├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── data ├── neighborhoods.pkl ├── nyc-zip-code-tabulation-areas-polygons.geojson └── nyc_benchmarking_disclosure_data_reported_in_2016.xlsx ├── model ├── README.md ├── XGBModel │ ├── MLmodel │ ├── conda.yaml │ └── model.xgb └── app.yaml ├── notebooks ├── greenbuildings1.ipynb ├── greenbuildings2.ipynb ├── greenbuildings3.ipynb ├── images │ ├── AppEngine.png │ ├── Compare.png │ ├── Correlations.png │ ├── DockerImageSize.png │ ├── DockerRun.png │ ├── EmptyMLFlow.png │ ├── Energy_Star.png │ ├── GCR.png │ ├── LinearModel1.png │ ├── LinearModel2.png │ ├── Success.png │ ├── XGBoostGrid.png │ ├── XGBoostRun.png │ ├── XGBoostServe1.png │ ├── XGBoostServe1_P2.png │ ├── bigquery.png │ ├── building_type.png │ ├── deploy.png │ ├── iforest.png │ ├── nycbokeh.png │ └── pushtogcr.png └── utilities │ ├── CleaningFunctions.py │ ├── GetNeighborhoodNames.py │ └── PlottingFunctions.py └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/.gitignore -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/Dockerfile -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/README.md -------------------------------------------------------------------------------- /data/neighborhoods.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/data/neighborhoods.pkl -------------------------------------------------------------------------------- /data/nyc-zip-code-tabulation-areas-polygons.geojson: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/data/nyc-zip-code-tabulation-areas-polygons.geojson -------------------------------------------------------------------------------- /data/nyc_benchmarking_disclosure_data_reported_in_2016.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/data/nyc_benchmarking_disclosure_data_reported_in_2016.xlsx -------------------------------------------------------------------------------- /model/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/model/README.md -------------------------------------------------------------------------------- /model/XGBModel/MLmodel: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/model/XGBModel/MLmodel -------------------------------------------------------------------------------- /model/XGBModel/conda.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/model/XGBModel/conda.yaml -------------------------------------------------------------------------------- /model/XGBModel/model.xgb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/model/XGBModel/model.xgb -------------------------------------------------------------------------------- /model/app.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/model/app.yaml -------------------------------------------------------------------------------- /notebooks/greenbuildings1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/greenbuildings1.ipynb -------------------------------------------------------------------------------- /notebooks/greenbuildings2.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/greenbuildings2.ipynb -------------------------------------------------------------------------------- /notebooks/greenbuildings3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/greenbuildings3.ipynb -------------------------------------------------------------------------------- /notebooks/images/AppEngine.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/AppEngine.png -------------------------------------------------------------------------------- /notebooks/images/Compare.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/Compare.png -------------------------------------------------------------------------------- /notebooks/images/Correlations.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/Correlations.png -------------------------------------------------------------------------------- /notebooks/images/DockerImageSize.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/DockerImageSize.png -------------------------------------------------------------------------------- /notebooks/images/DockerRun.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/DockerRun.png -------------------------------------------------------------------------------- /notebooks/images/EmptyMLFlow.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/EmptyMLFlow.png -------------------------------------------------------------------------------- /notebooks/images/Energy_Star.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/Energy_Star.png -------------------------------------------------------------------------------- /notebooks/images/GCR.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/GCR.png -------------------------------------------------------------------------------- /notebooks/images/LinearModel1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/LinearModel1.png -------------------------------------------------------------------------------- /notebooks/images/LinearModel2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/LinearModel2.png -------------------------------------------------------------------------------- /notebooks/images/Success.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/Success.png -------------------------------------------------------------------------------- /notebooks/images/XGBoostGrid.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/XGBoostGrid.png -------------------------------------------------------------------------------- /notebooks/images/XGBoostRun.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/XGBoostRun.png -------------------------------------------------------------------------------- /notebooks/images/XGBoostServe1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/XGBoostServe1.png -------------------------------------------------------------------------------- /notebooks/images/XGBoostServe1_P2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/XGBoostServe1_P2.png -------------------------------------------------------------------------------- /notebooks/images/bigquery.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/bigquery.png -------------------------------------------------------------------------------- /notebooks/images/building_type.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/building_type.png -------------------------------------------------------------------------------- /notebooks/images/deploy.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/deploy.png -------------------------------------------------------------------------------- /notebooks/images/iforest.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/iforest.png -------------------------------------------------------------------------------- /notebooks/images/nycbokeh.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/nycbokeh.png -------------------------------------------------------------------------------- /notebooks/images/pushtogcr.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/images/pushtogcr.png -------------------------------------------------------------------------------- /notebooks/utilities/CleaningFunctions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/utilities/CleaningFunctions.py -------------------------------------------------------------------------------- /notebooks/utilities/GetNeighborhoodNames.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/utilities/GetNeighborhoodNames.py -------------------------------------------------------------------------------- /notebooks/utilities/PlottingFunctions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/notebooks/utilities/PlottingFunctions.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mdh266/NYCBuildingEnergyUse/HEAD/requirements.txt --------------------------------------------------------------------------------