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Unfortunately, when the overall data set is that huge, even half a percent of faulty data means a lot of flaws.
The results were analyzed in terms of overall RMSEP for the overall data set.
The test set size was set to 20% of the overall data set.
This architecture allows the clients to take advantage of the overall data set without violating possible privacy and confidentiality constraints and with negligible computational effort.
The overall data set of 120 subjects (N = 1522 teeth) was separated into two subsets on the basis of the clinical recession measurement for each tooth.
To test this principle, the overall data set was divided into two subsets teeth with normal wear and teeth with severe wear.
We therefore conducted one-sample T tests to compare the mean results of the particular groups identified with the averages of the overall data set.
This analysis can be done for the overall data set, by individual site/sensor, or by groupings such as a geographic grid.
Including this data is outside of the scope of the current model but has a strong potential to enrich the overall data set allowing for better analysis.
Pearson's product-moment correlation test on the total 37 observations in the overall data set revealed a weak positive linear relationship (r = 0.35) between full seed ratio and germination rate of those collected seed (p < 0.05; Additional file 1).
Additionally, points having T ion of <100 K or a measured along-track ion drift component of 0 m/s were removed as these data are not consistent with the <span class="lh">overall data set.
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