{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CLIMADA features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The functionality of climada is gathered in the following classes:\n", "\n", "- Entity: socio-economic models\n", " - Exposures: exposed values\n", " - BlackMarble: regional economic model from nightlight intensities and economic indicators (GDP, income group)\n", " - LitPop: regional economic model using nightlight and population maps together with several economic indicators\n", " - ImpactFuncSet: collection of impact functions per hazard\n", " - ImpactFunc: one adjustable impact function\n", " - IFTropCyclone: definition of impact functions for tropical cyclones\n", " - DiscRates: discount rates per year\n", " - MeasureSet: collection of measures for adaptation\n", " - Measure: one configurable measure\n", "- Hazard: meteorological models\n", " - TropCyclone: tropical cyclone events\n", "- Impact: impacts of the Hazard and Entity interaction\n", "- CostBenefit: adaptation options appraisal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Risk assessment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Entity\n", "\n", "The entity class is just a container for the exposures, impact functions, discount rates and measures. It can be directly filled from an excel file following climada's template or from MATLAB files of the climada MATLAB version. The excel template can be found in `climada_python/data/system/entity_template.xlsx`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:20,788 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n" ] } ], "source": [ "from climada.entity import Entity\n", "from climada.util.constants import ENT_DEMO_TODAY\n", "\n", "# absolute path of file following template. \n", "ent_file = ENT_DEMO_TODAY\n", "ent_fl = Entity()\n", "ent_fl.read_excel(ent_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every class has a `check()` method. This verifies that the necessary data to compute the impact is correctly provided and logs the optional variables that are not present. Use it always after filling an instance." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:22,894 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-18 17:43:22,896 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-18 17:43:22,897 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-18 17:43:22,897 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-18 17:43:22,898 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-18 17:43:22,899 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-18 17:43:22,900 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-18 17:43:22,901 - climada.entity.exposures.base - INFO - geometry not set.\n" ] } ], "source": [ "ent_fl.check() # checks exposures, impact functions, discount rates and measures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exposures\n", "\n", "The `Entity`'s `exposures` attribute contains geolocalized values of anything exposed to the hazard, let it be monetary value of assets or number of human lifes, for example. It is of type `Exposures`. \n", "\n", "See [Exposures](climada_entity_Exposures.ipynb) tutorial to learn how to fill and use exposures.\n", "\n", "See [LitPop](climada_entity_LitPop.ipynb) to model economic exposures using night-time light and population densitites. See [BlackMarble](climada_entity_BlackMarble.ipynb) to model economic exposures based only on night-time light intensities." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:22,910 - climada.entity.exposures.base - INFO - Setting geometry points.\n", "2019-06-18 17:43:22,927 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/anaconda3/envs/climada_up/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:24,030 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ent_fl.exposures.plot_basemap(buffer=50000.0); # exposures in Florida" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Impact Functions\n", "\n", "The `impact_funcs` attribute is of type `ImpactFuncSet`. As such, it contains impact functions for different hazards.\n", "\n", "See [Impact Functions](climada_entity_ImpactFuncSet.ipynb) tutorial to learn how to handle this class." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ent_fl.impact_funcs.plot('TC'); # tropical cyclone impact functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adaptation Measures\n", "\n", "The `measures` attribute is of type `MeasureSet`. This class is a container of `Measure` instances, similarly to `ImpactFuncSet` containing several `ImpactFunc`. Adaptation measures aim to decrease hazards impacts and are subjected to a cost.\n", "\n", "See [Adaptation Measures](climada_entity_MeasureSet.ipynb) to learn to handle measures." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'TC': ['Mangroves', 'Beach nourishment', 'Seawall', 'Building code']}\n" ] } ], "source": [ "# print measures names\n", "print(ent_fl.measures.get_names())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discount Rates\n", "\n", "The `disc_rates` attribute is of type `DiscRates`. This class contains the discount rates for the following years and computes the net present value for given values.\n", "\n", "See [Discount Rates](climada_entity_DiscRates.ipynb)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " [])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ent_fl.disc_rates.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hazard\n", "\n", "Hazards are characterized by their frequency of occurrence and the geographical distribution of their intensity. A `Hazard` instance collects events of the same hazard type (e.g. tropical cyclone, flood, drought, ...) over the same centroids. They might be historical events or synthetic.\n", "\n", "See [Hazard](climada_hazard_Hazard.ipynb) to learn how to handle hazards.\n", "\n", "See [TropCyclone](climada_hazard_TropCyclone.ipynb) to learn to model tropical cyclones." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A complete set of tropical cyclones events in Florida can be found in file `HAZ_DEMO_MAT`. This contains 1445 historical events from year 1851 to 2011 and 9 synthetic events for each historical one." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:24,964 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/atl_prob.mat\n", "2019-06-18 17:43:25,021 - climada.hazard.centroids.centr - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/atl_prob.mat\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/anaconda3/envs/climada_up/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Two hurricanes called Andrew happened in ['1986-06-05', '1992-08-16']\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard import Hazard\n", "from climada.util import HAZ_DEMO_MAT\n", "tc_fl = Hazard('TC')\n", "tc_fl.read_mat(HAZ_DEMO_MAT, 'Historic and synthetic tropical cyclones in Florida from 1851 to 2011.')\n", "tc_fl.plot_intensity('ANDREW') # plot intensity of hurricanes Andrew\n", "print('Two hurricanes called Andrew happened in ', tc_fl.get_event_date('ANDREW'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Impact" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The impact of hazard events over an entity can be computed easily from the previously explained classes. By computing the impact for each event (historical and synthetic), the `Impact` class provides different risk measures, as the expected annual impact per exposure, the probable maximum impact for different return periods and the total average annual impact.\n", "\n", "Let us compute the impact of tropical cyclones over the exposures selected in Florida." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The configurable parameter `MAX_SIZE` controls the maximum matrix size contained in a chunk. You can decrease its value if you are having memory issues when using the `Impact`'s `calc` method. A high value will make the computation fast, but increase the memory use. The configuration file is located at `climada_python/climada/conf/defaults.conf`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:35,127 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2019-06-18 17:43:35,167 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "Expected average annual impact: 6.512e+09 USD\n", "2019-06-18 17:43:35,223 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-06-18 17:43:35,224 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-18 17:43:35,224 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-18 17:43:35,225 - climada.entity.exposures.base - INFO - Setting if_ to default impact functions ids 1.\n", "2019-06-18 17:43:35,227 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-18 17:43:35,228 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-18 17:43:35,229 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-18 17:43:35,229 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-18 17:43:35,230 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-18 17:43:35,231 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-06-18 17:43:35,232 - climada.entity.exposures.base - INFO - Setting geometry points.\n", "2019-06-18 17:43:35,239 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/anaconda3/envs/climada_up/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:36,200 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import Impact\n", "\n", "imp_fl = Impact()\n", "imp_fl.calc(ent_fl.exposures, ent_fl.impact_funcs, tc_fl)\n", "\n", "freq_curve_fl = imp_fl.calc_freq_curve() # impact exceedence frequency curve\n", "freq_curve_fl.plot();\n", "\n", "print('Expected average annual impact: {:.3e} USD'.format(imp_fl.aai_agg))\n", "\n", "imp_fl.plot_basemap_eai_exposure(buffer=50000.0); # average annual impact at each exposure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save our variables in pickle format using the `save` function. This will save your results in the folder specified in the configuration file. The default folder is a `results` folder which is created in the current path. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:36,605 - climada.util.save - INFO - Created folder /Users/aznarsig/Documents/Python/tutorial/results.\n", "2019-06-18 17:43:36,610 - climada.util.save - INFO - Written file /Users/aznarsig/Documents/Python/tutorial/results/impact_florida.p\n", "Data read: \n" ] } ], "source": [ "from climada.util import save\n", "save('impact_florida.p', imp_fl)\n", "\n", "# Later, the data can be read as follows:\n", "import pickle\n", "import os\n", "abs_path = os.path.join(os.getcwd(), 'results/impact_florida.p') # absolute path\n", "with open(abs_path, 'rb') as f:\n", " data = pickle.load(f)\n", "\n", "print('Data read:', type(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Impact` also has `write_csv()` and `write_excel()` methods to save the impact variables, and `write_sparse_csr()` to save the impact matrix (impact per event and exposure). Use the class doc to get more information about these functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See [Impact](climada_engine_Impact.ipynb) to learn more about impact calculations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Adaptation options appraisal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The adaptation measures defined before can be valued by estimating its cost-benefit ratio. This is done in the class `CostBenefit`.\n", "\n", "Let us suppose that the socioeconomic and climatoligical conditions remain the same in 2040. We then compute the cost and benefit of every adaptation measure as follows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:36,622 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,625 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,665 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,667 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,693 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,694 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,721 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,723 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,911 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,914 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,959 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:36,961 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:36,989 - climada.engine.cost_benefit - INFO - Computing cost benefit from years 2018 to 2040.\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "----------------- --------------- ------------------ --------------\n", "Mangroves 1.31177 31.0058 23.6367\n", "Beach nourishment 1.728 24.6898 14.2881\n", "Seawall 8.87878 33.133 3.7317\n", "Building code 9.2 30.3762 3.30177\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 121.505 (USD bn)\n", "Average annual risk: 6.5122 (USD bn)\n", "Residual damage: 2.3001 (USD bn)\n", "-------------------- -------- --------\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import CostBenefit\n", "\n", "cost_ben = CostBenefit()\n", "cost_ben.calc(tc_fl, ent_fl, future_year=2040) # prints costs and benefits\n", "cost_ben.plot_cost_benefit() # plot cost benefit ratio and averted damage of every exposure\n", "cost_ben.plot_event_view() # plot averted damage of each measure for every return period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us now assume that the exposure evolves according to `ENT_DEMO_FUTURE` in 2040 and that the intensity of the hazards increase uniformly due to climate change." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:37,372 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-18 17:43:37,373 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-18 17:43:37,373 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-18 17:43:37,374 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-18 17:43:37,375 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-18 17:43:37,376 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-18 17:43:37,377 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-18 17:43:37,378 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-06-18 17:43:37,390 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,391 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,418 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,420 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,442 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,444 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,466 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,468 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,704 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,706 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,738 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,739 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,766 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2019-06-18 17:43:37,770 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,804 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,806 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,837 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,839 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:37,870 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:37,872 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:38,079 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:38,081 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:38,109 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:38,111 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:38,150 - climada.engine.cost_benefit - INFO - Computing cost benefit from years 2018 to 2040.\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "----------------- --------------- ------------------ --------------\n", "Mangroves 1.31177 80.0097 60.9938\n", "Beach nourishment 1.728 63.3336 36.6514\n", "Seawall 8.87878 164.132 18.4858\n", "Building code 9.2 90.2786 9.81289\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 361.115 (USD bn)\n", "Average annual risk: 34.3977 (USD bn)\n", "Residual damage: -36.6389 (USD bn)\n", "-------------------- -------- --------\n", "2019-06-18 17:43:38,224 - climada.engine.cost_benefit - INFO - Risk at 2018: 6.512e+09\n", "2019-06-18 17:43:38,225 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:38,229 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:38,263 - climada.engine.cost_benefit - INFO - Risk with development at 2040: 1.302e+10\n", "2019-06-18 17:43:38,264 - climada.engine.cost_benefit - INFO - Risk with development and climate change at 2040: 3.440e+10\n", "2019-06-18 17:43:38,281 - climada.engine.cost_benefit - INFO - Current total risk at 2040: 1.215e+11\n", "2019-06-18 17:43:38,282 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-06-18 17:43:38,286 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2019-06-18 17:43:38,322 - climada.engine.cost_benefit - INFO - Total risk with development at 2040: 1.775e+11\n", "2019-06-18 17:43:38,323 - climada.engine.cost_benefit - INFO - Total risk with development and climate change at 2040: 3.611e+11\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import copy\n", "from climada.util.constants import ENT_DEMO_FUTURE\n", "\n", "# future conditions\n", "ent_future = Entity()\n", "ent_future.read_excel(ENT_DEMO_FUTURE)\n", "ent_future.check()\n", "ent_future.exposures.ref_year = 2040\n", "\n", "haz_future = copy.deepcopy(tc_fl)\n", "haz_future.intensity.data += 15 # increase uniformly the intensity\n", "\n", "cost_ben = CostBenefit()\n", "cost_ben.calc(tc_fl, ent_fl, haz_future, ent_future)\n", "cost_ben.plot_cost_benefit() # plot cost benefit ratio and averted damage of every exposure\n", "cost_ben.plot_event_view() # plot averted damage of each measure for every return period\n", "fig, ax = cost_ben.plot_waterfall(tc_fl, ent_fl, haz_future, ent_future) # plot expected annual impact\n", "ax.set_title('Expected Annual Impact in 2015 and 2040')\n", "cost_ben.plot_waterfall_accumulated(tc_fl, ent_fl, haz_future, ent_future) # plot accumulated impact from present to future" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE\n", "\n", "Check what happens when different parameters are changed, such as the `imp_time_depen` and `risk_func` in CostBenefit.calc() (and plot_waterfall(), plot_waterfall_accumulated())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Your case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE:\n", "\n", "1. Build an entity. It might be one from your previous runs in MATLAB. Make sure i'is saved in version > v7.3 if it's a MATLAB file. If it's not, you'll get an error message. Then, you can save it again in MATLAB like that:\n", "`save('file_name.mat','variable_name', '-v7.3')`\n", "\n", "2. Build a hazard. It might also come from a previous run in MATLAB. This file might already contain the centroids. If not, define the centroids as well and use them in your calculations.\n", "\n", "3. Compute the impact.\n", "\n", "4. Visualization. Plot:\n", " * the damage functions for the hazard\n", " * the entity values map\n", " * the strongest event intensity\n", " * the maximum hazard intensity of all the events in Zürich (47.38, 8.54)\n", " * the impact exceedence frequency curve\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Put your code here\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-18 17:43:39,222 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-18 17:43:39,223 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-06-18 17:43:39,223 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-18 17:43:39,224 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-18 17:43:39,225 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-18 17:43:39,227 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-18 17:43:39,228 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-18 17:43:39,229 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-18 17:43:39,231 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-06-18 17:43:39,359 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2019-06-18 17:43:39,594 - climada.hazard.centroids.centr - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2019-06-18 17:43:39,898 - climada.entity.exposures.base - INFO - Matching 6186 exposures with 6331 centroids.\n", "2019-06-18 17:43:40,618 - climada.engine.impact - INFO - Calculating damage for 6186 assets (>0) and 1755 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/anaconda3/envs/climada_up/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "data": { "text/plain": [ "(
,\n", " [])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# SOLUTION: example: winter storms in europe\n", "from climada.util import DATA_DIR\n", "import pandas as pd\n", "from climada.hazard import Hazard\n", "from climada.entity import Exposures, ImpactFuncSet\n", "from climada.engine import Impact\n", "\n", "# Put any absoulte path for your files or set up the configuration variable \"repository\"\n", "FILE_HAZARD = DATA_DIR + '/demo/WS_ERA40.mat' \n", "FILE_ENTITY = DATA_DIR + '/demo/WS_Europe.xls'\n", "\n", "# Define hazard type\n", "HAZ_TYPE = 'WS'\n", "\n", "# 1. Entity: we only need impact functions and exposures to compute the impact\n", "# Exposures\n", "exp_ws_eu = pd.read_excel(FILE_ENTITY)\n", "exp_ws_eu = Exposures(exp_ws_eu)\n", "exp_ws_eu.check()\n", "\n", "# Impact functions\n", "impf_ws_eu = ImpactFuncSet()\n", "impf_ws_eu.read_excel(FILE_ENTITY, 'Impact functions for winter storms in EU.')\n", "\n", "# 2. Hazard\n", "haz_ws_eu = Hazard(HAZ_TYPE)\n", "haz_ws_eu.read_mat(FILE_HAZARD, 'WS EU ERA 40')\n", "\n", "# 3. Impact\n", "imp_ws_eu = Impact()\n", "imp_ws_eu.calc(exp_ws_eu, impf_ws_eu, haz_ws_eu)\n", "\n", "# 4.\n", "# the damage functions for the hazard\n", "impf_ws_eu.plot()\n", "\n", "# the exposures values map\n", "exp_ws_eu.plot_hexbin(pop_name=False)\n", "\n", "# the strongest event\n", "haz_ws_eu.plot_intensity(-1) # might be better to use an other earth projection?\n", "\n", "# the impact exceedence frequency curve\n", "imp_exc_curve = imp_ws_eu.calc_freq_curve()\n", "imp_exc_curve.plot()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }