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Logical checks, such as checking for duplicate records, that hospital separations occurred after hospital admissions, and that each child's sex, date of birth and ethnicity were the same across databases, were undertaken by the principal researcher during data clean-up.
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All food outlet data were again checked for duplicate records.
The data were checked for duplicate records; women with bilateral cancers were recorded once and the pathology information (where available) for the cancer with the worst Nottingham Prognostic Index score used.
Data cleaning included range and logic checks as well as checks for duplicate records.
For example, the system is not yet checking for duplicate uploads.
We cross-checked for duplicate records and selected the record of first admission for each patient.
After checking for duplicates, we analyzed unique or new cases for incidence.
Patients were randomly selected from these local databases, after checking for duplicates between centers.
We randomly selected 500 parcels from all three counties six times and checked for duplicate and invalid records; excluding these yielded a total of 2,658 valid parcel addresses.
It is not possible to automatically search for duplicate records; duplicates are addressed as detected.
The dataset was checked for duplicate entries.
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