Memory consumption vs vertex/edge count

Is there a rough estimate on how much memory would be needed given the vertex/edge counts?

The reason I am asking is that I am loading 7 CSVs with total of 130GB on disk and the memory usage is quite high (see the snapshot below). And it keeps going up. Is this normal?