clustering: add docstring to cluster_regions function, fix network reference
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@ -428,7 +428,20 @@ def clustering_for_n_clusters(
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return clustering
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def cluster_regions(busmaps, which, input=None, output=None):
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def cluster_regions(n, busmaps, which, input=None, output=None):
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"""
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Cluster regions based on busmaps and save the results to a file and to the
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network.
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Parameters:
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- busmaps (list): A list of busmaps used for clustering.
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- which (str): The type of regions to cluster.
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- input (str, optional): The input file path. Defaults to None.
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- output (str, optional): The output file path. Defaults to None.
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Returns:
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None
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"""
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busmap = reduce(lambda x, y: x.map(y), busmaps[1:], busmaps[0])
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regions = gpd.read_file(getattr(input, which))
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@ -438,7 +451,7 @@ def cluster_regions(busmaps, which, input=None, output=None):
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regions_c = regions_c.reset_index()
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regions_c.to_file(getattr(output, which))
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# remove old regions
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# remove original regions
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remove = n.shapes.query("component == 'Bus' and type == @which").index
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n.mremove("Shape", remove)
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@ -456,8 +469,8 @@ def cluster_regions(busmaps, which, input=None, output=None):
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)
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def plot_busmap_for_n_clusters(n, n_clusters, fn=None):
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busmap = busmap_for_n_clusters(n, n_clusters)
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def plot_busmap_for_n_clusters(n, n_clusters, solver_name="scip", fn=None):
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busmap = busmap_for_n_clusters(n, n_clusters, solver_name)
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cs = busmap.unique()
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cr = sns.color_palette("hls", len(cs))
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n.plot(bus_colors=busmap.map(dict(zip(cs, cr))))
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@ -554,17 +567,15 @@ if __name__ == "__main__":
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params.focus_weights,
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)
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update_p_nom_max(clustering.network)
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nc = clustering.network
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update_p_nom_max(nc)
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if params.cluster_network.get("consider_efficiency_classes"):
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labels = [f" {label} efficiency" for label in ["low", "medium", "high"]]
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nc = clustering.network
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nc.generators["carrier"] = nc.generators.carrier.replace(labels, "", regex=True)
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clustering.network.meta = dict(
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snakemake.config, **dict(wildcards=dict(snakemake.wildcards))
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)
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clustering.network.export_to_netcdf(snakemake.output.network)
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nc.meta = dict(snakemake.config, **dict(wildcards=dict(snakemake.wildcards)))
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nc.export_to_netcdf(snakemake.output.network)
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for attr in (
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"busmap",
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"linemap",
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@ -572,4 +583,6 @@ if __name__ == "__main__":
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getattr(clustering, attr).to_csv(snakemake.output[attr])
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for which in ["regions_onshore", "regions_offshore"]:
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cluster_regions((clustering.busmap,), which, snakemake.input, snakemake.output)
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cluster_regions(
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nc, (clustering.busmap,), which, snakemake.input, snakemake.output
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)
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@ -630,4 +630,4 @@ if __name__ == "__main__":
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busmap_s.to_csv(snakemake.output.busmap)
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for which in ["regions_onshore", "regions_offshore"]:
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cluster_regions(busmaps, which, snakemake.input, snakemake.output)
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cluster_regions(n, busmaps, which, snakemake.input, snakemake.output)
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