mirror of
https://github.com/Hestia-Homes/Model.git
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174 lines
13 KiB
Python
174 lines
13 KiB
Python
testing_examples = [
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{
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"epc": {
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'lmk-key': '948324269042014090409224502942098', 'address1': '15, Ringwood Crescent', 'address2': None,
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'address3': None, 'postcode': 'TS19 9DN', 'building-reference-number': 1016769078,
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'current-energy-rating': 'C', 'potential-energy-rating': 'B', 'current-energy-efficiency': 79,
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'potential-energy-efficiency': 85, 'property-type': 'House', 'built-form': 'Semi-Detached',
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'inspection-date': '2014-08-21', 'local-authority': 'E06000004', 'constituency': 'E14000970',
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'county': None,
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'lodgement-date': '2014-09-04', 'transaction-type': 'none of the above', 'environment-impact-current': 77,
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'environment-impact-potential': 85, 'energy-consumption-current': 152,
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'energy-consumption-potential': 103.0, 'co2-emissions-current': 2.2, 'co2-emiss-curr-per-floor-area': 30,
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'co2-emissions-potential': 1.5, 'lighting-cost-current': 61.0, 'lighting-cost-potential': 47.0,
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'heating-cost-current': 625.0, 'heating-cost-potential': 522.0, 'hot-water-cost-current': 100.0,
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'hot-water-cost-potential': 71.0, 'total-floor-area': 74.0, 'energy-tariff': 'Single',
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'mains-gas-flag': 'Y', 'floor-level': 'NODATA!', 'flat-top-storey': None, 'flat-storey-count': None,
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'main-heating-controls': 2106.0, 'multi-glaze-proportion': 100.0,
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'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 0.0,
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'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 70.0,
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'number-open-fireplaces': 0.0, 'hotwater-description': 'From main system', 'hot-water-energy-eff': 'Good',
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'hot-water-env-eff': 'Good', 'floor-description': 'Solid, no insulation (assumed)',
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'floor-energy-eff': None,
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'floor-env-eff': None, 'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average',
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'windows-env-eff': 'Average', 'walls-description': 'Cavity wall, filled cavity', 'walls-energy-eff': 'Good',
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'walls-env-eff': 'Good', 'secondheat-description': 'Room heaters, mains gas', 'sheating-energy-eff': None,
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'sheating-env-eff': None, 'roof-description': 'Pitched, 50 mm loft insulation', 'roof-energy-eff': 'Poor',
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'roof-env-eff': 'Poor', 'mainheat-description': 'Boiler and radiators, mains gas',
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'mainheat-energy-eff': 'Good', 'mainheat-env-eff': 'Good',
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'mainheatcont-description': 'Programmer, room thermostat and TRVs', 'mainheatc-energy-eff': 'Good',
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'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 70% of fixed outlets',
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'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
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'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0, 'heat-loss-corridor': 'NO DATA!',
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'unheated-corridor-length': None, 'floor-height': 2.5, 'photo-supply': 50.0,
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'solar-water-heating-flag': None,
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'mechanical-ventilation': 'natural', 'address': '15, Ringwood Crescent',
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'local-authority-label': 'Stockton-on-Tees', 'constituency-label': 'Stockton North',
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'posttown': 'STOCKTON-ON-TEES', 'construction-age-band': 'England and Wales: 1950-1966',
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'lodgement-datetime': '2014-09-04 09:22:45', 'tenure': 'owner-occupied',
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'fixed-lighting-outlets-count': 10.0, 'low-energy-fixed-light-count': 7.0, 'uprn': 100110195416.0,
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'uprn-source': 'Address Matched'
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},
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"heating_recommendation_descriptions": [
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"Install an air source heat pump, and upgrade heating controls to Smart Thermostats, room sensors and "
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"smart radiator valves (time & temperature zone control). The cost includes the £7500 boiler upgrade "
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"scheme grant",
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],
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"heating_controls_recommendation_descriptions": [
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"Upgrade heating controls to Smart Thermostats, room sensors and smart radiator valves (time & "
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"temperature zone control)"
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],
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"notes": "This property has a boiler, radiators & mains gas with good efficiency so the only recommendation"
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"we expect here is for an air source heat pump. The heating controls are a programmer, room thermostat"
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"and TRVs and so we should expect a TTZC recommendation"
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},
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{
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"epc": {
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'lmk-key': '153995620832008100717310934068296', 'address1': 'Apartment 13 The Quays',
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'address2': 'Burscough', 'address3': None, 'postcode': 'L40 5TW',
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'building-reference-number': 2604281568, 'current-energy-rating': 'C', 'potential-energy-rating': 'B',
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'current-energy-efficiency': 69, 'potential-energy-efficiency': 84, 'property-type': 'Flat',
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'built-form': 'Detached', 'inspection-date': '2008-10-06', 'local-authority': 'E07000127',
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'constituency': 'E14001033', 'county': 'Lancashire', 'lodgement-date': '2008-10-07',
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'transaction-type': 'marketed sale', 'environment-impact-current': 78,
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'environment-impact-potential': 78, 'energy-consumption-current': 195,
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'energy-consumption-potential': 192.0, 'co2-emissions-current': 1.7,
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'co2-emiss-curr-per-floor-area': 29, 'co2-emissions-potential': 1.7, 'lighting-cost-current': 35,
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'lighting-cost-potential': 38, 'heating-cost-current': 108, 'heating-cost-potential': 89,
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'hot-water-cost-current': 256, 'hot-water-cost-potential': 104, 'total-floor-area': 57.2,
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'energy-tariff': 'Single', 'mains-gas-flag': 'N', 'floor-level': '1st', 'flat-top-storey': 'Y',
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'flat-storey-count': 2.0, 'main-heating-controls': 2603.0, 'multi-glaze-proportion': 100.0,
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'glazed-type': 'double glazing installed during or after 2002', 'glazed-area': 'Normal',
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'extension-count': 0.0, 'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0,
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'low-energy-lighting': 77.0, 'number-open-fireplaces': 0.0,
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'hotwater-description': 'Electric immersion, standard tariff', 'hot-water-energy-eff': 'Very Poor',
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'hot-water-env-eff': 'Poor', 'floor-description': '(other premises below)', 'floor-energy-eff': None,
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'floor-env-eff': None, 'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Good',
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'windows-env-eff': 'Good', 'walls-description': 'Cavity wall, as built, insulated (assumed)',
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'walls-energy-eff': 'Good', 'walls-env-eff': 'Good',
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'secondheat-description': 'Portable electric heaters', 'sheating-energy-eff': None,
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'sheating-env-eff': None, 'roof-description': '(another dwelling above)', 'roof-energy-eff': None,
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'roof-env-eff': None, 'mainheat-description': 'Room heaters, electric',
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'mainheat-energy-eff': 'Very Poor', 'mainheat-env-eff': 'Poor',
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'mainheatcont-description': 'Programmer and appliance thermostats', 'mainheatc-energy-eff': 'Good',
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'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 77% of fixed outlets',
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'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
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'main-fuel': 'electricity - this is for backwards compatibility only and should not be used',
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'wind-turbine-count': 0.0, 'heat-loss-corridor': 'heated corridor', 'unheated-corridor-length': None,
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'floor-height': 2.3, 'photo-supply': 0.0, 'solar-water-heating-flag': 'N',
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'mechanical-ventilation': 'natural', 'address': 'Apartment 13 The Quays, Burscough',
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'local-authority-label': 'West Lancashire', 'constituency-label': 'West Lancashire',
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'posttown': 'ORMSKIRK', 'construction-age-band': 'England and Wales: 2003-2006',
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'lodgement-datetime': '2008-10-07 17:31:09', 'tenure': 'owner-occupied',
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'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None, 'uprn': 10012342725.0,
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'uprn-source': 'Address Matched', 'used': None
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},
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"heating_recommendation_descriptions": [
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"Install high heat retention electric storage heaters and upgrade heating controls to High Heat Retention "
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"Storage Heater Controls"
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],
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"heating_controls_recommendation_descriptions": [],
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"notes": "This property has electric room heaters and is off gas so a boiler recommendation is not appropriate."
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"We would expect a high heat retention storage recommendation. The property is a flat and therefore"
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"we don't expect an air source heat pump recommendation. We also wouldn't expect a specific heating"
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"control recommendation here"
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},
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{
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'lmk-key': '751851300152012022010205497220090', 'address1': '21, Fullers Close', 'address2': 'Kelvedon',
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'address3': None, 'postcode': 'CO5 9JX', 'building-reference-number': 8075968, 'current-energy-rating': 'D',
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'potential-energy-rating': 'D', 'current-energy-efficiency': 55, 'potential-energy-efficiency': 56,
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'property-type_x': 'Bungalow', 'built-form_x': 'Detached', 'inspection-date': '2012-02-20',
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'local-authority': 'E07000067', 'constituency': 'E14001045', 'county': 'Essex', 'lodgement-date': '2012-02-20',
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'transaction-type': 'non marketed sale', 'environment-impact-current': 39, 'environment-impact-potential': 39,
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'energy-consumption-current': 475, 'energy-consumption-potential': 472.0, 'co2-emissions-current': 5.4,
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'co2-emiss-curr-per-floor-area': 84, 'co2-emissions-potential': 5.4, 'lighting-cost-current': 53.0,
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'lighting-cost-potential': 40.0, 'heating-cost-current': 674.0, 'heating-cost-potential': 678.0,
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'hot-water-cost-current': 110.0, 'hot-water-cost-potential': 110.0, 'total-floor-area': 64.45,
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'energy-tariff': 'dual', 'mains-gas-flag': 'N', 'floor-level': 'NODATA!', 'flat-top-storey': None,
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'flat-storey-count': None, 'main-heating-controls': '2402', 'multi-glaze-proportion': 100.0,
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'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 0.0,
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'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 67.0,
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'number-open-fireplaces': 0.0, 'hotwater-description': 'Electric immersion, off-peak',
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'hot-water-energy-eff': 'Average', 'hot-water-env-eff': 'Very Poor',
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'floor-description': 'Suspended, no insulation (assumed)', 'floor-energy-eff': None, 'floor-env-eff': None,
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'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average', 'windows-env-eff': 'Average',
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'walls-description': 'Cavity wall, as built, insulated (assumed)', 'walls-energy-eff': 'Good',
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'walls-env-eff': 'Good', 'secondheat-description': 'Room heaters, electric', 'sheating-energy-eff': None,
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'sheating-env-eff': None, 'roof-description': 'Pitched, 300+ mm loft insulation',
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'roof-energy-eff': 'Very Good',
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'roof-env-eff': 'Very Good', 'mainheat-description': 'Electric storage heaters', 'mainheat-energy-eff': 'Poor',
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'mainheat-env-eff': 'Very Poor', 'mainheatcont-description': 'Automatic charge control',
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'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
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'lighting-description': 'Low energy lighting in 67% of fixed outlets', 'lighting-energy-eff': 'Good',
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'lighting-env-eff': 'Good', 'main-fuel': 'electricity (not community)', 'wind-turbine-count': 0.0,
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'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': 2.38, 'photo-supply': 0.0,
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'solar-water-heating-flag': None, 'mechanical-ventilation': 'natural', 'address': '21, Fullers Close, Kelvedon',
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'local-authority-label': 'Braintree', 'constituency-label': 'Witham', 'posttown': 'COLCHESTER',
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'construction-age-band': 'England and Wales: 1983-1990', 'lodgement-datetime': '2012-02-20 10:20:54',
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'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': 6.0, 'low-energy-fixed-light-count': 4.0,
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'uprn': 100090311351.0, 'uprn-source': 'Address Matched', 'property-type_y': None, 'built-form_y': None,
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'used': None
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}
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]
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import random
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from pathlib import Path
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import inspect
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import pandas as pd
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# this can be used to get example data to build the test cases
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src_file_path = inspect.getfile(lambda: None)
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EPC_DIRECTORY = Path(src_file_path).parent / "local_data" / "all-domestic-certificates"
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epc_directories = [entry for entry in EPC_DIRECTORY.iterdir() if entry.is_dir()]
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directory = random.sample(epc_directories, 1)[0]
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data = pd.read_csv(directory / "certificates.csv", low_memory=False)
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# Rename the columns to the same format as the api returns
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data.columns = [c.replace("_", "-").lower() for c in data.columns]
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used_examples = pd.DataFrame(
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[
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{
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"mainheat-description": x["epc"]["mainheat-description"],
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"mainheat-energy-eff": x["epc"]["mainheat-energy-eff"],
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"property-type": x["epc"]["property-type"],
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"built-form": x["epc"]["built-form"],
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"used": True
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} for x in testing_examples
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]
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)
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data = data.merge(used_examples, how="left", on=["mainheat-description", "mainheat-energy-eff"])
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data = data[pd.isnull(data["used"])]
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eg = data.sample(1).to_dict("records")[0]
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