Data Science Projects
Welcome to my data science portfolio! Here you'll find projects that showcase my skills in data analysis, visualization, and statistical modeling using Python's data science stack and Excel.
Student Performance Analysis
Analyzed a dataset of student academic performance to identify key factors influencing success. Created visualizations and statistical models to understand the relationships between study habits, socioeconomic factors, and academic outcomes.
- Cleaned and preprocessed data using Pandas
- Created insightful visualizations with Matplotlib and Seaborn
- Performed statistical analysis to identify significant correlations
- Generated an interactive dashboard in Excel
Weather Pattern Visualization
Analyzed historical weather data to identify patterns and trends. Created interactive visualizations to display temperature changes, precipitation patterns, and seasonal variations over multiple years.
- Processed time-series data using Pandas
- Created animated visualizations of weather patterns
- Implemented moving averages and trend analysis
- Generated heatmaps for temperature distribution
COVID-19 Data Analysis
Analyzed COVID-19 data to track infection rates, vaccination progress, and recovery patterns across different regions. Created visualizations to communicate trends and patterns effectively.
- Data cleaning and preprocessing with Pandas
- Statistical analysis using SciPy
- Created interactive visualizations
- Built an Excel dashboard for real-time monitoring