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README.md

@@ -1,12 +1,15 @@
 ---
 title: LSTM Forecaster
-emoji: 📉
-colorFrom: pink
-colorTo: blue
+emoji: ⚡
+colorFrom: purple
+colorTo: red
 sdk: gradio
 sdk_version: 4.39.0
-app_file: app.py
+app_file: gradio_ui.py
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+### On cloning the repo
+1. git remote add space https://huggingface.co/spaces/nkapila6/lstm-forecaster
+2. git push --force space main
+

classes/ElecDatasetClass.py

@@ -0,0 +1,13 @@
+import torch
+from torch.utils.data import Dataset
+
+class ElecDataset(Dataset):
+    def __init__(self, sequences, targets):
+        self.sequences = sequences
+        self.targets = targets
+
+    def __len__(self):
+        return len(self.sequences)
+
+    def __getitem__(self, idx):
+        return torch.tensor(self.sequences[idx], dtype=torch.float32), torch.tensor(self.targets[idx], dtype=torch.float32)

classes/LSTMModelClass.py

@@ -0,0 +1,13 @@
+import torch.nn as nn
+import torch
+
+class LSTMModel(nn.Module):
+    def __init__(self, input_size=1, hidden_size=50, num_layers=1, batch_first=True):
+        super().__init__()
+        self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size, num_layers=num_layers, batch_first=batch_first)
+        self.linear = nn.Linear(hidden_size, 1)
+
+    def forward(self, x):
+        x, _ = self.lstm(x)
+        x = self.linear(x[:, -1, :])  # Use the output of the last time step
+        return x

datasets/README.md

@@ -0,0 +1,9 @@
+# List of datasets
+
+- Measured data:
+  - electricity.csv (saved on-device and not pushed to Github since size is large): fetched from [Building Data Genome Project 2](https://github.com/buds-lab/building-data-genome-project-2/tree/master)
+  - rsfmeasureddata2011.csv: fetched from [OEDI](https://data.openei.org/submissions/358)
+
+- Simulated data:
+  - GA_baseline_basic_metadata_and_annual_results.csv: metadata from Comstock focusing on GA (Atlanta)
+    - GA_filtered_building_list.csv: filtered list from baseline focusing on certain parameters

datasets/comstock/GA_filtered_building_list.csv

@@ -0,0 +1,83 @@
+bldg_id,in.cluster_id,in.cluster_name,in.nhgis_tract_gisjoin,in.energy_code_followed_during_last_hvac_replacement,in.interior_lighting_generation,in.floor_area_category,in.service_water_heating_fuel,out.utility_bills.electricity_bill_mean..usd,out.utility_bills.fuel_oil_bill..usd,out.utility_bills.natural_gas_bill..usd,out.utility_bills.propane_bill..usd,weight,in.comstock_building_type_group,in.hvac_category,in.vintage,calc.segment,calc.weighted.sqft,calc.weighted.district_cooling.total.energy_consumption..tbtu,calc.weighted.district_heating.total.energy_consumption..tbtu,calc.weighted.electricity.total.energy_consumption..tbtu,calc.weighted.natural_gas.total.energy_consumption..tbtu,calc.weighted.other_fuel.total.energy_consumption..tbtu,calc.weighted.site_energy.total.energy_consumption..tbtu,calc.weighted.enduse_group.site_energy.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.site_energy.lighting.energy_consumption..tbtu,calc.weighted.enduse_group.site_energy.interior_equipment.energy_consumption..tbtu,calc.weighted.enduse_group.site_energy.refrigeration.energy_consumption..tbtu,calc.weighted.enduse_group.site_energy.water_systems.energy_consumption..tbtu,calc.weighted.enduse_group.electricity.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.electricity.lighting.energy_consumption..tbtu,calc.weighted.enduse_group.electricity.interior_equipment.energy_consumption..tbtu,calc.weighted.enduse_group.electricity.refrigeration.energy_consumption..tbtu,calc.weighted.enduse_group.electricity.water_systems.energy_consumption..tbtu,calc.weighted.enduse_group.natural_gas.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.natural_gas.interior_equipment.energy_consumption..tbtu,calc.weighted.enduse_group.natural_gas.water_systems.energy_consumption..tbtu,calc.weighted.enduse_group.district_heating.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.district_heating.interior_equipment.energy_consumption..tbtu,calc.weighted.enduse_group.district_heating.water_systems.energy_consumption..tbtu,calc.weighted.enduse_group.district_cooling.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.other_fuel.hvac.energy_consumption..tbtu,calc.weighted.enduse_group.other_fuel.water_systems.energy_consumption..tbtu,calc.weighted.enduse_group.other_fuel.interior_equipment.energy_consumption..tbtu,calc.weighted.emissions.natural_gas..co2e_mmt,calc.weighted.emissions.fuel_oil..co2e_mmt,calc.weighted.emissions.propane..co2e_mmt,calc.weighted.emissions.electricity.egrid_2021_subregion..co2e_mmt,calc.weighted.emissions.total_with_cambium_mid_case_15y..co2e_mmt,calc.weighted.emissions.total_with_egrid..co2e_mmt,calc.weighted.enduse_group.electricity.hvac.emissions.egrid_2021_subregion..co2e_mmt,calc.weighted.enduse_group.electricity.lighting.emissions.egrid_2021_subregion..co2e_mmt,calc.weighted.enduse_group.electricity.interior_equipment.emissions.egrid_2021_subregion..co2e_mmt,calc.weighted.enduse_group.electricity.refrigeration.emissions.egrid_2021_subregion..co2e_mmt,calc.weighted.enduse_group.electricity.water_systems.emissions.egrid_2021_subregion..co2e_mmt,calc.weighted.enduse_group.natural_gas.hvac.emissions..co2e_mmt,calc.weighted.enduse_group.natural_gas.interior_equipment.emissions..co2e_mmt,calc.weighted.enduse_group.natural_gas.water_systems.emissions..co2e_mmt,calc.weighted.enduse_group.other_fuel.hvac.emissions..co2e_mmt,calc.weighted.enduse_group.other_fuel.water_systems.emissions..co2e_mmt,calc.weighted.enduse_group.other_fuel.interior_equipment.emissions..co2e_mmt,calc.weighted.enduse_group.site_energy.hvac.emissions..co2e_mmt,calc.weighted.enduse_group.site_energy.lighting.emissions..co2e_mmt,calc.weighted.enduse_group.site_energy.interior_equipment.emissions..co2e_mmt,calc.weighted.enduse_group.site_energy.refrigeration.emissions..co2e_mmt,calc.weighted.enduse_group.site_energy.water_systems.emissions..co2e_mmt
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+94058,33,Rural Lower Plains-Upper South Appalachia,G1301370000500,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,136550,,12015,,1.870652159,Mercantile,Multizone CAV/VAV,1980 to 1989,D: Buildings with Hydronically Heated Multizone Systems,140298.9119,0,0,0.007028936,0.002043194,0,0.009072147,0.003588111,0.001883886,0.001659916,0,0.001940198,0.002344007,0.001883886,0.000860827,0,0.001940198,0.001244104,0.00079909,0,0,0,0,0,0,0,0,0.000136515,0,0,0.000837626,0.000322454,0.00097414,0.000279331,0.000224499,0.000102583,0,0.00023121,8.31E-05,5.34E-05,0,0,0,0,0.000385281,0.000202286,0.000178237,0,0.000208333
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+94807,50,the Greater Atlanta and Macon Area,G1300670031206,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,140502,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,485688.7311,0,0,0.012518536,0,0,0.012518536,0.004852057,0.002561846,0.005104633,0,0,0.004852057,0.002561846,0.005104633,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00149181,0.000496604,0.00149181,0.000578211,0.00030529,0.000608309,0,0,0,0,0,0,0,0,0.000578211,0.00030529,0.000608309,0,0
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+95073,50,the Greater Atlanta and Macon Area,G1300670030344,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,237990,,2449,,1.870652159,Mercantile,Small Packaged Unit,2000 to 2012,C: Strip Malls with some Food-Service with Small Packaged Units,140298.9119,0,0,0.011398264,0.000416398,0,0.011814662,0.004996239,0.002838879,0.002428528,0,0.001551034,0.004996239,0.002838879,0.00201213,0,0.001551034,0,0.000416398,0,0,0,0,0,0,0,0,2.78E-05,0,0,0.001358309,0.00039654,0.00138613,0.000595392,0.000338304,0.000239782,0,0.000184834,0,2.78E-05,0,0,0,0,0.000586173,0.000333065,0.000284922,0,0.000181972
+95740,50,the Greater Atlanta and Macon Area,G1300670030700,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,15744,,,,8.72605822,Office,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,65445.43665,0,0,0.003908157,0,0,0.003908157,0.002577649,0.000628491,0.000621047,0,8.10E-05,0.002577649,0.000628491,0.000621047,0,8.10E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000465724,0.000157237,0.000465724,0.000307171,7.49E-05,7.40E-05,0,9.65E-06,0,0,0,0,0,0,0.000307171,7.49E-05,7.40E-05,0,9.65E-06
+95833,35,Eastern Counties in South Carolina and Georgia,G1302450010506,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,7283,,,,3.204584385,Mercantile,Multizone CAV/VAV,1990 to 1999,F: Buildings with Electric Resistance Multizone Systems,9613.753156,0,0,0.00051872,0,0,0.00051872,0.00033821,0.000140235,4.02E-05,0,0,0.00033821,0.000140235,4.02E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.18E-05,1.82E-05,6.18E-05,4.03E-05,1.67E-05,4.80E-06,0,0,0,0,0,0,0,0,4.03E-05,1.67E-05,4.80E-06,0,0
+96218,35,Eastern Counties in South Carolina and Georgia,G1300510011400,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,40988,,855,,3.204584385,Mercantile,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,56080.22674,0,0,0.003507179,0.000249185,0,0.003756333,0.002568392,0.000801863,0.000386109,0,0,0.002319207,0.000801863,0.000386109,0,0,0.000249185,0,0,0,0,0,0,0,0,0,1.66E-05,0,0,0.000417943,0.000132701,0.000434591,0.000276375,9.56E-05,4.60E-05,0,0,1.66E-05,0,0,0,0,0,0.000297152,9.28E-05,4.47E-05,0,0
+96265,85,Rural Climate Zone 3A,G1302370960102,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,14273,,,,8.72605822,Office,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,65445.43665,0,0,0.00342705,0,0,0.00342705,0.002471287,0.000435949,0.000430573,0,8.92E-05,0.002471287,0.000435949,0.000430573,0,8.92E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000408398,0.000133641,0.000408398,0.000294501,5.20E-05,5.13E-05,0,1.06E-05,0,0,0,0,0,0,0.000294501,5.20E-05,5.13E-05,0,1.06E-05
+96278,50,the Greater Atlanta and Macon Area,G1301530021104,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,63179,,5,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,2000 to 2012,G: Buildings with Furnace-Based Multizone Systems,242844.3655,0,0,0.00562921,1.47E-06,0,0.005630714,0.001586162,0.001384562,0.00265996,0,0,0.001584689,0.001384562,0.00265996,0,0,1.47E-06,0,0,0,0,0,0,0,0,0,9.94E-08,0,0,0.000670823,0.00022695,0.000670922,0.000188845,0.000164996,0.000316983,0,0,9.94E-08,0,0,0,0,0,0.000188998,0.000164976,0.000316945,0,0
+96295,50,the Greater Atlanta and Macon Area,G1300670030311,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,8535,,,,8.72605822,Office,Zone-by-Zone,2013 to 2018,I: Non-Lodging Buildings with Zone-by-Zone Systems,65445.43665,0,0,0.002077023,0,0,0.002077023,0.000659423,0.000332731,0.001006297,0,7.86E-05,0.000659423,0.000332731,0.001006297,0,7.86E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000247516,7.45E-05,0.000247516,7.86E-05,3.97E-05,0.000119919,0,9.36E-06,0,0,0,0,0,0,7.86E-05,3.97E-05,0.000119919,0,9.36E-06
+96321,35,Eastern Counties in South Carolina and Georgia,G1302450010203,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,6255,,,,8.72605822,Office,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,26178.17466,0,0,0.001171215,0,0,0.001171215,0.000755446,0.000171369,0.000203625,0,4.08E-05,0.000755446,0.000171369,0.000203625,0,4.08E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000139572,4.20E-05,0.000139572,9.00E-05,2.04E-05,2.43E-05,0,4.86E-06,0,0,0,0,0,0,9.00E-05,2.04E-05,2.43E-05,0,4.86E-06
+96338,33,Rural Lower Plains-Upper South Appalachia,G1301110050400,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,44270,,3240,,7.566857517,Food Service,Small Packaged Unit,1980 to 1989,B: Food-Service Buildings with Small Packaged Units,56751.43138,0,0,0.010750106,0.002228626,0,0.012978805,0.004243097,0.000739074,0.005154084,0.000364983,0.002477566,0.004243097,0.000739074,0.002925458,0.000364983,0.002477566,0,0.002228626,0,0,0,0,0,0,0,0,0.000148905,0,0,0.001281071,0.000442166,0.001429977,0.000505642,8.81E-05,0.000348622,4.35E-05,0.000295247,0,0.000148905,0,0,0,0,0.000467495,8.14E-05,0.000567866,4.02E-05,0.000272973
+96418,50,the Greater Atlanta and Macon Area,G1300670030229,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,12808,,1238,,8.72605822,Office,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,65445.43665,0,0,0.003075463,0.000982395,0,0.004057857,0.003039485,0.000407415,0.000525521,0,8.54E-05,0.00205709,0.000407415,0.000525521,0,8.54E-05,0.000982395,0,0,0,0,0,0,0,0,0,6.56E-05,0,0,0.000366498,0.000179408,0.000432136,0.00024514,4.86E-05,6.26E-05,0,1.02E-05,6.56E-05,0,0,0,0,0,0.000323686,4.34E-05,5.60E-05,0,9.10E-06
+96424,50,the Greater Atlanta and Macon Area,G1301350050309,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,34837,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,121422.1828,0,0,0.003011939,0,0,0.003011939,0.001213682,0.00068358,0.001114708,0,0,0.001213682,0.00068358,0.001114708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000358928,0.000126851,0.000358928,0.000144633,8.15E-05,0.000132838,0,0,0,0,0,0,0,0,0.000144633,8.15E-05,0.000132838,0,0
+96457,50,the Greater Atlanta and Macon Area,G1300670031101,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,48646,,7562,,3.204584385,Mercantile,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,120171.9144,0,0,0.004674284,0.002202936,0,0.006877221,0.004688226,0.001618002,0.000570993,0,0,0.002485289,0.001618002,0.000570993,0,0,0.002202936,0,0,0,0,0,0,0,0,0,0.000147187,0,0,0.000557025,0.000305551,0.000704212,0.000296167,0.000192814,6.80E-05,0,0,0.000147187,0,0,0,0,0,0.000480064,0.00016568,5.85E-05,0,0
+96458,50,the Greater Atlanta and Macon Area,G1301210011611,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,5078,,,,8.72605822,Office,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,26178.17466,0,0,0.00121935,0,0,0.00121935,0.000630393,0.000147467,0.000400385,0,4.11E-05,0.000630393,0.000147467,0.000400385,0,4.11E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00014531,4.77E-05,0.00014531,7.51E-05,1.76E-05,4.77E-05,0,4.90E-06,0,0,0,0,0,0,7.51E-05,1.76E-05,4.77E-05,0,4.90E-06
+96494,50,the Greater Atlanta and Macon Area,G1300630040308,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,173444,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,485688.7311,0,0,0.014423072,0,0,0.014423072,0.006674897,0.002535913,0.005212292,0,0,0.006674897,0.002535913,0.005212292,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00171877,0.000595932,0.00171877,0.000795435,0.0003022,0.000621139,0,0,0,0,0,0,0,0,0.000795435,0.0003022,0.000621139,0,0
+96695,35,Eastern Counties in South Carolina and Georgia,G1300510004210,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,29636,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,121422.1828,0,0,0.002588361,0,0,0.002588361,0.000728264,0.00069159,0.001168537,0,0,0.000728264,0.00069159,0.001168537,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00030845,0.000104967,0.00030845,8.68E-05,8.24E-05,0.000139252,0,0,0,0,0,0,0,0,8.68E-05,8.24E-05,0.000139252,0,0
+97031,50,the Greater Atlanta and Macon Area,G1301350050729,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,57022,,5443,,3.204584385,Mercantile,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,120171.9144,0,0,0.004592458,0.001585745,0,0.006178203,0.004463188,0.001262813,0.000452172,0,0,0.002877443,0.001262813,0.000452172,0,0,0.001585745,0,0,0,0,0,0,0,0,0,0.00010595,0,0,0.000547274,0.000228925,0.000653224,0.000342899,0.000150487,5.39E-05,0,0,0.00010595,0,0,0,0,0,0.000471895,0.000133518,4.78E-05,0,0
+97382,50,the Greater Atlanta and Macon Area,G1301350050213,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,92219,,7372,,3.237924874,Warehouse and Storage,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,485688.7311,0,0,0.008216559,0.002169939,0,0.010386529,0.003523689,0.00229635,0.00456646,0,0,0.001353749,0.00229635,0.00456646,0,0,0.002169939,0,0,0,0,0,0,0,0,0,0.000144983,0,0,0.000979153,0.000416122,0.001124136,0.000161324,0.000273652,0.000544177,0,0,0.000144983,0,0,0,0,0,0.00038137,0.000248534,0.000494229,0,0
+97699,50,the Greater Atlanta and Macon Area,G1302470060306,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,12626,,985,,3.237924874,Warehouse and Storage,Small Packaged Unit,2013 to 2018,A: Non Food-Service Buildings with Small Packaged Units,56663.68529,0,0,0.001049953,0.000289894,0,0.001339816,0.000579757,0.000271296,0.000488793,0,0,0.000289863,0.000271296,0.000488793,0,0,0.000289894,0,0,0,0,0,0,0,0,0,1.94E-05,0,0,0.000125119,5.41E-05,0.000144488,3.45E-05,3.23E-05,5.82E-05,0,0,1.94E-05,0,0,0,0,0,6.25E-05,2.93E-05,5.27E-05,0,0
+97971,18,"the Knoxville-Chattanooga-Asheville and Greenville, SC Area",G1301150001300,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,29974,,1525,,3.237924874,Warehouse and Storage,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,121422.1828,0,0,0.002707775,0.000448989,0,0.003156764,0.001316891,0.000604064,0.001235809,0,0,0.000867902,0.000604064,0.001235809,0,0,0.000448989,0,0,0,0,0,0,0,0,0,3.00E-05,0,0,0.00032268,0.000131696,0.000352679,0.000103426,7.20E-05,0.000147269,0,0,3.00E-05,0,0,0,0,0,0.000147125,6.75E-05,0.000138067,0,0
+98030,50,the Greater Atlanta and Macon Area,G1301350050423,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,22049,,1,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,1980 to 1989,G: Buildings with Furnace-Based Multizone Systems,56663.68529,0,0,0.001965639,2.46E-07,0,0.001965884,0.000725287,0.0005069,0.000733666,0,0,0.000725042,0.0005069,0.000733666,0,0,2.46E-07,0,0,0,0,0,0,0,0,0,1.62E-08,0,0,0.000234241,9.05E-05,0.000234257,8.64E-05,6.04E-05,8.74E-05,0,0,1.62E-08,0,0,0,0,0,8.64E-05,6.04E-05,8.74E-05,0,0
+98047,50,the Greater Atlanta and Macon Area,G1301170130409,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,36417,,6310,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,2013 to 2018,D: Buildings with Hydronically Heated Multizone Systems,242844.3655,0,0,0.003723785,0.001857304,0,0.005581089,0.002659991,0.000933823,0.001987244,0,0,0.000802687,0.000933823,0.001987244,0,0,0.001857304,0,0,0,0,0,0,0,0,0,0.000124094,0,0,0.000443755,0.000253305,0.00056785,9.57E-05,0.000111282,0.000236815,0,0,0.000124094,0,0,0,0,0,0.000270642,9.50E-05,0.000202193,0,0
+98056,50,the Greater Atlanta and Macon Area,G1301130140406,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,23201,,,,8.72605822,Office,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,152706.0189,0,0,0.00524305,0,0,0.00524305,0.003076124,0.000958327,0.001048643,0,0.000159955,0.003076124,0.000958327,0.001048643,0,0.000159955,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000624806,0.000166164,0.000624806,0.000366577,0.000114202,0.000124965,0,1.91E-05,0,0,0,0,0,0,0.000366577,0.000114202,0.000124965,0,1.91E-05
+98078,50,the Greater Atlanta and Macon Area,G1301350050315,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,407421,,,,9.729435225,Education,Multizone CAV/VAV,1980 to 1989,F: Buildings with Electric Resistance Multizone Systems,1459415.284,0,0,0.098105601,0,0,0.098105601,0.08235139,0.007758237,0.002690438,0.000647642,0.004657986,0.08235139,0.007758237,0.002690438,0.000647642,0.004657986,0,0,0,0,0,0,0,0,0,0,0,0,0,0.011691053,0.003580358,0.011691053,0.009813654,0.000924534,0.000320614,7.72E-05,0.000555083,0,0,0,0,0,0,0.009813654,0.000924534,0.000320614,7.72E-05,0.000555083
+98148,50,the Greater Atlanta and Macon Area,G1300570090602,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,7444,,,,8.72605822,Office,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,26178.17466,0,0,0.001562916,0,0,0.001562916,0.00073783,0.000317926,0.000455137,0,5.21E-05,0.00073783,0.000317926,0.000455137,0,5.21E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000186254,6.22E-05,0.000186254,8.79E-05,3.79E-05,5.42E-05,0,6.21E-06,0,0,0,0,0,0,8.79E-05,3.79E-05,5.42E-05,0,6.21E-06
+98243,50,the Greater Atlanta and Macon Area,G1301350050435,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,10821,,347,,8.72605822,Office,Small Packaged Unit,2013 to 2018,A: Non Food-Service Buildings with Small Packaged Units,65445.43665,0,0,0.002489896,0.000275332,0,0.002765228,0.001377155,0.000373422,0.000940462,0,7.41E-05,0.001101824,0.000373422,0.000940462,0,7.41E-05,0.000275332,0,0,0,0,0,0,0,0,0,1.84E-05,0,0,0.000296714,0.000119371,0.000315111,0.000131301,4.45E-05,0.000112072,0,8.83E-06,1.84E-05,0,0,0,0,0,0.000156933,4.26E-05,0.00010717,0,8.44E-06
+98522,50,the Greater Atlanta and Macon Area,G1301350050428,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,55366,,6541,,3.237924874,Warehouse and Storage,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,242844.3655,0,0,0.004693945,0.001925312,0,0.006619288,0.003114504,0.001302252,0.002202501,0,0,0.001189192,0.001302252,0.002202501,0,0,0.001925312,0,0,0,0,0,0,0,0,0,0.000128638,0,0,0.00055937,0.000284501,0.000688008,0.000141714,0.000155187,0.000262469,0,0,0.000128638,0,0,0,0,0,0.000323721,0.000135356,0.000228928,0,0
+98542,50,the Greater Atlanta and Macon Area,G1301210010507,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,5757,,745,,8.72605822,Office,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,65445.43665,0,0,0.001727833,0.000590611,0,0.002318445,0.001356727,0.000353159,0.000543634,0,6.49E-05,0.000766116,0.000353159,0.000543634,0,6.49E-05,0.000590611,0,0,0,0,0,0,0,0,0,3.95E-05,0,0,0.000205898,0.000101049,0.000245359,9.13E-05,4.21E-05,6.48E-05,0,7.74E-06,3.95E-05,0,0,0,0,0,0.000143581,3.74E-05,5.75E-05,0,6.87E-06
+98566,85,Rural Climate Zone 3A,G1301630960100,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,8510,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,24284.43655,0,0,0.00066888,0,0,0.00066888,0.000245486,0.000195094,0.000228331,0,0,0.000245486,0.000195094,0.000228331,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7.97E-05,2.97E-05,7.97E-05,2.93E-05,2.32E-05,2.72E-05,0,0,0,0,0,0,0,0,2.93E-05,2.32E-05,2.72E-05,0,0
+98649,81,the Columbus-Albany Area,G1302150000200,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,8222,,,,8.72605822,Office,Zone-by-Zone,2013 to 2018,I: Non-Lodging Buildings with Zone-by-Zone Systems,65445.43665,0,0,0.001673908,0,0,0.001673908,0.000583581,0.000605002,0.000416017,0,6.93E-05,0.000583581,0.000605002,0.000416017,0,6.93E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00019948,5.64E-05,0.00019948,6.95E-05,7.21E-05,4.96E-05,0,8.26E-06,0,0,0,0,0,0,6.95E-05,7.21E-05,4.96E-05,0,8.26E-06
+98820,35,Eastern Counties in South Carolina and Georgia,G1301270000700,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,73630,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,242844.3655,0,0,0.006420511,0,0,0.006420511,0.002204987,0.001447966,0.002767589,0,0,0.002204987,0.001447966,0.002767589,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000765121,0.00025401,0.000765121,0.000262764,0.000172552,0.000329809,0,0,0,0,0,0,0,0,0.000262764,0.000172552,0.000329809,0,0
+98951,50,the Greater Atlanta and Macon Area,G1301350050217,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,190936,,178,,9.325022323,Office,Multizone CAV/VAV,1990 to 1999,G: Buildings with Furnace-Based Multizone Systems,699376.6743,0,0,0.048993902,0.000150518,0,0.049144509,0.017304381,0.006862588,0.024520063,0,0.000457476,0.017153863,0.006862588,0.024520063,0,0.000457476,0.000150518,0,0,0,0,0,0,0,0,0,1.01E-05,0,0,0.005838509,0.001977101,0.005848569,0.002044193,0.000817801,0.002922009,0,5.45E-05,1.01E-05,0,0,0,0,0,0.002059353,0.0008167,0.002918073,0,5.44E-05
+99069,50,the Greater Atlanta and Macon Area,G1301210007001,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,73404,,12842,,3.306336374,Lodging,Zone-by-Zone,2000 to 2012,E: Lodging with Zone-by-Zone Systems,247975.228,0,0,0.013041506,0.003860092,0,0.016901567,0.007782892,0.001275144,0.005550653,0,0.002292909,0.00621784,0.001275144,0.003255613,0,0.002292909,0.001565052,0.00229504,0,0,0,0,0,0,0,0,0.000257908,0,0,0.001554129,0.000726514,0.001812037,0.000740967,0.000151956,0.000387965,0,0.000273241,0.000104567,0.000153341,0,0,0,0,0.000834413,0.00013671,0.000595092,0,0.000245826
+99178,50,the Greater Atlanta and Macon Area,G1301350050417,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,109936,,,,5.759960461,Office,Multizone CAV/VAV,1990 to 1999,F: Buildings with Electric Resistance Multizone Systems,431997.0346,0,0,0.016276459,0,0,0.016276459,0.009133503,0.002534194,0.004450439,0,0.000158268,0.009133503,0.002534194,0.004450439,0,0.000158268,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001939632,0.000655831,0.001939632,0.001088421,0.000301995,0.00053035,0,1.89E-05,0,0,0,0,0,0,0.001088421,0.000301995,0.00053035,0,1.89E-05
+99329,35,Eastern Counties in South Carolina and Georgia,G1300510004500,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,5785,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,9713.774622,0,0,0.000413297,0,0,0.000413297,0.000215564,0.000110728,8.70E-05,0,0,0.000215564,0.000110728,8.70E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4.93E-05,1.87E-05,4.93E-05,2.57E-05,1.32E-05,1.04E-05,0,0,0,0,0,0,0,0,2.57E-05,1.32E-05,1.04E-05,0,0
+99486,50,the Greater Atlanta and Macon Area,G1300210013700,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,126932,,,,1.870652159,Mercantile,Multizone CAV/VAV,2000 to 2012,F: Buildings with Electric Resistance Multizone Systems,140298.9119,0,0,0.006533869,0,0,0.006533869,0.003226713,0.00248929,0.0006862,0,0.00013163,0.003226713,0.00248929,0.0006862,0,0.00013163,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000778628,0.000238638,0.000778628,0.000384521,0.000296644,8.18E-05,0,1.57E-05,0,0,0,0,0,0,0.000384521,0.000296644,8.18E-05,0,1.57E-05
+99590,35,Eastern Counties in South Carolina and Georgia,G1300730030106,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,9881,,,,8.72605822,Office,Zone-by-Zone,1980 to 1989,I: Non-Lodging Buildings with Zone-by-Zone Systems,65445.43665,0,0,0.00208273,0,0,0.00208273,0.001033673,0.000453317,0.000512536,0,8.30E-05,0.001033673,0.000453317,0.000512536,0,8.30E-05,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000248192,7.31E-05,0.000248192,0.000123179,5.40E-05,6.11E-05,0,9.90E-06,0,0,0,0,0,0,0.000123179,5.40E-05,6.11E-05,0,9.90E-06
+99881,50,the Greater Atlanta and Macon Area,G1301350050210,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,5072,,650,,8.72605822,Office,Multizone CAV/VAV,1980 to 1989,D: Buildings with Hydronically Heated Multizone Systems,26178.17466,0,0,0.001217862,0.000515265,0,0.001733044,0.001019696,0.000328099,0.000326114,0,5.93E-05,0.00050443,0.000328099,0.000326114,0,5.93E-05,0.000515265,0,0,0,0,0,0,0,0,0,3.44E-05,0,0,0.000145126,8.74E-05,0.000179551,6.01E-05,3.91E-05,3.89E-05,0,7.07E-06,3.44E-05,0,0,0,0,0,0.000105645,3.40E-05,3.38E-05,0,6.14E-06
+99923,85,Rural Climate Zone 3A,G1302850960501,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,24027,,4715,,8.531264242,Food Service,Small Packaged Unit,1990 to 1999,B: Food-Service Buildings with Small Packaged Units,25593.79273,0,0,0.005547616,0.003656848,0,0.009204383,0.004443785,0.000411581,0.0033968,0.000420557,0.00053166,0.002924492,0.000411581,0.001259326,0.000420557,0.00053166,0.001519293,0.002137474,0,0,0,0,0,0,0,0,0.000244328,0,0,0.000661095,0.000436203,0.000905422,0.000348504,4.90E-05,0.000150071,5.01E-05,6.34E-05,0.00010151,0.000142813,0,0,0,0,0.000437129,4.05E-05,0.000334138,4.14E-05,5.23E-05
+100518,81,the Columbus-Albany Area,G1302150002500,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,70307,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,242844.3655,0,0,0.006355296,0,0,0.006355296,0.003014671,0.001191923,0.002148671,0,0,0.003014671,0.001191923,0.002148671,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000757348,0.000255288,0.000757348,0.000359252,0.000142039,0.000256053,0,0,0,0,0,0,0,0,0.000359252,0.000142039,0.000256053,0,0
+100547,85,Rural Climate Zone 3A,G1302090950300,ComStock 90.1-2007,gen5_led,1001_5000,Electricity,10083,,163,,4.088175128,Healthcare,Multizone CAV/VAV,1990 to 1999,F: Buildings with Electric Resistance Multizone Systems,12264.52538,0,0,0.001152301,6.05E-05,0,0.001212787,0.000585992,0.000156737,0.000432471,0,3.76E-05,0.000585992,0.000156737,0.000371985,0,3.76E-05,0,6.05E-05,0,0,0,0,0,0,0,0,4.04E-06,0,0,0.000137317,4.54E-05,0.000141358,6.98E-05,1.87E-05,4.43E-05,0,4.48E-06,0,4.04E-06,0,0,0,0,6.83E-05,1.83E-05,5.04E-05,0,4.38E-06
+100636,33,Rural Lower Plains-Upper South Appalachia,G1301570010101,ComStock 90.1-2007,gen5_led,200001_500000,Electricity,208555,,18822,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,1133273.706,0,0,0.018581974,0.005540517,0,0.024122491,0.008546012,0.005172549,0.010403961,0,0,0.003005495,0.005172549,0.010403961,0,0,0.005540517,0,0,0,0,0,0,0,0,0,0.000370185,0,0,0.002214378,0.001035084,0.002584563,0.000358159,0.000616403,0.00123982,0,0,0.000370185,0,0,0,0,0,0.000915648,0.000554204,0.001114714,0,0
+100919,50,the Greater Atlanta and Macon Area,G1302270050400,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,20253,,,5116,3.204584385,Mercantile,Small Packaged Unit,2013 to 2018,A: Non Food-Service Buildings with Small Packaged Units,56080.22674,0,0,0.001901843,0,0.000482151,0.002383993,0.001633067,0.000568442,0.000182485,0,0,0.001150916,0.000568442,0.000182485,0,0,0,0,0,0,0,0,0,0.000482151,0,0,0,0,3.89E-05,0.000226637,8.76E-05,0.000265522,0.000137151,6.77E-05,2.17E-05,0,0,0,0,0,3.89E-05,0,0,0.000181886,6.33E-05,2.03E-05,0,0
+101134,33,Rural Lower Plains-Upper South Appalachia,G1301230080300,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,77980,,1964,,4.088175128,Healthcare,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,153306.5673,0,0,0.010558016,0.000729788,0,0.011287842,0.004768769,0.001389712,0.004859517,0,0.000269767,0.004768769,0.001389712,0.00412973,0,0.000269767,0,0.000729788,0,0,0,0,0,0,0,0,4.88E-05,0,0,0.00125818,0.000382721,0.001306941,0.000568286,0.00016561,0.000492133,0,3.21E-05,0,4.88E-05,0,0,0,0,0.000552143,0.000160905,0.00056265,0,3.12E-05
+101165,50,the Greater Atlanta and Macon Area,G1301210009102,ComStock 90.1-2007,gen5_led,50001_100000,Electricity,70995,,8,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,1980 to 1989,G: Buildings with Furnace-Based Multizone Systems,242844.3655,0,0,0.006325558,2.24E-06,0,0.006327798,0.002283491,0.001384377,0.00265996,0,0,0.002281251,0.001384377,0.00265996,0,0,2.24E-06,0,0,0,0,0,0,0,0,0,1.50E-07,0,0,0.000753805,0.00025883,0.000753955,0.000271852,0.000164974,0.000316982,0,0,1.50E-07,0,0,0,0,0,0.000272077,0.000164948,0.000316933,0,0
+101317,50,the Greater Atlanta and Macon Area,G1300670030506,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,59811,,,,3.204584385,Mercantile,Small Packaged Unit,2000 to 2012,A: Non Food-Service Buildings with Small Packaged Units,120171.9144,0,0,0.005683326,0,0,0.005683326,0.00385526,0.001241187,0.000586848,0,0,0.00385526,0.001241187,0.000586848,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000677272,0.000192902,0.000677272,0.000459425,0.00014791,6.99E-05,0,0,0,0,0,0,0,0,0.000459425,0.00014791,6.99E-05,0,0
+101504,50,the Greater Atlanta and Macon Area,G1301210000100,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,24369,,1349,,1.870652159,Mercantile,Small Packaged Unit,2000 to 2012,C: Strip Malls with some Food-Service with Small Packaged Units,14029.89119,0,0,0.001202916,0.000229449,0,0.001432365,0.000678346,0.000235069,0.000308615,0,0.000210335,0.000448897,0.000235069,0.000308615,0,0.000210335,0.000229449,0,0,0,0,0,0,0,0,0,1.53E-05,0,0,0.000143349,4.96E-05,0.00015868,5.35E-05,2.80E-05,3.68E-05,0,2.51E-05,1.53E-05,0,0,0,0,0,7.51E-05,2.60E-05,3.42E-05,0,2.33E-05
+101560,50,the Greater Atlanta and Macon Area,G1301350050304,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,12918,,4304,,3.237924874,Warehouse and Storage,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,56663.68529,0,0,0.001076223,0.00126702,0,0.002343213,0.001461255,0.0003618,0.000520189,0,0,0.000194235,0.0003618,0.000520189,0,0,0.00126702,0,0,0,0,0,0,0,0,0,8.47E-05,0,0,0.00012825,0.000123448,0.000212904,2.31E-05,4.31E-05,6.20E-05,0,0,8.47E-05,0,0,0,0,0,0.00013277,3.29E-05,4.73E-05,0,0
+101692,35,Eastern Counties in South Carolina and Georgia,G1301270000700,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,130268,,,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,1990 to 1999,G: Buildings with Furnace-Based Multizone Systems,485688.7311,0,0,0.011209624,0,0,0.011209624,0.003565181,0.002647408,0.004997004,0,0,0.003565181,0.002647408,0.004997004,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001335831,0.000391982,0.001335831,0.000424856,0.000315487,0.000595484,0,0,0,0,0,0,0,0,0.000424856,0.000315487,0.000595484,0,0
+101777,50,the Greater Atlanta and Macon Area,G1302470060307,ComStock 90.1-2007,gen5_led,5001_10000,Electricity,22313,,360,,4.088175128,Healthcare,Zone-by-Zone,1990 to 1999,I: Non-Lodging Buildings with Zone-by-Zone Systems,30661.31346,0,0,0.002402054,0.000133721,0,0.002535774,0.001193103,0.000285537,0.000984907,0,7.23E-05,0.001193103,0.000285537,0.000851187,0,7.23E-05,0,0.000133721,0,0,0,0,0,0,0,0,8.93E-06,0,0,0.00028625,8.72E-05,0.000295184,0.000142181,3.40E-05,0.000101435,0,8.61E-06,0,8.93E-06,0,0,0,0,0.000138886,3.32E-05,0.000114651,0,8.41E-06
+102452,50,the Greater Atlanta and Macon Area,G1301390001101,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,30531,,18,,3.237924874,Warehouse and Storage,Multizone CAV/VAV,1980 to 1989,G: Buildings with Furnace-Based Multizone Systems,121422.1828,0,0,0.002730608,5.28E-06,0,0.002735856,0.000769327,0.00078458,0.001181979,0,0,0.000764048,0.00078458,0.001181979,0,0,5.28E-06,0,0,0,0,0,0,0,0,0,3.52E-07,0,0,0.0003254,0.000112085,0.000325752,9.10E-05,9.35E-05,0.000140854,0,0,3.52E-07,0,0,0,0,0,9.16E-05,9.34E-05,0.000140736,0,0
+102469,50,the Greater Atlanta and Macon Area,G1301350050545,ComStock 90.1-2007,gen5_led,100001_200000,Electricity,124620,,,,3.237924874,Warehouse and Storage,Small Packaged Unit,1990 to 1999,A: Non Food-Service Buildings with Small Packaged Units,485688.7311,0,0,0.0111035,0,0,0.0111035,0.00426828,0.00226876,0.00456646,0,0,0.00426828,0.00226876,0.00456646,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001323183,0.000439277,0.001323183,0.000508643,0.000270364,0.000544176,0,0,0,0,0,0,0,0,0.000508643,0.000270364,0.000544176,0,0
+102544,35,Eastern Counties in South Carolina and Georgia,G1302450000200,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,23650,,,,3.204584385,Mercantile,Zone-by-Zone,2013 to 2018,I: Non-Lodging Buildings with Zone-by-Zone Systems,56080.22674,0,0,0.001937805,0,0,0.001937805,0.001142078,0.000563491,0.000232206,0,0,0.001142078,0.000563491,0.000232206,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000230924,6.41E-05,0.000230924,0.000136099,6.71E-05,2.77E-05,0,0,0,0,0,0,0,0,0.000136099,6.71E-05,2.77E-05,0,0
+102630,85,Rural Climate Zone 3A,G1300690010400,ComStock 90.1-2007,gen5_led,10001_25000,Electricity,18888,,,,8.72605822,Office,Small Packaged Unit,2013 to 2018,A: Non Food-Service Buildings with Small Packaged Units,152706.0189,0,0,0.004535242,0,0,0.004535242,0.001650006,0.001678209,0.001080981,0,0.000126046,0.001650006,0.001678209,0.001080981,0,0.000126046,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000540453,0.000169731,0.000540453,0.000196627,0.000199988,0.000128818,0,1.50E-05,0,0,0,0,0,0,0.000196627,0.000199988,0.000128818,0,1.50E-05
+102671,50,the Greater Atlanta and Macon Area,G1301210001500,ComStock 90.1-2007,gen5_led,25001_50000,Electricity,73402,,,,3.204584385,Mercantile,Small Packaged Unit,1980 to 1989,A: Non Food-Service Buildings with Small Packaged Units,120171.9144,0,0,0.005853175,0,0,0.005853175,0.003783579,0.001597408,0.000472218,0,0,0.003783579,0.001597408,0.000472218,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000697512,0.000151547,0.000697512,0.000450882,0.00019036,5.63E-05,0,0,0,0,0,0,0,0,0.000450882,0.00019036,5.63E-05,0,0
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gradio_ui.py

@@ -0,0 +1,113 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on 2024-07-19 15:52:34 Friday
+
+@author: Nikhil Kapila
+"""
+
+import gradio as gr
+import pandas as pd
+import utils.fetcher as fetch
+import utils.forecasting_utils as forecast_utils
+import utils.prediction as predict
+import utils.plot as plotter
+import utils.anomaly_detection as anomaly
+
+building_types = ['Office', 'Education', 'Lodging / Residential']
+prediction_period_choices = ['short term', 'long term']
+sizes = ['1001_5000', '5001_10000', '10001_25000', '25001_50000', '50001_100000', '100001_200000', '200001_500000']
+states = ['GA']
+
+def inference_pipeline(dataset_loc:str, btype:str, state:str, ft:str, index_col:str, output_col:str, lookback_period:str='short_term'):
+    print(index_col)
+    print(output_col)
+    if output_col == '': output_col = 'out.electricity.total.energy_consumption'
+    if index_col == '': index_col = 'timestamp'
+    metadata_loc = 'datasets/comstock/GA_filtered_building_list.csv'
+
+    if lookback_period == 'short term':
+        lookback = 30
+        inference_model_path = 'metaflow_models_30hrs'
+    else:
+        lookback = 360
+        inference_model_path = 'metaflow_models_360hrs'
+
+    # fetch torch model and scaler
+    model = fetch.fetch_model(ft, btype.lower(), inference_model_path)
+    scaler = fetch.fetch_scaler(ft, btype.lower(), inference_model_path)
+
+    # input reading
+    df = pd.read_parquet(dataset_loc)
+    if index_col not in df.columns:
+        raise ValueError(f'Error column {index_col} is not found in the csv file.')
+    else: df.set_index(index_col, inplace=True)
+
+    # if there are other columns, pick only the output col
+    if len(df.columns) > 1:
+        df = df[output_col]
+
+    # if data is not hourly, make it hourly
+    if pd.infer_freq(df.index) != 'h':
+        hourly_data = df.resample('h').sum()
+        hourly_data = pd.DataFrame(hourly_data)
+    else: hourly_data = df
+
+    # creating sliding windows since the torch model expects it to make inference
+    X, y, timestamp = forecast_utils.sliding_windows(hourly_data, lookback)
+
+    # return dfs to be plotted
+    predicted_lookback = predict.model_predict_lookback(model, scaler, hourly_data, lookback)
+    predicted_input, mape = predict.model_predict_full_input(model, scaler, hourly_data, lookback)
+    anomalies = anomaly.detect_anomalies_with_sliding_windows(hourly_data, lookback)
+
+    # return plotly fig objects so gr.Plot() can understand
+    plot_anomalies = anomaly.plotly_anomaly(anomalies)
+    plot_fig_full_input = plotter.standard_plotter(timestamp, y, predicted_input)
+    plot_fig_lookback = plotter.lookback_plotter(hourly_data, predicted_lookback)
+    return (plot_fig_lookback, plot_fig_full_input,
+            plot_anomalies, gr.Markdown(f'Trained model has an error of {mape}', visible=True))
+
+
+
+# Gradio UI starts
+with gr.Blocks() as demo:
+    gr.Markdown('# LSTM Forecaster')
+    with gr.Row():
+        with gr.Column():
+            btype = gr.Dropdown(label="How is the building being used?", choices=building_types)
+            state = gr.Dropdown(label='State in the US', choices=states)
+            size = gr.Dropdown(label='Size in sq-ft', choices=sizes)
+            forecast_period = gr.Dropdown(label='How far into the future to forecast?', choices=prediction_period_choices)
+            index_col = gr.Textbox(label='Date-time (quarterly or hourly) column in your dataset?')#, default='timestamp')
+            value_col = gr.Textbox(label='Electricity value column in your dataset?')# default='out.electricity.total.energy_consumption')
+            in_data_path = gr.UploadButton(variant='secondary', label="Upload test data", type="filepath")
+            # use_example = gr.UploadButton(variant='secondary', label="Use example data", type="filepath")
+            make_inference = gr.Button(value='Forecast', variant='primary')
+
+        with gr.Column():
+            gr.Markdown('## Forecast On Input Data')
+            plot_forecast_lookback = gr.Plot()
+
+            gr.Markdown('## Using Input Data To Assess Model Performance')
+            gr.Markdown('This gives us an idea on how much the trained model performs on unseen input by the user.')
+            markdown_lstm_forecast_input = gr.Markdown('Model Forecast Accuracy on Provided Data', visible=False)
+            plot_forecast_full_input = gr.Plot()
+
+            gr.Markdown('## Comparison of input data with different upgrades')
+            plot_different_upgrades = gr.Plot()
+
+            gr.Markdown('## Anomaly detection')
+            plot_anomalies = gr.Plot()
+
+        make_inference.click(fn=inference_pipeline, inputs=[in_data_path, btype, state, size, index_col, value_col, forecast_period],
+                             outputs=[plot_forecast_lookback, plot_forecast_full_input, plot_anomalies, markdown_lstm_forecast_input])
+
+            # plot_on_input = gr.Plot(label='Plot on Input')
+            # inference_plot = gr.Plot(label='Plot on Inference')
+
+
+if __name__ == "__main__":
+    demo.launch()
+
+

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