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Hotspot mapping reveals a stark : low‑income, predominantly informal communities bear the brunt of exposure, while affluent districts enjoy relatively low MEI values. Any mitigation strategy must incorporate participatory planning , ensuring that displaced households receive secure tenure , livelihood support , and access to basic services (see UN‑Habitat, 2023). manila exposed 11
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