SannketNikam / NYC-Energy-Consumption

Predicting New York City Energy Demand Consumption using Auto-Arima and Prophet Time Series Analysis

New York City Energy Consumption

NYC Energy Consumption Forecasting using Univariate Arima, Univariate FbProphet and Multivariate FbProphet

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Notebook files:

1. Auto Arima Univariate
   
2. FbProphet Univariate
   
3. FbProphet Multivariate
   

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Steps for FBProphet installation:

1. Create conda environment with python version 3.7

conda create -n fbprophet python=3.7

2. Activate the environment

conda activate fbprophet

3. Install C++ Compiler

numpyconda install libpython m2w64-toolchain -c msys2

4. Install Dependencies

conda install numpy cython -c conda-forge

conda install matplotlib scipy pandas -c conda-forge

5. Install pystan

conda install pystan -c conda-forge

6. Install Ephem

conda install -c anaconda ephem

7. Install fbprophet

conda install -c conda-forge fbprophet

8. To avoid error while importing ipywigets and plotly

conda install -c conda-forge ipywidgets

conda install -c plotly plotly

9. [Imp] Open Anaconda Navigator, under environments select fbprophet and install Jupyter Notebook inside fbprophet environment.

OR

conda install -c anaconda jupyter

conda install -c anaconda notebook