We present Depth Explorer, a software tool for examination of depth measures. Depth explorer was written in C++ and Objective-C. It uses a tree-based data structure to render 2-D statistical distributions and depth-based visualizations specified in XML files. We demonstrate the potential of the tool on several test cases. We present an experiments analysis of the L1 depth measure that exposes it weaknesses. We use Depth Explorer to evaluate potential improvements to the L1 depth measure.
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