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. 2024 Sep 13;26(9):784. doi: 10.3390/e26090784

Table 3.

Top models from each level showing substitutions between cardinal directions and time layers. Each 500K training draw is from a population of 4 million, with an accompanying 500K test set, randomized before split. All three data sets agreed on the top models for levels 1 through 3. Level 4 substitutions shown in red.

Level 500K-A 500K-B 500K-C
6 IV:N1E3Z5:W2Z5:S3Z5:Z4Z5 IV:W1S3Z5:N2Z5:E3Z5:Z4Z5 IV:N1E3Z5:W2Z5:S3Z5:Z4Z5
5 IV:N1Z5:W2Z5:E3Z5:S3Z5:Z4Z5 IV:W1Z5:N2Z5:E3Z5:S3Z5:Z4Z5 IV:N1Z5:E2Z5:W3Z5:S3Z5:Z4Z5
4 IV:W1Z5:S2Z5:N3Z5:Z4Z5 IV:W1Z5:N2Z5:S3Z5:Z4Z5 IV:W1Z5:N2Z5:S3Z5:Z4Z5