": 1.0,
                                                "heatEfficiency": 11.0,
                                                "backupSystem": {},
                                                "coolLoadFraction": 1.0,
                                                "coolEfficiency": 19.1,
                                                "systemType": "air-to-air",
                                                "id": "heat-pump-systems-1",
                                                "compressorType": "variable speed"
                                            }
                                        ]
                                    }
                                },
                                "enclosure": {
                                    "airInfiltration": {
                                        "rate": 3876,
                                        "rateUnit": "CFM"
                                    },
                                    "attics": [
                                        {
                                            "floorAssemblyEffectiveRValue": 49,
                                            "id": "attic-insulation-1"
                                        }
                                    ]
                                },
                                "buildingSummary": {
                                    "conditionedFloorArea": 2844,
                                    "yearBuilt": 1925,
                                    "bedroomsCount": 3,
                                    "averageCeilingHeight": 8
                                }
                            },
                            "energyTotals": {
                                "monthly": {
                                    "electricityTotal": {
                                        "mbtu": [
                                            2.11414344,
                                            1.9279506,
                                            1.84046692,
                                            1.8520336,
                                            2.23874968,
                                            3.64633616,
                                            4.95954672,
                                            4.49687952,
                                            2.31886344,
                                            1.86725112,
                                            1.74499916,
                                            2.0734382800000004
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                                        "kwh": [
                                            619.62,
                                            565.05,
                                            539.41,
                                            542.8,
                                            656.14,
                                            1068.68,
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                                            1317.96,
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                                            547.26,
                                            511.43,
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                                    "naturalGasTotal": {
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                                            1.58605,
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                                    "propaneTotal": {
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                                    "woodPelletsTotal": {
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                                "annual": {
                                    "electricityTotal": {
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                                        "kwh": [
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                                    "naturalGasTotal": {
                                        "mbtu": [
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                                    "fuelOilTotal": {
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                                    "propaneTotal": {
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                                    "woodCordTotal": {
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                                    "woodPelletsTotal": {
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                                    "coalTotal": {
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                                    "total": {
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                            "energyCosts": {
                                "monthly": {
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                                        66.3651225,
                                        63.35370449999999,
                                        63.75185999999999,
                                        77.063643,
                                        125.51646600000001,
                                        170.720622,
                                        154.794402,
                                        79.821369,
                                        64.275687,
                                        60.0674535,
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                                    "naturalGasTotal": [
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                                        38.529572,
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                                        26.487035,
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                                    "naturalGasTotal": [
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                                    "fuelOilTotal": [
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                                    "propaneTotal": [
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                                    "woodCordTotal": [
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                                    "total": [
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                            "emissionTotals": {
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                                            0.1647680307714,
                                            0.15729143169348,
                                            0.15827995239839998,
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                                    "woodCordTotal": {
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                                    "woodPelletsTotal": {
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                                    "total": {
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                                }
                            },
                            "appliedBaseBuilding": {
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                                            "fuel": "electricity",
                                            "id": "ClothesDryer1",
                                            "isVented": true,
                                            "ventedFlowRate": 150
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                                    ],
                                    "cookingRanges": [
                                        {
                                            "fuel": "electricity",
                                            "id": "CookingRange1",
                                            "isInduction": false
                                        }
                                    ]
                                },
                                "buildingSummary": {
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                                    "bathCount": 2,
                                    "bedroomsCount": 3,
                                    "conditionedFloorArea": 2844,
                                    "residentCount": 2.6449704142011834,
                                    "storiesCount": 2,
                                    "windowToWallFraction": 0.14,
                                    "yearBuilt": 1925
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                                    "attics": [
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                                            "area": 948,
                                            "floorAssemblyEffectiveRValue": 49,
                                            "id": "attic-insulation-1",
                                            "isVented": true
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                                    ],
                                    "foundations": [
                                        {
                                            "area": 970,
                                            "id": "BasementConditioned1",
                                            "type": "basement conditioned",
                                            "wallHeight": 8
                                        }
                                    ],
                                    "roofs": [
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                                            "area": 1060,
                                            "assemblyEffectiveRValue": 2.3,
                                            "id": "Roof1",
                                            "pitch": 6
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                                    ],
                                    "walls": [
                                        {
                                            "assemblyEffectiveRValue": 4,
                                            "fractionAreaShared": 0,
                                            "id": "Wall1Exposed",
                                            "type": "wood stud"
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                                    ]
                                },
                                "systems": {
                                    "electricalPanels": [
                                        {
                                            "id": "ElectricalPanel1"
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                                    ],
                                    "hvac": {
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                                                    "setbackTemp": null,
                                                    "setpointTemp": 78,
                                                    "totalWeeklySetbackHours": null
                                                },
                                                "heatingSeason": {
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                                                    "setbackTemp": null,
                                                    "setpointTemp": 68,
                                                    "totalWeeklySetbackHours": null
                                                },
                                                "id": "HVACControl1"
                                            }
                                        ],
                                        "hvacCoolingSystems": [
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                                                "coolCapacityBtuPerHour": null,
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                                                "coolEfficiencyUnits": "SEER",
                                                "coolLoadFraction": 1,
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                                                "systemType": "central air conditioner"
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                                        ],
                                        "hvacDistributionSystems": {
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                                                    "conditionedFloorAreaServed": 2844,
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                                                    "systemType": "regular velocity",
                                                    "id": "HVACAirDistributionCentralAC1",
                                                    "ducts": [
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                                                            "systemType": "return",
                                                            "id": "HVACAirDistributionCentralAC1return"
                                                        },
                                                        {
                                                            "systemType": "supply",
                                                            "id": "HVACAirDistributionCentralAC1supply"
                                                        }
                                                    ]
                                                }
                                            ],
                                            "hydronicDistributionSystems": [
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                                                    "conditionedFloorAreaServed": 2844,
                                                    "id": "HVACHyrdonicDistributionBoiler1",
                                                    "systemType": "baseboard"
                                                }
                                            ]
                                        },
                                        "hvacHeatingSystems": [
                                            {
                                                "fuel": "natural gas",
                                                "heatEfficiency": 0.8,
                                                "heatEfficiencyUnits": "AFUE",
                                                "heatLoadFraction": 1,
                                                "id": "Boiler1",
                                                "systemType": "boiler"
                                            }
                                        ]
                                    },
                                    "waterHeating": {
                                        "waterHeatingSystems": [
                                            {
                                                "hotWaterTemperature": 125,
                                                "dhwLoadFraction": 1,
                                                "tankVolume": 40,
                                                "connectedHeatingId": null,
                                                "fuel": "natural gas",
                                                "heatCapacityBtuPerHour": null,
                                                "systemType": "storage water heater",
                                                "energyFactor": 0.59,
                                                "id": "WaterHeater1",
                                                "uniformEnergyFactor": null,
                                                "location": null
                                            }
                                        ]
                                    }
                                }
                            }
                        }
                    ],
                    "totalEnergyCosts": 2874.0789176006,
                    "totalEmissions": {
                        "co2": 8.391409178231607
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                }
            ],
            "typical": {
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                "radiantId": "b7ca07ea-ff81-41d9-9eb1-0c79704e08f5",
                "label": "TYPICAL",
                "typicalBuilding": {},
                "energyTotals": {
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                                1.3752066,
                                1.34497628,
                                1.29065724,
                                1.4204497200000001,
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                                2.31446196,
                                2.22639824,
                                1.45661692,
                                1.3189427200000001,
                                1.26796744,
                                1.48128568
                            ],
                            "kwh": [
                                443.63,
                                403.05,
                                394.19,
                                378.27,
                                416.31,
                                554.3,
                                678.33,
                                652.52,
                                426.91,
                                386.56,
                                371.62,
                                434.14
                            ]
                        },
                        "naturalGasTotal": {
                            "mbtu": [
                                21.212830000000004,
                                20.507099999999998,
                                15.25338,
                                4.3813699999999995,
                                2.0825,
                                1.07555,
                                0.9541499999999999,
                                0.96036,
                                1.38011,
                                2.61149,
                                10.54128,
                                14.32065
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                        },
                        "fuelOilTotal": {
                            "mbtu": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "propaneTotal": {
                            "mbtu": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
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                        },
                        "woodCordTotal": {
                            "mbtu": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "woodPelletsTotal": {
                            "mbtu": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "coalTotal": {
                            "mbtu": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "total": {
                            "mbtu": [
                                22.726495560000004,
                                21.882306599999996,
                                16.59835628,
                                5.672027239999999,
                                3.50294972,
                                2.9668216,
                                3.26861196,
                                3.18675824,
                                2.8367269200000003,
                                3.9304327199999998,
                                11.80924744,
                                15.80193568
                            ]
                        }
                    },
                    "annual": {
                        "electricityTotal": {
                            "mbtu": [
                                18.9
                            ],
                            "kwh": [
                                5539.04379
                            ]
                        },
                        "naturalGasTotal": {
                            "mbtu": [
                                95.28
                            ]
                        },
                        "fuelOilTotal": {
                            "mbtu": [
                                0.0
                            ]
                        },
                        "propaneTotal": {
                            "mbtu": [
                                0.0
                            ]
                        },
                        "woodCordTotal": {
                            "mbtu": [
                                0.0
                            ]
                        },
                        "woodPelletsTotal": {
                            "mbtu": [
                                0.0
                            ]
                        },
                        "coalTotal": {
                            "mbtu": [
                                0.0
                            ]
                        },
                        "total": {
                            "mbtu": [
                                114.18
                            ]
                        }
                    }
                },
                "energyCosts": {
                    "monthly": {
                        "electricityTotal": [
                            52.1043435,
                            47.3382225,
                            46.2976155,
                            44.4278115,
                            48.8956095,
                            65.10253499999999,
                            79.6698585,
                            76.638474,
                            50.1405795,
                            45.401472,
                            43.646769,
                            50.989743
                        ],
                        "naturalGasTotal": [
                            354.25426100000004,
                            342.46856999999994,
                            254.73144599999998,
                            73.16887899999999,
                            34.77775,
                            17.961685,
                            15.934304999999998,
                            16.038012,
                            23.047836999999998,
                            43.611883,
                            176.039376,
                            239.154855
                        ],
                        "fuelOilTotal": [
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0
                        ],
                        "propaneTotal": [
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0
                        ],
                        "woodCordTotal": [
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0
                        ],
                        "woodPelletsTotal": [
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0
                        ],
                        "coalTotal": [
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0,
                            0.0
                        ],
                        "total": [
                            406.35860450000007,
                            389.8067924999999,
                            301.02906149999995,
                            117.5966905,
                            83.6733595,
                            83.06421999999999,
                            95.6041635,
                            92.676486,
                            73.1884165,
                            89.01335499999999,
                            219.686145,
                            290.144598
                        ]
                    },
                    "annual": {
                        "electricityTotal": [
                            650.5606931355
                        ],
                        "naturalGasTotal": [
                            1591.176
                        ],
                        "fuelOilTotal": [
                            0.0
                        ],
                        "propaneTotal": [
                            0.0
                        ],
                        "woodCordTotal": [
                            0.0
                        ],
                        "woodPelletsTotal": [
                            0.0
                        ],
                        "coalTotal": [
                            0.0
                        ],
                        "total": [
                            2241.7366931355
                        ]
                    }
                },
                "emissionTotals": {
                    "monthly": {
                        "electricityTotal": {
                            "co2": [
                                0.12936207679164,
                                0.1175289882354,
                                0.11494542084732001,
                                0.11030316432156001,
                                0.12139559134668002,
                                0.1616333412204,
                                0.19780036866324002,
                                0.19027419775056,
                                0.12448654104348002,
                                0.11272052026368,
                                0.10836403078536,
                                0.12659480201592
                            ]
                        },
                        "naturalGasTotal": {
                            "co2": [
                                1.126089432944072,
                                1.088625544556166,
                                0.8097302450771747,
                                0.23258633849506016,
                                0.11055013612545,
                                0.057095893834203,
                                0.050651338479758994,
                                0.0509809981894056,
                                0.07326355263774059,
                                0.13863172868679538,
                                0.5595870054917088,
                                0.760215993711849
                            ]
                        },
                        "fuelOilTotal": {
                            "co2": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "propaneTotal": {
                            "co2": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "coalTotal": {
                            "co2": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "woodCordTotal": {
                            "co2": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "woodPelletsTotal": {
                            "co2": [
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0,
                                0.0
                            ]
                        },
                        "total": {
                            "co2": [
                                1.255451509735712,
                                1.206154532791566,
                                0.9246756659244948,
                                0.3428895028166202,
                                0.23194572747213002,
                                0.21872923505460298,
                                0.24845170714299902,
                                0.2412551959399656,
                                0.1977500936812206,
                                0.25135224895047537,
                                0.6679510362770689,
                                0.886810795727769
                            ]
                        }
                    },
                    "annual": {
                        "electricityTotal": {
                            "co2": [
                                1.6151797852134362
                            ]
                        },
                        "naturalGasTotal": {
                            "co2": [
                                5.0579673325488
                            ]
                        },
                        "fuelOilTotal": {
                            "co2": [
                                0.0
                            ]
                        },
                        "propaneTotal": {
                            "co2": [
                                0.0
                            ]
                        },
                        "coalTotal": {
                            "co2": [
                                0.0
                            ]
                        },
                        "woodCordTotal": {
                            "co2": [
                                0.0
                            ]
                        },
                        "woodPelletsTotal": {
                            "co2": [
                                0.0
                            ]
                        },
                        "total": {
                            "co2": [
                                6.673147117762236
                            ]
                        }
                    }
                }
            }
        }
    }
}```
kellyatradiantlabs commented 6 months ago

Hi @lukeduran, Thank you for posting this ticket and sharing an example. After some examination, this issue is associated with the same bug causing the HPXML Generation Errors you've reported in ticket #27 and #42 . @joshuamzm is working on the fix and it is his top priority to get this implemented as quickly as possible.

lukeduran commented 6 months ago

Thank you @kellyatradiantlabs! @joshuamzm do you have an ETA for this fix?

kellyatradiantlabs commented 6 months ago

@lukeduran The fix for the bug in this example has been pushed into production. There are some minor associated fixes that are still being worked on, but this address will now model successfully.