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added more heating tests
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Khalim Conn-Kowlessar
parent
a5a0fa3574
commit
c5d7867ff4
1 changed files with 105 additions and 5 deletions
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@ -91,7 +91,7 @@ testing_examples = [
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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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'uprn-source': 'Address Matched',
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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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@ -143,7 +143,6 @@ testing_examples = [
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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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"heating_recommendation_descriptions": [],
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"heating_controls_recommendation_descriptions": [],
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@ -181,13 +180,112 @@ testing_examples = [
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'mainheatc-energy-eff': 'Average', 'mainheatc-env-eff': 'Average',
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'lighting-description': 'Low energy lighting in 50% of fixed outlets', 'lighting-energy-eff': 'Good',
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'lighting-env-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0,
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'heat-loss-corridor': 'no corridor', 'unheated-corridor-length': None, 'floor-height': None,
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'heat-loss-corridor': 'no corridor', 'unheated-corridor-length': None, 'floor-height': 2.5,
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'photo-supply': None, 'solar-water-heating-flag': 'N', 'mechanical-ventilation': 'natural',
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'address': '19a, St. Stephens Road', 'local-authority-label': 'Hounslow',
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'constituency-label': 'Brentford and Isleworth', 'posttown': 'HOUNSLOW',
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'construction-age-band': 'England and Wales: 1930-1949', 'lodgement-datetime': '2015-08-21 16:51:56',
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'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': None, 'low-energy-fixed-light-count': None,
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'uprn': 100021560521.0, 'uprn-source': 'Address Matched', 'used': None
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'uprn': 100021560521.0, 'uprn-source': 'Address Matched',
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},
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"heating_recommendation_descriptions": [],
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"heating_controls_recommendation_descriptions": [],
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"notes": ""
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},
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{
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"epc": {
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'lmk-key': '1164410099442014062611405027442168', 'address1': '31, Brightside Road', 'address2': None,
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'address3': None, 'postcode': 'SE13 6EP', 'building-reference-number': 5481394278,
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'current-energy-rating': 'E', 'potential-energy-rating': 'C', 'current-energy-efficiency': 48,
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'potential-energy-efficiency': 79, 'property-type': 'House', 'built-form': 'Mid-Terrace',
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'inspection-date': '2014-06-26', 'local-authority': 'E09000023', 'constituency': 'E14000789',
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'county': 'Greater London Authority', 'lodgement-date': '2014-06-26',
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'transaction-type': 'assessment for green deal', 'environment-impact-current': 44,
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'environment-impact-potential': 77, 'energy-consumption-current': 334,
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'energy-consumption-potential': 121.0, 'co2-emissions-current': 5.1, 'co2-emiss-curr-per-floor-area': 64,
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'co2-emissions-potential': 1.9, 'lighting-cost-current': 70.0, 'lighting-cost-potential': 49.0,
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'heating-cost-current': 964.0, 'heating-cost-potential': 571.0, 'hot-water-cost-current': 107.0,
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'hot-water-cost-potential': 72.0, 'total-floor-area': 80.0, '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': '2102', 'multi-glaze-proportion': 100.0,
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'glazed-type': 'double glazing installed before 2002', 'glazed-area': 'Normal', 'extension-count': 1.0,
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'number-habitable-rooms': 3.0, 'number-heated-rooms': 3.0, 'low-energy-lighting': 56.0,
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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': 'Suspended, no insulation (assumed)',
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'floor-energy-eff': None, 'floor-env-eff': None, 'windows-description': 'Fully double glazed',
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'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, mains gas',
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'sheating-energy-eff': None, 'sheating-env-eff': None,
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'roof-description': 'Pitched, no insulation (assumed)',
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'roof-energy-eff': 'Very Poor', 'roof-env-eff': 'Very Poor',
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'mainheat-description': 'Boiler and radiators, mains gas', 'mainheat-energy-eff': 'Good',
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'mainheat-env-eff': 'Good', 'mainheatcont-description': 'Programmer, no room thermostat',
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'mainheatc-energy-eff': 'Very Poor', 'mainheatc-env-eff': 'Very Poor',
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'lighting-description': 'Low energy lighting in 56% of fixed outlets', 'lighting-energy-eff': 'Good',
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'lighting-env-eff': 'Good', 'main-fuel': 'mains gas (not community)', 'wind-turbine-count': 0.0,
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'heat-loss-corridor': 'NO DATA!', 'unheated-corridor-length': None, 'floor-height': 2.5,
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'photo-supply': 0.0,
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'solar-water-heating-flag': None, 'mechanical-ventilation': 'natural', 'address': '31, Brightside Road',
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'local-authority-label': 'Lewisham', 'constituency-label': 'Lewisham, Deptford', 'posttown': 'LONDON',
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'construction-age-band': 'England and Wales: before 1900', 'lodgement-datetime': '2014-06-26 11:40:50',
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'tenure': 'owner-occupied', 'fixed-lighting-outlets-count': 9.0, 'low-energy-fixed-light-count': 5.0,
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'uprn': 100021936225.0, '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 Room thermostat, programmer and TRVs',
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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": "Because this property already has a boiler, we don't recommend HHR. We only have a "
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"heating recommendation for an air source heat pump. Because the heating controls are "
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"Programmer, no room thermostat, we have a programmer, room thermostat and trvs recommendation"
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"for heating controls and for TTZC."
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},
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{
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"epc": {
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'lmk-key': '1139584119102014052116014126342698', 'address1': '13, Starbuck Street', 'address2': 'Rudry',
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'address3': None, 'postcode': 'CF83 3DP', 'building-reference-number': 2187913278,
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'current-energy-rating': 'E', 'potential-energy-rating': 'D', 'current-energy-efficiency': 44,
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'potential-energy-efficiency': 61, 'property-type': 'Flat', 'built-form': 'Semi-Detached',
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'inspection-date': '2014-05-21', 'local-authority': 'W06000018', 'constituency': 'W07000076',
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'county': None,
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'lodgement-date': '2014-05-21', 'transaction-type': 'rental (private)', 'environment-impact-current': 49,
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'environment-impact-potential': 64, 'energy-consumption-current': 343,
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'energy-consumption-potential': 240.0, 'co2-emissions-current': 4.0, 'co2-emiss-curr-per-floor-area': 61,
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'co2-emissions-potential': 2.8, 'lighting-cost-current': 49.0, 'lighting-cost-potential': 49.0,
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'heating-cost-current': 752.0, 'heating-cost-potential': 429.0, 'hot-water-cost-current': 281.0,
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'hot-water-cost-potential': 281.0, 'total-floor-area': 66.0, 'energy-tariff': 'Single',
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'mains-gas-flag': 'N', 'floor-level': '1st', 'flat-top-storey': 'Y', 'flat-storey-count': None,
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'main-heating-controls': 2602.0, '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': 4.0, 'number-heated-rooms': 4.0,
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'low-energy-lighting': 86.0, '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': 'Very 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, no insulation (assumed)',
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'walls-energy-eff': 'Poor', 'walls-env-eff': 'Poor', 'secondheat-description': 'None',
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'sheating-energy-eff': None, 'sheating-env-eff': None,
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'roof-description': 'Pitched, 200 mm loft insulation',
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'roof-energy-eff': 'Good', 'roof-env-eff': 'Good', 'mainheat-description': 'Room heaters, electric',
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'mainheat-energy-eff': 'Very Poor', 'mainheat-env-eff': 'Very Poor',
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'mainheatcont-description': 'Appliance thermostats', 'mainheatc-energy-eff': 'Good',
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'mainheatc-env-eff': 'Good', 'lighting-description': 'Low energy lighting in 86% of fixed outlets',
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'lighting-energy-eff': 'Very Good', 'lighting-env-eff': 'Very Good',
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'main-fuel': 'electricity (not community)', 'wind-turbine-count': 0.0, 'heat-loss-corridor': 'no corridor',
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'unheated-corridor-length': None, 'floor-height': None, 'photo-supply': 0.0,
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'solar-water-heating-flag': None,
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'mechanical-ventilation': 'natural', 'address': '13, Starbuck Street, Rudry',
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'local-authority-label': 'Caerphilly', 'constituency-label': 'Caerphilly', 'posttown': 'CAERPHILLY',
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'construction-age-band': 'England and Wales: 1950-1966', 'lodgement-datetime': '2014-05-21 16:01:41',
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'tenure': 'rental (private)', 'fixed-lighting-outlets-count': 7.0, 'low-energy-fixed-light-count': 6.0,
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'uprn': 43088770.0, 'uprn-source': 'Address Matched',
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},
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"heating_recommendation_descriptions": [],
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"heating_controls_recommendation_descriptions": [],
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@ -224,6 +322,8 @@ used_examples = pd.DataFrame(
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data = data.merge(
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used_examples, how="left", on=["mainheat-description", "mainheat-energy-eff", "built-form", "property-type"]
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)
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data = data[pd.isnull(data["used"])]
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data = data[pd.isnull(data["used"])].drop(columns=["used"])
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eg = data.sample(1).to_dict("records")[0]
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print(eg["mainheat-description"])
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print(eg["mainheat-energy-eff"])
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