<｜begin▁of▁sentence｜>### Instruction:
As a neuroscience researcher, you are exploring the structure and function of the nervous system using a network of interconnected brain regions. Consider a scenario where you are studying a network of 100 brain regions and want to analyze the connections between them. The probability of a connection between any two brain regions is 0.05. You are interested in utilizing the NetMF model to compute the embeddings of the brain regions in order to understand the network's overall organization and behavior.
### Response:
import networkx as nx
from karateclub import NetMF

# Creating a graph
G = nx.gnp_random_graph(100, 0.05)

# Initializing the NetMF model with the default parameters
model = NetMF(dimensions=32, iteration=10, order=2, negative_samples=1, seed=42)

# Fitting the model
model.fit(G)

# Getting the embeddings
embeddings = model.get_embedding()

print(embeddings)
<|EOT|>
