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Handling property type for ha 107 and 39

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Khalim Conn-Kowlessar 2024-01-25 14:38:24 +00:00
parent ef27d6b164
commit 3cfb2002e4
1 changed files with 119 additions and 7 deletions
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126
etl/eligibility/ha_15_32/ha_analysis_batch_3.py
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@ -125,11 +125,11 @@ class DataLoader:
elif ha_name == "ha_39":
# Create matching_address by concatenating add_1, add_2, add_3, add_4, add_5, post_code
asset_list["matching_address"] = asset_list["add_1"].astype(str).str.lower().str.strip() + ", " + \
asset_list["add_2"].str.lower().str.strip() + ", " + \
asset_list["add_3"].str.lower().str.strip() + ", " + \
asset_list["add_4"].str.lower().str.strip() + ", " + \
asset_list["add_5"].str.lower().str.strip() + ", " + \
asset_list["post_code"].str.lower().str.strip()
asset_list["add_2"].astype(str).str.lower().str.strip() + ", " + \
asset_list["add_3"].astype(str).str.lower().str.strip() + ", " + \
asset_list["add_4"].astype(str).str.lower().str.strip() + ", " + \
asset_list["add_5"].astype(str).str.lower().str.strip() + ", " + \
asset_list["post_code"].astype(str).str.lower().str.strip()
asset_list["matching_postcode"] = asset_list["post_code"].str.lower().str.strip()
elif ha_name == "ha_107":
# Create matching_address by concatenating House No, Street, Town, District, Postcode
@ -520,10 +520,70 @@ def get_epc_data(
'WARDEN FLAT': "Flat",
'EXTRACARE SCHEME': "Flat",
}
},
"ha_14": {
"property_type": {
"House": "House",
"Flat": "Flat",
"Bungalow": "Bungalow",
"Maisonette": "Maisonette",
}
},
"ha_39": {
"Semi house": {"property_type": "House", "built_form": "Semi-Detached"},
"1st floor flat": {"property_type": "Flat", "built_form": None},
"Mid terrace house": {"property_type": "House", "built_form": "Mid-Terrace"},
"Ground floor flat": {"property_type": "Flat", "built_form": None},
"End terrace house": {"property_type": "House", "built_form": "End-Terrace"},
"Semi bungalow": {"property_type": "Bungalow", "built_form": "Semi-Detached"},
"End terrace bungalow": {"property_type": "Bungalow", "built_form": "End-Terrace"},
"2nd floor flat": {"property_type": "Flat", "built_form": None},
"Mid terrace bungalow": {"property_type": "Bungalow", "built_form": "Mid-Terrace"},
"3rd floor flat": {"property_type": "Flat", "built_form": None},
"Detached bungalow": {"property_type": "Bungalow", "built_form": "Detached"},
"Maisonette": {"property_type": "Maisonette", "built_form": None},
"Detached house": {"property_type": "House", "built_form": "Detached"},
"Lower ground floor flat": {"property_type": "Flat", "built_form": None},
"Dormer bungalow": {"property_type": "Bungalow", "built_form": None},
"Basement flat": {"property_type": "Flat", "built_form": None},
"Cluster House": {"property_type": "House", "built_form": "Detached"},
"2nd/3rd floor duplex flat": {"property_type": "Flat", "built_form": None},
"Ground floor flat with study": {"property_type": "Flat", "built_form": None},
"4th floor flat": {"property_type": "Flat", "built_form": None},
"1st floor flat with study room": {"property_type": "Flat", "built_form": None},
"2nd floor flat with study": {"property_type": "Flat", "built_form": None},
},
"ha_107": {
"property_type": {
"HOUSE": "House",
"BUNGALOW": "Bungalow",
"GRD FLOOR FLAT": "Flat",
"FIRST FLOOR FLAT": "Flat",
"SHELTERED BUNGALOW": "Bungalow",
"MAISONETTE": "Maisonette",
"SECOND FLOOR FLAT": "Flat",
"SHELTERED FIRST FLR": "Flat",
"SHELTERED GROUND FLR": "Flat",
"GRD FLOOR BED SIT": "House"
},
"built_form": {
"Semi Detached": "Semi-Detached",
"Mid Terrace": "Mid-Terrace",
"End Terrace": "End-Terrace",
"Detached": "Detached",
"Detatched": "Detached",
}
}
}
# TODO: Sort these
# DwellingType
# UNKNOWN 395
# SHELTERED FIRST FLR 77
# 62
# ROOM 4
# GRD FLOOR BED SIT 3
outputs = {}
for ha_name, data_assets in loader.data.items():
@ -571,11 +631,63 @@ def get_epc_data(
elif ha_name == "ha_6":
property_type = property_type_lookup[ha_name]["property_type"][property_meta["Dwelling type"]]
built_form = property_meta["built_form"]
elif ha_name == "ha_14":
if property_meta["Asset Type Description"] == "Block - Repair":
# We try and deduce if it's a flat or house, depending on if it has "room" or "flats" in the address
if "room" in property_meta["Address 1"].lower():
property_type = "House"
else:
property_type = "Flat"
else:
property_type = property_type_lookup[ha_name]["property_type"][
property_meta["Asset Type Description"]
]
built_form = None
elif ha_name == "ha_39":
property_type_config = property_type_lookup[ha_name].get(property_meta["ConstructionStyle"], {})
property_type = property_type_config.get("property_type", None)
built_form = property_type_config.get("built_form", None)
if property_type is None:
# We check for the presence of room or flat
if "flat" in property_meta["matching_address"]:
property_type = "Flat"
else:
property_type = "House"
elif ha_name == "ha_107":
dwelling_style = property_meta["Dwelling Style"]
if isinstance(dwelling_style, str):
dwelling_style = dwelling_style.strip()
property_type = property_type_lookup[ha_name]["property_type"].get(property_meta["DwellingType"])
built_form = property_type_lookup[ha_name]["built_form"].get(dwelling_style, None)
if property_type is None:
if built_form in ["Semi-Detached", "Mid-Terrace", "End-Terrace", "Detached"]:
property_type = "House"
if "flat" in property_meta["Wall Construction"].lower():
property_type = "Flat"
if (property_meta["DwellingType"] == "UNKNOWN") & (property_meta["Dwelling Style"] == 0):
# Hand a few specific cases
property_type = "Bungalow"
if property_meta["Street"] == "School View":
property_type = "Bungalow"
if property_type is None:
blah
else:
raise NotImplementedError("Implement me")
searcher = SearchEpc(
address1=property_meta["HouseNo"],
address1=str(property_meta["HouseNo"]),
postcode=property_meta["matching_postcode"],
auth_token=EPC_AUTH_TOKEN,
os_api_key=None,