def calculate_concordance_helper(graph: BELGraph,
                                 key: str,
                                 cutoff: Optional[float] = None,
                                 ) -> Tuple[int, int, int, int]:
    """Help calculate network-wide concordance

    Assumes data already annotated with given key

    :param graph: A BEL graph
    :param key: The node data dictionary key storing the logFC
    :param cutoff: The optional logFC cutoff for significance
    """
    scores = defaultdict(int)

    for u, v, k, d in graph.edges(keys=True, data=True):
        c = edge_concords(graph, u, v, k, d, key, cutoff=cutoff)
        scores[c] += 1

    return (
        scores[Concordance.correct],
        scores[Concordance.incorrect],
        scores[Concordance.ambiguous],
        scores[Concordance.unassigned],
    )
def calculate_concordance_helper(graph: BELGraph,
                                 key: str,
                                 cutoff: Optional[float] = None,
                                 ) -> Tuple[int, int, int, int]:
    """Help calculate network-wide concordance

    Assumes data already annotated with given key

    :param graph: A BEL graph
    :param key: The node data dictionary key storing the logFC
    :param cutoff: The optional logFC cutoff for significance
    """
    scores = defaultdict(int)

    for u, v, k, d in graph.edges(keys=True, data=True):
        c = edge_concords(graph, u, v, k, d, key, cutoff=cutoff)
        scores[c] += 1

    return (
        scores[Concordance.correct],
        scores[Concordance.incorrect],
        scores[Concordance.ambiguous],
        scores[Concordance.unassigned],
    )
def calculate_concordance_helper ( graph : BELGraph , key : str , cutoff : Optional [ float ] = None , ) -> Tuple [ int , int , int , int ] : scores = defaultdict ( int ) for u , v , k , d in graph . edges ( keys = True , data = True ) : c = edge_concords ( graph , u , v , k , d , key , cutoff = cutoff ) scores [ c ] += 1 return ( scores [ Concordance . correct ] , scores [ Concordance . incorrect ] , scores [ Concordance . ambiguous ] , scores [ Concordance . unassigned ] , )
Help calculate network-wide concordance

    Assumes data already annotated with given key

    :param graph: A BEL graph
    :param key: The node data dictionary key storing the logFC
    :param cutoff: The optional logFC cutoff for significance
Help calculate network - wide concordance