diff --git a/.coveragerc b/.coveragerc index 0ed78884..a220497a 100644 --- a/.coveragerc +++ b/.coveragerc @@ -9,4 +9,5 @@ omit = model_data/plotting/* recommendations/rdsap_tables.py model_data/simulation_system/* - model_data/cleaner_app.py \ No newline at end of file + model_data/cleaner_app.py + backend/app/* \ No newline at end of file diff --git a/.idea/Model.iml b/.idea/Model.iml index 05b9012b..b03b31b1 100644 --- a/.idea/Model.iml +++ b/.idea/Model.iml @@ -7,7 +7,7 @@ - + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml index 3b05c6ac..ca0e1cd9 100644 --- a/.idea/misc.xml +++ b/.idea/misc.xml @@ -1,6 +1,6 @@ - + diff --git a/backend/app/db/connection.py b/backend/app/db/connection.py index 976e57a7..28f06047 100644 --- a/backend/app/db/connection.py +++ b/backend/app/db/connection.py @@ -11,4 +11,4 @@ db_string = connection_string.format( dbname=get_settings().DB_NAME, ) -db_engine = create_engine(db_string) +db_engine = create_engine(db_string, pool_size=20, max_overflow=5) diff --git a/backend/app/plan/columntypes.py b/backend/app/plan/columntypes.py deleted file mode 100644 index 5c859300..00000000 --- a/backend/app/plan/columntypes.py +++ /dev/null @@ -1,32 +0,0 @@ -columntypes = { - 'UPRN': 'object', 'TOTAL_FLOOR_AREA': 'float64', 'FLOOR_HEIGHT': 'float64', 'PROPERTY_TYPE': 'object', - 'BUILT_FORM': 'object', 'CONSTITUENCY': 'object', 'NUMBER_HABITABLE_ROOMS': 'float64', - 'NUMBER_HEATED_ROOMS': 'float64', 'FIXED_LIGHTING_OUTLETS_COUNT': 'float64', 'FLOOR_LEVEL': 'float64', - 'CONSTRUCTION_AGE_BAND': 'object', 'TRANSACTION_TYPE_STARTING': 'object', - 'WALLS_DESCRIPTION_STARTING': 'object', - 'FLOOR_DESCRIPTION_STARTING': 'object', 'LIGHTING_DESCRIPTION_STARTING': 'object', - 'ROOF_DESCRIPTION_STARTING': 'object', 'MAINHEAT_DESCRIPTION_STARTING': 'object', - 'HOTWATER_DESCRIPTION_STARTING': 'object', 'MAIN_FUEL_STARTING': 'object', - 'MECHANICAL_VENTILATION_STARTING': 'object', - 'SECONDHEAT_DESCRIPTION_STARTING': 'object', 'ENERGY_TARIFF_STARTING': 'object', - 'SOLAR_WATER_HEATING_FLAG_STARTING': 'object', 'PHOTO_SUPPLY_STARTING': 'float64', - 'WINDOWS_DESCRIPTION_STARTING': 'object', 'GLAZED_TYPE_STARTING': 'object', - 'MULTI_GLAZE_PROPORTION_STARTING': 'float64', 'LOW_ENERGY_LIGHTING_STARTING': 'float64', - 'NUMBER_OPEN_FIREPLACES_STARTING': 'float64', 'MAINHEATCONT_DESCRIPTION_STARTING': 'object', - 'EXTENSION_COUNT_STARTING': 'float64', 'LODGEMENT_DATE_STARTING': 'object', - 'TRANSACTION_TYPE_ENDING': 'object', - 'WALLS_DESCRIPTION_ENDING': 'object', 'FLOOR_DESCRIPTION_ENDING': 'object', - 'LIGHTING_DESCRIPTION_ENDING': 'object', - 'ROOF_DESCRIPTION_ENDING': 'object', 'MAINHEAT_DESCRIPTION_ENDING': 'object', - 'HOTWATER_DESCRIPTION_ENDING': 'object', - 'MAIN_FUEL_ENDING': 'object', 'MECHANICAL_VENTILATION_ENDING': 'object', - 'SECONDHEAT_DESCRIPTION_ENDING': 'object', - 'ENERGY_TARIFF_ENDING': 'object', 'SOLAR_WATER_HEATING_FLAG_ENDING': 'object', - 'PHOTO_SUPPLY_ENDING': 'float64', - 'WINDOWS_DESCRIPTION_ENDING': 'object', 'GLAZED_TYPE_ENDING': 'object', - 'MULTI_GLAZE_PROPORTION_ENDING': 'float64', - 'LOW_ENERGY_LIGHTING_ENDING': 'float64', 'NUMBER_OPEN_FIREPLACES_ENDING': 'float64', - 'MAINHEATCONT_DESCRIPTION_ENDING': 'object', 'EXTENSION_COUNT_ENDING': 'float64', - 'LODGEMENT_DATE_ENDING': 'object', - 'id': 'object' -} diff --git a/backend/app/plan/router.py b/backend/app/plan/router.py index d2973f96..a8ad04a7 100644 --- a/backend/app/plan/router.py +++ b/backend/app/plan/router.py @@ -8,8 +8,10 @@ from backend.app.config import get_settings from backend.Property import Property from epc_api.client import EpcClient from utils.logger import setup_logger +from utils.s3 import read_from_s3 from recommendations.FloorRecommendations import FloorRecommendations from recommendations.WallRecommendations import WallRecommendations +from recommendations.config import UPGRADES_MAP from utils.uvalue_estimates import classify_decile_newvalues from backend.app.db.utils import row2dict from starlette.responses import Response @@ -17,6 +19,7 @@ from sqlalchemy.orm import sessionmaker from sqlalchemy.exc import IntegrityError, OperationalError from datetime import datetime import pandas as pd +import msgpack # model apis from backend.ml_models.sap_change_model.api import SAPChangeModelAPI @@ -31,21 +34,17 @@ from backend.app.db.functions.recommendations_functions import ( ) from backend.app.db.functions.portfolio_functions import aggregate_portfolio_recommendations from backend.app.db.connection import db_engine -from backend.app.plan.columntypes import columntypes from model_data.optimiser.GainOptimiser import GainOptimiser from model_data.optimiser.CostOptimiser import CostOptimiser -from backend.app.utils import epc_to_sap_lower_bound, save_dataframe_to_s3_parquet, read_parquet_from_s3 +from backend.app.utils import epc_to_sap_lower_bound, read_parquet_from_s3 from model_data.optimiser.optimiser_functions import prepare_input_measures from model_data.simulation_system.core.DataProcessor import DataProcessor -from model_data.simulation_system.core.Settings import ( - FIXED_FEATURES, COMPONENT_FEATURES, COLUMNS_TO_MERGE_ON -) +from model_data.simulation_system.core.Settings import COLUMNS_TO_MERGE_ON # TODO: This is placeholder until data is stored in DB from backend.app.plan.uvalue_estimates_walls import uvalue_estimates_walls from backend.app.plan.uvalue_estimates_floors import uvalue_estimates_floors -from backend.app.plan.temp_cleaned_data import cleaned logger = setup_logger() @@ -98,12 +97,6 @@ walls_decile_data = { 'Decile 9', 'Decile 10'], 'decile_boundaries': [6., 49., 51., 55., 64., 71., 76., 83., 96., 120., 2279.]} -lighting_averages = [ - {'lighting-description': 'good lighting efficiency', 'low-energy-lighting': 99.26666666666667}, - {'lighting-description': 'excellent lighting efficiency', 'low-energy-lighting': 100.0}, - {'lighting-description': 'below average lighting efficiency', 'low-energy-lighting': 0.0} -] - def filter_materials(materials): materials_by_type = defaultdict(list) @@ -138,18 +131,62 @@ def insert_temp_recommendation_id(property_recommendations): return property_recommendations -def score_measures(): +def get_cleaned(): + """ + This function will retrieve the cleaned dataset from s3 which has the cleaned + descriptions for the epc dataset + + This data is stored in MessagePack format and therefore needs to be decoded + :return: + """ + + cleaned = read_from_s3( + s3_file_name="cleaned_epc_data/cleaned.bson", + bucket_name="retrofit-data-{environment}".format(environment=get_settings().ENVIRONMENT) + ) + + cleaned = msgpack.unpackb(cleaned, raw=False) + + return cleaned + + +def create_recommendation_scoring_data( + property: Property, + recommendation: dict, + starting_epc_data: pd.DataFrame, + ending_epc_data: pd.DataFrame, + fixed_data: pd.DataFrame, +): """ This wrapper function prepares data to be passed to the sap model api :return: """ + scoring_dict = { + "UPRN": property.data["uprn"], + "id": "+".join([str(property.id), str(recommendation["recommendation_id"])]), + "LOCAL_AUTHORITY": property.data["local-authority"], + **starting_epc_data.to_dict("records")[0], + **ending_epc_data.to_dict("records")[0], + **fixed_data.to_dict("records")[0] + } + + # We update the description to indicate it's insulated + if recommendation["type"] == "wall_insulation": + scoring_dict["WALLS_DESCRIPTION_ENDING"] = UPGRADES_MAP[property.walls["clean_description"]] + elif recommendation["type"] == "floor_insulation": + scoring_dict["FLOOR_DESCRIPTION_ENDING"] = UPGRADES_MAP[property.floor["clean_description"]] + else: + raise NotImplementedError("Implement me") + + return scoring_dict + @router.post("/trigger") async def trigger_plan(body: PlanTriggerRequest): logger.info("Connecting to db") - Session = sessionmaker(bind=db_engine) - session = Session() + session = sessionmaker(bind=db_engine)() + created_at = datetime.now().strftime("%Y-%m-%d-%H-%M-%S") try: session.begin() @@ -159,21 +196,17 @@ async def trigger_plan(body: PlanTriggerRequest): epc_client = EpcClient(auth_token=get_settings().EPC_AUTH_TOKEN) plan_input = read_csv_from_s3(bucket_name=bucket_name, filepath=body.trigger_file_path) - input_properties = [] for config in plan_input: # We validate each record in the file. If the record is NOT valid, we need to handle this accordingly # TODO: implment validation - # Create a record in db property_id, is_new = create_property( session, portfolio_id=body.portfolio_id, address=config['address'], postcode=config['postcode'] ) - # if a new record was not created, we don't produduce recommendations if not is_new: continue - # TODO: Need to add heat demand target create_property_targets( session, @@ -195,37 +228,34 @@ async def trigger_plan(body: PlanTriggerRequest): if not input_properties: return Response(status_code=204) - logger.info("Getting EPC data") + logger.info("Getting EPC, coordinates and conservation area data") for p in input_properties: p.search_address_epc() p.set_year_built() - logger.info("Getting coordinates") - # This is placeholder, until the full dataset is loaded into the database - for p in input_properties: coordinate_data = [x for x in open_uprn_data if x['UPRN'] == int(p.data['uprn'])][0] p.set_coordinates(coordinate_data) - logger.info("Check if property is in conservation area") - for p in input_properties: in_conservation_area = [x for x in in_conservation_area_data if x['uprn'] == int(p.data['uprn'])][0].get( "is_in_conservation_area" ) p.set_is_in_conservation_area(in_conservation_area) # The materials data could be cached or local so we don't need to make - # consistent requrests to the backend for + # consistent requests to the backend for # the same data # TODO: It might not be the best choice to store the materials data in a database table since thi # table probably won't be very large and won't be updated that often. It might be better to # store this data in s3 load it into memory when the app starts up. We will test this + logger.info("Reading in materials and cleaned datasets") materials = get_materials(session) materials_by_type = filter_materials(materials) + cleaned = get_cleaned() logger.info("Getting components and properties recommendations") - # TODO: Move this to a class. We probably was a Recommender class which takes the injects the optimisers + # TODO: Move this to a class. We probably want a Recommender class which takes the injects the optimisers # in as a dependency and then the optimisers can take the input measures in as part of the setup() method recommendations = {} recommendations_scoring_data = [] @@ -310,42 +340,33 @@ async def trigger_plan(body: PlanTriggerRequest): # TODO: We should use the cleaned data from get_components in the data rather than the raw # values. We should create a method in Property which takes the EPC data and inserts the cleaned # data - epc_data = p.data.copy() - epc_data = pd.DataFrame([epc_data]) - epc_data.columns = [col.upper().replace("-", "_") for col in epc_data.columns] - starting_epc_data = epc_data[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].copy().add_suffix("_STARTING") - ending_epc_data = epc_data[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].copy().add_suffix("_ENDING") - fixed_data = epc_data[FIXED_FEATURES] + + data_processor = DataProcessor(None, newdata=True) + data_processor.insert_data(pd.DataFrame([p.data.copy()])) + data_processor.pre_process() + + starting_epc_data = data_processor.get_component_features(suffix="_STARTING") + ending_epc_data = data_processor.get_component_features(suffix="_ENDING") + fixed_data = data_processor.get_fixed_features() # We update the ending record with the recommended updates and we set lodgement date to today - ending_epc_data["LODGEMENT_DATE_ENDING"] = datetime.now().strftime("%Y-%m-%d") + ending_epc_data["LODGEMENT_DATE_ENDING"] = created_at - scoring_map = { - 'Solid brick, as built, no insulation (assumed)': 'Solid brick, as built, insulated (assumed)', - 'Suspended, no insulation (assumed)': 'Suspended, insulated (assumed)', - 'Solid, no insulation (assumed)': 'Solid, insulated (assumed)', - } for recommendations_by_type in property_recommendations: for rec in recommendations_by_type: - scoring_dict = { - "UPRN": p.data["uprn"], - "id": "+".join([str(p.id), str(rec["recommendation_id"])]), - "LOCAL_AUTHORITY": p.data["local-authority"], - **starting_epc_data.to_dict("records")[0], - **ending_epc_data.to_dict("records")[0], - **fixed_data.to_dict("records")[0] - } - - # We update the description to indicate it's insulated - if rec["type"] == "wall_insulation": - scoring_dict["WALLS_DESCRIPTION_ENDING"] = scoring_map[p.walls["clean_description"]] - elif rec["type"] == "floor_insulation": - scoring_dict["FLOOR_DESCRIPTION_ENDING"] = scoring_map[p.floor["clean_description"]] - else: - raise NotImplementedError("Implement me") + scoring_dict = create_recommendation_scoring_data( + property=p, + recommendation=rec, + starting_epc_data=starting_epc_data, + ending_epc_data=ending_epc_data, + fixed_data=fixed_data, + ) recommendations_scoring_data.append(scoring_dict) + # cleanup + del data_processor + logger.info("Preparing data for scoring in sap change api") recommendations_scoring_data = pd.DataFrame(recommendations_scoring_data) @@ -354,61 +375,31 @@ async def trigger_plan(body: PlanTriggerRequest): cleaning_data = read_parquet_from_s3( bucket_name=get_settings().DATA_BUCKET, file_key="sap_change_model/cleaning_dataset.parquet", - ) - cleaning_data = cleaning_data.rename(columns={"local-authority": "LOCAL_AUTHORITY"}) - # Merge the cleaning data onto recommendations_scoring_data + ).rename(columns={"local-authority": "LOCAL_AUTHORITY"}) - recommendations_scoring_data[["FLOOR_HEIGHT", "TOTAL_FLOOR_AREA"]] = recommendations_scoring_data[ - ["FLOOR_HEIGHT", "TOTAL_FLOOR_AREA"] - ].replace("", None) + # Merge the cleaning data onto recommendations_scoring_data # Perform the same cleaning as in the model recommendations_scoring_data = DataProcessor.apply_averages_cleaning( data_to_clean=recommendations_scoring_data, cleaning_data=cleaning_data, cols_to_merge_on=COLUMNS_TO_MERGE_ON + ["LOCAL_AUTHORITY"] + ).drop(columns=["LOCAL_AUTHORITY"]) + + sap_change_model_api = SAPChangeModelAPI(portfolio_id=body.portfolio_id, timestamp=created_at) + file_location = sap_change_model_api.upload_scoring_data( + df=recommendations_scoring_data, bucket=get_settings().DATA_BUCKET ) - recommendations_scoring_data = recommendations_scoring_data.drop(columns=["LOCAL_AUTHORITY"]) - - # Note: We might need to perform the full pre-processing here - data_processor = DataProcessor(filepath=None) - data_processor.insert_data(recommendations_scoring_data) - data_processor.remap_columns() - recommendations_scoring_data = data_processor.data - - # Remap column types - recommendations_scoring_data = recommendations_scoring_data.astype(columntypes) - # Store parquet file in s3 for scoring - created_at = datetime.now().strftime("%Y-%m-%d-%H-%M-%S") - file_location = "sap_change_predictions/{portfolio_id}/{timestamp}.parquet".format( - portfolio_id=body.portfolio_id, - timestamp=created_at - ) - - logger.info("Storing scoring data to s3") - save_dataframe_to_s3_parquet( - df=recommendations_scoring_data, - bucket_name=get_settings().DATA_BUCKET, - file_key=file_location - ) - - logger.info("Making request to sap change api") - sap_change_model_api = SAPChangeModelAPI() response = sap_change_model_api.predict( file_location="s3://{DATA_BUCKET}/".format(DATA_BUCKET=get_settings().DATA_BUCKET) + file_location, - created_at=created_at, - portfolio_id=body.portfolio_id ) # Retrieve the predictions - predictions = pd.DataFrame(read_csv_from_s3( - bucket_name=get_settings().PREDICTIONS_BUCKET, - filepath=response["storage_filepath"] - )) + predictions = pd.DataFrame( + read_csv_from_s3(bucket_name=get_settings().PREDICTIONS_BUCKET, filepath=response["storage_filepath"]) + ) - # We round the predictions - predictions["RDSAP_CHANGE"] = predictions["RDSAP_CHANGE"].astype(float).round(0) - # Extract property_id and recommendation_id + predictions["RDSAP_CHANGE"] = predictions["RDSAP_CHANGE"].astype(float).round(1) predictions[['property_id', 'recommendation_id']] = predictions['id'].str.split('+', expand=True) # Insert the predictions into the recommendations and run the optimiser @@ -424,7 +415,7 @@ async def trigger_plan(body: PlanTriggerRequest): rec["recommendation_id"] )]["RDSAP_CHANGE"].values[0] - if not rec["sap_points"]: + if rec["sap_points"] is None: raise ValueError("Sap points missing") input_measures = prepare_input_measures(recommendations[property_id], body.goal) diff --git a/backend/app/plan/temp_cleaned_data.py b/backend/app/plan/temp_cleaned_data.py deleted file mode 100644 index 35fa23ff..00000000 --- a/backend/app/plan/temp_cleaned_data.py +++ /dev/null @@ -1,5494 +0,0 @@ -cleaned = {'floor-description': [ - {'original_description': 'Solid, no insulation (assumed)', 'clean_description': 'Solid, no insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': True, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': True, - 'another_property_below': False, 'insulation_thickness': 'none'}, - {'original_description': 'Suspended, no insulation (assumed)', - 'clean_description': 'Suspended, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': True, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'none'}, - {'original_description': 'Solid, insulated (assumed)', 'clean_description': 'Solid, insulated (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': True, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': True, - 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': '(another dwelling below)', 'clean_description': '(another dwelling below)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': True, 'insulation_thickness': None}, - {'original_description': 'Suspended, limited insulation (assumed)', - 'clean_description': 'Suspended, limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': True, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'below average'}, - {'original_description': 'Average thermal transmittance 0.48 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.48 w/m-¦k', 'thermal_transmittance': 0.48, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Suspended, insulated (assumed)', 'clean_description': 'Suspended, insulated (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': True, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': True, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': '(other premises below)', 'clean_description': '(other premises below)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.16 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m-¦k', 'thermal_transmittance': 0.16, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'To external air, limited insulation (assumed)', - 'clean_description': 'To external air, limited insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': True, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': 'below average'}, - {'original_description': 'Solid, limited insulation (assumed)', - 'clean_description': 'Solid, limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': True, 'another_property_below': False, 'insulation_thickness': 'below average'}, - {'original_description': 'To unheated space, insulated (assumed)', - 'clean_description': 'To unheated space, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': True, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': 'To unheated space, no insulation (assumed)', - 'clean_description': 'To unheated space, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': True, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'none'}, - {'original_description': 'Average thermal transmittance 0.14 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m-¦k', 'thermal_transmittance': 0.14, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.07 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.07 w/m-¦k', - 'thermal_transmittance': 0.07, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.10 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Solid, insulated', 'clean_description': 'Solid, insulated', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': True, 'another_property_below': False, - 'insulation_thickness': 'average'}, {'original_description': 'Average thermal transmittance 0.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.08 w/m-¦k', - 'thermal_transmittance': 0.08, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': None}, - {'original_description': 'To unheated space, limited insulation (assumed)', - 'clean_description': 'To unheated space, limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': True, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': 'below average'}, {'original_description': 'Average thermal transmittance 0.20 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m-¦k', - 'thermal_transmittance': 0.2, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.00 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.00 w/m-¦k', 'thermal_transmittance': 1.0, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.05 w/m-¦k', - 'thermal_transmittance': 0.05, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m-¦k', 'thermal_transmittance': 0.15, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m-¦k', - 'thermal_transmittance': 0.13, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'To external air, no insulation (assumed)', - 'clean_description': 'To external air, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': True, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'none'}, - {'original_description': 'Suspended, insulated', 'clean_description': 'Suspended, insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': True, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': 'To external air, insulated (assumed)', - 'clean_description': 'To external air, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': False, 'is_to_external_air': True, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': 'To unheated space, insulated', 'clean_description': 'To unheated space, insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': True, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.06 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.06 w/m-¦k', 'thermal_transmittance': 0.06, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.22 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m-¦k', - 'thermal_transmittance': 0.22, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.43 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.43 w/m-¦k', 'thermal_transmittance': 0.43, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.75 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.75 w/m-¦k', - 'thermal_transmittance': 0.75, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.63 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.63 w/m-¦k', 'thermal_transmittance': 0.63, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.34 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.34 w/m-¦k', - 'thermal_transmittance': 0.34, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.12 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.12 w/m-¦k', 'thermal_transmittance': 0.12, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.94 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.94 w/m-¦k', - 'thermal_transmittance': 0.94, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.19 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m-¦k', 'thermal_transmittance': 0.19, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.25 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m-¦k', - 'thermal_transmittance': 0.25, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.09 w/m-¦k', 'thermal_transmittance': 0.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.11 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m-¦k', - 'thermal_transmittance': 0.11, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.21 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.21 w/m-¦k', 'thermal_transmittance': 0.21, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.24 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.24 w/m-¦k', - 'thermal_transmittance': 0.24, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.23 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.23 w/m-¦k', 'thermal_transmittance': 0.23, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.38 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.38 w/m-¦k', - 'thermal_transmittance': 0.38, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.17 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m-¦k', 'thermal_transmittance': 0.17, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.18 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m-¦k', - 'thermal_transmittance': 0.18, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.1 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.1 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.18 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.51 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.51 w/m-¦k', 'thermal_transmittance': 1.51, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.65 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.65 w/m-¦k', - 'thermal_transmittance': 0.65, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.41 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.41 w/m-¦k', 'thermal_transmittance': 0.41, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.86 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.86 w/m-¦k', - 'thermal_transmittance': 0.86, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.56 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.56 w/m-¦k', 'thermal_transmittance': 0.56, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.15 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.28 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.28 w/m-¦k', 'thermal_transmittance': 0.28, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.26 w/m-¦k', - 'thermal_transmittance': 0.26, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.09 w/m-¦k', 'thermal_transmittance': 1.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.25 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.2 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.2 w/m-¦k', 'thermal_transmittance': 0.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.3 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.3 w/m-¦k', - 'thermal_transmittance': 0.3, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.70 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.70 w/m-¦k', 'thermal_transmittance': 0.7, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.45 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.45 w/m-¦k', - 'thermal_transmittance': 0.45, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.44 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.44 w/m-¦k', 'thermal_transmittance': 0.44, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.62 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.62 w/m-¦k', - 'thermal_transmittance': 0.62, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.37 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.37 w/m-¦k', 'thermal_transmittance': 0.37, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.10 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.10 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.60 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.60 w/m-¦k', 'thermal_transmittance': 0.6, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.19 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.20 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.20 w/m-¦k', 'thermal_transmittance': 1.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.13 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.33 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.33 w/m-¦k', 'thermal_transmittance': 0.33, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.30 w/m-¦k', - 'thermal_transmittance': 1.3, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.27 w/m-¦k', 'thermal_transmittance': 1.27, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.40 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.40 w/m-¦k', - 'thermal_transmittance': 0.4, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.30 w/m-¦k', 'thermal_transmittance': 0.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.61 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.61 w/m-¦k', - 'thermal_transmittance': 0.61, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.39 w/m-¦k', 'thermal_transmittance': 0.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.29 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.29 w/m-¦k', - 'thermal_transmittance': 0.29, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'To external air, insulated', 'clean_description': 'To external air, insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': False, 'is_to_external_air': True, 'is_suspended': False, 'is_solid': False, - 'another_property_below': False, 'insulation_thickness': 'average'}, - {'original_description': 'To unheated space, no insulation (assumed)', - 'clean_description': 'To unheated space, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': True, 'is_to_unheated_space': True, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, 'insulation_thickness': 'none'}, - {'original_description': 'Average thermal transmittance 1.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.26 w/m-¦k', 'thermal_transmittance': 1.26, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.16 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.08 w/m-¦k', 'thermal_transmittance': 1.08, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.93 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.93 w/m-¦k', - 'thermal_transmittance': 0.93, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.49 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.49 w/m-¦k', 'thermal_transmittance': 0.49, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.10 w/m-¦k', - 'thermal_transmittance': 1.1, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.95 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.95 w/m-¦k', 'thermal_transmittance': 0.95, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.72 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.72 w/m-¦k', - 'thermal_transmittance': 0.72, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.50 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.50 w/m-¦k', 'thermal_transmittance': 0.5, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.27 w/m-¦k', - 'thermal_transmittance': 0.27, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.35 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.35 w/m-¦k', 'thermal_transmittance': 0.35, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.58 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.58 w/m-¦k', - 'thermal_transmittance': 0.58, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.55 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.55 w/m-¦k', 'thermal_transmittance': 0.55, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.31 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.31 w/m-¦k', - 'thermal_transmittance': 0.31, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.36 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.36 w/m-¦k', 'thermal_transmittance': 0.36, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.17 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.14 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.46 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.46 w/m-¦k', - 'thermal_transmittance': 0.46, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.80 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.80 w/m-¦k', 'thermal_transmittance': 0.8, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.32 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.32 w/m-¦k', - 'thermal_transmittance': 0.32, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.06 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.06 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.67 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.67 w/m-¦k', - 'thermal_transmittance': 0.67, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.05 w/m-¦k', 'thermal_transmittance': 1.05, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.57 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.57 w/m-¦k', - 'thermal_transmittance': 0.57, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.6 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.6 w/m-¦k', 'thermal_transmittance': 0.6, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.69 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.69 w/m-¦k', - 'thermal_transmittance': 0.69, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.04 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.04 w/m-¦k', 'thermal_transmittance': 1.04, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.47 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.47 w/m-¦k', - 'thermal_transmittance': 0.47, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.78 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.78 w/m-¦k', 'thermal_transmittance': 0.78, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.74 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.74 w/m-¦k', - 'thermal_transmittance': 0.74, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.66 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.66 w/m-¦k', 'thermal_transmittance': 0.66, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.51 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.51 w/m-¦k', - 'thermal_transmittance': 0.51, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.59 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.59 w/m-¦k', 'thermal_transmittance': 0.59, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.59 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.59 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.99 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.99 w/m-¦k', 'thermal_transmittance': 0.99, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.07 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.07 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.53 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.53 w/m-¦k', 'thermal_transmittance': 0.53, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.69 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.69 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.02 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.02 w/m-¦k', 'thermal_transmittance': 1.02, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.76 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.76 w/m-¦k', - 'thermal_transmittance': 0.76, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.22 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.20 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.20 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.52 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.52 w/m-¦k', 'thermal_transmittance': 0.52, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.53 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.53 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.41 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.41 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.78 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.78 w/m-¦k', - 'thermal_transmittance': 1.78, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.42 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.42 w/m-¦k', 'thermal_transmittance': 0.42, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.11 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.08 w/m-¦k', 'thermal_transmittance': 2.08, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.15 w/m-¦k', - 'thermal_transmittance': 1.15, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.23 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.23 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.04 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.04 w/m-¦k', - 'thermal_transmittance': 0.04, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.21 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.21 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.64 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.64 w/m-¦k', - 'thermal_transmittance': 0.64, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': '(anheddiad arall islaw)', 'clean_description': '(another dwelling below)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_assumed': False, - 'is_to_unheated_space': False, 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, - 'another_property_below': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.39 w/m-¦k', 'thermal_transmittance': 1.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.54 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.54 w/m-¦k', - 'thermal_transmittance': 0.54, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.20 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.01 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.01 w/m-¦k', - 'thermal_transmittance': 0.01, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.84 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.84 w/m-¦k', 'thermal_transmittance': 1.84, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.46 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.46 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.30 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.30 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.12 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.12 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.87 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.87 w/m-¦k', 'thermal_transmittance': 0.87, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.73 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.73 w/m-¦k', - 'thermal_transmittance': 0.73, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.13 w/m-¦k', 'thermal_transmittance': 1.13, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.68 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.68 w/m-¦k', - 'thermal_transmittance': 0.68, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.38 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.38 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 1.73 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.73 w/m-¦k', - 'thermal_transmittance': 1.73, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.79 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.79 w/m-¦k', 'thermal_transmittance': 0.79, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.98 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.98 w/m-¦k', - 'thermal_transmittance': 0.98, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.31 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.31 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.88 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.88 w/m-¦k', - 'thermal_transmittance': 0.88, 'thermal_transmittance_unit': 'w/m-¦k', - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.83 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.83 w/m-¦k', 'thermal_transmittance': 0.83, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, {'original_description': 'Average thermal transmittance 0.45 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.45 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_assumed': False, 'is_to_unheated_space': False, 'is_to_external_air': False, - 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.09 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.09 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_assumed': False, 'is_to_unheated_space': False, - 'is_to_external_air': False, 'is_suspended': False, 'is_solid': False, 'another_property_below': False, - 'insulation_thickness': None}, - {'original_description': 'Conservatory', 'clean_description': 'Conservatory', 'no_data': True}], - 'hotwater-description': [ - {'original_description': 'Community scheme', 'clean_description': 'Community scheme', - 'heater_type': None, 'system_type': 'community scheme', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'Electric immersion, off-peak', - 'clean_description': 'Electric immersion, off-peak', - 'heater_type': 'electric immersion', 'system_type': None, - 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': 'off-peak', 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, - {'original_description': 'From main system', 'clean_description': 'From main system', - 'heater_type': None, 'system_type': 'from main system', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'From main system, no cylinder thermostat', - 'clean_description': 'From main system, no cylinder thermostat', - 'heater_type': None, 'system_type': 'from main system', - 'thermostat_characteristics': 'no cylinder thermostat', 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Electric instantaneous at point of use', - 'clean_description': 'Electric instantaneous at point of use', 'heater_type': 'electric instantaneous', - 'system_type': None, 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': None, 'extra_features': None, 'chp_systems': None, 'distribution_system': None, - 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Electric immersion, standard tariff', - 'clean_description': 'Electric immersion, standard tariff', 'heater_type': 'electric immersion', - 'system_type': None, 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': 'standard tariff', 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Community scheme, no cylinder thermostat', - 'clean_description': 'Community scheme, no cylinder thermostat', 'heater_type': None, - 'system_type': 'community scheme', 'thermostat_characteristics': 'no cylinder thermostat', - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'No system present: electric immersion assumed', - 'clean_description': 'No system present electric immersion assumed', - 'heater_type': 'electric immersion', 'system_type': None, - 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': None, 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': 'no system present', - 'appliance': None, 'assumed': True}, - {'original_description': 'Gas instantaneous at point of use', - 'clean_description': 'Gas instantaneous at point of use', 'heater_type': 'gas instantaneous', - 'system_type': None, 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': None, 'extra_features': None, 'chp_systems': None, 'distribution_system': None, - 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Electric immersion, off-peak, plus solar', - 'clean_description': 'Electric immersion, off-peak, plus solar', 'heater_type': 'electric immersion', - 'system_type': None, 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': 'off-peak', 'extra_features': 'plus solar', 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Gas boiler/circulator, no cylinder thermostat', - 'clean_description': 'Gas boiler/circulator, no cylinder thermostat', 'heater_type': 'gas boiler', - 'system_type': None, 'thermostat_characteristics': 'no cylinder thermostat', 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, 'chp_systems': None, - 'distribution_system': 'circulator', 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Electric heat pump for water heating only', - 'clean_description': 'Electric heat pump for water heating only', 'heater_type': 'electric heat pump', - 'system_type': None, 'thermostat_characteristics': None, 'heating_scope': 'water heating only', - 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'From main system, flue gas heat recovery', - 'clean_description': 'From main system, flue gas heat recovery', 'heater_type': None, - 'system_type': 'from main system', 'thermostat_characteristics': None, 'heating_scope': None, - 'energy_recovery': 'flue gas heat recovery', 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'Electric immersion, standard tariff, plus solar', - 'clean_description': 'Electric immersion, standard tariff, plus solar', - 'heater_type': 'electric immersion', 'system_type': None, - 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': 'standard tariff', 'extra_features': 'plus solar', - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Gas multipoint', 'clean_description': 'Gas multipoint', - 'heater_type': 'gas multipoint', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'From main system, plus solar', - 'clean_description': 'From main system, plus solar', 'heater_type': None, - 'system_type': 'from main system', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, - 'extra_features': 'plus solar', 'chp_systems': None, 'distribution_system': None, - 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Electric immersion, standard tariff, flue gas heat recovery', - 'clean_description': 'Electric immersion, standard tariff, flue gas heat recovery', - 'heater_type': 'electric immersion', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': 'flue gas heat recovery', 'tariff_type': 'standard tariff', - 'extra_features': None, 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Electric heat pump for water heating only, no cylinder thermostat', - 'clean_description': 'Electric heat pump for water heating only, no cylinder thermostat', - 'heater_type': 'electric heat pump', 'system_type': None, - 'thermostat_characteristics': 'no cylinder thermostat', 'heating_scope': 'water heating only', - 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Community scheme, plus solar', - 'clean_description': 'Community scheme, plus solar', 'heater_type': None, - 'system_type': 'community scheme', 'thermostat_characteristics': None, 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, 'extra_features': 'plus solar', 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, 'assumed': False}, - {'original_description': 'Community scheme with CHP', 'clean_description': 'Community scheme with chp', - 'heater_type': None, 'system_type': 'community scheme', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': 'chp', 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, - {'original_description': 'Gas boiler/circulator', 'clean_description': 'Gas boiler/circulator', - 'heater_type': 'gas boiler', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': 'circulator', 'no_system_present': None, 'appliance': None, - 'assumed': False}, - {'original_description': 'From secondary system', 'clean_description': 'From secondary system', - 'heater_type': None, 'system_type': 'from secondary system', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'From main system, plus solar, no cylinder thermostat', - 'clean_description': 'From main system, plus solar, no cylinder thermostat', - 'heater_type': None, 'system_type': 'from main system', - 'thermostat_characteristics': 'no cylinder thermostat', 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, 'extra_features': 'plus solar', - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'From main system, waste water heat recovery', - 'clean_description': 'From main system, waste water heat recovery', 'heater_type': None, - 'system_type': 'from main system', 'thermostat_characteristics': None, 'heating_scope': None, - 'energy_recovery': 'waste water heat recovery', 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'Gas range cooker', 'clean_description': 'Gas range cooker', - 'heater_type': None, 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, - 'extra_features': None, 'chp_systems': None, 'distribution_system': None, - 'no_system_present': None, 'appliance': 'gas range cooker', 'assumed': False}, - {'original_description': 'Electric instantaneous at point of use, waste water heat recovery', - 'clean_description': 'Electric instantaneous at point of use, waste water heat recovery', - 'heater_type': 'electric instantaneous', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': 'waste water heat recovery', 'tariff_type': None, - 'extra_features': None, 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Electric heat pump', 'clean_description': 'Electric heat pump', - 'heater_type': 'electric heat pump', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, - {'original_description': 'OGÇÖr brif system', 'clean_description': 'From main system', - 'heater_type': None, 'system_type': 'from main system', 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'Heat pump, waste water heat recovery', - 'clean_description': 'Heat pump, waste water heat recovery', - 'heater_type': 'heat pump', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': 'waste water heat recovery', - 'tariff_type': None, 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, - {'original_description': 'From main system, plus solar, flue gas heat recovery', - 'clean_description': 'From main system, plus solar, flue gas heat recovery', 'heater_type': None, - 'system_type': 'from main system', 'thermostat_characteristics': None, 'heating_scope': None, - 'energy_recovery': 'flue gas heat recovery', 'tariff_type': None, 'extra_features': 'plus solar', - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'Gas boiler/circulator, plus solar', - 'clean_description': 'Gas boiler/circulator, plus solar', - 'heater_type': 'gas boiler', 'system_type': None, - 'thermostat_characteristics': None, 'heating_scope': None, 'energy_recovery': None, - 'tariff_type': None, 'extra_features': 'plus solar', 'chp_systems': None, - 'distribution_system': 'circulator', 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'From second main heating system', - 'clean_description': 'From second main heating system', - 'heater_type': None, 'system_type': 'from secondary system', - 'thermostat_characteristics': None, 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, - 'extra_features': None, 'chp_systems': None, - 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Electric immersion, standard tariff, waste water heat recovery', - 'clean_description': 'Electric immersion, standard tariff, waste water heat recovery', - 'heater_type': 'electric immersion', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': 'waste water heat recovery', 'tariff_type': 'standard tariff', - 'extra_features': None, 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Electric immersion, off-peak, waste water heat recovery', - 'clean_description': 'Electric immersion, off-peak, waste water heat recovery', - 'heater_type': 'electric immersion', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': 'waste water heat recovery', 'tariff_type': 'off-peak', - 'extra_features': None, 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}, - {'original_description': 'Oil boiler/circulator', 'clean_description': 'Oil boiler/circulator', - 'heater_type': 'oil boiler', 'system_type': None, 'thermostat_characteristics': None, - 'heating_scope': None, 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': 'circulator', 'no_system_present': None, 'appliance': None, - 'assumed': False}, {'original_description': 'From secondary system, no cylinder thermostat', - 'clean_description': 'From secondary system, no cylinder thermostat', - 'heater_type': None, 'system_type': 'from secondary system', - 'thermostat_characteristics': 'no cylinder thermostat', 'heating_scope': None, - 'energy_recovery': None, 'tariff_type': None, 'extra_features': None, - 'chp_systems': None, 'distribution_system': None, 'no_system_present': None, - 'appliance': None, 'assumed': False}], 'main-fuel': [ - {'original_description': 'mains gas (community)', 'clean_description': 'Mains gas community', - 'fuel_type': 'mains gas', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'electricity (not community)', 'clean_description': 'Electricity not community', - 'fuel_type': 'electricity', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'mains gas (not community)', 'clean_description': 'Mains gas not community', - 'fuel_type': 'mains gas', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'Electricity: electricity, unspecified tariff', - 'clean_description': 'Electricity electricity unspecified tariff', 'fuel_type': 'electricity', - 'tariff_type': 'unspecified tariff', 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, { - 'original_description': 'To be used only when there is no heating/hot-water system or data is from a ' - 'community network', - 'clean_description': 'To be used only when there is no heatinghotwater system or data is from a community ' - 'network', - 'fuel_type': 'unknown', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': True, 'complex_fuel_type': None}, - {'original_description': '', 'clean_description': '', 'fuel_type': 'unknown', 'tariff_type': None, - 'is_community': False, 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'Gas: mains gas', 'clean_description': 'Gas mains gas', 'fuel_type': 'mains gas', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'electricity (community)', 'clean_description': 'Electricity community', - 'fuel_type': 'electricity', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'from heat network data (community)', - 'clean_description': 'From heat network data community', 'fuel_type': 'heat network', 'tariff_type': None, - 'is_community': True, 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'biomass (community)', 'clean_description': 'Biomass community', - 'fuel_type': 'biomass', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'LPG (not community)', 'clean_description': 'Lpg not community', 'fuel_type': 'lpg', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'NO DATA!', 'clean_description': 'No data', 'fuel_type': 'unknown', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'To be used only when there is no heating/hot-water system', - 'clean_description': 'To be used only when there is no heatinghotwater system', 'fuel_type': 'unknown', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': True, - 'complex_fuel_type': None}, - {'original_description': 'mains gas - this is for backwards compatibility only and should not be used', - 'clean_description': 'Mains gas this is for backwards compatibility only and should not be used', - 'fuel_type': 'mains gas', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'INVALID!', 'clean_description': 'Invalid', 'fuel_type': 'unknown', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'oil (community)', 'clean_description': 'Oil community', 'fuel_type': 'oil', - 'tariff_type': None, 'is_community': True, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'oil (not community)', 'clean_description': 'Oil not community', 'fuel_type': 'oil', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'bottled LPG', 'clean_description': 'Bottled lpg', 'fuel_type': 'lpg', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'LPG special condition', 'clean_description': 'Lpg special condition', - 'fuel_type': 'lpg', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'waste combustion (community)', 'clean_description': 'Waste combustion community', - 'fuel_type': 'waste combustion', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'smokeless coal', 'clean_description': 'Smokeless coal', 'fuel_type': 'smokeless coal', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'wood logs', 'clean_description': 'Wood logs', 'fuel_type': 'wood logs', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'LPG (community)', 'clean_description': 'Lpg community', 'fuel_type': 'lpg', - 'tariff_type': None, 'is_community': True, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'Oil: heating oil', 'clean_description': 'Oil heating oil', 'fuel_type': 'oil', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'Gas: bulk LPG', 'clean_description': 'Gas bulk lpg', 'fuel_type': 'lpg', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'LPG - this is for backwards compatibility only and should not be used', - 'clean_description': 'Lpg this is for backwards compatibility only and should not be used', 'fuel_type': 'lpg', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'dual fuel - mineral + wood', 'clean_description': 'Dual fuel mineral wood', - 'fuel_type': 'dual fuel mineral wood', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'house coal (not community)', 'clean_description': 'House coal not community', - 'fuel_type': 'house coal', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'biogas (not community)', 'clean_description': 'Biogas not community', - 'fuel_type': 'biogas', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'bulk wood pellets', 'clean_description': 'Bulk wood pellets', - 'fuel_type': 'wood pellets', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'wood chips', 'clean_description': 'Wood chips', 'fuel_type': 'wood chips', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}, - {'original_description': 'heat from boilers using biodiesel from any biomass source (community)', - 'clean_description': 'Heat from boilers using biodiesel from any biomass source community', - 'fuel_type': 'biodiesel', 'tariff_type': None, 'is_community': True, - 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': 'heat from boilers using biodiesel from any biomass source'}, - {'original_description': 'waste combustion - this is for backwards compatibility only and should not be used', - 'clean_description': 'Waste combustion this is for backwards compatibility only and should not be used', - 'fuel_type': 'waste combustion', 'tariff_type': None, 'is_community': False, - 'no_individual_heating_or_community_network': False, 'complex_fuel_type': None}, - {'original_description': 'anthracite', 'clean_description': 'Anthracite', 'fuel_type': 'anthracite', - 'tariff_type': None, 'is_community': False, 'no_individual_heating_or_community_network': False, - 'complex_fuel_type': None}], 'mainheat-description': [ - {'original_description': 'Community scheme', 'clean_description': 'Community scheme', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': True, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric storage heaters', 'clean_description': 'Electric storage heaters', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas', - 'clean_description': 'Boiler and radiators, mains gas', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, electric', 'clean_description': 'Room heaters, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, electric', - 'clean_description': 'Boiler and radiators, electric', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'No system present: electric heaters assumed', - 'clean_description': 'No system present electric heaters assumed', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': True, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': True, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Ground source heat pump, underfloor, electric', - 'clean_description': 'Ground source heat pump, underfloor, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric storage heaters, Electric storage heaters', - 'clean_description': 'Electric storage heaters, electric storage heaters', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, underfloor, electric', - 'clean_description': 'Air source heat pump, underfloor, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric ceiling heating', 'clean_description': 'Electric ceiling heating', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric underfloor heating', 'clean_description': 'Electric underfloor heating', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric storage heaters, Room heaters, electric', - 'clean_description': 'Electric storage heaters, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and underfloor heating, mains gas', - 'clean_description': 'Boiler and underfloor heating, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Air source heat pump, warm air, electric', - 'clean_description': 'Air source heat pump, warm air, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and underfloor heating, electric', - 'clean_description': 'Boiler and underfloor heating, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, mains gas', 'clean_description': 'Room heaters, mains gas', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, LPG', 'clean_description': 'Boiler and radiators, lpg', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': True, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Water source heat pump, radiators, electric', - 'clean_description': 'Water source heat pump, radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': True, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, radiators, electric', - 'clean_description': 'Air source heat pump, radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler & underfloor, mains gas', - 'clean_description': 'Boiler & underfloor, mains gas', 'has_radiators': False, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, electric, Room heaters, electric', - 'clean_description': 'Room heaters, electric, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric ceiling heating, Electric storage heaters', - 'clean_description': 'Electric ceiling heating, electric storage heaters', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, electric, Electric storage heaters', - 'clean_description': 'Room heaters, electric, electric storage heaters', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric ceiling heating, electric', - 'clean_description': 'Electric ceiling heating, electric', 'has_radiators': False, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': False, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': True, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Warm air, Electricaire', 'clean_description': 'Warm air, electricaire', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': True, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric underfloor heating, Electric ceiling heating', - 'clean_description': 'Electric underfloor heating, electric ceiling heating', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Warm air, mains gas', 'clean_description': 'Warm air, mains gas', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, warm air, electric, Room heaters, electric', - 'clean_description': 'Air source heat pump, warm air, electric, room heaters, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Ground source heat pump, warm air, electric', - 'clean_description': 'Ground source heat pump, warm air, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Warm air, Electricaire, Room heaters, electric', - 'clean_description': 'Warm air, electricaire, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': True, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler & underfloor, electric', 'clean_description': 'Boiler & underfloor, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Ground source heat pump, radiators, electric', - 'clean_description': 'Ground source heat pump, radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler, mains gas', 'clean_description': 'Boiler, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, oil', 'clean_description': 'Room heaters, oil', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': True, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, Systems with radiators, electric', - 'clean_description': 'Air source heat pump, systems with radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric underfloor heating, Room heaters, electric', - 'clean_description': 'Electric underfloor heating, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric ceiling heating, Room heaters, electric', - 'clean_description': 'Electric ceiling heating, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, electric, Room heaters, mains gas', - 'clean_description': 'Room heaters, electric, room heaters, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump fan coil units, electric', - 'clean_description': 'Air source heat pump fan coil units, electric', 'has_radiators': False, - 'has_fan_coil_units': True, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, Fan coil units, electric', - 'clean_description': 'Air source heat pump, fan coil units, electric', 'has_radiators': False, - 'has_fan_coil_units': True, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Portable electric heaters assumed for most rooms', - 'clean_description': 'Portable electric heaters assumed for most rooms', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': True, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': True, - 'has_electricaire': False, 'has_assumed_for_most_rooms': True, 'has_underfloor_heating': False}, { - 'original_description': 'Exhaust air MEV source heat pump, Underfloor heating, pipes in screed above ' - 'insulation, electric', - 'clean_description': 'Exhaust air mev source heat pump, underfloor heating, pipes in screed above ' - 'insulation, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': True, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, bottled LPG', - 'clean_description': 'Boiler and radiators, bottled lpg', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': True, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric ceiling heating, radiators, electric', - 'clean_description': 'Electric ceiling heating, radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas, Boiler and underfloor heating, mains gas', - 'clean_description': 'Boiler and radiators, mains gas, boiler and underfloor heating, mains gas', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Air source heat pump , electric', - 'clean_description': 'Air source heat pump , electric', 'has_radiators': False, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': False, 'has_air_source_heat_pump': True, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Water source heat pump, underfloor, mains gas', - 'clean_description': 'Water source heat pump, underfloor, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': True, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Air source heat pump, warm air, electric, Electric storage heaters', - 'clean_description': 'Air source heat pump, warm air, electric, electric storage heaters', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Water source heat pump, warm air, electric', - 'clean_description': 'Water source heat pump, warm air, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': True, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas, Room heaters, electric', - 'clean_description': 'Boiler and radiators, mains gas, room heaters, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, Underfloor heating, pipes in insulated timber floor, electric', - 'clean_description': 'Air source heat pump, underfloor heating, pipes in insulated timber floor, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': True, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, oil', 'clean_description': 'Boiler and radiators, oil', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': True, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and underfloor heating, mains gas, Boiler and radiators, mains gas', - 'clean_description': 'Boiler and underfloor heating, mains gas, boiler and radiators, mains gas', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, mains gas, Electric underfloor heating', - 'clean_description': 'Boiler and radiators, mains gas, electric underfloor heating', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, mains gas, Boiler and radiators, mains gas', - 'clean_description': 'Boiler and radiators, mains gas, boiler and radiators, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, fan coil units, electric', - 'clean_description': 'Air source heat pump, fan coil units, electric', 'has_radiators': False, - 'has_fan_coil_units': True, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric ceiling heating, electric, Electric underfloor heating', - 'clean_description': 'Electric ceiling heating, electric, electric underfloor heating', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': True, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Water source heat pump, underfloor, electric', - 'clean_description': 'Water source heat pump, underfloor, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': True, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, wood logs', 'clean_description': 'Room heaters, wood logs', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': True, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, electric, Electric underfloor heating', - 'clean_description': 'Room heaters, electric, electric underfloor heating', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Air source heat pump, Underfloor heating, pipes in screed above insulation, electric', - 'clean_description': 'Air source heat pump, underfloor heating, pipes in screed above insulation, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': True, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric storage heaters, radiators', - 'clean_description': 'Electric storage heaters, radiators', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': False, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': True, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Electric underfloor heating, Boiler and radiators, mains gas', - 'clean_description': 'Electric underfloor heating, boiler and radiators, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric storage heaters, Electric underfloor heating', - 'clean_description': 'Electric storage heaters, electric underfloor heating', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, smokeless fuel', 'clean_description': 'Room heaters, smokeless fuel', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': True, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, mains gas, Room heaters, mains gas', - 'clean_description': 'Room heaters, mains gas, room heaters, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas, Boiler and radiators, wood pellets', - 'clean_description': 'Boiler and radiators, mains gas, boiler and radiators, wood pellets', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': True, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas, Electric storage heaters', - 'clean_description': 'Boiler and radiators, mains gas, electric storage heaters', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': True, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Ground source heat pump, radiators, mains gas', - 'clean_description': 'Ground source heat pump, radiators, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, dual fuel (mineral and wood)', - 'clean_description': 'Room heaters, dual fuel mineral and wood ', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': True, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Air source heat pump, underfloor, electric, Air source heat pump, radiators, ' - 'electric', - 'clean_description': 'Air source heat pump, underfloor, electric, air source heat pump, radiators, ' - 'electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Community scheme, Room heaters, electric', - 'clean_description': 'Community scheme, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': True, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Air source heat pump fan coil units, electric, Electric underfloor heating, ' - 'underfloor, electric', - 'clean_description': 'Air source heat pump fan coil units, electric, electric underfloor heating, ' - 'underfloor, electric', - 'has_radiators': False, 'has_fan_coil_units': True, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, ', 'clean_description': 'Boiler and radiators, ', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, electric', - 'clean_description': 'Air source heat pump, electric', 'has_radiators': False, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': False, 'has_air_source_heat_pump': True, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, coal', 'clean_description': 'Room heaters, coal', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': True, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, underfloor, mains gas', - 'clean_description': 'Air source heat pump, underfloor, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and underfloor heating, mains gas, Electric underfloor heating', - 'clean_description': 'Boiler and underfloor heating, mains gas, electric underfloor heating', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': True, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, mains gas, Air source heat pump, warm air, electric', - 'clean_description': 'Boiler and radiators, mains gas, air source heat pump, warm air, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': True, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Air source heat pump, Underfloor heating and radiators, pipes in screed above ' - 'insulation, electric', - 'clean_description': 'Air source heat pump, underfloor heating and radiators, pipes in screed above ' - 'insulation, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': True, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, { - 'original_description': 'Ground source heat pump, Underfloor heating, pipes in screed above insulation, ' - 'electric', - 'clean_description': 'Ground source heat pump, underfloor heating, pipes in screed above insulation, ' - 'electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': True, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, wood pellets', - 'clean_description': 'Boiler and radiators, wood pellets', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': True, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Air source heat pump, Underfloor heating and radiators, pipes in insulated ' - 'timber floor, electric', - 'clean_description': 'Air source heat pump, underfloor heating and radiators, pipes in insulated timber ' - 'floor, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': True, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Community scheme with CHP, radiators, mains gas', - 'clean_description': 'Community scheme with chp, radiators, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': True, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Exhaust air MEV source heat pump, Underfloor heating and radiators, ' - 'pipes in insulated timber floor, electric', - 'clean_description': 'Exhaust air mev source heat pump, underfloor heating and radiators, ' - 'pipes in insulated timber floor, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': True, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, radiators, electric', - 'clean_description': 'Room heaters, radiators, electric', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': False, 'has_air_source_heat_pump': False, - 'has_room_heaters': True, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Ground source heat pump, fan coil units, electric', - 'clean_description': 'Ground source heat pump, fan coil units, electric', 'has_radiators': False, - 'has_fan_coil_units': True, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and underfloor heating, electric, Room heaters, electric', - 'clean_description': 'Boiler and underfloor heating, electric, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and underfloor heating, LPG', - 'clean_description': 'Boiler and underfloor heating, lpg', 'has_radiators': False, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': True, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, { - 'original_description': 'Mixed exhaust air source heat pump, Underfloor heating and radiators, ' - 'pipes in insulated timber floor, electric', - 'clean_description': 'Mixed exhaust air source heat pump, underfloor heating and radiators, ' - 'pipes in insulated timber floor, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': True, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Electric heat pumps, electric', 'clean_description': 'Electric heat pumps, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': True, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Bwyler a rheiddiaduron, nwy prif gyflenwad', - 'clean_description': 'Boiler and radiators, mains gas', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, coal, Room heaters, mains gas', - 'clean_description': 'Room heaters, coal, room heaters, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': True, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, wood logs', - 'clean_description': 'Boiler and radiators, wood logs', 'has_radiators': True, 'has_fan_coil_units': False, - 'has_pipes_in_screed_above_insulation': False, 'has_pipes_in_insulated_timber_floor': False, - 'has_pipes_in_concrete_slab': False, 'has_boiler': True, 'has_air_source_heat_pump': False, - 'has_room_heaters': False, 'has_electric_storage_heaters': False, 'has_warm_air': False, - 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, 'has_community_scheme': False, - 'has_ground_source_heat_pump': False, 'has_no_system_present': False, 'has_portable_electric_heaters': False, - 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, - 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': True, 'has_LPG': False, 'has_coal': False, - 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and underfloor heating, mains gas, Boiler and underfloor heating, mains gas', - 'clean_description': 'Boiler and underfloor heating, mains gas, boiler and underfloor heating, mains gas', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Boiler and radiators, mains gas, Room heaters, mains gas', - 'clean_description': 'Boiler and radiators, mains gas, room heaters, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler and radiators, mains gas, Boiler and radiators, electric', - 'clean_description': 'Boiler and radiators, mains gas, boiler and radiators, electric', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Micro-cogeneration, mains gas', 'clean_description': 'Micro-cogeneration, mains gas', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': True, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, mains gas, Room heaters, electric', - 'clean_description': 'Room heaters, mains gas, room heaters, electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, { - 'original_description': 'Exhaust air MEV source heat pump, Underfloor heating and radiators, ' - 'pipes in screed above insulation, electric', - 'clean_description': 'Exhaust air mev source heat pump, underfloor heating and radiators, pipes in screed ' - 'above insulation, electric', - 'has_radiators': True, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': True, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, - 'has_electric_heat_pumps': False, 'has_micro-cogeneration': False, 'has_electric': True, - 'has_mains_gas': False, 'has_wood_logs': False, 'has_LPG': False, 'has_coal': False, 'has_oil': False, - 'has_wood_pellets': False, 'has_anthracite': False, 'has_dual_fuel_mineral_and_wood': False, - 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, 'has_electricaire': False, - 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Ground source heat pump, underfloor, mains gas', - 'clean_description': 'Ground source heat pump, underfloor, mains gas', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': True, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Air source heat pump, radiators, mains gas', - 'clean_description': 'Air source heat pump, radiators, mains gas', 'has_radiators': True, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Room heaters, mains gas, Room heaters, smokeless fuel', - 'clean_description': 'Room heaters, mains gas, room heaters, smokeless fuel', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': True, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Boiler & underfloor, mains gas, , electric', - 'clean_description': 'Boiler & underfloor, mains gas, , electric', 'has_radiators': False, - 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': True, - 'has_air_source_heat_pump': False, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': True, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}, - {'original_description': 'Room heaters, anthracite', 'clean_description': 'Room heaters, anthracite', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': False, 'has_boiler': False, - 'has_air_source_heat_pump': False, 'has_room_heaters': True, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': False, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': True, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': False}, - {'original_description': 'Air source heat pump, Underfloor heating, pipes in concrete slab, electric', - 'clean_description': 'Air source heat pump, underfloor heating, pipes in concrete slab, electric', - 'has_radiators': False, 'has_fan_coil_units': False, 'has_pipes_in_screed_above_insulation': False, - 'has_pipes_in_insulated_timber_floor': False, 'has_pipes_in_concrete_slab': True, 'has_boiler': False, - 'has_air_source_heat_pump': True, 'has_room_heaters': False, 'has_electric_storage_heaters': False, - 'has_warm_air': False, 'has_electric_underfloor_heating': False, 'has_electric_ceiling_heating': False, - 'has_community_scheme': False, 'has_ground_source_heat_pump': False, 'has_no_system_present': False, - 'has_portable_electric_heaters': False, 'has_water_source_heat_pump': False, 'has_electric_heat_pumps': False, - 'has_micro-cogeneration': False, 'has_electric': True, 'has_mains_gas': False, 'has_wood_logs': False, - 'has_LPG': False, 'has_coal': False, 'has_oil': False, 'has_wood_pellets': False, 'has_anthracite': False, - 'has_dual_fuel_mineral_and_wood': False, 'has_smokeless_fuel': False, 'has_lpg': False, 'has_assumed': False, - 'has_electricaire': False, 'has_assumed_for_most_rooms': False, 'has_underfloor_heating': True}], - 'mainheatcont-description': [{'original_description': 'Flat rate charging, room thermostat only', - 'clean_description': 'Flat rate charging, room thermostat only', - 'thermostatic_control': 'room thermostat', - 'charging_system': 'flat rate charging', 'switch_system': None, - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Manual charge control', - 'clean_description': 'Manual charge control', 'thermostatic_control': None, - 'charging_system': 'manual charge control', 'switch_system': None, - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer, room thermostat and TRVs', - 'clean_description': 'Programmer, room thermostat and trvs', - 'thermostatic_control': 'room thermostat', 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': 'trvs'}, - {'original_description': 'Programmer and appliance thermostats', - 'clean_description': 'Programmer and appliance thermostats', - 'thermostatic_control': 'appliance thermostats', 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer, TRVs and bypass', - 'clean_description': 'Programmer, trvs and bypass', - 'thermostatic_control': None, 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': 'bypass', 'trvs': 'trvs'}, { - 'original_description': 'Flat rate charging, no thermostatic control of ' - 'room temperature', - 'clean_description': 'Flat rate charging, no thermostatic control of room' - ' temperature', - 'thermostatic_control': None, 'charging_system': 'flat rate charging', - 'switch_system': None, 'no_control': 'no thermostatic control', - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': None}, {'original_description': 'Programmer and room thermostat', - 'clean_description': 'Programmer and room thermostat', - 'thermostatic_control': 'room thermostat', - 'charging_system': None, 'switch_system': 'programmer', - 'no_control': None, 'dhw_control': None, - 'community_heating': None, - 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Automatic charge control', - 'clean_description': 'Automatic charge control', 'thermostatic_control': None, - 'charging_system': 'automatic charge control', 'switch_system': None, - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Flat rate charging, TRVs', - 'clean_description': 'Flat rate charging, trvs', 'thermostatic_control': None, - 'charging_system': 'flat rate charging', 'switch_system': None, - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': 'trvs'}, - {'original_description': 'Appliance thermostats', - 'clean_description': 'Appliance thermostats', - 'thermostatic_control': 'appliance thermostats', 'charging_system': None, - 'switch_system': None, 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Controls for high heat retention storage heaters', - 'clean_description': 'Controls for high heat retention storage heaters', - 'thermostatic_control': None, - 'charging_system': 'high heat retention storage heaters', - 'switch_system': None, 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Room thermostat only', - 'clean_description': 'Room thermostat only', - 'thermostatic_control': 'room thermostat', 'charging_system': None, - 'switch_system': None, 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Flat rate charging, programmer and room thermostat', - 'clean_description': 'Flat rate charging, programmer and room thermostat', - 'thermostatic_control': 'room thermostat', - 'charging_system': 'flat rate charging', 'switch_system': 'programmer', - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer, no room thermostat', - 'clean_description': 'Programmer, no room thermostat', - 'thermostatic_control': 'room thermostat', 'charging_system': None, - 'switch_system': 'programmer', 'no_control': 'no room thermostat', - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'No thermostatic control of room temperature', - 'clean_description': 'No thermostatic control of room temperature', - 'thermostatic_control': None, 'charging_system': None, 'switch_system': None, - 'no_control': 'no thermostatic control', 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, { - 'original_description': 'Charging system linked to use of community ' - 'heating, programmer and TRVs', - 'clean_description': 'Charging system linked to use of community heating,' - ' programmer and trvs', - 'thermostatic_control': None, 'charging_system': 'charging system', - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': 'trvs'}, - {'original_description': 'None', 'clean_description': 'None', - 'thermostatic_control': None, 'charging_system': None, 'switch_system': None, - 'no_control': 'none', 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, { - 'original_description': 'Charging system linked to use of community ' - 'heating, programmer and room thermostat', - 'clean_description': 'Charging system linked to use of community heating, ' - 'programmer and room thermostat', - 'thermostatic_control': 'room thermostat', - 'charging_system': 'charging system', 'switch_system': 'programmer', - 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': None}, {'original_description': 'Room thermostats only', - 'clean_description': 'Room thermostats only', - 'thermostatic_control': 'room thermostats', - 'charging_system': None, 'switch_system': None, - 'no_control': None, 'dhw_control': None, - 'community_heating': None, - 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Flat rate charging, programmer and TRVs', - 'clean_description': 'Flat rate charging, programmer and trvs', - 'thermostatic_control': None, 'charging_system': 'flat rate charging', - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': 'trvs'}, { - 'original_description': 'Charging system linked to use of community ' - 'heating, programmer and at least two room ' - 'thermostats', - 'clean_description': 'Charging system linked to use of community heating, ' - 'programmer and at least two room thermostats', - 'thermostatic_control': 'room thermostats', - 'charging_system': 'charging system', 'switch_system': 'programmer', - 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': True, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer and room thermostats', - 'clean_description': 'Programmer and room thermostats', - 'thermostatic_control': 'room thermostats', 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Time and temperature zone control', - 'clean_description': 'Time and temperature zone control', - 'thermostatic_control': 'time and temperature zone control', - 'charging_system': None, 'switch_system': None, 'no_control': None, - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, { - 'original_description': 'Charging system linked to use of community ' - 'heating, programmer and at least two room stats', - 'clean_description': 'Charging system linked to use of community heating, ' - 'programmer and at least two room stats', - 'thermostatic_control': None, 'charging_system': 'charging system', - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': True, 'auxiliary_systems': None, 'trvs': None}, - { - 'original_description': 'Charging system linked to use of community ' - 'heating, TRVs', - 'clean_description': 'Charging system linked to use of community heating,' - ' trvs', - 'thermostatic_control': None, 'charging_system': 'charging system', - 'switch_system': None, 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': 'trvs'}, {'original_description': 'Temperature zone control', - 'clean_description': 'Temperature zone control', - 'thermostatic_control': 'temperature zone control', - 'charging_system': None, 'switch_system': None, - 'no_control': None, 'dhw_control': None, - 'community_heating': None, - 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'TRVs and bypass', - 'clean_description': 'Trvs and bypass', 'thermostatic_control': None, - 'charging_system': None, 'switch_system': None, 'no_control': None, - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': 'bypass', - 'trvs': 'trvs'}, - {'original_description': 'Programmer and at least two room thermostats', - 'clean_description': 'Programmer and at least two room thermostats', - 'thermostatic_control': 'room thermostats', 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': True, - 'auxiliary_systems': None, 'trvs': None}, { - 'original_description': 'Flat rate charging, programmer and at least two ' - 'room thermostats', - 'clean_description': 'Flat rate charging, programmer and at least two ' - 'room thermostats', - 'thermostatic_control': 'room thermostats', - 'charging_system': 'flat rate charging', 'switch_system': 'programmer', - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': True, 'auxiliary_systems': None, 'trvs': None}, - { - 'original_description': 'Charging system linked to use of community ' - 'heating, room thermostat only', - 'clean_description': 'Charging system linked to use of community heating,' - ' room thermostat only', - 'thermostatic_control': 'room thermostat', - 'charging_system': 'charging system', 'switch_system': None, - 'no_control': None, 'dhw_control': None, - 'community_heating': 'use of community heating', - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': None}, - {'original_description': 'Flat rate charging, programmer, no room thermostat', - 'clean_description': 'Flat rate charging, programmer, no room thermostat', - 'thermostatic_control': 'room thermostat', - 'charging_system': 'flat rate charging', 'switch_system': 'programmer', - 'no_control': 'no room thermostat', 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer, TRVs and boiler energy manager', - 'clean_description': 'Programmer, trvs and boiler energy manager', - 'thermostatic_control': None, 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': 'boiler energy manager', 'trvs': 'trvs'}, - {'original_description': 'No time or thermostatic control of room temperature', - 'clean_description': 'No time or thermostatic control of room temperature', - 'thermostatic_control': None, 'charging_system': None, 'switch_system': None, - 'no_control': 'no time or thermostatic control', 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Not relevant (supplies DHW only)', - 'clean_description': 'Not relevant supplies dhw only ', - 'thermostatic_control': None, 'charging_system': None, 'switch_system': None, - 'no_control': None, 'dhw_control': 'dhw only', 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Flat rate charging, no thermostatic control', - 'clean_description': 'Flat rate charging, no thermostatic control', - 'thermostatic_control': None, 'charging_system': 'flat rate charging', - 'switch_system': None, 'no_control': 'no thermostatic control', - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': '2207 Time and temperature zone control', - 'clean_description': '2207 time and temperature zone control', - 'thermostatic_control': 'time and temperature zone control', - 'charging_system': None, 'switch_system': None, 'no_control': None, - 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Celect-type controls', - 'clean_description': 'Celect-type controls', - 'thermostatic_control': 'celect-type control', 'charging_system': None, - 'switch_system': None, 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': None, 'trvs': None}, - {'original_description': 'Programmer, TRVs and flow switch', - 'clean_description': 'Programmer, trvs and flow switch', - 'thermostatic_control': None, 'charging_system': None, - 'switch_system': 'programmer', 'no_control': None, 'dhw_control': None, - 'community_heating': None, 'multiple_room_thermostats': False, - 'auxiliary_systems': 'flow switch', 'trvs': 'trvs'}, - {'original_description': 'Rhaglennydd, thermostat ystafell a TRVs', - 'clean_description': 'Rhaglennydd, thermostat ystafell a trvs', - 'thermostatic_control': None, 'charging_system': None, 'switch_system': None, - 'no_control': None, 'dhw_control': None, 'community_heating': None, - 'multiple_room_thermostats': False, 'auxiliary_systems': None, - 'trvs': 'trvs'}], 'roof-description': [ - {'original_description': 'Pitched, no insulation (assumed)', - 'clean_description': 'Pitched, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Pitched, 100 mm loft insulation', - 'clean_description': 'Pitched, 100 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '100'}, - {'original_description': 'Pitched, insulated (assumed)', 'clean_description': 'Pitched, insulated (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Flat, no insulation (assumed)', 'clean_description': 'Flat, no insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Pitched, 50 mm loft insulation', - 'clean_description': 'Pitched, 50 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '50'}, - {'original_description': 'Pitched, 75 mm loft insulation', - 'clean_description': 'Pitched, 75 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '75'}, - {'original_description': 'Pitched, 200 mm loft insulation', - 'clean_description': 'Pitched, 200 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '200'}, - {'original_description': '(another dwelling above)', 'clean_description': '(another dwelling above)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': True, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, limited insulation (assumed)', - 'clean_description': 'Pitched, limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'below average'}, - {'original_description': 'Pitched, no insulation', 'clean_description': 'Pitched, no insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Pitched, 250 mm loft insulation', - 'clean_description': 'Pitched, 250 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '250'}, - {'original_description': 'Flat, limited insulation', 'clean_description': 'Flat, limited insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'below average'}, - {'original_description': 'Pitched, 270 mm loft insulation', - 'clean_description': 'Pitched, 270 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '270'}, - {'original_description': 'Pitched, 150 mm loft insulation', - 'clean_description': 'Pitched, 150 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '150'}, - {'original_description': 'Average thermal transmittance 2.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.27 w/m-¦k', 'thermal_transmittance': 2.27, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Roof room(s), limited insulation (assumed)', - 'clean_description': 'Roof room(s), limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'below average'}, - {'original_description': 'Flat, insulated (assumed)', 'clean_description': 'Flat, insulated (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': '(other premises above)', 'clean_description': '(other premises above)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': True, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Flat, limited insulation (assumed)', - 'clean_description': 'Flat, limited insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, 'has_dwelling_above': False, - 'is_valid': True, 'insulation_thickness': 'below average'}, - {'original_description': 'Average thermal transmittance 0.11 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m-¦k', 'thermal_transmittance': 0.11, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m-¦k', 'thermal_transmittance': 0.13, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, insulated', 'clean_description': 'Pitched, insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m-¦k', 'thermal_transmittance': 0.15, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Flat, insulated', 'clean_description': 'Flat, insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.12 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.12 w/m-¦k', 'thermal_transmittance': 0.12, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.20 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m-¦k', 'thermal_transmittance': 0.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, insulated at rafters', 'clean_description': 'Pitched, insulated at rafters', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': True, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Pitched, 350 mm loft insulation', - 'clean_description': 'Pitched, 350 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '350'}, - {'original_description': 'Pitched, 25 mm loft insulation', - 'clean_description': 'Pitched, 25 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '25'}, - {'original_description': 'Average thermal transmittance 0.19 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m-¦k', 'thermal_transmittance': 0.19, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.14 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m-¦k', 'thermal_transmittance': 0.14, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.18 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m-¦k', 'thermal_transmittance': 0.18, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 300 mm loft insulation', - 'clean_description': 'Pitched, 300 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '300'}, - {'original_description': 'Average thermal transmittance 0.07 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.07 w/m-¦k', 'thermal_transmittance': 0.07, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.2 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.2 w/m-¦k', 'thermal_transmittance': 0.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 0 mm loft insulation', 'clean_description': 'Pitched, 0 mm loft insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': True, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '0'}, - {'original_description': 'Average thermal transmittance 0.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.09 w/m-¦k', 'thermal_transmittance': 0.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Roof room(s), no insulation (assumed)', - 'clean_description': 'Roof room(s), no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Average thermal transmittance 0.48 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.48 w/m-¦k', 'thermal_transmittance': 0.48, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, *** INVALID INPUT Code : 57 *** loft insulation', - 'clean_description': 'Pitched, *** invalid input code : 57 *** loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': False, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.08 w/m-¦k', 'thermal_transmittance': 0.08, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.17 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m-¦k', 'thermal_transmittance': 0.17, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.1 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.1 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 400 mm loft insulation', - 'clean_description': 'Pitched, 400 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '400'}, - {'original_description': 'Pitched, 12 mm loft insulation', - 'clean_description': 'Pitched, 12 mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '12'}, - {'original_description': 'Average thermal transmittance 0.25 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m-¦k', 'thermal_transmittance': 0.25, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.01 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.01 w/m-¦k', 'thermal_transmittance': 0.01, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.16 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m-¦k', 'thermal_transmittance': 0.16, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.10 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Flat, no insulation', 'clean_description': 'Flat, no insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, - 'is_loft': False, 'is_flat': True, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Roof room(s), insulated (assumed)', - 'clean_description': 'Roof room(s), insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': True, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.94 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.94 w/m-¦k', 'thermal_transmittance': 0.94, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Thatched', 'clean_description': 'Thatched', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': True, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 400+ mm loft insulation', - 'clean_description': 'Pitched, 400+ mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '400+'}, - {'original_description': 'Roof room(s), insulated', 'clean_description': 'Roof room(s), insulated', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.23 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.23 w/m-¦k', 'thermal_transmittance': 0.23, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, limited insulation', 'clean_description': 'Pitched, limited insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'below average'}, - {'original_description': 'Roof room(s), ceiling insulated', - 'clean_description': 'Roof room(s), ceiling insulated', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'average'}, - {'original_description': 'Average thermal transmittance 0.33 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.33 w/m-¦k', 'thermal_transmittance': 0.33, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.35 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.35 w/m-¦k', 'thermal_transmittance': 0.35, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.36 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.36 w/m-¦k', 'thermal_transmittance': 0.36, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.49 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.49 w/m-¦k', 'thermal_transmittance': 0.49, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.24 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.24 w/m-¦k', 'thermal_transmittance': 0.24, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.18 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.38 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.38 w/m-¦k', 'thermal_transmittance': 0.38, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 300+ mm loft insulation', - 'clean_description': 'Pitched, 300+ mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '300+'}, - {'original_description': 'Average thermal transmittance 0.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.26 w/m-¦k', 'thermal_transmittance': 0.26, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.47 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.47 w/m-¦k', 'thermal_transmittance': 0.47, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.05 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 2.05 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.17 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.21 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.21 w/m-¦k', 'thermal_transmittance': 0.21, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.41 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.41 w/m-¦k', 'thermal_transmittance': 2.41, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.10 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.10 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.28 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.28 w/m-¦k', 'thermal_transmittance': 0.28, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.29 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.29 w/m-¦k', 'thermal_transmittance': 1.29, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.22 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m-¦k', 'thermal_transmittance': 0.22, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 250mm loft insulation', - 'clean_description': 'Pitched, 250mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '250'}, - {'original_description': 'Average thermal transmittance 0.15 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Thatched, with additional insulation', - 'clean_description': 'Thatched, with additional insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': True, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'above average'}, - {'original_description': 'Average thermal transmittance 0.42 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.42 w/m-¦k', 'thermal_transmittance': 0.42, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.11 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.05 w/m-¦k', 'thermal_transmittance': 0.05, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.3 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.3 w/m-¦k', 'thermal_transmittance': 2.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 300+ mm loft insulation', - 'clean_description': 'Pitched, 300+ mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '300+'}, - {'original_description': 'Average thermal transmittance 0.3 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.3 w/m-¦k', 'thermal_transmittance': 0.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.30 w/m-¦k', 'thermal_transmittance': 0.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.19 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.19 w/m-¦k', 'thermal_transmittance': 1.19, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.44 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.44 w/m-¦k', 'thermal_transmittance': 0.44, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.34 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.34 w/m-¦k', 'thermal_transmittance': 0.34, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.32 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.32 w/m-¦k', 'thermal_transmittance': 0.32, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.60 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.60 w/m-¦k', 'thermal_transmittance': 1.6, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.31 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.31 w/m-¦k', 'thermal_transmittance': 0.31, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.16 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.14 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.27 w/m-¦k', 'thermal_transmittance': 0.27, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.37 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.37 w/m-¦k', 'thermal_transmittance': 0.37, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.4 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.4 w/m-¦k', 'thermal_transmittance': 0.4, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.19 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.30 w/m-¦k', 'thermal_transmittance': 2.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.29 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.29 w/m-¦k', 'thermal_transmittance': 0.29, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.45 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.45 w/m-¦k', 'thermal_transmittance': 0.45, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.57 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.57 w/m-¦k', 'thermal_transmittance': 0.57, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.73 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.73 w/m-¦k', 'thermal_transmittance': 0.73, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.5 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.5 w/m-¦k', 'thermal_transmittance': 1.5, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 100mm loft insulation', - 'clean_description': 'Pitched, 100mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '100'}, - {'original_description': 'Pitched, loft insulation', 'clean_description': 'Pitched, loft insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': True, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 200mm loft insulation', - 'clean_description': 'Pitched, 200mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '200'}, - {'original_description': 'Average thermal transmittance 0.03 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.03 w/m-¦k', 'thermal_transmittance': 0.03, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched', 'clean_description': 'Pitched', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.68 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.68 w/m-¦k', 'thermal_transmittance': 0.68, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.58 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.58 w/m-¦k', 'thermal_transmittance': 0.58, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.26 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.26 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2 w/m-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.13 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.25 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': '', 'clean_description': ''}, - {'original_description': 'Pitched, 150mm loft insulation', - 'clean_description': 'Pitched, 150mm loft insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, 'is_loft': True, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '150'}, - {'original_description': 'Average thermal transmittance 1.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.13 w/m-¦k', 'thermal_transmittance': 1.13, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.96 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.96 w/m-¦k', 'thermal_transmittance': 1.96, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.70 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.70 w/m-¦k', 'thermal_transmittance': 0.7, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.22 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.07 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.07 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.51 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.51 w/m-¦k', 'thermal_transmittance': 0.51, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.52 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.52 w/m-¦k', 'thermal_transmittance': 0.52, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.74 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.74 w/m-¦k', 'thermal_transmittance': 0.74, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.86 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.86 w/m-¦k', 'thermal_transmittance': 0.86, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.70 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.70 w/m-¦k', 'thermal_transmittance': 1.7, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.43 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.43 w/m-¦k', 'thermal_transmittance': 0.43, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.30 w/m-¦k', 'thermal_transmittance': 1.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.87 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.87 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.39 w/m-¦k', 'thermal_transmittance': 0.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.18 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.18 w/m-¦k', 'thermal_transmittance': 1.18, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Pitched, 75mm loft insulation', 'clean_description': 'Pitched, 75mm loft insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': True, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '75'}, - {'original_description': 'Pitched, 50mm loft insulation', 'clean_description': 'Pitched, 50mm loft insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': True, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': '50'}, - {'original_description': 'Average thermal transmittance 0.56 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.56 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.41 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.41 w/m-¦k', 'thermal_transmittance': 0.41, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Roof room(s), no insulation', 'clean_description': 'Roof room(s), no insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Average thermal transmittance 0.84 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.84 w/m-¦k', 'thermal_transmittance': 0.84, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Roof room(s)', 'clean_description': 'Roof room(s)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': True, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.95 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.95 w/m-¦k', 'thermal_transmittance': 0.95, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Ar oleddf, dim inswleiddio', 'clean_description': 'Pitched, no insulation', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_pitched': True, 'is_roof_room': False, - 'is_loft': False, 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': 'none'}, - {'original_description': 'Average thermal transmittance 2.10 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 2.10 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.67 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.67 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.20 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.11 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.11 w/m-¦k', 'thermal_transmittance': 1.11, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 2.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.10 w/m-¦k', 'thermal_transmittance': 2.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.14 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.14 w/m-¦k', 'thermal_transmittance': 1.14, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.89 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.89 w/m-¦k', 'thermal_transmittance': 0.89, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.06 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.06 w/m-¦k', 'thermal_transmittance': 0.06, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.63 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.63 w/m-¦k', 'thermal_transmittance': 1.63, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.75 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.75 w/m-¦k', 'thermal_transmittance': 1.75, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.45 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.45 w/m-¦k', 'thermal_transmittance': 1.45, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.50 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.50 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 0.54 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.54 w/m-¦k', 'thermal_transmittance': 0.54, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.01 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.01 w/m-¦k', 'thermal_transmittance': 1.01, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}, - {'original_description': 'Average thermal transmittance 1.06 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.06 w/m-¦k', 'thermal_transmittance': 1.06, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_pitched': False, 'is_roof_room': False, 'is_loft': False, - 'is_flat': False, 'is_thatched': False, 'is_at_rafters': False, 'is_assumed': False, - 'has_dwelling_above': False, 'is_valid': True, 'insulation_thickness': None}], 'walls-description': [ - {'original_description': 'Cavity wall, as built, no insulation (assumed)', - 'clean_description': 'Cavity wall, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'none', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Solid brick, as built, no insulation (assumed)', - 'clean_description': 'Solid brick, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'none', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, as built, insulated (assumed)', - 'clean_description': 'Cavity wall, as built, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Solid brick, as built, insulated (assumed)', - 'clean_description': 'Solid brick, as built, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, filled cavity', 'clean_description': 'Cavity wall, filled cavity', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_cavity_wall': True, - 'is_filled_cavity': True, 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': False, 'is_as_built': False, 'is_cob': False, 'is_assumed': False, - 'is_sandstone_or_limestone': False, 'insulation_thickness': None, 'external_insulation': False, - 'internal_insulation': False}, {'original_description': 'Cavity wall, as built, partial insulation (assumed)', - 'clean_description': 'Cavity wall, as built, partial insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': False, 'is_as_built': True, 'is_cob': False, - 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'below average', 'external_insulation': False, - 'internal_insulation': False}, - {'original_description': 'System built, as built, insulated (assumed)', - 'clean_description': 'System built, as built, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': True, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'System built, as built, no insulation (assumed)', - 'clean_description': 'System built, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': True, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'none', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Solid brick, as built, partial insulation (assumed)', - 'clean_description': 'Solid brick, as built, partial insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'below average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.17 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.17 w/m-¦k', 'thermal_transmittance': 1.17, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.18 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m-¦k', 'thermal_transmittance': 0.18, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'System built, with internal insulation', - 'clean_description': 'System built, with internal insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': True, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'average', 'external_insulation': False, 'internal_insulation': True}, - {'original_description': 'Average thermal transmittance 0.17 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m-¦k', 'thermal_transmittance': 0.17, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.12 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.12 w/m-¦k', 'thermal_transmittance': 0.12, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Timber frame, as built, insulated (assumed)', - 'clean_description': 'Timber frame, as built, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': True, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Timber frame, as built, no insulation (assumed)', - 'clean_description': 'Timber frame, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': True, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'none', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Solid brick, with internal insulation', - 'clean_description': 'Solid brick, with internal insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': True}, - {'original_description': 'Average thermal transmittance 0.19 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m-¦k', 'thermal_transmittance': 0.19, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.27 w/m-¦k', 'thermal_transmittance': 0.27, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.14 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m-¦k', 'thermal_transmittance': 0.14, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.16 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m-¦k', 'thermal_transmittance': 0.16, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'System built, as built, partial insulation (assumed)', - 'clean_description': 'System built, as built, partial insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': True, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'below average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.20 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m-¦k', 'thermal_transmittance': 0.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m-¦k', 'thermal_transmittance': 0.15, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.35 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.35 w/m-¦k', 'thermal_transmittance': 0.35, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.30 w/m-¦k', 'thermal_transmittance': 0.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.21 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.21 w/m-¦k', 'thermal_transmittance': 0.21, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.10 w/m-¦k', 'thermal_transmittance': 2.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.24 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.24 w/m-¦k', 'thermal_transmittance': 1.24, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.56 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.56 w/m-¦k', 'thermal_transmittance': 1.56, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.58 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.58 w/m-¦k', 'thermal_transmittance': 1.58, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Solid brick, with external insulation', - 'clean_description': 'Solid brick, with external insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': True, 'internal_insulation': False}, - {'original_description': 'Cavity wall, with internal insulation', - 'clean_description': 'Cavity wall, with internal insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': True}, - {'original_description': 'Average thermal transmittance 0.25 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m-¦k', 'thermal_transmittance': 0.25, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.24 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.24 w/m-¦k', 'thermal_transmittance': 0.24, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.28 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.28 w/m-¦k', 'thermal_transmittance': 0.28, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m-¦k', 'thermal_transmittance': 0.13, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, filled cavity and internal insulation', - 'clean_description': 'Cavity wall, filled cavity and internal insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': True, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': True}, - {'original_description': 'Average thermal transmittance 0.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.39 w/m-¦k', 'thermal_transmittance': 0.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.45 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.45 w/m-¦k', 'thermal_transmittance': 0.45, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.46 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.46 w/m-¦k', 'thermal_transmittance': 0.46, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.40 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.40 w/m-¦k', 'thermal_transmittance': 0.4, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.97 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.97 w/m-¦k', 'thermal_transmittance': 0.97, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.29 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.29 w/m-¦k', 'thermal_transmittance': 0.29, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.26 w/m-¦k', 'thermal_transmittance': 0.26, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.23 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.23 w/m-¦k', 'thermal_transmittance': 0.23, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.42 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.42 w/m-¦k', 'thermal_transmittance': 0.42, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.00 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.00 w/m-¦k', 'thermal_transmittance': 0.0, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.50 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.50 w/m-¦k', 'thermal_transmittance': 0.5, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.34 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.34 w/m-¦k', 'thermal_transmittance': 0.34, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.57 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.57 w/m-¦k', 'thermal_transmittance': 0.57, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.49 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.49 w/m-¦k', 'thermal_transmittance': 0.49, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Timber frame, with additional insulation', - 'clean_description': 'Timber frame, with additional insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': True, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'above average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.38 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.38 w/m-¦k', 'thermal_transmittance': 0.38, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.95 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.95 w/m-¦k', 'thermal_transmittance': 0.95, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.56 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.56 w/m-¦k', 'thermal_transmittance': 0.56, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.22 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m-¦k', 'thermal_transmittance': 0.22, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.13 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.13 w/m-¦k', 'thermal_transmittance': 1.13, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.52 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.52 w/m-¦k', 'thermal_transmittance': 0.52, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Timber frame, as built, partial insulation (assumed)', - 'clean_description': 'Timber frame, as built, partial insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': True, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'below average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.51 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.51 w/m-¦k', 'thermal_transmittance': 0.51, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.33 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.33 w/m-¦k', 'thermal_transmittance': 0.33, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.32 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.32 w/m-¦k', 'thermal_transmittance': 0.32, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.03 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.03 w/m-¦k', 'thermal_transmittance': 1.03, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, filled cavity and external insulation', - 'clean_description': 'Cavity wall, filled cavity and external insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': True, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': True, 'internal_insulation': False}, - {'original_description': 'Cob, as built', 'clean_description': 'Cob, as built', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': True, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'System built, with external insulation', - 'clean_description': 'System built, with external insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': True, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'average', 'external_insulation': True, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.31 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.31 w/m-¦k', 'thermal_transmittance': 0.31, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.48 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.48 w/m-¦k', 'thermal_transmittance': 0.48, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.06 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.06 w/m-¦k', 'thermal_transmittance': 1.06, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.2 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.2 w/m-¦k', 'thermal_transmittance': 0.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.34 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.34 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.43 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.43 w/m-¦k', 'thermal_transmittance': 0.43, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.58 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.58 w/m-¦k', 'thermal_transmittance': 0.58, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, with external insulation', - 'clean_description': 'Cavity wall, with external insulation', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': True, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.37 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.37 w/m-¦k', 'thermal_transmittance': 1.37, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.54 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.54 w/m-¦k', 'thermal_transmittance': 0.54, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.80 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.80 w/m-¦k', 'thermal_transmittance': 0.8, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.49 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.49 w/m-¦k', 'thermal_transmittance': 1.49, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.93 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.93 w/m-¦k', 'thermal_transmittance': 1.93, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.88 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.88 w/m-¦k', 'thermal_transmittance': 1.88, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.53 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.53 w/m-¦k', 'thermal_transmittance': 1.53, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.01 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.01 w/m-¦k', 'thermal_transmittance': 1.01, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.41 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.41 w/m-¦k', 'thermal_transmittance': 1.41, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.66 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.66 w/m-¦k', 'thermal_transmittance': 0.66, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.65 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.65 w/m-¦k', 'thermal_transmittance': 0.65, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.44 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.44 w/m-¦k', 'thermal_transmittance': 0.44, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.68 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.68 w/m-¦k', 'thermal_transmittance': 0.68, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.44 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.44 w/m-¦k', 'thermal_transmittance': 1.44, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Sandstone or limestone, as built, no insulation (assumed)', - 'clean_description': 'Sandstone or limestone, as built, no insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_cavity_wall': False, - 'is_filled_cavity': False, 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': False, 'is_as_built': True, 'is_cob': False, 'is_assumed': True, - 'is_sandstone_or_limestone': True, 'insulation_thickness': 'none', 'external_insulation': False, - 'internal_insulation': False}, {'original_description': 'Granite or whinstone, as built, insulated (assumed)', - 'clean_description': 'Granite or whinstone, as built, insulated (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': True, 'is_as_built': True, 'is_cob': False, - 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'average', 'external_insulation': False, - 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.30 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.30 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.24 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.24 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.11 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m-¦k', 'thermal_transmittance': 0.11, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.62 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.62 w/m-¦k', 'thermal_transmittance': 0.62, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.10 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.61 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.61 w/m-¦k', 'thermal_transmittance': 0.61, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.64 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.64 w/m-¦k', 'thermal_transmittance': 0.64, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.28 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.28 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.29 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.29 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.11 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.11 w/m-¦k', 'thermal_transmittance': 1.11, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.75 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.75 w/m-¦k', 'thermal_transmittance': 0.75, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.3 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.3 w/m-¦k', 'thermal_transmittance': 0.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.36 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.36 w/m-¦k', 'thermal_transmittance': 0.36, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.40 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.40 w/m-¦k', 'thermal_transmittance': 1.4, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.98 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.98 w/m-¦k', 'thermal_transmittance': 0.98, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.37 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.37 w/m-¦k', 'thermal_transmittance': 0.37, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.28 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.28 w/m-¦k', 'thermal_transmittance': 1.28, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.08 w/m-¦k', 'thermal_transmittance': 1.08, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.33 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.33 w/m-¦k', 'thermal_transmittance': 1.33, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.59 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.59 w/m-¦k', 'thermal_transmittance': 0.59, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.96 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.96 w/m-¦k', 'thermal_transmittance': 0.96, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.13 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.13 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.09 w/m-¦k', 'thermal_transmittance': 2.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.1 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.1 w/m-¦k', 'thermal_transmittance': 0.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.16 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.16 w/m-¦k', 'thermal_transmittance': 1.16, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.14 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.14 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.34 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.34 w/m-¦k', 'thermal_transmittance': 1.34, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.04 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.04 w/m-¦k', 'thermal_transmittance': 1.04, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.93 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.93 w/m-¦k', 'thermal_transmittance': 0.93, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.91 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.91 w/m-¦k', 'thermal_transmittance': 0.91, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.05 w/m-¦k', 'thermal_transmittance': 1.05, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.03 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.03 w/m-¦k', 'thermal_transmittance': 2.03, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.92 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.92 w/m-¦k', 'thermal_transmittance': 0.92, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.00 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.00 w/m-¦k', 'thermal_transmittance': 1.0, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.89 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.89 w/m-¦k', 'thermal_transmittance': 0.89, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.63 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.63 w/m-¦k', 'thermal_transmittance': 0.63, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.55 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.55 w/m-¦k', 'thermal_transmittance': 0.55, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.09 w/m-¦k', 'thermal_transmittance': 1.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.83 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.83 w/m-¦k', 'thermal_transmittance': 0.83, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.19 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.19 w/m-¦k', 'thermal_transmittance': 1.19, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.29 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.29 w/m-¦k', 'thermal_transmittance': 1.29, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.27 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.27 w/m-¦k', 'thermal_transmittance': 1.27, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.96 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.96 w/m-¦k', 'thermal_transmittance': 1.96, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.87 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.87 w/m-¦k', 'thermal_transmittance': 0.87, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.69 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.69 w/m-¦k', 'thermal_transmittance': 0.69, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.42 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.42 w/m-¦k', 'thermal_transmittance': 1.42, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.12 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.12 w/m-¦k', 'thermal_transmittance': 1.12, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.18 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.18 w/m-¦k', 'thermal_transmittance': 1.18, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.14 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.14 w/m-¦k', 'thermal_transmittance': 1.14, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.15 w/m-¦k', 'thermal_transmittance': 1.15, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.20 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.20 w/m-¦k', 'thermal_transmittance': 1.2, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.25 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.25 w/m-¦k', 'thermal_transmittance': 1.25, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.15 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.15 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall,', 'clean_description': 'Cavity wall,', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, 'insulation_thickness': None, - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Cavity wall, insulated (assumed)', - 'clean_description': 'Cavity wall, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': True, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': False, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'average', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.55 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.55 w/m-¦k', 'thermal_transmittance': 1.55, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.08 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.08 w/m-¦k', 'thermal_transmittance': 0.08, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.92 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.92 w/m-¦k', 'thermal_transmittance': 1.92, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.27 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.27 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.78 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.78 w/m-¦k', 'thermal_transmittance': 0.78, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.22 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.22 w/m-¦k', 'thermal_transmittance': 1.22, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.32 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.32 w/m-¦k', 'thermal_transmittance': 1.32, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.07 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.07 w/m-¦k', 'thermal_transmittance': 1.07, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.99 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.99 w/m-¦k', 'thermal_transmittance': 0.99, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.41 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.41 w/m-¦k', 'thermal_transmittance': 0.41, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.60 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.60 w/m-¦k', 'thermal_transmittance': 0.6, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.47 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.47 w/m-¦k', 'thermal_transmittance': 0.47, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.85 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.85 w/m-¦k', 'thermal_transmittance': 0.85, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.26 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.26 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.41 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.41 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.73 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.73 w/m-¦k', 'thermal_transmittance': 1.73, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.20 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.20 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.84 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.84 w/m-¦k', 'thermal_transmittance': 0.84, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.72 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.72 w/m-¦k', 'thermal_transmittance': 1.72, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.77 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.77 w/m-¦k', 'thermal_transmittance': 1.77, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.76 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.76 w/m-¦k', 'thermal_transmittance': 0.76, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.81 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.81 w/m-¦k', 'thermal_transmittance': 1.81, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.67 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.67 w/m-¦k', 'thermal_transmittance': 0.67, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.15 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.15 w/m-¦k', 'thermal_transmittance': 2.15, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.18 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.18 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.71 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.71 w/m-¦k', 'thermal_transmittance': 0.71, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.35 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.35 w/m-¦k', 'thermal_transmittance': 1.35, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.86 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.86 w/m-¦k', 'thermal_transmittance': 0.86, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.38 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.38 w/m-¦k', 'thermal_transmittance': 1.38, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.70 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.70 w/m-¦k', 'thermal_transmittance': 1.7, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.90 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.90 w/m-¦k', 'thermal_transmittance': 0.9, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.05 w/m-¦k', 'thermal_transmittance': 2.05, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.4 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.4 w/m-¦k', 'thermal_transmittance': 0.4, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.19 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.19 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.32 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.32 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.31 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.31 w/m-¦k', 'thermal_transmittance': 1.31, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.50 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.50 w/m-¦k', 'thermal_transmittance': 1.5, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Granite or whinstone, as built, no insulation (assumed)', - 'clean_description': 'Granite or whinstone, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': True, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, - 'insulation_thickness': 'none', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.12 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.12 w/m-¦k', 'thermal_transmittance': 2.12, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.99 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.99 w/m-¦k', 'thermal_transmittance': 1.99, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.73 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.73 w/m-¦k', 'thermal_transmittance': 0.73, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.70 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.70 w/m-¦k', 'thermal_transmittance': 0.7, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance -0.67 W/m-¦K', - 'clean_description': 'Average thermal transmittance -0.67 w/m-¦k', 'thermal_transmittance': -0.67, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.77 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.77 w/m-¦k', 'thermal_transmittance': 0.77, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.17 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.17 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.53 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.53 w/m-¦k', 'thermal_transmittance': 0.53, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.00 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.00 w/m-¦k', 'thermal_transmittance': 2.0, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.01 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.01 w/m-¦k', 'thermal_transmittance': 2.01, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.76 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.76 w/m-¦k', 'thermal_transmittance': 1.76, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.16 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.16 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.84 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.84 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.45 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.45 w/m-¦k', 'thermal_transmittance': 1.45, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.74 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.74 w/m-¦k', 'thermal_transmittance': 0.74, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.65 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.65 w/m-¦k', 'thermal_transmittance': 1.65, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.72 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.72 w/m-¦k', 'thermal_transmittance': 0.72, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.16 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.16 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.36 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.36 w/m-¦k', 'thermal_transmittance': 1.36, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.48 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.48 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.21 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.21 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.94 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.94 w/m-¦k', 'thermal_transmittance': 0.94, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.23 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.23 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.52 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.52 w/m-¦k', 'thermal_transmittance': 1.52, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.30 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.30 w/m-¦k', 'thermal_transmittance': 1.3, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.71 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.71 w/m-¦k', 'thermal_transmittance': 1.71, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.90 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.90 w/m-¦k', 'thermal_transmittance': 1.9, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.46 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.46 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.50 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.50 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.31 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.31 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.25 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.25 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.46 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.46 w/m-¦k', 'thermal_transmittance': 1.46, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.81 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.81 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.02 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.02 w/m-¦k', 'thermal_transmittance': 2.02, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.06 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.06 w/m-¦k', 'thermal_transmittance': 0.06, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.09 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.09 w/m-¦k', 'thermal_transmittance': 0.09, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 11.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 11.26 w/m-¦k', 'thermal_transmittance': 11.26, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.14 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.14 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.95 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.95 w/m-¦k', 'thermal_transmittance': 1.95, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.38 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.38 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.10 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 2.10 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.26 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.26 w/m-¦k', 'thermal_transmittance': 1.26, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.10 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.10 w/m-¦k', 'thermal_transmittance': 1.1, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.75 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.75 w/m-¦k', 'thermal_transmittance': 1.75, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.23 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.23 w/m-¦k', 'thermal_transmittance': 1.23, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.22 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.22 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.86 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.86 w/m-¦k', 'thermal_transmittance': 1.86, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.70 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.70 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.58 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.58 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.45 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.45 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.88 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.88 w/m-¦k', 'thermal_transmittance': 0.88, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.02 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.02 w/m-¦k', 'thermal_transmittance': 1.02, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.74 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.74 w/m-¦k', 'thermal_transmittance': 1.74, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.79 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.79 w/m-¦k', 'thermal_transmittance': 0.79, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.81 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.81 w/m-¦k', 'thermal_transmittance': 0.81, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.97 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.97 w/m-¦k', 'thermal_transmittance': 1.97, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.61 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.61 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.37 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.37 w/m-¦k', 'thermal_transmittance': 2.37, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.82 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.82 w/m-¦k', 'thermal_transmittance': 2.82, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 3.04 W/m-¦K', - 'clean_description': 'Average thermal transmittance 3.04 w/m-¦k', 'thermal_transmittance': 3.04, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.98 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.98 w/m-¦k', 'thermal_transmittance': 2.98, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 3.17 W/m-¦K', - 'clean_description': 'Average thermal transmittance 3.17 w/m-¦k', 'thermal_transmittance': 3.17, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.82 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.82 w/m-¦k', 'thermal_transmittance': 0.82, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.40 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.40 w/m-¦k', 'thermal_transmittance': 2.4, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.67 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.67 w/m-¦k', 'thermal_transmittance': 1.67, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Sandstone or limestone, as built, partial insulation (assumed)', - 'clean_description': 'Sandstone or limestone, as built, partial insulation (assumed)', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, 'is_cavity_wall': False, - 'is_filled_cavity': False, 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': False, 'is_as_built': True, 'is_cob': False, 'is_assumed': True, - 'is_sandstone_or_limestone': True, 'insulation_thickness': 'below average', 'external_insulation': False, - 'internal_insulation': False}, {'original_description': 'Average thermal transmittance 0.35 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.35 w/m+é-¦k', - 'thermal_transmittance': None, 'thermal_transmittance_unit': None, - 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': False, - 'is_system_built': False, 'is_timber_frame': False, - 'is_granite_or_whinstone': False, 'is_as_built': False, 'is_cob': False, - 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, - 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.12 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.12 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.82 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.82 w/m-¦k', 'thermal_transmittance': 1.82, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.57 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.57 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.59 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.59 w/m-¦k', 'thermal_transmittance': 1.59, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.51 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.51 w/m-¦k', 'thermal_transmittance': 1.51, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.21 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.21 w/m-¦k', 'thermal_transmittance': 1.21, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.61 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.61 w/m-¦k', 'thermal_transmittance': 1.61, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.31 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.31 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Briciau solet, fel yGÇÖu hadeiladwyd, dim inswleiddio (rhagdybiaeth)', - 'clean_description': 'Solid brick, as built, no insulation (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, 'is_solid_brick': True, - 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, 'is_as_built': True, - 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': False, 'insulation_thickness': 'none', - 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.18 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.18 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.33 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.33 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.64 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.64 w/m-¦k', 'thermal_transmittance': 1.64, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.39 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.39 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Sandstone or limestone, as built, insulated (assumed)', - 'clean_description': 'Sandstone or limestone, as built, insulated (assumed)', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': True, 'is_cob': False, 'is_assumed': True, 'is_sandstone_or_limestone': True, - 'insulation_thickness': 'average', 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.68 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.68 w/m-¦k', 'thermal_transmittance': 1.68, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.67 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.67 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.39 w/m-¦k', 'thermal_transmittance': 1.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.52 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.52 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.69 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.69 w/m-¦k', 'thermal_transmittance': 1.69, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.87 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.87 w/m-¦k', 'thermal_transmittance': 1.87, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.11 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.11 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.38 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.38 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.43 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.43 w/m-¦k', 'thermal_transmittance': 1.43, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.47 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.47 w/m-¦k', 'thermal_transmittance': 1.47, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.03 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.03 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.07 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.07 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.15 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.15 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.12 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.12 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.17 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.17 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.35 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.35 w/m-¦k', 'thermal_transmittance': 2.35, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 2.39 W/m-¦K', - 'clean_description': 'Average thermal transmittance 2.39 w/m-¦k', 'thermal_transmittance': 2.39, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.62 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.62 w/m-¦k', 'thermal_transmittance': 1.62, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.68 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.68 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.26 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.26 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.88 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.88 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.90 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.90 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.85 W/m-¦K', - 'clean_description': 'Average thermal transmittance 1.85 w/m-¦k', 'thermal_transmittance': 1.85, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.60 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 0.60 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 1.49 W/m+é-¦K', - 'clean_description': 'Average thermal transmittance 1.49 w/m+é-¦k', 'thermal_transmittance': None, - 'thermal_transmittance_unit': None, 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.05 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.05 w/m-¦k', 'thermal_transmittance': 0.05, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}, - {'original_description': 'Average thermal transmittance 0.07 W/m-¦K', - 'clean_description': 'Average thermal transmittance 0.07 w/m-¦k', 'thermal_transmittance': 0.07, - 'thermal_transmittance_unit': 'w/m-¦k', 'is_cavity_wall': False, 'is_filled_cavity': False, - 'is_solid_brick': False, 'is_system_built': False, 'is_timber_frame': False, 'is_granite_or_whinstone': False, - 'is_as_built': False, 'is_cob': False, 'is_assumed': False, 'is_sandstone_or_limestone': False, - 'insulation_thickness': None, 'external_insulation': False, 'internal_insulation': False}], - 'windows-description': [ - {'original_description': 'Fully double glazed', 'clean_description': 'Fully double glazed', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'double', 'no_data': False}, - {'original_description': 'Single glazed', 'clean_description': 'Single glazed', 'has_glazing': True, - 'glazing_coverage': 'full', 'glazing_type': 'single', 'no_data': False}, - {'original_description': 'Partial secondary glazing', 'clean_description': 'Partial secondary glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'secondary', 'no_data': False}, - {'original_description': 'Some double glazing', 'clean_description': 'Some double glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'double', 'no_data': False}, - {'original_description': 'Fully triple glazed', 'clean_description': 'Fully triple glazed', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'triple', 'no_data': False}, - {'original_description': 'High performance glazing', 'clean_description': 'High performance glazing', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'high performance', 'no_data': False}, - {'original_description': 'Partial double glazing', 'clean_description': 'Partial double glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'double', 'no_data': False}, - {'original_description': 'Full secondary glazing', 'clean_description': 'Full secondary glazing', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'secondary', 'no_data': False}, - {'original_description': 'Multiple glazing throughout', - 'clean_description': 'Multiple glazing throughout', 'has_glazing': True, 'glazing_coverage': 'full', - 'glazing_type': 'multiple', 'no_data': False}, - {'original_description': 'Mostly secondary glazing', 'clean_description': 'Mostly secondary glazing', - 'has_glazing': True, 'glazing_coverage': 'most', 'glazing_type': 'secondary', 'no_data': False}, - {'original_description': 'Mostly double glazing', 'clean_description': 'Mostly double glazing', - 'has_glazing': True, 'glazing_coverage': 'most', 'glazing_type': 'double', 'no_data': False}, - {'original_description': 'Some secondary glazing', 'clean_description': 'Some secondary glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'secondary', 'no_data': False}, - {'original_description': 'Mostly multiple glazing', 'clean_description': 'Mostly multiple glazing', - 'has_glazing': True, 'glazing_coverage': 'most', 'glazing_type': 'multiple', 'no_data': False}, - {'original_description': 'Mostly triple glazing', 'clean_description': 'Mostly triple glazing', - 'has_glazing': True, 'glazing_coverage': 'most', 'glazing_type': 'triple', 'no_data': False}, - {'original_description': 'Partial multiple glazing', 'clean_description': 'Partial multiple glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'multiple', 'no_data': False}, - {'original_description': 'Some triple glazing', 'clean_description': 'Some triple glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'triple', 'no_data': False}, - {'original_description': 'Fully secondary glazing', 'clean_description': 'Fully secondary glazing', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'secondary', 'no_data': False}, - {'original_description': 'Single glazeddouble glazing', - 'clean_description': 'Single glazeddouble glazing', 'has_glazing': True, 'glazing_coverage': 'full', - 'glazing_type': 'double', 'no_data': False}, - {'original_description': '', 'clean_description': '', 'has_glazing': False, 'glazing_coverage': None, - 'glazing_type': None, 'no_data': True}, - {'original_description': 'Partial triple glazing', 'clean_description': 'Partial triple glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'triple', 'no_data': False}, - {'original_description': 'Some multiple glazing', 'clean_description': 'Some multiple glazing', - 'has_glazing': True, 'glazing_coverage': 'partial', 'glazing_type': 'multiple', 'no_data': False}, - {'original_description': 'Multiple glazing throughout ', - 'clean_description': 'Multiple glazing throughout ', 'has_glazing': True, 'glazing_coverage': 'full', - 'glazing_type': 'multiple', 'no_data': False}, - {'original_description': 'Gwydrau dwbl llawn', 'clean_description': 'Full double glazing', - 'has_glazing': True, 'glazing_coverage': 'full', 'glazing_type': 'double', 'no_data': False}], - 'lighting-description': [{'original_description': 'Low energy lighting in 63% of fixed outlets', - 'clean_description': 'Low energy lighting in 63% of fixed outlets', - 'low_energy_proportion': 0.63}, - {'original_description': 'Low energy lighting in all fixed outlets', - 'clean_description': 'Low energy lighting in all fixed outlets', - 'low_energy_proportion': 1}, {'original_description': 'No low energy lighting', - 'clean_description': 'No low energy lighting', - 'low_energy_proportion': 0}, - {'original_description': 'Low energy lighting in 60% of fixed outlets', - 'clean_description': 'Low energy lighting in 60% of fixed outlets', - 'low_energy_proportion': 0.6}, - {'original_description': 'Low energy lighting in 67% of fixed outlets', - 'clean_description': 'Low energy lighting in 67% of fixed outlets', - 'low_energy_proportion': 0.67}, - {'original_description': 'Low energy lighting in 29% of fixed outlets', - 'clean_description': 'Low energy lighting in 29% of fixed outlets', - 'low_energy_proportion': 0.29}, - {'original_description': 'Low energy lighting in 50% of fixed outlets', - 'clean_description': 'Low energy lighting in 50% of fixed outlets', - 'low_energy_proportion': 0.5}, - {'original_description': 'Low energy lighting in 20% of fixed outlets', - 'clean_description': 'Low energy lighting in 20% of fixed outlets', - 'low_energy_proportion': 0.2}, - {'original_description': 'Low energy lighting in 33% of fixed outlets', - 'clean_description': 'Low energy lighting in 33% of fixed outlets', - 'low_energy_proportion': 0.33}, - {'original_description': 'Low energy lighting in 57% of fixed outlets', - 'clean_description': 'Low energy lighting in 57% of fixed outlets', - 'low_energy_proportion': 0.57}, - {'original_description': 'Low energy lighting in 42% of fixed outlets', - 'clean_description': 'Low energy lighting in 42% of fixed outlets', - 'low_energy_proportion': 0.42}, - {'original_description': 'Low energy lighting in 40% of fixed outlets', - 'clean_description': 'Low energy lighting in 40% of fixed outlets', - 'low_energy_proportion': 0.4}, - {'original_description': 'Low energy lighting in 85% of fixed outlets', - 'clean_description': 'Low energy lighting in 85% of fixed outlets', - 'low_energy_proportion': 0.85}, - {'original_description': 'Low energy lighting in 71% of fixed outlets', - 'clean_description': 'Low energy lighting in 71% of fixed outlets', - 'low_energy_proportion': 0.71}, - {'original_description': 'Low energy lighting in 43% of fixed outlets', - 'clean_description': 'Low energy lighting in 43% of fixed outlets', - 'low_energy_proportion': 0.43}, - {'original_description': 'Low energy lighting in 15% of fixed outlets', - 'clean_description': 'Low energy lighting in 15% of fixed outlets', - 'low_energy_proportion': 0.15}, - {'original_description': 'Low energy lighting in 75% of fixed outlets', - 'clean_description': 'Low energy lighting in 75% of fixed outlets', - 'low_energy_proportion': 0.75}, - {'original_description': 'Low energy lighting in 17% of fixed outlets', - 'clean_description': 'Low energy lighting in 17% of fixed outlets', - 'low_energy_proportion': 0.17}, - {'original_description': 'Low energy lighting in 8% of fixed outlets', - 'clean_description': 'Low energy lighting in 8% of fixed outlets', - 'low_energy_proportion': 0.08}, - {'original_description': 'Low energy lighting in 86% of fixed outlets', - 'clean_description': 'Low energy lighting in 86% of fixed outlets', - 'low_energy_proportion': 0.86}, - {'original_description': 'Low energy lighting in 30% of fixed outlets', - 'clean_description': 'Low energy lighting in 30% of fixed outlets', - 'low_energy_proportion': 0.3}, - {'original_description': 'Low energy lighting in 59% of fixed outlets', - 'clean_description': 'Low energy lighting in 59% of fixed outlets', - 'low_energy_proportion': 0.59}, - {'original_description': 'Low energy lighting in 10% of fixed outlets', - 'clean_description': 'Low energy lighting in 10% of fixed outlets', - 'low_energy_proportion': 0.1}, - {'original_description': 'Low energy lighting in 83% of fixed outlets', - 'clean_description': 'Low energy lighting in 83% of fixed outlets', - 'low_energy_proportion': 0.83}, - {'original_description': 'Low energy lighting in 80% of fixed outlets', - 'clean_description': 'Low energy lighting in 80% of fixed outlets', - 'low_energy_proportion': 0.8}, - {'original_description': 'Low energy lighting in 78% of fixed outlets', - 'clean_description': 'Low energy lighting in 78% of fixed outlets', - 'low_energy_proportion': 0.78}, - {'original_description': 'Low energy lighting in 58% of fixed outlets', - 'clean_description': 'Low energy lighting in 58% of fixed outlets', - 'low_energy_proportion': 0.58}, - {'original_description': 'Low energy lighting in 88% of fixed outlets', - 'clean_description': 'Low energy lighting in 88% of fixed outlets', - 'low_energy_proportion': 0.88}, - {'original_description': 'Low energy lighting in 84% of fixed outlets', - 'clean_description': 'Low energy lighting in 84% of fixed outlets', - 'low_energy_proportion': 0.84}, - {'original_description': 'Low energy lighting in 87% of fixed outlets', - 'clean_description': 'Low energy lighting in 87% of fixed outlets', - 'low_energy_proportion': 0.87}, - {'original_description': 'Low energy lighting in 81% of fixed outlets', - 'clean_description': 'Low energy lighting in 81% of fixed outlets', - 'low_energy_proportion': 0.81}, - {'original_description': 'Low energy lighting in 14% of fixed outlets', - 'clean_description': 'Low energy lighting in 14% of fixed outlets', - 'low_energy_proportion': 0.14}, - {'original_description': 'Low energy lighting in 73% of fixed outlets', - 'clean_description': 'Low energy lighting in 73% of fixed outlets', - 'low_energy_proportion': 0.73}, - {'original_description': 'Low energy lighting in 90% of fixed outlets', - 'clean_description': 'Low energy lighting in 90% of fixed outlets', - 'low_energy_proportion': 0.9}, - {'original_description': 'Low energy lighting in 79% of fixed outlets', - 'clean_description': 'Low energy lighting in 79% of fixed outlets', - 'low_energy_proportion': 0.79}, - {'original_description': 'Low energy lighting in 56% of fixed outlets', - 'clean_description': 'Low energy lighting in 56% of fixed outlets', - 'low_energy_proportion': 0.56}, - {'original_description': 'Low energy lighting in 76% of fixed outlets', - 'clean_description': 'Low energy lighting in 76% of fixed outlets', - 'low_energy_proportion': 0.76}, - {'original_description': 'Low energy lighting in 91% of fixed outlets', - 'clean_description': 'Low energy lighting in 91% of fixed outlets', - 'low_energy_proportion': 0.91}, - {'original_description': 'Low energy lighting in 82% of fixed outlets', - 'clean_description': 'Low energy lighting in 82% of fixed outlets', - 'low_energy_proportion': 0.82}, - {'original_description': 'Low energy lighting in 92% of fixed outlets', - 'clean_description': 'Low energy lighting in 92% of fixed outlets', - 'low_energy_proportion': 0.92}, - {'original_description': 'Low energy lighting in 93% of fixed outlets', - 'clean_description': 'Low energy lighting in 93% of fixed outlets', - 'low_energy_proportion': 0.93}, - {'original_description': 'Low energy lighting in 70% of fixed outlets', - 'clean_description': 'Low energy lighting in 70% of fixed outlets', - 'low_energy_proportion': 0.7}, - {'original_description': 'Low energy lighting in 25% of fixed outlets', - 'clean_description': 'Low energy lighting in 25% of fixed outlets', - 'low_energy_proportion': 0.25}, - {'original_description': 'Low energy lighting in 38% of fixed outlets', - 'clean_description': 'Low energy lighting in 38% of fixed outlets', - 'low_energy_proportion': 0.38}, - {'original_description': 'Low energy lighting in 89% of fixed outlets', - 'clean_description': 'Low energy lighting in 89% of fixed outlets', - 'low_energy_proportion': 0.89}, - {'original_description': 'Low energy lighting in 44% of fixed outlets', - 'clean_description': 'Low energy lighting in 44% of fixed outlets', - 'low_energy_proportion': 0.44}, - {'original_description': 'Low energy lighting in 45% of fixed outlets', - 'clean_description': 'Low energy lighting in 45% of fixed outlets', - 'low_energy_proportion': 0.45}, - {'original_description': 'Low energy lighting in 47% of fixed outlets', - 'clean_description': 'Low energy lighting in 47% of fixed outlets', - 'low_energy_proportion': 0.47}, - {'original_description': 'Low energy lighting in 53% of fixed outlets', - 'clean_description': 'Low energy lighting in 53% of fixed outlets', - 'low_energy_proportion': 0.53}, - {'original_description': 'Low energy lighting in 26% of fixed outlets', - 'clean_description': 'Low energy lighting in 26% of fixed outlets', - 'low_energy_proportion': 0.26}, - {'original_description': 'Low energy lighting in 54% of fixed outlets', - 'clean_description': 'Low energy lighting in 54% of fixed outlets', - 'low_energy_proportion': 0.54}, - {'original_description': 'Low energy lighting in 13% of fixed outlets', - 'clean_description': 'Low energy lighting in 13% of fixed outlets', - 'low_energy_proportion': 0.13}, - {'original_description': 'Low energy lighting in 62% of fixed outlets', - 'clean_description': 'Low energy lighting in 62% of fixed outlets', - 'low_energy_proportion': 0.62}, - {'original_description': 'Low energy lighting in 69% of fixed outlets', - 'clean_description': 'Low energy lighting in 69% of fixed outlets', - 'low_energy_proportion': 0.69}, - {'original_description': 'Low energy lighting in 77% of fixed outlets', - 'clean_description': 'Low energy lighting in 77% of fixed outlets', - 'low_energy_proportion': 0.77}, - {'original_description': 'Low energy lighting in 94% of fixed outlets', - 'clean_description': 'Low energy lighting in 94% of fixed outlets', - 'low_energy_proportion': 0.94}, - {'original_description': 'Low energy lighting in 35% of fixed outlets', - 'clean_description': 'Low energy lighting in 35% of fixed outlets', - 'low_energy_proportion': 0.35}, - {'original_description': 'Low energy lighting in 68% of fixed outlets', - 'clean_description': 'Low energy lighting in 68% of fixed outlets', - 'low_energy_proportion': 0.68}, - {'original_description': 'Low energy lighting in 55% of fixed outlets', - 'clean_description': 'Low energy lighting in 55% of fixed outlets', - 'low_energy_proportion': 0.55}, - {'original_description': 'Low energy lighting in 27% of fixed outlets', - 'clean_description': 'Low energy lighting in 27% of fixed outlets', - 'low_energy_proportion': 0.27}, - {'original_description': 'Low energy lighting in 11% of fixed outlets', - 'clean_description': 'Low energy lighting in 11% of fixed outlets', - 'low_energy_proportion': 0.11}, - {'original_description': 'Low energy lighting in 22% of fixed outlets', - 'clean_description': 'Low energy lighting in 22% of fixed outlets', - 'low_energy_proportion': 0.22}, - {'original_description': 'Low energy lighting in 7% of fixed outlets', - 'clean_description': 'Low energy lighting in 7% of fixed outlets', - 'low_energy_proportion': 0.07}, - {'original_description': 'Low energy lighting in 96% of fixed outlets', - 'clean_description': 'Low energy lighting in 96% of fixed outlets', - 'low_energy_proportion': 0.96}, - {'original_description': 'Low energy lighting in 6% of fixed outlets', - 'clean_description': 'Low energy lighting in 6% of fixed outlets', - 'low_energy_proportion': 0.06}, - {'original_description': 'Low energy lighting in 46% of fixed outlets', - 'clean_description': 'Low energy lighting in 46% of fixed outlets', - 'low_energy_proportion': 0.46}, - {'original_description': 'Low energy lighting in 65% of fixed outlets', - 'clean_description': 'Low energy lighting in 65% of fixed outlets', - 'low_energy_proportion': 0.65}, - {'original_description': 'Low energy lighting in 12% of fixed outlets', - 'clean_description': 'Low energy lighting in 12% of fixed outlets', - 'low_energy_proportion': 0.12}, - {'original_description': 'Low energy lighting in 5% of fixed outlets', - 'clean_description': 'Low energy lighting in 5% of fixed outlets', - 'low_energy_proportion': 0.05}, - {'original_description': 'Low energy lighting in 64% of fixed outlets', - 'clean_description': 'Low energy lighting in 64% of fixed outlets', - 'low_energy_proportion': 0.64}, - {'original_description': 'Low energy lighting in 31% of fixed outlets', - 'clean_description': 'Low energy lighting in 31% of fixed outlets', - 'low_energy_proportion': 0.31}, - {'original_description': 'Low energy lighting in 21% of fixed outlets', - 'clean_description': 'Low energy lighting in 21% of fixed outlets', - 'low_energy_proportion': 0.21}, - {'original_description': 'Low energy lighting in 24% of fixed outlets', - 'clean_description': 'Low energy lighting in 24% of fixed outlets', - 'low_energy_proportion': 0.24}, - {'original_description': 'Low energy lighting in 18% of fixed outlets', - 'clean_description': 'Low energy lighting in 18% of fixed outlets', - 'low_energy_proportion': 0.18}, - {'original_description': 'Low energy lighting in 9% of fixed outlets', - 'clean_description': 'Low energy lighting in 9% of fixed outlets', - 'low_energy_proportion': 0.09}, - {'original_description': 'Low energy lighting in 72% of fixed outlets', - 'clean_description': 'Low energy lighting in 72% of fixed outlets', - 'low_energy_proportion': 0.72}, - {'original_description': 'Low energy lighting in 36% of fixed outlets', - 'clean_description': 'Low energy lighting in 36% of fixed outlets', - 'low_energy_proportion': 0.36}, - {'original_description': 'Low energy lighting in 74% of fixed outlets', - 'clean_description': 'Low energy lighting in 74% of fixed outlets', - 'low_energy_proportion': 0.74}, - {'original_description': 'Low energy lighting in 19% of fixed outlets', - 'clean_description': 'Low energy lighting in 19% of fixed outlets', - 'low_energy_proportion': 0.19}, - {'original_description': 'Low energy lighting in 23% of fixed outlets', - 'clean_description': 'Low energy lighting in 23% of fixed outlets', - 'low_energy_proportion': 0.23}, - {'original_description': 'Low energy lighting in 4% of fixed outlets', - 'clean_description': 'Low energy lighting in 4% of fixed outlets', - 'low_energy_proportion': 0.04}, - {'original_description': 'Low energy lighting in 37% of fixed outlets', - 'clean_description': 'Low energy lighting in 37% of fixed outlets', - 'low_energy_proportion': 0.37}, - {'original_description': 'Low energy lighting in 52% of fixed outlets', - 'clean_description': 'Low energy lighting in 52% of fixed outlets', - 'low_energy_proportion': 0.52}, - {'original_description': 'Low energy lighting in 28% of fixed outlets', - 'clean_description': 'Low energy lighting in 28% of fixed outlets', - 'low_energy_proportion': 0.28}, - {'original_description': 'Low energy lighting in 3% of fixed outlets', - 'clean_description': 'Low energy lighting in 3% of fixed outlets', - 'low_energy_proportion': 0.03}, - {'original_description': 'Low energy lighting in 95% of fixed outlets', - 'clean_description': 'Low energy lighting in 95% of fixed outlets', - 'low_energy_proportion': 0.95}, - {'original_description': 'Low energy lighting in 41% of fixed outlets', - 'clean_description': 'Low energy lighting in 41% of fixed outlets', - 'low_energy_proportion': 0.41}, - {'original_description': 'Low energy lighting in 48% of fixed outlets', - 'clean_description': 'Low energy lighting in 48% of fixed outlets', - 'low_energy_proportion': 0.48}, {'original_description': 'No Low energy lighting', - 'clean_description': 'No low energy lighting', - 'low_energy_proportion': 0}, - {'original_description': 'Low energy lighting in 32% of fixed outlets', - 'clean_description': 'Low energy lighting in 32% of fixed outlets', - 'low_energy_proportion': 0.32}, - {'original_description': 'Low energy lighting in 100% of fixed outlets', - 'clean_description': 'Low energy lighting in 100% of fixed outlets', - 'low_energy_proportion': 1.0}, - {'original_description': 'Low energy lighting in 61% of fixed outlets', - 'clean_description': 'Low energy lighting in 61% of fixed outlets', - 'low_energy_proportion': 0.61}, - {'original_description': 'Low energy lighting in 39% of fixed outlets', - 'clean_description': 'Low energy lighting in 39% of fixed outlets', - 'low_energy_proportion': 0.39}, - {'original_description': 'Low energy lighting in 66% of fixed outlets', - 'clean_description': 'Low energy lighting in 66% of fixed outlets', - 'low_energy_proportion': 0.66}, - {'original_description': 'Low energy lighting in 16% of fixed outlets', - 'clean_description': 'Low energy lighting in 16% of fixed outlets', - 'low_energy_proportion': 0.16}, - {'original_description': 'Low energy lighting in 97% of fixed outlets', - 'clean_description': 'Low energy lighting in 97% of fixed outlets', - 'low_energy_proportion': 0.97}, - {'original_description': 'Low energy lighting in 34% of fixed outlets', - 'clean_description': 'Low energy lighting in 34% of fixed outlets', - 'low_energy_proportion': 0.34}, - {'original_description': 'Low energy lighting in 98% of fixed outlets', - 'clean_description': 'Low energy lighting in 98% of fixed outlets', - 'low_energy_proportion': 0.98}, - {'original_description': 'Low energy lighting in 51% of fixed outlets', - 'clean_description': 'Low energy lighting in 51% of fixed outlets', - 'low_energy_proportion': 0.51}, - {'original_description': 'Below average lighting efficiency', - 'clean_description': 'Below average lighting efficiency', - 'low_energy_proportion': 0.0}, - {'original_description': 'Low energy lighting in 99% of fixed outlets', - 'clean_description': 'Low energy lighting in 99% of fixed outlets', - 'low_energy_proportion': 0.99}, - {'original_description': 'Low energy lighting in 49% of fixed outlets', - 'clean_description': 'Low energy lighting in 49% of fixed outlets', - 'low_energy_proportion': 0.49}, - {'original_description': 'Good lighting efficiency', - 'clean_description': 'Good lighting efficiency', - 'low_energy_proportion': 99.26666666666667}, - {'original_description': 'Low energy lighting in 1% of fixed outlets', - 'clean_description': 'Low energy lighting in 1% of fixed outlets', - 'low_energy_proportion': 0.01}, - {'original_description': 'Low energy lighting in 2% of fixed outlets', - 'clean_description': 'Low energy lighting in 2% of fixed outlets', - 'low_energy_proportion': 0.02}, - {'original_description': 'Excelent lighting efficiency', - 'clean_description': 'Excellent lighting efficiency', - 'low_energy_proportion': 100.0}, - {'original_description': 'Goleuadau ynni-isel mewn 60% oGÇÖr mannau gosod', - 'clean_description': 'Goleuadau anna-isle men 60% ogçör manna good', - 'low_energy_proportion': 0.6}]} diff --git a/backend/ml_models/sap_change_model/api.py b/backend/ml_models/sap_change_model/api.py index 4ef4dc23..fd15ccd1 100644 --- a/backend/ml_models/sap_change_model/api.py +++ b/backend/ml_models/sap_change_model/api.py @@ -1,32 +1,71 @@ +import pandas as pd import requests from requests.exceptions import RequestException from utils.logger import setup_logger +from utils.s3 import save_dataframe_to_s3_parquet logger = setup_logger() class SAPChangeModelAPI: - def __init__(self, base_url="https://api.dev.hestia.homes"): + def __init__( + self, + portfolio_id, + timestamp, + base_url="https://api.dev.hestia.homes", + ): + """ + property_id (int, optional): : + :param portfolio_id: The portfolio ID to be passed in the request payload. Defaults to 4. + :param timestamp: The creation timestamp to be passed in the request payload. Defaults to None. + :param base_url: + """ self.base_url = base_url + self.portfolio_id = portfolio_id + self.timestamp = timestamp - def predict(self, file_location, property_id="", portfolio_id=4, created_at=None): + def upload_scoring_data(self, df: pd.DataFrame, bucket: str) -> str: + """ + The sap model api needs a scoring data that is sitting in s3 to use as a dataset to score on + This method allows the user to upload a table as a parquet file. This method will return the file + location, which can be used as the file location in the predict() method + + :param df: Pandas dataframe with scoring data to be uploaded to s3 + :param bucket: Name of the bucket in s3 to upload to + :return: + """ + + # Store parquet file in s3 for scoring + file_location = "sap_change_predictions/{portfolio_id}/{timestamp}.parquet".format( + portfolio_id=self.portfolio_id, + timestamp=self.timestamp + ) + + logger.info("Storing scoring data to s3") + save_dataframe_to_s3_parquet( + df=df, + bucket_name=bucket, + file_key=file_location + ) + + return file_location + + def predict(self, file_location): """Makes a POST request to the SAP Change Model API with the provided parameters. Args: file_location (str): The file location to be passed in the request payload. - property_id (int, optional): The property ID to be passed in the request payload. Defaults to 999. - portfolio_id (int, optional): The portfolio ID to be passed in the request payload. Defaults to 4. - created_at (str, optional): The creation timestamp to be passed in the request payload. Defaults to None. Returns: dict: The API response as a dictionary if the request was successful, None otherwise. """ + logger.info("Making request to sap change api") url = f"{self.base_url}/sapmodel/predict" payload = { "file_location": f"s3://retrofit-data-dev/{file_location}", - "property_id": property_id, - "portfolio_id": portfolio_id, - "created_at": created_at + "property_id": "", # This should get removed + "portfolio_id": self.portfolio_id, + "created_at": self.timestamp } try: diff --git a/backend/requirements/base.txt b/backend/requirements/base.txt index de173db2..ce43ce0a 100644 --- a/backend/requirements/base.txt +++ b/backend/requirements/base.txt @@ -1,3 +1,4 @@ +msgpack==1.0.5 anyio==3.7.1 cffi==1.15.1 click==8.1.3 diff --git a/backend/tests/test_property.py b/backend/tests/test_property.py index 1305a7db..679b25b0 100644 --- a/backend/tests/test_property.py +++ b/backend/tests/test_property.py @@ -2,7 +2,7 @@ import pytest import pandas as pd from unittest.mock import Mock from epc_api.client import EpcClient -from model_data.Property import Property +from backend.Property import Property from open_uprn.OpenUprnClient import OpenUprnClient from model_data.EpcClean import EpcClean @@ -19,6 +19,18 @@ mock_epc_response = { "hotwater-description": "Hot Water Description", "transaction-type": "rental", "lighting-description": "Good Lighting Efficiency", + "energy-consumption-current": "50", + "co2-emissions-current": "123", + "mechanical-ventilation": "natural", + 'photo-supply': 0, + "solar-water-heating-flag": "N", + "wind-turbine-count": 0, + "extension-count": 0, + "heat-loss-corridor": "no corridor", + "unheated-corridor-length": 0, + "mains-gas-flag": "Y", + "floor-height": 2.5, + "total-floor-area": 100 }, { "inspection-date": "2023-05-01", @@ -30,6 +42,18 @@ mock_epc_response = { "hotwater-description": "Hot Water Description", "transaction-type": "rental", "lighting-description": "Good Lighting Efficiency", + "energy-consumption-current": "50", + "co2-emissions-current": "123", + "mechanical-ventilation": "natural", + 'photo-supply': 0, + "solar-water-heating-flag": "N", + "wind-turbine-count": 0, + "extension-count": 0, + "heat-loss-corridor": "no corridor", + "unheated-corridor-length": 0, + "mains-gas-flag": "Y", + "floor-height": 2.5, + "total-floor-area": 100 } ] } @@ -42,6 +66,18 @@ mock_epc_response_dupe = { 'mainheat-description': 'Main Heating Description', 'hotwater-description': 'Hot Water Description', "transaction-type": "rental", "lighting-description": "Good Lighting Efficiency", + "energy-consumption-current": "50", + "co2-emissions-current": "123", + "mechanical-ventilation": "natural", + 'photo-supply': 0, + "solar-water-heating-flag": "N", + "wind-turbine-count": 0, + "extension-count": 0, + "heat-loss-corridor": "no corridor", + "unheated-corridor-length": 0, + "mains-gas-flag": "Y", + "floor-height": 2.5, + "total-floor-area": 100 }, { 'inspection-date': '2023-05-01', 'some-other-key': 'some-other-value', @@ -50,6 +86,18 @@ mock_epc_response_dupe = { 'hotwater-description': 'Hot Water Description', "transaction-type": "rental", "lighting-description": "Good Lighting Efficiency", + "energy-consumption-current": "50", + "co2-emissions-current": "123", + "mechanical-ventilation": "natural", + 'photo-supply': 0, + "solar-water-heating-flag": "N", + "wind-turbine-count": 0, + "extension-count": 0, + "heat-loss-corridor": "no corridor", + "unheated-corridor-length": 0, + "mains-gas-flag": "Y", + "floor-height": 2.5, + "total-floor-area": 100 }, { 'inspection-date': '2023-06-01', 'some-other-key': 'duplicate-date', @@ -58,6 +106,18 @@ mock_epc_response_dupe = { 'mainheat-description': 'Main Heating Description', 'hotwater-description': 'Hot Water Description', "transaction-type": "rental", "lighting-description": "Good Lighting Efficiency", + "energy-consumption-current": "50", + "co2-emissions-current": "123", + "mechanical-ventilation": "natural", + 'photo-supply': 0, + "solar-water-heating-flag": "N", + "wind-turbine-count": 0, + "extension-count": 0, + "heat-loss-corridor": "no corridor", + "unheated-corridor-length": 0, + "mains-gas-flag": "Y", + "floor-height": 2.5, + "total-floor-area": 100 } ] } @@ -66,11 +126,11 @@ mock_epc_response_dupe = { class TestProperty: @pytest.fixture(autouse=True) def property_instance(self, mock_epc_client, mock_open_uprn_client, mock_cleaner): - return Property("AB12CD", "Test Address", epc_client=mock_epc_client) + return Property(1, "AB12CD", "Test Address", epc_client=mock_epc_client) @pytest.fixture(autouse=True) def property_instance_dupe_data(self, mock_epc_client_dupe_data): - return Property("AB12CD", "Test Address", epc_client=mock_epc_client_dupe_data) + return Property(2, "AB12CD", "Test Address", epc_client=mock_epc_client_dupe_data) @pytest.fixture def mock_epc_client(self): @@ -99,15 +159,26 @@ class TestProperty: @pytest.fixture def mock_cleaner(self): - mock_cleaner = Mock(spec=EpcClean(data=[ - {"roof-description": "Roof Description"}, - {"walls-description": "Walls Description"}, - {"windows-description": "Windows Description"}, - {"mainheat-description": "Main Heating Description"}, - {"hotwater-description": "Hot Water Description"}, - {"lighting-description": "Good Lighting Efficiency"}, - {"low-energy-lighting": 0} - ])) + lighting_averages = [ + {'lighting-description': 'good lighting efficiency', 'low-energy-lighting': 99.26666666666667}, + {'lighting-description': 'excellent lighting efficiency', 'low-energy-lighting': 100.0}, + {'lighting-description': 'below average lighting efficiency', 'low-energy-lighting': 0.0} + ] + + cleaner_spec = EpcClean( + data=[ + {"roof-description": "Roof Description"}, + {"walls-description": "Walls Description"}, + {"windows-description": "Windows Description"}, + {"mainheat-description": "Main Heating Description"}, + {"hotwater-description": "Hot Water Description"}, + {"lighting-description": "Good Lighting Efficiency"}, + {"low-energy-lighting": 0} + ], + lighting_averages=lighting_averages + ) + + mock_cleaner = Mock(spec=cleaner_spec) mock_cleaner.cleaned = { "roof-description": [{"original_description": "Roof Description"}], "walls-description": [{"original_description": "Walls Description"}], @@ -119,14 +190,14 @@ class TestProperty: return mock_cleaner def test_init(self, mock_epc_client): - inst1 = Property("AB12CD", "Test Address", epc_client=mock_epc_client) + inst1 = Property(0, "AB12CD", "Test Address", epc_client=mock_epc_client) # Should be mocked auth token assert inst1.epc_client.auth_token == "mocked_auth_token" - inst2 = Property("AB12CD", "Test Address") + inst2 = Property(3, "AB12CD", "Test Address") assert inst2.epc_client.auth_token - inst3 = Property("AB12CD", "Test Address", data={"some": "data"}) + inst3 = Property(4, "AB12CD", "Test Address", data={"some": "data"}) assert inst3.data == {"some": "data"} data = inst3.search_address_epc() @@ -143,29 +214,9 @@ class TestProperty: with pytest.raises(Exception, match="More than one result found for this address - investigate me"): property_instance_dupe_data.search_address_epc() - def test_get_coordinates(self, property_instance, mock_open_uprn_client): - # Set up the mock OpenUprnClient - property_instance.data = {"uprn": 12345} - property_instance.get_coordinates(mock_open_uprn_client) - - # Verify that the coordinates are set correctly - assert property_instance.coordinates == { - "uprn": 12345, - "longitude": 1.2345, - "latitude": 2.3456 - } - - def test_get_coordinates_without_open_uprn_data(self, property_instance, mock_open_uprn_client): - # Modify the mock OpenUprnClient to not have read any data - mock_open_uprn_client.data = None - - # Verify that ValueError is raised when OpenUprnClient data is None - with pytest.raises(ValueError, match="OpenUprnClient has not read data"): - property_instance.get_coordinates(mock_open_uprn_client) - def test_get_components(self, property_instance, mock_cleaner, mock_epc_client): property_instance.search_address_epc() - property_instance.get_components(mock_cleaner) + property_instance.get_components(mock_cleaner.cleaned) # Verify that the components are set correctly assert property_instance.roof == {"original_description": "Roof Description"} @@ -180,7 +231,7 @@ class TestProperty: # Verify that ValueError is raised when EpcClean doesn't contain cleaned data with pytest.raises(ValueError, match="Cleaner does not contain cleaned data"): - property_instance.get_components(mock_cleaner) + property_instance.get_components(mock_cleaner.cleaned) def test_get_components_no_data(self, property_instance, mock_cleaner): # Modify the mock cleaner to have no attributes for a specific description @@ -190,7 +241,7 @@ class TestProperty: # Verify that ValueError is raised when no attributes are found with pytest.raises(ValueError, match="Property does not contain data"): - property_instance.get_components(mock_cleaner) + property_instance.get_components(mock_cleaner.cleaned) def test_get_components_no_attributes(self, property_instance, mock_cleaner): # Modify the mock cleaner to have no attributes for a specific description @@ -201,12 +252,12 @@ class TestProperty: # Verify that ValueError is raised when no attributes are found with pytest.raises(ValueError, match="Either No attributes or multiple found for roof-description"): - property_instance.get_components(mock_cleaner) + property_instance.get_components(mock_cleaner.cleaned) def test_get_components_multiple_attributes(self, property_instance, mock_cleaner): # This shouldn't happen - it would mean a cleaning error property_instance.search_address_epc() - mock_cleaner.cleaned = { + cleaned = { "roof-description": [ {"original_description": "Roof Description"}, {"original_description": "Roof Description"} @@ -215,4 +266,4 @@ class TestProperty: # Verify that ValueError is raised when multiple attributes are found with pytest.raises(ValueError, match="Either No attributes or multiple found for roof-description"): - property_instance.get_components(mock_cleaner) + property_instance.get_components(cleaned) diff --git a/model_data/cleaner_app.py b/model_data/cleaner_app.py index d53f7d5f..1ccb6238 100644 --- a/model_data/cleaner_app.py +++ b/model_data/cleaner_app.py @@ -7,7 +7,7 @@ from model_data.EpcClean import EpcClean from model_data.analysis.UvalueEstimations import UvalueEstimations from model_data.simulation_system.core.Settings import EARLIEST_EPC_DATE from pathlib import Path -from model_data.utils import save_data_to_s3 +from utils.s3 import save_data_to_s3 LAND_REGISTRY_PATHS = [ os.path.abspath(os.path.dirname(__file__)) + "/model_data/local_data/pp-monthly-update-new-version.csv", diff --git a/model_data/epc_attributes/LightingAttributes.py b/model_data/epc_attributes/LightingAttributes.py index 6315db7f..94285170 100644 --- a/model_data/epc_attributes/LightingAttributes.py +++ b/model_data/epc_attributes/LightingAttributes.py @@ -13,14 +13,28 @@ class LightingAttributes: def __init__(self, description, averages): self.description: str = clean_description(description.lower()) - translation = self.WELSH_TEXT.get(self.description) - if translation: - self.nodata = False - self.description = translation + self.welsh_translation_search() self.description = correct_spelling(self.description) self.averages = averages + def welsh_translation_search(self): + """ + For welsh text describing the percentage of low energy lighting, we match the regular + expression and perform the translation + """ + lel_match = re.search(r"goleuadau ynni-isel mewn (\d+)%? ogçör mannau gosod", self.description) + + if lel_match: + # Perform the actual translation + percentage = lel_match.group(1) + self.description = f"low energy lighting in {percentage}% of fixed outlets" + else: + translation = self.WELSH_TEXT.get(self.description) + if translation: + self.nodata = False + self.description = translation + def process(self): description = self.description diff --git a/model_data/simulation_system/core/DataProcessor.py b/model_data/simulation_system/core/DataProcessor.py index 6d61d4d5..c02e6ed5 100644 --- a/model_data/simulation_system/core/DataProcessor.py +++ b/model_data/simulation_system/core/DataProcessor.py @@ -12,6 +12,9 @@ from model_data.simulation_system.core.Settings import ( FLOOR_LEVEL_MAP, BUILT_FORM_REMAP, COLUMNS_TO_MERGE_ON, + COMPONENT_FEATURES, + FIXED_FEATURES, + COLUMNTYPES ) from typing import List @@ -21,9 +24,16 @@ class DataProcessor: Handle data loading and data preprocessing """ - def __init__(self, filepath: Path | None) -> None: + def __init__(self, filepath: Path | None, newdata: bool = False) -> None: + """ + :param filepath: If specified, is the physical location of the data + :param newdata: Indicates if we are processing new, testing data. + In this instance, there are some operations we do not + want to perform, such as confine_data() + """ self.filepath = filepath self.data = None + self.newdata = newdata def load_data(self, low_memory=False) -> None: if not self.filepath: @@ -140,14 +150,30 @@ class DataProcessor: break to_index -= 1 + def reformat_columns(self): + """ + This function applies the re-formattng of columns from lower case to capitalised + + When requesting the epc data from the api, the columns are lower case + and separated by a hyphen, whereas in the bulk download, the columns + are capitalised and separated by underscores. If rename_columns is True + we convert the columns from lower case to capitalised format + :return: + """ + self.data.columns = [col.upper().replace("-", "_") for col in self.data.columns] + def pre_process(self) -> pd.DataFrame: """ Load data and begin initial cleaning """ - if not self.data: + if self.data is None: self.load_data(low_memory=DATA_PROCESSOR_SETTINGS["low_memory"]) - self.confine_data() + if self.newdata: + self.reformat_columns() + + if not self.newdata: + self.confine_data() # We have some non-standard construction age bands which we'll clean for matching self.standardise_construction_age_band() @@ -159,9 +185,10 @@ class DataProcessor: self.clean_multi_glaze_proportion() self.clean_photo_supply() - self.retain_multiple_epc_properties( - epc_minimum_count=DATA_PROCESSOR_SETTINGS["epc_minimum_count"] - ) + if not self.newdata: + self.retain_multiple_epc_properties( + epc_minimum_count=DATA_PROCESSOR_SETTINGS["epc_minimum_count"] + ) self.remap_columns() if DATA_PROCESSOR_SETTINGS["epc_minimum_count"] >= 1: @@ -169,6 +196,8 @@ class DataProcessor: self.fill_na_fields() self.data = self.data.sort_values(["UPRN", "LODGEMENT_DATE"], ascending=True) + # Final re-casting after data transformed and prepared + self.data = self.data.astype(COLUMNTYPES) return self.data @@ -178,6 +207,7 @@ class DataProcessor: """ # Each uprn can fille backward from recent and forward fill from oldest # The groupby changes the order and we use the index to make the original data + filled_data = ( self.data.groupby("UPRN", group_keys=True)[columns_to_fill] .apply(lambda group: group.fillna(method="bfill").fillna(method="ffill")) @@ -188,6 +218,11 @@ class DataProcessor: self.data[columns_to_fill] = filled_data[columns_to_fill] + # For floor area, we also replace "" values with None + self.data[["FLOOR_HEIGHT", "TOTAL_FLOOR_AREA"]] = self.data[ + ["FLOOR_HEIGHT", "TOTAL_FLOOR_AREA"] + ].replace("", None) + def remap_columns(self): """ Remap all columns, for any non values @@ -430,3 +465,24 @@ class DataProcessor: data_to_clean.drop(columns=[f"{col}_AVERAGE"], inplace=True) return data_to_clean + + def get_component_features(self, suffix: str) -> pd.DataFrame: + """ + This function will return the property components such as the walls, roof, heating etc + as well as lodgement date. These are features that we expect might change from one EPC to the + next + :param suffix: Should be one of "_STARTING" or "_ENDING" + :return: Pandas dataframe containing the subset of columns defined in COMPONENT_FEATURES + """ + + if suffix not in ["_STARTING", "_ENDING"]: + raise Exception("Suffix should be one of _STARTING or _ENFING") + + return self.data[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].copy().add_suffix(suffix) + + def get_fixed_features(self) -> pd.DataFrame: + """ + Returns the fixed features that we don't believe should vary from one EPC to the next + :return: Pandas dataframe containing the columns defined in FIXED_FEATURES + """ + return self.data[FIXED_FEATURES] diff --git a/model_data/simulation_system/core/Settings.py b/model_data/simulation_system/core/Settings.py index 01d4151e..c094c085 100644 --- a/model_data/simulation_system/core/Settings.py +++ b/model_data/simulation_system/core/Settings.py @@ -134,6 +134,7 @@ EARLIEST_EPC_DATE = "2014-08-01" RDSAP_RESPONSE = "CURRENT_ENERGY_EFFICIENCY" HEAT_DEMAND_RESPONSE = "ENERGY_CONSUMPTION_CURRENT" +CARBON_RESPONSE = "CO2_EMISSIONS_CURRENT" def ordinal(n): @@ -167,3 +168,29 @@ DATA_PROCESSOR_SETTINGS = { "epc_minimum_count": 1, "column_mappings": {"UPRN": [int, str]}, } + +# This has a manual mapping of the column types required +COLUMNTYPES = { + 'UPRN': 'object', 'TOTAL_FLOOR_AREA': 'float64', 'FLOOR_HEIGHT': 'float64', 'PROPERTY_TYPE': 'object', + 'BUILT_FORM': 'object', 'CONSTITUENCY': 'object', 'NUMBER_HABITABLE_ROOMS': 'float64', + 'NUMBER_HEATED_ROOMS': 'float64', 'FIXED_LIGHTING_OUTLETS_COUNT': 'float64', 'FLOOR_LEVEL': 'float64', + 'CONSTRUCTION_AGE_BAND': 'object', + 'TRANSACTION_TYPE': 'object', + 'WALLS_DESCRIPTION': 'object', + 'FLOOR_DESCRIPTION': 'object', + 'LIGHTING_DESCRIPTION': 'object', + 'ROOF_DESCRIPTION': 'object', + 'MAINHEAT_DESCRIPTION': 'object', + 'HOTWATER_DESCRIPTION': 'object', 'MAIN_FUEL': 'object', + 'MECHANICAL_VENTILATION': 'object', + 'SECONDHEAT_DESCRIPTION': 'object', 'ENERGY_TARIFF': 'object', + 'SOLAR_WATER_HEATING_FLAG': 'object', 'PHOTO_SUPPLY': 'float64', + 'WINDOWS_DESCRIPTION': 'object', + 'GLAZED_TYPE': 'object', + 'MULTI_GLAZE_PROPORTION': 'float64', + 'LOW_ENERGY_LIGHTING': 'float64', + 'NUMBER_OPEN_FIREPLACES': 'float64', + 'MAINHEATCONT_DESCRIPTION': 'object', + 'EXTENSION_COUNT': 'float64', + 'LODGEMENT_DATE': 'object', +} diff --git a/model_data/simulation_system/generate_rdsap_change.py b/model_data/simulation_system/generate_rdsap_change.py index 9aa16438..42c2f878 100644 --- a/model_data/simulation_system/generate_rdsap_change.py +++ b/model_data/simulation_system/generate_rdsap_change.py @@ -1,20 +1,161 @@ import pandas as pd from tqdm import tqdm +import msgpack from pathlib import Path -from simulation_system.core.Settings import ( +from model_data.simulation_system.core.Settings import ( MANDATORY_FIXED_FEATURES, LATEST_FIELD, COMPONENT_FEATURES, RDSAP_RESPONSE, HEAT_DEMAND_RESPONSE, COLUMNS_TO_MERGE_ON, - EARLIEST_EPC_DATE + EARLIEST_EPC_DATE, + CARBON_RESPONSE, ) -from simulation_system.core.DataProcessor import DataProcessor -from utils import save_dataframe_to_s3_parquet +from model_data.simulation_system.core.DataProcessor import DataProcessor +from utils.s3 import save_dataframe_to_s3_parquet, read_from_s3 -DATA_DIRECTORY = Path(__file__).parent / "simulation_system" / "data" / "all-domestic-certificates" +DATA_DIRECTORY = Path(__file__).parent / "model_data" / "simulation_system" / "data" / "all-domestic-certificates" + + +def get_cleaned(): + """ + This function will retrieve the cleaned dataset from s3 which has the cleaned + descriptions for the epc dataset + + This data is stored in MessagePack format and therefore needs to be decoded + :return: + """ + + cleaned = read_from_s3( + s3_file_name="cleaned_epc_data/cleaned.bson", + bucket_name="retrofit-data-dev" + ) + + cleaned = msgpack.unpackb(cleaned, raw=False) + + return cleaned + + +def process_and_prune_desriptions(df, cleaned_lookup): + """ + This method will merge on the cleaned lookup table and ensure that the building fabric in the + starting and ending EPC is consistent, so ensure that we are performing our modelling on the cleanest + possible dataset. + :param df: + :param cleaned_lookup: + :return: + """ + + # TODO: In a future iteration, we can test using the binary features and the insulation thickness + # estimates, we well as estimated U-values + + cols_to_drop = { + "walls": [ + 'original_description', 'thermal_transmittance', + 'thermal_transmittance_unit', 'is_cavity_wall', 'is_filled_cavity', + 'is_solid_brick', 'is_system_built', 'is_timber_frame', + 'is_granite_or_whinstone', 'is_as_built', 'is_cob', 'is_assumed', + 'is_sandstone_or_limestone', 'insulation_thickness', + 'external_insulation', 'internal_insulation', + 'original_description_ENDING', + 'thermal_transmittance_ENDING', 'thermal_transmittance_unit_ENDING', + 'is_cavity_wall_ENDING', 'is_filled_cavity_ENDING', + 'is_solid_brick_ENDING', 'is_system_built_ENDING', + 'is_timber_frame_ENDING', 'is_granite_or_whinstone_ENDING', + 'is_as_built_ENDING', 'is_cob_ENDING', 'is_assumed_ENDING', + 'is_sandstone_or_limestone_ENDING', 'insulation_thickness_ENDING', + 'external_insulation_ENDING', 'internal_insulation_ENDING', + ], + "floor": [ + 'original_description', 'thermal_transmittance', + 'thermal_transmittance_unit', 'is_assumed', 'is_to_unheated_space', + 'is_to_external_air', 'is_suspended', 'is_solid', + 'another_property_below', 'insulation_thickness', 'no_data', + 'original_description_ENDING', + 'thermal_transmittance_ENDING', 'thermal_transmittance_unit_ENDING', + 'is_assumed_ENDING', 'is_to_unheated_space_ENDING', + 'is_to_external_air_ENDING', 'is_suspended_ENDING', 'is_solid_ENDING', + 'another_property_below_ENDING', 'insulation_thickness_ENDING', + 'no_data_ENDING', + ], + "roof": [ + 'original_description', 'clean_description', 'thermal_transmittance', + 'thermal_transmittance_unit', 'is_pitched', 'is_roof_room', 'is_loft', + 'is_flat', 'is_thatched', 'is_at_rafters', 'is_assumed', + 'has_dwelling_above', 'is_valid', 'insulation_thickness', + 'original_description_ENDING', 'clean_description_ENDING', + 'thermal_transmittance_ENDING', 'thermal_transmittance_unit_ENDING', + 'is_pitched_ENDING', 'is_roof_room_ENDING', 'is_loft_ENDING', + 'is_flat_ENDING', 'is_thatched_ENDING', 'is_at_rafters_ENDING', + 'is_assumed_ENDING', 'has_dwelling_above_ENDING', 'is_valid_ENDING', + 'insulation_thickness_ENDING', + ] + + } + + for component in ["walls", "floor", "roof"]: + component_upper = component.upper() + + df = df.merge( + pd.DataFrame(cleaned_lookup[f"{component}-description"]), + how="left", + left_on=f"{component_upper}_DESCRIPTION_STARTING", + right_on="original_description", + ).merge( + pd.DataFrame(cleaned_lookup[f"{component}-description"]), + how="left", + left_on=f"{component_upper}_DESCRIPTION_ENDING", + right_on="original_description", + suffixes=("", "_ENDING") + ) + + if component == "walls": + # We make sure the wall construction hasn't changed + df = df[ + (df["is_cavity_wall"] == df["is_cavity_wall_ENDING"]) & + (df["is_solid_brick"] == df["is_solid_brick_ENDING"]) & + (df["is_timber_frame"] == df["is_timber_frame_ENDING"]) & + (df["is_granite_or_whinstone"] == df["is_granite_or_whinstone_ENDING"]) & + (df["is_cob"] == df["is_cob_ENDING"]) & + (df["is_sandstone_or_limestone"] == df["is_sandstone_or_limestone_ENDING"]) + ] + elif component == "floor": + df = df[ + (df["is_suspended"] == df["is_suspended_ENDING"]) & + (df["is_solid"] == df["is_solid_ENDING"]) & + (df["another_property_below"] == df["another_property_below_ENDING"]) & + (df["is_to_unheated_space"] == df["is_to_unheated_space_ENDING"]) + ] + else: + df = df[ + (df["is_pitched"] == df["is_pitched_ENDING"]) & + (df["is_roof_room"] == df["is_roof_room_ENDING"]) & + (df["is_loft"] == df["is_loft_ENDING"]) & + (df["is_flat"] == df["is_flat_ENDING"]) & + (df["is_thatched"] == df["is_thatched_ENDING"]) & + (df["is_at_rafters"] == df["is_at_rafters_ENDING"]) & + (df["has_dwelling_above"] == df["has_dwelling_above_ENDING"]) + ] + + # Drop the binary indicators and replace the original description with the cleaned version + + # Drop original cols + original_cols = [ + f"{component_upper}_DESCRIPTION_STARTING", f"{component_upper}_DESCRIPTION_ENDING" + ] + + df = df.drop( + columns=cols_to_drop[component] + original_cols + ).rename( + columns={ + "clean_description": f"{component_upper}_DESCRIPTION_STARTING", + "clean_description_ENDING": f"{component_upper}_DESCRIPTION_ENDING", + } + ) + + return df def app(): @@ -23,6 +164,8 @@ def app(): # Data glossary: # https://epc.opendatacommunities.org/docs/guidance#glossary + cleaned_lookup = get_cleaned() + # List all subdirectories directories = [entry for entry in DATA_DIRECTORY.iterdir() if entry.is_dir()] @@ -38,7 +181,7 @@ def app(): # TODO [x] : Have a look at temporal features # TODO [x] : Floor area will impact the EPC so instead of averaging, we should have a starting and ending value. # TODO [x]: Same as floor area for floor height - # TODO []: If fundamental building fabric changes, we should proabably discard the record + # TODO [x]: If fundamental building fabric changes, we should proabably discard the record # TODO [x]: Should we prune records that have an exceptionally large amount of time between them? # - leave for now and check performance after temporal features # TODO [x]: If we have multiple EPCs lodged on the same day, should we remove them? Could be corrections? @@ -84,7 +227,7 @@ def app(): # We include the lodgement date here as we probably need to factor time into the # model, since EPC standards and rigour have changed over time variable_data = modified_property_data[ - COMPONENT_FEATURES + ["LODGEMENT_DATE", RDSAP_RESPONSE, HEAT_DEMAND_RESPONSE] + COMPONENT_FEATURES + ["LODGEMENT_DATE", RDSAP_RESPONSE, HEAT_DEMAND_RESPONSE, CARBON_RESPONSE] ] # Note: we look at changes between subsequent EPCS, however we could look at other permutations @@ -104,24 +247,29 @@ def app(): if gets_better: starting_sap = earliest_record[RDSAP_RESPONSE] starting_heat_demand = earliest_record[HEAT_DEMAND_RESPONSE] + starting_carbon = earliest_record[CARBON_RESPONSE] + rdsap_change = latest_record[RDSAP_RESPONSE] - starting_sap heat_demand_change = latest_record[HEAT_DEMAND_RESPONSE] - starting_heat_demand - else: - starting_sap = latest_record[RDSAP_RESPONSE] - starting_heat_demand = latest_record[HEAT_DEMAND_RESPONSE] - rdsap_change = earliest_record[RDSAP_RESPONSE] - starting_sap - heat_demand_change = earliest_record[HEAT_DEMAND_RESPONSE] - starting_heat_demand + carbon_change = latest_record[CARBON_RESPONSE] - starting_carbon - if rdsap_change == 0: - continue - - if gets_better: starting_record = earliest_record[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].add_suffix("_STARTING") ending_record = latest_record[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].add_suffix("_ENDING") else: + starting_sap = latest_record[RDSAP_RESPONSE] + starting_heat_demand = latest_record[HEAT_DEMAND_RESPONSE] + starting_carbon = latest_record[CARBON_RESPONSE] + + rdsap_change = earliest_record[RDSAP_RESPONSE] - starting_sap + heat_demand_change = earliest_record[HEAT_DEMAND_RESPONSE] - starting_heat_demand + carbon_change = earliest_record[CARBON_RESPONSE] - starting_carbon + starting_record = latest_record[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].add_suffix("_STARTING") ending_record = earliest_record[COMPONENT_FEATURES + ["LODGEMENT_DATE"]].add_suffix("_ENDING") + if rdsap_change == 0: + continue + features = pd.concat([starting_record, ending_record]) property_model_data.append( @@ -129,8 +277,10 @@ def app(): "UPRN": uprn, "RDSAP_CHANGE": rdsap_change, "HEAT_DEMAND_CHANGE": heat_demand_change, - "STARTING_SAP": starting_sap, - "STARTING_HEAT_DEMAND": starting_heat_demand, + "CARBON_CHANGE": carbon_change, + "SAP_STARTING": starting_sap, + "HEAT_DEMAND_STARTING": starting_heat_demand, + "CARBON_STARTING": starting_carbon, **fixed_data, **features.to_dict(), } @@ -152,6 +302,14 @@ def app(): # floors, we may want to use the U-value. We may also want to handle the (assumed) tags # within descriptions + # We look for key building fabric features that have changed from one EPC to the next. + # if, for example, we see that a home has gone from being a cavity wall to a solid wall, we + # remove this record, as it indicates that the quality of the EPC conducted in the first instance + # is low + # We also replace descriptions with their cleaned variants + + data_by_urpn_df = process_and_prune_desriptions(data_by_urpn_df, cleaned_lookup) + dataset.append(data_by_urpn_df) cleaning_averages["LOCAL_AUTHORITY"] = df["LOCAL_AUTHORITY"].values[0] diff --git a/model_data/utils.py b/model_data/utils.py index f2012691..744914a4 100644 --- a/model_data/utils.py +++ b/model_data/utils.py @@ -1,7 +1,3 @@ -import boto3 -from botocore.exceptions import NoCredentialsError, PartialCredentialsError -import pandas as pd -from io import BytesIO import re from textblob import TextBlob @@ -28,65 +24,3 @@ def correct_spelling(text): corrected_text = ' '.join(corrected_words) return corrected_text - - -def save_dataframe_to_s3_parquet(df, bucket_name, file_key): - """ - Save a pandas DataFrame to S3 as a Parquet file. - - :param df: The pandas DataFrame. - :param bucket_name: Name of the S3 bucket. - :param file_key: Key of the file (including directory path within the bucket). - """ - - # Convert the DataFrame to a Parquet format in memory - parquet_buffer = BytesIO() - df.to_parquet(parquet_buffer) - - # Create the boto3 client - client = boto3.client('s3') - - # Upload the Parquet file to S3 - client.put_object(Bucket=bucket_name, Key=file_key, Body=parquet_buffer.getvalue()) - - -def save_data_to_s3(data, bucket_name, s3_file_name): - """ - Save an object to an S3 bucket - - :param data: The data to save - :param bucket_name: The name of the S3 bucket - :param s3_file_name: The file name to use for the saved data in S3 - """ - # Ensure you have AWS credentials set up - either via environment variables, AWS CLI, or IAM roles - try: - s3 = boto3.client('s3') - except NoCredentialsError: - print("Credentials not available.") - return - except PartialCredentialsError: - print("Incomplete credentials provided.") - return - - try: - s3.put_object(Bucket=bucket_name, Key=s3_file_name, Body=data) - print(f'Successfully uploaded data to {bucket_name}/{s3_file_name}') - except Exception as e: - print(f'Failed to upload data to {bucket_name}/{s3_file_name}: {str(e)}') - - -def read_from_s3(bucket_name, s3_file_name): - """ - Read an object from s3. Decoding of the data is left for outside of this function - - :param bucket_name: The name of the S3 bucket - :param s3_file_name: The file name to use for the saved data in S3 - """ - # Initialize a session using Amazon S3 - s3 = boto3.resource('s3') - - # Get the MessagePack data from S3 - obj = s3.Object(bucket_name, s3_file_name) - data = obj.get()['Body'].read() - - return data diff --git a/pytest.ini b/pytest.ini index b2fa207a..401ecc0f 100644 --- a/pytest.ini +++ b/pytest.ini @@ -1,4 +1,4 @@ [pytest] pythonpath = . addopts = --cov-report term-missing --cov=model_data --cov=recommendations -testpaths = model_data/tests recommendations/tests +testpaths = model_data/tests recommendations/tests backend/tests diff --git a/recommendations/config.py b/recommendations/config.py new file mode 100644 index 00000000..750453b0 --- /dev/null +++ b/recommendations/config.py @@ -0,0 +1,8 @@ +# This map defines the upgrades that are possible to be recommended by the recommendation engine +# For example, +# TODO: once we use cleaned descriptions, this should be updated using the cleaned descriptions +UPGRADES_MAP = { + 'Solid brick, as built, no insulation (assumed)': 'Solid brick, as built, insulated (assumed)', + 'Suspended, no insulation (assumed)': 'Suspended, insulated (assumed)', + 'Solid, no insulation (assumed)': 'Solid, insulated (assumed)', +} diff --git a/run_lambda_local.sh b/run_lambda_local.sh index abcd5633..8aee4e1a 100755 --- a/run_lambda_local.sh +++ b/run_lambda_local.sh @@ -20,7 +20,7 @@ fi # Step 2: Build the Docker image echo "Building Docker image..." -docker build -t $IMAGE_NAME:$TAG -f backend/docker/lambda.Dockerfile . +docker build --platform linux/amd64 -t $IMAGE_NAME:$TAG -f backend/docker/lambda.Dockerfile . # Step 3: Run the Docker image with the emulator, .env file, and AWS credentials echo "Starting the Docker container..." diff --git a/utils/s3.py b/utils/s3.py new file mode 100644 index 00000000..c31f1520 --- /dev/null +++ b/utils/s3.py @@ -0,0 +1,65 @@ +import boto3 +from io import BytesIO +from botocore.exceptions import NoCredentialsError, PartialCredentialsError + + +def read_from_s3(bucket_name, s3_file_name): + """ + Read an object from s3. Decoding of the data is left for outside of this function + + :param bucket_name: The name of the S3 bucket + :param s3_file_name: The file name to use for the saved data in S3 + """ + # Initialize a session using Amazon S3 + s3 = boto3.resource('s3') + + # Get the MessagePack data from S3 + obj = s3.Object(bucket_name, s3_file_name) + data = obj.get()['Body'].read() + + return data + + +def save_data_to_s3(data, bucket_name, s3_file_name): + """ + Save an object to an S3 bucket + + :param data: The data to save + :param bucket_name: The name of the S3 bucket + :param s3_file_name: The file name to use for the saved data in S3 + """ + # Ensure you have AWS credentials set up - either via environment variables, AWS CLI, or IAM roles + try: + s3 = boto3.client('s3') + except NoCredentialsError: + print("Credentials not available.") + return + except PartialCredentialsError: + print("Incomplete credentials provided.") + return + + try: + s3.put_object(Bucket=bucket_name, Key=s3_file_name, Body=data) + print(f'Successfully uploaded data to {bucket_name}/{s3_file_name}') + except Exception as e: + print(f'Failed to upload data to {bucket_name}/{s3_file_name}: {str(e)}') + + +def save_dataframe_to_s3_parquet(df, bucket_name, file_key): + """ + Save a pandas DataFrame to S3 as a Parquet file. + + :param df: The pandas DataFrame. + :param bucket_name: Name of the S3 bucket. + :param file_key: Key of the file (including directory path within the bucket). + """ + + # Convert the DataFrame to a Parquet format in memory + parquet_buffer = BytesIO() + df.to_parquet(parquet_buffer) + + # Create the boto3 client + client = boto3.client('s3') + + # Upload the Parquet file to S3 + client.put_object(Bucket=bucket_name, Key=file_key, Body=parquet_buffer.getvalue())