Simple plots
The matplotlib.pyplot package
contains functionality for simple plots. It is important to remember that each subsequent function call changes the state of the current plot. Eventually we will want to either save the plot in a file or display it with the show function. However, if we are in IPython running on a Qt or Wx backend the figure will be updated interactively without waiting for the show function. This is comparable to the way text output is printed on the fly.