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matching for acis done
This commit is contained in:
Khalim Conn-Kowlessar
parent
d06791db18
commit
816a1fa565
1 changed files with 457 additions and 320 deletions
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@ -800,7 +800,7 @@ class AssetList:
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self.standardised_asset_list[self.ATTRIBUTE_HAS_SOLAR] = (
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self.standardised_asset_list[self.ATTRIBUTE_HAS_SOLAR] = (
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self.standardised_asset_list[self.FIND_EPC_DATA_NAMES["Solar photovoltaics"]] |
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self.standardised_asset_list[self.FIND_EPC_DATA_NAMES["Solar photovoltaics"]] |
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~self.standardised_asset_list[self.EPC_API_DATA_NAMES["photo-supply"]].isin(["0.0", 0, None, ""])
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~self.standardised_asset_list[self.EPC_API_DATA_NAMES["photo-supply"]].isin(["0.0", 0, None, "", np.nan])
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)
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)
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accepted_epc_property_types = ["House", "Flat", "Bungalow", "Maisonette"]
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accepted_epc_property_types = ["House", "Flat", "Bungalow", "Maisonette"]
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@ -1007,10 +1007,8 @@ class AssetList:
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)
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)
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elif self.old_format_non_intrusives_present:
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elif self.old_format_non_intrusives_present:
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non_intrusives_wall_filter = (
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non_intrusives_wall_filter = (
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self.standardised_asset_list['non-intrusives: WFT Findings'].isin(
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self.standardised_asset_list['non-intrusives: WFT Findings'].str.lower().isin(
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[
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["empty cavity", "partial fill"]
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"EMPTY CAVITY", "Partial fill"
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]
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)
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)
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)
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)
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else:
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else:
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@ -1018,7 +1016,7 @@ class AssetList:
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self.standardised_asset_list["non_intrusive_indicates_empty_cavity"] = (
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self.standardised_asset_list["non_intrusive_indicates_empty_cavity"] = (
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(~self.standardised_asset_list[self.STANDARD_PROPERTY_TYPE].isin(["bedsit"])) &
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(~self.standardised_asset_list[self.STANDARD_PROPERTY_TYPE].isin(["bedsit"])) &
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non_intrusives_wall_filter &
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non_intrusives_wall_filter &
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(self.standardised_asset_list[self.STANDARD_YEAR_BUILT] <= 2002) &
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(self.standardised_asset_list[self.STANDARD_YEAR_BUILT] <= 2002) &
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(
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(
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self.standardised_asset_list[
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self.standardised_asset_list[
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@ -1066,39 +1064,14 @@ class AssetList:
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self.standardised_asset_list["epc_indicates_empty_cavity"]
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self.standardised_asset_list["epc_indicates_empty_cavity"]
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)
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)
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######################################################
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# Extraction
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######################################################
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# as needing a CIGA check. What is the logic we should be applying here?
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if self.non_intrusives_present:
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if self.non_intrusives_present:
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extraction_wall_filter = (
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if self.non_intrusives_present:
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######################################################
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# Extraction
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######################################################
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# as needing a CIGA check. What is the logic we should be applying here?
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] = (
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(self.standardised_asset_list["non-intrusives: Construction"] == "CAVITY") &
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(self.standardised_asset_list["non-intrusives: Insulated"].isin(["RETRO DRILLED", "FILLED AT BUILD"])) &
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(~self.standardised_asset_list['non-intrusives: Material'].isin(
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["GREY LOOSE BEAD", "COMPACTED BEAD", "FIBRE BATT NO CAVITY", "EMPTY NARROW BELOW 30mm"]
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)
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) & (
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self.standardised_asset_list[self.ATTRIBUTE_SAP_THRESHOLD_AND_BELOW]
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)
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)
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# Also include work without the SAP filter as optimistic
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"] = (
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(self.standardised_asset_list["non-intrusives: Construction"] == "CAVITY") &
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(self.standardised_asset_list["non-intrusives: Construction"] == "CAVITY") &
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(self.standardised_asset_list["non-intrusives: Insulated"].isin(["RETRO DRILLED", "FILLED AT BUILD"])) &
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(self.standardised_asset_list["non-intrusives: Insulated"].isin(["RETRO DRILLED", "FILLED AT BUILD"])) &
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(~self.standardised_asset_list['non-intrusives: Material'].isin(
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(~self.standardised_asset_list['non-intrusives: Material'].isin(
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@ -1107,314 +1080,446 @@ class AssetList:
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)
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)
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)
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)
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# Adjust
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] = (
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"] = np.where(
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extraction_wall_filter & (
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"],
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self.standardised_asset_list[self.ATTRIBUTE_SAP_THRESHOLD_AND_BELOW]
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False,
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)
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"]
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)
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)
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######################################################
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# Also include work without the SAP filter as optimistic
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# Solar
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"] = (
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######################################################
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extraction_wall_filter
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# Criteria:
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)
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# Check 1: Does the property have a valid heating system?
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self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] = (
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elif self.old_format_non_intrusives_present:
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self.standardised_asset_list[self.STANDARD_HEATING_SYSTEM].isin(
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print("Review these categories with Kieran")
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["air source heat pump", "ground source heat pump", "high heat retention storage heaters"]
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extraction_wall_filter = (
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self.standardised_asset_list['non-intrusives: WFT Findings'].str.lower().str.strip().isin(
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["retro drilled", "retro filled", "fibre from build", "polybead"]
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)
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)
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)
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)
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self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"] = (
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] = (
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(
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extraction_wall_filter & (
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self.standardised_asset_list[self.EPC_API_DATA_NAMES["mainheat-description"]]
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self.standardised_asset_list[self.ATTRIBUTE_SAP_THRESHOLD_AND_BELOW]
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.str.lower().str.contains("air source heat pump|ground source heat pump")
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)
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) | (
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)
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self.standardised_asset_list[
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self.EPC_API_DATA_NAMES["mainheat-description"]].str.lower().str.contains(
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"] = (
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"electric storage heaters"
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extraction_wall_filter
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) & (
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)
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self.standardised_asset_list[self.EPC_API_DATA_NAMES[
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"mainheatcont-description"]] == "Controls for high heat retention storage heaters"
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else:
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)
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raise NotImplementedError("need to implement the case for non-intrusives")
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# Adjust
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"] = np.where(
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"],
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False,
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self.standardised_asset_list["non_intrusive_indicates_cavity_extraction_no_sap_filter"]
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)
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######################################################
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# Solar
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######################################################
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# Criteria:
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# Check 1: Does the property have a valid heating system?
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self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] = (
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self.standardised_asset_list[self.STANDARD_HEATING_SYSTEM].isin(
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["air source heat pump", "ground source heat pump", "high heat retention storage heaters"]
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)
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)
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self.standardised_asset_list["solar_landlord_data_indicates_needs_heating_upgrade"] = (
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self.standardised_asset_list[self.STANDARD_HEATING_SYSTEM].isin(
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["electric storage heaters", "room heaters"]
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)
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)
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self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"] = (
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(
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self.standardised_asset_list[self.EPC_API_DATA_NAMES["mainheat-description"]]
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.str.lower().str.contains("air source heat pump|ground source heat pump")
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) | (
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self.standardised_asset_list[
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self.EPC_API_DATA_NAMES["mainheat-description"]].str.lower().str.contains(
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"electric storage heaters"
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) & (
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self.standardised_asset_list[self.EPC_API_DATA_NAMES[
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"mainheatcont-description"]] == "Controls for high heat retention storage heaters"
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)
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)
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)
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)
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)
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# Check 2: Does the property have solar already
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self.standardised_asset_list["solar_epc_data_indicates_requires_heating_upgrade"] = (
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self.standardised_asset_list["property_has_solar"] = (
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self.standardised_asset_list[self.EPC_API_DATA_NAMES["mainheat-description"]].str.lower().str.contains(
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(self.standardised_asset_list[self.STANDARD_EXISTING_PV] == "already has PV") |
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"electric storage heaters|room heaters"
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(self.standardised_asset_list["non-intrusives: PV, ACCESS ISSUE, SEE NOTES"] == "SOLAR PV ON ROOF") |
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) & (
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(self.standardised_asset_list[self.ATTRIBUTE_HAS_SOLAR])
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self.standardised_asset_list[
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self.EPC_API_DATA_NAMES["mainheatcont-description"]
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] != "Controls for high heat retention storage heaters"
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)
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)
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)
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# Check 3: Does the property meet the fabric condition
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# Basic check - both of the previous two shouldn't be true simultaneously
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# Solar PV installs are subject to the minimum insulation requirements which means:
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if (
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# 1) one of the following insulation measures must be installed as part of the same
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self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"] &
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# ECO4 project:
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self.standardised_asset_list["solar_epc_data_indicates_requires_heating_upgrade"]
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# • roof insulation (flat roof, pitched roof, room-in-roof)
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).sum():
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# • exterior facing wall insulation (cavity wall, solid wall)
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raise ValueError("Both heating system checks are true - this should not be possible")
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# • party cavity wall insulation
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# • floor insulation (solid and underfloor)
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#
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# OR
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#
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# all measures (except any exempted measure referred to in paragraph 4.28)
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# listed in paragraph a) must already be installed
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#
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# With this in mind, we look for 2 clases
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# 1) The property is fully insulated apart from the loft (<200mm insulation)
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# 2) THe property is fully insulated
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self.standardised_asset_list["solar_landlord_walls_insulated"] = (
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# Check 2: Does the property have solar already
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self.standardised_asset_list[self.STANDARD_WALL_CONSTRUCTION].isin(
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if self.non_intrusives_present:
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["filled cavity", "insulated solid brick"]
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existing_solar_non_intrusives_check = (
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self.standardised_asset_list["non-intrusives: PV, ACCESS ISSUE, SEE NOTES"] == "SOLAR PV ON ROOF"
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)
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elif self.old_format_non_intrusives_present:
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existing_solar_non_intrusives_check = (
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self.standardised_asset_list["non-intrusives: WFT Findings"].str.lower().str.strip().isin(
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["solar pv on roof"]
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)
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)
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)
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)
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else:
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raise NotImplementedError("need to implement the case for non-intrusives")
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self.standardised_asset_list["property_has_solar"] = (
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(self.standardised_asset_list[self.STANDARD_EXISTING_PV] == "already has PV") |
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existing_solar_non_intrusives_check |
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(self.standardised_asset_list[self.ATTRIBUTE_HAS_SOLAR])
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)
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# Check 3: Does the property meet the fabric condition
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# Solar PV installs are subject to the minimum insulation requirements which means:
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# 1) one of the following insulation measures must be installed as part of the same
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# ECO4 project:
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# • roof insulation (flat roof, pitched roof, room-in-roof)
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# • exterior facing wall insulation (cavity wall, solid wall)
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# • party cavity wall insulation
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# • floor insulation (solid and underfloor)
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#
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# OR
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#
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# all measures (except any exempted measure referred to in paragraph 4.28)
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# listed in paragraph a) must already be installed
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#
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# With this in mind, we look for 2 clases
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# 1) The property is fully insulated apart from the loft (<200mm insulation)
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# 2) THe property is fully insulated
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print("Should we include cavity properties where they might be uninsulated?")
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self.standardised_asset_list["solar_landlord_walls_insulated"] = (
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self.standardised_asset_list[self.STANDARD_WALL_CONSTRUCTION].isin(
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["filled cavity", "insulated solid brick"]
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)
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)
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if self.non_intrusives_present:
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self.standardised_asset_list["solar_non_intrusives_walls_insulated"] = (
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self.standardised_asset_list["solar_non_intrusives_walls_insulated"] = (
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self.standardised_asset_list["non-intrusives: Insulated"].isin(
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self.standardised_asset_list["non-intrusives: Insulated"].isin(
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["EWI", "RETRO DRILLED", "FILLED AT BUILD"]
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["EWI", "RETRO DRILLED", "FILLED AT BUILD"]
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)
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)
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)
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)
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elif self.old_format_non_intrusives_present:
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# TODO: We don't have information about the roof from this landlord
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self.standardised_asset_list["solar_non_intrusives_walls_insulated"] = (
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self.standardised_asset_list["non-intrusives: WFT Findings"].str.lower().str.strip().isin(
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# We merge on the u-value for average thermal transmittance
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["retro drilled", "retro filled", "ewi", "retro drilled/ solid"]
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walls_uvalue_data = pd.DataFrame(cleaned["walls-description"])
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)
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walls_uvalue_data = walls_uvalue_data[
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~pd.isnull(walls_uvalue_data["thermal_transmittance"])
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][["original_description", "thermal_transmittance"]].rename(
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columns={
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"original_description": self.EPC_API_DATA_NAMES["walls-description"],
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"thermal_transmittance": "walls_u_value"
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}
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)
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self.standardised_asset_list = self.standardised_asset_list.merge(
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walls_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["walls-description"]
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)
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)
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else:
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raise NotImplementedError("need to implement the case for non-intrusives")
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self.standardised_asset_list["solar_epc_walls_insulated"] = (
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# TODO: We don't have information about the roof from this landlord
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|
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# We merge on the u-value for average thermal transmittance
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walls_uvalue_data = pd.DataFrame(cleaned["walls-description"])
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walls_uvalue_data = walls_uvalue_data[
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~pd.isnull(walls_uvalue_data["thermal_transmittance"])
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][["original_description", "thermal_transmittance"]].rename(
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columns={
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"original_description": self.EPC_API_DATA_NAMES["walls-description"],
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"thermal_transmittance": "walls_u_value"
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}
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)
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self.standardised_asset_list = self.standardised_asset_list.merge(
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walls_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["walls-description"]
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)
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self.standardised_asset_list["solar_epc_walls_insulated"] = (
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|
(
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self.standardised_asset_list[
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self.EPC_API_DATA_NAMES[
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"walls-description"]].str.lower().str.contains(
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"|".join(
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self.EPC_INSULATED_WALLS_SUBSTRINGS)
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)
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) | (
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self.standardised_asset_list[
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"walls_u_value"].apply(
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lambda x: x <= 0.7 if not pd.isnull(x) else False
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)
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)
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)
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# We merge on the u-value for average thermal transmittance
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roof_uvalue_data = pd.DataFrame(cleaned["roof-description"])
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roof_uvalue_data = roof_uvalue_data[
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~pd.isnull(roof_uvalue_data["thermal_transmittance"])
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][["original_description", "thermal_transmittance"]].rename(
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columns={
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"original_description": self.EPC_API_DATA_NAMES["roof-description"],
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"thermal_transmittance": "roof_u_value"
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}
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)
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||||||
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self.standardised_asset_list = self.standardised_asset_list.merge(
|
||||||
|
roof_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["roof-description"]
|
||||||
|
)
|
||||||
|
|
||||||
|
# If the u-value of a roof is less than 0.7 we consider it insulated
|
||||||
|
self.standardised_asset_list["solar_epc_roof_insulated"] = (
|
||||||
|
self.standardised_asset_list[self.EPC_API_DATA_NAMES["roof-description"]].str.lower().str.contains(
|
||||||
|
"|".join(self.EPC_INSULATED_ROOF_SUBSTRINGS), regex=False
|
||||||
|
) | (
|
||||||
|
self.standardised_asset_list[self.ATTRIBUTE_EPC_ROOF_INSULATION_THICKNESS].apply(
|
||||||
|
lambda x: int(x) >= 200 if str(x).isdigit() else False
|
||||||
|
)
|
||||||
|
) | (
|
||||||
|
self.standardised_asset_list["roof_u_value"].apply(
|
||||||
|
lambda x: x <= 0.7 if not pd.isnull(x) else False
|
||||||
|
)
|
||||||
|
)
|
||||||
|
)
|
||||||
|
|
||||||
|
self.standardised_asset_list["solar_epc_loft_needs_topup"] = self.standardised_asset_list[
|
||||||
|
self.ATTRIBUTE_EPC_ROOF_INSULATION_THICKNESS].apply(
|
||||||
|
lambda x: int(x) < 200 if str(x).isdigit() else False
|
||||||
|
)
|
||||||
|
|
||||||
|
# TODO: Fill with False - should be temp!
|
||||||
|
self.standardised_asset_list["epc_has_floor_recommendation"] = (
|
||||||
|
self.standardised_asset_list["epc_has_floor_recommendation"].fillna(False)
|
||||||
|
)
|
||||||
|
|
||||||
|
# We merge on the u-value for average thermal transmittance
|
||||||
|
floors_uvalue_data = pd.DataFrame(cleaned["floor-description"])
|
||||||
|
floors_uvalue_data = floors_uvalue_data[
|
||||||
|
~pd.isnull(floors_uvalue_data["thermal_transmittance"])
|
||||||
|
][["original_description", "thermal_transmittance"]].rename(
|
||||||
|
columns={
|
||||||
|
"original_description": self.EPC_API_DATA_NAMES["floor-description"],
|
||||||
|
"thermal_transmittance": "floor_u_value"
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
# Merge on
|
||||||
|
self.standardised_asset_list = self.standardised_asset_list.merge(
|
||||||
|
floors_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["floor-description"]
|
||||||
|
)
|
||||||
|
|
||||||
|
# We assume that a U-value of 0.5 or below is indicative of an insulated floor
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"] = (
|
||||||
|
(
|
||||||
|
(
|
||||||
|
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str
|
||||||
|
.lower().str.contains("solid")
|
||||||
|
) & (
|
||||||
|
~self.standardised_asset_list["epc_has_floor_recommendation"]
|
||||||
|
) & (
|
||||||
|
# We do not utilise estimated EPCs for this method because we will always find that
|
||||||
|
# "epc_has_floor_recommendation" is False
|
||||||
|
(self.standardised_asset_list["estimated"] == False)
|
||||||
|
)
|
||||||
|
) | (
|
||||||
(
|
(
|
||||||
self.standardised_asset_list[
|
self.standardised_asset_list[
|
||||||
self.EPC_API_DATA_NAMES[
|
self.EPC_API_DATA_NAMES["floor-description"]].str.lower().str.contains("solid")
|
||||||
"walls-description"]].str.lower().str.contains(
|
) & (
|
||||||
"|".join(
|
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str.lower()
|
||||||
self.EPC_INSULATED_WALLS_SUBSTRINGS)
|
.str.contains(", insulated")
|
||||||
)
|
)
|
||||||
) | (
|
)
|
||||||
|
)
|
||||||
|
|
||||||
|
# Check for other floor types, insulated
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_other_insulated"] = (
|
||||||
|
# The floor is suspended and insulated
|
||||||
|
(
|
||||||
|
(
|
||||||
|
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str
|
||||||
|
.lower().str.contains("suspended")
|
||||||
|
) & (
|
||||||
|
~self.standardised_asset_list["epc_has_floor_recommendation"]
|
||||||
|
) & (
|
||||||
|
# We do not utilise estimated EPCs for this method because we will always find that
|
||||||
|
# "epc_has_floor_recommendation" is False
|
||||||
|
self.standardised_asset_list["estimated"] == False
|
||||||
|
)
|
||||||
|
) | (
|
||||||
|
(
|
||||||
self.standardised_asset_list[
|
self.standardised_asset_list[
|
||||||
"walls_u_value"].apply(
|
self.EPC_API_DATA_NAMES["floor-description"]
|
||||||
lambda x: x <= 0.7 if not pd.isnull(x) else False
|
].str.lower().str.contains("suspended")
|
||||||
)
|
) & (
|
||||||
|
self.standardised_asset_list[
|
||||||
|
self.EPC_API_DATA_NAMES["floor-description"]
|
||||||
|
].str.lower().str.contains(", insulated")
|
||||||
|
)
|
||||||
|
) | (
|
||||||
|
self.standardised_asset_list["floor_u_value"].apply(
|
||||||
|
lambda x: x <= 0.5 if not pd.isnull(x) else False
|
||||||
)
|
)
|
||||||
)
|
)
|
||||||
|
)
|
||||||
|
####################################
|
||||||
|
# Check solar eligibility
|
||||||
|
####################################
|
||||||
|
|
||||||
# We merge on the u-value for average thermal transmittance
|
# Set up the filters to stop repetition
|
||||||
roof_uvalue_data = pd.DataFrame(cleaned["roof-description"])
|
correct_heating_system = (
|
||||||
roof_uvalue_data = roof_uvalue_data[
|
self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] |
|
||||||
~pd.isnull(roof_uvalue_data["thermal_transmittance"])
|
self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"]
|
||||||
][["original_description", "thermal_transmittance"]].rename(
|
)
|
||||||
columns={
|
|
||||||
"original_description": self.EPC_API_DATA_NAMES["roof-description"],
|
|
||||||
"thermal_transmittance": "roof_u_value"
|
|
||||||
}
|
|
||||||
)
|
|
||||||
|
|
||||||
self.standardised_asset_list = self.standardised_asset_list.merge(
|
needs_heating_upgrade = (
|
||||||
roof_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["roof-description"]
|
self.standardised_asset_list["solar_landlord_data_indicates_needs_heating_upgrade"] |
|
||||||
)
|
self.standardised_asset_list["solar_epc_data_indicates_requires_heating_upgrade"]
|
||||||
|
)
|
||||||
|
|
||||||
# If the u-value of a roof is less than 0.7 we consider it insulated
|
walls_are_insulated = (
|
||||||
self.standardised_asset_list["solar_epc_roof_insulated"] = (
|
self.standardised_asset_list["solar_landlord_walls_insulated"] |
|
||||||
self.standardised_asset_list[self.EPC_API_DATA_NAMES["roof-description"]].str.lower().str.contains(
|
self.standardised_asset_list["solar_epc_walls_insulated"] |
|
||||||
"|".join(self.EPC_INSULATED_ROOF_SUBSTRINGS), regex=False
|
self.standardised_asset_list["solar_non_intrusives_walls_insulated"]
|
||||||
) | (
|
)
|
||||||
self.standardised_asset_list[self.ATTRIBUTE_EPC_ROOF_INSULATION_THICKNESS].apply(
|
|
||||||
lambda x: int(x) >= 200 if str(x).isdigit() else False
|
|
||||||
)
|
|
||||||
) | (
|
|
||||||
self.standardised_asset_list["roof_u_value"].apply(
|
|
||||||
lambda x: x <= 0.7 if not pd.isnull(x) else False
|
|
||||||
)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
|
|
||||||
self.standardised_asset_list["solar_epc_loft_needs_topup"] = self.standardised_asset_list[
|
self.standardised_asset_list["solar_eligible_solid_floor"] = (
|
||||||
self.ATTRIBUTE_EPC_ROOF_INSULATION_THICKNESS].apply(
|
# Landlord data or EPC data indicates the heating system is appropriate
|
||||||
lambda x: int(x) < 200 if str(x).isdigit() else False
|
correct_heating_system &
|
||||||
)
|
# The property doesn't currently have solar
|
||||||
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
|
# The walls are insulated
|
||||||
|
walls_are_insulated &
|
||||||
|
# Roof is insulated
|
||||||
|
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
||||||
|
)
|
||||||
|
|
||||||
# TODO: Fill with False - should be temp!
|
# With heating upgrade
|
||||||
self.standardised_asset_list["epc_has_floor_recommendation"] = (
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_heating_upgrade"] = (
|
||||||
self.standardised_asset_list["epc_has_floor_recommendation"].fillna(False)
|
# Needs heating upgrade
|
||||||
)
|
needs_heating_upgrade &
|
||||||
|
# The property doesn't currently have solar
|
||||||
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
|
# The walls are insulated
|
||||||
|
walls_are_insulated &
|
||||||
|
# Roof is insulated
|
||||||
|
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
||||||
|
)
|
||||||
|
# Because the EPC data can be contradictrory, we remove any overlap
|
||||||
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_heating_upgrade"] = np.where(
|
||||||
|
self.standardised_asset_list["solar_eligible_solid_floor"],
|
||||||
|
False,
|
||||||
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_heating_upgrade"]
|
||||||
|
)
|
||||||
|
|
||||||
# We merge on the u-value for average thermal transmittance
|
# We shouldn't have an overlap
|
||||||
floors_uvalue_data = pd.DataFrame(cleaned["floor-description"])
|
if (
|
||||||
floors_uvalue_data = floors_uvalue_data[
|
self.standardised_asset_list["solar_eligible_solid_floor"] &
|
||||||
~pd.isnull(floors_uvalue_data["thermal_transmittance"])
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_heating_upgrade"]
|
||||||
][["original_description", "thermal_transmittance"]].rename(
|
).sum():
|
||||||
columns={
|
raise ValueError("Both heating upgrade and no heating upgrade are true - this should not be possible")
|
||||||
"original_description": self.EPC_API_DATA_NAMES["floor-description"],
|
|
||||||
"thermal_transmittance": "floor_u_value"
|
|
||||||
}
|
|
||||||
)
|
|
||||||
|
|
||||||
# Merge on
|
# Solid floor but needs a loft top-up
|
||||||
self.standardised_asset_list = self.standardised_asset_list.merge(
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"] = (
|
||||||
floors_uvalue_data, how="left", on=self.EPC_API_DATA_NAMES["floor-description"]
|
# Landlord data or EPC data indicates the heating system is appropriate
|
||||||
)
|
correct_heating_system &
|
||||||
|
# The property doesn't currently have solar
|
||||||
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
|
# The walls are insulated
|
||||||
|
walls_are_insulated &
|
||||||
|
# Roof is insulated
|
||||||
|
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
||||||
|
)
|
||||||
|
|
||||||
# We assume that a U-value of 0.5 or below is indicative of an insulated floor
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft_needs_heating_upgrade"] = (
|
||||||
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"] = (
|
# Needs heating upgrade
|
||||||
(
|
needs_heating_upgrade &
|
||||||
(
|
# The property doesn't currently have solar
|
||||||
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
.lower().str.contains("solid")
|
# The walls are insulated
|
||||||
) & (
|
walls_are_insulated &
|
||||||
~self.standardised_asset_list["epc_has_floor_recommendation"]
|
# Roof is insulated
|
||||||
) & (
|
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
||||||
# We do not utilise estimated EPCs for this method because we will always find that
|
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
||||||
# "epc_has_floor_recommendation" is False
|
)
|
||||||
(self.standardised_asset_list["estimated"] == False)
|
|
||||||
)
|
|
||||||
) | (
|
|
||||||
(
|
|
||||||
self.standardised_asset_list[
|
|
||||||
self.EPC_API_DATA_NAMES["floor-description"]].str.lower().str.contains("solid")
|
|
||||||
) & (
|
|
||||||
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str.lower()
|
|
||||||
.str.contains(", insulated")
|
|
||||||
)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
|
|
||||||
# Check for other floor types, insulated
|
# Other floor type, fully insulated
|
||||||
self.standardised_asset_list["solar_epc_floor_is_other_insulated"] = (
|
self.standardised_asset_list["solar_eligible_other_floor"] = (
|
||||||
# The floor is suspended and insulated
|
# Landlord data or EPC data indicates the heating system is appropriate
|
||||||
(
|
correct_heating_system &
|
||||||
(
|
# The property doesn't currently have solar
|
||||||
self.standardised_asset_list[self.EPC_API_DATA_NAMES["floor-description"]].str
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
.lower().str.contains("suspended")
|
# The walls are insulated
|
||||||
) & (
|
walls_are_insulated &
|
||||||
~self.standardised_asset_list["epc_has_floor_recommendation"]
|
# Roof is insulated
|
||||||
) & (
|
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
||||||
# We do not utilise estimated EPCs for this method because we will always find that
|
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
||||||
# "epc_has_floor_recommendation" is False
|
)
|
||||||
self.standardised_asset_list["estimated"] == False
|
|
||||||
)
|
|
||||||
) | (
|
|
||||||
(
|
|
||||||
self.standardised_asset_list[
|
|
||||||
self.EPC_API_DATA_NAMES["floor-description"]
|
|
||||||
].str.lower().str.contains("suspended")
|
|
||||||
) & (
|
|
||||||
self.standardised_asset_list[
|
|
||||||
self.EPC_API_DATA_NAMES["floor-description"]
|
|
||||||
].str.lower().str.contains(", insulated")
|
|
||||||
)
|
|
||||||
) | (
|
|
||||||
self.standardised_asset_list["floor_u_value"].apply(
|
|
||||||
lambda x: x <= 0.5 if not pd.isnull(x) else False
|
|
||||||
)
|
|
||||||
)
|
|
||||||
)
|
|
||||||
|
|
||||||
# We now put together the criteria:
|
# With heating upgrade
|
||||||
# Flag properties that look eligible for solar, that have solid floors
|
self.standardised_asset_list["solar_eligible_other_floor_needs_heating_upgrade"] = (
|
||||||
# TODO: We'll need to revise this
|
# Needs heating upgrade
|
||||||
self.standardised_asset_list["solar_eligible_solid_floor"] = (
|
needs_heating_upgrade &
|
||||||
# Landlord data or EPC data indicates the heating system is appropriate
|
# The property doesn't currently have solar
|
||||||
(
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] |
|
# The walls are insulated
|
||||||
self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"]
|
walls_are_insulated &
|
||||||
) &
|
# Roof is insulated
|
||||||
# The property doesn't currently have solar
|
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
||||||
~self.standardised_asset_list["property_has_solar"] &
|
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
||||||
# The walls are insulated
|
)
|
||||||
(
|
|
||||||
self.standardised_asset_list["solar_landlord_walls_insulated"] |
|
|
||||||
self.standardised_asset_list["solar_epc_walls_insulated"] |
|
|
||||||
self.standardised_asset_list["solar_non_intrusives_walls_insulated"]
|
|
||||||
) &
|
|
||||||
# Roof is insulated
|
|
||||||
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
|
||||||
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
|
||||||
)
|
|
||||||
|
|
||||||
# Solid floor but needs a loft top-up
|
# Other floor type, needs loft top-up
|
||||||
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"] = (
|
self.standardised_asset_list["solar_eligible_other_floor_needs_loft"] = (
|
||||||
# Landlord data or EPC data indicates the heating system is appropriate
|
# Landlord data or EPC data indicates the heating system is appropriate
|
||||||
(
|
correct_heating_system &
|
||||||
self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] |
|
# The property doesn't currently have solar
|
||||||
self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"]
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
) &
|
# The walls are insulated
|
||||||
# The property doesn't currently have solar
|
walls_are_insulated &
|
||||||
~self.standardised_asset_list["property_has_solar"] &
|
# Roof need loft top-up
|
||||||
# The walls are insulated
|
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
||||||
(
|
# Floor is not solid, but is insulated
|
||||||
self.standardised_asset_list["solar_landlord_walls_insulated"] |
|
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
||||||
self.standardised_asset_list["solar_epc_walls_insulated"] |
|
)
|
||||||
self.standardised_asset_list["solar_non_intrusives_walls_insulated"]
|
|
||||||
) &
|
|
||||||
# Roof is insulated
|
|
||||||
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
|
||||||
self.standardised_asset_list["solar_epc_floor_is_solid_no_recommendation"]
|
|
||||||
)
|
|
||||||
|
|
||||||
# Other floor type, fully insulated
|
# With heating upgrade
|
||||||
|
self.standardised_asset_list["solar_eligible_other_floor_needs_loft_needs_heating_upgrade"] = (
|
||||||
|
# Landlord data or EPC data indicates the heating system is appropriate
|
||||||
|
needs_heating_upgrade &
|
||||||
|
# The property doesn't currently have solar
|
||||||
|
~self.standardised_asset_list["property_has_solar"] &
|
||||||
|
# The walls are insulated
|
||||||
|
walls_are_insulated &
|
||||||
|
# Roof need loft top-up
|
||||||
|
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
||||||
|
# Floor is not solid, but is insulated
|
||||||
|
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
||||||
|
)
|
||||||
|
|
||||||
self.standardised_asset_list["solar_eligible_other_floor"] = (
|
# Drop anything we don't need
|
||||||
# Landlord data or EPC data indicates the heating system is appropriate
|
self.standardised_asset_list = self.standardised_asset_list.drop(
|
||||||
(
|
columns=["walls_u_value", "roof_u_value", "floor_u_value"]
|
||||||
self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] |
|
)
|
||||||
self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"]
|
|
||||||
) &
|
|
||||||
# The property doesn't currently have solar
|
|
||||||
~self.standardised_asset_list["property_has_solar"] &
|
|
||||||
# The walls are insulated
|
|
||||||
(
|
|
||||||
self.standardised_asset_list["solar_landlord_walls_insulated"] |
|
|
||||||
self.standardised_asset_list["solar_epc_walls_insulated"]
|
|
||||||
) &
|
|
||||||
# Roof is insulated
|
|
||||||
self.standardised_asset_list["solar_epc_roof_insulated"] &
|
|
||||||
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
|
||||||
)
|
|
||||||
|
|
||||||
# Other floor type, needs loft top-up
|
# Adjust flagged extraction jobs to remove anything for solar
|
||||||
self.standardised_asset_list["solar_eligible_other_floor_needs_loft"] = (
|
self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] = (
|
||||||
# Landlord data or EPC data indicates the heating system is appropriate
|
self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] &
|
||||||
(
|
~self.standardised_asset_list["solar_eligible_solid_floor"] &
|
||||||
self.standardised_asset_list["solar_landlord_data_indicates_correct_heating_system"] |
|
~self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"]
|
||||||
self.standardised_asset_list["solar_epc_data_indicates_correct_heating_system"]
|
# ~self.standardised_asset_list["solar_eligible_other_floor"] &
|
||||||
) &
|
# ~self.standardised_asset_list["solar_eligible_other_floor_needs_loft"]
|
||||||
# The property doesn't currently have solar
|
)
|
||||||
~self.standardised_asset_list["property_has_solar"] &
|
|
||||||
# The walls are insulated
|
|
||||||
(
|
|
||||||
self.standardised_asset_list["solar_landlord_walls_insulated"] |
|
|
||||||
self.standardised_asset_list["solar_epc_walls_insulated"]
|
|
||||||
) &
|
|
||||||
# Roof need loft top-up
|
|
||||||
self.standardised_asset_list["solar_epc_loft_needs_topup"] &
|
|
||||||
# Floor is not solid, but is insulated
|
|
||||||
self.standardised_asset_list["solar_epc_floor_is_other_insulated"]
|
|
||||||
)
|
|
||||||
|
|
||||||
# Drop anything we don't need
|
|
||||||
self.standardised_asset_list = self.standardised_asset_list.drop(
|
|
||||||
columns=["walls_u_value", "roof_u_value", "floor_u_value"]
|
|
||||||
)
|
|
||||||
|
|
||||||
# Adjust flagged extraction jobs to remove anything for solar
|
|
||||||
self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] = (
|
|
||||||
self.standardised_asset_list["non_intrusive_indicates_cavity_extraction"] &
|
|
||||||
~self.standardised_asset_list["solar_eligible_solid_floor"] &
|
|
||||||
~self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"]
|
|
||||||
# ~self.standardised_asset_list["solar_eligible_other_floor"] &
|
|
||||||
# ~self.standardised_asset_list["solar_eligible_other_floor_needs_loft"]
|
|
||||||
)
|
|
||||||
|
|
||||||
blocks_of_flats = self.standardised_asset_list[
|
blocks_of_flats = self.standardised_asset_list[
|
||||||
self.standardised_asset_list[self.STANDARD_PROPERTY_TYPE] == "block of flats"
|
self.standardised_asset_list[self.STANDARD_PROPERTY_TYPE] == "block of flats"
|
||||||
|
|
@ -1484,17 +1589,6 @@ class AssetList:
|
||||||
)
|
)
|
||||||
}
|
}
|
||||||
|
|
||||||
# We produce a breakdown of the property types, for cavity fills
|
|
||||||
cavity_fills = self.standardised_asset_list[
|
|
||||||
self.standardised_asset_list["non_intrusive_indicates_empty_cavity"] | (
|
|
||||||
self.standardised_asset_list["epc_indicates_empty_cavity"]
|
|
||||||
)
|
|
||||||
]
|
|
||||||
|
|
||||||
self.work_type_breakdowns = {
|
|
||||||
"empty_cavity": cavity_fills[self.STANDARD_PROPERTY_TYPE].value_counts()
|
|
||||||
}
|
|
||||||
|
|
||||||
# Finally, we note why each property has been flagged
|
# Finally, we note why each property has been flagged
|
||||||
self.standardised_asset_list["cavity_reason"] = None
|
self.standardised_asset_list["cavity_reason"] = None
|
||||||
self.standardised_asset_list["cavity_reason"] = np.where(
|
self.standardised_asset_list["cavity_reason"] = np.where(
|
||||||
|
|
@ -1538,25 +1632,68 @@ class AssetList:
|
||||||
self.standardised_asset_list["solar_reason"] = None
|
self.standardised_asset_list["solar_reason"] = None
|
||||||
self.standardised_asset_list["solar_reason"] = np.where(
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
self.standardised_asset_list["solar_eligible_solid_floor"],
|
self.standardised_asset_list["solar_eligible_solid_floor"],
|
||||||
"Solid Floor, Insulated, No Solar",
|
"Solid Floor, Insulated, No Existing Solar",
|
||||||
self.standardised_asset_list["solar_reason"]
|
self.standardised_asset_list["solar_reason"]
|
||||||
)
|
)
|
||||||
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_heating_upgrade"],
|
||||||
|
"Solid Floor, Insulated, No Existing Solar, Needs Heating Upgrade",
|
||||||
|
self.standardised_asset_list["solar_reason"]
|
||||||
|
)
|
||||||
|
|
||||||
self.standardised_asset_list["solar_reason"] = np.where(
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"],
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft"],
|
||||||
"Solid Floor, Insulated, Needs Loft",
|
"Solid Floor, Insulated, Needs Loft, No Existing Solar",
|
||||||
self.standardised_asset_list["solar_reason"]
|
self.standardised_asset_list["solar_reason"]
|
||||||
)
|
)
|
||||||
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
|
self.standardised_asset_list["solar_eligible_solid_floor_needs_loft_needs_heating_upgrade"],
|
||||||
|
"Solid Floor, Insulated, Needs Loft, No Existing Solar, Needs Heating Upgrade",
|
||||||
|
self.standardised_asset_list["solar_reason"]
|
||||||
|
)
|
||||||
|
|
||||||
self.standardised_asset_list["solar_reason"] = np.where(
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
self.standardised_asset_list["solar_eligible_other_floor"],
|
self.standardised_asset_list["solar_eligible_other_floor"],
|
||||||
"Other Floor, Insulated, No Solar",
|
"Other Floor, Insulated, No Existing Solar",
|
||||||
self.standardised_asset_list["solar_reason"]
|
self.standardised_asset_list["solar_reason"]
|
||||||
)
|
)
|
||||||
self.standardised_asset_list["solar_reason"] = np.where(
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
self.standardised_asset_list["solar_eligible_other_floor_needs_loft"],
|
self.standardised_asset_list["solar_eligible_other_floor_needs_heating_upgrade"],
|
||||||
"Other Floor, Insulated, Needs Loft",
|
"Other Floor, Insulated, No Existing Solar, Needs Heating Upgrade",
|
||||||
self.standardised_asset_list["solar_reason"]
|
self.standardised_asset_list["solar_reason"]
|
||||||
)
|
)
|
||||||
|
|
||||||
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
|
self.standardised_asset_list["solar_eligible_other_floor_needs_loft"],
|
||||||
|
"Other Floor, Insulated, Needs Loft, No Existing Solar",
|
||||||
|
self.standardised_asset_list["solar_reason"]
|
||||||
|
)
|
||||||
|
self.standardised_asset_list["solar_reason"] = np.where(
|
||||||
|
self.standardised_asset_list["solar_eligible_other_floor_needs_loft_needs_heating_upgrade"],
|
||||||
|
"Other Floor, Insulated, Needs Loft, No Existing Solar, Needs Heating Upgrade",
|
||||||
|
self.standardised_asset_list["solar_reason"]
|
||||||
|
)
|
||||||
|
|
||||||
|
# Flag anything that has existing outcomes
|
||||||
|
if self.outcomes is not None:
|
||||||
|
self.standardised_asset_list["cavity_reason"] = np.where(
|
||||||
|
(
|
||||||
|
(self.standardised_asset_list["Surveyed"] > 0) |
|
||||||
|
(self.standardised_asset_list["Installer Refusal"] > 0)
|
||||||
|
),
|
||||||
|
None,
|
||||||
|
self.standardised_asset_list["cavity_reason"]
|
||||||
|
)
|
||||||
|
|
||||||
|
if self.master_surveyed is not None:
|
||||||
|
self.standardised_asset_list["cavity_reason"] = np.where(
|
||||||
|
(
|
||||||
|
(~pd.isnull(self.standardised_asset_list["SUBMISSION DATE"]))
|
||||||
|
),
|
||||||
|
None,
|
||||||
|
self.standardised_asset_list["cavity_reason"]
|
||||||
|
)
|
||||||
|
|
||||||
def flat_analysis(self):
|
def flat_analysis(self):
|
||||||
|
|
||||||
# We need to deduce the building name - we strip out the house number
|
# We need to deduce the building name - we strip out the house number
|
||||||
|
|
|
||||||
Loading…
Add table
Reference in a new issue