Connectivity of a graph

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Lets say that I have a graph that looks like this:

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What does it mean if I take out one node in this case $6$ is it a valid argument to say that the graph still has $6$ edges?

enter image description here

Or that is it an invalid graph?

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Edges by definition connect nodes, so that is not a valid graph. Also, the first graph has 7 edges and the second has 6, not 5.