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Model/recommendations/tests/test_data/heating_recommendations_data.py
Khalim Conn-Kowlessar 9e088ffe51 estimating eco/gbis eligibility for birmingham
2024-09-03 12:56:25 +01:00

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testing_examples = [
{
"epc": {
'lmk-key': '948324269042014090409224502942098', 'address1': '15, Ringwood Crescent', 'address2': None,
'address3': None, 'postcode': 'TS19 9DN', 'building-reference-number': 1016769078,
'current-energy-rating': 'C', 'potential-energy-rating': 'B', 'current-energy-efficiency': 79,
'potential-energy-efficiency': 85, 'property-type': 'House', 'built-form': 'Semi-Detached',
'inspection-date': '2014-08-21', 'local-authority': 'E06000004', 'constituency': 'E14000970',
'county': None,
'lodgement-date': '2014-09-04', 'transaction-type': 'none of the above', 'environment-impact-current': 77,
'environment-impact-potential': 85, 'energy-consumption-current': 152,
'energy-consumption-potential': 103.0, 'co2-emissions-current': 2.2, 'co2-emiss-curr-per-floor-area': 30,
'co2-emissions-potential': 1.5, 'lighting-cost-current': 61.0, 'lighting-cost-potential': 47.0,
'heating-cost-current': 625.0, 'heating-cost-potential': 522.0, 'hot-water-cost-current': 100.0,
'hot-water-cost-potential': 71.0, 'total-floor-area': 74.0, 'energy-tariff': 'Single',
'mains-gas-flag': 'Y', 'floor-level': 'NODATA!', 'flat-top-storey': None, 'flat-storey-count': None,
'main-heating-controls': 2106.0, 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 0.0,
'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 70.0,
'number-open-fireplaces': 0.0, 'hotwater-description': 'From main system', 'hot-water-energy-eff': 'Good',
'hot-water-env-eff': 'Good', 'floor-description': 'Solid, no insulation (assumed)',
'floor-energy-eff': None,
'floor-env-eff': None, 'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average',
'windows-env-eff': 'Average', 'walls-description': 'Cavity wall, filled cavity', 'walls-energy-eff': 'Good',
'walls-env-eff': 'Good', 'secondheat-description': 'Room heaters, mains gas', 'sheating-energy-eff': None,
'sheating-env-eff': None, 'roof-description': 'Pitched, 50 mm loft insulation', 'roof-energy-eff': 'Poor',
'roof-env-eff': 'Poor', 'mainheat-description': 'Boiler and radiators, mains gas',
'mainheat-energy-eff': 'Good', 'mainheat-env-eff': 'Good',
'mainheatcont-description': 'Programmer, room thermostat and TRVs', 'mainheatc-energy-eff': 'Good',
'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 70% of fixed outlets',
'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0, 'heat-loss-corridor': 'NO DATA!',
'unheated-corridor-length': None, 'floor-height': 2.5, 'photo-supply': 50.0,
'solar-water-heating-flag': None,
'mechanical-ventilation': 'natural', 'address': '15, Ringwood Crescent',
'local-authority-label': 'Stockton-on-Tees', 'constituency-label': 'Stockton North',
'posttown': 'STOCKTON-ON-TEES', 'construction-age-band': 'England and Wales: 1950-1966',
'lodgement-datetime': '2014-09-04 09:22:45', 'tenure': 'owner-occupied',
'fixed-lighting-outlets-count': 10.0, 'low-energy-fixed-light-count': 7.0, 'uprn': 100110195416.0,
'uprn-source': 'Address Matched'
},
"heating_recommendation_descriptions": [
"Install an air source heat pump, and upgrade heating controls to Smart Thermostats, room sensors and "
"smart radiator valves (time & temperature zone control). The cost includes the £7500 boiler upgrade "
"scheme grant",
],
"heating_controls_recommendation_descriptions": [
"Upgrade heating controls to Smart Thermostats, room sensors and smart radiator valves (time & "
"temperature zone control)"
],
"notes": "This property has a boiler, radiators & mains gas with good efficiency so the only recommendation"
"we expect here is for an air source heat pump. The heating controls are a programmer, room thermostat"
"and TRVs and so we should expect a TTZC recommendation"
},
{
"epc": {
'lmk-key': '153995620832008100717310934068296', 'address1': 'Apartment 13 The Quays',
'address2': 'Burscough', 'address3': None, 'postcode': 'L40 5TW',
'building-reference-number': 2604281568, 'current-energy-rating': 'C', 'potential-energy-rating': 'B',
'current-energy-efficiency': 69, 'potential-energy-efficiency': 84, 'property-type': 'Flat',
'built-form': 'Detached', 'inspection-date': '2008-10-06', 'local-authority': 'E07000127',
'constituency': 'E14001033', 'county': 'Lancashire', 'lodgement-date': '2008-10-07',
'transaction-type': 'marketed sale', 'environment-impact-current': 78,
'environment-impact-potential': 78, 'energy-consumption-current': 195,
'energy-consumption-potential': 192.0, 'co2-emissions-current': 1.7,
'co2-emiss-curr-per-floor-area': 29, 'co2-emissions-potential': 1.7, 'lighting-cost-current': 35,
'lighting-cost-potential': 38, 'heating-cost-current': 108, 'heating-cost-potential': 89,
'hot-water-cost-current': 256, 'hot-water-cost-potential': 104, 'total-floor-area': 57.2,
'energy-tariff': 'Single', 'mains-gas-flag': 'N', 'floor-level': '1st', 'flat-top-storey': 'Y',
'flat-storey-count': 2.0, 'main-heating-controls': 2603.0, 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed during or after 2002', 'glazed-area': 'Normal',
'extension-count': 0.0, 'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0,
'low-energy-lighting': 77.0, 'number-open-fireplaces': 0.0,
'hotwater-description': 'Electric immersion, standard tariff', 'hot-water-energy-eff': 'Very Poor',
'hot-water-env-eff': 'Poor', 'floor-description': '(other premises below)', 'floor-energy-eff': None,
'floor-env-eff': None, 'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Good',
'windows-env-eff': 'Good', 'walls-description': 'Cavity wall, as built, insulated (assumed)',
'walls-energy-eff': 'Good', 'walls-env-eff': 'Good',
'secondheat-description': 'Portable electric heaters', 'sheating-energy-eff': None,
'sheating-env-eff': None, 'roof-description': '(another dwelling above)', 'roof-energy-eff': None,
'roof-env-eff': None, 'mainheat-description': 'Room heaters, electric',
'mainheat-energy-eff': 'Very Poor', 'mainheat-env-eff': 'Poor',
'mainheatcont-description': 'Programmer and appliance thermostats', 'mainheatc-energy-eff': 'Good',
'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 77% of fixed outlets',
'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
'main-fuel': 'electricity - this is for backwards compatibility only and should not be used',
'wind-turbine-count': 0.0, 'heat-loss-corridor': 'heated corridor', 'unheated-corridor-length': None,
'floor-height': 2.3, 'photo-supply': 0.0, 'solar-water-heating-flag': 'N',
'mechanical-ventilation': 'natural', 'address': 'Apartment 13 The Quays, Burscough',
'local-authority-label': 'West Lancashire', 'constituency-label': 'West Lancashire',
'posttown': 'ORMSKIRK', 'construction-age-band': 'England and Wales: 2003-2006',
'lodgement-datetime': '2008-10-07 17:31:09', 'tenure': 'owner-occupied',
'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None, 'uprn': 10012342725.0,
'uprn-source': 'Address Matched',
},
"heating_recommendation_descriptions": [
"Install high heat retention electric storage heaters and upgrade heating controls to High Heat Retention "
"Storage Heater Controls"
],
"heating_controls_recommendation_descriptions": [],
"notes": "This property has electric room heaters and is off gas so a boiler recommendation is not appropriate."
"We would expect a high heat retention storage recommendation. The property is a flat and therefore"
"we don't expect an air source heat pump recommendation. We also wouldn't expect a specific heating"
"control recommendation here"
},
{
"epc": {
'lmk-key': '751851300152012022010205497220090', 'address1': '21, Fullers Close', 'address2': 'Kelvedon',
'address3': None, 'postcode': 'CO5 9JX', 'building-reference-number': 8075968, 'current-energy-rating': 'D',
'potential-energy-rating': 'D', 'current-energy-efficiency': 55, 'potential-energy-efficiency': 56,
'property-type': 'Bungalow', 'built-form': 'Detached', 'inspection-date': '2012-02-20',
'local-authority': 'E07000067', 'constituency': 'E14001045', 'county': 'Essex',
'lodgement-date': '2012-02-20',
'transaction-type': 'non marketed sale', 'environment-impact-current': 39,
'environment-impact-potential': 39,
'energy-consumption-current': 475, 'energy-consumption-potential': 472.0, 'co2-emissions-current': 5.4,
'co2-emiss-curr-per-floor-area': 84, 'co2-emissions-potential': 5.4, 'lighting-cost-current': 53.0,
'lighting-cost-potential': 40.0, 'heating-cost-current': 674.0, 'heating-cost-potential': 678.0,
'hot-water-cost-current': 110.0, 'hot-water-cost-potential': 110.0, 'total-floor-area': 64.45,
'energy-tariff': 'dual', 'mains-gas-flag': 'N', 'floor-level': 'NODATA!', 'flat-top-storey': None,
'flat-storey-count': None, 'main-heating-controls': '2402', 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 0.0,
'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 67.0,
'number-open-fireplaces': 0.0, 'hotwater-description': 'Electric immersion, off-peak',
'hot-water-energy-eff': 'Average', 'hot-water-env-eff': 'Very Poor',
'floor-description': 'Suspended, no insulation (assumed)', 'floor-energy-eff': None, 'floor-env-eff': None,
'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average', 'windows-env-eff': 'Average',
'walls-description': 'Cavity wall, as built, insulated (assumed)', 'walls-energy-eff': 'Good',
'walls-env-eff': 'Good', 'secondheat-description': 'Room heaters, electric', 'sheating-energy-eff': None,
'sheating-env-eff': None, 'roof-description': 'Pitched, 300+ mm loft insulation',
'roof-energy-eff': 'Very Good',
'roof-env-eff': 'Very Good', 'mainheat-description': 'Electric storage heaters',
'mainheat-energy-eff': 'Poor',
'mainheat-env-eff': 'Very Poor', 'mainheatcont-description': 'Automatic charge control',
'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
'lighting-description': 'Low energy lighting in 67% of fixed outlets', 'lighting-energy-eff': 'Good',
'lighting-env-eff': 'Good', 'main-fuel': 'electricity (not community)', 'wind-turbine-count': 0.0,
'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': 2.38,
'photo-supply': 0.0,
'solar-water-heating-flag': None, 'mechanical-ventilation': 'natural',
'address': '21, Fullers Close, Kelvedon',
'local-authority-label': 'Braintree', 'constituency-label': 'Witham', 'posttown': 'COLCHESTER',
'construction-age-band': 'England and Wales: 1983-1990', 'lodgement-datetime': '2012-02-20 10:20:54',
'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': 6.0, 'low-energy-fixed-light-count': 4.0,
'uprn': 100090311351.0, 'uprn-source': 'Address Matched', 'property-type_y': None, 'built-form_y': None,
},
"heating_recommendation_descriptions": [],
"heating_controls_recommendation_descriptions": [],
"notes": "This test has electric storage heaters with automatic charge control - this case should be researched"
"and checked that a high heat retention storage recommendation is actually sensible. If it's not, "
"we should adjust accordingly or perhaps have just a control recommendation"
},
{
"epc": {
'lmk-key': '1356416458532015082116515621278108', 'address1': '19a, St. Stephens Road', 'address2': None,
'address3': None, 'postcode': 'TW3 2BH', 'building-reference-number': 5821158378,
'current-energy-rating': 'E', 'potential-energy-rating': 'C', 'current-energy-efficiency': 54,
'potential-energy-efficiency': 76, 'property-type': 'Maisonette', 'built-form': 'Semi-Detached',
'inspection-date': '2015-08-21', 'local-authority': 'E09000018', 'constituency': 'E14000593',
'county': 'Greater London Authority', 'lodgement-date': '2015-08-21', 'transaction-type': 'marketed sale',
'environment-impact-current': 48, 'environment-impact-potential': 78, 'energy-consumption-current': 383,
'energy-consumption-potential': 155, 'co2-emissions-current': 3.4, 'co2-emiss-curr-per-floor-area': 68,
'co2-emissions-potential': 1.4, 'lighting-cost-current': 52, 'lighting-cost-potential': 34,
'heating-cost-current': 560, 'heating-cost-potential': 255, 'hot-water-cost-current': 166,
'hot-water-cost-potential': 102, 'total-floor-area': 51.0, 'energy-tariff': 'Single', 'mains-gas-flag': 'Y',
'floor-level': '1st', 'flat-top-storey': 'Y', 'flat-storey-count': None, 'main-heating-controls': '2104',
'multi-glaze-proportion': 100.0, 'glazed-type': 'double glazing, unknown install date',
'glazed-area': 'Normal', 'extension-count': 0.0, 'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0,
'low-energy-lighting': 50.0, 'number-open-fireplaces': 0.0, 'hotwater-description': 'From main system',
'hot-water-energy-eff': 'Average', 'hot-water-env-eff': 'Average',
'floor-description': '(another dwelling below)', 'floor-energy-eff': 'NO DATA!', 'floor-env-eff': None,
'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average', 'windows-env-eff': 'Average',
'walls-description': 'Solid brick, as built, no insulation (assumed)', 'walls-energy-eff': 'Very Poor',
'walls-env-eff': 'Very Poor', 'secondheat-description': 'Room heaters, mains gas',
'sheating-energy-eff': None, 'sheating-env-eff': None,
'roof-description': 'Pitched, 100 mm loft insulation',
'roof-energy-eff': 'Average', 'roof-env-eff': 'Average',
'mainheat-description': 'Boiler and radiators, mains gas', 'mainheat-energy-eff': 'Good',
'mainheat-env-eff': 'Good', 'mainheatcont-description': 'Programmer and room thermostat',
'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
'lighting-description': 'Low energy lighting in 50% of fixed outlets', 'lighting-energy-eff': 'Good',
'lighting-env-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0,
'heat-loss-corridor': 'no corridor', 'unheated-corridor-length': None, 'floor-height': 2.5,
'photo-supply': None, 'solar-water-heating-flag': 'N', 'mechanical-ventilation': 'natural',
'address': '19a, St. Stephens Road', 'local-authority-label': 'Hounslow',
'constituency-label': 'Brentford and Isleworth', 'posttown': 'HOUNSLOW',
'construction-age-band': 'England and Wales: 1930-1949', 'lodgement-datetime': '2015-08-21 16:51:56',
'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None,
'uprn': 100021560521.0, 'uprn-source': 'Address Matched',
},
"heating_recommendation_descriptions": [],
"heating_controls_recommendation_descriptions": [],
"notes": ""
},
{
"epc": {
'lmk-key': '1164410099442014062611405027442168', 'address1': '31, Brightside Road', 'address2': None,
'address3': None, 'postcode': 'SE13 6EP', 'building-reference-number': 5481394278,
'current-energy-rating': 'E', 'potential-energy-rating': 'C', 'current-energy-efficiency': 48,
'potential-energy-efficiency': 79, 'property-type': 'House', 'built-form': 'Mid-Terrace',
'inspection-date': '2014-06-26', 'local-authority': 'E09000023', 'constituency': 'E14000789',
'county': 'Greater London Authority', 'lodgement-date': '2014-06-26',
'transaction-type': 'assessment for green deal', 'environment-impact-current': 44,
'environment-impact-potential': 77, 'energy-consumption-current': 334,
'energy-consumption-potential': 121.0, 'co2-emissions-current': 5.1, 'co2-emiss-curr-per-floor-area': 64,
'co2-emissions-potential': 1.9, 'lighting-cost-current': 70.0, 'lighting-cost-potential': 49.0,
'heating-cost-current': 964.0, 'heating-cost-potential': 571.0, 'hot-water-cost-current': 107.0,
'hot-water-cost-potential': 72.0, 'total-floor-area': 80.0, 'energy-tariff': 'Single',
'mains-gas-flag': 'Y', 'floor-level': 'NODATA!', 'flat-top-storey': None, 'flat-storey-count': None,
'main-heating-controls': '2102', 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 1.0,
'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 56.0,
'number-open-fireplaces': 0.0, 'hotwater-description': 'From main system', 'hot-water-energy-eff': 'Good',
'hot-water-env-eff': 'Good', 'floor-description': 'Suspended, no insulation (assumed)',
'floor-energy-eff': None, 'floor-env-eff': None, 'windows-description': 'Fully double glazed',
'windows-energy-eff': 'Average', 'windows-env-eff': 'Average',
'walls-description': 'Solid brick, as built, no insulation (assumed)', 'walls-energy-eff': 'Very Poor',
'walls-env-eff': 'Very Poor', 'secondheat-description': 'Room heaters, mains gas',
'sheating-energy-eff': None, 'sheating-env-eff': None,
'roof-description': 'Pitched, no insulation (assumed)',
'roof-energy-eff': 'Very Poor', 'roof-env-eff': 'Very Poor',
'mainheat-description': 'Boiler and radiators, mains gas', 'mainheat-energy-eff': 'Good',
'mainheat-env-eff': 'Good', 'mainheatcont-description': 'Programmer, no room thermostat',
'mainheatc-energy-eff': 'Very Poor', 'mainheatc-env-eff': 'Very Poor',
'lighting-description': 'Low energy lighting in 56% of fixed outlets', 'lighting-energy-eff': 'Good',
'lighting-env-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0,
'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': 2.5,
'photo-supply': 0.0,
'solar-water-heating-flag': None, 'mechanical-ventilation': 'natural', 'address': '31, Brightside Road',
'local-authority-label': 'Lewisham', 'constituency-label': 'Lewisham, Deptford', 'posttown': 'LONDON',
'construction-age-band': 'England and Wales: before 1900', 'lodgement-datetime': '2014-06-26 11:40:50',
'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': 9.0, 'low-energy-fixed-light-count': 5.0,
'uprn': 100021936225.0, 'uprn-source': 'Address Matched',
},
"heating_recommendation_descriptions": [
'Install an air source heat pump, and upgrade heating controls to Smart Thermostats, room sensors and '
'smart radiator valves (time & temperature zone control). The cost includes the £7500 boiler upgrade '
'scheme grant',
],
"heating_controls_recommendation_descriptions": [
'upgrade heating controls to Room thermostat, programmer and TRVs',
'Upgrade heating controls to Smart Thermostats, room sensors and smart radiator valves (time & '
'temperature zone control)'
],
"notes": "Because this property already has a boiler, we don't recommend HHR. We only have a "
"heating recommendation for an air source heat pump. Because the heating controls are "
"Programmer, no room thermostat, we have a programmer, room thermostat and trvs recommendation"
"for heating controls and for TTZC."
},
{
"epc": {
'lmk-key': '1139584119102014052116014126342698', 'address1': '13, Starbuck Street', 'address2': 'Rudry',
'address3': None, 'postcode': 'CF83 3DP', 'building-reference-number': 2187913278,
'current-energy-rating': 'E', 'potential-energy-rating': 'D', 'current-energy-efficiency': 44,
'potential-energy-efficiency': 61, 'property-type': 'Flat', 'built-form': 'Semi-Detached',
'inspection-date': '2014-05-21', 'local-authority': 'W06000018', 'constituency': 'W07000076',
'county': None,
'lodgement-date': '2014-05-21', 'transaction-type': 'rental (private)', 'environment-impact-current': 49,
'environment-impact-potential': 64, 'energy-consumption-current': 343,
'energy-consumption-potential': 240.0, 'co2-emissions-current': 4.0, 'co2-emiss-curr-per-floor-area': 61,
'co2-emissions-potential': 2.8, 'lighting-cost-current': 49.0, 'lighting-cost-potential': 49.0,
'heating-cost-current': 752.0, 'heating-cost-potential': 429.0, 'hot-water-cost-current': 281.0,
'hot-water-cost-potential': 281.0, 'total-floor-area': 66.0, 'energy-tariff': 'Single',
'mains-gas-flag': 'N', 'floor-level': '1st', 'flat-top-storey': 'Y', 'flat-storey-count': None,
'main-heating-controls': 2602.0, 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed during or after 2002', 'glazed-area': 'Normal',
'extension-count': 0.0, 'number-habitable-rooms': 4.0, 'number-heated-rooms': 4.0,
'low-energy-lighting': 86.0, 'number-open-fireplaces': 0.0,
'hotwater-description': 'Electric immersion, standard tariff', 'hot-water-energy-eff': 'Very Poor',
'hot-water-env-eff': 'Very Poor', 'floor-description': '(other premises below)', 'floor-energy-eff': None,
'floor-env-eff': None, 'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Good',
'windows-env-eff': 'Good', 'walls-description': 'Cavity wall, as built, no insulation (assumed)',
'walls-energy-eff': 'Poor', 'walls-env-eff': 'Poor', 'secondheat-description': 'None',
'sheating-energy-eff': None, 'sheating-env-eff': None,
'roof-description': 'Pitched, 200 mm loft insulation',
'roof-energy-eff': 'Good', 'roof-env-eff': 'Good', 'mainheat-description': 'Room heaters, electric',
'mainheat-energy-eff': 'Very Poor', 'mainheat-env-eff': 'Very Poor',
'mainheatcont-description': 'Appliance thermostats', 'mainheatc-energy-eff': 'Good',
'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 86% of fixed outlets',
'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
'main-fuel': 'electricity (not community)', 'wind-turbine-count': 0.0, 'heat-loss-corridor': 'no corridor',
'unheated-corridor-length': None, 'floor-height': 2.5, 'photo-supply': 0.0,
'solar-water-heating-flag': None,
'mechanical-ventilation': 'natural', 'address': '13, Starbuck Street, Rudry',
'local-authority-label': 'Caerphilly', 'constituency-label': 'Caerphilly', 'posttown': 'CAERPHILLY',
'construction-age-band': 'England and Wales: 1950-1966', 'lodgement-datetime': '2014-05-21 16:01:41',
'tenure': 'rental (private)', 'fixed-lighting-outlets-count': 7.0, 'low-energy-fixed-light-count': 6.0,
'uprn': 43088770.0, 'uprn-source': 'Address Matched',
},
"heating_recommendation_descriptions": [
'Install high heat retention electric storage heaters and upgrade heating controls to High Heat Retention '
'Storage Heater Controls'
],
"heating_controls_recommendation_descriptions": [],
"notes": "This property is a flat so we don't have an ASHP recommendation. It also doesn't have access to the "
"mains and so it can't have a gas boiler. We don't expect any controls recommendations"
},
{
"epc": {
'lmk-key': '492646189022010060208143796198410', 'address1': '67, Ridgeway Road', 'address2': None,
'address3': None, 'postcode': 'HP5 2EW', 'building-reference-number': 1976846768,
'current-energy-rating': 'D', 'potential-energy-rating': 'D', 'current-energy-efficiency': 64,
'potential-energy-efficiency': 68, 'property-type': 'Bungalow', 'built-form': 'Detached',
'inspection-date': '2010-06-01', 'local-authority': 'E07000005', 'constituency': 'E14000631',
'county': 'Buckinghamshire', 'lodgement-date': '2010-06-02', 'transaction-type': 'marketed sale',
'environment-impact-current': 67, 'environment-impact-potential': 70, 'energy-consumption-current': 249,
'energy-consumption-potential': 231.0, 'co2-emissions-current': 3.5, 'co2-emiss-curr-per-floor-area': 35,
'co2-emissions-potential': 3.2, 'lighting-cost-current': 89.0, 'lighting-cost-potential': 51.0,
'heating-cost-current': 627.0, 'heating-cost-potential': 603.0, 'hot-water-cost-current': 105.0,
'hot-water-cost-potential': 105.0, 'total-floor-area': 76.0, 'energy-tariff': 'Single',
'mains-gas-flag': 'Y', 'floor-level': 'NO DATA!', 'flat-top-storey': None, 'flat-storey-count': None,
'main-heating-controls': 2104.0, 'multi-glaze-proportion': 100.0,
'glazed-type': 'double glazing installed during or after 2002', 'glazed-area': 'Normal',
'extension-count': 0.0, 'number-habitable-rooms': 7.0, 'number-heated-rooms': 7.0,
'low-energy-lighting': 25.0, 'number-open-fireplaces': 1.0, 'hotwater-description': 'From main system',
'hot-water-energy-eff': 'Very Good', 'hot-water-env-eff': 'Very Good',
'floor-description': 'Suspended, no insulation (assumed)', 'floor-energy-eff': None, 'floor-env-eff': None,
'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Good', 'windows-env-eff': 'Good',
'walls-description': 'Cavity wall, filled cavity', 'walls-energy-eff': 'Good', 'walls-env-eff': 'Good',
'secondheat-description': 'Room heaters, wood logs', 'sheating-energy-eff': None, 'sheating-env-eff': None,
'roof-description': 'Pitched, 150 mm loft insulation', 'roof-energy-eff': 'Good', 'roof-env-eff': 'Good',
'mainheat-description': 'Boiler and radiators, mains gas', 'mainheat-energy-eff': 'Very Good',
'mainheat-env-eff': 'Very Good', 'mainheatcont-description': 'Programmer and room thermostat',
'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
'lighting-description': 'Low energy lighting in 25% of fixed outlets', 'lighting-energy-eff': 'Average',
'lighting-env-eff': 'Average',
'main-fuel': 'mains gas - this is for backwards compatibility only and should not be used',
'wind-turbine-count': 0.0, 'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None,
'floor-height': 2.4, 'photo-supply': 0.0, 'solar-water-heating-flag': 'N',
'mechanical-ventilation': 'natural', 'address': '67, Ridgeway Road', 'local-authority-label': 'Chiltern',
'constituency-label': 'Chesham and Amersham', 'posttown': 'CHESHAM',
'construction-age-band': 'England and Wales: 1930-1949', 'lodgement-datetime': '2010-06-02 08:14:37',
'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None,
'uprn': 100080513604.0, 'uprn-source': 'Address Matched'
},
"heating_recommendation_descriptions": [
'Install an air source heat pump, and upgrade heating controls to Smart Thermostats, room sensors and '
'smart radiator valves (time & temperature zone control). The cost includes the £7500 boiler upgrade '
'scheme grant'
],
"heating_controls_recommendation_descriptions": [
'upgrade heating controls to Room thermostat, programmer and TRVs',
'Upgrade heating controls to Smart Thermostats, room sensors and smart radiator valves (time & '
'temperature zone control)'
],
"notes": "This has a very efficient boiler and is a detached bungalow, but only has "
"Programmer and room thermostat for heating controls so we'd expect an ASHP heating recommendation"
"as the only option, and heating controls recommendations for programmer, room thermostats and trvs"
"as well as ttzc"
}
]
import random
from pathlib import Path
import inspect
import pandas as pd
# this can be used to get example data to build the test cases
src_file_path = inspect.getfile(lambda: None)
EPC_DIRECTORY = Path(src_file_path).parent / "local_data" / "all-domestic-certificates"
epc_directories = [entry for entry in EPC_DIRECTORY.iterdir() if entry.is_dir()]
directory = random.sample(epc_directories, 1)[0]
data = pd.read_csv(directory / "certificates.csv", low_memory=False)
# Rename the columns to the same format as the api returns
data.columns = [c.replace("_", "-").lower() for c in data.columns]
data["floor-height"] = data["floor-height"].fillna(2.45)
used_examples = pd.DataFrame(
[
{
"mainheat-description": x["epc"]["mainheat-description"],
"mainheat-energy-eff": x["epc"]["mainheat-energy-eff"],
"property-type": x["epc"]["property-type"],
"built-form": x["epc"]["built-form"],
"used": True
} for x in testing_examples
]
)
data = data.merge(
used_examples, how="left", on=["mainheat-description", "mainheat-energy-eff", "built-form", "property-type"]
)
data = data[pd.isnull(data["used"])].drop(columns=["used"])
eg = data.sample(1).to_dict("records")[0]
print(eg["mainheat-description"])
print(eg["mainheat-energy-eff"])
print(eg["property-type"])
print(eg["built-form"])
print(eg["mainheatcont-description"])
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