__init__.py

"""
Network Loop Modulus Calculation for Graph Analysis

This package contains a Python implementation for calculating the Loop Modulus
(specifically for p=2) of a network. The modulus quantifies the "richness" of
cycles in a graph, providing a measure related to connectivity, robustness, and
flow properties.
"""

from .core import calculate_loop_modulus_rho_preprocessed
from .cycles import (
    get_triangles,
    get_fundamental_cycles,
    get_shortest_hop_count_cycle_bfs,
    get_shortest_p_length_cycle
)
from .plotting import plot_initial_cycles, plot_final_rho
from .utils import calculate_overlap, create_weighted_graph, check_louvain_availability

__all__ = [
    'calculate_loop_modulus_rho_preprocessed',
    'get_triangles',
    'get_fundamental_cycles',
    'get_shortest_hop_count_cycle_bfs',
    'get_shortest_p_length_cycle',
    'plot_initial_cycles',
    'plot_final_rho',
    'calculate_overlap',
    'create_weighted_graph',
    'check_louvain_availability'
]