diff --git a/backend/Funding.py b/backend/Funding.py
index 05c2921d..50960eb7 100644
--- a/backend/Funding.py
+++ b/backend/Funding.py
@@ -322,6 +322,10 @@ class Funding:
         return data["Cost Savings"].values[0]
 
     def _calculate_full_project_abs(self, floor_area_band: str, starting_sap_band: str, ending_sap_band: str):
+
+        if starting_sap_band == ending_sap_band:
+            return 0
+
         data = self.project_scores_matrix[
             (self.project_scores_matrix["Floor Area Segment"] == floor_area_band) &
             (self.project_scores_matrix["Starting Band"] == starting_sap_band) &
@@ -638,6 +642,38 @@ class Funding:
             # If we don't have a pre heating system, we assume the measure is not applicable
             return 0
 
+        if measure_type in ["double_glazing", "secondary_glazing"]:
+            # pps is under the WG_singletodouble Measure_Type
+            pps = filtered_pps_matrix[
+                filtered_pps_matrix["Measure_Type"] == "WG_singletodouble"
+                ]
+            return pps.squeeze()["Cost Savings"]
+
+        if measure_type == "roomstat_programmer_trvs":
+            # We can get funding for TRVs
+            pps = filtered_pps_matrix[
+                filtered_pps_matrix["Measure_Type"] == "TRV"
+                ]
+            if pre_heating_system in pps["Pre_Main_Heating_Source"].values:
+                pps = pps[pps["Pre_Main_Heating_Source"] == pre_heating_system]
+                if pps.shape[0] != 1:
+                    raise ValueError("something went wrong, more than one pps for TRV")
+                return pps.squeeze()["Cost Savings"]
+            # If we don't have a pre heating system, we assume the measure is not applicable
+            return 0
+
+        if measure_type == "time_temperature_zone_control":
+            pps = filtered_pps_matrix[
+                filtered_pps_matrix["Measure_Type"] == "TTZC"
+                ]
+            if pre_heating_system in pps["Pre_Main_Heating_Source"].values:
+                pps = pps[pps["Pre_Main_Heating_Source"] == pre_heating_system]
+                if pps.shape[0] != 1:
+                    raise ValueError("something went wrong, more than one pps for TTZC")
+                return pps.squeeze()["Cost Savings"]
+            # If we don't have a pre heating system, we assume the measure is not applicable
+            return 0
+
         raise ValueError(f"Invalid measure type for partial project ABS calculation: {measure_type}")
 
     # -----------------------
diff --git a/backend/engine/engine.py b/backend/engine/engine.py
index d81063a0..e8c5884e 100644
--- a/backend/engine/engine.py
+++ b/backend/engine/engine.py
@@ -949,7 +949,7 @@ async def model_engine(body: PlanTriggerRequest):
                 total_uplift = optimal_solution["total_uplift"]
                 # This is the funding scheme selected
                 # This is the full project ABS
-                full_project_score = optimal_solution["full_project_funding"]
+                full_project_score = optimal_solution["project_score"]
                 # This is the partial project ABS
                 partial_project_score = optimal_solution["partial_project_score"]
                 # This is the uplift score ABS
diff --git a/etl/customers/remote_assessments/app.py b/etl/customers/remote_assessments/app.py
index df4a16fe..9b5bf7c1 100644
--- a/etl/customers/remote_assessments/app.py
+++ b/etl/customers/remote_assessments/app.py
@@ -17,15 +17,28 @@ def app():
     :return:
     """
 
-    asset_list = pd.read_excel(
-        "/Users/khalimconn-kowlessar/Downloads/Energy Information MASTER June 2025 - Standardised.xlsx",
-        sheet_name="Solar Properties",
-    )
-    asset_list = asset_list[~asset_list["estimated"]]
-    asset_list["domna_address_1"] = asset_list["domna_address_1"].astype(str)
-    asset_list = asset_list[["domna_address_1", "domna_postcode", "epc_os_uprn"]].rename(
-        columns={"domna_address_1": "address", "domna_postcode": "postcode", "epc_os_uprn": "uprn"}
-    )
+    # asset_list = pd.read_excel(
+    #     "/Users/khalimconn-kowlessar/Downloads/Energy Information MASTER June 2025 - Standardised.xlsx",
+    #     sheet_name="Solar Properties",
+    # )
+    # asset_list = asset_list[~asset_list["estimated"]]
+    # asset_list["domna_address_1"] = asset_list["domna_address_1"].astype(str)
+    # asset_list = asset_list[["domna_address_1", "domna_postcode", "epc_os_uprn"]].rename(
+    #     columns={"domna_address_1": "address", "domna_postcode": "postcode", "epc_os_uprn": "uprn"}
+    # )
+
+    asset_list = [
+        {
+            "address": "7 Crawley Road",
+            "postcode": "N22 6AN",
+            "uprn": 100021169757
+        },
+        {
+            "address": "7 Crawley Road",
+            "postcode": "N22 6AN",
+            "uprn": 100021169757
+        },
+    ]
 
     # Store the asset list in s3
     filename = f"{USER_ID}/{PORTFOLIO_ID}/asset_list.csv"
diff --git a/etl/epc_clean/EpcClean.py b/etl/epc_clean/EpcClean.py
index 10b5095d..4b1beebe 100644
--- a/etl/epc_clean/EpcClean.py
+++ b/etl/epc_clean/EpcClean.py
@@ -75,6 +75,9 @@ class EpcClean:
             ]
         ]
 
+        # Average
+        filtered_data.groupby("lighting-description")["low-energy-lighting"].mean().reset_index()
+
         # Convert low-energy-lighting to float
         for row in filtered_data:
             row["low-energy-lighting"] = float(row["low-energy-lighting"])
@@ -88,9 +91,10 @@ class EpcClean:
             sums[description] += row["low-energy-lighting"]
             counts[description] += 1
 
+        # Scale to between 0 and 1
         averages = [{
-            "lighting-description": correct_spelling(description.lower()),
-            "low-energy-lighting": total / counts[description]
+            "lighting-description": correct_spelling(description.lower()) / 100,
+            "low-energy-lighting": total / counts[description] / 100
         } for description, total in sums.items()]
 
         return averages
diff --git a/recommendations/Costs.py b/recommendations/Costs.py
index aa6f5a38..fccc2fc8 100644
--- a/recommendations/Costs.py
+++ b/recommendations/Costs.py
@@ -181,6 +181,7 @@ class Costs:
         "solid_floor_insulation": 0.26,
         "low_energy_lighting": 0.26,
         "high_heat_retention_storage_heaters": 0.1,
+        "windows_glazing": 0.15,
     }
 
     # Preliminaries are a percentage of the total cost of the work and covers the cost of site-specific costs
diff --git a/recommendations/LightingRecommendations.py b/recommendations/LightingRecommendations.py
index b96cefb2..6fa93fb8 100644
--- a/recommendations/LightingRecommendations.py
+++ b/recommendations/LightingRecommendations.py
@@ -100,7 +100,7 @@ class LightingRecommendations:
         :return:
         """
 
-        if self.property.lighting["low_energy_proportion"] == 100:
+        if self.property.lighting["low_energy_proportion"] >= 1:
             return
 
         leds_recommendation_config = next(
diff --git a/recommendations/SolarPvRecommendations.py b/recommendations/SolarPvRecommendations.py
index dad9530a..cf18e0cd 100644
--- a/recommendations/SolarPvRecommendations.py
+++ b/recommendations/SolarPvRecommendations.py
@@ -264,7 +264,7 @@ class SolarPvRecommendations:
                     scaffolding_options=self.scaffolding_options,
                     n_floors=self.property.number_of_floors
                 )
-                description = f"Install a {solar_pv_product['description']}"
+                description = solar_pv_product['description']
 
                 if self.property.in_conservation_area:
                     description += " Property is in a consevation area - please check with local planning authority."