ADS Capstone Chronicles Revised

Table of Contents Spring 2024 Detecting and Removing Personal Identi able Information Using Machine Learning ………………….. 5 ​ Ebad Akhter, Jiaqi He, Jacqueline Vo Emotionality Analysis of Climate Change Communication in News Media ………………………………… 17 ​ Vivian Do, Bryan Flores NFL Teams Should Focus On Passing ……………………………………………………………………………………….. 28 ​ Caleb McCurdy, UE Wang Summer 2024 Retail Analytics: Understanding Customer Behavior through Transaction Data ………………………….. 45 ​ Jesse Gutierrez, Sultan Mahmud Rahat, Verity Pierson Guardians of the Crypto: A Streamlit Application for Enhanced Price Prediction and Informed Decision - Making …………………………………………………………………………………. 67 Mirna Philip, Justin Farnan, Arya Shahbaz Comparing the E ects of Various Demographic, Socioeconomic, and Health Disparity Metrics on Stomach Cancer Mortality Rates in 2019 Across U.S. Counties ………………………………… 92 Shailja Somani, Yicong Qiu Uncovering Healthcare Ine ciencies: A Data-Driven Solution for Market Saturation and Fraud …. 125 ​ Jessica Hin, Samantha Rivas, Amy Ou Adverse Drug Reaction Surveillance: A Precision Public Health Model ………………………………………. 151 ​ Halee Staggs, Vicky van der Wagt Fall 2024 Arti cial Intelligence - Driven Automation of Flow Cytometry Gating ……………………………………….. 186 ​ Gabriella Rivera, John Vincent Deniega Smart Meal Choices: A Data Science Approach to Personalized Diabetes-Friendly Restaurant Meal Recommendations……………………………………………………………………………… 203 Claire Bentzen, Tara Dehdari, Logan Van Dine Predictive Modeling for Risk-Based Premiums and Real-Time Safety Guidance in Auto Insurance Customer Retention ……………………………………………………………………………. 241 Marvin Moran, Ben Ogle, Katie Mears Satellite Intelligence for Catastrophic Natural Disaster Recovery …………………………………………………. 267 ​ Jeremiah Fa’atiliga, Ravita Kartawinata, Sowmiya Kanmani

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