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Fig 1.

Sustainable development goals (SDGs).

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Fig 2.

Proposed deep learning model.

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Table 1.

1D-CNN model parameters for SDG forecasting.

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Table 1 Expand

Fig 3.

Correlation coefficients between the various SDG scores.

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Fig 4.

The training and validation loss curves for a 1D-CNN model.

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Fig 5.

Comparison of actual and predicted SDG 5 scores.

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Fig 6.

Predicted SDG index scores (2025-2030).

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Fig 7.

SDG goal 5 (2025-2030).

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Table 2.

Performance comparison of 1D-CNN, LSTM, and GRU models.

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Table 2 Expand