I have a dictionary object as such:
menu = {'dinner':{'chicken':'good','beef':'average','vegetarian':{'tofu':'good','salad':{'caeser':'bad','italian':'average'}},'pork':'bad'}}
I'm trying to create a graph (decision tree) using pydot with the 'menu' data this.
'Dinner' would be the top node and its values (chicken, beef, etc.) are below it. Referring to the link, the graph function takes two parameters; a source and a node.
It would look something like this:
Except 'king' would be 'dinner' and 'lord' would be 'chicken', 'beef', etc.
My question is: How do I access a key in a value? To create a tree from this data I feel like I need to create a loop which checks if there is a value for a specific key and plots it. I'm not sure how to call values for any dictionary object (if it's not necessarily called 'dinner' or have as many elements.).
Any suggestions on how to graph it?
Use the enumerate() method to iterate the list, and then add each item to the dictionary by using its index as a key for each value.
The scikit-learn (sklearn) library added a new function that allows us to plot the decision tree without GraphViz. So we can use the plot_tree function with the matplotlib library.
To create an empty dictionary, first create a variable name which will be the name of the dictionary. Then, assign the variable to an empty set of curly braces, {} . Another way of creating an empty dictionary is to use the dict() function without passing any arguments.
You might want to consider using a recursive function (like the visit
in my code below, so that you are able to process a general nested dictionary. In this function, you want to pass a parent
parameter to keep track of who is your incoming node. Also note you use isinstance
to check if the dictionary value of a key is a dictionary of its own, in that case you need to call your visit
recursively.
import pydot
menu = {'dinner':
{'chicken':'good',
'beef':'average',
'vegetarian':{
'tofu':'good',
'salad':{
'caeser':'bad',
'italian':'average'}
},
'pork':'bad'}
}
def draw(parent_name, child_name):
edge = pydot.Edge(parent_name, child_name)
graph.add_edge(edge)
def visit(node, parent=None):
for k,v in node.iteritems():
if isinstance(v, dict):
# We start with the root node whose parent is None
# we don't want to graph the None node
if parent:
draw(parent, k)
visit(v, k)
else:
draw(parent, k)
# drawing the label using a distinct name
draw(k, k+'_'+v)
graph = pydot.Dot(graph_type='graph')
visit(menu)
graph.write_png('example1_graph.png')
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