My Portfolio of Data Analytics projects.
California’s Energy Systems
An analysis of the last 20 years of California’s energy reports.
This project uses: Python, Google Colab, data cleaning, data visualization, regression modeling, prediction models, evaluation metrics, Tableau
Photovoltaics: The Science, History, and Future
A research report on the science, materials, history, politics, and economics of photovoltaics and solar energy.
This project uses: research, reporting, physics, circuit diagrams, presentations
The Tortured Analysts Department
Part One is a word and sentiment analysis of Taylor Swift’s discography. Part Two includes a machine learning model that predicts the next words in a Swift-esque song.
This project uses: Python, GitHub, Visual Studio Code, Genius API, pandas, NLTK, matplotlib, plotly, sentiment analysis, data collection, data cleaning, data visualization, machine learning, LSTM, RNN, neural network, prediction model, Tableau, dashboards
Student Rental: Use Case Study Report
The conceptual models for an original business idea are implemented in a DBMS and validated in MySQL, NoSQL, and Python.
This project uses: MySQL, MongoDB, Python, EER, UML, relational modeling, DBMS, UI models
Unicorn Venture Board
An interactive dashboard exploring data on unicorn companies.
This project uses: Tableau, dashboards, data cleaning, data visualization
Logistic Regression and Anova Testing
A statistical analysis of bank customer and air quality data using two different techniques.
This project uses: Python, Excel, statistics, logistic regression, ANOVA testing
Keyword Network and Word Frequency Analysis
An analysis in Python and R.
This project uses: Python, R, keyword networks, adjacency matrix, weighted network, word frequency analysis, Zipf’s law, Bigram network graphs
Adolescent Mental Health & COVID-19
A data analysis of the mental health of adolescents during the COVID-19 pandemic using visualizations on a webpage.
This project uses: Tableau, Flourish, Wix, data visualization, data analysis
Clustering Methods
A demonstration of K-means and hierarchal clustering methods in Python.
This project uses: Python, Google Colab, K-means clustering, hierarchal clustering, validation methods