Sentence examples for data variability and quality from inspiring English sources

We first assessed chip-to-chip data variability and quality using a principal component analysis (PCA) (Fig. 2).

After transcriptome data acquisition, we assessed chip-to-chip data variability and quality using principal component analysis (PCA) (Fig. 2).

The diversity of methods and tools used to implement data collection means that considerable variability occurs in data coverage and quality, hampering comparability across and within countries and over time.

In general, big data has four important features, so called four V's: volume of data, velocity of processing the data, variability of data sources, and veracity of the data quality.

Data extraction and quality assessment.

Data extraction and quality appraisal.

This led to an improvement in microarray data quality by reducing data variability, with increased detection rate of expressed genes and improved overlap with the expression signatures of isolated peripheral blood mononuclear (PBMC) preparations.

The drawback is that variability and image quality between operators may influence overall performance with USE.

Further retrospective reviews of control data have identified differences among laboratories in data quality and variability, suggesting methods to decrease variability (Crofton et al. 1991, 2004; Raffaele et al. 2003, 2004; Sette et al. 2004).

While technically these final quality scores ("Qscores", or "Q N " where N is a value greater than zero) are reported as Log-scaled probabilities, comparison across experiment types is not advisable due to the large degree of variability of data volume, data quality, and options between NGS analytical pipelines.

This study evidences the huge gap in HR data (more apparent in large countries such as China and India) and the variability in quality and validity of available information.