<｜begin▁of▁sentence｜>### Instruction:
Given two small sample graphs (G1 and G2), where G1 is a cycle graph with 4 nodes and G2 is a wheel graph with 5 nodes, how can you use the GeoScattering model implementation from the ICML ‘19 paper 'Geometric Scattering for Graph Data Analysis' to create graph spectral descriptors and obtain their respective embeddings?
### Response:
import networkx as nx
from karateclub import GeoScattering
import numpy as np

# Create two small sample graphs
G1 = nx.cycle_graph(4)
G2 = nx.wheel_graph(5)
graphs = [G1, G2]

# Initialize GeoScattering with specified parameters
model = GeoScattering(order=4, moments=4, seed=42)

# Fit the model to the graphs
model.fit(graphs)

# Get the embedding of the graphs
embedding = model.get_embedding()
print(embedding)
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