State Flow Mapper: Visualizing Categorical Change Over Time
State Flow Mapper visualizes how a categorical field changes over time, built to compare change logs from one or more raters/annotators side by side across arc, circular, force-directed, timeline, and Sankey pass-flow layouts. Drop in your own CSV files to explore your data, or browse the built-in examples.

Learning thrives on engagement. Engagement manifests from value recognition. Value is found and evolves through dialogue. In the face of an upswelling AI presence that threatens to bypass genuine engagement, we must reimagine how we connect by crafting dialogues that acknowledge both the possibilities and pitfalls of AI within our learning environments. Len is a chemist-turned-consultant working at the intersection of AI and higher education.
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