Advanced Calculator with Mathematical Functions using python.

Develop an advanced calculator program in Python that not only performs basic arithmetic operations but also includes a wide range of mathematical functions. Users can select from various mathematical operations such as exponentiation, square root, factorial, trigonometric functions, logarithms, absolute value, and percentage calculations.