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Fig 1.

Flow chart of SVR algorithm based on K-CV.

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Fig 2.

SVR parameter optimization based on GA.

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Fig 3.

The SVR algorithm based on IPSO.

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Fig 4.

The twitter data of regions 5 and 8.

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Table 1.

Evaluation index results of model 1 for 10 regions of US.

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Table 2.

Evaluation index results of model 2 for 10 regions of US.

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Table 3.

Evaluation index results of model 3 for 10 regions of US.

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Table 3 Expand

Table 4.

Comparison of the calculation time for each algorithm (in models 1-3).

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Fig 5.

The trained and tested results of model 1 for 10 regions.

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Fig 6.

The trained and tested results of model 2 for 10 regions.

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Fig 7.

The trained and tested results of model 3 for 10 regions.

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