Clarify Right hand Rule

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I was just wondering whether in the right hand rule are all 3 vectors perpendicular to one another or is it simply one way, i.e. $A \times B=C$, would it be right to also say $C \times A=B$ and $C \times B=A$??

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Given $a$ and $b$, $a\times b$ is perpendicular to both $a$ and $b$ regardless of whether $a$ and $b$ are perpendicular. The right-hand rule imposes an orientation on which direction is "up" and how the vectors are oriented relative to one another. See this and this.

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So, from your example, if we know $c$ and $a$, then we know what direction $c\times a$ points relative to $c$ and $a$, by following the right hand rule.

Similarly, given $c$ and $b$, we know what direction $c\times b$ points relative to $c$ and $b$.