~i/FSSKJr SSKrS/r\R SSj5rg)) combinationsN dispersionc|^^^^UUUU4SjnUcjUc6UVs0sHo0_M n nUHnXHnU"XU5XU'M M U $[RX05n XHnU"XU5X'M U $Uc0[RX05n XHnU"XU5X'M U $U"XU5n U $s snf)a Calculate dispersion between `u` and `v` in `G`. A link between two actors (`u` and `v`) has a high dispersion when their mutual ties (`s` and `t`) are not well connected with each other. Parameters ---------- G : graph A NetworkX graph. u : node, optional The source for the dispersion score (e.g. ego node of the network). v : node, optional The target of the dispersion score if specified. normalized : bool If True (default) normalize by the embeddedness of the nodes (u and v). alpha, b, c : float Parameters for the normalization procedure. When `normalized` is True, the dispersion value is normalized by:: result = ((dispersion + b) ** alpha) / (embeddedness + c) as long as the denominator is nonzero. Returns ------- nodes : dictionary If u (v) is specified, returns a dictionary of nodes with dispersion score for all "target" ("source") nodes. If neither u nor v is specified, returns a dictionary of dictionaries for all nodes 'u' in the graph with a dispersion score for each node 'v'. Notes ----- This implementation follows Lars Backstrom and Jon Kleinberg [1]_. Typical usage would be to run dispersion on the ego network $G_u$ if $u$ were specified. Running :func:`dispersion` with neither $u$ nor $v$ specified can take some time to complete. References ---------- .. [1] Romantic Partnerships and the Dispersion of Social Ties: A Network Analysis of Relationship Status on Facebook. Lars Backstrom, Jon Kleinberg. https://arxiv.org/pdf/1310.6753v1.pdf cj>[X5nXVs1sH oDU;dM UiM nnX1n[US5nSnUHAupURX 5U- n X;dM"U RX 5(dM<US- nMC [ U5n Un T(aUT-T-n U T-S:waXT--n U $s snf)z=dispersion for all nodes 'v' in a ego network G_u of node 'u'r)setr intersection isdisjointlen)G_uuvu_nbrsnSTset_uvpossibtotalstnbrs_s embeddednessdispersion_valalphabc normalizeds f/home/mande/repo/quber/.venv/lib/python3.13/site-packages/networkx/algorithms/centrality/dispersion.py _dispersiondispersion.._dispersion9sSV /A;a /b!$DA((069F$$SV,,QJE2w  #aiE1Na1$"22/0s B0B0)dictfromkeys) Grrrrrrr rresultss ```` rrrsb8 y 9&'(a"uaG(A$/a$8GJqM$ NmmAD"-GT(q1  N 9mmAD"-GT(q1  N"!*G N')s B9)NNTg?r&) itertoolsrnetworkxnx__all__ _dispatchablerrr.s." .bbr-