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Although ODP is used in different application domains such an approach is not currently presented in recent research efforts. Our work also uses specific steps in preparing ODP data for classification models by utilizing NLP and IE tools and techniques for dimension reduction. Additionally, we propose a two-step classification approach where the first stage is focused on general classification and second stage attaches multiple labels to the classified resource.