Model/model_data/simulation_system/Settings.py

123 lines
3.2 KiB
Python

# Using a simply python file as settings for now
# TODO: migrate to dynaconf
TOTAL_FLOOR_AREA_NATIONAL_AVERAGE = 70
FLOOR_HEIGHT_NATIONAL_AVERAGE = 2.45
COLUMNS_TO_MERGE_ON = [
"PROPERTY_TYPE",
"BUILT_FORM",
"CONSTRUCTION_AGE_BAND",
"NUMBER_HABITABLE_ROOMS",
"NUMBER_HEATED_ROOMS"
]
FULLY_GLAZED_DESCRIPTIONS = [
"Fully double glazed",
"High performance glazing",
"Fully triple glazed",
"Full secondary glazing",
"Multiple glazing throughout",
]
FIXED_FEATURES = [
'PROPERTY_TYPE',
'BUILT_FORM',
'CONSTRUCTION_AGE_BAND',
'NUMBER_HABITABLE_ROOMS',
'CONSTITUENCY',
'NUMBER_HEATED_ROOMS',
'FIXED_LIGHTING_OUTLETS_COUNT',
'FLOOR_HEIGHT',
'FLOOR_LEVEL',
'TOTAL_FLOOR_AREA',
]
COMPONENT_FEATURES = [
'TRANSACTION_TYPE',
'WALLS_DESCRIPTION',
'FLOOR_DESCRIPTION',
'LIGHTING_DESCRIPTION',
'ROOF_DESCRIPTION',
'MAINHEAT_DESCRIPTION',
'HOTWATER_DESCRIPTION',
'MAIN_FUEL',
'MECHANICAL_VENTILATION',
'SECONDHEAT_DESCRIPTION',
'ENERGY_TARIFF', # Not sure if this is relevant
'SOLAR_WATER_HEATING_FLAG',
'PHOTO_SUPPLY',
'WINDOWS_DESCRIPTION',
'GLAZED_TYPE',
'MULTI_GLAZE_PROPORTION',
'LIGHTING_DESCRIPTION',
'LOW_ENERGY_LIGHTING',
'NUMBER_OPEN_FIREPLACES',
'MAINHEATCONT_DESCRIPTION',
'EXTENSION_COUNT',
# 'GLAZED_AREA', # May not need this since we have MULTI_GLAZE_PROPORTION
]
# For these fields, we take an average if we have multiple values
AVERAGE_FIXED_FEATURES = [
"TOTAL_FLOOR_AREA",
"FLOOR_HEIGHT"
]
# For these fields, we take the latest value if we have multiple values
# Since more recent EPCs have been conducted with more rigour, we assume that the latest value is
# the most accurate
LATEST_FIELD = [
"NUMBER_HABITABLE_ROOMS",
"NUMBER_HEATED_ROOMS",
"FIXED_LIGHTING_OUTLETS_COUNT",
"FLOOR_LEVEL",
"CONSTRUCTION_AGE_BAND", # This is a field we're probably want to use verisk data for
]
# If we see thee features changing, we don't use the EPC, since deem it not to be reliable
MANDATORY_FIXED_FEATURES = [
"PROPERTY_TYPE",
"BUILT_FORM",
"CONSTITUENCY"
]
# For particularly old EPC data, we have inconsistent records so we'll only include EPCS that were
# conducted after 2010, since SAP09 was introduced in 2009 an later SAP12 was introduced in England
# and Wales from 31 July 2014
EARLIEST_EPC_DATE = "2014-08-01"
RDSAP_RESPONSE = "CURRENT_ENERGY_EFFICIENCY"
HEAT_DEMAND_RESPONSE = "ENERGY_CONSUMPTION_CURRENT"
def ordinal(n):
if 10 <= n % 100 <= 20:
suffix = 'th'
else:
suffix = {1: 'st', 2: 'nd', 3: 'rd'}.get(n % 10, 'th')
return str(n) + suffix
FLOOR_LEVEL_MAP = {
"Basement": -1,
"Ground": 0,
"ground floor": 0,
"20+": 20,
"21st or above": 21,
**{str(i).zfill(2): i for i in range(0, 21)},
**{ordinal(i): i for i in range(-1, 21)},
**{str(i): i for i in range(-1, 21)},
**{i: i for i in range(-1, 21)},
}
BUILT_FORM_REMAP = {
"Enclosed End-Terrace": "End-Terrace",
"Enclosed Mid-Terrace": "Mid-Terrace",
}
DATA_PROCESSOR_SETTINGS = {
'low_memory': False,
'epc_minimum_count': 1,
'column_mappings': {'UPRN': [int, str]}
}