diff --git a/etl/epc/Pipeline.py b/etl/epc/Pipeline.py
index 3a078703..47cddeb0 100644
--- a/etl/epc/Pipeline.py
+++ b/etl/epc/Pipeline.py
@@ -39,7 +39,7 @@ VARIABLE_DATA_FEATURES = (
     COMPONENT_FEATURES
     + ROOM_FEATURES
     + EFFICIENCY_FEATURES
-    + POTENTIAL_COLUMNS
+    # + POTENTIAL_COLUMNS
     + ["lodgement_date", RDSAP_RESPONSE, HEAT_DEMAND_RESPONSE, CARBON_RESPONSE]
 )
 
@@ -66,14 +66,10 @@ clean_lookup = get_cleaned_description_mapping()
 
 # TODO: THIS IS A TEMPORARY FIX
 new_walls_description_mapping = pd.DataFrame(clean_lookup["walls-description"])
-
-import numpy as np
-
-new_walls_description_mapping["thermal_transmittance_unit"] = np.where(
-    ~pd.isnull(new_walls_description_mapping["thermal_transmittance_unit"]),
-    "w/m-¦k",
-    new_walls_description_mapping["thermal_transmittance_unit"],
-)
+new_walls_description_mapping.loc[
+    ~new_walls_description_mapping["thermal_transmittance_unit"].isnull(),
+    "thermal_transmittance_unit",
+] = "w/m-¦k"
 
 clean_lookup["walls-description"] = new_walls_description_mapping.to_dict(
     orient="records"
diff --git a/etl/epc/Record.py b/etl/epc/Record.py
index 9a965c6a..9b69c33a 100644
--- a/etl/epc/Record.py
+++ b/etl/epc/Record.py
@@ -76,10 +76,10 @@ class EPCRecord:
     mainheat_energy_eff: str = None
     mainheatc_energy_eff: str = None
     lighting_energy_eff: str = None
-    potential_energy_efficiency: float = None
-    environment_impact_potential: float = None
-    energy_consumption_potential: float = None
-    co2_emissions_potential: float = None
+    # potential_energy_efficiency: float = None
+    # environment_impact_potential: float = None
+    # energy_consumption_potential: float = None
+    # co2_emissions_potential: float = None
     lodgement_date: str = None
     current_energy_efficiency: int = None
     energy_consumption_current: int = None
@@ -249,18 +249,18 @@ class EPCRecord:
         self.mainheat_energy_eff: str = self.prepared_epc["mainheat_energy_eff"]
         self.mainheatc_energy_eff: str = self.prepared_epc["mainheatc_energy_eff"]
         self.lighting_energy_eff: str = self.prepared_epc["lighting_energy_eff"]
-        self.potential_energy_efficiency: float = float(
-            self.prepared_epc["potential_energy_efficiency"]
-        )
-        self.environment_impact_potential: float = float(
-            self.prepared_epc["environment_impact_potential"]
-        )
-        self.energy_consumption_potential: float = float(
-            self.prepared_epc["energy_consumption_potential"]
-        )
-        self.co2_emissions_potential: float = float(
-            self.prepared_epc["co2_emissions_potential"]
-        )
+        # self.potential_energy_efficiency: float = float(
+        #     self.prepared_epc["potential_energy_efficiency"]
+        # )
+        # self.environment_impact_potential: float = float(
+        #     self.prepared_epc["environment_impact_potential"]
+        # )
+        # self.energy_consumption_potential: float = float(
+        #     self.prepared_epc["energy_consumption_potential"]
+        # )
+        # self.co2_emissions_potential: float = float(
+        #     self.prepared_epc["co2_emissions_potential"]
+        # )
         self.lodgement_date: str = self.prepared_epc["lodgement_date"]
         self.current_energy_efficiency: int = int(
             self.prepared_epc["current_energy_efficiency"]
@@ -466,9 +466,7 @@ class EPCRecord:
             (property_dimensions["PROPERTY_TYPE"] == self.prepared_epc["property-type"])
         ]
 
-        if (
-            self.construction_age_band not in DATA_ANOMALY_MATCHES
-        ):
+        if self.construction_age_band not in DATA_ANOMALY_MATCHES:
             result = result[
                 (result["CONSTRUCTION_AGE_BAND"] == self.construction_age_band)
             ]
@@ -480,7 +478,12 @@ class EPCRecord:
             result = result[(result["BUILT_FORM"] == self.prepared_epc["built-form"])]
 
         return result[
-            ["NUMBER_HABITABLE_ROOMS", "NUMBER_HEATED_ROOMS", "TOTAL_FLOOR_AREA", "FLOOR_HEIGHT"]
+            [
+                "NUMBER_HABITABLE_ROOMS",
+                "NUMBER_HEATED_ROOMS",
+                "TOTAL_FLOOR_AREA",
+                "FLOOR_HEIGHT",
+            ]
         ].mean()
 
     def _clean_property_dimensions(self):
@@ -491,9 +494,11 @@ class EPCRecord:
         if not self.prepared_epc:
             raise ValueError("EPC Record doesn not contain epc data")
 
-        if (self.prepared_epc["number-habitable-rooms"] in DATA_ANOMALY_MATCHES) or (
-            self.prepared_epc["floor-height"] in DATA_ANOMALY_MATCHES
-        ) or (self.prepared_epc["number-heated-rooms"] in DATA_ANOMALY_MATCHES):
+        if (
+            (self.prepared_epc["number-habitable-rooms"] in DATA_ANOMALY_MATCHES)
+            or (self.prepared_epc["floor-height"] in DATA_ANOMALY_MATCHES)
+            or (self.prepared_epc["number-heated-rooms"] in DATA_ANOMALY_MATCHES)
+        ):
             property_dimensions = read_dataframe_from_s3_parquet(
                 bucket_name=DATA_BUCKET,
                 file_key=f"property_dimensions/{self.prepared_epc['local-authority']}.parquet",
@@ -507,12 +512,18 @@ class EPCRecord:
                 self.property_dimensions["NUMBER_HABITABLE_ROOMS"].round()
             )
         else:
-            self.prepared_epc["number-habitable-rooms"] = float(self.prepared_epc["number-habitable-rooms"])
+            self.prepared_epc["number-habitable-rooms"] = float(
+                self.prepared_epc["number-habitable-rooms"]
+            )
 
         if self.prepared_epc["number-heated-rooms"] in DATA_ANOMALY_MATCHES:
-            self.prepared_epc["number-heated-rooms"] = float(self.property_dimensions["NUMBER_HEATED_ROOMS"].round())
+            self.prepared_epc["number-heated-rooms"] = float(
+                self.property_dimensions["NUMBER_HEATED_ROOMS"].round()
+            )
         else:
-            self.prepared_epc["number-heated-rooms"] = float(self.prepared_epc["number-heated-rooms"])
+            self.prepared_epc["number-heated-rooms"] = float(
+                self.prepared_epc["number-heated-rooms"]
+            )
 
         self.number_of_floors = estimate_number_of_floors(
             self.prepared_epc["property-type"]
@@ -1033,18 +1044,18 @@ class EPCDifferenceRecord:
             "heat_demand_ending": self.record2.get(HEAT_DEMAND_RESPONSE),
             "carbon_starting": self.record1.get(CARBON_RESPONSE),
             "carbon_ending": self.record2.get(CARBON_RESPONSE),
-            "potential_energy_efficiency": self.earliest_record.get(
-                "potential_energy_efficiency"
-            ),
-            "environment_impact_potential": self.earliest_record.get(
-                "environment_impact_potential"
-            ),
-            "energy_consumption_potential": self.earliest_record.get(
-                "energy_consumption_potential"
-            ),
-            "co2_emissions_potential": self.earliest_record.get(
-                "co2_emissions_potential"
-            ),
+            # "potential_energy_efficiency": self.earliest_record.get(
+            #     "potential_energy_efficiency"
+            # ),
+            # "environment_impact_potential": self.earliest_record.get(
+            #     "environment_impact_potential"
+            # ),
+            # "energy_consumption_potential": self.earliest_record.get(
+            #     "energy_consumption_potential"
+            # ),
+            # "co2_emissions_potential": self.earliest_record.get(
+            #     "co2_emissions_potential"
+            # ),
             **ending_record,
             **starting_record,
         }