{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Impact Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Impact functions relate the hazard intensity to a percentage of damage in the exposure. Every hazard and exposure type are characterized by an impact function. Single impact functions are defined using the class `ImpactFunc` and they are gathered in a container of type `ImpactFuncSet`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ImpactFunc class\n", "\n", "Contains the definition of one impact function. Attributes:\n", " * haz_type (str): hazard type acronym (e.g. 'TC')\n", " * id (int or str): id of the impact function. Exposures of the same type will refer to the same impact function id\n", " * name (str): name of the impact function\n", " * intensity_unit (str): unit of the intensity\n", " * intensity (np.array): intensity values\n", " * mdd (np.array): mean impact degree for each intensity (numbers in [0,1])\n", " * paa (np.array): percentage of affected assets (exposures) for each intensity (numbers in [0,1])\n", " \n", "After defining an impact function, use its `check()` method to check that the attributes have been set correctly. The `calc_mdr()` method will be used to compute the Mean Damage Ratio (mdr = mdd * paa) of the exposures at each point. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 21:42:40,172 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n", "Mean damage ratio at intensity 18.7: 0.026829441742653646\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "from climada.entity import ImpactFunc\n", "\n", "imp_fun = ImpactFunc() \n", "imp_fun.haz_type = 'TC'\n", "imp_fun.id = 3\n", "imp_fun.name = 'TC Building code'\n", "imp_fun.intensity_unit = 'm/s'\n", "imp_fun.intensity = np.linspace(0, 100, num=15)\n", "imp_fun.mdd = np.sort(np.random.rand(15))\n", "imp_fun.paa = np.sort(np.random.rand(15))\n", "imp_fun.check()\n", "\n", "print('Mean damage ratio at intensity 18.7: ', imp_fun.calc_mdr(18.7))\n", "\n", "# plot impact function\n", "imp_fun.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Derivated classes of `ImpactFunc` define different types of impact functions, as for example the tropical cyclones winds in `IFTropCyclone`:" ] }, { "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.entity import IFTropCyclone\n", "\n", "if_tc = IFTropCyclone()\n", "if_tc.set_emanuel_usa()\n", "if_tc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ImpactFuncSet class\n", "\n", "`ImpactFuncSet` is a container which handles impact functions of type `ImpactFunc`. An impact function can be added and removed using the methods `add_func()` and `remove_func()` respectively. Impact functions can be retrieved using the impact `get_func()`. Use the `check()` method to make sure that the impact functions have been properly set.\n", "\n", "`ImpactFuncSet` contains the attribute `tag` of type `Tag`, which stores information about the data: the original file name and a description." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on class ImpactFuncSet in module climada.entity.impact_funcs.impact_func_set:\n", "\n", "class ImpactFuncSet(builtins.object)\n", " | Contains impact functions of type ImpactFunc. Loads from\n", " | files with format defined in FILE_EXT.\n", " | \n", " | Attributes:\n", " | tag (Tag): information about the source data\n", " | _data (dict): contains ImpactFunc classes. It's not suppossed to be\n", " | directly accessed. Use the class methods instead.\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self)\n", " | Empty initialization.\n", " | \n", " | Examples:\n", " | Fill impact functions with values and check consistency data:\n", " | \n", " | >>> fun_1 = ImpactFunc()\n", " | >>> fun_1.haz_type = 'TC'\n", " | >>> fun_1.id = 3\n", " | >>> fun_1.intensity = np.array([0, 20])\n", " | >>> fun_1.paa = np.array([0, 1])\n", " | >>> fun_1.mdd = np.array([0, 0.5])\n", " | >>> imp_fun = ImpactFuncSet()\n", " | >>> imp_fun.append(fun_1)\n", " | >>> imp_fun.check()\n", " | \n", " | Read impact functions from file and checks consistency data.\n", " | \n", " | >>> imp_fun = ImpactFuncSet()\n", " | >>> imp_fun.read(ENT_TEMPLATE_XLS)\n", " | \n", " | append(self, func)\n", " | Append a ImpactFunc. Overwrite existing if same id and haz_type.\n", " | \n", " | Parameters:\n", " | func (ImpactFunc): ImpactFunc instance\n", " | \n", " | Raises:\n", " | ValueError\n", " | \n", " | check(self)\n", " | Check instance attributes.\n", " | \n", " | Raises:\n", " | ValueError\n", " | \n", " | clear(self)\n", " | Reinitialize attributes.\n", " | \n", " | extend(self, impact_funcs)\n", " | Append impact functions of input ImpactFuncSet to current\n", " | ImpactFuncSet. Overwrite ImpactFunc if same id and haz_type.\n", " | \n", " | Parameters:\n", " | impact_funcs (ImpactFuncSet): ImpactFuncSet instance to extend\n", " | \n", " | Raises:\n", " | ValueError\n", " | \n", " | get_func(self, haz_type=None, fun_id=None)\n", " | Get ImpactFunc(s) of input hazard type and/or id.\n", " | If no input provided, all impact functions are returned.\n", " | \n", " | Parameters:\n", " | haz_type (str, optional): hazard type\n", " | fun_id (int, optional): ImpactFunc id\n", " | \n", " | Returns:\n", " | ImpactFunc (if haz_type and fun_id),\n", " | list(ImpactFunc) (if haz_type or fun_id),\n", " | {ImpactFunc.haz_type: {ImpactFunc.id : ImpactFunc}} (if None)\n", " | \n", " | get_hazard_types(self, fun_id=None)\n", " | Get impact functions hazard types contained for the id provided.\n", " | Return all hazard types if no input id.\n", " | \n", " | Parameters:\n", " | fun_id (int, optional): id of an impact function\n", " | \n", " | Returns:\n", " | list(str)\n", " | \n", " | get_ids(self, haz_type=None)\n", " | Get impact functions ids contained for the hazard type provided.\n", " | Return all ids for each hazard type if no input hazard type.\n", " | \n", " | Parameters:\n", " | haz_type (str, optional): hazard type from which to obtain the ids\n", " | \n", " | Returns:\n", " | list(ImpactFunc.id) (if haz_type provided),\n", " | {ImpactFunc.haz_type : list(ImpactFunc.id)} (if no haz_type)\n", " | \n", " | plot(self, haz_type=None, fun_id=None, axis=None, **kwargs)\n", " | Plot impact functions of selected hazard (all if not provided) and\n", " | selected function id (all if not provided).\n", " | \n", " | Parameters:\n", " | haz_type (str, optional): hazard type\n", " | fun_id (int, optional): id of the function\n", " | \n", " | Returns:\n", " | matplotlib.axes._subplots.AxesSubplot\n", " | \n", " | read_excel(self, file_name, description='', var_names={'sheet_name': 'impact_functions', 'col_name': {'func_id': 'impact_fun_id', 'inten': 'intensity', 'mdd': 'mdd', 'paa': 'paa', 'name': 'name', 'unit': 'intensity_unit', 'peril': 'peril_id'}})\n", " | Read excel file following template and store variables.\n", " | \n", " | Parameters:\n", " | file_name (str): absolute file name\n", " | description (str, optional): description of the data\n", " | var_names (dict, optional): name of the variables in the file\n", " | \n", " | read_mat(self, file_name, description='', var_names={'sup_field_name': 'entity', 'field_name': 'damagefunctions', 'var_name': {'fun_id': 'DamageFunID', 'inten': 'Intensity', 'mdd': 'MDD', 'paa': 'PAA', 'name': 'name', 'unit': 'Intensity_unit', 'peril': 'peril_ID'}})\n", " | Read MATLAB file generated with previous MATLAB CLIMADA version.\n", " | \n", " | Parameters:\n", " | file_name (str): absolute file name\n", " | description (str, optional): description of the data\n", " | var_names (dict, optional): name of the variables in the file\n", " | \n", " | remove_func(self, haz_type=None, fun_id=None)\n", " | Remove impact function(s) with provided hazard type and/or id.\n", " | If no input provided, all impact functions are removed.\n", " | \n", " | Parameters:\n", " | haz_type (str, optional): all impact functions with this hazard\n", " | fun_id (int, optional): all impact functions with this id\n", " | \n", " | size(self, haz_type=None, fun_id=None)\n", " | Get number of impact functions contained with input hazard type and\n", " | /or id. If no input provided, get total number of impact functions.\n", " | \n", " | Parameters:\n", " | haz_type (str, optional): hazard type\n", " | fun_id (int, optional): ImpactFunc id\n", " | \n", " | Returns:\n", " | int\n", " | \n", " | write_excel(self, file_name, var_names={'sheet_name': 'impact_functions', 'col_name': {'func_id': 'impact_fun_id', 'inten': 'intensity', 'mdd': 'mdd', 'paa': 'paa', 'name': 'name', 'unit': 'intensity_unit', 'peril': 'peril_id'}})\n", " | Write excel file following template.\n", " | \n", " | Parameters:\n", " | file_name (str): absolute file name to write\n", " | var_names (dict, optional): name of the variables in the file\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors defined here:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", "\n" ] } ], "source": [ "from climada.entity import ImpactFuncSet\n", "help(ImpactFuncSet)" ] }, { "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" }, { "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": [ "# build impact functions\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from climada.entity import ImpactFunc, ImpactFuncSet\n", "\n", "imp_fun_1 = ImpactFunc() \n", "imp_fun_1.haz_type = 'TC'\n", "imp_fun_1.id = 1\n", "imp_fun_1.name = 'TC Default'\n", "imp_fun_1.intensity_unit = 'm/s'\n", "imp_fun_1.intensity = np.linspace(0, 100, num=5)\n", "imp_fun_1.mdd = np.sort(np.random.rand(5))\n", "imp_fun_1.paa = np.sort(np.random.rand(5))\n", "\n", "imp_fun_3 = ImpactFunc() \n", "imp_fun_3.haz_type = 'TC'\n", "imp_fun_3.id = 3\n", "imp_fun_3.name = 'TC Building code'\n", "imp_fun_3.intensity_unit = 'm/s'\n", "imp_fun_3.intensity = np.linspace(0, 100, num=15)\n", "imp_fun_3.mdd = np.sort(np.random.rand(15))\n", "imp_fun_3.paa = np.sort(np.random.rand(15))\n", "\n", "# fill ImpactFuncSet\n", "if_set = ImpactFuncSet()\n", "if_set.append(imp_fun_1)\n", "if_set.append(imp_fun_3)\n", "# plots can be modified using matplotlib as follows:\n", "axes = if_set.plot()\n", "axes[0].get_shared_y_axes().join(axes[0], axes[1])\n", "axes[0].set_title('TC 1')\n", "axes[1].set_yticklabels([])\n", "axes[1].set_ylabel('')\n", "axes[1].set_title('TC 2')\n", "\n", "plt.tight_layout()\n", "plt.subplots_adjust(top=0.85)\n", "\n", "# select impact functions\n", "if_tc_1 = if_set.get_func('TC', 1)\n", "if_tc_1.plot()\n", "\n", "# remove impact function of id 3 and type TC\n", "if_set.remove_func('TC', 3)\n", "if_set.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read impact functions of an Excel file\n", "\n", "Impact functions defined in an excel file following the template provided in sheet `impact_functions` of `climada_python/data/system/entity_template.xlsx` can be ingested directly using the method `read_excel()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Read file: /Users/aznarsig/Documents/Python/climada_python/data/system/entity_template.xlsx\n" ] }, { "data": { "text/plain": [ "array([[,\n", " ],\n", " [,\n", " ],\n", " [,\n", " ],\n", " [,\n", " ],\n", " [,\n", " ],\n", " [,\n", " ]],\n", " dtype=object)" ] }, "execution_count": 5, "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 import ImpactFuncSet\n", "from climada.util import ENT_TEMPLATE_XLS\n", "\n", "# Fill DataFrame from Excel file\n", "file_name = ENT_TEMPLATE_XLS # provide absolute path of the excel file\n", "imp_set = ImpactFuncSet()\n", "imp_set.read_excel(file_name)\n", "print('Read file:', imp_set.tag.file_name)\n", "imp_set.plot() # plot all impact functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Write impact functions\n", "\n", "Impact functions can be writen in Excel format using `write_excel()` method." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from climada.entity import ImpactFuncSet\n", "from climada.util import ENT_TEMPLATE_XLS\n", "\n", "# Fill DataFrame from Excel file\n", "file_name = ENT_TEMPLATE_XLS # provide absolute path of the excel file\n", "imp_set = ImpactFuncSet()\n", "imp_set.read_excel(file_name)\n", "\n", "# write file\n", "imp_set.write_excel('tutorial_if_set.xlsx')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pickle can always be used as well:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 21:42:46,030 - climada.util.save - INFO - Written file /Users/aznarsig/Documents/Python/climada_python/doc/tutorial/results/tutorial_if_set.p\n" ] } ], "source": [ "from climada.util.save import save\n", "# this generates a results folder in the current path and stores the output there\n", "save('tutorial_if_set.p', imp_set)" ] } ], "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 }