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set up basic mapping
This commit is contained in:
Khalim Conn-Kowlessar
parent
4de7dafccb
commit
4d2275fd12
2 changed files with 266 additions and 109 deletions
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@ -6,6 +6,8 @@ class EpcFuel(Enum):
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lpg_not_community = "LPG (not community)"
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mains_gas_not_community = "mains gas (not community)"
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oil_not_community = "oil (not community)"
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manufactured_smokeless_fuel = "Solid fuel: manufactured smokeless fuel"
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smokeless_coal = "smokeless coal"
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class EpcHeatingControls(Enum):
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@ -13,9 +15,43 @@ class EpcHeatingControls(Enum):
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programmers_trvs_bypass = "Programmer, TRVs and bypass"
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time_and_temperature_zone_control = "Time and temperature zone control"
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# Room heaters
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programmer_and_appliance_thermostats = "Programmer and appliance thermostats"
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appliance_thermostats = "Appliance thermostats"
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# Storage heaters
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automatic_charge_control = "Automatic charge control"
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manual_charge_control = "Manual charge control"
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# Warm air
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programmer_and_atleast_two_room_thermostats = "Programmer and at least two room thermostats"
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class EpcHeatingSystems(Enum):
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# boiler and radiators
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boiler_and_radiators_electric = "Boiler and radiators, electric"
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boiler_and_radiators_lpg = "Boiler and radiators, LPG"
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boiler_radiators_mains_gas = "Boiler and radiators, mains gas"
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boiler_radiators_oil = "Boiler and radiators, oil"
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# underfloor
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electric_underfloor_heating = "Electric underfloor heating"
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# ashp
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air_to_air_ashp = "Air source heat pump, warm air, electric"
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ashp_radiators_electric = "Air source heat pump, radiators, electric"
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# Room heaters
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room_heaters_electric = "Room heaters, electric"
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room_heaters_mains_gas = "Room heaters, mains gas"
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room_heaters_smokeless_fuel = "Room heaters, smokeless fuel"
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room_heaters_coal = "Room heaters, coal"
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# Storage heaters
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electric_storage_heaters = "Electric storage heaters"
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# Warm air
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warm_air_electricaire = "Warm air, Electricaire"
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warm_air_mains_gas = "Warm air, mains gas"
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class EpcHotWaterSystems(Enum):
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# from primary heating system
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from_main_system = "From main system"
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# Common for heater-based systems, e.g. room heaters or storage heaters
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electric_immersion_off_peak = "Electric immersion, off-peak"
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@ -7,7 +7,7 @@ from backend.onboarders.mappings.age_band import parity_map as age_band_map
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from backend.onboarders.mappings.built_form import parity_map as built_form_map
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from backend.onboarders.epc_descriptions import EpcWallDescriptions, EpcConstructionAgeBand, EpcEfficiency, \
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WALL_DESCRIPTION_EFFICIENCIES, EpcRoofDescriptions, resolve_roof_efficiency, EpcFloorDescriptions
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from backend.onboarders.epc.placeholder import EpcFuel, EpcHeatingControls, EpcHeatingSystems
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from backend.onboarders.epc.placeholder import EpcFuel, EpcHeatingControls, EpcHeatingSystems, EpcHotWaterSystems
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from backend.onboarders.mappings.as_built_wall_classifiers import AS_BUILT_WALL_CLASSIFIERS
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from backend.onboarders.mappings.as_built_roof_classifiers import AS_BUILT_ROOF_CLASSIFIERS
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from backend.onboarders.mappings.as_built_floor_classifiers import unknown_floor_as_built, unknown_floor_retrofitted, \
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@ -460,9 +460,8 @@ data[["landlord_windows_description",
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# 3) landlord_multi_glaze_proportion - maybe don't need to store this, same for glazing type and area
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# ------------ Heating ------------
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# ------------ Heating, fuel, controls & hot water ------------
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agg = data.groupby(['Heating', 'Boiler Efficiency', 'Main Fuel', 'Controls Adequacy']).size().reset_index(name='counts')
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# We map to:
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# 1) Heating description
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@ -470,6 +469,8 @@ agg = data.groupby(['Heating', 'Boiler Efficiency', 'Main Fuel', 'Controls Adequ
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# 3) Fuel type
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# 4) Heating controls
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# 5) Heating controls efficiency
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# 6) Hot water system
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# 7) Hot water efficiency
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# TODO - when mapping heating controls, we should check the existing heating controls and the efficiency rating
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# For sub optimal heating controls, we're going to make an assumption as to what the heating controls are
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@ -490,229 +491,349 @@ heating_map = {
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# 0
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('Boilers', 'A', 'ElectricityNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 1
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('Boilers', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 2
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('Boilers', 'A', 'ElectricityNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 3
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('Boilers', 'A', 'LPGNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_lpg, EpcEfficiency.POOR, EpcFuel.lpg_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 4
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('Boilers', 'A', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.VERY_GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 5
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('Boilers', 'A', 'MainsGasNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.VERY_GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 6
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('Boilers', 'A', 'MainsGasNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.VERY_GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 7
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('Boilers', 'B', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 8
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('Boilers', 'B', 'MainsGasNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 9
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('Boilers', 'B', 'MainsGasNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 10
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('Boilers', 'C', 'ElectricityNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 11
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('Boilers', 'C', 'ElectricityNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 12
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('Boilers', 'C', 'ElectricityNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 13
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('Boilers', 'C', 'LPGNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_lpg, EpcEfficiency.POOR, EpcFuel.lpg_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 14
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('Boilers', 'C', 'LPGNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_lpg, EpcEfficiency.POOR, EpcFuel.lpg_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 15
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('Boilers', 'C', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 16
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('Boilers', 'C', 'MainsGasNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 17
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('Boilers', 'C', 'MainsGasNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 18 - oil boilers have an average efficiency rating
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('Boilers', 'C', 'OilNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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),
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# 18
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('Boilers', 'C', 'OilNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 19
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('Boilers', 'C', 'OilNotCommunity', 'Top Spec'): (
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('Boilers', 'C', 'OilNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 20
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('Boilers', 'D', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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('Boilers', 'C', 'OilNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 21
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('Boilers', 'D', 'MainsGasNotCommunity', 'Sub Optimal'): (
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('Boilers', 'D', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 22
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('Boilers', 'D', 'MainsGasNotCommunity', 'Top Spec'): (
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('Boilers', 'D', 'MainsGasNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 23
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('Boilers', 'E', 'ElectricityNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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('Boilers', 'D', 'MainsGasNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 24
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('Boilers', 'E', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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('Boilers', 'E', 'ElectricityNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 25
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('Boilers', 'E', 'MainsGasNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 26
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('Boilers', 'E', 'MainsGasNotCommunity', 'Sub Optimal'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
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EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 27
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('Boilers', 'E', 'MainsGasNotCommunity', 'Top Spec'): (
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EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
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EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 28
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('Boilers', 'E', 'OilNotCommunity', 'Optimal'): (
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EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
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EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
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EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
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),
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# 29
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('Boilers', 'E', 'OilNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.boiler_radiators_oil, EpcEfficiency.AVERAGE, EpcFuel.oil_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 30
|
||||
('Boilers', 'F', 'MainsGasNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 31
|
||||
('Boilers', 'F', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 32
|
||||
('Boilers', 'F', 'MainsGasNotCommunity', 'Top Spec'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
|
||||
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 33
|
||||
('Boilers', 'G', 'MainsGasNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 34
|
||||
('Boilers', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Boilers', 'G', 'MainsGasNotCommunity', 'Top Spec'): None,
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Optimal'): None,
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Top Spec'): None,
|
||||
('Heat pumps (warm air)', 'A', 'ElectricityNotCommunity', 'Optimal'): None,
|
||||
('Heat pumps (warm air)', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Optimal'): None,
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Top Spec'): None,
|
||||
('Room heaters', 'A', 'ElectricityNotCommunity', 'Optimal'): None,
|
||||
('Room heaters', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Room heaters', 'C', 'MainsGasNotCommunity', 'Sub Optimal'): None,
|
||||
('Room heaters', 'F', 'MainsGasNotCommunity', 'Sub Optimal'): None,
|
||||
('Room heaters', 'G', 'MainsGasNotCommunity', 'Optimal'): None,
|
||||
('Room heaters', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): None,
|
||||
('Room heaters', 'G', 'SmokelessCoal', 'Sub Optimal'): None,
|
||||
('Storage heaters', 'A', 'ElectricityNotCommunity', 'Optimal'): None,
|
||||
('Storage heaters', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Warm Air (not heat pump)', 'G', 'ElectricityNotCommunity', 'Sub Optimal'): None,
|
||||
('Warm Air (not heat pump)', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): None
|
||||
# 35
|
||||
('Boilers', 'G', 'MainsGasNotCommunity', 'Top Spec'): (
|
||||
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.AVERAGE, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 36
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.electric_underfloor_heating, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 37
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.electric_underfloor_heating, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 38
|
||||
('Electric underfloor', 'A', 'ElectricityNotCommunity', 'Top Spec'): (
|
||||
EpcHeatingSystems.electric_underfloor_heating, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 39
|
||||
('Heat pumps (warm air)', 'A', 'ElectricityNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.air_to_air_ashp, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 40
|
||||
('Heat pumps (warm air)', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.air_to_air_ashp, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 41
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.ashp_radiators_electric, EpcEfficiency.GOOD, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 42
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.ashp_radiators_electric, EpcEfficiency.GOOD, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 43
|
||||
('Heat pumps (wet)', 'A', 'ElectricityNotCommunity', 'Top Spec'): (
|
||||
EpcHeatingSystems.ashp_radiators_electric, EpcEfficiency.GOOD, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD,
|
||||
EpcHotWaterSystems.from_main_system, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 44
|
||||
('Room heaters', 'A', 'ElectricityNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_electric, EpcEfficiency.POOR, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmer_and_appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 45
|
||||
('Room heaters', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_electric, EpcEfficiency.POOR, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 46
|
||||
('Room heaters', 'C', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_mains_gas, EpcEfficiency.AVERAGE, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
# 47 - water done from here
|
||||
('Room heaters', 'F', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_mains_gas, EpcEfficiency.POOR, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Room heaters', 'G', 'MainsGasNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_mains_gas, EpcEfficiency.POOR, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmer_and_appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Room heaters', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_mains_gas, EpcEfficiency.POOR, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Room heaters', 'G', 'SmokelessCoal', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.room_heaters_smokeless_fuel, EpcEfficiency.VERY_POOR, EpcFuel.smokeless_coal,
|
||||
EpcHeatingControls.appliance_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Storage heaters', 'A', 'ElectricityNotCommunity', 'Optimal'): (
|
||||
EpcHeatingSystems.electric_storage_heaters, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.automatic_charge_control, EpcEfficiency.AVERAGE,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Storage heaters', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.electric_storage_heaters, EpcEfficiency.AVERAGE, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.manual_charge_control, EpcEfficiency.POOR,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Warm Air (not heat pump)', 'G', 'ElectricityNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.warm_air_electricaire, EpcEfficiency.GOOD, EpcFuel.electricity_not_community,
|
||||
EpcHeatingControls.programmer_and_atleast_two_room_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
),
|
||||
('Warm Air (not heat pump)', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): (
|
||||
EpcHeatingSystems.warm_air_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
|
||||
EpcHeatingControls.programmer_and_atleast_two_room_thermostats, EpcEfficiency.GOOD,
|
||||
EpcHotWaterSystems.electric_immersion_off_peak, EpcEfficiency.AVERAGE
|
||||
)
|
||||
}
|
||||
|
||||
example = list(heating_map.keys())[25]
|
||||
|
||||
example_data = data[
|
||||
(data["Heating"] == example[0]) & (data["Boiler Efficiency"] == example[1]) & (data["Main Fuel"] == example[2]) & (
|
||||
data["Controls Adequacy"] == example[3])
|
||||
# Apply the mapping
|
||||
data[
|
||||
[
|
||||
"landlord_heating_description",
|
||||
"landlord_heating_efficiency",
|
||||
"landlord_fuel_type",
|
||||
"landlord_heating_controls_description",
|
||||
"landlord_heating_controls_efficiency",
|
||||
"landlord_hot_water_system_description",
|
||||
"landlord_hot_water_efficiency"
|
||||
]
|
||||
|
||||
print(example_data["UPRN"].values.tolist())
|
||||
|
||||
agg_tuples = {
|
||||
(row['Heating'], row['Boiler Efficiency'], row['Main Fuel']): None for _, row in agg.iterrows()
|
||||
}
|
||||
epcs = pd.read_csv("/Users/khalimconn-kowlessar/Downloads/domestic-E08000003-Manchester/certificates.csv")
|
||||
|
||||
epcs[epcs["LODGEMENT_DATE"] > "2025-07-01"]["WINDOWS_DESCRIPTION"].value_counts()
|
||||
epcs[epcs["LODGEMENT_DATE"] > "2025-07-01"]["GLAZED_AREA"].value_counts()
|
||||
|
||||
epcs[
|
||||
(epcs["MAINHEAT_DESCRIPTION"] == "Boiler and radiators, mains gas")
|
||||
]["MAINHEAT_ENERGY_EFF"].value_counts()
|
||||
|
||||
z = data[data["Address 1"].str.lower().str.contains("133, mayo")]
|
||||
|
||||
# ------------ Fuel ------------
|
||||
|
||||
# ------------ Heating Controls ------------
|
||||
] = data[
|
||||
[
|
||||
"Heating",
|
||||
"Boiler Efficiency",
|
||||
"Main Fuel",
|
||||
"Controls Adequacy"
|
||||
]
|
||||
].progress_apply(tuple, axis=1).map(heating_map).progress_apply(pd.Series)
|
||||
|
||||
# ------------ Floor Area ------------
|
||||
# TODO: Convert everything to values
|
||||
|
||||
# Variables we want to map
|
||||
# 'Org Ref', 'Address 1', 'Address 2', 'Address 3', 'Postcode',
|
||||
# 'Glazing', 'Heating',
|
||||
# 'Boiler Efficiency', 'Main Fuel', 'Controls Adequacy', 'UPRN',
|
||||
# 'Total Floor Area (m2)'
|
||||
|
||||
|
||||
data["Glazing"].value_counts()
|
||||
|
||||
data["Glazing"].value_counts()
|
||||
# This is just a rename
|
||||
data = data.rename(
|
||||
columns={"Total Floor Area (m2)": "landlord_total_floor_area_m2"}
|
||||
)
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue