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working on ha facts and figures

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Khalim Conn-Kowlessar 2024-02-26 14:14:19 +00:00
parent 8b48dbac9e
commit ae2cc3fab5
1 changed files with 15 additions and 10 deletions
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25
etl/eligibility/ha_15_32/ha_analysis_batch_3.py
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@ -42,7 +42,7 @@ class DataLoader:
# We expect 4 unmatched addresses, which have been validated manually as being in the ciga file but not
# the asset list
"HA14": 4,
# There's just too many unmatched here - if we identify some homes that
# There's just too many unmatched here
"HA6": 117,
"HA107": 52
}
@ -786,6 +786,8 @@ class DataLoader:
survey_list = data_assets["survey_list"].copy()
ciga_list = data_assets["ciga_list"].copy()
asset_list_starting_size = asset_list.shape[0]
# Change the column name if it's ECO eligibility
asset_list = asset_list.rename(columns={"ECO eligibility": "ECO Eligibility"})
# Remove surplus whitespace from the ECO Eligibility column
@ -793,19 +795,17 @@ class DataLoader:
# Push to lower case
asset_list["ECO Eligibility"] = asset_list["ECO Eligibility"].str.lower()
# Remap
asset_list["ECO Eligibility"] = asset_list["ECO Eligibility"].map(eco_eligibility_map)
asset_list["ECO Eligibility"] = asset_list["ECO Eligibility"].replace(eco_eligibility_map)
if not ciga_list.empty:
# We merge on ciga and update the status to reflect if it has failed ciga or not
# If Guarantee is Yes, this means that there is a guarantee in place, and the property failed the CIGA
# check
asset_list = asset_list.merge(
ciga_list[["asset_list_row_id", "Guarantee"]],
how='left',
on="asset_list_row_id"
)
asset_list["ECO Eligibility"].value_counts()
ciga_list_to_merge = ciga_list[["asset_list_row_id", "Guarantee"]].copy()
ciga_list_to_merge = ciga_list_to_merge[~pd.isnull(ciga_list_to_merge["asset_list_row_id"])]
asset_list = asset_list.merge(ciga_list_to_merge, how='left', on="asset_list_row_id")
asset_list["ECO Eligibility"] = np.where(
(
@ -818,7 +818,10 @@ class DataLoader:
# We replace any remaining "Subject to CIGA" with pass Ciga
asset_list["ECO Eligibility"] = np.where(
asset_list["ECO Eligibility"].str.contains("Subject to CIGA", regex=False),
(
asset_list["ECO Eligibility"].str.contains("(subject to ciga)", regex=False) &
(asset_list["Guarantee"] == "No")
),
"eco4 - passed ciga",
asset_list["ECO Eligibility"]
)
@ -826,6 +829,8 @@ class DataLoader:
asset_list = asset_list.drop(columns=["Guarantee"])
# Update the asset list with the categorisations and rename changes
if asset_list.shape[0] != asset_list_starting_size:
raise ValueError("The asset list has changed in size")
self.data[ha_name]["asset_list"] = asset_list
# Report on sales
@ -846,7 +851,7 @@ class DataLoader:
survey_list["installed_or_cancelled_clean"] = survey_list["installed_or_cancelled_clean"].str.strip()
# Remap the values in the scheme column
survey_list[scheme_column] = survey_list[scheme_column].map(scheme_map)
survey_list[scheme_column] = survey_list[scheme_column].replace(scheme_map)
survey_list["installation_status"] = None
survey_list["installation_status"] = np.where(