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"""
PaCMAP Visualization of Topological Entailment Signatures
Clean implementation that uses the correct functions from phdim_clustering.py
and adds PaCMAP visualization.
Uses Euclidean distance for n_neighbours selection inside algorithm,
but bray-curtis/cosine on distance matrices for persistence image creation
"""
import os