You need to get a random sample of your data. If there is some systematic bias in the missing data (for instance lab results for a gene assay that only applied to males), excluding rows with missing data will bias your results. (all females will be dropped out of your analysis).You need to decide on how large of a subset of data you want to analyze.
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Thanks a lot, It was a great helped
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