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# Chapter 4: Granger Causality Test
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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.
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The [notebook](04_GrangerCausality.ipynb) is outlined as follows:
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* Notations
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* Definitions
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* Assumptions
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* Testing for Granger Causality
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* Ipo Dam Dataset
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* Causality between Rainfall and Ipo Dam Water Level
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* Causality between NIA Release Flow and Ipo Dam Water Level
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* La Mesa Dam Dataset
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* Causality between Rainfall and La Mesa Dam Water Level
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* Causality between NIA Release Flow and La Mesa Dam Water Level
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* Jena Climate Data
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* Causality between Pressure and Temperature
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* Summary
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* References
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