A spatiotemporal analysis of bacteria levels at different San Diego County beaches
Team Cool Beaches aims to inform individuals of the dangers of bacterial infection, to minimize risk to public health, and to provide recommendations on which beaches are the best to visit throughout the year.
Our study investigates the levels of bacterial pollution at beaches in San Diego county, aims to assess their risks to public health and safety, and quantify which beaches are the safest. Coastal water samples were collected over a three-year period (2021-2023) from multiple beaches, varying in popularity. Bacterial levels were measured using several techniques, focusing on four indicators: E. Coli, Enterococcus, Fecal Coliforms, and Total Coliforms. Our analysis indicated variability in water quality, often exceeding recommended safety thresholds, particularly during the transition from winter to spring and in peak tourist summer months. Our findings highlight the need to continuously monitor these contamination sources and the importance of developing effective mitigation strategies. This research helps contribute to understanding the impact of spatiotemporal factors on coastal water quality and emphasizes the importance of public and individual awareness regarding health risks associated with swimming in unsafe waters.
Our research on bacteria and our justification for the subject of the study.
A description of the data, including its source and schema, as well as the cleaning process.
Our exploratory analysis and our findings afterward.
Our recommendations and how well our trend predictions hold up to current data.
Here is a brief overview of our project, including our findings and recommendations!
To begin viewing data on the map, choose both one bacteria type and one or more months to look at. Filtering by beach is optional.
Click on any dot to view the information pop-up.
A special thanks to Dr. Tsou for all of his help throughout this process!
Meet our team here!