working through mapping heating

This commit is contained in:
Khalim Conn-Kowlessar 2026-02-03 15:04:29 +00:00
parent 3c832b1aca
commit 2331228ff6
2 changed files with 64 additions and 14 deletions

View file

@ -3,11 +3,17 @@ from enum import Enum
class EpcFuel(Enum):
electricity_not_community = "electricity (not community)"
lpg_not_community = "LPG (not community)"
mains_gas_not_community = "mains gas (not community)"
class EpcHeatingControls(Enum):
programmer_room_thermostat_trvs = "Programmer, room thermostat and TRVs"
programmers_trvs_bypass = "Programmer, TRVs and bypass"
time_and_temperature_zone_control = "Time and temperature zone control"
class EpcHeatingSystems(Enum):
boiler_and_radiators_electric = "Boiler and radiators, electric"
boiler_and_radiators_lpg = "Boiler and radiators, LPG"
boiler_radiators_mains_gas = "Boiler and radiators, mains gas"

View file

@ -469,22 +469,65 @@ agg = data.groupby(['Heating', 'Boiler Efficiency', 'Main Fuel', 'Controls Adequ
# 2) Heating efficiency
# 3) Fuel type
# 4) Heating controls
# 5) Heating controls efficiency
# TODO - when mapping heating controls, we should check the existing heating controls and the efficiency rating
# For sub optimal heating controls, we're going to make an assumption as to what the heating controls are
# and the energy efficiency rating we prescribe here may not be accurate. We therefore use this as an upper limit
# as opposed to a guaranteed efficiency rating. To stress, this is only relevant for sub optimal heating
# controls.
# Boiler ratings based on efficiency
# 90%+ = A
# 86-89.9% = B -> Mapped to good efficiency
# 78 - 85% = C
# 70 - 77.9% = D
# 65 - 69.9% = E
# 60 - 64.9% = F
# <60% = G
heating_map = {
('Boilers', 'A', 'ElectricityNotCommunity', 'Optimal'): (
EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
EpcHeatingControls.programmer_room_thermostat_trvs
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
),
('Boilers', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): (
EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
),
('Boilers', 'A', 'ElectricityNotCommunity', 'Top Spec'): (
EpcHeatingSystems.boiler_and_radiators_electric, EpcEfficiency.VERY_POOR, EpcFuel.electricity_not_community,
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
),
('Boilers', 'A', 'LPGNotCommunity', 'Optimal'): (
EpcHeatingSystems.boiler_and_radiators_lpg, EpcEfficiency.POOR, EpcFuel.lpg_not_community,
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
),
('Boilers', 'A', 'MainsGasNotCommunity', 'Optimal'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
),
('Boilers', 'A', 'MainsGasNotCommunity', 'Sub Optimal'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
),
('Boilers', 'A', 'MainsGasNotCommunity', 'Top Spec'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
),
('Boilers', 'B', 'MainsGasNotCommunity', 'Optimal'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.programmer_room_thermostat_trvs, EpcEfficiency.GOOD
),
('Boilers', 'B', 'MainsGasNotCommunity', 'Sub Optimal'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.programmers_trvs_bypass, EpcEfficiency.AVERAGE
),
('Boilers', 'B', 'MainsGasNotCommunity', 'Top Spec'): (
EpcHeatingSystems.boiler_radiators_mains_gas, EpcEfficiency.GOOD, EpcFuel.mains_gas_not_community,
EpcHeatingControls.time_and_temperature_zone_control, EpcEfficiency.VERY_GOOD
),
('Boilers', 'A', 'ElectricityNotCommunity', 'Sub Optimal'): None,
('Boilers', 'A', 'ElectricityNotCommunity', 'Top Spec'): None,
('Boilers', 'A', 'LPGNotCommunity', 'Optimal'): None,
('Boilers', 'A', 'MainsGasNotCommunity', 'Optimal'): None,
('Boilers', 'A', 'MainsGasNotCommunity', 'Sub Optimal'): None,
('Boilers', 'A', 'MainsGasNotCommunity', 'Top Spec'): None,
('Boilers', 'B', 'MainsGasNotCommunity', 'Optimal'): None,
('Boilers', 'B', 'MainsGasNotCommunity', 'Sub Optimal'): None,
('Boilers', 'B', 'MainsGasNotCommunity', 'Top Spec'): None,
('Boilers', 'C', 'ElectricityNotCommunity', 'Optimal'): None,
('Boilers', 'C', 'ElectricityNotCommunity', 'Sub Optimal'): None,
('Boilers', 'C', 'ElectricityNotCommunity', 'Top Spec'): None,
@ -532,14 +575,14 @@ heating_map = {
('Warm Air (not heat pump)', 'G', 'MainsGasNotCommunity', 'Sub Optimal'): None
}
example = list(heating_map.keys())[0]
example = list(heating_map.keys())[5]
example_data = data[
(data["Heating"] == example[0]) & (data["Boiler Efficiency"] == example[1]) & (data["Main Fuel"] == example[2]) & (
data["Controls Adequacy"] == example[3])
]
example_data["UPRN"]
example_data["UPRN"].values.tolist()
agg_tuples = {
(row['Heating'], row['Boiler Efficiency'], row['Main Fuel']): None for _, row in agg.iterrows()
@ -550,8 +593,9 @@ epcs[epcs["LODGEMENT_DATE"] > "2025-07-01"]["WINDOWS_DESCRIPTION"].value_counts(
epcs[epcs["LODGEMENT_DATE"] > "2025-07-01"]["GLAZED_AREA"].value_counts()
epcs[
(epcs["WINDOWS_DESCRIPTION"] == "Full secondary glazing") & (epcs["LODGEMENT_DATE"] > "2025-07-01")
]["WINDOWS_ENERGY_EFF"].value_counts()
(epcs["MAINHEAT_DESCRIPTION"] == EpcHeatingSystems.boiler_radiators_mains_gas.value) & (
epcs["LODGEMENT_DATE"] > "2025-07-01")
]["MAINHEAT_ENERGY_EFF"].value_counts()
# ------------ Fuel ------------