Is there any API in python that can load .mdb file in linux environment and convert them into python friendly data structure like numpy or hdf5?
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Not sure if there is an open-source Microsoft Access Driver (.mdb).
There is the Easysoft MDB Driver (time limited free evaluation license) which is compatible with unixODBC that you can then use from python with
pyodbc(as discussed in this question, mentionned in the comments by @ljdawn ).Here is a detailed guide that explains how to make this work.