Mapping the invisible

Because data isn’t flat - and neither are we.

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Welcome to Data Constellations - a blog for layered thinkers, quiet disruptors, and data minds that feel.

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I’m Toria - a data professional, systems thinker, and reflective explorer of what sits beneath the surface.

Here, I write about the intersections of technical growth, human insight, and the strange beauty of structure.

Not just how things work - but why they work that way.

Whether you’re here for stories about data design, reflections on learning curves, or just a new way to see what’s underneath it all — I’m glad you’re here. Let’s see what patterns emerge.

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How I turned a pile of tables into something that actually made sense to people.

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The error that changed how I think about structure, storage, and systems.

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The real way I learned Python.