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When you have a case of missing not at random, the best thing to do is create a new feature. You can add a new feature which has value 0 if the person doesn't own a house and 1 if he owns a house. Also K-means is usually not used for clustering. You could go for other algorithms such as Hierarchical or DBScan.


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