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more heating tests
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Khalim Conn-Kowlessar
parent
c086ecae52
commit
64d19defbb
1 changed files with 110 additions and 2 deletions
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@ -876,6 +876,108 @@ testing_examples = [
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"heating_controls_recommendation_descriptions": [],
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"notes": "This property has a coal boiler and no mains gas connection. We recommend ASHP and HHR, but"
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"no gas condensing boiler"
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},
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{
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"epc": {
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'lmk-key': '1139832199022019020816400153188351', 'address1': '1 Green Gates', 'address2': 'Bridstow',
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'address3': None, 'postcode': 'HR9 6QJ', 'building-reference-number': 5576913278,
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'current-energy-rating': 'F', 'potential-energy-rating': 'A', 'current-energy-efficiency': 37,
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'potential-energy-efficiency': 93, 'property-type': 'House', 'built-form': 'Semi-Detached',
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'inspection-date': '2019-02-08', 'local-authority': 'E06000019', 'constituency': 'E14000743',
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'county': None,
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'lodgement-date': '2019-02-08', 'transaction-type': 'ECO assessment', 'environment-impact-current': 11,
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'environment-impact-potential': 115, 'energy-consumption-current': 377, 'energy-consumption-potential': 28,
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'co2-emissions-current': 14.0, 'co2-emiss-curr-per-floor-area': 129, 'co2-emissions-potential': -1.9,
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'lighting-cost-current': 75, 'lighting-cost-potential': 75, 'heating-cost-current': 1512,
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'heating-cost-potential': 700, 'hot-water-cost-current': 258, 'hot-water-cost-potential': 113,
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'total-floor-area': 111.0, 'energy-tariff': 'Single', 'mains-gas-flag': 'N', 'floor-level': 'NODATA!',
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'flat-top-storey': None, 'flat-storey-count': None, 'main-heating-controls': 2101.0,
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'multi-glaze-proportion': 100.0, 'glazed-type': 'double glazing, unknown install date',
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'glazed-area': 'Normal', 'extension-count': 1, 'number-habitable-rooms': 5, 'number-heated-rooms': 5,
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'low-energy-lighting': 100, 'number-open-fireplaces': 0, 'hotwater-description': 'From main system',
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'hot-water-energy-eff': 'Average', 'hot-water-env-eff': 'Very Poor',
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'floor-description': 'Solid, no insulation (assumed)', 'floor-energy-eff': 'NO DATA!',
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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, no insulation (assumed)', 'walls-energy-eff': 'Poor',
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'walls-env-eff': 'Poor', 'secondheat-description': 'None',
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'roof-description': 'Pitched, 270 mm loft insulation', 'roof-energy-eff': 'Good', 'roof-env-eff': 'Good',
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'mainheat-description': 'Boiler and radiators, smokeless fuel', 'mainheat-energy-eff': 'Poor',
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'mainheat-env-eff': 'Very Poor',
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'mainheatcont-description': 'No time or thermostatic control of room temperature',
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'mainheatc-energy-eff': 'Very Poor', 'mainheatc-env-eff': 'Very Poor',
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'lighting-description': 'Low energy lighting in all fixed outlets', 'lighting-energy-eff': 'Very Good',
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'lighting-env-eff': 'Very Good', 'main-fuel': 'smokeless coal', 'wind-turbine-count': 0,
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'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': None,
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'photo-supply': None,
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'solar-water-heating-flag': 'N', 'mechanical-ventilation': 'natural', 'address': '1 Green Gates, Bridstow',
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'local-authority-label': 'Herefordshire, County of',
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'constituency-label': 'Hereford and South Herefordshire', 'posttown': 'ROSS-ON-WYE',
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'construction-age-band': 'England and Wales: 1950-1966',
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'lodgement-datetime': '2019-02-08 16:40:01', 'tenure': 'rental (social)',
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'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None, 'uprn': 10007366417,
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'uprn-source': 'Address Matched', 'sheating-energy-eff': None, 'sheating-env-eff': None
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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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'Install high heat retention electric storage heaters. 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 a smokeless fuel boiler and no mains gas connection. We recommend ASHP and HHR, but"
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"no gas condensing boiler"
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},
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{
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"epc": {
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'lmk-key': '1253529329242015021115045635159198', 'address1': '143', 'address2': 'Shortheath',
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'address3': None, 'postcode': 'DE12 6BL', 'building-reference-number': 212621378,
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'current-energy-rating': 'F', 'potential-energy-rating': 'D', 'current-energy-efficiency': 22,
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'potential-energy-efficiency': 59, 'property-type': 'House', 'built-form': 'Semi-Detached',
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'inspection-date': '2015-02-11', 'local-authority': 'E07000039', 'constituency': 'E14000935',
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'county': 'Derbyshire', 'lodgement-date': '2015-02-11', 'transaction-type': 'RHI application',
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'environment-impact-current': 71, 'environment-impact-potential': 91, 'energy-consumption-current': 500,
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'energy-consumption-potential': 233, 'co2-emissions-current': 3.0, 'co2-emiss-curr-per-floor-area': 31,
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'co2-emissions-potential': 0.8, 'lighting-cost-current': 104, 'lighting-cost-potential': 59,
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'heating-cost-current': 1746, 'heating-cost-potential': 1010, 'hot-water-cost-current': 253,
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'hot-water-cost-potential': 151, 'total-floor-area': 96.0, 'energy-tariff': 'Single', 'mains-gas-flag': 'N',
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'floor-level': 'NODATA!', 'flat-top-storey': None, 'flat-storey-count': None,
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'main-heating-controls': 2111.0,
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'multi-glaze-proportion': 100.0, 'glazed-type': 'double glazing, unknown install date',
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'glazed-area': 'Normal', 'extension-count': 2, 'number-habitable-rooms': 5, 'number-heated-rooms': 5,
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'low-energy-lighting': 23, 'number-open-fireplaces': 1, 'hotwater-description': 'From main system',
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'hot-water-energy-eff': 'Poor', 'hot-water-env-eff': 'Very Good',
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'floor-description': 'Suspended, no insulation (assumed)', 'floor-energy-eff': 'NO DATA!',
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'windows-description': 'Fully double glazed', 'windows-energy-eff': 'Average', 'windows-env-eff': 'Average',
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'walls-description': 'Solid brick, as built, no insulation (assumed)', 'walls-energy-eff': 'Very Poor',
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'walls-env-eff': 'Very Poor', 'secondheat-description': 'Room heaters, dual fuel (mineral and wood)',
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'roof-description': 'Pitched, 250 mm loft insulation', 'roof-energy-eff': 'Good', 'roof-env-eff': 'Good',
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'mainheat-description': 'Boiler and radiators, wood pellets', 'mainheat-energy-eff': 'Poor',
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'mainheat-env-eff': 'Very Good', 'mainheatcont-description': 'TRVs and bypass',
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'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
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'lighting-description': 'Low energy lighting in 23% of fixed outlets', 'lighting-energy-eff': 'Poor',
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'lighting-env-eff': 'Poor', 'main-fuel': 'bulk wood pellets', 'wind-turbine-count': 0,
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'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': None,
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'photo-supply': None,
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'solar-water-heating-flag': 'N', 'mechanical-ventilation': 'natural', 'address': '143, Shortheath',
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'local-authority-label': 'South Derbyshire', 'constituency-label': 'South Derbyshire',
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'posttown': 'SWADLINCOTE', 'construction-age-band': 'England and Wales: 1900-1929',
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'lodgement-datetime': '2015-02-11 15:04:56', 'tenure': 'owner-occupied',
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'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None, 'uprn': 100030256931,
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'uprn-source': 'Address Matched', 'sheating-energy-eff': None, 'sheating-env-eff': None
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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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'Install high heat retention electric storage heaters. 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 a wood pellets boiler and no mains gas connection. We recommend ASHP and HHR, but"
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"no gas condensing boiler"
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}
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]
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@ -930,7 +1032,9 @@ completed_descriptions = [
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"Electric storage heaters",
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"Boiler and radiators, LPG",
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"Boiler and radiators, electric",
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"Boiler and radiators, dual fuel (mineral and wood)"
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"Boiler and radiators, dual fuel (mineral and wood)",
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"Boiler and radiators, coal",
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"Boiler and radiators, smokeless fuel"
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]
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portfolio = pd.read_excel(
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@ -938,10 +1042,14 @@ portfolio = pd.read_excel(
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)
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portfolio.columns = [c.replace("_", "-").lower() for c in portfolio.columns]
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portfolio = portfolio[~portfolio["mainheat-description"].isin(completed_descriptions)]
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portfolio['sheating-energy-eff'] = None
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portfolio['sheating-env-eff'] = None
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portfolio["lodgement-datetime"] = portfolio["lodgement-datetime"].astype(str)
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print(portfolio["mainheat-description"].value_counts())
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eg = portfolio[
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(portfolio["mainheat-description"] == "Boiler and radiators, coal")
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(portfolio["mainheat-description"] == "Boiler and radiators, wood pellets")
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].sample(1)
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eg = eg.squeeze().to_dict()
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print(eg)
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