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Start seeing the world in points, lines, and polygons.
How do different samples, data cleaning methods, feature engineering and statistical algorithms change our estimates?
Keys should be human readable, not just machine readable.
For the movements of "reproducible research" and "open data" to catch on, we need more tools to assist.