From ef02b9bf252a6321a2b7d87fb7c3ab4fe85f909a Mon Sep 17 00:00:00 2001
From: Natalie Weires <nweires@google.com>
Date: Tue, 9 Jan 2024 10:44:34 -0500
Subject: [PATCH 1/3] Collect simulation errors in results json (#51)

---
 buildstockbatch/postprocessing.py             |  14 +++++++++++++-
 .../reference_files/results_job1.json.gz      | Bin 7054 -> 7225 bytes
 2 files changed, 13 insertions(+), 1 deletion(-)

diff --git a/buildstockbatch/postprocessing.py b/buildstockbatch/postprocessing.py
index 403a482d..30f5c1a8 100644
--- a/buildstockbatch/postprocessing.py
+++ b/buildstockbatch/postprocessing.py
@@ -112,9 +112,21 @@ def read_out_osw(fs, filename):
         keys_to_copy = ["started_at", "completed_at", "completed_status"]
         for key in keys_to_copy:
             out_d[key] = d.get(key, None)
+
+        step_errors = []
         for step in d.get("steps", []):
-            if step["measure_dir_name"] == "BuildExistingModel":
+            measure_dir_name = step["measure_dir_name"]
+            if measure_dir_name == "BuildExistingModel":
                 out_d["building_id"] = step["arguments"]["building_id"]
+
+            # Collect error messages from any failed steps.
+            if result := step.get("result"):
+                if result.get("step_result", "Success") != "Success":
+                    step_errors.append({"measure_dir_name": measure_dir_name, "step_errors": result.get("step_errors")})
+
+        if step_errors:
+            out_d["step_failures"] = step_errors
+
         return out_d
 
 
diff --git a/buildstockbatch/test/test_results/reference_files/results_job1.json.gz b/buildstockbatch/test/test_results/reference_files/results_job1.json.gz
index 3d13029c4d4194957a3e2f566bb1172efbbda4cc..566cb3940cc036219c2c61c7f74837e4459c5892 100644
GIT binary patch
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From b4331681737f53d8cd934ebe5b68d113964086c6 Mon Sep 17 00:00:00 2001
From: Natalie Weires <nweires@google.com>
Date: Mon, 26 Feb 2024 21:58:47 +0000
Subject: [PATCH 2/3] Unzip test file

---
 buildstockbatch/test/test_hpc.py              |    2 +-
 .../reference_files/results_job1.json         | 1480 +++++++++++++++++
 .../reference_files/results_job1.json.gz      |  Bin 7225 -> 0 bytes
 3 files changed, 1481 insertions(+), 1 deletion(-)
 create mode 100644 buildstockbatch/test/test_results/reference_files/results_job1.json
 delete mode 100644 buildstockbatch/test/test_results/reference_files/results_job1.json.gz

diff --git a/buildstockbatch/test/test_hpc.py b/buildstockbatch/test/test_hpc.py
index c57a2d88..967596b3 100644
--- a/buildstockbatch/test/test_hpc.py
+++ b/buildstockbatch/test/test_hpc.py
@@ -331,7 +331,7 @@ def make_sim_dir_mock(building_id, upgrade_idx, base_dir, overwrite_existing=Fal
     # check results job-json
     refrence_path = pathlib.Path(__file__).resolve().parent / "test_results" / "reference_files"
 
-    refrence_list = json.loads(gzip.open(refrence_path / "results_job1.json.gz", "r").read())
+    refrence_list = json.loads(open(refrence_path / "results_job1.json", "r").read())
 
     output_list = json.loads(gzip.open(results_dir / "simulation_output" / "results_job1.json.gz", "r").read())
 
diff --git a/buildstockbatch/test/test_results/reference_files/results_job1.json b/buildstockbatch/test/test_results/reference_files/results_job1.json
new file mode 100644
index 00000000..d09122b9
--- /dev/null
+++ b/buildstockbatch/test/test_results/reference_files/results_job1.json
@@ -0,0 +1,1480 @@
+[
+    {
+        "ApplyUpgrade.upgrade_name": "Upgrade1",
+        "ApplyUpgrade.applicable": true,
+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR09",
+        "BuildExistingModel.location": "TX_Dallas-Fort.Worth.Intl.AP.722590",
+        "BuildExistingModel.vintage": "2000s",
+        "BuildExistingModel.vintage_acs": "2000-09",
+        "BuildExistingModel.heating_fuel": "Electricity",
+        "BuildExistingModel.usage_level": "Low",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 5+ Units",
+        "BuildExistingModel.geometry_building_type_acs": "50 or more Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "54",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "50 or more Units high",
+        "BuildExistingModel.geometry_foundation_type": "Slab",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "2",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "1",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F30 B30 L30 R30",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "27",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-38",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "Uninsulated",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "None",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "R-13",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, R-11",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "2+ Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Electric Standard",
+        "BuildExistingModel.hot_water_fixtures": "50% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, HomeRun, PEX",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Electricity Electric Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Electric Furnace, 100% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 13",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "No",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "None",
+        "BuildExistingModel.ceiling_fan": "None",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Electric, 80% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "Yes",
+        "BuildExistingModel.clothes_washer": "EnergyStar, 80% Usage",
+        "BuildExistingModel.clothes_dryer": "Electric, 80% Usage",
+        "BuildExistingModel.lighting": "100% Incandescent",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "50%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "None",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, R-8",
+        "BuildExistingModel.infiltration": "15 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour3",
+        "BuildExistingModel.range_spot_vent_hour": "Hour16",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA Dallas-Fort Worth-Arlington, TX",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "3A",
+        "BuildExistingModel.state": "TX",
+        "BuildExistingModel.census_division": "West South Central",
+        "BuildExistingModel.census_region": "South",
+        "BuildExistingModel.iso_rto_region": "ERCOT",
+        "BuildExistingModel.building_america_climate_zone": "Hot-Humid",
+        "BuildExistingModel.county": "TX, Dallas County",
+        "BuildExistingModel.puma": "TX, 02313",
+        "BuildExistingModel.location_city": "Dallas Fort Worth Intl Ap",
+        "BuildExistingModel.location_state": "TX",
+        "BuildExistingModel.location_latitude": "32.9",
+        "BuildExistingModel.location_longitude": "-97.02",
+        "BuildExistingModel.climate_zone_ba": "Hot-Humid",
+        "BuildExistingModel.climate_zone_iecc": "3A",
+        "BuildExistingModel.units_represented": 54,
+        "BuildExistingModel.units_modeled": "10",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 410145.25363607705,
+        "SimulationOutputReport.electricity_heating_kwh": 71103.62876666395,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 93942.13895358205,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 61800.915953008785,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 10725.508162625649,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 2243.3540750544485,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 21646.103045247302,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 44813.63150316075,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 0.0,
+        "SimulationOutputReport.natural_gas_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 0.0,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 1399.472575983417,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 148.75,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 2102831.7378785424,
+        "SimulationOutputReport.hvac_heating_capacity_w": 158553.0585266019,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
+        "SimulationOutputReport.electricity_refrigerator_kwh": 23454.5393297291,
+        "SimulationOutputReport.electricity_clothes_washer_kwh": 857.7523723059148,
+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 19336.370141682277,
+        "SimulationOutputReport.natural_gas_clothes_dryer_therm": 0.0,
+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
+        "SimulationOutputReport.electricity_cooking_range_kwh": 12257.877128161173,
+        "SimulationOutputReport.natural_gas_cooking_range_therm": 0.0,
+        "SimulationOutputReport.propane_cooking_range_mbtu": 0.0,
+        "SimulationOutputReport.electricity_dishwasher_kwh": 0.0,
+        "SimulationOutputReport.electricity_plug_loads_kwh": 40277.822222213785,
+        "SimulationOutputReport.electricity_house_fan_kwh": 0.0,
+        "SimulationOutputReport.electricity_range_fan_kwh": 591.3663211787044,
+        "SimulationOutputReport.electricity_bath_fan_kwh": 443.5247408840211,
+        "SimulationOutputReport.electricity_ceiling_fan_kwh": 6650.720920571772,
+        "SimulationOutputReport.electricity_extra_refrigerator_kwh": 0.0,
+        "SimulationOutputReport.electricity_freezer_kwh": 0.0,
+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_pump_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
+        "SimulationOutputReport.natural_gas_lighting_therm": 0.0,
+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
+        "SimulationOutputReport.electricity_well_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
+        "SimulationOutputReport.weight": 1.0,
+        "SimulationOutputReport.wall_area_above_grade_conditioned_ft_2": 21724.44,
+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 22446.75,
+        "SimulationOutputReport.wall_area_below_grade_ft_2": 0.0,
+        "SimulationOutputReport.floor_area_conditioned_ft_2": 61452.0,
+        "SimulationOutputReport.floor_area_attic_ft_2": 0.0,
+        "SimulationOutputReport.floor_area_lighting_ft_2": 61452.0,
+        "SimulationOutputReport.roof_area_ft_2": 34799.33,
+        "SimulationOutputReport.window_area_ft_2": 6517.33,
+        "SimulationOutputReport.door_area_ft_2": 200.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 19664.64,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 541.01,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 7175.16,
+        "SimulationOutputReport.size_water_heater_gal": 1620.0,
+        "SimulationOutputReport.upgrade_name": "Upgrade1",
+        "SimulationOutputReport.upgrade_cost_usd": 0.0,
+        "SimulationOutputReport.applicable": true,
+        "building_id": 1,
+        "started_at": "20201008T032831Z",
+        "completed_at": "20201008T033633Z",
+        "completed_status": "Success",
+        "upgrade": 1
+    },
+    {
+        "ApplyUpgrade.upgrade_name": "Upgrade1",
+        "ApplyUpgrade.applicable": true,
+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR09",
+        "BuildExistingModel.location": "TX_Houston-Bush.Intercontinental.AP.722430",
+        "BuildExistingModel.vintage": "2000s",
+        "BuildExistingModel.vintage_acs": "2000-09",
+        "BuildExistingModel.heating_fuel": "Natural Gas",
+        "BuildExistingModel.usage_level": "Medium",
+        "BuildExistingModel.geometry_building_type_recs": "Single-Family Detached",
+        "BuildExistingModel.geometry_building_type_acs": "Single-Family Detached",
+        "BuildExistingModel.geometry_building_number_units_mf": "None",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "<5",
+        "BuildExistingModel.geometry_foundation_type": "Slab",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "1",
+        "BuildExistingModel.geometry_garage": "2 Car",
+        "BuildExistingModel.geometry_floor_area_bin": "1500-2499",
+        "BuildExistingModel.geometry_floor_area": "1500-1999",
+        "BuildExistingModel.bedrooms": "3",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "2",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "Northeast",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F9 B9 L9 R9",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "Left/Right at 15ft",
+        "BuildExistingModel.insulation_unfinished_attic": "Ceiling R-30, Vented",
+        "BuildExistingModel.insulation_finished_roof": "None",
+        "BuildExistingModel.radiant_barrier": "No",
+        "BuildExistingModel.roof_material_unfinished_attic": "Asphalt Shingles, Medium",
+        "BuildExistingModel.roof_material_finished_roof": "None",
+        "BuildExistingModel.insulation_slab": "Uninsulated",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "None",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "R-13",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, R-11",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "2+ Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Gas Standard",
+        "BuildExistingModel.hot_water_fixtures": "100% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, HomeRun, PEX",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Natural Gas Fuel Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Fuel Furnace, 92.5% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 13",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "76F",
+        "BuildExistingModel.heating_setpoint_has_offset": "No",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "None",
+        "BuildExistingModel.ceiling_fan": "Standard Efficiency",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Gas, 100% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "Yes",
+        "BuildExistingModel.clothes_washer": "EnergyStar, 100% Usage",
+        "BuildExistingModel.clothes_dryer": "Electric, 100% Usage",
+        "BuildExistingModel.lighting": "100% CFL",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "100%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "None",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, R-8",
+        "BuildExistingModel.infiltration": "15 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour0",
+        "BuildExistingModel.range_spot_vent_hour": "Hour18",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA Houston-The Woodlands-Sugar Land, TX",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "2A",
+        "BuildExistingModel.state": "TX",
+        "BuildExistingModel.census_division": "West South Central",
+        "BuildExistingModel.census_region": "South",
+        "BuildExistingModel.iso_rto_region": "ERCOT",
+        "BuildExistingModel.building_america_climate_zone": "Hot-Humid",
+        "BuildExistingModel.county": "TX, Harris County",
+        "BuildExistingModel.puma": "TX, 04604",
+        "BuildExistingModel.location_city": "Houston Bush Intercontinental",
+        "BuildExistingModel.location_state": "TX",
+        "BuildExistingModel.location_latitude": "30.0",
+        "BuildExistingModel.location_longitude": "-95.37",
+        "BuildExistingModel.climate_zone_ba": "Hot-Humid",
+        "BuildExistingModel.climate_zone_iecc": "2A",
+        "BuildExistingModel.units_represented": 1,
+        "BuildExistingModel.units_modeled": "1",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 7163.456357233545,
+        "SimulationOutputReport.electricity_heating_kwh": 15.707501231953373,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 2062.1149241618527,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 801.3214676061526,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 157.0906216280218,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 34.668275117910994,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 52.896903097689865,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 480.3475472711771,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 0.0,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 195.59827459517672,
+        "SimulationOutputReport.natural_gas_heating_therm": 62.73977340232577,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 109.61064002964132,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 43.99787527589834,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 62361.6656044488,
+        "SimulationOutputReport.hvac_heating_capacity_w": 8227.36906010874,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
+        "SimulationOutputReport.electricity_refrigerator_kwh": 434.3433209209091,
+        "SimulationOutputReport.electricity_clothes_washer_kwh": 28.589416666816355,
+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 644.493166854434,
+        "SimulationOutputReport.natural_gas_clothes_dryer_therm": 0.0,
+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
+        "SimulationOutputReport.electricity_cooking_range_kwh": 65.41998551742014,
+        "SimulationOutputReport.natural_gas_cooking_range_therm": 23.247861163209617,
+        "SimulationOutputReport.propane_cooking_range_mbtu": 0.0,
+        "SimulationOutputReport.electricity_dishwasher_kwh": 0.0,
+        "SimulationOutputReport.electricity_plug_loads_kwh": 2247.8419274435328,
+        "SimulationOutputReport.electricity_house_fan_kwh": 0.0,
+        "SimulationOutputReport.electricity_range_fan_kwh": 10.951228169976009,
+        "SimulationOutputReport.electricity_bath_fan_kwh": 10.951228169976009,
+        "SimulationOutputReport.electricity_ceiling_fan_kwh": 116.718843375,
+        "SimulationOutputReport.electricity_extra_refrigerator_kwh": 0.0,
+        "SimulationOutputReport.electricity_freezer_kwh": 0.0,
+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_pump_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
+        "SimulationOutputReport.natural_gas_lighting_therm": 0.0,
+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
+        "SimulationOutputReport.electricity_well_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
+        "SimulationOutputReport.weight": 1.0,
+        "SimulationOutputReport.wall_area_above_grade_conditioned_ft_2": 1485.1,
+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 2023.82,
+        "SimulationOutputReport.wall_area_below_grade_ft_2": 0.0,
+        "SimulationOutputReport.floor_area_conditioned_ft_2": 1690.0,
+        "SimulationOutputReport.floor_area_attic_ft_2": 1690.0,
+        "SimulationOutputReport.floor_area_lighting_ft_2": 2266.0,
+        "SimulationOutputReport.roof_area_ft_2": 2533.47,
+        "SimulationOutputReport.window_area_ft_2": 105.56,
+        "SimulationOutputReport.door_area_ft_2": 20.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 625.3,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 28.07,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 212.79,
+        "SimulationOutputReport.size_water_heater_gal": 40.0,
+        "SimulationOutputReport.upgrade_name": "Upgrade1",
+        "SimulationOutputReport.upgrade_cost_usd": 0.0,
+        "SimulationOutputReport.applicable": true,
+        "building_id": 2,
+        "started_at": "20201008T032853Z",
+        "completed_at": "20201008T033219Z",
+        "completed_status": "Success",
+        "upgrade": 1
+    },
+    {
+        "ApplyUpgrade.upgrade_name": "Upgrade1",
+        "ApplyUpgrade.applicable": true,
+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR07",
+        "BuildExistingModel.location": "NY_New.York-J.F.Kennedy.Intl.AP.744860",
+        "BuildExistingModel.vintage": "1960s",
+        "BuildExistingModel.vintage_acs": "1960-79",
+        "BuildExistingModel.heating_fuel": "Natural Gas",
+        "BuildExistingModel.usage_level": "Medium",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 2 - 4 Units",
+        "BuildExistingModel.geometry_building_type_acs": "2 Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "2",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "<5",
+        "BuildExistingModel.geometry_foundation_type": "Unheated Basement",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "1",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "2",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F12 B12 L12 R12",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "27",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-30",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "None",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "Uninsulated",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "Uninsulated",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, Uninsulated",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "1 Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Gas Standard",
+        "BuildExistingModel.hot_water_fixtures": "100% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, TrunkBranch, Copper",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Natural Gas Fuel Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Fuel Furnace, 80% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 13",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "Yes",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "3F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "Night",
+        "BuildExistingModel.ceiling_fan": "Standard Efficiency",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Gas, 100% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "None",
+        "BuildExistingModel.clothes_washer": "None",
+        "BuildExistingModel.clothes_dryer": "None",
+        "BuildExistingModel.lighting": "100% Incandescent",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "100%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "None",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, Uninsulated",
+        "BuildExistingModel.infiltration": "20 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour1",
+        "BuildExistingModel.range_spot_vent_hour": "Hour19",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA New York-Newark-Jersey City, NY-NJ-PA",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "4A",
+        "BuildExistingModel.state": "NY",
+        "BuildExistingModel.census_division": "Middle Atlantic",
+        "BuildExistingModel.census_region": "Northeast",
+        "BuildExistingModel.iso_rto_region": "NYISO",
+        "BuildExistingModel.building_america_climate_zone": "Mixed-Humid",
+        "BuildExistingModel.county": "NY, Kings County",
+        "BuildExistingModel.puma": "NY, 04009",
+        "BuildExistingModel.location_city": "New York J F Kennedy IntL Ar",
+        "BuildExistingModel.location_state": "NY",
+        "BuildExistingModel.location_latitude": "40.65",
+        "BuildExistingModel.location_longitude": "-73.8",
+        "BuildExistingModel.climate_zone_ba": "Mixed-Humid",
+        "BuildExistingModel.climate_zone_iecc": "4A",
+        "BuildExistingModel.units_represented": 2,
+        "BuildExistingModel.units_modeled": "2",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 12098.93196925986,
+        "SimulationOutputReport.electricity_heating_kwh": 131.90421506599202,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 3026.2273317555614,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 2288.922813076252,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 397.24104306021957,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 710.2153235824543,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 863.5279081839835,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 0.0,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 1290.557645856866,
+        "SimulationOutputReport.natural_gas_heating_therm": 976.2973169075603,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 271.69156587279014,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 170.30825236269064,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 8.75,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 115990.61335226691,
+        "SimulationOutputReport.hvac_heating_capacity_w": 26371.012682258,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
+        "SimulationOutputReport.electricity_refrigerator_kwh": 868.6866418418182,
+        "SimulationOutputReport.electricity_clothes_washer_kwh": 0.0,
+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_clothes_dryer_therm": 0.0,
+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
+        "SimulationOutputReport.electricity_cooking_range_kwh": 119.90009591999684,
+        "SimulationOutputReport.natural_gas_cooking_range_therm": 42.5687630765154,
+        "SimulationOutputReport.propane_cooking_range_mbtu": 0.0,
+        "SimulationOutputReport.electricity_dishwasher_kwh": 0.0,
+        "SimulationOutputReport.electricity_plug_loads_kwh": 3351.7626814072046,
+        "SimulationOutputReport.electricity_house_fan_kwh": 0.0,
+        "SimulationOutputReport.electricity_range_fan_kwh": 21.902456339952018,
+        "SimulationOutputReport.electricity_bath_fan_kwh": 16.426842254963745,
+        "SimulationOutputReport.electricity_ceiling_fan_kwh": 302.2146167715,
+        "SimulationOutputReport.electricity_extra_refrigerator_kwh": 0.0,
+        "SimulationOutputReport.electricity_freezer_kwh": 0.0,
+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_pump_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
+        "SimulationOutputReport.natural_gas_lighting_therm": 0.0,
+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
+        "SimulationOutputReport.electricity_well_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
+        "SimulationOutputReport.weight": 1.0,
+        "SimulationOutputReport.wall_area_above_grade_conditioned_ft_2": 1850.6,
+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 2010.6,
+        "SimulationOutputReport.wall_area_below_grade_ft_2": 2010.6,
+        "SimulationOutputReport.floor_area_conditioned_ft_2": 2276.0,
+        "SimulationOutputReport.floor_area_attic_ft_2": 0.0,
+        "SimulationOutputReport.floor_area_lighting_ft_2": 2276.0,
+        "SimulationOutputReport.roof_area_ft_2": 2527.44,
+        "SimulationOutputReport.window_area_ft_2": 222.07,
+        "SimulationOutputReport.door_area_ft_2": 40.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 842.12,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 89.98,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 395.78,
+        "SimulationOutputReport.size_water_heater_gal": 60.0,
+        "SimulationOutputReport.upgrade_name": "Upgrade1",
+        "SimulationOutputReport.upgrade_cost_usd": 0.0,
+        "SimulationOutputReport.applicable": true,
+        "building_id": 3,
+        "started_at": "20201008T033225Z",
+        "completed_at": "20201008T033623Z",
+        "completed_status": "Success",
+        "upgrade": 1
+    },
+    {
+        "ApplyUpgrade.upgrade_name": "Upgrade1",
+        "ApplyUpgrade.applicable": true,
+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR04",
+        "BuildExistingModel.location": "IL_Chicago-OHare.Intl.AP.725300",
+        "BuildExistingModel.vintage": "2000s",
+        "BuildExistingModel.vintage_acs": "2000-09",
+        "BuildExistingModel.heating_fuel": "Natural Gas",
+        "BuildExistingModel.usage_level": "High",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 5+ Units",
+        "BuildExistingModel.geometry_building_type_acs": "50 or more Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "54",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "50 or more Units high",
+        "BuildExistingModel.geometry_foundation_type": "Unheated Basement",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "3",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "2",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F30 B30 L30 R30",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "12",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-30",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "None",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "Ceiling R-13",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "R-30",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, R-11",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "2+ Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Gas Standard",
+        "BuildExistingModel.hot_water_fixtures": "200% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, HomeRun, PEX",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Natural Gas Fuel Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Fuel Furnace, 80% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 15",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "No",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "None",
+        "BuildExistingModel.ceiling_fan": "Standard Efficiency",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Gas, 120% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "None",
+        "BuildExistingModel.clothes_washer": "None",
+        "BuildExistingModel.clothes_dryer": "None",
+        "BuildExistingModel.lighting": "100% CFL",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "200%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "Typical Efficiency",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, R-6",
+        "BuildExistingModel.infiltration": "15 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour2",
+        "BuildExistingModel.range_spot_vent_hour": "Hour17",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA Chicago-Naperville-Elgin, IL-IN-WI",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "5A",
+        "BuildExistingModel.state": "IL",
+        "BuildExistingModel.census_division": "East North Central",
+        "BuildExistingModel.census_region": "Midwest",
+        "BuildExistingModel.iso_rto_region": "PJM",
+        "BuildExistingModel.building_america_climate_zone": "Cold",
+        "BuildExistingModel.county": "IL, Cook County",
+        "BuildExistingModel.puma": "IL, 03525",
+        "BuildExistingModel.location_city": "Chicago Ohare Intl Ap",
+        "BuildExistingModel.location_state": "IL",
+        "BuildExistingModel.location_latitude": "41.98",
+        "BuildExistingModel.location_longitude": "-87.92",
+        "BuildExistingModel.climate_zone_ba": "Cold",
+        "BuildExistingModel.climate_zone_iecc": "5A",
+        "BuildExistingModel.units_represented": 54,
+        "BuildExistingModel.units_modeled": "18",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 352392.6341958635,
+        "SimulationOutputReport.electricity_heating_kwh": 2876.547262996656,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 50501.1825034555,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 32913.69267044924,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 5712.149633305354,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 5673.864188984442,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 18016.61675340498,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 0.0,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 21715.056334140427,
+        "SimulationOutputReport.natural_gas_heating_therm": 7649.03764309347,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 12686.790767367871,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 3373.4008692777556,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 85.75,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 4541980.986864061,
+        "SimulationOutputReport.hvac_heating_capacity_w": 230210.21912431007,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
+        "SimulationOutputReport.electricity_refrigerator_kwh": 23454.53932972909,
+        "SimulationOutputReport.electricity_clothes_washer_kwh": 0.0,
+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_clothes_dryer_therm": 0.0,
+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
+        "SimulationOutputReport.electricity_cooking_range_kwh": 3884.7631078079175,
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+        "SimulationOutputReport.propane_cooking_range_mbtu": 0.0,
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+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
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+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
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+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
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+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
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+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
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+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 15687.11,
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+        "SimulationOutputReport.floor_area_attic_ft_2": 0.0,
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+        "SimulationOutputReport.roof_area_ft_2": 22746.96,
+        "SimulationOutputReport.window_area_ft_2": 4562.13,
+        "SimulationOutputReport.door_area_ft_2": 360.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 22122.72,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 785.51,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 15497.88,
+        "SimulationOutputReport.size_water_heater_gal": 1620.0,
+        "SimulationOutputReport.upgrade_name": "Upgrade1",
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+        "SimulationOutputReport.applicable": true,
+        "building_id": 4,
+        "started_at": "20201008T033251Z",
+        "completed_at": "20201008T034430Z",
+        "completed_status": "Success",
+        "upgrade": 1
+    },
+    {
+        "ApplyUpgrade.upgrade_name": null,
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+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR09",
+        "BuildExistingModel.location": "TX_Dallas-Fort.Worth.Intl.AP.722590",
+        "BuildExistingModel.vintage": "2000s",
+        "BuildExistingModel.vintage_acs": "2000-09",
+        "BuildExistingModel.heating_fuel": "Electricity",
+        "BuildExistingModel.usage_level": "Low",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 5+ Units",
+        "BuildExistingModel.geometry_building_type_acs": "50 or more Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "54",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "50 or more Units high",
+        "BuildExistingModel.geometry_foundation_type": "Slab",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "2",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "1",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F30 B30 L30 R30",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "27",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-38",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "Uninsulated",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "None",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "R-13",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, R-11",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "2+ Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Electric Standard",
+        "BuildExistingModel.hot_water_fixtures": "50% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, HomeRun, PEX",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Electricity Electric Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Electric Furnace, 100% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 13",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "No",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "None",
+        "BuildExistingModel.ceiling_fan": "None",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Electric, 80% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "Yes",
+        "BuildExistingModel.clothes_washer": "EnergyStar, 80% Usage",
+        "BuildExistingModel.clothes_dryer": "Electric, 80% Usage",
+        "BuildExistingModel.lighting": "100% Incandescent",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "50%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "None",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, R-8",
+        "BuildExistingModel.infiltration": "15 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour3",
+        "BuildExistingModel.range_spot_vent_hour": "Hour16",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA Dallas-Fort Worth-Arlington, TX",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "3A",
+        "BuildExistingModel.state": "TX",
+        "BuildExistingModel.census_division": "West South Central",
+        "BuildExistingModel.census_region": "South",
+        "BuildExistingModel.iso_rto_region": "ERCOT",
+        "BuildExistingModel.building_america_climate_zone": "Hot-Humid",
+        "BuildExistingModel.county": "TX, Dallas County",
+        "BuildExistingModel.puma": "TX, 02313",
+        "BuildExistingModel.location_city": "Dallas Fort Worth Intl Ap",
+        "BuildExistingModel.location_state": "TX",
+        "BuildExistingModel.location_latitude": "32.9",
+        "BuildExistingModel.location_longitude": "-97.02",
+        "BuildExistingModel.climate_zone_ba": "Hot-Humid",
+        "BuildExistingModel.climate_zone_iecc": "3A",
+        "BuildExistingModel.units_represented": 54,
+        "BuildExistingModel.units_modeled": "10",
+        "BuildExistingModel.weight": "1.0",
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+        "SimulationOutputReport.include_enduse_subcategories": true,
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+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
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+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
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+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
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+        "SimulationOutputReport.hours_heating_setpoint_not_met": 781.75,
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+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
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+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
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+        "SimulationOutputReport.size_heating_system_kbtu_h": 541.01,
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+        "SimulationOutputReport.size_water_heater_gal": 1620.0,
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+        "started_at": "20201008T032605Z",
+        "completed_at": "20201008T033246Z",
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+    },
+    {
+        "started_at": "20201008T021200Z",
+        "completed_at": "20201008T021318Z",
+        "completed_status": "Fail",
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+            {
+                "measure_dir_name": "BuildExistingModel",
+                "step_errors": [
+                    "Cannot find weather file at /var/simdata/openstudio/lib/resources/measures/HPXMLtoOpenStudio/resources/var/simdata/openstudio/weather/USA_TX_Houston-Bush.Intercontinental.AP.722430.epw."
+                ]
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+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR07",
+        "BuildExistingModel.location": "NY_New.York-J.F.Kennedy.Intl.AP.744860",
+        "BuildExistingModel.vintage": "1960s",
+        "BuildExistingModel.vintage_acs": "1960-79",
+        "BuildExistingModel.heating_fuel": "Natural Gas",
+        "BuildExistingModel.usage_level": "Medium",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 2 - 4 Units",
+        "BuildExistingModel.geometry_building_type_acs": "2 Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "2",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "<5",
+        "BuildExistingModel.geometry_foundation_type": "Unheated Basement",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "1",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "2",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F12 B12 L12 R12",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "27",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-30",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "None",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "Uninsulated",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "Uninsulated",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, Uninsulated",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "1 Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Gas Standard",
+        "BuildExistingModel.hot_water_fixtures": "100% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, TrunkBranch, Copper",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Natural Gas Fuel Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Fuel Furnace, 80% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 13",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "Yes",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "3F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "Night",
+        "BuildExistingModel.ceiling_fan": "Standard Efficiency",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Gas, 100% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "None",
+        "BuildExistingModel.clothes_washer": "None",
+        "BuildExistingModel.clothes_dryer": "None",
+        "BuildExistingModel.lighting": "100% Incandescent",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "100%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "None",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, Uninsulated",
+        "BuildExistingModel.infiltration": "20 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour1",
+        "BuildExistingModel.range_spot_vent_hour": "Hour19",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA New York-Newark-Jersey City, NY-NJ-PA",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "4A",
+        "BuildExistingModel.state": "NY",
+        "BuildExistingModel.census_division": "Middle Atlantic",
+        "BuildExistingModel.census_region": "Northeast",
+        "BuildExistingModel.iso_rto_region": "NYISO",
+        "BuildExistingModel.building_america_climate_zone": "Mixed-Humid",
+        "BuildExistingModel.county": "NY, Kings County",
+        "BuildExistingModel.puma": "NY, 04009",
+        "BuildExistingModel.location_city": "New York J F Kennedy IntL Ar",
+        "BuildExistingModel.location_state": "NY",
+        "BuildExistingModel.location_latitude": "40.65",
+        "BuildExistingModel.location_longitude": "-73.8",
+        "BuildExistingModel.climate_zone_ba": "Mixed-Humid",
+        "BuildExistingModel.climate_zone_iecc": "4A",
+        "BuildExistingModel.units_represented": 2,
+        "BuildExistingModel.units_modeled": "2",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 12653.650087602966,
+        "SimulationOutputReport.electricity_heating_kwh": 166.30640615683168,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 3296.1279770096207,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 2288.922813076252,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 397.24104306021957,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 895.4479430654869,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 932.2936985656589,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 0.0,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 1543.1719376861413,
+        "SimulationOutputReport.natural_gas_heating_therm": 1230.9272909453543,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 269.6758836642715,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 197.45643805720138,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 17.25,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 115990.61335226691,
+        "SimulationOutputReport.hvac_heating_capacity_w": 26371.012682258,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
+        "SimulationOutputReport.electricity_refrigerator_kwh": 868.6866418418182,
+        "SimulationOutputReport.electricity_clothes_washer_kwh": 0.0,
+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_clothes_dryer_therm": 0.0,
+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
+        "SimulationOutputReport.electricity_cooking_range_kwh": 119.90009591999684,
+        "SimulationOutputReport.natural_gas_cooking_range_therm": 42.5687630765154,
+        "SimulationOutputReport.propane_cooking_range_mbtu": 0.0,
+        "SimulationOutputReport.electricity_dishwasher_kwh": 0.0,
+        "SimulationOutputReport.electricity_plug_loads_kwh": 3351.7626814072046,
+        "SimulationOutputReport.electricity_house_fan_kwh": 0.0,
+        "SimulationOutputReport.electricity_range_fan_kwh": 21.902456339952018,
+        "SimulationOutputReport.electricity_bath_fan_kwh": 16.426842254963745,
+        "SimulationOutputReport.electricity_ceiling_fan_kwh": 298.631488905,
+        "SimulationOutputReport.electricity_extra_refrigerator_kwh": 0.0,
+        "SimulationOutputReport.electricity_freezer_kwh": 0.0,
+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_pump_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
+        "SimulationOutputReport.natural_gas_lighting_therm": 0.0,
+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
+        "SimulationOutputReport.electricity_well_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
+        "SimulationOutputReport.weight": 1.0,
+        "SimulationOutputReport.wall_area_above_grade_conditioned_ft_2": 1850.6,
+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 2010.6,
+        "SimulationOutputReport.wall_area_below_grade_ft_2": 2010.6,
+        "SimulationOutputReport.floor_area_conditioned_ft_2": 2276.0,
+        "SimulationOutputReport.floor_area_attic_ft_2": 0.0,
+        "SimulationOutputReport.floor_area_lighting_ft_2": 2276.0,
+        "SimulationOutputReport.roof_area_ft_2": 2527.44,
+        "SimulationOutputReport.window_area_ft_2": 222.07,
+        "SimulationOutputReport.door_area_ft_2": 40.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 842.12,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 89.98,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 395.78,
+        "SimulationOutputReport.size_water_heater_gal": 60.0,
+        "SimulationOutputReport.upgrade_name": "",
+        "SimulationOutputReport.upgrade_cost_usd": "",
+        "SimulationOutputReport.applicable": true,
+        "building_id": 3,
+        "started_at": "20201008T032605Z",
+        "completed_at": "20201008T032848Z",
+        "completed_status": "Success",
+        "upgrade": 0
+    },
+    {
+        "ApplyUpgrade.upgrade_name": null,
+        "ApplyUpgrade.applicable": null,
+        "BuildExistingModel.workflow_json": "measure-info.json",
+        "BuildExistingModel.sample_weight": 1.0,
+        "BuildExistingModel.location_region": "CR04",
+        "BuildExistingModel.location": "IL_Chicago-OHare.Intl.AP.725300",
+        "BuildExistingModel.vintage": "2000s",
+        "BuildExistingModel.vintage_acs": "2000-09",
+        "BuildExistingModel.heating_fuel": "Natural Gas",
+        "BuildExistingModel.usage_level": "High",
+        "BuildExistingModel.geometry_building_type_recs": "Multi-Family with 5+ Units",
+        "BuildExistingModel.geometry_building_type_acs": "50 or more Unit",
+        "BuildExistingModel.geometry_building_number_units_mf": "54",
+        "BuildExistingModel.geometry_building_number_units_sfa": "None",
+        "BuildExistingModel.geometry_building_number_units_hl": "50 or more Units high",
+        "BuildExistingModel.geometry_foundation_type": "Unheated Basement",
+        "BuildExistingModel.geometry_wall_type": "Masonry",
+        "BuildExistingModel.geometry_stories": "3",
+        "BuildExistingModel.geometry_garage": "None",
+        "BuildExistingModel.geometry_floor_area_bin": "0-1499",
+        "BuildExistingModel.geometry_floor_area": "1000-1499",
+        "BuildExistingModel.bedrooms": "2",
+        "BuildExistingModel.corridor": "Double-Loaded Interior",
+        "BuildExistingModel.occupants": "2",
+        "BuildExistingModel.vacancy_status": "Occupied",
+        "BuildExistingModel.orientation": "North",
+        "BuildExistingModel.eaves": "2 ft",
+        "BuildExistingModel.door_area": "20 ft^2",
+        "BuildExistingModel.window_areas": "F30 B30 L30 R30",
+        "BuildExistingModel.overhangs": "None",
+        "BuildExistingModel.neighbors": "12",
+        "BuildExistingModel.insulation_unfinished_attic": "None",
+        "BuildExistingModel.insulation_finished_roof": "R-30",
+        "BuildExistingModel.radiant_barrier": "None",
+        "BuildExistingModel.roof_material_unfinished_attic": "None",
+        "BuildExistingModel.roof_material_finished_roof": "Asphalt Shingles, Medium",
+        "BuildExistingModel.insulation_slab": "None",
+        "BuildExistingModel.insulation_crawlspace": "None",
+        "BuildExistingModel.insulation_unfinished_basement": "Ceiling R-13",
+        "BuildExistingModel.insulation_finished_basement": "None",
+        "BuildExistingModel.insulation_pier_beam": "None",
+        "BuildExistingModel.insulation_interzonal_floor": "R-30",
+        "BuildExistingModel.insulation_wall": "CMU, 6-in Hollow, R-11",
+        "BuildExistingModel.interior_shading": "Summer = 0.7, Winter = 0.7",
+        "BuildExistingModel.windows": "2+ Pane",
+        "BuildExistingModel.doors": "Fiberglass",
+        "BuildExistingModel.water_heater": "Gas Standard",
+        "BuildExistingModel.hot_water_fixtures": "200% Usage",
+        "BuildExistingModel.hot_water_distribution": "Uninsulated, HomeRun, PEX",
+        "BuildExistingModel.solar_hot_water": "None",
+        "BuildExistingModel.hvac_has_shared_system": "None",
+        "BuildExistingModel.hvac_shared_efficiencies": "None",
+        "BuildExistingModel.hvac_heating_type": "Ducted Heating",
+        "BuildExistingModel.hvac_heating_type_and_fuel": "Natural Gas Fuel Furnace",
+        "BuildExistingModel.hvac_heating_efficiency": "Fuel Furnace, 80% AFUE",
+        "BuildExistingModel.hvac_cooling_efficiency": "AC, SEER 15",
+        "BuildExistingModel.hvac_cooling_type": "Central AC",
+        "BuildExistingModel.heating_setpoint": "70F",
+        "BuildExistingModel.cooling_setpoint": "70F",
+        "BuildExistingModel.heating_setpoint_has_offset": "No",
+        "BuildExistingModel.cooling_setpoint_has_offset": "No",
+        "BuildExistingModel.heating_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_magnitude": "0F",
+        "BuildExistingModel.cooling_setpoint_offset_period": "None",
+        "BuildExistingModel.heating_setpoint_offset_period": "None",
+        "BuildExistingModel.ceiling_fan": "Standard Efficiency",
+        "BuildExistingModel.dehumidifier": "None",
+        "BuildExistingModel.refrigerator": "EF 17.6",
+        "BuildExistingModel.refrigeration_schedule": "National Average",
+        "BuildExistingModel.cooking_range": "Gas, 120% Usage",
+        "BuildExistingModel.dishwasher": "None",
+        "BuildExistingModel.clothes_washer_presence": "None",
+        "BuildExistingModel.clothes_washer": "None",
+        "BuildExistingModel.clothes_dryer": "None",
+        "BuildExistingModel.lighting": "100% CFL",
+        "BuildExistingModel.lighting_interior_use": "100% Usage",
+        "BuildExistingModel.lighting_other_use": "100% Usage",
+        "BuildExistingModel.holiday_lighting": "No Exterior Use",
+        "BuildExistingModel.plug_loads": "200%",
+        "BuildExistingModel.electric_vehicle": "None",
+        "BuildExistingModel.misc_extra_refrigerator": "None",
+        "BuildExistingModel.misc_freezer": "None",
+        "BuildExistingModel.misc_gas_fireplace": "None",
+        "BuildExistingModel.misc_gas_grill": "None",
+        "BuildExistingModel.misc_gas_lighting": "None",
+        "BuildExistingModel.misc_hot_tub_spa": "None",
+        "BuildExistingModel.misc_pool": "None",
+        "BuildExistingModel.misc_pool_heater": "None",
+        "BuildExistingModel.misc_pool_pump": "None",
+        "BuildExistingModel.misc_pool_schedule": "National Average",
+        "BuildExistingModel.misc_well_pump": "Typical Efficiency",
+        "BuildExistingModel.hvac_has_ducts": "Yes",
+        "BuildExistingModel.ducts": "20% Leakage, R-6",
+        "BuildExistingModel.infiltration": "15 ACH50",
+        "BuildExistingModel.natural_ventilation": "Year-Round, 3 days/wk",
+        "BuildExistingModel.mechanical_ventilation": "None",
+        "BuildExistingModel.bathroom_spot_vent_hour": "Hour2",
+        "BuildExistingModel.range_spot_vent_hour": "Hour17",
+        "BuildExistingModel.pv": "None",
+        "BuildExistingModel.geometry_perimeter_footprint_ratio": "0.13",
+        "BuildExistingModel.ahs_region": "CBSA Chicago-Naperville-Elgin, IL-IN-WI",
+        "BuildExistingModel.ashrae_iecc_climate_zone_2004": "5A",
+        "BuildExistingModel.state": "IL",
+        "BuildExistingModel.census_division": "East North Central",
+        "BuildExistingModel.census_region": "Midwest",
+        "BuildExistingModel.iso_rto_region": "PJM",
+        "BuildExistingModel.building_america_climate_zone": "Cold",
+        "BuildExistingModel.county": "IL, Cook County",
+        "BuildExistingModel.puma": "IL, 03525",
+        "BuildExistingModel.location_city": "Chicago Ohare Intl Ap",
+        "BuildExistingModel.location_state": "IL",
+        "BuildExistingModel.location_latitude": "41.98",
+        "BuildExistingModel.location_longitude": "-87.92",
+        "BuildExistingModel.climate_zone_ba": "Cold",
+        "BuildExistingModel.climate_zone_iecc": "5A",
+        "BuildExistingModel.units_represented": 54,
+        "BuildExistingModel.units_modeled": "18",
+        "BuildExistingModel.weight": "1.0",
+        "BuildExistingModel.applicable": true,
+        "SimulationOutputReport.include_enduse_subcategories": true,
+        "SimulationOutputReport.total_site_electricity_kwh": 354967.1515678864,
+        "SimulationOutputReport.electricity_heating_kwh": 3783.156158353612,
+        "SimulationOutputReport.electricity_central_system_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_cooling_kwh": 50595.81653539447,
+        "SimulationOutputReport.electricity_central_system_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_interior_lighting_kwh": 32913.69267044924,
+        "SimulationOutputReport.electricity_exterior_lighting_kwh": 5712.149633305354,
+        "SimulationOutputReport.electricity_exterior_holiday_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_garage_lighting_kwh": 0.0,
+        "SimulationOutputReport.electricity_fans_heating_kwh": 7350.955155424131,
+        "SimulationOutputReport.electricity_fans_cooling_kwh": 17931.1208713487,
+        "SimulationOutputReport.electricity_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_heating_kwh": 0.0,
+        "SimulationOutputReport.electricity_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_central_system_pumps_cooling_kwh": 0.0,
+        "SimulationOutputReport.electricity_water_systems_kwh": 0.0,
+        "SimulationOutputReport.electricity_pv_kwh": -0.0,
+        "SimulationOutputReport.total_site_natural_gas_therm": 23961.817422670945,
+        "SimulationOutputReport.natural_gas_heating_therm": 9909.9539262316,
+        "SimulationOutputReport.natural_gas_central_system_heating_therm": 0.0,
+        "SimulationOutputReport.natural_gas_water_systems_therm": 12672.63557276026,
+        "SimulationOutputReport.total_site_fuel_oil_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.fuel_oil_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_propane_mbtu": 0.0,
+        "SimulationOutputReport.propane_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_central_system_heating_mbtu": 0.0,
+        "SimulationOutputReport.propane_water_systems_mbtu": 0.0,
+        "SimulationOutputReport.total_site_wood_mbtu": 0.0,
+        "SimulationOutputReport.wood_heating_mbtu": 0.0,
+        "SimulationOutputReport.total_site_energy_mbtu": 3606.808057929826,
+        "SimulationOutputReport.hours_heating_setpoint_not_met": 713.5,
+        "SimulationOutputReport.hours_cooling_setpoint_not_met": 0.0,
+        "SimulationOutputReport.hvac_cooling_capacity_w": 4541980.986864061,
+        "SimulationOutputReport.hvac_heating_capacity_w": 230210.2191243101,
+        "SimulationOutputReport.hvac_heating_supp_capacity_w": 0.0,
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+        "SimulationOutputReport.electricity_clothes_dryer_kwh": 0.0,
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+        "SimulationOutputReport.propane_clothes_dryer_mbtu": 0.0,
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+        "SimulationOutputReport.electricity_dishwasher_kwh": 0.0,
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+        "SimulationOutputReport.electricity_ceiling_fan_kwh": 10621.454122156501,
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+        "SimulationOutputReport.electricity_freezer_kwh": 0.0,
+        "SimulationOutputReport.electricity_pool_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_pool_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_pool_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_heater_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_hot_tub_heater_therm": 0.0,
+        "SimulationOutputReport.electricity_hot_tub_pump_kwh": 0.0,
+        "SimulationOutputReport.natural_gas_grill_therm": 0.0,
+        "SimulationOutputReport.natural_gas_lighting_therm": 0.0,
+        "SimulationOutputReport.natural_gas_fireplace_therm": 0.0,
+        "SimulationOutputReport.electricity_well_pump_kwh": 16689.428125843206,
+        "SimulationOutputReport.electricity_recirc_pump_kwh": 0.0,
+        "SimulationOutputReport.electricity_vehicle_kwh": 0.0,
+        "SimulationOutputReport.weight": 1.0,
+        "SimulationOutputReport.wall_area_above_grade_conditioned_ft_2": 15207.11,
+        "SimulationOutputReport.wall_area_above_grade_exterior_ft_2": 15687.11,
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+        "SimulationOutputReport.roof_area_ft_2": 22746.96,
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+        "SimulationOutputReport.door_area_ft_2": 360.0,
+        "SimulationOutputReport.duct_surface_area_ft_2": 22122.72,
+        "SimulationOutputReport.size_heating_system_kbtu_h": 785.51,
+        "SimulationOutputReport.size_cooling_system_kbtu_h": 15497.88,
+        "SimulationOutputReport.size_water_heater_gal": 1620.0,
+        "SimulationOutputReport.upgrade_name": "",
+        "SimulationOutputReport.upgrade_cost_usd": "",
+        "SimulationOutputReport.applicable": true,
+        "building_id": 4,
+        "started_at": "20201008T032605Z",
+        "completed_at": "20201008T033834Z",
+        "completed_status": "Success",
+        "upgrade": 0
+    }
+]
diff --git a/buildstockbatch/test/test_results/reference_files/results_job1.json.gz b/buildstockbatch/test/test_results/reference_files/results_job1.json.gz
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From c9ed1e7c874e940fef99167bdab9968e1dc18b92 Mon Sep 17 00:00:00 2001
From: Natalie Weires <nweires@google.com>
Date: Mon, 26 Feb 2024 22:12:39 +0000
Subject: [PATCH 3/3] Update changelog

---
 docs/changelog/changelog_dev.rst | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/docs/changelog/changelog_dev.rst b/docs/changelog/changelog_dev.rst
index bd619d14..d0257d99 100644
--- a/docs/changelog/changelog_dev.rst
+++ b/docs/changelog/changelog_dev.rst
@@ -35,3 +35,9 @@ Development Changelog
         :pullreq: 426
 
         A bugfix for gracefully handling empty data_point_out.json files.
+
+    .. change::
+        :tags: general, feature
+        :pullreq: 437
+
+        Add a ``step_failures`` section to json results files with error messages from OpenStudio simulations.