auto-ts-ensemble 0.0.6

Auto Ensemble using Prophet and NeurlaProphet

Dependencies

Make sure you have install the fbprophet and NeuralProphet

fbprophet version == 0.7.1

Steps to install fbprophet

conda env -n test_env python==3.8.5

conda install -c anaconda ephem

conda install -c conda-forge pystan

conda install -c conda-forge fbprophet

if error degrade to pystan==2.19.1.1

###Steps to install NeuralProphet

pip install neuralprophet ==0.3.0

#import

from auto_ts_ensemble_rupakbob import auto_ts_ensemble

#call the package function 1

results = auto_ts_ensemble.neural_analysis(data,freq="H")

###access the model

neural_prophet = results[0]

###access the metrics

metrics = results[1]

###access the predictions

predictions = results[2]

####plot the components

neural_prophet.plot_components(predictions)

#call the package function 2

results2 = auto_ts_ensemble.ts_analysis(data,n_future=7)

#access the model

ts_model = results2[0]

#access the predictions

predictions2 = results2[1]

#plot the components

ts_model.plot_components(predictions2)

#call the package function 3 ensemble

ensemble_predictions = auto_ts_ensemble.ensemble_analysis(predictions,predictions2)