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Essentially, big data refers to the concept that data is nowadays available in an abundance that was never known before, that data-processing technology is capable of handling huge amounts of data efficiently, and that therefore there are large and primarily economic opportunities for exploiting this data.
But all that data processing is costly and "they wind up with half a million accounts that owe $2 each".
We are talking about data sets so large and complex that traditional data processing applications are inadequate.
Without computerized data processing, that would have been impossible.
The signal-to-noise ratio of raw images exceeds 10 at this temperature before image data processing.
Each sample was evaluated for quality controls before downstream data processing and analysis.
Those poly(A) sequences were removed from the LIb reads using the PRINSEQ tool before subsequent data processing.
Cosmic ray correction and background subtraction were performed on the two-dimensional image before further data processing.
We replaced personal identification numbers used to identify included patients in all healthcare contacts with study identification numbers before further data processing.
The authenticity and validity of the returned questionnaires were verified by researchers in research team (i.e., all questions answered by the respondent) before performing data processing and statistical analyses.
Finally, an anthracological key is proposed to sort archaeological charcoal fragments in anthraco-groups before data processing.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com