Sentence examples for data cleaning and quality from inspiring English sources
A description of DNA methylation data generation (Illumina HumanMethylation450), quality assessment, and pre-processing (e.g., normalization) are provided (see Supplemental Material, Methods: Data generation, Data cleaning and quality assessment, and Data pre-processing).
A two-stage data cleaning and quality control procedure was performed to guarantee clean and reliable data.
For research that requires large-scale human genomic datasets, investigators should register all studies that fall within the scope of the GDS Policy in dbGaP by the time data cleaning and quality control measures begin, regardless of which NIH-designated data repository will receive the data.
Continual data cleaning and quality control routines were implemented to enhance data validity.
Data cleaning and Quality control were performed with PLINK using the identical criteria for all Pfizer, ADNI and Genizon sample sets obtained from Illumina platforms.
The data cleaning and quality control for DRDR2 genotypes were conducted by our own team using similar procedures as above.
Almost none of such papers include data cleaning and data quality assessment in their study design despite this being a very critical step during data mining.
Data cleaning and data quality are thus critical.
In DIPIR's sample, perceptions of trust were influenced by transparency, metadata quality, data cleaning, and reputation with colleagues.
Further, the data quality was ensured through training of data collectors, pretesting of instruments, checking of missing data, data cleaning and double entry, and careful data analysis.
