{ "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", "\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", "\n", "- **Hazard**: meteorological models:\n", "\n", " - TropCyclone: tropical cyclone events\n", "\n", "- **Impact**: impacts of the Hazard and Entity interaction.\n", "\n", "- **CostBenefit**: adaptation options appraisal.\n", "- **Add-ons**: OpenStreetMap and Google Earth Engine routines." ] }, { "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": [ "2020-03-13 16:28:22,664 - 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": [ "2020-03-13 16:28:24,844 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2020-03-13 16:28:24,845 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2020-03-13 16:28:24,845 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2020-03-13 16:28:24,846 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2020-03-13 16:28:24,847 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2020-03-13 16:28:24,847 - climada.entity.exposures.base - INFO - category_id not set.\n", "2020-03-13 16:28:24,849 - climada.entity.exposures.base - INFO - region_id not set.\n", "2020-03-13 16:28:24,850 - 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. To combine your exposure with OpenStreetMap's data see [OSM](climada_entity_openstreetmap.ipynb)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-03-13 16:28:24,858 - climada.util.coordinates - INFO - Setting geometry points.\n", "2020-03-13 16:28:24,870 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:311: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n", "/Users/aznarsig/anaconda3/envs/climada_env/lib/python3.7/site-packages/contextily/tile.py:199: FutureWarning: The url format using 'tileX', 'tileY', 'tileZ' as placeholders is deprecated. Please use '{x}', '{y}', '{z}' instead.\n", " FutureWarning,\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2020-03-13 16:28:26,645 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "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": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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. [TCSurge](climada_hazard_TCSurge.ipynb) implements an approximation on tropical cyclones surges.\n", "[StromEurope](climada_hazard_StormEurope.ipynb) creates a hazard event set for extratropical cylones or winter windstorms in Europe.\n", "\n", "To use satellite images in your models follow the tutorial [Google Earth Engine](climada_util_earth_engine.ipynb)." ] }, { "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": [ "2020-03-13 16:28:27,630 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/atl_prob.mat\n", "2020-03-13 16:28:27,670 - 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/Documents/Python/climada_python/climada/util/plot.py:311: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\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": [ "2020-03-13 16:28:37,505 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2020-03-13 16:28:37,509 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "Expected average annual impact: 6.512e+09 USD\n", "2020-03-13 16:28:37,562 - climada.util.coordinates - INFO - Setting geometry points.\n", "2020-03-13 16:28:37,571 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:311: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2020-03-13 16:28:37,934 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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 and load them with `load`. 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 (see default configuration file `climada/conf/defaults.conf`). However, we recommend to use CLIMADA's writers in `hdf5` or `csv` whenever possible." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-03-13 16:28:38,412 - climada.util.save - INFO - Written file /Users/aznarsig/Documents/Python/climada_python/doc/tutorial/results/impact_florida.p\n", "Data read: \n" ] } ], "source": [ "import os\n", "from climada.util import save, load\n", "save('impact_florida.p', imp_fl)\n", "\n", "# Later, the data can be read as follows:\n", "abs_path = os.path.join(os.getcwd(), 'results/impact_florida.p') # absolute path\n", "data = load(abs_path)\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": [ "2020-03-13 16:28:38,423 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,425 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,453 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,455 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,485 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,487 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,521 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,523 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,573 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,574 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,603 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:38,604 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:38,633 - 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 risk: 2.3001 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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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": [ "2020-03-13 16:28:39,015 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2020-03-13 16:28:39,015 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2020-03-13 16:28:39,016 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2020-03-13 16:28:39,017 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2020-03-13 16:28:39,017 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2020-03-13 16:28:39,018 - climada.entity.exposures.base - INFO - category_id not set.\n", "2020-03-13 16:28:39,019 - climada.entity.exposures.base - INFO - region_id not set.\n", "2020-03-13 16:28:39,020 - climada.entity.exposures.base - INFO - geometry not set.\n", "2020-03-13 16:28:39,033 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,034 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,058 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,059 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,086 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,087 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,114 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,115 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,168 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,169 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,197 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,199 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,231 - climada.entity.exposures.base - INFO - Matching 50 exposures with 100 centroids.\n", "2020-03-13 16:28:39,235 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,261 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,264 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,300 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,301 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,331 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,333 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,385 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,387 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,413 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,415 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,449 - 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 risk: -36.6389 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n", "2020-03-13 16:28:39,499 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,500 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,525 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,527 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,561 - climada.engine.cost_benefit - INFO - Risk at 2018: 6.512e+09\n", "2020-03-13 16:28:39,561 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,563 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,589 - climada.engine.cost_benefit - INFO - Risk with development at 2040: 1.302e+10\n", "2020-03-13 16:28:39,590 - climada.engine.cost_benefit - INFO - Risk with development and climate change at 2040: 3.440e+10\n", "2020-03-13 16:28:39,600 - climada.engine.cost_benefit - INFO - Current total risk at 2040: 1.215e+11\n", "2020-03-13 16:28:39,601 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2020-03-13 16:28:39,604 - climada.engine.impact - INFO - Calculating damage for 50 assets (>0) and 14450 events.\n", "2020-03-13 16:28:39,630 - climada.engine.cost_benefit - INFO - Total risk with development at 2040: 1.775e+11\n", "2020-03-13 16:28:39,632 - climada.engine.cost_benefit - INFO - Total risk with development and climate change at 2040: 3.611e+11\n", "2020-03-13 16:28:39,653 - climada.engine.cost_benefit - INFO - Combining measures ['Mangroves', 'Beach nourishment', 'Seawall', 'Building code']\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "--------- --------------- ------------------ --------------\n", "combine 21.1185 262.731 12.4408\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 361.115 (USD bn)\n", "Average annual risk: 34.3977 (USD bn)\n", "Residual risk: 98.3835 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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, save_imp=True)\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", "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", "ax = cost_ben.plot_waterfall_accumulated(tc_fl, ent_fl, ent_future) # plot accumulated impact from present to future\n", "cost_ben.plot_arrow_averted(ax, accumulate=True, combine=True, disc_rates=ent_fl.disc_rates) # plot total averted damages" ] }, { "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": [ "2020-03-13 16:28:40,338 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2020-03-13 16:28:40,338 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2020-03-13 16:28:40,339 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2020-03-13 16:28:40,339 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2020-03-13 16:28:40,340 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2020-03-13 16:28:40,341 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2020-03-13 16:28:40,341 - climada.entity.exposures.base - INFO - category_id not set.\n", "2020-03-13 16:28:40,342 - climada.entity.exposures.base - INFO - region_id not set.\n", "2020-03-13 16:28:40,343 - climada.entity.exposures.base - INFO - geometry not set.\n", "2020-03-13 16:28:40,452 - climada.hazard.base - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2020-03-13 16:28:40,652 - climada.hazard.centroids.centr - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/WS_ERA40.mat\n", "2020-03-13 16:28:40,938 - climada.entity.exposures.base - INFO - Matching 6186 exposures with 6331 centroids.\n", "2020-03-13 16:28:41,566 - climada.engine.impact - INFO - Calculating damage for 6186 assets (>0) and 1755 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:311: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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": 4 }