i have sparse data and i have to use dimension reduction technique to reduce the data dimensions. when i use umap with cosine metric, almost all points merge into one cluster, which is not good. may be because of large amount of zeros. what do you suggest to do?  Make sure to only use capital letters in your entire response.
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