Explore Bangladesh: From Rivers to Resilience" is an interactive platform that brings the beauty, history, and culture of Bangladesh to your fingertips. Discover detailed information about the country’s geography, districts, population, rivers, and key services like hospitals, education, and public facilities. Dive into the rich history, including the independence movement, and explore cultural landmarks and local insights. The website combines data, maps, and narratives to give a comprehensive view of Bangladesh’s past, present, and development. Perfect for students, travelers, researchers, or anyone curious to learn and explore Bangladesh in depth.

Data 118_Lab#11

This report analyzes data from a dengue prevention campaign study conducted by the Ministry of Health Malaysia. The study examines whether residents in high-risk areas implement preventive measures—such as removing stagnant water—based on their knowledge score, exposure to the campaign, and household size. Logistic regression is used to model the likelihood of preventive behavior (1 = implemented, 0 = not implemented), with predictors including knowledge score (0–10), campaign exposure (0/1), and household size (1–9). The analysis includes descriptive statistics, model interpretation, odds ratios, ROC diagnostics, interaction effects, and an overall evaluation of the campaign’s effectiveness.

This report analyzes NOAA StormEvents data for 2024 to identify the most harmful event types, their geographic distribution, seasonal patterns, and the deadliest hazards. The findings show that thunderstorm winds and hail are frequent, floods and flash floods are deadly, and winter weather dominates cold months. These insights provide municipal managers and emergency planners with evidence‑based guidance for seasonal preparedness.

Coursera project