Medicare Data by State – Lumbar MRI and Mammography

To follow along, set up your computer using the following Python tutorials: Alternatively, start a free Jupyter notebook from Azure Notebooks.
Howard Chen
(Howard) Po-Hao Chen, MD MBA is a radiology chief resident at Hospital of the University of Pennsylvania. He has an interest in data-driven radiology, quality improvement, and innovation.

Howard will finish training with fellowships in musculoskeletal radiology and nuclear medicine in June 2018 from University of Pennsylvania.

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