diff --git a/etl/epc/generate_scenarios_data.py b/etl/epc/generate_scenarios_data.py
index d5bece8b..f9f66034 100644
--- a/etl/epc/generate_scenarios_data.py
+++ b/etl/epc/generate_scenarios_data.py
@@ -54,9 +54,19 @@ scenario_properties = [
         "postcode": "NN1 5JY",
         "lmk-key": "1459796789102016070507274146560098",
         "measures": [
-            [["internal_wall_insulation"], "11", None, [0]],
-            [["external_wall_insulation"], "10", None, [0]],
-            [["solar", "windows"], "12-15", {"photo_supply_ending": 50}, [0, 1]],
+            [
+                ["internal_wall_insulation"],
+                "11",
+                {"walls_insulation_thickness_ending": "average"},
+                [0],
+            ],
+            [
+                ["external_wall_insulation"],
+                "10",
+                {"walls_insulation_thickness_ending": "average"},
+                [0],
+            ],
+            [["solar", "windows"], "15", {"photo_supply_ending": 50}, [0, 1]],
         ],
     },
     {
@@ -64,7 +74,12 @@ scenario_properties = [
         "postcode": "HP1 2HA",
         "lmk-key": "c14029235739827d5f627dc8aa9bb567d026b267e851e0db0001db24638667b1",
         "measures": [
-            [["cavity_wall_insulation", "loft_insulation"], "15", None, [0, 1]],
+            [
+                ["cavity_wall_insulation", "loft_insulation"],
+                "15",
+                {"walls_insulation_thickness_ending": "average"},
+                [0, 1],
+            ],
         ],
     },
     {
@@ -72,7 +87,12 @@ scenario_properties = [
         "postcode": "HP1 2HE",
         "lmk-key": "99296a6dda21314fef3a61cda59e441e9a2aacf115eb96f4a0fa85696bf7b117",
         "measures": [
-            [["cavity_wall_insulation", "loft_insulation"], "15", None, [0, 1]],
+            [
+                ["cavity_wall_insulation", "loft_insulation"],
+                "15",
+                {"walls_insulation_thickness_ending": "average"},
+                [0, 1],
+            ],
         ],
     },
     {
@@ -80,7 +100,12 @@ scenario_properties = [
         "postcode": "HP1 2AN",
         "lmk-key": "d1e0534be3a44c33003323b21d0e322e3daddc65b5ee71936f89c59ddab96b50",
         "measures": [
-            [["cavity_wall_insulation", "loft_insulation"], "15", None, [0, 1]],
+            [
+                ["cavity_wall_insulation", "loft_insulation"],
+                "15",
+                {"walls_insulation_thickness_ending": "average"},
+                [0, 1],
+            ],
         ],
     },
     {
@@ -88,11 +113,17 @@ scenario_properties = [
         "postcode": "HP1 2HX",
         "lmk-key": "1eae354db522a95188018d9cd0502ed8c609910b6c88f8797d3a25f59b11770a",
         "measures": [
-            [["cavity_wall_insulation", "loft_insulation"], "15", None, [0, 1]],
+            [
+                ["cavity_wall_insulation", "loft_insulation"],
+                "15",
+                {"walls_insulation_thickness_ending": "average"},
+                [0, 1],
+            ],
         ],
     },
 ]
 
+
 recommendations_scoring_data = []
 
 for scenario_property in scenario_properties:
@@ -217,6 +248,9 @@ for scenario_property in scenario_properties:
     recommendations_scoring_data.extend(scoring_list)
 
 recommendations_scoring_data = pd.DataFrame(recommendations_scoring_data)
+recommendations_scoring_data["impact"] = recommendations_scoring_data["impact"].astype(
+    int
+)
 recommendations_scoring_data = recommendations_scoring_data.drop(
     columns=[
         "rdsap_change",