In this paper. we present an extension on a hybrid-based deduplication technique in entity reconciliation (ER). by proposing an algorithm that builds clusters upon receiving a pre-specified K number of clusters. and second developing a crowd-based procedure for refining the results of the clusters produced after the clustering generation phases. https://alwaysincolouers.shop/product-category/magazines/