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Fig 1.

Flowchart illustrating the procedures and steps performed.

GBM: Gradient Boosting Machine; IDEB: Basic Education Development Index.

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Fig 1 Expand

Table 1.

Error metrics for the analyzed models.

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Table 1 Expand

Fig 2.

Importance of variables calculated using the GBM for the Early Years, Final Years and High School.

IDEB: Basic Education Development Index; GDP: Gross Domestic Product.

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Fig 2 Expand

Table 2.

Metrics for the GBM in all Brazilian regions, considering the different educational cycles.

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Table 2 Expand