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My fingers trembled over the keyboard at 3 AM, city planning reports due in six hours and caffeine jitters making the spreadsheets blur. Another dead end in the demographic maze – Tokyo's ward-level age distributions were scattered across five different prefectural portals, each with contradictory formats. That familiar acidic dread rose in my throat as I imagined explaining another delay to the council. Then I remembered the red icon buried in my downloads: JHP: Japan Municipal Population Data

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