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As highlighted by Biljecki et al. [5], in practice the quality of available 3D datasets is often poor: they contain geometric and topological errors, e.g. duplicate vertices, missing surfaces, self-intersecting volumes, etc. Often these errors are not visible at the scale the datasets are visualised [18], and, as a consequence, practitioners are not aware of the problem.
Since we wish to compare the datasets, it is necessary to scale the datasets to the same geography when there is a scale mismatch.
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Following the method of random sampling using a nationwide scale, the dataset consists of 10,206 cases, with 50.77% male and 49.23% female.
The purpose of scaling the dataset was to determine whether the spiked samples could be separated.
We limited our use to one chromosome with 28 818 SNPs for expediency of statistical testing and 546 individuals (we call data generated at this scale the small dataset).
Thus, the measured time scale in the dataset is chronological time (minutes since release from the synchronization event).
At each scale, correlations between the datasets were also calculated within ASGC remoteness categories.
The computational demands of this method can be scaled to the dataset and computational resources available.
The resultant calculated output was the log base 2 of the expression values, enabling scaling of the dataset.
We now describe essential optimizations required for scaling the simpler datasets that are not highly clustered, and evaluate their performance.
Compared with the multiple scale validation strategy, the dataset of WSN albedo "truth" at the coarse-pixel scale reveals a good quality both in stability and continuity.
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