diff --git a/backend/app/plan/router.py b/backend/app/plan/router.py index d2973f96..bc593031 100644 --- a/backend/app/plan/router.py +++ b/backend/app/plan/router.py @@ -8,6 +8,7 @@ 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 utils.uvalue_estimates import classify_decile_newvalues @@ -17,6 +18,7 @@ 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 @@ -45,7 +47,6 @@ from model_data.simulation_system.core.Settings import ( # 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() @@ -138,6 +139,25 @@ def insert_temp_recommendation_id(property_recommendations): return property_recommendations +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 score_measures(): """ This wrapper function prepares data to be passed to the sap model api @@ -220,8 +240,10 @@ async def trigger_plan(body: PlanTriggerRequest): # 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") 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/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/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/utils.py b/model_data/utils.py index f2012691..49bad31b 100644 --- a/model_data/utils.py +++ b/model_data/utils.py @@ -1,6 +1,4 @@ import boto3 -from botocore.exceptions import NoCredentialsError, PartialCredentialsError -import pandas as pd from io import BytesIO import re from textblob import TextBlob @@ -48,45 +46,3 @@ def save_dataframe_to_s3_parquet(df, bucket_name, file_key): # 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/utils/s3.py b/utils/s3.py new file mode 100644 index 00000000..b92f3132 --- /dev/null +++ b/utils/s3.py @@ -0,0 +1,44 @@ +import boto3 +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)}')