def user_group_discovery(adj_matrix: list[list[int]], user_labels: list[str]) -> list[tuple[set[str], int]]:
    pass

def min_distribution_costs(cost_matrix: list[list[float]], node_labels: list[str], start_node: str) -> list[tuple[str, float]]:
    pass