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            "text": "The area is primarily dominated by transportation infrastructure, with roads and highways comprising the largest share of land use, followed by commercial and services at 15.6%. Residential land uses also account for a substantial portion of the study area, including medium- and high-density developments, totaling approximately 24%. Natural features remain an important element of the landscape, including water bodies at 9.7% and wetlands such as mangrove swamps at 4.3%. Institutional uses account for 7.8% of the area, and recreational or open-space contribute to balanced urban development and environmental resources."
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