adapt hazard tutorial

Author: ValentinGebhart

climada/engine/impact.py

@@ -579,7 +579,6 @@ def local_exceedance_impact(
 
         return gdf, label, column_label
 
-    #TODO: note different calculation in changelog
     def local_exceedance_imp(
             self,
             return_periods=(25, 50, 100, 250)

climada/hazard/base.py

@@ -555,7 +555,6 @@ def local_exceedance_intensity(
 
         return gdf, label, column_label
 
-#TODO: note different calculation in changelog 
     def local_exceedance_inten(self, return_period=(25, 50, 100, 250)):
         """This function is deprecated, use Hazard.local_exceedance_intensity instead."""
         LOGGER.warning(

doc/tutorial/climada_hazard_Hazard.ipynb

@@ -488,7 +488,7 @@
     "- `append()` is used to expand events with data from another `Hazard` (and same centroids).\n",
     "- `select()` returns a new hazard with the selected region, date and/or synthetic or historical filter.\n",
     "- `remove_duplicates()` removes events with same name and date.\n",
-    "- `local_exceedance_inten()` returns a matrix with the exceedence frequency at every frequency and provided return periods. This is the one used in `plot_rp_intensity()`.\n",
+    "- `local_exceedance_intensity()` returns a gdf.GeoDataFrame with the exceedence frequency at every frequency and provided return periods.\n",
     "- `local_return_period()` returns a gdf.GeoDataFrame with the return periods at every centroid for user-specified threshold intensities. \n",
     "- `reproject_vector()` is a method to change the centroids' CRS. \n",
     "\n",
@@ -755,11 +755,12 @@
     "haz_tc_fl.plot_intensity(event='1998295N12284', cmap='BuGn') # setting color map\n",
     "\n",
     "# 4. tropical cyclone intensities maps for the return periods [10, 50, 75, 100]\n",
-    "_, res = haz_tc_fl.plot_rp_intensity([10, 50, 75, 100])\n",
+    "exceedance_intensities, label, column_label = haz_tc_fl.local_exceedance_intensity([10, 50, 75, 100])\n",
+    "from climada.util.plot import plot_from_gdf\n",
+    "plot_from_gdf(exceedance_intensities, colorbar_name=label, title_subplots=column_label)\n",
     "\n",
     "# 5. tropical cyclone return period maps for the threshold intensities [30, 40]\n",
     "return_periods, label, column_label = haz_tc_fl.local_return_period([30, 40])\n",
-    "from climada.util.plot import plot_from_gdf\n",
     "plot_from_gdf(return_periods, colorbar_name=label, title_subplots=column_label)\n",
     "\n",
     "# 6. intensities of all the events in centroid with id 50\n",