An interactive exploration of what influences Dota 2 match outcomes, which hero pairings perform best, how draft relationships form networks, and where global attention concentrates. Built with OpenDota data, Google Trends, predictive modeling, PCA, clustering, and interactive Plotly visualizations. The project emphasizes interpretable evidence over certainty: an atlas, not an oracle.

A multidimensional analysis of 10,000 ranked Dota 2 matches combining predictive modeling, draft-profile clustering, hero-pair performance, co-selection networks, and Google Trends attention mapping.

A data-driven intelligence atlas for Dota 2. This project combines public match data, hero-pair network analysis, predictive modeling, clustering, and Google Trends mapping to understand both in-game strategy and global esports attention. The project emphasizes actionable insight, responsible model interpretation, and interactive storytelling.

Star Wars fanfic skin applied to weekly lab that demonstrates how ALPR execs stalk their exes

use to help visualize what changed between lab versions

folded in updated syntax to previous lab

Auto Policy Min Maxing for our corpo overlords. Tune in for our next lab where we figure out the most effective way to reject medical claims!!! /s

Application of week 6 lab concept to city government websites

A reproducible "Kaggle-style" predictive analytics project testing whether Dota 2 draft-composition and lane-risk features can explain match outcomes. The report compares logistic regression and a tree-based model, evaluates performance against a baseline, and discusses limitations and next steps for lane-versus-lane modeling.

continued text analysis of afroman comments from youtube

Is Randy Walters a Son of a Bitch? What do modern data analytics have to say about the public sentiment on this heated debate?

in progress for review and edit

5 years of Google Trends data blah blah blah read the thing.

Sheps run through of the lab/exercise

Predictive Model for Los Angeles Dodgers Promotion and Attendance (R)

In Class Exercise. My name is left off intentionally because we have to publish this link.

Week 1 Lab 1 introduction page for MSBA 580: Special Topics in Business Analytics. This R Markdown page includes my background, interest in business analytics, a short R demo, reading reflections, and external resources.