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Starting with creating our data forms, we employed many standard data management procedures to minimize missing and erroneous data (Table 2).
Many standard data formats are defined in xml to adequately represent metadata systematic descriptions of data which is indispensable to compare and reproduce.
In the field of bioprocess development, the number of variables is not that large but yet enough to hinder the use of many standard data analysis methods.
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For each array, a representative Z-score, indicative of how many standard deviations a data point lies above or under the population mean, was calculated for each gene.
Remember, a z-score is a measure of how many standard deviations a data point is away from the mean.
For that reason, the analysis has been expanded to take into account two properties of spatial data, spatial heterogeneity and spatial autocorrelation, which invalidates the basic assumptions of many standard statistical analyses: that data are independently generated and identically distributed [ 33].
The gold standard data contain many drugs which were chemically and structurally almost identical, because they were derived from the same lead compound.
Another explanation about the high AUC scores of BASELINE is that negative examples (all possible compound pairs except for reactant pairs in the gold standard data) include many structurally dissimilar compound pairs.
Its hydrophobic characteristics make it insoluble in aqueous media, which has precluded valid analyses of mechanism of action by many standard biochemical approaches, despite such data being reported [ 16].
These data have included both standard data, available from many Meteorological Office sites throughout the UK, and also some more accurate data, obtained using sonic anemometers or lightweight cups.
This is not really a new STAP algorithm; rather, it provides a way to apply many standard STAP algorithms by constructing multichannel data out of a single A/D converter.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com