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A. Takizawa

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Open access Sep 2026

Spatial associations with estimated net migration in Osaka, 2015–2020: A grid-level machine learning approach

As Japan faces rapid depopulation, distinguishing net migration from natural population changes is important for understanding local population dynamics at fine spatial scales. This study proposes a data-driven framework to identify factors associated with census-derived estimates of net migration in Osaka Prefecture a...

A. Takizawa · 0 citations

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