i guess it is not a question of spark but a question on your dataset you need
to Setup

think about what you wonna model and how you can shape the data in such a
way spark can use it

akima is a technique i know

a_{t+1} = C1 * a_{t} + C2* a_{t-1} + ... + C6 * a_{t-5}

spark can finde the cofficients C1-C6 by regregression I guess 



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