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Maybe they trained on global data and it biases against sample portion of the dataset that represents Singapore?

Wouldn't the ML learn to that times differ globally tho?

Only with the right models and features.

ML is only as good as its inputs and if it doesn't have any Singaporean inputs then its gonna potentially suck for Singapore if its an outlier.