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Irrespective of which linkage approach is being used, the linkage process is usually preceded by a data cleaning phase.
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Furthermore we can measure the relative improvement of a data cleaning technique by comparing its individual F-measure before and after data cleaning.
We analyzed the cleaning effect of different order of cleaning strategy and proposed a data cleaning strategy that is suitable for the wireless sensor networks.
The sequence tags from the HiSeq sequencing were processed by a data-cleaning pipeline to get rid of the low-quality and too-small tags, as well as the adapter sequences from the tags.
Raw reads produced using an Illumina 1G Genome Analyzer at BGI were processed into clean full-length reads by removing the low-quality reads (e.g., those larger than 30 nt or smaller than 18 nt, those with between 30 and 50 adapter contaminants, those with polyA sequences and those without insert tags) by a data-cleaning pipeline.
Support for this study was provided by the National Institute of Dental and Craniofacial Research, including grants R03-DE021425, R01-DE014899 and U01-DE018903, as part of the NIH Genes and Environment Initiative (GENEVA), and by U01-HG004446 for data cleaning by the GENEVA Coordinating Center.
Data integrity and completeness were ensured by client-side checks in the system supplied by Astraia and final data cleaning by a group of biostatisticians and expert ultrasound examiners in Leuven, Belgium.
Table 1 Occurrence categories identified by our data cleaning workflow.
The 12-month follow-up (including reminders and time for response) should be finished early 2014, which will be followed by final data cleaning and analysis.
At the CTRL there is an existing quality control program which is under the NTLP Completed questionnaires were double entered into a computer software program (Epi Data version 3.1) followed by data cleaning.
Data management requires not only data quality assessment but also high-quality datasets obtained by data cleaning or other technologies.
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