[P] Identifying if there are any clusters in a data warehouse

Hi, I have a lot of structured data that have points that should and are random (i.e we don’t want a cluster of points in space but are and should be sparse). The data is basically a dataset that had leak issues. The problem statement is find if there’s any subset of data with the same root cause (i.e same brand or same country caused the issue)

There’s a mixture of numerical and categorical data. (I.e size, lat, long), (country, …

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