Tutorial · 4 min
How to use Graph Analytics Engine
NetworkX-style analysis on citation graphs
Centrality, community detection, shortest paths and layout export on the citation and collaboration graphs you build.
Before you start
- • A signed-in SciExpert account
Steps
- 1
Open Graph Analytics Engine
From the workspace sidebar choose Graph Analytics Engine. On a phone, open the All menu and tap Graph Analytics Engine.
- 2
Set up your inputs
Centrality, community detection, shortest paths and layout export on the citation and collaboration graphs you build. Start with the smallest realistic input so you can check the output before scaling up.
- 3
Run it
Run the tool and check the first output: degree, betweenness and pagerank centrality.
- 4
Review what came back
Work through the results: community detection and clustering; path finding between any two nodes; graph export for gephi or graphviz.
- 5
Save or export
Save the configuration as a preset if you will repeat it, and export the output when you need it outside SciExpert. Your inputs persist across refreshes and sign-ins.
Tips
- • Start with a small input, verify the output, then scale up.
- • Save a preset once the configuration works so you can reuse it across papers.
Troubleshooting
Nothing happens when I run it
Check that every required field is filled and that your plan includes this service — locked services show a padlock in the sidebar.
The output is not what I expected
Reduce the input to a single item, confirm the result is correct, then add the rest back gradually.

