I have a DataFrame network_df
consisting of an edge list
G = nx.from_pandas_edgelist(network_df,source='Parent Node',target= 'Child Node',create_using=nx.DiGraph())
I'm using pygraphviz_layout
to calculate the position of each node in G
pos = pygraphviz_layout(G,prog="dot", args='-Gnodesep=10-Goverlap=false')
But this raises the following error:
Exception has occurred: KeyError
Traceback (most recent call last):
File "C:\..\Python37\lib\site-packages\pygraphviz\agraph.py", line 1615, in __new__
nh = gv.agnode(graph.handle, n.encode(graph.encoding), _Action.find)
KeyError: 'agnode: no key'
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "C:\...\Python37\lib\site-packages\networkx\drawing\nx_agraph.py",
line 293, in pygraphviz_layout
node = pygraphviz.Node(A, n)
File "C:\...\Python37\lib\site-
packages\pygraphviz\agraph.py", line 1617, in __new__
raise KeyError("Node %s not in graph." % n)
KeyError: "Node ('', '', 'A /// Standard', 'Event A') not in graph."
But when I do
key = ('', '', 'A /// Standard', 'Event A')
print(key in G.nodes())
This prints True
meaning that the node is indeed in the Graph, what can I be doing wrong here?
Also, if I use some other function to calculate the position, it works
pos = nx.spring_layout(G)
What is wrong here? pygraphviz_layout
has worked without any problems before for other datasets.
The following should work:
import networkx as nx
# an example graph with string (names) as nodes
g = nx.les_miserables_graph()
labels_to_int = {}
int_to_labels = {}
for i, label in enumerate(g):
labels_to_int[label] = i
int_to_labels[i] = label
# update labels to ints with
nx.relabel_nodes(g, labels_to_int, copy=False)
print(g.nodes)
# Tested only with the following since I have pygraphviz not installed
pos = nx.kamada_kawai_layout(g)
# pos = pygraphviz_layout(G,prog="dot", args='-Gnodesep=10-Goverlap=false')
# changes back to original labels
nx.relabel_nodes(g, int_to_labels, copy=False)
label_pos = {label: pos[labels_to_int[label]] for label in g}
print(label_pos)
# {'Napoleon': array([0.73407672, 0.66096404]), 'Myriel': array([0.67744174, 0.53499379]), ....
print(g.nodes)
# ['Napoleon', 'Myriel', ...
The reason for you error is probably that pygraphviz
cannot work with arbitrary (hashable) nodes unlike networkx
. Therefore, above code simply cast the node labels to int
before calling the layout and revert the changes in the nodes and the pos
dict.