<｜begin▁of▁sentence｜>### Instruction:
As a rehabilitation counselor, your client is an astrophysicist who is part of a large collaboration network. They have requested assistance in identifying the distinct research communities within this network to better understand the collaborative structure. Utilizing the 'astro-ph.gml' file containing the collaboration graph, you must apply the Spinglass community detection algorithm with a maximum of 5 spins to detect the distinct research communities. Once the communities are detected, you should be able to provide guidance on how to load the graph, apply the Spinglass algorithm using the `cdlib` library, and print out the resulting communities for further analysis.
### Response:
import networkx as nx
from cdlib import algorithms

# Load the astrophysics collaboration graph
G = nx.read_gml('astro-ph.gml')

# Perform community detection using the Spinglass algorithm
com = algorithms.spinglass(G, spins=5)

# Print the detected communities
for community in com.communities:
    print(community)
<|EOT|>
