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networkx - change color/width according to edge attributes - inconsistent result

I managed to produce the graph correctly, but with some more testing noted inconsistent result for the following two different line of codes:

colors = [h.edge[i][j]['color'] for (i,j) in h.edges_iter()] widths = [h.edge[i][j]['width'] for (i,j) in h.edges_iter()] nx.draw_circular(h, edge_color=colors, width=widths) 

This approach results in consistent output, while the following produces wrong color/size per the orders of edges:

colors = list(nx.get_edge_attributes(h,'color').values()) widths = list(nx.get_edge_attributes(h,'width').values()) nx.draw_circular(h, edge_color=colors, width=widths) 

However, it looks to me the above two lines both rely on the function call to return the attributes per the order of edges. Why the different results?

It looks a bit clumsy to me to access attributes with h[][][]; is it possible to access it by dot convention, e.g. edge.color for edge in h.edges().

Or did I miss anything?

like image 201
timeislove Avatar asked Sep 03 '14 07:09

timeislove


2 Answers

The order of the edges passed to the drawing functions are important. If you don't specify (using the edges keyword) you'll get the default order of G.edges(). It is safest to explicitly give the parameter like this:

import networkx as nx  G = nx.Graph() G.add_edge(1,2,color='r',weight=2) G.add_edge(2,3,color='b',weight=4) G.add_edge(3,4,color='g',weight=6)  pos = nx.circular_layout(G)  edges = G.edges() colors = [G[u][v]['color'] for u,v in edges] weights = [G[u][v]['weight'] for u,v in edges]  nx.draw(G, pos, edges=edges, edge_color=colors, width=weights) 

This results in an output like this: enter image description here

like image 107
Aric Avatar answered Sep 21 '22 13:09

Aric


Dictionaries are the underlying data structure used for NetworkX graphs, and as of Python 3.7+ they maintain insertion order. This means that we can safely use nx.get_edge_attributes to retrieve edge attributes since we are guaranteed to have the same edge order in every run of Graph.edges() (which is internally called by get_edge_attributes).

So when plotting, we can directly set attributes such as edge_color and width from the result returned by get_edge_attributes. Here's an example:

G = nx.Graph() G.add_edge(0,1,color='r',weight=2) G.add_edge(1,2,color='g',weight=4) G.add_edge(2,3,color='b',weight=6) G.add_edge(3,4,color='y',weight=3) G.add_edge(4,0,color='m',weight=1)  colors = nx.get_edge_attributes(G,'color').values() weights = nx.get_edge_attributes(G,'weight').values()  pos = nx.circular_layout(G) nx.draw(G, pos,          edge_color=colors,          width=list(weights),         with_labels=True,         node_color='lightgreen') 

enter image description here

like image 40
yatu Avatar answered Sep 21 '22 13:09

yatu