Problem with disconnected nodes

[BlackPianoCat]

I work with some graphs that have some disconnected nodes. I believe that when I create the edges list, which contains only the connected part of the network, the algorithm outputs network representations for only the connected part of the network. Is there any way to include the disconnected nodes, or I should remove them from the network, completely?