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The h5py package is a Pythonic interface to the HDF5. It lets you store huge amounts of numerical data, and easily manipulate that data from NumPy. For example, you can slice into multi-terabyte datasets stored on disk, as if they were real NumPy arrays. Thousands of datasets can be stored in a single file, categorized and tagged however you want. Best of all, the files you create are in a widely-used standard binary format, which you can exchange with other people. Check out the install guide.