Time series predition/forecasting using Particle Filter

I'm trying to predict a random time series and need to use Paricle Filter to do so. Does anyone have experience or indication with this algorithm or have any hands-on example?
The time series in question is attached.

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Do you have a reference link for it, or a simple formula for it?
Not Formula, just colected datas like showed in the CSV file attached

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el 8 de Nov. de 2021

Comentada:

el 8 de Nov. de 2021

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