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The figure shows the cumulative number of specimens documented annually between 2021 and 2025. Totals increased from 252 records in 2021 to 484 in 2022, followed by smaller increments in 2023 (556) and 2024 (589). A sharp rise occurred in 2025, reaching 1,439 cumulative records, representing more than double the sum of all previous years combined. This pattern highlights the impact of intensified national surveys and digitization initiatives in 2025.

This the final peer-graded Assignment of Developing Data Products Module.

参議院議員選挙2025年福岡のデータに基づいて

This report was developed using R Markdown to integrate narrative analysis with executable code, ensuring a fully reproducible workflow for data science. To enhance user engagement, I have incorporated an interactive map using the Leaflet library, which allows for dynamic zooming and geographic data exploration directly within the browser. Together, these tools demonstrate a modern approach to web-based technical reporting by combining static documentation with interactive data visualization.

This Milestone Report present an initial exploration of the dataset and outlines the plan for developing a prediction algorithm and Shiny application.