I am trying to vizualize a large network with pyvis and facing two problems:
- super long rendering
- network instability, i.e. nodes move too fast and it is hard to interact with such a network.
Disabling physics with toggle_physics(False) helps to speed up rendering and makes the network static, but eliminates the layout settings. This is how it looks agter disabling physics:link. As you see, the graph is messy and has no structure.What I want to do is to disable physics but keep the layout settings, i.e. I want my graph to look like a normal network (e.g. similar to spring layout in networkX) with weights taken into account for every edge. Is there a way to do so?
So far I found out that pyvis only has hierarchial layouts, which is not what I need. I think integrating a networkX layout might help but I have no idea how to do this, since networkX allows to set layout as a keyword argument in nx.draw() function, which is not compatible with my case. This is my code in case it helps to understand my problem:
g = nx.Graph()edges_cards = cards_weights_df.values.tolist()g.add_weighted_edges_from(edges_cards)net = Network("1000px", "1800px")net.from_nx(g)net.toggle_physics(False)net.show("graph.html")Your help is appreciated!
Best Answer
It is possible to pass x and y coordinates to your pyvis nodes (see doc here).You can then create a graph layout with networkx and pass the resulting positions to your pyvis graph. See example below with nx.circular_layout() applied to the karate club network:
import networkx as nxfrom pyvis.network import NetworkG = nx.karate_club_graph()pos=nx.circular_layout(G,scale=500)net = Network()net.from_nx(G)for node in net.get_nodes():net.get_node(node)['x']=pos[node][0]net.get_node(node)['y']=-pos[node][1] #the minus is needed here to respect networkx y-axis convention net.get_node(node)['physics']=Falsenet.get_node(node)['label']=str(node) #set the node label as a string so that it can be displayednet.toggle_physics(False)net.show('net.html')Here is the result with circular layout:
and without any specific layout:
import networkx as nxfrom pyvis.network import NetworkG = nx.karate_club_graph()net = Network()net.from_nx(G)for node in net.get_nodes():net.get_node(node)['physics']=Falsenet.get_node(node)['label']=str(node)net.toggle_physics(False)net.show('net.html')