data cleansing process to arrange, examining or prepare data to be analyzed, preprocessing normalization or validate missing data

data cleansing cleaning arranging examining analyzing archives expertise efficiency preprocessing transformation normalization validation missing filter imputation deduplication standardization correction smoothing aggregation enrichment integration quality pattern extraction noise reliability accuracy refinement inspection verification scrubbing formatting variables anomalies records conversion parsing sampling structuring segmentation balancing harmonization classification profiling rectification clustering detection repair