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In Fig. 5 we can see that the L2-IBI processor correctly identifies the data points affected by data gaps, and that the fluctuations around the time gap actually show no relation to plasma density variations.
For example, the data principle identifies the data content and the standards for data quality, and these in turn are the basis for how data is interpreted by users in the format of metadata.
In Fig. 4 we can see that the L2-IBI processor correctly identifies the data points affected by the short-duration data jumps, which have little relation to plasma density variations.
Box 1 identifies the data sources for the outcome measures.
PR curves depict the correlation of how precisely the algorithm identifies the data points in their class with how many "true" data points are retrieved and provide a good complement to ROC curves which can be overly optimistic [ 84].
By analyzing bacterial flow cytometry data after only 1-h incubation, the quantitative statistical metric, PB-sQF identifies the data signatures and compares them by reducing multidimensional differences to a linear distance between antibiotic-treated data and paired no-antibiotic controls.
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Open image in new window Fig. 3 Plot that visualizes missing data for Data source 3. Data Cleaning First, we identified the data columns where data are frequently missing.
They were supportive of data linkage research and, on the whole, believed it should be conducted without consent provided a data linkage organization de-identifies the data used so that researchers do not handle identifiable data.
In each case, researchers showed how relatively simple techniques could be used to re-identify the data in these sets, usually picking out the elements of each record that made them unique.
The challenge lies in identifying the data that have an impact on the individual.
Entity Definition, which aims at uniquely identifying the data sources and nodes of the networks.
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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