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integrating scoring heat and hot water models and adjusting days_to for the cost models

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Khalim Conn-Kowlessar 2024-07-09 15:52:16 +01:00
parent 4c79abe512
commit b9f64722ce
1 changed files with 14 additions and 0 deletions
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14
backend/Property.py
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@ -2,8 +2,10 @@ import os
import ast import ast
from itertools import groupby from itertools import groupby
import pandas as pd import pandas as pd
from datetime import datetime, timedelta
from etl.epc.Dataset import TrainingDataset from etl.epc.Dataset import TrainingDataset
from etl.epc.Record import EPCRecord
from etl.epc.settings import LATEST_FIELD, MANDATORY_FIXED_FEATURES from etl.epc.settings import LATEST_FIELD, MANDATORY_FIXED_FEATURES
from etl.epc_clean.epc_attributes.all_cleaners import all_cleaner_map from etl.epc_clean.epc_attributes.all_cleaners import all_cleaner_map
from etl.solar.SolarPhotoSupply import SolarPhotoSupply from etl.solar.SolarPhotoSupply import SolarPhotoSupply
@ -291,6 +293,7 @@ class Property:
if r[0]["phase"] is not None if r[0]["phase"] is not None
] ]
) )
simulation_lodgment_date = (datetime.now() - timedelta(days=1)).strftime("%Y-%m-%d")
for phase in phases: for phase in phases:
property_recommendations_by_phase = [ property_recommendations_by_phase = [
@ -323,6 +326,10 @@ class Property:
0 0
].copy() ].copy()
recommendation_record["days_to_ending"] = EPCRecord._calculate_days_to(
lodgement_date=simulation_lodgment_date,
)
for rec in property_recommendations_by_phase: for rec in property_recommendations_by_phase:
# We simulate the impact of the recommendation at this current phase, and all of the prior phases # We simulate the impact of the recommendation at this current phase, and all of the prior phases
@ -355,6 +362,13 @@ class Property:
phase_epc_transformation[k] = v phase_epc_transformation[k] = v
simulation_epc = self.epc_record.prepared_epc.copy() simulation_epc = self.epc_record.prepared_epc.copy()
# Insert static values
simulation_epc["lodgement_date"] = simulation_lodgment_date
# Insert today's costs, unadjusted (i.e. in line with what we expect the EPC would say today)
simulation_epc["heating-cost-current"] = round(self.energy_cost_estimates["unadjusted"]["heating"])
simulation_epc["lighting-cost-current"] = round(self.energy_cost_estimates["unadjusted"]["lighting"])
simulation_epc["hot-water-cost-current"] = round(self.energy_cost_estimates["unadjusted"]["hot_water"])
# Replace the understores with hyphens # Replace the understores with hyphens
simulation_epc = {k.replace("_", "-"): v for k, v in simulation_epc.items()} simulation_epc = {k.replace("_", "-"): v for k, v in simulation_epc.items()}
simulation_epc.update(phase_epc_transformation) simulation_epc.update(phase_epc_transformation)