From: The effect of data cleaning on record linkage quality
Hospital admissions data
Synthetic data
Remove punctuation
−a0.08%
+0.08%
Remove alt. missing values
+0.5%
0%
Nickname lookup
−28%
−33%
Sex Imputation
NA
−5%