CMPS Descriptives-edited July 9th 2026

I designed these visuals to help anyone easily spot the meaningful trends hidden within the financial and text datasets.

A hands-on coding activity that introduces how to use heat maps to find hidden structures in data. This demonstrates how turning numbers into colors allows us to visualize large datasets and identify groups that behave similarly.

Digitised version of the biomass ranking collected at plot 10 by Greg Forsyth in 1987 in the swartboskloof. Prepared by Jason Ross in 2026.

Univariate Analysis - Frequency Counts and Cross-tables Bivariate Analysis - Chi-Square and Cramer's V Hypothesis Testing Multivariate - Logistic Regression/Interaction Analysis Machine Learning - XG Boost Random Forest Binary Classifier

Phase 2, api layer

Superstore Sales Capstone Project: 8 Interactive and animated visualizations

Digitised version of the biomass rankings at plot 10 done by Greg Forsyth in the swatboskloof. Prepared by Jason Ross in 2026.