If you want to conclude that a given variable has a causal relation with a second variable, you have to be able to rule out other possible causal variables. The principle of causation involved here is the -

1
Causal ambiguity rule
2
Temporal precedence rule
3
Covariance rule
4
Internal validity rule

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