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airquality_imputed = airquality.fillna({'CO2': co2_mean}) airquality_imputed.head() The next 2 approaches are advance approach and out of scope of this story. 4. Record Linkage String Similarity and Minimum Edit Distance : Two important concepts we need to understand before proceeding with Record