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It was therefore sensitive to data entry errors and missing data, even though as much effort as possible was made to recover and input missing information and clean the database.
Birth date was the only identification data allowed for analysis, in order to categorize the admissions by age group and to clean the database of potential repeat hospital admissions of the same person.
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BVM – cleaned the database.
After having cleaned the database, the global working sheet was sent to each contributor, masking the name of the other contributors, so that cleaning accuracy could be agreed upon.
BVM and AKS – conceived and designed the study; AKS – acquired funding, supervised the overall execution of the study; BVM – cleaned the database; YMKF and SRKR – analyzed and interpreted the data: YMKF, BVM, and AKS – wrote the manuscript: All other co-authors – conducted and supervised the study procedures and the operational execution in the local Indian centers.
"It's going to take several days to clean up the database," Mr. Marcoccio said.
SB conducted the study surveys and cleaned the study database.
As described elsewhere, reproducible algorithms were applied to the database in order to clean the data.
However, because so many of the ESTs in the EST database proved to be contaminated by either vector or sequencing primers (an unsuspected impediment to others using the EST database), we cleaned the matching 2429 ESTs and re-ran the analysis to yield 1782 validated EST alignments (http://bioserv.pbf.hr/Supplementary_Data/File2) for annotation.
After spirometry results are cleaned and edited, the database is sent to the CC and linked to the questionnaire database.
However, even a stringent curation workflow cannot clean a database from noise that often accompanies experimental data.
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