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Overall, we consider that the TEDS-M international database provides a very valuable source for new findings in the field of mathematics teacher education, offering scope for valid results, but only if the attributes of the datasets are properly considered during analyses.
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A list with the attributes of the dataset is available in the supplementary material of this paper.
These proportions were compared between different attributes of the dataset, for example YST vs germinoma, males vs females, etc.
Future versions of Stacks will allow prior distributions to be placed on the sequencing error parameter and the significance level α to accommodate known attributes of the dataset, and it will dynamically modify thresholds that determine when a particular genotype call is significant.
The Treemap algorithm ensures almost 100%% use of the space by dividing it into a nested sequence of rectangles whose areas correspond to an attribute of the dataset, effectively combining features of a Venn diagram and a pie chart [6].
The attributes of this dataset are compatible with the OBIS Schema, then reformatted to the OBIS-SEAMAP schema.
The soil attributes of the two datasets have each been harmonized based on the original legend of the 1974 FAO/UNESCO Soil Map of the World as revised in 1988 by FAO and UNESCO.
Then, in the Reduce phase, the SMOTE calculations were conducted to create synthetic examples using the k-NN and the attributes of the entire dataset from the Hadoop Distributed Cache [39].
The numbers of attributes in the datasets are written in brackets after the dataset name.
Table 7 lists the attribute of the projects dataset (Support data 2).
The correlation information among the attributes of a dataset can be interpreted as the total amount of information shared between the attributes.
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