diff --git a/hub/imports/results/ep_multiple_buildings.py b/hub/imports/results/ep_multiple_buildings.py
index bd9a2dd3..71d62763 100644
--- a/hub/imports/results/ep_multiple_buildings.py
+++ b/hub/imports/results/ep_multiple_buildings.py
@@ -24,7 +24,7 @@ class EnergyPlusMultipleBuildings:
       csv_output = list(csv.DictReader(csv_file))
 
       for building in self._city.buildings:
-        building_name = building.name
+        building_name = building.name.upper()
         buildings_energy_demands[f'Building {building_name} Heating Demand (J)'] = [
           float(
             row[f"{building_name} IDEAL LOADS AIR SYSTEM:Zone Ideal Loads Supply Air Total Heating Energy [J](Hourly)"])
@@ -36,7 +36,7 @@ class EnergyPlusMultipleBuildings:
           for row in csv_output
         ]
         buildings_energy_demands[f'Building {building_name} DHW Demand (W)'] = [
-          float(row[f"DHW {building.name}:Water Use Equipment Heating Rate [W](Hourly)"])
+          float(row[f"DHW {building_name}:Water Use Equipment Heating Rate [W](Hourly)"])
           for row in csv_output
         ]
         buildings_energy_demands[f'Building {building_name} Appliances (W)'] = [
@@ -58,14 +58,15 @@ class EnergyPlusMultipleBuildings:
     if energy_plus_output_file_path.is_file():
       building_energy_demands = self._building_energy_demands(energy_plus_output_file_path)
       for building in self._city.buildings:
-        building.heating_demand[cte.HOUR] = building_energy_demands[f'Building {building.name} Heating Demand (J)']
-        building.cooling_demand[cte.HOUR] = building_energy_demands[f'Building {building.name} Cooling Demand (J)']
+        building_name = building.name.upper()
+        building.heating_demand[cte.HOUR] = building_energy_demands[f'Building {building_name} Heating Demand (J)']
+        building.cooling_demand[cte.HOUR] = building_energy_demands[f'Building {building_name} Cooling Demand (J)']
         building.domestic_hot_water_heat_demand[cte.HOUR] = \
-            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building.name} DHW Demand (W)']]
+            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building_name} DHW Demand (W)']]
         building.appliances_electrical_demand[cte.HOUR] = \
-            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building.name} Appliances (W)']]
+            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building_name} Appliances (W)']]
         building.lighting_electrical_demand[cte.HOUR] = \
-            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building.name} Lighting (W)']]
+            [x * cte.WATTS_HOUR_TO_JULES for x in building_energy_demands[f'Building {building_name} Lighting (W)']]
         building.heating_demand[cte.MONTH] = MonthlyValues.get_total_month(building.heating_demand[cte.HOUR])
         building.cooling_demand[cte.MONTH] = MonthlyValues.get_total_month(building.cooling_demand[cte.HOUR])
         building.domestic_hot_water_heat_demand[cte.MONTH] = (