Which skills required for data analysis using python?

The following are some of the important skills required when performing data analysis using Python.

• Data types -lists, dictionaries, tuples, and sets etc
• N-dimensional NumPy Arrays.
• Pandas dataframe
• Ability to perform element-wise vector and matrix operations on NumPy arrays.
• Anaconda distribution and the conda package manager.
• Scikit-learn
• Ability to write efficient list comprehensions instead of traditional for loops.
• Ability to write small, clean functions
• Descriptive Statistics