Highlights
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The chitosan/attapulgite composites were calcined for the bleaching of palm oil.
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Carbon species/attapulgite composites were formed after being calcined.
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Effect of calcination on structure and decoloration efficiency was studied.
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A feasible approach to improve the decoloring efficiency of palm oil was found.