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# Original Research Plan     1. Create and clean one master dataset   1. Use SQL to manage the dataset and Pandas for small-scale exploratory analysis   1. Carefully keep track of filters applied to the master dataset in exploratory analysis   1. Visualize data in many two-dimensional spaces   1. Identify and model clusters in multidimensional space   1. Build empirical SED's     ## Updated Plan     1. The creation of a clean database was only the first step in the objectives list.   1. concrete evidence that you know how to use the database you created.   1. exporting data to Pandas   1. creating 2dimensional plots that demonstrate that you have a working knowledge of the two linked databases.       ## Deliverables     * ipython notebook demonstrating python<=>SQL access and visualization.   ** pip freeze > requirements.txt (share that as well)   * SQL dump