normalization data preparation

normalization data preparation illustration cleaning transformation standardization validation wrangling profiling imputation aggregation filtering parsing extraction loading merging cleansing preprocessing automation deduplication formatting consistency accuracy quality integrity anonymization tokenization scaling encoding structuring curation ai generated