pythonpandasprophet

Prophet Forecasting


My dataframe is in weekly level as below:

sample

I was trying to implement a prophet model using this code:

df.columns = ['ds', 'y']
# define the model
model = Prophet(seasonality_mode='multiplicative')
# fit the model
model1 = model.fit(df)

model1.predict(10)

I need to predict the output in a weekly level for the next 10 weeks. How can I fix this?


Solution

  • You need to use model.make_future_dataframe to create new dates:

    model = Prophet()
    model.fit(df)
    
    future = model.make_future_dataframe(periods=10, freq='W')
    
    predictions = model.predict(future)
    

    predictions will give predicted values for the whole dataframe, you can reach to the forecasted values for the next 10 weeks with simple indexing:

    future_preds = predictions.iloc[-10:]