When Was the Golden Era of Video Games?
Python • SQL • Jupyter Notebook
Analyzing critic/user scores & sales of 400 top games (1977–2017) with PostgreSQL.
Selected Projects
A few apps, templates, and playbooks I built or maintain.
Analyzing Students Mental Health
Python • SQL • Analytics
Analyzing mental health survey data from 286 students to assess depression risk.
Predicting Movie Rental Durations
Python • Scikit-Learn • Random Forest
Regression project to forecast DVD rental length using Linear, Ridge, Decision Tree & Random Forest models.
Clustering Antarctic Penguin Species
Python • K-Means • Clustering
Unsupervised machine learning project using K-Means clustering to identify distinct penguin species.
Predictive Modeling for Agriculture
Python • Scikit-Learn • Classification
Machine learning project that helps farmers choose the best crop based on soil metrics.
Hypothesis Testing: Soccer Matches
Python • Hypothesis Testing • Pandas
Hypothesis test on FIFA World Cup matches to compare goal totals in men's vs women's soccer.
Car Insurance Claim Modeling
Python • Logistic Regression • Machine Learning
Predictive model to identify features impacting car insurance claims using logistic regression.
Exploring Airbnb Market Trends
Python • Pandas • Data Cleaning
Analyzing prices, reviews, and room types in NYC’s rental market using pandas.
Customer Analytics: Preparing Data
Python • Data Manipulation • Optimization
Prepare customer data for modeling by converting data types and optimizing memory usage.
Analyzing Crime in Los Angeles
Python • Data Analysis • Pandas
Identify peak crime hours, high-risk locations, and age group trends in Los Angeles.
History of Nobel Prize Winners
Python • Data Visualization • Pandas
Explore Nobel Prize data (1901–2023) to analyzing gender, nationality, and category trends.
NYC Public School Test Scores
Python • EDA • Statistics
Analyze SAT scores across NYC public high schools to find borough-wise variability.
Investigating Netflix Movies
Python • EDA • Pandas
Exploratory data analysis of 1990s Netflix movies focusing on durations and genres.
Java Task Tracker
Java • CLI • JSON
Lightweight command-line task manager using JSON for storage.
UIT bachlor Final Project (DAMSO_STREAM)
Python • Flask • Web App
Web application for selling digital products with role-based access control.
Java Simple Chat App
Java • Socket Programming • Swing
Simple Chat App in Java using Socket Programming and Swing GUI.
EdiMyDar - Android To-Do App
Java • Android • Firebase • AI
Android To-Do app with Firebase Auth, Firestore, and Gemini AI integration.
CS50 Problem Sets
C • Python • SQL
My personal solutions to CS50 problem sets written in various programming languages.
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