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    Allow me to paint a scene: you get a new dataset and need to explore it, so you don’t change a single number, but you make three different visualizations. If you showed those visualizations to three different people, they’d likely walk away with three slightly different impressions of what the data means. That is one…

    When I ask a data scientist to explain an analysis, I am often handed a pull request and sent away to understand the implementation. Twenty minutes later, I may understand how the code is organized and still not know what the data showed. I want to understand the question, what we found, and whether the…