pypsa.clustering.ClusteringAccessor.busmap_by_kmeans

pypsa.clustering.ClusteringAccessor.busmap_by_kmeans#

ClusteringAccessor.busmap_by_kmeans(bus_weightings: pd.Series, n_clusters: int, buses_i: pd.Index | None = None, **kwargs: Any) → pd.Series#

Create a bus map from the clustering of buses in space with a weighting.

Parameters:

  • n (pypsa.Network) – The buses must have coordinates x, y.

  • bus_weightings (pandas.Series) – Series of integer weights for buses, indexed by bus names.

  • n_clusters (int) – Final number of clusters desired.

  • buses_i (None|pandas.Index) – If not None (default), subset of buses to cluster.

  • kwargs – Any remaining arguments to be passed to KMeans (e.g. n_init, n_jobs).

Returns:

busmap – Mapping of n.buses to k-means clusters (indexed by non-negative integers).

Return type:

pandas.Series

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