"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Intuition\n",
"\n",
"First, let's think about the extreme case. If a network consists of multiple groups that are barely connected, then we can expect that the network can be easily divided into these groups. Let's consider a \"barbell\" network, which consists of two complete graphs connected by a single edge. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
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