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python when to use pandas series, numpy ndarrays or simply python dictionaries

# A useful rule of thumb is to use the simplest data structure that still
# satisfies your needs. If we rank the data structures from most simple
# to least simple, it usually ends up like this:

1. Dictionaries / lists
2. Numpy arrays
3. Pandas series / dataframes

# See source for more details
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