Fix notebooks

Author: FBumann

docs/notebooks/08d-clustering-multiperiod.ipynb

@@ -185,7 +185,7 @@
     "fs_clustered = flow_system.transform.cluster(\n",
     "    n_clusters=3,\n",
     "    cluster_duration='1D',\n",
-    "    extremes=ExtremeConfig(method='new_cluster', max_value=peak_series),\n",
+    "    extremes=ExtremeConfig(method='replace', max_value=peak_series),\n",
     ")\n",
     "\n",
     "time_clustering = timeit.default_timer() - start\n",
@@ -559,7 +559,7 @@
     "fs_clustered = fs.transform.cluster(\n",
     "    n_clusters=10,\n",
     "    cluster_duration='1D',\n",
-    "    extremes=ExtremeConfig(method='new_cluster', max_value=['Demand(Flow)|fixed_relative_profile']),\n",
+    "    extremes=ExtremeConfig(method='replace', max_value=['Demand(Flow)|fixed_relative_profile']),\n",
     ")\n",
     "\n",
     "# Visualize clustering quality\n",

docs/notebooks/08f-clustering-segmentation.ipynb

@@ -154,7 +154,7 @@
     "    n_clusters=8,\n",
     "    cluster_duration='1D',\n",
     "    segments=SegmentConfig(n_segments=6),  # 6 segments per day instead of 96 quarter-hours\n",
-    "    extremes=ExtremeConfig(method='new_cluster', max_value=['HeatDemand(Q_th)|fixed_relative_profile']),\n",
+    "    extremes=ExtremeConfig(method='replace', max_value=['HeatDemand(Q_th)|fixed_relative_profile']),\n",
     ")\n",
     "\n",
     "time_clustering = timeit.default_timer() - start\n",