From fb5162137542422bcd9df0a5f8db3ea293ddbdd8 Mon Sep 17 00:00:00 2001 From: Schmid Timo Date: Tue, 24 Oct 2023 13:20:31 +0200 Subject: [PATCH] Lukas review --- climada/util/calibrate/base.py | 86 ++++++++++++++--------- doc/tutorial/climada_util_calibrate.ipynb | 29 ++++++-- 2 files changed, 76 insertions(+), 39 deletions(-) diff --git a/climada/util/calibrate/base.py b/climada/util/calibrate/base.py index 170174728..602236a7f 100644 --- a/climada/util/calibrate/base.py +++ b/climada/util/calibrate/base.py @@ -164,7 +164,8 @@ def plot_impf_variability( cost_func_diff: float = 0.1, p_space_df: Optional[pd.DataFrame] = None, plot_haz: bool = True, - **plot_kwargs + plot_impf_kws : dict = {}, + plot_hist_kws : dict = {}, ): """Plot impact function variability with parameter combinations of @@ -197,40 +198,55 @@ def plot_impf_variability( max_cost_func_val,params] # Initialize figure - fig,ax = plt.subplots() - - #Plot best-fit impact function - best_impf = self.impf_set.get_func(haz_type=haz_type)[0] - ax.plot(best_impf.intensity,best_impf.mdd*best_impf.paa*100, - color='tab:blue',lw=2,zorder=3,label='best fit',**plot_kwargs) - - #Plot all impact functions within 'cost_func_diff' % of best estimate - for row in range(params_within_range.shape[0]): - label = f'within {int(cost_func_diff*100)} percent of best fit' if row==0 else None - - sel_params = params_within_range.iloc[row,:].to_dict() - temp_impf_set = self.input.impact_func_creator(**sel_params) - temp_impf = temp_impf_set.get_func(haz_type=haz_type)[0] - - ax.plot(temp_impf.intensity,temp_impf.mdd*temp_impf.paa*100, - color='grey',alpha=0.4,label=label) - - # Plot hazard intensity value distributions - if plot_haz: - haz_vals = self.input.hazard.intensity[:,self.input.exposure.gdf[f"centr_{haz_type}"]] - - ax2 = ax.twinx() - ax2.hist(haz_vals.data,bins=40,color='tab:orange', - alpha=0.3,label='Hazard intensity\noccurence') - ax2.set(ylabel='Hazard intensity occurence (#Exposure points)') - ax.axvline(x=haz_vals.max(),label='Maximum hazard value', - color='tab:orange') - ax2.legend(loc='lower right') - - ax.set(xlabel=f"Intensity ({self.input.hazard.units})", - ylabel="Mean Damage Ratio (MDR) in %", - xlim=(min(best_impf.intensity),max(best_impf.intensity))) - ax.legend() + _,ax = plt.subplots() + + # Plot defaults + color = plot_impf_kws.pop('color','tab:blue') + lw = plot_impf_kws.pop('lw',2) + zorder = plot_impf_kws.pop('zorder',3) + label = plot_impf_kws.pop('label','best fit') + + #get number of impact functions and create a plot for each + n_impf = len(self.impf_set.get_func(haz_type=haz_type)) + for impf_idx in range(n_impf): + + #Plot best-fit impact function + best_impf = self.impf_set.get_func(haz_type=haz_type)[impf_idx] + ax.plot(best_impf.intensity,best_impf.mdd*best_impf.paa*100, + color=color,lw=lw,zorder=zorder,label=label,**plot_impf_kws) + + #Plot all impact functions within 'cost_func_diff' % of best estimate + for row in range(params_within_range.shape[0]): + label_temp = f'within {int(cost_func_diff*100)} percent of best fit' if row==0 else None + + sel_params = params_within_range.iloc[row,:].to_dict() + temp_impf_set = self.input.impact_func_creator(**sel_params) + temp_impf = temp_impf_set.get_func(haz_type=haz_type)[impf_idx] + + ax.plot(temp_impf.intensity,temp_impf.mdd*temp_impf.paa*100, + color='grey',alpha=0.4,label=label_temp) + + # Plot hazard intensity value distributions + if plot_haz: + haz_vals = self.input.hazard.intensity[:,self.input.exposure.gdf[f"centr_{haz_type}"]] + + #Plot defaults + color_hist = plot_hist_kws.pop('color','tab:orange') + alpha_hist = plot_hist_kws.pop('alpha',0.3) + + ax2 = ax.twinx() + ax2.hist(haz_vals.data,bins=40,color=color_hist, + alpha=alpha_hist,label='Hazard intensity\noccurence') + ax2.set(ylabel='Hazard intensity occurence (#Exposure points)') + ax.axvline(x=haz_vals.max(),label='Maximum hazard value', + color='tab:orange') + ax2.legend(loc='lower right') + + ax.set(xlabel=f"Intensity ({self.input.hazard.units})", + ylabel="Mean Damage Ratio (MDR) in %", + xlim=(min(best_impf.intensity),max(best_impf.intensity))) + ax.legend() + return ax diff --git a/doc/tutorial/climada_util_calibrate.ipynb b/doc/tutorial/climada_util_calibrate.ipynb index 869590129..b9b06d411 100644 --- a/doc/tutorial/climada_util_calibrate.ipynb +++ b/doc/tutorial/climada_util_calibrate.ipynb @@ -2503,7 +2503,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2512,7 +2512,7 @@ "" ] }, - "execution_count": 35, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, @@ -2528,7 +2528,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2540,7 +2540,28 @@ "source": [ "#Plot the impact function variability\n", "output_eval.plot_impf_variability(cost_func_diff=0.1)\n", - "output_eval.plot_impf_variability(cost_func_diff=0.2,plot_haz=False)" + "output_eval.plot_impf_variability(cost_func_diff=0.2,plot_haz=False,\n", + " plot_impf_kws={'color':'red'})" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(output_eval.impf_set.get_func(haz_type='TC'))" ] }, {