{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CLIMADA overview\n", "\n", "## Contents\n", "\n", "- [Introduction](#Introduction)\n", " - [What is CLIMADA?](#What-is-CLIMADA)\n", " - [This tutorial](#This-tutorial)\n", " - [Resources beyond this tutorial](#Resources-beyond-this-tutorial)\n", "- [CLIMADA features](#CLIMADA-features)\n", " - [CLIMADA classes](#CLIMADA-classes)\n", "- [Tutorial: an example risk assessment](#Tutorial--an-example-risk-assessment)\n", " - [Hazard](#Hazard)\n", " - [Storm tracks](#Storm-tracks)\n", " - [Centroids](#Centroids)\n", " - [Hazard footprint](#Hazard-footprint)\n", " - [Entity](#Entity)\n", " - [Exposures](#Exposures)\n", " - [Impact functions](#Impact-functions)\n", " - [Adaptation measures](#Adaptation-measures)\n", " - [Discount rates](#Discount-rates)\n", " - [Engine](#Engine)\n", " - [Impact](#Impact)\n", " - [Adaptation options appraisal](#Adaptation-options-appraisal)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "### What is CLIMADA?\n", "\n", "CLIMADA is a fully probabilistic climate risk assessment tool. It provides a framework for users to combine exposure, hazard and vulnerability or impact data to calculate risk. Users can create probabilistic impact data from event sets, look at how climate change affects these impacts, and see how effectively adaptation measures can change them. CLIMADA also allows for studies of individual events, historical event sets and forecasts.\n", "\n", "The model is a highly customisable, meaning that users can work with out-of-the-box data provided for different hazards, population and economic exposure, or can provide their own data for part or all of the analysis. The pre-packaged data make CLIMADA particularly useful for users who focus on just one element of risk, since CLIMADA can 'fill in the gaps' for hazard, exposure or vulnerability in the rest of the analysis.\n", "\n", "The model core is designed to give as much flexibility as possible when describing the elements of risk, meaning that CLIMADA isn't limited to particular hazards, exposure types or impacts. We love to see the model applied to new problems and contexts.\n", "\n", "CLIMADA provides classes, methods and data for exposure, hazard and impact functions (also called vulnerability functions), plus a financial model and a framework to analyse adaptation measures. Additional classes and data for common uses, such as economic exposures or tropical storms. Tutorials for every class are available: see the [CLIMADA features](#CLIMADA-features) section below.\n", "\n", "\n", "### This tutorial\n", "\n", "This tutorial is for people new to CLIMADA who want to get a high level understanding of the model and work through an example risk analysis. It will list the current features of the model, and go through a complete CLIMADA analysis to give an idea of how the model works. Other tutorials go into more detail about different model components and individual hazards.\n", "\n", "### Resources beyond this tutorial\n", "\n", "- [Installation guide](https://climada-python.readthedocs.io/en/stable/guide/introduction.html) - go here if you've not installed the model yet\n", "- [CLIMADA Read the Docs home page](https://climada-python.readthedocs.io) - for all other documentation\n", "- [List of CLIMADA's features and associated tutorials](#CLIMADA-features)\n", "- [CLIMADA GitHub develop branch documentation](https://github.com/CLIMADA-project/climada_python/tree/develop/doc) for the very latest versions of code and documentation\n", "- [CLIMADA paper GitHub repository](https://github.com/CLIMADA-project/climada_papers) - for publications using CLIMADA\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CLIMADA features\n", "\n", "A risk analysis with CLIMADA can include\n", "\n", "1. the statistical risk to your exposure from a set of events,\n", "2. how it changes under climate change, and\n", "3. a cost-benefit analysis of adaptation measures.\n", "\n", "CLIMADA is flexible: the \"statistical risk\" above could be describing the annual expected insured flood losses to a property portfolio, the number of people displaced by an ensemble of typhoon forecasts, the annual disruption to a railway network from landslides, or changes to crop yields.\n", "\n", "Users from risk-analysis backgrounds will be familiar with describing the impact of events by combining exposure, hazard and an impact function (or vulnerability curve) that combines the two to describe a hazard's effects. A CLIMADA analysis uses the same approach but wraps the exposures and their impact functions into a single `Entity` class, along with discount rates and adaptation options (see the below tutorials for more on CLIMADA's financial model).\n", "\n", "CLIMADA's `Impact` object is used to analyse events and event sets, whether this is the impact of a single wildfire, or the global economic risk from tropical cyclones in 2100.\n", "\n", "### CLIMADA classes\n", "\n", "This is a full directory of tutorials for CLIMADA's classes to use as a reference. You don't need to read all this to do this tutorial, but it may be useful to refer back to.\n", "\n", "- [**Hazard**](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_Hazard.html): a class that stores sets of geographic hazard footprints, (e.g. for wind speed, water depth and fraction, drought index), and metadata including event frequency. Several predefined extensions to create particular hazards from particular datasets and models are included with CLIMADA:\n", " - [Tropical cyclone wind](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_TropCyclone.html): global hazard sets for tropical cyclone events, constructing statistical wind fields from storm tracks. Subclasses include methods and data to calculate historical wind footprints, create forecast enembles from ECMWF tracks, and create climatological event sets for different climate scenarios.\n", " - [Storm surge](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_TCSurgeGeoClaw.html): (under development) global surge hazard for tropical storms. Runs the GeoClaw surge model to create and plot hazard from tropical storm tracks\n", " - [European windstorms](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_StormEurope.html): includes methods to read and plot footprints from the Copernicus WISC dataset and for DWD and ICON forecasts.\n", " - [River flooding](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_RiverFlood.html): global water depth hazard for flood, including methods to work with ISIMIP simulations.\n", " - [Crop modelling](https://climada-python.readthedocs.io/en/latest/tutorial/climada_hazard_entity_Crop.html): combines ISIMIP crop simulations and UN Food and Agrigultre Organization data. The module uses crop production as exposure, with hydrometeorological 'hazard' increasing or decreasing production. \n", " - Wildfire (global): tutorial under development\n", " - Drought (global): tutorial under development\n", "\n", "- [**Entity**](#Entity): this is a container that groups CLIMADA's socio-economic models. It's is where the Exposures and Impact Functions are stored, which can then be combined with a hazard for a risk analysis (using the Engine's Impact class). It is also where Discount Rates and Measure Sets are stored, which are used in adaptation cost-benefit analyses (using the Engine's CostBenefit class):\n", " - [Exposures](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_Exposures.html): geolocated exposures. Each exposure is associated with a value (which can be a dollar value, population, crop yield, etc), information to associate it with impact functions for the relevant hazard(s) (in the Entity's ImpactFuncSet), a geometry, and other optional properties such as deductables and cover. Exposures can be loaded from a file, specified by the user, or created from regional economic models accessible within CLIMADA, for example: \n", " - [LitPop](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_LitPop.html): regional economic model using nightlight and population maps together with several economic indicators\n", " - [BlackMarble](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_BlackMarble.html): regional economic model from nightlight intensities and economic indicators (GDP, income group). Largely succeeded by LitPop.\n", " - [OpenStreetMap](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_openstreetmap.html): methods to create exposures from data available through the OpenStreetMap API \n", " - [ImpactFuncSet](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_ImpactFuncSet.html): functions to describe the impacts that hazards have on exposures, expressed in terms of e.g. the % dollar value of a building lost as a function of water depth, or the mortality rate for over-70s as a function of temperature. CLIMADA provides some common impact functions, or they can be user-specified. The following is an incomplete list:\n", " - ImpactFunc: a basic adjustable impact function, specified by the user\n", " - IFTropCyclone: impact functions for tropical cyclone winds\n", " - IFRiverFlood: impact functions for river floods\n", " - IFStormEurope: impact functions for European windstorms \n", " - [DiscRates](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_DiscRates.html): discount rates per year\n", " - [MeasureSet](https://climada-python.readthedocs.io/en/latest/tutorial/climada_entity_MeasureSet.html): a collection of Measure objects that together describe any adaptation measures being modelled. Adaptation measures are described by their cost, and how they modify exposure, hazard, and impact functions (and have have a method to do these things). Measures also include risk transfer options.\n", " \n", "- [**Engine**](https://climada-python.readthedocs.io/en/latest/tutorial/climada_engine_Impact.html): the CLIMADA Engine contains the Impact and CostBenefit classes, which are where the main model calculations are done, combining Hazard and Entity objects.\n", " - [Impact](https://climada-python.readthedocs.io/en/latest/tutorial/climada_engine_Impact.html): a class that stores CLIMADA's modelled impacts and the methods to calculate them from Exposure, Impact Function and Hazard classes. The calculations include average annual impact, expected annual impact by exposure item, total impact by event, and (optionally) the impact of each event on each exposure point. Includes statistical and plotting routines for common analysis products.\n", " - [CostBenefit](https://climada-python.readthedocs.io/en/stable/tutorial/1_main_climada.html#Adaptation-options-appraisal): a class to appraise adaptation options. It uses an Entity's MeasureSet to calculate new Impacts based on their adjustments to hazard, exposure, and impact functions, and returns statistics and plotting routines to express cost-benefit comparisons.\n", "\n", "This list will be updated periodically along with new CLIMADA releases. To see the latest, development version of all tutorials, see the [tutorials page on the CLIMADA GitHub](https://github.com/CLIMADA-project/climada_python/tree/develop/doc/tutorial)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial: an example risk assessment\n", "\n", "This example will work through a risk assessment for tropical storm wind in Puerto Rico, constructing hazard, exposure and vulnerability and combining them to create an Impact object. Everything you need for this is included in the main CLIMADA installation and additional data will be downloaded by the scripts as required." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hazard\n", "\n", "Hazards are characterized by their frequency of occurrence and the geographical distribution of their intensity. The `Hazard` class collects events of the same hazard type (e.g. tropical cyclone, flood, drought, ...) with intensity values over the same geographic centroids. They might be historical events or synthetic.\n", "\n", "See the [Hazard tutorial](climada_hazard_Hazard.ipynb) to learn about the Hazard class in more detail, and the [CLIMADA features](#CLIMADA-features) section of this document to explore tutorials for different hazards, including\n", "[tropical cyclones](climada_hazard_TropCyclone.ipynb), as used here.\n", "\n", "Tropical cyclones in CLIMADA and the `TropCyclone` class work like any hazard, storing each event's wind speeds at the geographic centroids specified for the class. Pre-calculated hazards can be loaded from files (see the [full Hazard tutorial](climada_hazard_Hazard.ipynb), but they can also be modelled from a storm track using the `TCTracks` class, based on a storm's parameters at each time step. This is how we'll construct the hazards for our example.\n", "\n", "So before we create the hazard, we will create our storm tracks and define the geographic centroids for the locations we want to calculate hazard at.\n", "\n", "### Storm tracks\n", "\n", "Storm tracks are created and stored in a separate class, `TCTracks`. We use its method `read_ibtracs_netcdf` to create the tracks from the [IBTRaCS](https://www.ncdc.noaa.gov/ibtracs/) storm tracks archive. The first time this runs on your machine it will need to download the full dataset which might take a little time. See the [full TropCyclone tutorial](climada_hazard_TropCyclone.ipynb) for more detail and troubleshooting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:57:05,661 - climada.hazard.tc_tracks - WARNING - 57 storm events are discarded because no valid wind/pressure values have been found: 1980199N31284, 1980200N25270, 1980204N23287, 1980226N15339, 1980238N16328, ...\n", "2021-04-01 13:57:06,854 - climada.hazard.tc_tracks - INFO - Progress: 10%\n", "2021-04-01 13:57:07,847 - climada.hazard.tc_tracks - INFO - Progress: 20%\n", "2021-04-01 13:57:08,833 - climada.hazard.tc_tracks - INFO - Progress: 30%\n", "2021-04-01 13:57:09,823 - climada.hazard.tc_tracks - INFO - Progress: 40%\n", "2021-04-01 13:57:10,807 - climada.hazard.tc_tracks - INFO - Progress: 50%\n", "2021-04-01 13:57:11,860 - climada.hazard.tc_tracks - INFO - Progress: 60%\n", "2021-04-01 13:57:12,893 - climada.hazard.tc_tracks - INFO - Progress: 70%\n", "2021-04-01 13:57:13,896 - climada.hazard.tc_tracks - INFO - Progress: 81%\n", "2021-04-01 13:57:14,946 - climada.hazard.tc_tracks - INFO - Progress: 91%\n", "2021-04-01 13:57:15,748 - climada.hazard.tc_tracks - INFO - Progress: 100%\n" ] } ], "source": [ "import numpy as np\n", "from climada.hazard import TCTracks\n", "\n", "tracks = TCTracks()\n", "tracks.read_ibtracs_netcdf(provider='usa', basin='NA')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will load all historical tracks in the North Atlantic into the `tracks` object (since we set `basin='NA'`). The `TCTracks.plot` method will plot the downloaded tracks, though there are too many for the plot to be very useful:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "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": [ "tracks.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's also worth adding additional time steps to the tracks (though this can be memory intensive!). Most tracks are reported at 3-hourly intervals (plus a frame at landfall). Event footprints are calculated as the maximum wind from any time step. For a fast-moving storm these combined three-hourly footprints give quite a rough event footprint, and it's worth adding extra frames to smooth the footprint artificially (try running this notebook with and without this interpolation to see the effect): " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:57:49,457 - climada.hazard.tc_tracks - INFO - Interpolating 543 tracks to 0.5h time steps.\n" ] } ], "source": [ "tracks.equal_timestep(time_step_h=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, irresponsibly for a risk analysis, we're only going to use these historical events: they're enough to demonstrate CLIMADA in action. A proper risk analysis would expand it to include enough events for a statistically robust climatology. See the [full TropCyclone tutorial](climada_hazard_TropCyclone.ipynb) for CLIMADA's stochastic event generation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Centroids\n", "\n", "A hazard's centroids can be any set of locations where we want the hazard to be evaluated. This could be the same as the locations of your exposure, though commonly it is on a regular lat-lon grid (with hazard being imputed to exposure between grid points).\n", "\n", "Here we'll set the centroids as a 0.1 degree grid covering Puerto Rico. Centroids are defined by a `Centroids` class, which has the `set_raster_from_pnt_bounds` method for generating regular grids and a `plot` method to inspect the centroids." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard import Centroids\n", "\n", "min_lat, max_lat, min_lon, max_lon = 17.5, 19.0, -68.0, -65.0\n", "cent = Centroids()\n", "cent.set_raster_from_pnt_bounds((min_lon, min_lat, max_lon, max_lat), res=0.05)\n", "cent.check()\n", "cent.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Almost every class in CLIMADA has a `check()` method, as used above. This verifies that the necessary data for an objet is correctly provided and logs the optional variables that are not present. It is always worth running it after filling an instance of an object.\n", "\n", "### Hazard footprint\n", "\n", "Now we're ready to create our hazard object. This will be a `TropCyclone` class, which inherits from the `Hazard` class, and has the `set_from_tracks` method to create hazard from a `TCTracks` object at given centroids." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:06,255 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:07,151 - climada.util.coordinates - INFO - dist_to_coast: UTM 32619 (1/2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n", "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:07,884 - climada.util.coordinates - INFO - dist_to_coast: UTM 32620 (2/2)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n", "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:08,383 - climada.hazard.trop_cyclone - INFO - Mapping 543 tracks to 1891 coastal centroids.\n", "2021-04-01 13:58:10,412 - climada.hazard.trop_cyclone - INFO - Progress: 10%\n", "2021-04-01 13:58:11,935 - climada.hazard.trop_cyclone - INFO - Progress: 20%\n", "2021-04-01 13:58:13,203 - climada.hazard.trop_cyclone - INFO - Progress: 30%\n", "2021-04-01 13:58:15,444 - climada.hazard.trop_cyclone - INFO - Progress: 40%\n", "2021-04-01 13:58:16,731 - climada.hazard.trop_cyclone - INFO - Progress: 50%\n", "2021-04-01 13:58:18,419 - climada.hazard.trop_cyclone - INFO - Progress: 60%\n", "2021-04-01 13:58:20,209 - climada.hazard.trop_cyclone - INFO - Progress: 70%\n", "2021-04-01 13:58:21,976 - climada.hazard.trop_cyclone - INFO - Progress: 81%\n", "2021-04-01 13:58:23,778 - climada.hazard.trop_cyclone - INFO - Progress: 91%\n", "2021-04-01 13:58:25,569 - climada.hazard.trop_cyclone - INFO - Progress: 100%\n" ] } ], "source": [ "from climada.hazard import TropCyclone\n", "\n", "haz = TropCyclone()\n", "haz.set_from_tracks(tracks, cent)\n", "haz.check()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In 2017 Hurricane Maria devastated Puerto Rico. In the IBTRaCs event set, it has ID `2017260N12310` (we use this rather than the name, as IBTRaCS contains three North Atlantic storms called Maria). We can plot the track:" ] }, { "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": [ "tracks.subset({\"sid\": \"2017260N12310\"}).plot() # This is how we subset a TCTracks object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the hazard on our centroids for Puerto Rico:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "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": [ "haz.plot_intensity(event='2017260N12310')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A Hazard object also lets us plot the hazard at different return periods. The IBTRaCS archive produces footprints from 1980 onwards (CLIMADA discarded earlier events) and so the historical period is short. Therefore these plots don't make sense as 'real' return periods, but we're being irresponsible and demonstrating the functionality anyway." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:31,755 - climada.hazard.base - WARNING - Return period 40.0 exceeds max. event return period.\n", "2021-04-01 13:58:31,757 - climada.hazard.base - INFO - Computing exceedance intenstiy map for return periods: [ 5 10 20 40]\n" ] }, { "data": { "text/plain": [ "(array([[,\n", " ],\n", " [,\n", " ]],\n", " dtype=object),\n", " array([[24.67411181, 24.82109692, 24.98683063, ..., 29.29464182,\n", " 29.67756411, 29.9150518 ],\n", " [31.69842124, 31.8197121 , 31.96135634, ..., 42.21941388,\n", " 43.0336463 , 43.2747222 ],\n", " [38.72273067, 38.81832728, 38.93588204, ..., 55.14418595,\n", " 56.38972848, 56.63439259],\n", " [45.7470401 , 45.81694246, 45.91040775, ..., 68.06895802,\n", " 69.74581066, 69.99406298]]))" ] }, "execution_count": 8, "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": [ "haz.plot_rp_intensity(return_periods=(5,10,20,40))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the [TropCyclone tutorial](climada_hazard_TropCyclone.ipynb) for full details of the TropCyclone hazard class.\n", "\n", "We can also recalculate event sets to reflect the effects of climate change. The `set_climate_scenario_knu` method applies changes in intensity and frequency projected due to climate change, as described in 'Global projections of intense tropical cyclone activity for the late twenty-first century from dynamical downscaling of CMIP5/RCP4.5 scenarios' (Knutson _et al._ 2015). See the [tutorial](climada_hazard_TropCyclone.ipynb) for details.\n", "\n", ">**Exercise:** Extend this notebook's analysis to examine the effects of climate change in Puerto Rico. You'll need to extend the historical event set with stochastic tracks to create a robust statistical storm climatology - the `TCTracks` class has the functionality to do this. Then you can apply the `set_climate_scenario_knu` method to the generated hazard object to create a second hazard climatology representing storm activity under climate change. See how the results change using the different hazard sets.\n", "\n", "Next we'll work on exposure and vulnerability, part of the Entity class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Entity\n", "\n", "The entity class is a container class that stores exposures and impact functions (vulnerability curves) needed for a risk calculation, and the discount rates and adaptation measures for an adaptation cost-benefit analysis.\n", "\n", "As with Hazard objects, Entities can be read from files or created through code. The Excel template can be found in `climada_python/data/system/entity_template.xlsx`.\n", "\n", "In this tutorial we will create an Exposure object using the LitPop economic exposure module, and load a pre-defined wind damage function.\n", "\n", "First we create an empty Entity object:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:36,963 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-04-01 13:58:36,964 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-04-01 13:58:36,966 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-04-01 13:58:36,966 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-04-01 13:58:36,968 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:219: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf.crs = self.meta['crs']\n" ] } ], "source": [ "from climada.entity import Entity\n", "\n", "ent = Entity()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exposures\n", "\n", "The `Entity`'s `exposures` attribute contains geolocalized values of anything exposed to the hazard, whether monetary values of assets or number of human lifes, for example. It is of type `Exposures`. \n", "\n", "See the [Exposures tutorial](climada_entity_Exposures.ipynb) for more detail on the structure of the class, and how to create and import exposures. The [LitPop tutorial](climada_entity_LitPop.ipynb) explains how CLIMADA models economic exposures using night-time light and economic data, and is what we'll use here. To combine your exposure with OpenStreetMap's data see the [OSM tutorial](climada_entity_openstreetmap.ipynb).\n", "\n", "LitPop is a module that allows CLIMADA to estimate exposed populations and economic assets at any point on the planet without additional information, and in a globally consistent way. Here we can create an economic Exposure dataset for Puerto Rico, add it to our Entity, and plot it:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:58:37,007 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-04-01 13:58:37,009 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-04-01 13:58:37,009 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-04-01 13:58:37,010 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-04-01 13:58:37,012 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-04-01 13:58:38,631 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 120 arcsec.\n", "2021-04-01 13:58:57,017 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2021-04-01 13:58:57,018 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n", "2021-04-01 13:59:11,407 - climada.util.finance - WARNING - No data available for country. Using non-financial wealth instead\n", "2021-04-01 13:59:12,191 - climada.util.finance - INFO - GDP PRI 2016: 1.043e+11.\n", "2021-04-01 13:59:12,201 - climada.util.finance - WARNING - No data for country, using mean factor.\n", "2021-04-01 13:59:12,365 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-04-01 13:59:12,366 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-04-01 13:59:12,368 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-04-01 13:59:12,368 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-04-01 13:59:12,370 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-04-01 13:59:12,388 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-04-01 13:59:12,391 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 35 s\n", "2021-04-01 13:59:12,392 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-04-01 13:59:12,393 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-04-01 13:59:12,393 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-04-01 13:59:12,394 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-04-01 13:59:12,395 - climada.entity.exposures.base - INFO - geometry not set.\n", "2021-04-01 13:59:12,396 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-04-01 13:59:12,403 - climada.util.coordinates - INFO - Setting geometry points.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:219: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf.crs = self.meta['crs']\n", "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:752: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " exp.gdf = GeoDataFrame(\n", "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\geopandas\\geodataframe.py:167: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " super(GeoDataFrame, self).__setattr__(attr, val)\n", "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:188: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf = GeoDataFrame(*args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "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": [ "from climada.entity.exposures import LitPop\n", "\n", "exp_litpop = LitPop()\n", "exp_litpop.set_country('Puerto Rico', res_arcsec = 120) # We'll go lower resolution than default to keep it simple\n", "exp_litpop.set_geometry_points() # Set geodataframe geometries from lat lon data\n", "\n", "ent.exposures = exp_litpop\n", "\n", "exp_litpop.plot_hexbin(pop_name=True, linewidth=4, buffer=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LitPop's default exposure is measured in US Dollars, with a reference year depending on the most recent data available.\n", "\n", "Once we've created our impact function we will come back to this Exposure and give it the parameters needed to connect exposure to impacts. \n", "\n", "### Impact functions\n", "\n", "Impact functions describe a relationship between a hazard's intensity and your exposure in terms of a percentage loss. The impact is described through two terms. The Mean Degree of Damage (MDD) gives the percentage of an exposed asset's numerical value that's affected as a function of intensity, such as the damage to a building from wind in terms of its total worth. Then the Proportion of Assets Affected (PAA) gives the fraction of exposures that are affected, such as the mortality rate in a population from a heatwave. These multiply to give the Mean Damage Ratio (MDR), the average impact to an asset.\n", "\n", "Impact functions are stored as the Entity's `impact_funcs` attribute, in an instance of the `ImpactFuncSet` class which groups one or more `ImpactFunc` objects. They can be specified manually, read from a file, or you can use CLIMADA's pre-defined impact functions. We'll use a pre-defined function for tropical storm wind damage stored in the `IFTropCyclone` class. \n", "\n", "See the [Impact Functions tutorial](climada_entity_ImpactFuncSet.ipynb) for a full guide to the class, including how data are stored and reading and writing to files.\n", "\n", "We initialise an Impact Function with the `IFTropCyclone` class, and use its `set_emanuel_usa` method to load the Emanuel (2011) impact function. (The class also contains regional impact functions for the full globe, but we'll won't use these for now.) The class's `plot` method visualises the function, which we can see is expressed just through the Mean Degree of Damage, with all assets affected." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.entity.impact_funcs import ImpactFuncSet, IFTropCyclone\n", "\n", "imp_fun = IFTropCyclone()\n", "imp_fun.set_emanuel_usa()\n", "imp_fun.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot title also includes information about the function's ID, which were also set by the `set_emanuel_usa` method. The hazard is \"TC\" and the function ID is 1. Since a study might use several impact functions - for different hazards, or for different types of exposure.\n", "\n", "We then create an `ImpactFuncSet` object to store the impact function. This is a container class, and groups a study's impact functions together. Studies will often have several impact functions, due to multiple hazards, multiple types of exposure that are impacted differently, or different adaptation scenarios. We add it to our Entity object." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "imp_fun_set = ImpactFuncSet()\n", "imp_fun_set.append(imp_fun)\n", "\n", "ent.impact_funcs = imp_fun_set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can update our LitPop exposure to point to the TC 1 impact function. This is done by adding a column to the exposure:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:14,328 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-04-01 13:59:14,329 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-04-01 13:59:14,330 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-04-01 13:59:14,331 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-04-01 13:59:14,332 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-04-01 13:59:14,333 - climada.entity.impact_funcs.base - WARNING - For intensity = 0, mdd != 0 or paa != 0. Consider shifting the origin of the intensity scale. In impact.calc the impact is always null at intensity = 0.\n" ] } ], "source": [ "ent.exposures.gdf['if_TC'] = 1\n", "ent.check()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the `if_TC` column tells the CLIMADA engine that for a tropical cyclone (TC) hazard, it should use the first impact function defined for TCs. We use the same impact function for all of our exposure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is now everything we need for a risk analysis, but while we're working on the Entity class, we can define the adaptation measures and discount rates needed for an adaptation analysis. If you're not interested in the cost-benefit analysis, you can skip ahead to the [Impact section](#Impact)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adaptation measures\n", "\n", "CLIMADA's adaptation measures describe possible interventions that would change event hazards and impacts, and the cost of these interventions.\n", "\n", "They are stored as `Measure` objects within a `MeasureSet` container class (similarly to `ImpactFuncSet` containing several `ImpactFunc`s), and are assigned to the `measures` attribute of the Entity.\n", "\n", "See the [Adaptation Measures tutorial](climada_entity_MeasureSet.ipynb) on how to create, read and write measures. CLIMADA doesn't yet have pre-defined adaptation measures, mostly because they are hard to standardise.\n", "\n", "The best way to understand an adaptation measure is by an example. Here's a possible measure for the creation of coastal mangroves (ignore the exact numbers, they are just for illustration):" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from climada.entity import Measure, MeasureSet\n", "\n", "meas_mangrove = Measure()\n", "meas_mangrove.name = 'Mangrove'\n", "meas_mangrove.haz_type = 'TC'\n", "meas_mangrove.color_rgb = np.array([0.2, 0.2, 0.7])\n", "meas_mangrove.cost = 500000000\n", "meas_mangrove.mdd_impact = (1, 0)\n", "meas_mangrove.paa_impact = (1, -0.15)\n", "meas_mangrove.hazard_inten_imp = (1, -10)\n", "\n", "meas_set = MeasureSet()\n", "meas_set.append(meas_mangrove)\n", "meas_set.check()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What values have we set here?\n", "- The `haz_type` gives the hazard that this measure affects.\n", "- The `cost` is a flat price that will be used in cost-benefit analyses.\n", "- The `mdd_impact`, `paa_impact`, and `hazard_inten_imp` attributes are all tuples that describes a linear transformation to event hazard, the impact function's mean damage degree and the impact function's proportion of assets affected. The tuple `(a, b)` describes a scalar multiplication of the function and a constant to add. So `(1, 0)` is unchanged, `(1.1, 0)` increases values by 10%, and `(1, -10)` decreases all values by 10.\n", "\n", "So the Mangrove example above costs 50,000,000 USD, protects 15% of assets from any impact at all (`paa_impact = (1, -0.15)`) and decreases the (effective) hazard intensity by 10 m/s (`hazard_inten_imp = (1, -10)`.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can apply these measures to our existing Exposure, Hazard and Impact functions, and plot the old and new impact functions:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'TC: Modified impact function')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pj1GwYBjPPDOdU6d+ZfLkh9ykkTd5McaxC7hZRIrgdFU1A9YAp4CewBvu79kexGaMyeOWLt3OQw8NY9u2e0lKakyLFo/Trl1b+vVrkKvuF+UlL8Y4VonIdGAdkASsx+l6KgZME5HeOMnlrpyOzRiTd23ZcoiuXV8jJmY0kI/bbovko48aU7NmOBDudXi5iidnVanqS8BLqWafxml9GGNMjomLg3vueY+vvhoMnKRmzQeZMOFl6tev5HVouZYXYxzGGOO5hIQkPvwwmWuuga++SqBChcbMmfMTmzf/25LGJVjiMMbkKcnJyvPPz6ZkyRvo128S1arB0qXPEBs7m7Zta3kdXkCwxGGMyTM+/HAFpUo1ZNiwDkAyQ4aEsXw5NGxog96ZYTc5NMYEvc2bITr6KbZtG0G+fBXo3n0MH33Um0KF7BB4OexdM8YErZiYWN59twT/+U9RQkMb06xZGSZNepLy5fPwRRjZwLqqjDFBJyEhiTZt3qRevWsYP/4dHnkEdu5sx3ffDbakkQ2sxWGMCSpTp8bwwAO9iY9fR4UK7Zk48V6aNvU6quBiLQ5jTFBISIA2bcbStWt9Tp/ey1NPfc7evV/QtOnVXocWdKzFYYwJeEuXJtO3bz62bLmJ6tV7Mn/+8KB52l5uZC0OY0zA2rPnOHXqPEqjRr05fRoWLKjLr79+bEnDzyxxGGMC0ssvz6VatevZuPEDIiNLsmFDMnfc4XVUeYMlDmNMQNm8+RDVqnXnlVeiyZ+/BP/+9wrWrx9J8eJ2OMsp9k4bYwKCKkyaBLfeepqdO7+lUaOXOHhwHX363Ox1aHmOJQ5jTK63atVuatQYQvfuSo0alfjhh99ZvPhlihcv6HVoeZIlDmNMrvbIIxO5+ebr+e23d3juuZ9Zvhz+/vdiXoeVp9npuMaYXOnYsQQaNBjAL798SIkSDfnyy/HcfnuE12EZLHEYY3Kh7duhXr27+fPPL7nppn+yePFrdkPCXMS6qowxucrs2UpUFJw9+xzPPz+blSvfsKSRy9hfwxiTKyQkJNGo0Qv88EMIUVGvM336bURYz1SuZC0OY4zn1q3bxxVXNOWHH96kVq1jLFumljRyMUscxhhPvf32IurXr8fx42t5+OEJ/PzzaAoXtify5WbWVWWM8URyMgwefJBhw6IJDa3C558vol07e+Z3ILDEYYzJcbt3x/HQQ0WYPz+Mpk1nM3HizVSoYNdmBArrqjLG5KhPPvmBiIjrWLBgCh98AN9919ySRoCxxGGMyRHJycpdd71P7963IZKPTz65hn79QGw4I+BYV5Uxxu8SEpKoV+9RNm8eS/ny0axc+R8iIkp7HZa5TNbiMMb4VVwcNGr0LZs3j+WWWwaxd+9sSxoBzhKHMcZvDhxIplkzWL26Nc88s4oVK14nf3477AS6i3ZViUghIBpoCFwJxAMbgbmq+rP/wzPGBKqlS7fTokUnVMcwY8ZNdOx4o9chmWySbuIQkZeBtsBiYBVwACgE1ADecJPK06q6wf9hGmMCycSJ67j//jaoJjJqVBIdO3odkclOF2txrFbVl9Mpe0dEygNVLmenIlIK+AioDSjwILAFmApUA3YAd6vq0cvZvjHGO8OGLeD55zsTElKG2bMXER19ndchmWyWbmejqs5NPU9EColICbf8gKquucz9/gv4WlWvBeoCm4CBwEJVrQ4sdKeNMQHkxRe/5/nn76RQoav54YfvLWkEqQyPUolIH+AbYK6IvH65O3QTz+3AxwCqmqiqx4D2wHh3sfFAh8vdhzEmZ6nCG2/A0KE3EhHxIlu2LCEq6kqvwzJ+km7iEJG2qWY1V9VGqtoQuDML+7wKOAh8KiLrReQjESkKXKGqsQDu7/LpxNVXRNaIyJqDBw9mIQxjTHZITDzLjTe+xKBBe+nWLYTNm4dQpUpJr8MyfnSxFkddEZktInXd6Q0iMlFEJgBZOaMqPxAFfKCq9YBTZKJbSlXHqmp9Va0fFhaWhTCMMVl15Eg8ERF3sWbNqzRpMp0JEyA01OuojL+lOziuqq+JSAXgVXHuCfAiUAwoksUzqfYAe1R1lTs9HSdx7BeRiqoaKyIVcc7iMsbkUtu2HSEqqh3Hj6+gY8eRzJzZ3+uQTA651BjHKWAAMAoYC3QDfs3KDlX1D2C3iNR0ZzUDfgHmAD3deT2B2VnZjzHGf1at2kOtWrdx/PhqBgyYYkkjj7nYdRyv4QxiFwCmqmo7EWmHMzg+TlU/y8J+Hwcmikgo8DvwAE4SmyYivYFdwF1Z2L4xxk82b4YOHYpy9mwZRo78gP79G3kdkslhF7uOI1pVI8Xpp1oLjFTVOSIyD3g0KztV1RigfhpFzbKyXWOMfy1atJNu3SoApVm37n/ccIPd2jYvulji2CginwGFgSUpM1U1Cec6DGNMHrJw4W+0aNGIAgXuYN26cdSqZUkjr7rY4Ph9IlIHOKOqm3MwJmNMLrNkye+0bNkE1dNMmvQ0tewJr3naxa7juE1Vf0ovaYhICRGp7b/QjDG5wfLlO2nWrAnJyXFMmbKQTp3qeB2S8djFuqo6i8ibwNc4YxwHcW5yeA3QBKgKPO33CI0xntm1S2natBPJycf57LOF3H133UuvZILexbqqnhSR0kAXnDOcKuLcVn0T8KGqLsuZEI0xXti7F5o1EwoU+Ddjx56le/cor0MyucRFn8fh3p323+6PMSaPiImJpWXL2cTH9+O776K4+WavIzK5iT1z3Bhzno0b93PTTc1ITNzFjBl3cvPNlb0OyeQyljiMMeds2nSQ+vWbkZi4k3ffnU+nTpY0zIUueVt1ESmYkXnGmMC2dethoqKac/r0Nt5660sef/x2r0MyuVRGnsfxfQbnGWMC1NGj0LLlEhISfmPYsDk8/XRTr0MyudjF7lVVAagEFBaRekDKZaIlgCI5EJsxJgccPaq0aCHs3duJCRNupXv3Cl6HZHK5i41xtAR6AeHA2/yVOI4Dz/s3LGNMTtiz5zi1arUnLm4Qs2a1IDrakoa5tItdxzEeGC8inVV1Rg7GZIzJAQcOnKJWrdacOPEDAwfGEx3tdUQmUGRkjONvIlIqZUJESru3XDfGBKiEhCRq176bEydW8tRTkxk2rL3XIZkAkpHE0VpVj6VMuBcFtvFfSMYYf0pOViIjH+HgwXnce+9o3n67i9chmQCTkcQR4nv6rYgUBux0XGMC1KuvJrNlC9x66wtMnPiQ1+GYAJSRCwAnAAtF5FNAgQeB8X6NyhjjF2PHnuGVVwrQo8eHjBvndTQmUF2yxaGqbwL/B1wHXA8MdecZYwLIa699zUMP1aJBg2189JGQL589iMlcngzdckRV5wPz/RyLMcZPJkxYy5AhXShcuDrTppUnNNTriEwgy8gtR24WkdUiclJEEkXkrIgcz4ngjDFZt3Tpdnr2vJOQkHKsWDGPK68s7nVIJsBlZHD8faAbsBXn+eN9gPf8GZQxJnts2XKI5s1boZrIrFnziYys6HVIJghkJHGgqr8BIap6VlU/xXkCoDEmF4uLg/vuy0dSUhXef/9LoqOv8zokEyQyMsYRJyKhQIz7KNlYoKh/wzLGZEVi4lm6dk1i7doyTJu2gC5dbCDcZJ+MtDh6uMs9BpwCKgOd/RmUMebyJScrf/tbf778siVvvXXakobJdpdscajqTrfFUQ2YCWxR1UR/B2aMuTx33vkmGzeO4u9/f5annrJrdU32u2TiEJE7gTHANpw75EaIyEPuKbrGmFzk4Ycn8vXXA6lSpSsrVrzhdTgmSGVkjONtoIk7QI6IXA3Mxa7rMCZXefPNhYwZ8wClSjXhp5/GkT9/hs59MSbTMvLJOpCSNFy/Awf8FI8x5jLExMArr1SgWLE7iImZSYkS1kVl/CcjLY6fRWQeMA3nXlV3AatFpBOAqs70Y3zGmEvYsuUkrVsXpXTp6/n++7lUrux1RCbYZSRxFAL2A43c6YNAGaAtTiKxxGGMRw4cOEW9eo1ISmrC2rVvWdIwOSIjZ1U9kBOBGGMyJykpmXr1ehIfH8NLLw2lTh2vIzJ5RUbOqooAHsc5Hffc8qraLis7FpEQYA2wV1WjRaQMMNXdzw7gbvehUcaYNDRp8jL79s2gbdu3eflle7aayTkZ6aqaBXwMfAkkZ+O++wObgBLu9EBgoaq+ISID3el/ZuP+jAkajz02mWXLhlKjRm9mzXrS63BMHpORxJGgqu9m505FJBy4E+c5H0+5s9sDjd3X44HFWOIw5gKrVsGHHxalTJk2rF072p6rYXJcRhLHv0TkJWABcDplpqquy8J+RwLPAb73d75CVWPdbceKSPm0VhSRvkBfgCpVqmQhBGMCz/btSbRvn5/KlduxalVbihWzpGFyXkYSRx2c+1U15a+uKnWnM01EonGuDVkrIo0zu76qjgXGAtSvX18vJwZjAtGBA6eoXbsJZ8/2ZeHCPoSFWdIw3shI4ugIXJWN96dqALQTkTY4p/qWEJEJwH4Rqei2NipiFxkac45zBtX9xMWt5ZVXKnH99V5HZPKyjFw5/iNQKrt2qKqDVDVcVasBXYH/qup9wBygp7tYT2B2du3TmEDXuPGL7Ns3k/bt3+LFF1t7HY7J4zLS4rgC2Cwiqzl/jCNLp+Om4Q1gmoj0BnbhXKFuTJ736KOTWL78/6hZsw8zZw7wOhxjMpQ4XvLXzlV1Mc7ZU6jqYaCZv/ZlTCBauRI+/HAvJUs2Zs2aUXYGlckVMnLl+JKcCMQYc76dO5UOHYSqVZ9l+fInKVYsI9/zjPG/dD+JInIC5+ypC4oAVdUSaZQZY7LBH3+cpHbtDiQnD+a//21MhQqWNEzuke7guKoWV9USafwUt6RhjP8kJSUTFdWDkycXMXBgArVqeR2RMeezrzHG5DKNGg0hNnYWHTqMZMiQVl6HY8wF7BFhxuQiDz88gRUrXufaa//BjBlPeB2OMWmyxGFMLrFyJYwdu4BSpRqzevX7dgaVybWsq8qYXGDXLujQAapWHc+iRacoVizU65CMSZe1OIzx2IEDp6hb915Onfqdr74SqlYt5nVIxlyUJQ5jPJRyD6pjx6by7LNb7AwqExCsq8oYDzVp8hL79s2kXbu37R5UJmBYi8MYjzz++GSWLXuN6tUf5Isv7Cl+JnBY4jDGAytXJjNq1PuUKNGQdes+sDOoTECxripjctjevdCpUz4qV17AggUJdgaVCTjW4jAmBx06FMff/vZPjh8/wdy5RalZs6zXIRmTaZY4jMkhyclKvXoPsH//cAYOXEXt2l5HZMzlsa4qY3JIs2avsmfPNNq0eZPBg5t7HY4xl81aHMbkgKee+pzFi1/m6qt78uWXz3gdjjFZYonDGD9buTKRkSOfo3jxW1m37kM7g8oEPOuqMsaPYmOhS5dQKlZczDffFKJEiYJeh2RMllmLwxg/OXIknltuGc3Ro8nMm1eV2rWv8DokY7KFJQ5j/CA5WYmK6s3OnY8yZMhK6tb1OiJjso8lDmP8oGXL19m5czItWrzOwIG3eh2OMdnKEocx2ezRRyfx3XeDqVr1XubPH+h1OMZkO0scxmSjmTMPM3r0Q5Qs2YiYmI/tDCoTlOysKmOyyY8/Qq9eZYmI+JpFi66nVKlCXodkjF9Yi8OYbLB8+U4aN55GyZKwdGkDqlYt5XVIxviNtTiMyaJt247QtGkrEhP/4KuvmhMeXsbrkIzxK0scxmTBkSPx1KvXjsTE3xk5cgENGljSMMHPEocxlykx8Sx16tzHiRMrGDBgCv37N/I6JGNyhCUOYy6DKnTqNJ99+2bSseNIRoy42+uQjMkxOZ44RKQy8B+gApAMjFXVf4lIGWAqUA3YAdytqkdzOj5jMuLNN2Hu3Gi6dVvOpEl2gV8gOXPmDHv27CEhIcHrUPyuUKFChIeHU6BAgWzdrhctjiTgaVVdJyLFgbUi8i3QC1ioqm+IyEBgIPBPD+Iz5qIefXQKo0dfQ7du9ZkwwZJGoNmzZw/FixenWrVqiATvdTaqyuHDh9mzZw8RERHZuu0cPx1XVWNVdZ37+gSwCagEtAfGu4uNBzrkdGzGXMqwYQsYPboH5cq9yqefQj47oT3gJCQkULZs2aBOGgAiQtmyZf3SsvL0Yy8i1dIvrTsAABTuSURBVIB6wCrgClWNBSe5AOXTWaeviKwRkTUHDx7MqVCNYdKkdTz/fGcKFarF2rWfUdDukB6wgj1ppPBXPT1LHCJSDJgBDFDV4xldT1XHqmp9Va0fFhbmvwCN8bF06XZ69LiTkJAyLF8+nypVSnodkjGe8SRxiEgBnKQxUVVnurP3i0hFt7wicMCL2IxJ7dAhaN/+HVRPM2vW10RFXel1SCbAiQg9evQ4N52UlERYWBjR0dEAjBs3jrCwMOrVq0f16tVp2bIlK1asOLd8r169iIiIoG7dutSoUYP777+fvXv35lj8OZ44xGk7fQxsUtV3fIrmAD3d1z2B2TkdmzGpxcVBu3YQFzeCzz5bQXT0dV6HZIJA0aJF2bhxI/Hx8QB8++23VKpU6bxl7rnnHtavX8/WrVsZOHAgnTp1YtOmTefKhw8fzo8//siWLVuoV68eTZo0ITExMUfi9+KsqgZAD+AnEYlx5z0PvAFME5HewC7gLg9iM+ackycTiYwczLZtTzFjRgU6dbrW65BMNhswAGJiLr1cZkRGwsiRl16udevWzJ07ly5dujB58mS6devG//73vzSXbdKkCX379mXs2LGMGDHivDIR4cknn+SLL75g/vz5tG/fPjuqcVFenFW1TFVFVW9Q1Uj3Z56qHlbVZqpa3f19JKdjMybF0aPxXHVVR7ZtG859931Np05eR2SCTdeuXZkyZQoJCQls2LCBm2666aLLR0VFsXnz5ssuz0525bgxqfzxx0lq1WrP0aOL6N79Qz77rJfXIRk/yUjLwF9uuOEGduzYweTJk2nTps0ll1fVLJVnJzsL3RgfO3ceo0aNlhw9uph+/f7DhAl9vQ7JBLF27drxzDPP0K1bt0suu379eq67Lv0xtkuVZydrcRjjOnQI2rY9w4kTp3jmmWkMH97Z65BMkHvwwQcpWbIkderUYfHixekut2TJEsaOHcuiRYsuKFNV3nvvPWJjY2nVqpUfo/2LJQ5jgI0bD3LPPaX4/fcw5sxZQ9u29q9h/C88PJz+/funWTZ16lSWLVtGXFwcERERzJgx47wWxbPPPsvQoUOJi4vj5ptvZtGiRYSGhuZI3JKT/WLZrX79+rpmzRqvwzAB7vvvd9GoUTNUG7JgwSc0aeJ1RMafNm3alGNdOrlBWvUVkbWqWv9yt2ljHCZPW7jwNxo2bMiZMwcZNeofljSMyQBrj5s8a86cX+jYsTmqZ5g4cRH33lvP65CMCQiWOEyetHp1Eh07tgOUWbOW0K5dLa9DMiZgWOIwec7330Pr1vkJC/uMiRPDaNbsGq9DMiag2BiHyVNGjlxM48b/IiwMVq26xZKGMZfBEofJM1577WuefLI1ImP55pt4qlb1OiJjApMlDpMnPPfcTIYMaUfhwtfx449LuOqqwl6HZPKwkJAQIiMjqV27NnfddRdxcXGAc3v1cuXKMWjQoDTXq1u3boauMvc3SxwmqCUmwq23DmH48M4UK1afTZv+S82a5bwOy+RxhQsXJiYmho0bNxIaGsqYMWMAWLBgATVr1mTatGkX3Htq06ZNJCcns3TpUk6dOuVF2OfY4LgJWlu3wr33wpo1lahVqx9LlrxNuXJFvA7L5CZe3lfd1bBhQzZs2ADA5MmT6d+/Px988AErV67klltuObfcpEmT6NGjB5s2bWLOnDmetjysxWGCTnKy0rfvf6hTZyrbtsHMmf34+ecPLGmYXCcpKYn58+dTp04d4uPjWbhwIdHR0XTr1o3Jkyeft+zUqVO555570izLadbiMEFlz57j3Hbbw+zcOYkyZdqyfv3dVKkiXodlciuP7qseHx9PZGQk4LQ4evfuzezZs2nSpAlFihShc+fODB06lBEjRhASEsLq1asJCwujatWqhIeH8+CDD3L06FFKly7tSfyWOEzQ+PjjlfTrdy9JSbto1mwo8+YNIjTUkobJfVLGOHxNnjyZ5cuXU61aNQAOHz7MokWLaN68OZMnT2bz5s3nyo4fP86MGTPo06dPDkfusK4qE/DOnoWnn/6VPn0aoprMmDFL+e67wYSGhngdmjEZcvz4cZYtW8auXbvYsWMHO3bsYNSoUUyePJnk5GQ+//xzNmzYcK5s9uzZnnZXWeIwAW379tO0aAHvvFOD+vU/YNu2GB566FavwzImU2bOnEnTpk0pWLDguXnt27dnzpw5fPvtt1SqVIlKlSqdK7v99tv55ZdfiI2N9SJcu626CVxDhnzJ668/TGjoV4waFckDD4BYz5S5BLutetZvq25jHCbgHDuWwO23P8tPP71P4cKRzJhRmNatvY7KmLzDuqpMQJk162cqVryRn356n3r1BvDHHytp3bqm12EZk6dY4jAB4ccfoVs36NRpFqdP/8HLL89l3boRlChR8NIrG2OylSUOk6uNHr2M8uXvJDJyCl99BY8//jg//bSRl15q43VoxuRZNsZhcp3kZGXo0Pm8884wjh9fhkg5OnbswscfQ+nSJYASXodoTJ5micPkGklJMH069Ot3D3/++TkhIVXo3PldxozpbbcLMSYXsa4q47k//0ygR49/U6PGSbp1g2LFutOnzziOH/+N6dMft6Rhgo6I0KNHj3PTSUlJhIWFER0dDcC4ceMICwujXr16VK9enZYtW7JixYpzy/fq1YuIiAgiIyOpW7cuCxcuzNH4LXEYz+zbd4Lo6OGUKRPBhAl9gZnMnAm7drXn3//uSZEiBbwO0Ri/KFq0KBs3biQ+Ph7g3EV+vu655x7Wr1/P1q1bGThwIJ06dWLTpk3nyocPH05MTAwjR46kX79+ORq/dVWZHHXsGCxdqrz66nOsW/cRqscoXboZgwZN4Omnm5LPvsqYHNa4ceML5t1999088sgjxMXF0abNhSdi9OrVi169enHo0CG6dOlyXtnixYsztN/WrVszd+5cunTpwuTJk+nWrRv/+9//0ly2SZMm9O3bl7FjxzJixIjzym655Rb27t2boX1mF/s3NX61bdsRBg2aRVTUk5Qr148yZaB9e2HdutVUrNiUceN+4MiR73j22Wbky2eXfZu8o2vXrkyZMoWEhAQ2bNjATTfddNHlo6Ki2Lx58wXzv/76azp06OCvMNNkLQ6TrQ4dgqVL4b33xrBy5QckJGxwSwpRpkxTXnxRadJEuPHGRRQubInCeO9iLYQiRYpctLxcuXIZbmGkdsMNN7Bjxw4mT56cZqsmtdS3h3r22Wd57rnnOHDgACtXrrysGC5XrkscItIK+BcQAnykqm94HJJJQ3KyEht7kk2b9jNv3nq++24Jv/66lNOnlwClKVAggeLFy9OgwVA6dmxMjx5/T3WxniUNY9q1a8czzzzD4sWLOXz48EWXXb9+/Xn3nBo+fDidOnXi3XffpWfPnqxdu9bf4Z6TqxKHiIQAo4A7gD3AahGZo6q/eBtZ3hAXd4YDB5Rjx0LZsmU/ixZ9y759Bzhw4ACHDx/gzz/3U67cq5w69TdiY6dx5kxXn7WLUrZsAx577DCdOpWmfv0BhIYO8KwuxgSCBx98kJIlS1KnTp2LtlyWLFnC2LFjWbRo0Xnz8+XLR//+/Rk/fjzffPMNLVu29HPEjlyVOIAbgd9U9XcAEZkCtAfSTBwxMbspVOj68+blz38lVat+C8C+ff8gPn7FeeWhodWpXHkWAHv2dOf06fMfplKwYCTh4RMB2L27A4mJW88rL1z4Vq688t8A7Nx5B0lJ+84rL1r0DipUcJ4qtn37rSQn/3leebFi7bniitcB2LatLpB0XnmJEvcSFvYCqmf4/ffIC+pcqtQ/KFt2AGfPHmPHjgYXlJcp05+SJfty+vRudu9uAiSjevbc72LFXiM09EESE3/m+PEGQDJw1v05DUwE7gV+BVJOFwwlJKQ8BQuW56qrTnHjjVCgQBSxscO58sry3HRTTbp1i7KzoIzJpPDwcPr3759m2dSpU1m2bBlxcXFEREQwY8aMNO/qKyIMHjyYN998M88mjkrAbp/pPcB5I0Yi0hfoC1CgQAXKlat13gYKFgyj1rlZVfjzz2PnlRcpUuVceXJyNU6cSDyvvHjxaufKz5y5mri48w+GJUv+tX5CQnVOny51XnmZMuHUdO+5d+pUTZKSTp5XHhZWiWuucV6fOFGL5OTzE0eFChWIiIDkZDh+/Py6AVSqVJ4qVeDMmRBOnrywvEqVcoSHw5kzhVC9mXz58iGSj3z5QsiXLx/Vq1ejcmWIjy/N+vU9CQkJQSQfISEhFClShAYNahMVBSVL/o2zZ7dw7bVXEB5eIo2B6+rAMxfs3xhzaSdPnrxgXuPGjc+d4ZVy1lZ6xo0bd950586d6dy5czZGeHG56nkcInIX0FJV+7jTPYAbVfXxtJa353EYYzLLnseR9edx5LbTcfcAlX2mw4F96SxrjDHGA7ktcawGqotIhIiEAl2BOR7HZIwJMrmpp8Wf/FXPXJU4VDUJeAz4BtgETFPVn72NyhgTTAoVKsThw4eDPnmoKocPH6ZQoULZvu3cNjiOqs4D5nkdhzEmOIWHh7Nnzx4OHjzodSh+V6hQIcLDw7N9u7kucRhjjD8VKFCAiIgIr8MIaLmqq8oYY0zuZ4nDGGNMpljiMMYYkym56gLAzBKRE8AWr+Pwo3LAIa+D8COrX2AL5voFc90Aaqpq8ctdOdAHx7dk5erH3E5E1lj9ApfVL3AFc93AqV9W1reuKmOMMZliicMYY0ymBHriGOt1AH5m9QtsVr/AFcx1gyzWL6AHx40xxuS8QG9xGGOMyWGWOIwxxmRKwCYOEWklIltE5DcRGeh1PFklIpVFZJGIbBKRn0Wkvzu/jIh8KyJb3d+lvY71colIiIisF5Gv3OlgqlspEZkuIpvdv+EtQVa/J93P5UYRmSwihQK5fiLyiYgcEJGNPvPSrY+IDHKPNVtEJGeez5oF6dRvuPv53CAiX4hIKZ+yTNUvIBOHiIQAo4DWQC2gm4hc+BzVwJIEPK2q1wE3A4+6dRoILFTV6sBCdzpQ9ce5XX6KYKrbv4CvVfVaoC5OPYOifiJSCXgCqK+qtYEQnGflBHL9xgGtUs1Lsz7u/2FX4Hp3ndHuMSg3G8eF9fsWqK2qNwC/AoPg8uoXkIkDuBH4TVV/V9VEYArQ3uOYskRVY1V1nfv6BM6BpxJOvca7i40HOngTYdaISDhwJ/CRz+xgqVsJ4HbgYwBVTVTVYwRJ/Vz5gcIikh8ogvNkzoCtn6ouBY6kmp1efdoDU1T1tKpuB37DOQblWmnVT1UXuM88AliJ84RVuIz6BWriqATs9pne484LCiJSDagHrAKuUNVYcJILUN67yLJkJPAckOwzL1jqdhVwEPjU7Yr7SESKEiT1U9W9wFvALiAW+FNVFxAk9fORXn2C8XjzIDDffZ3p+gVq4pA05gXFecUiUgyYAQxQ1eNex5MdRCQaOKCqa72OxU/yA1HAB6paDzhFYHXbXJTb198eiACuBIqKyH3eRpWjgup4IyIv4HSNT0yZlcZiF61foCaOPUBln+lwnKZzQBORAjhJY6KqznRn7xeRim55ReCAV/FlQQOgnYjswOlWbCoiEwiOuoHzedyjqqvc6ek4iSRY6tcc2K6qB1X1DDATuJXgqV+K9OoTNMcbEekJRAPd9a+L+DJdv0BNHKuB6iISISKhOAM7czyOKUtERHD6yDep6js+RXOAnu7rnsDsnI4tq1R1kKqGq2o1nL/Vf1X1PoKgbgCq+gewW0RqurOaAb8QJPXD6aK6WUSKuJ/TZjhjcMFSvxTp1WcO0FVECopIBFAd+MGD+LJERFoB/wTaqWqcT1Hm66eqAfkDtME5M2Ab8ILX8WRDfW7DaR5uAGLcnzZAWZwzPLa6v8t4HWsW69kY+Mp9HTR1AyKBNe7fbxZQOsjq9wqwGdgIfAYUDOT6AZNxxmvO4Hzj7n2x+gAvuMeaLUBrr+O/zPr9hjOWkXJ8GXO59bNbjhhjjMmUQO2qMsYY4xFLHMYYYzLFEocxxphMscRhjDEmUyxxGGOMyRRLHCZoiMjJDCwzQESKZPN+rxSR6e7rSBFpcxnb6CAiL17GeoNEpHs6ZXVEZFxmt2nMpVjiMHnNAJyb9GUbVd2nql3cyUic628y6zlg9GWs1wJYkE5cPwHhIlLlMrZrTLoscZigIyKNRWSxz/MxJorjCZx7LS0SkUXusi1E5HsRWScin7v3CkNEdojIK+78n0TkWnd+IxGJcX/Wi0hxEanmPqciFHgVuMctv8d9tkOYu24+95kH5VLFWwM4raqH3OlxIvKBOM9n+d3d5yfiPOdjnM96JYBQVT0oIne5MfwoIkt9Nv8lztX6xmQbSxwmWNXDaV3Uwrl7bQNVfRfnHjxNVLWJewAfDDRX1SicK7+f8tnGIXf+B8Az7rxngEdVNRJoCMSnLKzOLf5fBKaqaqSqTgUmACldSc2BH1MShI8GwLpU80oDTYEncQ7+I3Cel1BHRCJ9trfQff0i0FJV6wLtfLazxo3TmGxjicMEqx9UdY+qJuPcXqFaGsvcjJNYlotIDM79iar6lKfcaHKtz/rLgXfc1ksp/ev5Bun5BLjfff0g8Gkay1TEuS27ry/Vua3DT8B+Vf3JrcvPPrG04q9bYy8HxonIP3AetJTiAE4ry5hsY4nDBKvTPq/P4tz6PDUBvnVbB5GqWktVe6exjXPrq+obQB+gMLAypQsrPaq6G+euq02Bm/jrQO8rHiiUTvzJqeqS7FOXG3FvRqeq/XBaT5WBGBEp6y5TCJ9WkTHZwRKHyWtOAMXd1yuBBiJyDYB799caF1tZRK52v/3/P5xuoNSJw3f7KT7C6bKapqpn09jsJuCazFRCRK4HNqdsz41rlaq+CBzir9tk18C5MaEx2cYSh8lrxgLzRWSRqh4EegGTRWQDTiK5aAsCGJAyCI3zTT51C2IRUCtlcNydNwcoRtrdVABLgXruLcszqjXwtc/0cHcQf6O7vR/d+U2AuZnYrjGXZHfHNcbPRKQ+MEJV0x2kFpF/4YxrfJfBbX4L3K/uo07TWaYgsAS4LQNjMcZkmCUOY/xIRAYCD+M8cW3ZRZa7ArhJVbPtgWQiUh2opKqLs2ubxoAlDmOMMZlkYxzGGGMyxRKHMcaYTLHEYYwxJlMscRhjjMkUSxzGGGMy5f8DQOTNWOoV7+EAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mangrove_exp, mangrove_imp_fun_set, mangrove_haz = meas_mangrove.apply(exp_litpop, imp_fun_set, haz)\n", "axes1 = imp_fun_set.plot()\n", "axes1.set_title('TC: Emanuel (2011) impact function')\n", "axes2 = mangrove_imp_fun_set.plot()\n", "axes2.set_title('TC: Modified impact function')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define a second measure. Again, the numbers here are made up, for illustration only." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:14,748 - climada.entity.exposures.base - INFO - Matching 691 exposures with 1891 centroids.\n", "2021-04-01 13:59:14,751 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n" ] } ], "source": [ "meas_buildings = Measure()\n", "meas_buildings.name = 'Building code'\n", "meas_buildings.haz_type = 'TC'\n", "meas_buildings.color_rgb = np.array([0.2, 0.7, 0.5])\n", "meas_buildings.cost = 100000000\n", "meas_buildings.hazard_freq_cutoff = 0.1\n", "\n", "meas_set.append(meas_buildings)\n", "meas_set.check()\n", "\n", "buildings_exp, buildings_imp_fun_set, buildings_haz = meas_buildings.apply(exp_litpop, imp_fun_set, haz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This measure describes an upgrade to building codes to withstand 10-year events. The measure costs 100,000,000 USD and, through `hazard_freq_cutoff = 0.1`, removes events with calculated impacts below the 10-year return period. \n", "\n", "The [Adaptation Measures tutorial](climada_entity_MeasureSet.ipynb) descibes other parameters for describing adaptation measures, including risk transfer, assigning measures to subsets of exposure, and reassigning impact functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compare the 5- and 20-year return period hazard (remember: not a real return period due to the small event set!) compared to the adjusted hazard once low-impact events are removed." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:14,766 - climada.hazard.base - INFO - Computing exceedance intenstiy map for return periods: [ 5 20]\n", "2021-04-01 13:59:15,795 - climada.hazard.base - INFO - Computing exceedance intenstiy map for return periods: [ 5 20]\n", "2021-04-01 13:59:16,082 - climada.hazard.base - WARNING - Exceedance intenstiy values below 0 are set to 0. Reason: no negative intensity values were found in hazard.\n" ] }, { "data": { "text/plain": [ "(array([,\n", " ],\n", " dtype=object),\n", " array([[10.07052679, 10.60037616, 11.09543039, ..., 15.25068104,\n", " 14.31129139, 16.09303176],\n", " [33.93129517, 34.13824911, 34.33440028, ..., 51.221401 ,\n", " 52.04539266, 52.31093976]]))" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "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": [ "haz.plot_rp_intensity(return_periods=(5, 20))\n", "buildings_haz.plot_rp_intensity(return_periods=(5, 20))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It shows there are now very few events at the 5-year return period - the new building codes removed most of these from the event set. Finally we add the measure set to our Entity." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "ent.measures = meas_set" ] }, { "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 the [Discount Rates tutorial](climada_entity_DiscRates.ipynb) for more details about creating, reading and writing the `DiscRates` class, and how it is used in calculations.\n", "\n", "Here we will implement a simple, flat 2% discount rate." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.entity import DiscRates\n", "\n", "disc = DiscRates()\n", "disc.years = np.arange(1950, 2101)\n", "disc.rates = np.ones(disc.years.size) * 0.02\n", "disc.check()\n", "disc.plot()\n", "\n", "ent.disc_rates = disc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to move to the last part of the CLIMADA model for Impact and Cost Benefit analyses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Engine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CLIMADA Engine is where the main risk calculations are done. It contains two classes, `Impact`, for risk assessments, and `CostBenefit`, to evaluate adaptation measures.\n", "\n", "### Impact\n", "\n", "Let us compute the impact of historical tropical cyclones in Puerto Rico.\n", "\n", "Our work above has given us everything we need for a risk analysis using the Impact class. By computing the impact for each historical event, 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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: 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`.\n", "\n", "CLIMADA calculates impacts by providing exposures, impact functions and hazard to an `Impact` object's `calc` method:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:20,376 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2021-04-01 13:59:20,379 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n" ] } ], "source": [ "from climada.engine import Impact\n", "\n", "imp = Impact()\n", "imp.calc(ent.exposures, ent.impact_funcs, haz)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A useful parameter for the `calc` method is `save_mat`. When set to `True` (default is `False`), the `Impact` object saves the calculated impact for each event at each point of exposure, stored as a (large) sparse matrix in the `imp_mat` attribute. This allows for more detailed analysis at the event level.\n", "\n", "The `Impact` class includes a number of analysis tools. We can plot an exceedence frequency curve, showing us how often different damage thresholds are reached in our source data (remember this is only 40 years of storms, so not a full climatology!)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected average annual impact: 1.754e+09 USD\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "freq_curve = imp.calc_freq_curve() # impact exceedence frequency curve\n", "freq_curve.plot();\n", "\n", "print('Expected average annual impact: {:.3e} USD'.format(imp.aai_agg))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can map the expected annual impact by exposure:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:20,522 - climada.util.coordinates - INFO - Setting geometry points.\n", "2021-04-01 13:59:20,675 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:188: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf = GeoDataFrame(*args, **kwargs)\n", "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\contextily\\tile.py:265: FutureWarning: The url format using 'tileX', 'tileY', 'tileZ' as placeholders is deprecated. Please use '{x}', '{y}', '{z}' instead.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:23,131 - 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": [ "imp.plot_basemap_eai_exposure(buffer=0.1); # average annual impact at each exposure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For additional functionality, including plotting the impacts of individual events, see the [Impact tutorial](climada_engine_Impact.ipynb).\n", "\n", ">**Exercise:** Plot the impacts of Hurricane Maria. To do this you'll need to set `save_mat=True` in the earlier `Impact.calc()`.\n", "\n", "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": 23, "metadata": {}, "outputs": [], "source": [ "import os\n", "from climada.util import save, load\n", "\n", "### Uncomment this to save - saves by default to ./results/\n", "# save('impact_puerto_rico_tc.p', imp)\n", "\n", "### Uncomment this to read the saved data:\n", "# abs_path = os.path.join(os.getcwd(), 'results/impact_puerto_rico_tc.p')\n", "# data = load(abs_path)" ] }, { "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 [Impact tutorial](climada_engine_Impact.ipynb) to get more information about these functions and the class in general." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adaptation options appraisal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's look at a cost-benefit analysis. The adaptation measures defined with our `Entity` can be valued by estimating their 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 from our Hazard and Entity (and plot them) as follows:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-04-01 13:59:23,427 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2021-04-01 13:59:23,429 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n", "2021-04-01 13:59:23,434 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2021-04-01 13:59:23,436 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n", "2021-04-01 13:59:23,441 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2021-04-01 13:59:23,443 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n", "2021-04-01 13:59:23,449 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2021-04-01 13:59:23,451 - climada.engine.impact - INFO - Calculating damage for 682 assets (>0) and 543 events.\n", "2021-04-01 13:59:23,455 - climada.engine.cost_benefit - INFO - Computing cost benefit from years 2016 to 2040.\n", "\n", "Measure Cost (USD bn) Benefit (USD bn) Benefit/Cost\n", "------------- --------------- ------------------ --------------\n", "Mangrove 0.5 22.003 44.006\n", "Building code 0.1 2.47441 24.7441\n", "\n", "-------------------- -------- --------\n", "Total climate risk: 34.9336 (USD bn)\n", "Average annual risk: 1.75423 (USD bn)\n", "Residual risk: 10.4562 (USD bn)\n", "-------------------- -------- --------\n", "Net Present Values\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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4zmzBj8klwFnd57OA/zXGWjRLkgAfBm6sqvfPWuQ5m1BV9faqWlVV0wyGRPl6Vb0cz5lPsvYtySeBZzMYuvTHwHnA54GLgMOBHwKnV9XcC7EagyTPBL4JXM+O/tx3MOiH95xNuCTPBt5SVScneTR7+Dkz4CWpUXbRSFKjDHhJapQBL0mNMuAlqVEGvCQ1yoBXb5Lcn+TaJDckuTTJo3ay/ou7gb36qufyJDcluS7JPyU5apHbf3Fnv8Oc9d+Z5C0LLDs3ySu7z+9N8v0k303yudnHSPL2JLd0dT9vnv1cMmek0kck+XS3zVXdcAskmUry5dF/W7XAgFef7q6qY6rqaAYDrr1uJ+u/GFhUwCdZ7NPYZ1bVUxgMPvXeEY+RJL9UVS+oqtsXebz59rc38BrgH7pZ64Cjq+rJwD8Db+/WexKDB3d+k8GIpB9Istes/fwucNec3Z8N/LSqjgT+AvjvAFW1Hbg1yfFLrV+7DwNeK+VKBqMykuTxSb6cZEOSbyb5jSTPAE4B3tu1+h/ftbjXdNscnGRz9/lVST6T5FLgq930xd0+b07ynhHquQI4stvfHye5umtBv6ubN92NCf8BYCNwWJLNSQ7ulr+p+2ZyQ5JzZ3aa5E+71vb/Bhb6hnACsLGq7gOoqq/OfAa+DazqPp8KfKqq7qmqHwC3AE/rjrM/8Cbgz+bse/YIiv8InNg9nQuDB+zOHOG/jRrhWDTqXdfqPJHBEAAweBnya6vq5iTHAR+oqhOSXAKsrap/7LYbttvfBp5cVbcleRVwDIORH+8Bbkry11X1oyHbvwi4PslzgScwCM4AlyR5FoMnH48CXl1VfzC7niTHAq8Gjuu2uSrJNxg0mM7o6tibwR+G+QbAOn6B+TBo2X+6+3wog8CfsbWbB/Bu4H3AL+ZsfyjwI3jwxfd3AI8GfgKs5+F/ENQwA1592i/JtcA0g0Bb17U8nwF8ZlaAP2IX9r1uzmPnX6uqOwCSfA9YTRd0c3wiyd3AZuANDF4S8Vzgmm75/gwC/4fAlqr69jz7eCbwuar6eXe8i4HfYRDwn6uqX3TzL1mg9kN46Isp6Nb/UwYvHPnEzKx5tq0kxwBHVtUfzfSxz97NfNt0/24DHrdATWqQAa8+3V1VxyT5NWAtgz74C4Dbq+qYEba/jx3diPvOWfbzOdP3zPp8Pwv/v31mVa2fmei6L/5rVX1w9kpdcM49xoOLFy6ZUcb+uJs5v0+Ss4CTgRNrx/ghW4HDZq22CvhXBt9eju26rPYGHpPk8qp69qxttnZ9/b/GjhfO7NsdW3sI++DVu65l/YfAWxgEzA+SnA4PXsB8SrfqncAjZ226GTi2+3xaT+V9BXhN982CJIcm2dmLIa4AXpzkV5L8KvASBgOUXQG8JMl+SR7JoBtoPjfS9f93xzwJ+BPglJnWf+cS4IzuzpgjGHyz+E5V/V1VPa4bPfGZwD934T6zzcwIiqcxGFlx5g/GvwUevONG7bMFrxVRVdckuY5BH/WZwN8l+c/APsCngOu6f/8+yR8yCKc/By5K8grg6z3V9dUkTwSu7LqM7gJezuBbwELbbExyAfCdbtaHquoagCSfBq4FtjAI/fl8CfjYrOm/YdBNta6r4dtV9dqq2pTkIuB7DL7NvK6qFqyr82HgY0luYdByP2PWsucAX9jJ9mqIo0lKY5Dkc8Bbq+rmFTzmFcCpVfXTlTqmxsuAl8Ygg4esHtu9lH0ljjcFHF9Vn1+J42kyGPCS1CgvskpSowx4SWqUAS9JjTLgJalRBrwkNer/A9wTEoha6K8WAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import CostBenefit\n", "\n", "cost_ben = CostBenefit()\n", "cost_ben.calc(haz, ent, 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(return_per=(10, 20, 40)) # plot averted damage of each measure for every return period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is just the start. Analyses improve as we add more adaptation measures into the mix.\n", "\n", "Cost-benefit calculations can also include\n", "- climate change, by specifying the `haz_future` parameter in `CostBenefit.calc()`\n", "- changes to economic exposure over time (or to whatever exposure you're modelling) by specifying the `ent_future` parameter in `CostBenefit.calc()`\n", "- different functions to calculate risk benefits. These are specified in `CostBenefit.calc()` and by default use changes to average annual impact\n", "- linear, sublinear and superlinear evolution of impacts between the present and future, specified in the `imp_time_depen` parameter in `CostBenefit.calc()`\n", "\n", "And once future hazards and exposures are defined, we can express changes to impacts over time as waterfall diagrams. See the CostBenefit class for more details.\n", "\n", "> **Exercise:** repeat the above analysis, creating future climate hazards (see the first exercise), and future exposures based on projected economic growth. Visualise it with the `CostBenefit.plot_waterfall()` method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "Thanks for following this tutorial! Take time to work on the exercises it suggested, or design your own risk analysis for your own topic. More detailed tutorials for individual classes were listed in the [Features](#CLIMADA-features) section.\n", "\n", "Also, explore the full CLIMADA documentation and additional resources [described at the start of this document](#Resources-beyond-this-tutorial) to learn more about CLIMADA, its structure, its existing applications and how you can contribute.\n" ] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }