SuperConnectorResult

SuperConnectorResult(
    indices,
    global_centrality,
    local_centrality,
    quadrant,
    global_threshold,
    local_threshold,
)

Result of finding super connectors in an embedding space.

Super connectors are points with high centrality in both global and local bridge networks - they connect major semantic regions AND facets within dense clusters. They represent ~0.1% of typical corpora but provide disproportionate coverage as RAG anchors.

Attributes

Name Type Description
indices np.ndarray Array of super connector point indices
global_centrality np.ndarray Global bridge centrality for all points (0 = non-bridge)
local_centrality np.ndarray Local (facet) bridge centrality for all points
quadrant np.ndarray Category label for each point (‘Regular’, ‘Minor Bridge’, ‘Cross-Domain’, ‘Domain Specialist’, ‘Super Connector’)
global_threshold float Threshold used for “high” global centrality
local_threshold float Threshold used for “high” local centrality

Methods

Name Description
summary Return a summary string of the super connector distribution.

summary

SuperConnectorResult.summary()

Return a summary string of the super connector distribution.