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[Music] building knowledge graphs in 10 steps step 1 clarify your business and expert requirements establish the goal behind collecting the data and define what questions you want to be answered step 2 gather and analyze relevant data discover what data sets taxonomies and other information such as proprietary open or commercially available would serve you best to achieve your goal in terms of domain scope provenance maintenance step three clean data to ensure data quality correct any data quality issues to make the data most applicable to your task this includes removing invalid or meaningless entries adjusting data fields to accommodate multiple values fixing inconsistencies etc step four create your semantic data model analyze thoroughly the different data schemata to prepare for harmonizing the data reuse or engineer otologies application profiles rdf shapes or some other mechanism on how to use them together formalize your data model using standards like rdf schema and owl step 5