I have developed a tool and validated it through EFA and CFA process. I split my sample into two for these two processes. Now I want to calculate composite scores for the sub scales and full scale. Which sample data should I use? Is it EFA sample or CFA sample or can I combine these two into the original full sample which of these two samples were derived from?  

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