Firstly, you need to categorize the compounds of interest based on their polarity. Non-polar (use hexane), intermediate (ether) and polar (methanol). After, separating the respective extracts, you can then run CC and characterize by spectroscopic experiments. You can read one of my publication, may be helpful.