diff --git a/climada/engine/unsequa/calc_base.py b/climada/engine/unsequa/calc_base.py index 0c7b6d725a..e030ecec2d 100644 --- a/climada/engine/unsequa/calc_base.py +++ b/climada/engine/unsequa/calc_base.py @@ -23,6 +23,7 @@ import datetime as dt import itertools import logging +from abc import ABC, abstractmethod import numpy as np import pandas as pd @@ -33,7 +34,7 @@ LOGGER = logging.getLogger(__name__) -class Calc: +class Calc(ABC): """ Base class for uncertainty quantification @@ -80,6 +81,7 @@ class Calc: _metric_names = () """Names of the output metrics""" + @abstractmethod def __init__(self): """ Empty constructor to be overwritten by subclasses @@ -423,6 +425,16 @@ def sensitivity( return sens_output + @abstractmethod + def uncertainty(self): + """Compute the uncertainty of the output values""" + pass + + @abstractmethod + def _compute_metrics(self): + """Compute the uncertainty of the output values""" + pass + def _multiprocess_chunksize(samples_df, processes): """Divides the samples into chunks for multiprocesses computing diff --git a/climada/engine/unsequa/calc_cost_benefit.py b/climada/engine/unsequa/calc_cost_benefit.py index 8d574b2c35..9a08091da8 100644 --- a/climada/engine/unsequa/calc_cost_benefit.py +++ b/climada/engine/unsequa/calc_cost_benefit.py @@ -218,9 +218,7 @@ def uncertainty( one_sample = samples_df.iloc[0:1] start = time.time() - self._compute_cb_metrics( - one_sample, cost_benefit_kwargs, chunksize=1, processes=1 - ) + self._compute_metrics(one_sample, cost_benefit_kwargs, chunksize=1, processes=1) elapsed_time = time.time() - start self.est_comp_time(unc_sample.n_samples, elapsed_time, processes) @@ -231,9 +229,7 @@ def uncertainty( tot_climate_risk, benefit, cost_ben_ratio, - ] = self._compute_cb_metrics( - samples_df, cost_benefit_kwargs, chunksize, processes - ) + ] = self._compute_metrics(samples_df, cost_benefit_kwargs, chunksize, processes) # Assign computed impact distribution data to self tot_climate_risk_unc_df = pd.DataFrame( @@ -293,9 +289,7 @@ def uncertainty( cost_benefit_kwargs=cost_benefit_kwargs, ) - def _compute_cb_metrics( - self, samples_df, cost_benefit_kwargs, chunksize, processes - ): + def _compute_metrics(self, samples_df, cost_benefit_kwargs, chunksize, processes): """Compute the uncertainty metrics Parameters diff --git a/climada/engine/unsequa/calc_delta_climate.py b/climada/engine/unsequa/calc_delta_climate.py index 93fdfec969..3de0efcb97 100644 --- a/climada/engine/unsequa/calc_delta_climate.py +++ b/climada/engine/unsequa/calc_delta_climate.py @@ -258,7 +258,7 @@ def uncertainty( one_sample = samples_df.iloc[0:1] start = time.time() - self._compute_imp_metrics(one_sample, chunksize=1, processes=1) + self._compute_metrics(one_sample, chunksize=1, processes=1) elapsed_time = time.time() - start self.est_comp_time(unc_sample.n_samples, elapsed_time, processes) @@ -267,9 +267,7 @@ def uncertainty( freq_curve_list, eai_exp_list, at_event_list, - ] = self._compute_imp_metrics( - samples_df, chunksize=chunksize, processes=processes - ) + ] = self._compute_metrics(samples_df, chunksize=chunksize, processes=processes) # Assign computed impact distribution data to self aai_agg_unc_df = pd.DataFrame(aai_agg_list, columns=["aai_agg"]) @@ -295,7 +293,7 @@ def uncertainty( coord_df=coord_df, ) - def _compute_imp_metrics(self, samples_df, chunksize, processes): + def _compute_metrics(self, samples_df, chunksize, processes): """Compute the uncertainty metrics Parameters diff --git a/climada/engine/unsequa/calc_impact.py b/climada/engine/unsequa/calc_impact.py index 93d3fc6584..ba3f30f2c1 100644 --- a/climada/engine/unsequa/calc_impact.py +++ b/climada/engine/unsequa/calc_impact.py @@ -219,14 +219,12 @@ def uncertainty( one_sample = samples_df.iloc[0:1] start = time.time() - self._compute_imp_metrics(one_sample, chunksize=1, processes=1) + self._compute_metrics(one_sample, chunksize=1, processes=1) elapsed_time = time.time() - start self.est_comp_time(unc_sample.n_samples, elapsed_time, processes) [aai_agg_list, freq_curve_list, eai_exp_list, at_event_list] = ( - self._compute_imp_metrics( - samples_df, chunksize=chunksize, processes=processes - ) + self._compute_metrics(samples_df, chunksize=chunksize, processes=processes) ) # Assign computed impact distribution data to self @@ -256,7 +254,7 @@ def uncertainty( coord_df=coord_df, ) - def _compute_imp_metrics(self, samples_df, chunksize, processes): + def _compute_metrics(self, samples_df, chunksize, processes): """Compute the uncertainty metrics Parameters diff --git a/climada/engine/unsequa/unc_output.py b/climada/engine/unsequa/unc_output.py index d9c68fe69d..573ea6604d 100644 --- a/climada/engine/unsequa/unc_output.py +++ b/climada/engine/unsequa/unc_output.py @@ -28,6 +28,7 @@ import datetime as dt import logging +from abc import ABC, abstractmethod from itertools import zip_longest from pathlib import Path @@ -71,7 +72,7 @@ } -class UncOutput: +class UncOutput(ABC): """ Class to store and plot uncertainty and sensitivity analysis output data @@ -107,16 +108,20 @@ class UncOutput: "sensitivity_kwargs", ] + # @abstractmethod def __init__(self, samples_df, unit=None): + # """ + # Empty constructor to be overwritten by subclasses + # """ """ - Initialize Uncertainty Data object. + Initialize Uncertainty Data object Parameters ---------- samples_df : pandas.DataFrame - input parameters samples + input parameters samples unit : str, optional - value unit + value unit """ # Data self.samples_df = samples_df @@ -1232,6 +1237,58 @@ def from_hdf5(filename): return unc_data +# class UncBaseOutput(UncOutput): +# """ +# Class to store and plot uncertainty and sensitivity analysis output data +# +# This is the base class to store uncertainty and sensitivity outputs of an +# analysis done on climada.engine.impact.Impact() or +# climada.engine.costbenefit.CostBenefit() object. +# +# Attributes +# ---------- +# samples_df : pandas.DataFrame +# Values of the sampled uncertainty parameters. It has n_samples rows +# and one column per uncertainty parameter. +# sampling_method : str +# Name of the sampling method from SAlib. +# https://salib.readthedocs.io/en/latest/api.html# +# n_samples : int +# Effective number of samples (number of rows of samples_df) +# param_labels : list +# Name of all the uncertainty parameters +# distr_dict : dict +# Comon flattened dictionary of all the distr_dict of all input variables. +# It represents the distribution of all the uncertainty parameters. +# problem_sa : dict +# The description of the uncertainty variables and their +# distribution as used in SALib. +# https://salib.readthedocs.io/en/latest/basics.html. +# """ +# +# _metadata = [ +# "sampling_method", +# "sampling_kwargs", +# "sensitivity_method", +# "sensitivity_kwargs", +# ] +# +# def __init__(self, samples_df, unit=None): +# """ +# Initialize Uncertainty Data object. +# +# Parameters +# ---------- +# samples_df : pandas.DataFrame +# input parameters samples +# unit : str, optional +# value unit +# """ +# # Data +# self.samples_df = samples_df +# self.unit = unit + + class UncImpactOutput(UncOutput): """Extension of UncOutput specific for CalcImpact, returned by the uncertainty() method. diff --git a/doc/tutorial/climada_engine_unsequa.ipynb b/doc/tutorial/climada_engine_unsequa.ipynb index a7f6fabd6c..36cd07a25f 100644 --- a/doc/tutorial/climada_engine_unsequa.ipynb +++ b/doc/tutorial/climada_engine_unsequa.ipynb @@ -151,7 +151,15 @@ "start_time": "2023-08-03T11:57:41.913838Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 16:05:54,520 - climada.entity.exposures.base - INFO - Reading /Users/lseverino/climada/demo/data/exp_demo_today.h5\n" + ] + } + ], "source": [ "import warnings\n", "\n", @@ -192,7 +200,16 @@ "start_time": "2023-08-03T11:57:46.619390Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "16:05:54 - boario - [INFO] - Unable to tell git branch as pygit2 was not found.\n", + "16:05:54 - boario - [INFO] - Loaded boario module. You can disable logging in console with `boario.disable_console_logging()`.\n" + ] + } + ], "source": [ "# Define the Uncertainty Variable with +-10% total asset value\n", "# The probability density distribution of the input uncertainty parameter x_exp is sp.stats.uniform(0.9, 0.2)\n", @@ -270,7 +287,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -339,7 +356,54 @@ }, "hidden": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 16:05:55,284 - climada.entity.exposures.litpop.litpop - INFO - \n", + " LitPop: Init Exposure for country: CHE (756)...\n", + "\n", + "2025-05-13 16:05:55,720 - climada.util.finance - INFO - GDP CHE 2014: 7.265e+11.\n", + "2025-05-13 16:05:55,909 - climada.util.finance - INFO - GDP CHE 2018: 7.256e+11.\n", + "2025-05-13 16:05:55,925 - climada.entity.exposures.base - INFO - Hazard type not set in impf_\n", + "2025-05-13 16:05:55,925 - climada.entity.exposures.base - INFO - category_id not set.\n", + "2025-05-13 16:05:55,925 - climada.entity.exposures.base - INFO - cover not set.\n", + "2025-05-13 16:05:55,926 - climada.entity.exposures.base - INFO - deductible not set.\n", + "2025-05-13 16:05:55,926 - climada.entity.exposures.base - INFO - centr_ not set.\n", + "2025-05-13 16:05:56,430 - climada.entity.exposures.litpop.litpop - INFO - \n", + " LitPop: Init Exposure for country: CHE (756)...\n", + "\n", + "2025-05-13 16:05:56,752 - climada.util.finance - INFO - GDP CHE 2014: 7.265e+11.\n", + "2025-05-13 16:05:57,019 - climada.util.finance - INFO - GDP CHE 2018: 7.256e+11.\n", + "2025-05-13 16:05:57,035 - climada.entity.exposures.base - INFO - Hazard type not set in impf_\n", + "2025-05-13 16:05:57,035 - climada.entity.exposures.base - INFO - category_id not set.\n", + "2025-05-13 16:05:57,036 - climada.entity.exposures.base - INFO - cover not set.\n", + "2025-05-13 16:05:57,036 - climada.entity.exposures.base - INFO - deductible not set.\n", + "2025-05-13 16:05:57,036 - climada.entity.exposures.base - INFO - centr_ not set.\n", + "2025-05-13 16:05:57,472 - climada.entity.exposures.litpop.litpop - INFO - \n", + " LitPop: Init Exposure for country: CHE (756)...\n", + "\n", + "2025-05-13 16:05:57,829 - climada.util.finance - INFO - GDP CHE 2014: 7.265e+11.\n", + "2025-05-13 16:05:58,017 - climada.util.finance - INFO - GDP CHE 2018: 7.256e+11.\n", + "2025-05-13 16:05:58,032 - climada.entity.exposures.base - INFO - Hazard type not set in impf_\n", + "2025-05-13 16:05:58,032 - climada.entity.exposures.base - INFO - category_id not set.\n", + "2025-05-13 16:05:58,032 - climada.entity.exposures.base - INFO - cover not set.\n", + "2025-05-13 16:05:58,033 - climada.entity.exposures.base - INFO - deductible not set.\n", + "2025-05-13 16:05:58,033 - climada.entity.exposures.base - INFO - centr_ not set.\n", + "2025-05-13 16:05:58,538 - climada.entity.exposures.litpop.litpop - INFO - \n", + " LitPop: Init Exposure for country: CHE (756)...\n", + "\n", + "2025-05-13 16:05:59,163 - climada.util.finance - INFO - GDP CHE 2014: 7.265e+11.\n", + "2025-05-13 16:05:59,349 - climada.util.finance - INFO - GDP CHE 2018: 7.256e+11.\n", + "2025-05-13 16:05:59,366 - climada.entity.exposures.base - INFO - Hazard type not set in impf_\n", + "2025-05-13 16:05:59,367 - climada.entity.exposures.base - INFO - category_id not set.\n", + "2025-05-13 16:05:59,367 - climada.entity.exposures.base - INFO - cover not set.\n", + "2025-05-13 16:05:59,367 - climada.entity.exposures.base - INFO - deductible not set.\n", + "2025-05-13 16:05:59,368 - climada.entity.exposures.base - INFO - centr_ not set.\n" + ] + } + ], "source": [ "# A faster method would be to first create a dictionnary with all the exposures. This however\n", "# requires more memory and precomputation time (here ~3-4mins)\n", @@ -419,9 +483,16 @@ "hidden": true }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 16:05:59,387 - climada.util.coordinates - INFO - Raster from resolution 0.04166666000000063 to 0.04166666000000063.\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -603,7 +674,15 @@ }, "hidden": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 16:06:07,899 - climada.engine.unsequa.unc_output - INFO - Reading /Users/lseverino/climada/data/unc_output/unc_output_impact/test_unc_output_impact/v1/test_unc_output_impact.hdf5\n" + ] + } + ], "source": [ "# If you produced your own data, you do not need the API. Just replace 'filename' with the path to your file.\n", "from climada.engine.unsequa import UncOutput\n", @@ -624,7 +703,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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Just replace 'filename' with the path to your file.\n", "from climada.engine.unsequa import UncOutput\n", @@ -690,6 +777,328 @@ "outputs": [ { "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Mangroves Benef", + "rawType": "float64", + "type": "float" + }, + { + "name": "Beach nourishment Benef", + "rawType": "float64", + "type": "float" + }, + { + "name": "Seawall Benef", + "rawType": "float64", + "type": "float" + }, + { + "name": "Building code Benef", + "rawType": "float64", + "type": "float" + }, + { + "name": "Mangroves CostBen", + "rawType": "float64", + "type": "float" + }, + { + "name": "Beach nourishment CostBen", + "rawType": "float64", + "type": "float" + }, + { + "name": "Seawall CostBen", + "rawType": "float64", + "type": "float" + }, + { + "name": "Building code CostBen", + "rawType": "float64", + "type": "float" + }, + { + "name": "no measure - risk - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "no measure - risk_transf - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "no measure - cost_meas - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "no measure - cost_ins - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Mangroves - risk - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Mangroves - risk_transf - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Mangroves - cost_meas - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Mangroves - cost_ins - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Beach nourishment - risk - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Beach nourishment - risk_transf - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Beach nourishment - cost_meas - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Beach nourishment - cost_ins - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Seawall - risk - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Seawall - risk_transf - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Seawall - cost_meas - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Seawall - cost_ins - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Building code - risk - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Building code - risk_transf - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Building code - cost_meas - future", + "rawType": "float64", + "type": "float" + }, + { + "name": "Building code - cost_ins - future", + "rawType": "int64", + "type": "integer" + }, + { + "name": "tot_climate_risk", + "rawType": "float64", + "type": "float" + } + ], + "conversionMethod": "pd.DataFrame", + "ref": "0828e929-845f-424c-8fb8-cb2b1a57632c", + "rows": [ + [ + "35", + "237551028.43332487", + "193260801.43918097", + "234557.68255352974", + "158439796.18419892", + "6.347120493012437", + "10.277239280853607", + "43509.10116329779", + "66.7421293745302", + "633759184.7367954", + "0.0", + "0", + "0", + "396208156.30347055", + "0", + "1507765000.7053366", + "1", + "440498383.29761446", + "0", + "1986187500.0", + "1", + "633524627.0542419", + "0", + "10205393938.850214", + "1", + "475319388.5525965", + "0", + "10574609375.0", + "1", + "633759184.7367954" + ], + [ + "36", + "92727716.20875621", + "76438025.07708731", + "9554.257314264774", + "55013662.60023227", + "16.2601330255016", + "25.984285936180864", + "1068151.46412409", + "192.21787598187206", + "220054650.40092897", + "0.0", + "0", + "0", + "127326934.19217277", + "0", + "1507765000.7053366", + "1", + "143616625.32384166", + "0", + "1986187500.0", + "1", + "220045096.1436147", + "0", + "10205393938.850214", + "1", + "165040987.8006967", + "0", + "10574609375.0", + "1", + "220054650.40092897" + ], + [ + "37", + "146421882.59888968", + "117992713.24070185", + "192531.7488102317", + "89794706.06978172", + "10.297402095530563", + "16.833136940823056", + "53006.291180106244", + "117.76428519942151", + "359178824.27912706", + "0.0", + "0", + "0", + "212756941.68023738", + "0", + "1507765000.7053366", + "1", + "241186111.0384252", + "0", + "1986187500.0", + "1", + "358986292.5303168", + "0", + "10205393938.850214", + "1", + "269384118.20934534", + "0", + "10574609375.0", + "1", + "359178824.27912706" + ], + [ + "38", + "93763689.97554167", + "77228815.01162374", + "10681.112246841192", + "55554130.401250005", + "12.965483514211092", + "20.736269224886684", + "770376.5315278365", + "153.47503081081717", + "222216521.60500014", + "0.0", + "0", + "0", + "128452831.62945847", + "0", + "1215691576.6094854", + "1", + "144987706.5933764", + "0", + "1601437500.0", + "1", + "222205840.4927533", + "0", + "8228478205.581014", + "1", + "166662391.20375013", + "0", + "8526171875.0", + "1", + "222216521.60500014" + ], + [ + "39", + "93763689.97554167", + "77228815.01162374", + "10681.112246841192", + "55554130.401250005", + "16.080478499711756", + "25.71821799546009", + "955461.7256146085", + "190.34785170108728", + "222216521.60500014", + "0.0", + "0", + "0", + "128452831.62945847", + "0", + "1507765000.7053366", + "1", + "144987706.5933764", + "0", + "1986187500.0", + "1", + "222205840.4927533", + "0", + "10205393938.850214", + "1", + "166662391.20375013", + "0", + "10574609375.0", + "1", + "222216521.60500014" + ] + ], + "shape": { + "columns": 29, + "rows": 5 + } + }, "text/html": [ "
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" + ], + "text/plain": [ + " aai_agg\n", + "35 1.254818e+07\n", + "36 5.340193e+08\n", + "37 1.219989e+07\n", + "38 1.350121e+07\n", + "39 1.350121e+07" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "output_imp.aai_agg_unc_df.tail()" ] @@ -5528,7 +7188,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -5539,7 +7199,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -5572,7 +7232,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -5584,7 +7244,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -5600,17 +7260,19 @@ "def exp_func(f_exp, x_exp, filename_list=f_exp_list):\n", " filename = filename_list[int(f_exp)]\n", " global exp_base\n", - " if \"exp_base\" in globals():\n", - " if isinstance(exp_base, Exposures):\n", - " if exp_base.gdf[\"filename\"] != str(filename):\n", - " exp_base = Exposures.from_hdf5(filename)\n", - " exp_base.gdf[\"filename\"] = str(filename)\n", + " if (\n", + " \"exp_base\" in globals()\n", + " and isinstance(exp_base, Exposures)\n", + " and exp_base.description != str(filename)\n", + " ):\n", + " exp_base = Exposures.from_hdf5(filename)\n", + " exp_base.description = str(filename)\n", " else:\n", " exp_base = Exposures.from_hdf5(filename)\n", - " exp_base.gdf[\"filename\"] = str(filename)\n", + " exp_base.description = str(filename)\n", "\n", " exp = exp_base.copy()\n", - " exp.gdf[\"value\"] *= x_exp\n", + " exp.data[\"value\"] *= x_exp\n", " return exp\n", "\n", "\n", @@ -5624,16 +7286,20 @@ "def haz_func(f_haz, i_haz, filename_list=f_haz_list):\n", " filename = filename_list[int(f_haz)]\n", " global haz_base\n", - " if \"haz_base\" in globals():\n", - " if isinstance(haz_base, Hazard):\n", - " if haz_base.filename != str(filename):\n", - " haz_base = Hazard.from_hdf5(filename)\n", - " haz_base.filename = str(filename)\n", + " if (\n", + " \"haz_base\" in globals()\n", + " and isinstance(haz_base, Hazard)\n", + " and hasattr(haz_base, \"description\")\n", + " and haz_base.description != str(filename)\n", + " ):\n", + " haz_base = Hazard.from_hdf5(filename)\n", + " haz_base.description = str(filename)\n", " else:\n", " haz_base = Hazard.from_hdf5(filename)\n", - " haz_base.filename = str(filename)\n", + " setattr(haz_base, \"description\", str(filename))\n", "\n", " haz = copy.deepcopy(haz_base)\n", + " setattr(haz_base, \"description\", str(filename))\n", " haz.intensity *= i_haz\n", " return haz\n", "\n", @@ -5683,9 +7349,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 100, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 17:05:02,768 - climada.entity.exposures.base - INFO - Reading /Users/lseverino/climada/data/exposures/litpop/LitPop_150arcsec_DEU/v3/LitPop_150arcsec_DEU.hdf5\n" + ] + } + ], "source": [ "from climada.engine.unsequa import CalcImpact\n", "\n", @@ -5701,13 +7375,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 101, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 17:05:04,013 - climada.engine.unsequa.calc_base - INFO - Effective number of made samples: 72\n" + ] + } + ], "source": [ "# Ordering of the samples by hazard first and exposures second\n", "output_imp = calc_imp.make_sample(N=2**2, sampling_kwargs={\"skip_values\": 2**3})\n", - "output_imp.order_samples(by=[\"f_haz\", \"f_exp\"])" + "output_imp.order_samples(by_parameters=[\"f_haz\", \"f_exp\"])" ] }, { @@ -5719,7 +7401,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -5738,9 +7420,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 103, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(e, label=\"exposures\")\n", "plt.plot(h, label=\"hazards\")\n", @@ -5752,9 +7445,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 104, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2025-05-13 17:05:08,209 - climada.engine.unsequa.calc_base - INFO - \n", + "\n", + "Estimated computaion time: 0:01:48.720000\n", + "\n" + ] + } + ], "source": [ "output_imp = calc_imp.uncertainty(output_imp)" ]