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# Chapter 4: Granger Causality Test
In this chapter, we introduce the notion of causality and describe a test for linear models. The VAR model discussed in the previous chapter will be applied here.
The [notebook](04_GrangerCausality.ipynb) is outlined as follows:
* Notations
* Definitions
* Assumptions
* Testing for Granger Causality
* Ipo Dam Dataset
* Causality between Rainfall and Ipo Dam Water Level
* Causality between NIA Release Flow and Ipo Dam Water Level
* La Mesa Dam Dataset
* Causality between Rainfall and La Mesa Dam Water Level
* Causality between NIA Release Flow and La Mesa Dam Water Level
* Jena Climate Data
* Causality between Pressure and Temperature
* Summary
* References