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2. d should be around 4, but the correl_matrix/distance_matrix calculation should be larger than d in order to ensure there is no missing value in the d-closest pair when calculating missing value (To guarantee there are d values in missing value filling).
3. Can add graph or table to illustrate the evaluation result (consider later).