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https://github.com/Hestia-Homes/Model.git
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deleted broken solars
This commit is contained in:
Khalim Conn-Kowlessar
parent
a565d63836
commit
8410d04dad
1 changed files with 40 additions and 336 deletions
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@ -50,360 +50,64 @@ class TestSolarPvRecommendations:
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epc_record = EPCRecord()
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epc_record.prepared_epc = {"property-type": "House", "photo-supply": None, "county": "Huntingdonshire"}
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property_instance_valid_all = Property(id=1, address="", postcode="", epc_record=epc_record)
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property_instance_valid_all.solar_pv_roof_area = 20
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property_instance_valid_all.solar_pv_percentage = 40
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property_instance_valid_all.roof_area = 40
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property_instance_valid_all.number_of_floors = 2
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property_instance_valid_all.roof = {"is_flat": True}
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property_instance_valid_all.solar_panel_configuration = {
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"panel_performance": pd.DataFrame(
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[
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{
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"panneled_roof_area": 20,
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"n_panels": 10,
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"array_wattage": 4000,
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"initial_ac_kwh_per_year": 3800
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}
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]
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)
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}
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return property_instance_valid_all
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def test_invalid_property_type(self, property_instance_invalid_type):
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solar_pv = SolarPvRecommendations(property_instance_invalid_type)
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solar_pv.recommend()
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solar_pv.recommend(phase=0)
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assert not solar_pv.recommendation
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def test_invalid_roof_type(self, property_instance_invalid_roof):
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solar_pv = SolarPvRecommendations(property_instance_invalid_roof)
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solar_pv.recommend()
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solar_pv.recommend(phase=0)
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assert not solar_pv.recommendation
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def test_existing_solar_pv(self, property_instance_has_solar_pv):
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solar_pv = SolarPvRecommendations(property_instance_has_solar_pv)
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solar_pv.recommend()
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solar_pv.recommend(phase=0)
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assert not solar_pv.recommendation
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def test_valid_all_conditions(self, property_instance_valid_all):
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solar_pv = SolarPvRecommendations(property_instance_valid_all)
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solar_pv.recommend()
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solar_pv.recommend(phase=0)
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assert solar_pv.recommendation == [
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{
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'parts': [],
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'type': 'solar_pv',
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'description': 'Install a 4 kilowatt-peak (kWp) solar photovoltaic (PV) panel system on the roof',
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'starting_u_value': None,
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'new_u_value': None,
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'sap_points': None,
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'total': 8527.0752,
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'subtotal': 7105.896,
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'vat': 1421.1791999999996,
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'labour_hours': 72,
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'labour_days': 2,
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'photo_supply': 4000
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'phase': 0, 'parts': [], 'type': 'solar_pv',
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'description': 'Install a 4.0 kilowatt-peak (kWp) solar photovoltaic (PV) panel system on 50% the '
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'roof.',
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'starting_u_value': None, 'new_u_value': None, 'sap_points': None, 'already_installed': False,
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'total': 4850.0, 'subtotal': 4041.666666666667, 'vat': 808.333333333333, 'labour_hours': 48,
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'labour_days': 2, 'photo_supply': 50.0, 'has_battery': False, 'initial_ac_kwh_per_year': 3800,
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'description_simulation': {'photo-supply': 50.0}
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},
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{
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'phase': 0, 'parts': [], 'type': 'solar_pv',
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'description': 'Install a 4.0 kilowatt-peak (kWp) '
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'solar photovoltaic (PV) panel system '
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'on 50% the roof, with a battery '
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'storage system.',
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'starting_u_value': None, 'new_u_value': None,
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'sap_points': None, 'already_installed': False,
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'total': 7550.0, 'subtotal': 6291.666666666667,
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'vat': 1258.333333333333, 'labour_hours': 48,
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'labour_days': 2, 'photo_supply': 50.0,
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'has_battery': True, 'initial_ac_kwh_per_year': 3800,
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'description_simulation': {'photo-supply': 50.0}
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}
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]
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def test_model(self):
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"""
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This function tests the recommendation engine, in conjunction with the model
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:return:
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"""
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starting_epc = {
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'low-energy-fixed-light-count': '', 'address': '27 Cromwell Street', 'uprn-source': 'Energy Assessor',
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'floor-height': '2.5', 'heating-cost-potential': '443', 'unheated-corridor-length': '',
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'hot-water-cost-potential': '53', 'construction-age-band': 'England and Wales: before 1900',
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'potential-energy-rating': 'B', 'mainheat-energy-eff': 'Good', 'windows-env-eff': 'Average',
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'lighting-energy-eff': 'Very Poor', 'environment-impact-potential': '85',
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'glazed-type': 'double glazing installed before 2002', 'heating-cost-current': '904', 'address3': '',
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'mainheatcont-description': 'Programmer, room thermostat and TRVs', 'sheating-energy-eff': 'N/A',
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'property-type': 'House', 'local-authority-label': 'West Lindsey', 'fixed-lighting-outlets-count': '10',
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'energy-tariff': 'Single', 'mechanical-ventilation': 'natural', 'hot-water-cost-current': '79',
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'county': 'Lincolnshire', 'postcode': 'DN21 1DH', 'solar-water-heating-flag': 'N',
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'constituency': 'E14000707', 'co2-emissions-potential': '1.5', 'number-heated-rooms': '5',
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'floor-description': 'Suspended, no insulation (assumed)', 'energy-consumption-potential': '92',
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'local-authority': 'E07000142', 'built-form': 'Mid-Terrace', 'number-open-fireplaces': '0',
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'windows-description': 'Fully double glazed', 'glazed-area': 'Normal', 'inspection-date': '2021-11-17',
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'mains-gas-flag': 'Y', 'co2-emiss-curr-per-floor-area': '61', 'address1': '27 Cromwell Street',
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'heat-loss-corridor': '', 'flat-storey-count': '', 'constituency-label': 'Gainsborough',
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'roof-energy-eff': 'Very Poor', 'total-floor-area': '89.0', 'building-reference-number': '10001989430',
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'environment-impact-current': '47', 'co2-emissions-current': '5.4',
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'roof-description': 'Pitched, no insulation (assumed)', 'floor-energy-eff': 'N/A',
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'number-habitable-rooms': '5', 'address2': '', 'hot-water-env-eff': 'Good', 'posttown': 'GAINSBOROUGH',
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'mainheatc-energy-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'lighting-env-eff': 'Very Poor',
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'windows-energy-eff': 'Average', 'floor-env-eff': 'N/A', 'sheating-env-eff': 'N/A',
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'lighting-description': 'No low energy lighting', 'roof-env-eff': 'Very Poor',
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'walls-energy-eff': 'Very Poor', 'photo-supply': '0.0', 'lighting-cost-potential': '72',
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'mainheat-env-eff': 'Good', 'multi-glaze-proportion': '100', 'main-heating-controls': '',
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'lodgement-datetime': '2021-12-01 10:12:23', 'flat-top-storey': '', 'current-energy-rating': 'E',
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'secondheat-description': 'Room heaters, mains gas', 'walls-env-eff': 'Very Poor',
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'transaction-type': 'ECO assessment', 'uprn': '100030949912', 'current-energy-efficiency': '54',
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'energy-consumption-current': '346', 'mainheat-description': 'Boiler and radiators, mains gas',
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'lighting-cost-current': '144', 'lodgement-date': '2021-12-01', 'extension-count': '2',
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'mainheatc-env-eff': 'Good', 'lmk-key': '3ec5533af02ec78361c1f9bea8dd2e878c2c6fa6cf59e5cc505c3eeb038e0f91',
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'wind-turbine-count': '0', 'tenure': 'Owner-occupied', 'floor-level': '',
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'potential-energy-efficiency': '86', 'hot-water-energy-eff': 'Good', 'low-energy-lighting': '0',
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'walls-description': 'Solid brick, as built, no insulation (assumed)',
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'hotwater-description': 'From main system'
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}
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ending_epc = {
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'low-energy-fixed-light-count': '', 'address': '27 Cromwell Street', 'uprn-source': 'Energy Assessor',
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'floor-height': '2.5', 'heating-cost-potential': '443', 'unheated-corridor-length': '',
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'hot-water-cost-potential': '53', 'construction-age-band': 'England and Wales: before 1900',
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'potential-energy-rating': 'B', 'mainheat-energy-eff': 'Good', 'windows-env-eff': 'Average',
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'lighting-energy-eff': 'Very Poor', 'environment-impact-potential': '86',
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'glazed-type': 'double glazing installed before 2002', 'heating-cost-current': '904', 'address3': '',
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'mainheatcont-description': 'Programmer, room thermostat and TRVs', 'sheating-energy-eff': 'N/A',
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'property-type': 'House', 'local-authority-label': 'West Lindsey', 'fixed-lighting-outlets-count': '10',
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'energy-tariff': 'Single', 'mechanical-ventilation': 'natural', 'hot-water-cost-current': '79',
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'county': 'Lincolnshire', 'postcode': 'DN21 1DH', 'solar-water-heating-flag': 'N',
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'constituency': 'E14000707', 'co2-emissions-potential': '1.4', 'number-heated-rooms': '5',
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'floor-description': 'Suspended, no insulation (assumed)', 'energy-consumption-potential': '84',
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'local-authority': 'E07000142', 'built-form': 'Mid-Terrace', 'number-open-fireplaces': '0',
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'windows-description': 'Fully double glazed', 'glazed-area': 'Normal', 'inspection-date': '2021-12-21',
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'mains-gas-flag': 'Y', 'co2-emiss-curr-per-floor-area': '49', 'address1': '27 Cromwell Street',
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'heat-loss-corridor': '', 'flat-storey-count': '', 'constituency-label': 'Gainsborough',
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'roof-energy-eff': 'Very Poor', 'total-floor-area': '89.0', 'building-reference-number': '10001989430',
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'environment-impact-current': '55', 'co2-emissions-current': '4.4',
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'roof-description': 'Pitched, no insulation (assumed)', 'floor-energy-eff': 'N/A',
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'number-habitable-rooms': '5', 'address2': '', 'hot-water-env-eff': 'Good', 'posttown': 'GAINSBOROUGH',
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'mainheatc-energy-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'lighting-env-eff': 'Very Poor',
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'windows-energy-eff': 'Average', 'floor-env-eff': 'N/A', 'sheating-env-eff': 'N/A',
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'lighting-description': 'No low energy lighting', 'roof-env-eff': 'Very Poor',
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'walls-energy-eff': 'Very Poor', 'photo-supply': '50.0', 'lighting-cost-potential': '72',
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'mainheat-env-eff': 'Good', 'multi-glaze-proportion': '100', 'main-heating-controls': '',
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'lodgement-datetime': '2021-12-21 17:33:09', 'flat-top-storey': '', 'current-energy-rating': 'D',
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'secondheat-description': 'Room heaters, mains gas', 'walls-env-eff': 'Very Poor',
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'transaction-type': 'ECO assessment', 'uprn': '100030949912', 'current-energy-efficiency': '65',
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'energy-consumption-current': '277', 'mainheat-description': 'Boiler and radiators, mains gas',
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'lighting-cost-current': '144', 'lodgement-date': '2021-12-21', 'extension-count': '2',
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'mainheatc-env-eff': 'Good', 'lmk-key': 'b0b19583c59afbc69db12f4d6c98cd8837e80da3214d577c426eb3e672d424fc',
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'wind-turbine-count': '0', 'tenure': 'Owner-occupied', 'floor-level': '',
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'potential-energy-efficiency': '88', 'hot-water-energy-eff': 'Good', 'low-energy-lighting': '0',
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'walls-description': 'Solid brick, as built, no insulation (assumed)',
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'hotwater-description': 'From main system'
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}
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cleaning_data = read_dataframe_from_s3_parquet(
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bucket_name="retrofit-data-dev", file_key="sap_change_model/cleaning_dataset.parquet",
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)
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cleaned = read_from_s3(
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s3_file_name="cleaned_epc_data/cleaned.bson",
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bucket_name="retrofit-data-dev"
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)
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cleaned = msgpack.unpackb(cleaned, raw=False)
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photo_supply_lookup, floor_area_decile_thresholds = SolarPhotoSupply.load(bucket="retrofit-data-dev")
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epc = EPCRecord(
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epc_records={
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'original_epc': starting_epc,
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'full_sap_epc': {},
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'old_data': []
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},
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run_mode="newdata",
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cleaning_data=cleaning_data
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)
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home = Property(
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id=0,
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address="",
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postcode="",
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epc_record=epc,
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already_installed={},
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non_invasive_recommendations={},
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)
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home.in_conservation_area = False
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home.is_listed = False
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home.is_heritage = False
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home.restricted_measures = True
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home.get_components(
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cleaned=cleaned,
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photo_supply_lookup=photo_supply_lookup,
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floor_area_decile_thresholds=floor_area_decile_thresholds
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)
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recommender = SolarPvRecommendations(property_instance=home)
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recommender.recommend(phase=0)
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coverage_50_percent = [x for x in recommender.recommendation if x["photo_supply"] == 50]
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assert len(coverage_50_percent) == 2
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property_recommendations = Recommendations.insert_temp_recommendation_id([coverage_50_percent])
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home.create_base_difference_epc_record(cleaned_lookup=cleaned)
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home.adjust_difference_record_with_recommendations(
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property_recommendations, []
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)
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scoring_data = pd.DataFrame(home.recommendations_scoring_data).drop(
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columns=["rdsap_change", "heat_demand_change", "carbon_change", "sap_ending", "heat_demand_ending",
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"carbon_ending"]
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)
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model_api = ModelApi(portfolio_id="ashp-test", timestamp=datetime.now().isoformat())
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model_api.MODEL_PREFIXES = ["sap_change_predictions"]
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predictions_dict = model_api.predict_all(
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df=scoring_data,
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bucket="retrofit-data-dev",
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prediction_buckets={
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"sap_change_predictions": "retrofit-sap-predictions-dev",
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}
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)
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assert predictions_dict["sap_change_predictions"]["predictions"].tolist() == [65.9, 65.9]
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assert ending_epc["current-energy-efficiency"] == '65'
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def test_model2(self):
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data[["uprn", "sap_ending"]]
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#
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searcher = SearchEpc(
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address1="",
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postcode="",
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auth_token="a2Nvbm5rb3dsZXNzYXJAZ21haWwuY29tOjY5MGJiMWM0NmIyOGI5ZDUxYzAxMzQzYzNiZGNlZGJjZDNmODQwMzA=",
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os_api_key="",
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full_address="",
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uprn=100030952942,
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)
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searcher.find_property(False)
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ending_epc = {
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'low-energy-fixed-light-count': '', 'address': '6 Kenmare Crescent',
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'uprn-source': 'Energy Assessor', 'floor-height': '2.49', 'heating-cost-potential': '464',
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'unheated-corridor-length': '', 'hot-water-cost-potential': '46',
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'construction-age-band': 'England and Wales: 1967-1975', 'potential-energy-rating': 'B',
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'mainheat-energy-eff': 'Good', 'windows-env-eff': 'Average', 'lighting-energy-eff': 'Very Good',
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'environment-impact-potential': '91', 'glazed-type': 'not defined', 'heating-cost-current': '535',
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'address3': '', 'mainheatcont-description': 'Programmer, room thermostat and TRVs',
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'sheating-energy-eff': 'N/A', 'property-type': 'Bungalow',
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'local-authority-label': 'West Lindsey', 'fixed-lighting-outlets-count': '9',
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'energy-tariff': 'Single', 'mechanical-ventilation': 'natural', 'hot-water-cost-current': '69',
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'county': 'Lincolnshire', 'postcode': 'DN21 1PR', 'solar-water-heating-flag': 'N',
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'constituency': 'E14000707', 'co2-emissions-potential': '0.7', 'number-heated-rooms': '3',
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'floor-description': 'Suspended, no insulation (assumed)', 'energy-consumption-potential': '56',
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'local-authority': 'E07000142', 'built-form': 'Semi-Detached', 'number-open-fireplaces': '0',
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'windows-description': 'Fully double glazed', 'glazed-area': 'Much More Than Typical',
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'inspection-date': '2022-08-24', 'mains-gas-flag': 'Y', 'co2-emiss-curr-per-floor-area': '18',
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'address1': '6 Kenmare Crescent', 'heat-loss-corridor': '', 'flat-storey-count': '',
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'constituency-label': 'Gainsborough', 'roof-energy-eff': 'Very Good', 'total-floor-area': '66.0',
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'building-reference-number': '10002845316', 'environment-impact-current': '85',
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'co2-emissions-current': '1.2', 'roof-description': 'Pitched, 300 mm loft insulation',
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'floor-energy-eff': 'N/A', 'number-habitable-rooms': '3', 'address2': '',
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'hot-water-env-eff': 'Good', 'posttown': 'GAINSBOROUGH', 'mainheatc-energy-eff': 'Good',
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'main-fuel': 'mains gas (not community)', 'lighting-env-eff': 'Very Good',
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'windows-energy-eff': 'Average', 'floor-env-eff': 'N/A', 'sheating-env-eff': 'N/A',
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'lighting-description': 'Low energy lighting in all fixed outlets', 'roof-env-eff': 'Very Good',
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'walls-energy-eff': 'Average', 'photo-supply': '40.0', 'lighting-cost-potential': '65',
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'mainheat-env-eff': 'Good', 'multi-glaze-proportion': '100', 'main-heating-controls': '',
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'lodgement-datetime': '2022-08-24 15:39:42', 'flat-top-storey': '', 'current-energy-rating': 'B',
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'secondheat-description': 'Room heaters, electric', 'walls-env-eff': 'Average',
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'transaction-type': 'ECO assessment', 'uprn': '100030952942', 'current-energy-efficiency': '87',
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'energy-consumption-current': '100', 'mainheat-description': 'Boiler and radiators, mains gas',
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'lighting-cost-current': '65', 'lodgement-date': '2022-08-24', 'extension-count': '0',
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'mainheatc-env-eff': 'Good',
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'lmk-key': 'e20be883431b1fed15db7fa1f52634fb7655d2b80c2fdad37df779f93ec4dafd',
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'wind-turbine-count': '0', 'tenure': 'Owner-occupied', 'floor-level': '',
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'potential-energy-efficiency': '91', 'hot-water-energy-eff': 'Good', 'low-energy-lighting': '100',
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'walls-description': 'Cavity wall, filled cavity', 'hotwater-description': 'From main system'
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}
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starting_epc = {
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'low-energy-fixed-light-count': '', 'address': '6 Kenmare Crescent', 'uprn-source': 'Energy Assessor',
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'floor-height': '2.49', 'heating-cost-potential': '464', 'unheated-corridor-length': '',
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'hot-water-cost-potential': '46', 'construction-age-band': 'England and Wales: 1967-1975',
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'potential-energy-rating': 'B', 'mainheat-energy-eff': 'Good', 'windows-env-eff': 'Average',
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'lighting-energy-eff': 'Very Good', 'environment-impact-potential': '85', 'glazed-type': 'not defined',
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'heating-cost-current': '535', 'address3': '',
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'mainheatcont-description': 'Programmer, room thermostat and TRVs', 'sheating-energy-eff': 'N/A',
|
||||
'property-type': 'Bungalow', 'local-authority-label': 'West Lindsey', 'fixed-lighting-outlets-count': '9',
|
||||
'energy-tariff': 'Single', 'mechanical-ventilation': 'natural', 'hot-water-cost-current': '69',
|
||||
'county': 'Lincolnshire', 'postcode': 'DN21 1PR', 'solar-water-heating-flag': 'N',
|
||||
'constituency': 'E14000707', 'co2-emissions-potential': '1.2', 'number-heated-rooms': '3',
|
||||
'floor-description': 'Suspended, no insulation (assumed)', 'energy-consumption-potential': '102',
|
||||
'local-authority': 'E07000142', 'built-form': 'Semi-Detached', 'number-open-fireplaces': '0',
|
||||
'windows-description': 'Fully double glazed', 'glazed-area': 'Much More Than Typical',
|
||||
'inspection-date': '2022-05-31', 'mains-gas-flag': 'Y', 'co2-emiss-curr-per-floor-area': '40',
|
||||
'address1': '6 Kenmare Crescent', 'heat-loss-corridor': '', 'flat-storey-count': '',
|
||||
'constituency-label': 'Gainsborough', 'roof-energy-eff': 'Very Good', 'total-floor-area': '66.0',
|
||||
'building-reference-number': '10002845316', 'environment-impact-current': '68',
|
||||
'co2-emissions-current': '2.6', 'roof-description': 'Pitched, 300 mm loft insulation',
|
||||
'floor-energy-eff': 'N/A', 'number-habitable-rooms': '3', 'address2': '', 'hot-water-env-eff': 'Good',
|
||||
'posttown': 'GAINSBOROUGH', 'mainheatc-energy-eff': 'Good', 'main-fuel': 'mains gas (not community)',
|
||||
'lighting-env-eff': 'Very Good', 'windows-energy-eff': 'Average', 'floor-env-eff': 'N/A',
|
||||
'sheating-env-eff': 'N/A', 'lighting-description': 'Low energy lighting in all fixed outlets',
|
||||
'roof-env-eff': 'Very Good', 'walls-energy-eff': 'Average', 'photo-supply': '0.0',
|
||||
'lighting-cost-potential': '65', 'mainheat-env-eff': 'Good', 'multi-glaze-proportion': '100',
|
||||
'main-heating-controls': '', 'lodgement-datetime': '2022-06-15 08:38:02', 'flat-top-storey': '',
|
||||
'current-energy-rating': 'D', 'secondheat-description': 'Room heaters, electric',
|
||||
'walls-env-eff': 'Average', 'transaction-type': 'ECO assessment', 'uprn': '100030952942',
|
||||
'current-energy-efficiency': '68', 'energy-consumption-current': '227',
|
||||
'mainheat-description': 'Boiler and radiators, mains gas', 'lighting-cost-current': '65',
|
||||
'lodgement-date': '2022-06-15', 'extension-count': '0', 'mainheatc-env-eff': 'Good',
|
||||
'lmk-key': 'ce181970b7077cb9b4626242bfb010b30a0e48541b5f22427e81f1adbeeec4f2', 'wind-turbine-count': '0',
|
||||
'tenure': 'Owner-occupied', 'floor-level': '', 'potential-energy-efficiency': '85',
|
||||
'hot-water-energy-eff': 'Good', 'low-energy-lighting': '100',
|
||||
'walls-description': 'Cavity wall, filled cavity', 'hotwater-description': 'From main system'
|
||||
}
|
||||
|
||||
cleaning_data = read_dataframe_from_s3_parquet(
|
||||
bucket_name="retrofit-data-dev", file_key="sap_change_model/cleaning_dataset.parquet",
|
||||
)
|
||||
|
||||
cleaned = read_from_s3(
|
||||
s3_file_name="cleaned_epc_data/cleaned.bson",
|
||||
bucket_name="retrofit-data-dev"
|
||||
)
|
||||
cleaned = msgpack.unpackb(cleaned, raw=False)
|
||||
|
||||
photo_supply_lookup, floor_area_decile_thresholds = SolarPhotoSupply.load(bucket="retrofit-data-dev")
|
||||
|
||||
epc = EPCRecord(
|
||||
epc_records={
|
||||
'original_epc': starting_epc,
|
||||
'full_sap_epc': {},
|
||||
'old_data': []
|
||||
},
|
||||
run_mode="newdata",
|
||||
cleaning_data=cleaning_data
|
||||
)
|
||||
|
||||
home = Property(
|
||||
id=0,
|
||||
address="",
|
||||
postcode="",
|
||||
epc_record=epc,
|
||||
already_installed={},
|
||||
non_invasive_recommendations={},
|
||||
)
|
||||
home.in_conservation_area = False
|
||||
home.is_listed = False
|
||||
home.is_heritage = False
|
||||
home.restricted_measures = True
|
||||
home.get_components(
|
||||
cleaned=cleaned,
|
||||
photo_supply_lookup=photo_supply_lookup,
|
||||
floor_area_decile_thresholds=floor_area_decile_thresholds
|
||||
)
|
||||
|
||||
recommender = SolarPvRecommendations(property_instance=home)
|
||||
recommender.recommend(phase=0)
|
||||
|
||||
coverage_40_percent = [x for x in recommender.recommendation if x["photo_supply"] == 40]
|
||||
assert len(coverage_40_percent) == 2
|
||||
|
||||
property_recommendations = Recommendations.insert_temp_recommendation_id([coverage_40_percent])
|
||||
|
||||
home.create_base_difference_epc_record(cleaned_lookup=cleaned)
|
||||
home.adjust_difference_record_with_recommendations(
|
||||
property_recommendations, []
|
||||
)
|
||||
|
||||
scoring_data = pd.DataFrame(home.recommendations_scoring_data).drop(
|
||||
columns=["rdsap_change", "heat_demand_change", "carbon_change", "sap_ending", "heat_demand_ending",
|
||||
"carbon_ending"]
|
||||
)
|
||||
|
||||
model_api = ModelApi(portfolio_id="ashp-test", timestamp=datetime.now().isoformat())
|
||||
model_api.MODEL_PREFIXES = ["sap_change_predictions"]
|
||||
|
||||
predictions_dict = model_api.predict_all(
|
||||
df=scoring_data,
|
||||
bucket="retrofit-data-dev",
|
||||
prediction_buckets={
|
||||
"sap_change_predictions": "retrofit-sap-predictions-dev",
|
||||
}
|
||||
)
|
||||
|
||||
assert predictions_dict["sap_change_predictions"]["predictions"].tolist() == [87.1, 87.1]
|
||||
assert ending_epc["current-energy-efficiency"] == '87'
|
||||
assert starting_epc["current-energy-efficiency"] == '68'
|
||||
|
|
|
|||
Loading…
Add table
Reference in a new issue