graph.write_pdf("iris.pdf") AttributeError: 'list' object has no attribute 'write_pdf'

I think you are using newer version of python. Please try with pydotplus.

import pydotplus
...
graph = pydotplus.graph_from_dot_data(dot_data.getvalue())
graph.write_pdf("iris.pdf")

This should do it.

pydot.graph_from_dot_data() returns a list, so try:

graph = pydot.graph_from_dot_data(dot_data.getvalue())
graph[0].write_pdf("iris.pdf") 

I had exactly the same issue. Turned out that I hadn't installed graphviz. Once i did that it started to work.

@Alex Sokolov, for my case in window, i downloaded and install / unzip the following to a folder then setup the PATH in Windows environment variables. re-run the py code works for me. hope is helpful to you.