Embedding Matplotlib in graphical user interfaces

[bobthebuilder]

Hi, I have a question regarding how to make a button open up a new window which will display a graph(matplotlib).
I have made the button and the new window open when you click the button but am unsure how to make the new window contain the graph? I have searched but maybe my keywords have been wrong as I haven't found anything helpful.