{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Impact Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What is an impact function?\n",
"\n",
"An impact function relates the percentage of damage in the exposure to the hazard intensity, also commonly referred to as a \"vulnerability curve\" in the modelling community. Every hazard and exposure types are characterized by an impact function."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## What is the difference between `ImpactFunc` and `ImpactFuncSet`?\n",
"\n",
"An `ImpactFunc` is a class for a single impact function. E.g. a function that relates the percentage of damage of a reinforced concrete building (exposure) to the wind speed of a tropical cyclone (hazard intensity). \n",
"\n",
"An `ImpactFuncSet` class is a container that contains multiple `ImpactFunc`. For instance, there are 100 `ImpactFunc` represent 100 types of buildings exposed to tropical cyclone's wind damage. These 100 `ImpactFunc` are all gathered in an `ImpactFuncSet`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What does an `ImpactFunc` look like in CLIMADA?\n",
"\n",
"The `ImpactFunc` class requires users to define the following attributes.\n",
"\n",
"| **Mandatory attributes** | Data Type | Description |\n",
"| :- | :- | :- |\n",
"| haz_type |(str)| Hazard type acronym (e.g. 'TC')|\n",
"| id |(int or str)| Unique 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 |(np.array)| Intensity values|\n",
"| intensity_unit |(str)| Unit of the intensity|\n",
"| mdd |(np.array)| Mean damage (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",
"Users may use `ImpactFunc.check()` to check that the attributes have been set correctly. The mean damage ratio `mdr` (mdr=mdd*paa) is calculated by the method `ImpactFunc.calc_mdr()`.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What does an `ImpactFuncSet` look like in CLIMADA?\n",
"\n",
"The `ImpactFuncSet` class contains all the `ImpactFunc` classes. Users are not required to define any attributes in `ImpactFuncSet`. \n",
"\n",
"To add an `ImpactFunc` into an `ImpactFuncSet`, simply use the method `ImpactFuncSet.append(ImpactFunc)`. If the users only has one impact function, they should generate an `ImpactFuncSet` that contains one impact function. `ImpactFuncSet` is to be used in the [impact calculation](climada_engine_Impact.ipynb).\n",
"\n",
"| **Attributes** | Data Type | Description |\n",
"| :- | :- | :- |\n",
"| _data | (dict) | Contains `ImpactFunc` classes. Not suppossed to be directly accessed. Use the class methods instead.|"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Part 1: Defining `ImpactFunc` from your own data\n",
"\n",
"The essential attributes are listed in the table above. The following example shows you how to define an `ImpactFunc` from scratch, and using the method `ImpactFunc.calc_mdr()` to calculate the mean damage ratio."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate a dummy impact function from scratch.\n",
"\n",
"Here we generate an impact function with random dummy data for illustrative reasons. Assuming this impact function is a function that relates building damage to tropical cyclone (TC) wind, with an arbitrary id 3."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from climada.entity import ImpactFunc\n",
"\n",
"# We initialise a dummy ImpactFunc for tropical cyclone wind damage to building.\n",
"# Giving the ImpactFunc an arbitrary id 3.\n",
"haz_type = \"TC\"\n",
"id = 3\n",
"name = \"TC building damage\"\n",
"# provide unit of the hazard intensity\n",
"intensity_unit = \"m/s\"\n",
"# provide values for the hazard intensity, mdd, and paa\n",
"intensity = np.linspace(0, 100, num=15)\n",
"mdd = np.concatenate((np.array([0]), np.sort(np.random.rand(14))), axis=0)\n",
"paa = np.concatenate((np.array([0]), np.sort(np.random.rand(14))), axis=0)\n",
"imp_fun = ImpactFunc(\n",
" id=id,\n",
" name=name,\n",
" intensity_unit=intensity_unit,\n",
" haz_type=haz_type,\n",
" intensity=intensity,\n",
" mdd=mdd,\n",
" paa=paa,\n",
")\n",
"\n",
"# check if the all the attributes are set correctly\n",
"imp_fun.check()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean damage ratio at intensity 18.7 m/s: 0.01878041941423081\n"
]
}
],
"source": [
"# Calculate the mdr at hazard intensity 18.7 m/s\n",
"print(\"Mean damage ratio at intensity 18.7 m/s: \", imp_fun.calc_mdr(18.7))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Visualise the Impact function\n",
"\n",
"The method `plot()` uses the [matplotlib's axes plot function](https://matplotlib.org/3.3.2/api/_as_gen/matplotlib.axes.Axes.plot.html) to visualise the impact function. It returns a figure and axes, which can be modified by users."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot impact function\n",
"imp_fun.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Part 2: Loading impact functions from CLIMADA in-built impact functions\n",
"\n",
"In CLIMADA there is several defined impact functions that users can directly load and use them. However, users should be aware of the applications of the impact functions to types of assets, reading the background references of the impact functions are strongly recommended. \n",
"Currently available perils include\n",
"[tropical cyclones](https://climada-python.readthedocs.io/en/stable/climada/climada.hazard.html#module-climada.hazard.trop_cyclone),\n",
"[river floods](https://climada-petals.readthedocs.io/en/stable/climada_petals/climada_petals.entity.impact_funcs.html#module-climada_petals.entity.impact_funcs.river_flood),\n",
"[European windstorm](https://climada-python.readthedocs.io/en/stable/climada/climada.hazard.html#module-climada.hazard.storm_europe),\n",
"[crop yield](https://climada-petals.readthedocs.io/en/stable/climada_petals/climada_petals.entity.impact_funcs.html#module-climada_petals.entity.impact_funcs.relative_cropyield), and\n",
"[drought](https://climada-petals.readthedocs.io/en/stable/climada_petals/climada_petals.entity.impact_funcs.html#module-climada_petals.entity.impact_funcs.drought).Continuous updates of perils are available. \n",
"Here we use the impact function of tropical cyclones as an example.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading CLIMADA in-built impact function for tropical cyclones\n",
"\n",
"`ImpfTropCyclone` is a derivated class of `ImpactFunc`. This in-built impact function estimates the insured property damages by tropical cyclone wind in USA, following the reference paper [Emanuel (2011)](https://doi.org/10.1175/WCAS-D-11-00007.1). \n",
"\n",
"To generate this impact function, method `set_emanual_usa()` is used."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from climada.entity import ImpfTropCyclone\n",
"\n",
"# Here we generate the impact function for TC damage using the formula of Emanuel 2011\n",
"impFunc_emanuel_usa = ImpfTropCyclone.from_emanuel_usa()\n",
"# plot the impact function\n",
"impFunc_emanuel_usa.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Part 3: Add `ImpactFunc` into the container `ImpactFuncSet`\n",
"\n",
"`ImpactFuncSet` is a container of multiple `ImpactFunc`, it is part of the arguments in `ImpactCalc.impact()` (see [the impact tutorial](climada_engine_Impact.ipynb)).\n",
"\n",
"Here we generate 2 arbitrary impact functions and add them into an `ImpactFuncSet` class. To add them into the container, simply use the method `ImpactFuncSet.append(ImpactFunc)`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from climada.entity import ImpactFunc, ImpactFuncSet\n",
"\n",
"# generate the 1st arbitrary impact function\n",
"haz_type = \"TC\"\n",
"id = 1\n",
"name = \"TC Default Damage Function\"\n",
"intensity_unit = \"m/s\"\n",
"intensity = np.linspace(0, 100, num=10)\n",
"mdd = np.concatenate((np.array([0]), np.sort(np.random.rand(9))), axis=0)\n",
"paa = np.concatenate((np.array([0]), np.sort(np.random.rand(9))), axis=0)\n",
"imp_fun_1 = ImpactFunc(\n",
" id=id,\n",
" name=name,\n",
" intensity_unit=intensity_unit,\n",
" haz_type=haz_type,\n",
" intensity=intensity,\n",
" mdd=mdd,\n",
" paa=paa,\n",
")\n",
"imp_fun_1.check()\n",
"\n",
"# generate the 2nd arbitrary impact function\n",
"haz_type = \"TC\"\n",
"id = 3\n",
"name = \"TC Building Damage\"\n",
"intensity_unit = \"m/s\"\n",
"intensity = np.linspace(0, 100, num=15)\n",
"mdd = np.concatenate((np.array([0]), np.sort(np.random.rand(14))), axis=0)\n",
"paa = np.concatenate((np.array([0]), np.sort(np.random.rand(14))), axis=0)\n",
"imp_fun_3 = ImpactFunc(\n",
" id=id,\n",
" name=name,\n",
" intensity_unit=intensity_unit,\n",
" haz_type=haz_type,\n",
" intensity=intensity,\n",
" mdd=mdd,\n",
" paa=paa,\n",
")\n",
"imp_fun_3.check()\n",
"\n",
"# add the 2 impact functions into ImpactFuncSet\n",
"imp_fun_set = ImpactFuncSet([imp_fun_1, imp_fun_3])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting all the impact functions in an `ImpactFuncSet`\n",
"\n",
"The method `plot()` in `ImpactFuncSet` also uses the the [matplotlib's axes plot function](https://matplotlib.org/3.3.2/api/_as_gen/matplotlib.axes.Axes.plot.html) to visualise the impact functions, returning a figure with all the subplots of impact functions. Users may modify these plots."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting all the impact functions in impf_set\n",
"axes = imp_fun_set.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Retrieving an impact function from the `ImpactFuncSet`\n",
"User may want to retrive a particular impact function from `ImpactFuncSet`. Using the method `get_func(haz_type, id)`, it returns an `ImpactFunc` class of the desired impact function. Below is an example of extracting the TC impact function with id 1, and using `plot()` to visualise the function."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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UY0LCtm3Qvz+UKQMtW8Jvv7muqG3bYO5cePBB/1eXDXahPcbhz7rquK6pOXPmcO+99xIVFcW8efP45JNPOHr0KOHh4dSvX//CcydPnszcuXP5448/GDlypHVZGXMFcSXL9+1zO+Dt2OHWXMQvAfLYY9C0aeiXAElv9nH6QFRUFDVq1ABci6Nbt27MmDGDhg0bkitXLh544AHefPNN3n//fTJnzsyKFSsoWrQoZcuWJSwsjK5du3LkyBEKFizo3zdijB9ER8P+/S4ZxCWFhK7v2wdnz1762nLl3FjGo48GVwmQYBPaicNPddXjxjjiCw8PZ+nSpZQrVw6Aw4cPM3/+fBo1akR4eDibN2++8Njx48f59ttveeyxx9I3cGN86OTJpBNB3PVDhy7d8S5O4cJur4oSJdyWqHHXr7rq4vVKlTJmCZD0FtqJI0AcP36cJUuWsGvXLrJ7OlfHjh1LeHg4d955J19//TXr1q27sC/5/PnzGTRokCUOE/BiY+Hw4Su3DvbudYnjclmzui/+q65yrYX69S9NBHHXixcHKw4dOCxxpIOpU6dy5513XkgaAC1atKBPnz60a9eOUqVKXUgaALfffjsbN25k7969lChRwh8hG3MJVdiyBX75xV1++81Ncd2/33UtXS5v3otf/rVqJdw6uOoqKFTIWgjByMqqB7mM9n5N+jh6FH799WKiWL7clREHlxTitjxNLCHYmojAZmXVjTFpEhPjFsLFJYlffoFNm9xjInDdddC6NdSr5y7XXBP4e2Ib37LEYUwGs3+/a0HEJYkVKy6OPxQp4pLDww+7P2+8EfLl82+8JvBY4jAmhJ0755YyxW9NbN/uHsuSxS1L6tLlYmuiQgUrHW6uzBKHMSFCFXbtujRJ/PbbxbUOpUq5WUtPP+2SRK1abr8JY1LKEocxQerUKbdLXfxEsXeveyxHDqhd2xXyi2tNhIX5N14TOixxGBMEVGHrVpccfv7Z/blunRvYBqhY0e1/HZckqlWzdQ/Gd2wGtQ+ICJ06dbpwOzo6mqJFi9KsWTMAxo0bR9GiRalZsyaVK1emcePGLFu27MLzu3TpQvny5alRowbVq1dn3rx56f4eTGBYv95Vdy1SxK2W7twZJk506x/69oXvvoMDB1xSmTjRtTDq1LGkYXzLWhw+kDt3bjZs2EBUVBQ5c+Zk7ty5lyzwA3jwwQcZOXIk4FaKt27dmvnz519Yk/Huu+/Spk0b5s+fT/fu3dmyZUu6vw/jX/v2uQJ9Z89Cq1YXWxPXXmvTYY1/+aXFISLPi8jvIrJBRMJFJIeIFBKRuSKyxfNnUFf4a9KkCbNmzQJcnaqkqt02bNiQ7t27M3r06H89Vr9+fXbv3u2zOE1gOnPGJYt//oGICLe96WOPwfXXW9IwaRAbC0uXpvkw6d7iEJFSwLNAVVWNEpEpQHugKjBPVd8Wkb5AX+CltJ6vQYMG/7qvXbt2PPXUU5w+fZqmTZv+6/EuXbrQpUsXDh06RJs2bS55bMGCBck6b/v27Rk4cCDNmjVj3bp1dO3alcWLFyf6/Fq1avHJJ5/86/7vv/+eli1bJuucJjSowhNPuHGMb75xU2aNSTVVWL3a7WA1aZKbepdG/hrjyALkFJEsQC5gD9AC+MLz+BdAS/+E5h3VqlVjx44dhIeHJ5icLnd56ZfevXtToUIFOnbsSP/+/X0VpglAQ4fC+PEwYAA88IC/ozFBa/NmeP11t9S/dm14/32oXt0NhqVRurc4VHW3iPwX2AlEARGqGiEixVV1r+c5e0WkWEKvF5HuQHeAMmXKXPF8SbUQcuXKleTjRYoUSXYLIyHNmzenV69eLFiwgMOHDyf53NWrV19Sc+rdd9+ldevWfPDBBzzyyCOsWrUq1XGY4DF7NvTpA23awKuv+jsaE3R27IDJkyE8HNaudas5GzaEXr3cr5BChdzzOnZM02nSvcXhGbtoAZQHSgK5RSTZ70JVR6tqHVWtU7RoUV+F6RVdu3bltdde44YbbkjyeQsXLmT06NE8/vjjl9yfKVMmevbsSWxsLD/88IMvQzUBYNMm6NDB/SgcN86qxppk2rcPRoyAm2+G8uXddLucOWH4cLe5+rx58PjjF5OGF/hjVlUjYLuqHgQQkanAzcB+ESnhaW2UAA74ITavCgsLo2fPngk+NnnyZJYsWcLp06cpX7483377bYJVbkWEV155hSFDhtC4cWNfh2z85J9/4P773cK9GTOsuqy5giNH4Ntv3ZjF/Plu0LtaNRg82G2qXr68T0+f7mXVRaQuMAa4EddVNQ5YCZQBDscbHC+kqn2SOpaVVc947zcUnT8PTZrA4sXuO+Dmm/0dkQlIJ0/CzJmuG+qHH9w/nEqVXDO1fXuoWjXRl+7bt4/Ro0fz/fffs3jxYrJkyRJcZdVVdbmIfAP8BkQDq4HRQB5gioh0w41/tE3v2IzxhxdecL0JY8da0jCXOXMGvv/eJYvvvoOoKFc75tlnXcKoVSvJqpTLly9nxIgRTJkyhfPnz9OkSZMrjrcmh18WAKrq68Drl919FrjLD+EY4zejR8PIkS55dOni72hMQIiOdr8kJk2CqVPh+HEoWhQefdS1LG65JVkDYAsWLKBhw4bky5ePp556iqeffprKlSt7JcSQXDmuqkgGqA0dzLs3Gli40FWqvfdeGDLE39EYv4pbmBce7hbvHDzoNkJp3dq1LO6809XBT8Lu3bv5+OOPyZ8/P7169eL222/n888/p23btuTNm9er4YZc4siRIweHDx+mcOHCIZ08VJXDhw+TI0cOf4diUmH7djc7smJF911hq8EzIFVX9z483E2hjYx0s6Huv98li3vvdbMlkjyEsnTpUkaMGMHUqVOJiYmhi6fpmilTJrp27eqT0EMucYSFhREZGcnBgwf9HYrP5ciRgzCrlR10TpyA5s1dZdvvvoMCBfwdkUlXmza5ZDFpEmzZAlmzuiTxzjvuH0aePMk+VN++fRkyZAgFChSgZ8+ePPXUU1SoUMGHwTshlziyZs1KeR9PRTMmtWJjoVMn990xZw54qcvZBLrt2y8uzFu3zo1RNGwIL73kipIlc43Fzp07+fDDD+ncuTNVq1alXbt2FypM5E7HOdwhlziMCWSvvurWaQwfDnff7e9ojM8cPOjqQ61a5abQ/vKLu79+ffjgA2jbFq66KlmHUlUWLFjAiBEjmDFjBgDly5enatWq1K5dm9q1a/vqXSTKEocx6SQ8HN56y1W5/b//83c0xivi9utdvdqNV6xe7S6RkRefU706vP22W5hXrlyKDh8bG8vNN9/M8uXLKVSoEL1796ZHjx6ULVvWu+8jhSxxGJMOVqyArl3htttg1Kgkp96bQBUb68YkLk8ScesiMmVyBQXvuMOtr6hZ05U2LpiyHSL++usvpk2bxgsvvECmTJlo1aoV3bt3p0OHDuQMkE3i033luDcltHLcmECzZw/ceKMbA12xwk3JNwHu3DnYuPHSJLF2rVu9DW6LxRtucMmhZk2XKKpVg1y5UnU6VeXHH39kxIgR/O9//yNTpkxs3LiRq6++2otv6iIRCa6V48ZkJFFRbuzz2DFYtsySRkA6dcoNWMdPEhs2uOQBbpZTjRpuAV5ckrj2Wq/tz7t582ZatWrF5s2bKVq0KP379+fJJ58M6BmTljiM8RFVV5T011/dAuBq1fwdkeHIkYtdTHFJ4o8/XDcUQOHCLjE899zFJFGpktdLFW/ZsoU9e/Zwxx13ULZsWUqXLk2/fv1o165dUKzNssRhjI8MGQJffglvvulaHSad7d17MTnE/bljx8XHw8JcYmjX7mKSCAvz2QBU3PYII0aMYM6cOVStWpUNGzaQM2dOIiIifHJOX7HEYYwPfPcd9OvnJtK8/LK/owlyqq4SbFSUu5w+nfD1kyfdApm4JLF//8VjVK4MN90ETz55cVwiHfsNp0+fTp8+fdiyZQtXXXUVAwYM4Iknngja6haWOIzxst9/h4cecj9gx4wJ0RlUsbGucmv8L+6kvtRTev3y2zExyYsrSxZXXvzeey/ObKpe3dV9Smfbt28nf/78FCpUiNjYWIoUKcIbb7zBAw88QDYvjY/4i82qMsaLDh92P2xPn3YzqAJ4fDP1Jk50v9xPnUr5azNlcvWYcuZ0M5Dirl9+O6XX426XLXvF+k6+tnr1aoYMGcKUKVN4+eWXGThwYMAVXrVZVcYEiPPn3V7hu3fDggUhmDRU3QrGV15xC1KaNUv5F3+2bCHaBIN58+bxzjvvMHfuXPLmzcuLL77IE088ARBQScMbLHEY4yU9e7qEMX481Kvn72i87Px5eOop+Owz6NgRPv/ca9NRg1n8lsSIESNYv349b7/9Nk888QQFQrh6pSUOY7zgo4/cpXdvV8QwpJw44Wor/fCDa20MHBiyrYbkOn36NGPHjmXYsGHMnj2bypUr8/HHH1OwYEGyZ8/u7/B8zhKHMWk0f76rPXXffTB4sL+j8bI9e9wbW7/etTa6dfN3RH516NAhRo0axYgRIzh8+DD169fnxIkTAFyVzKKFocAShzFpsG2bG9e4+mr46qsQ25BpwwZo2tQtmps1Cxo39ndEfhUVFUWVKlX4559/uP/+++nTpw+33nqrv8PyC0scxqTS8eNu3x1VVznbDzM+fWfePLdtaZ48sHixK7mRAa1evZqZM2fy+uuvkzNnTt577z3q1KnDdddd5+/Q/Mq76+iNySBiYuDhh121im++cVUpQsb48W4dRJkybh+JDJY0VJV58+Zxzz33UKtWLYYOHcquXbsAeOSRRzJ80gBLHMakyssvw//+5zZkuvNOf0fjJapu4PuRR1xp8CVLoHRpf0eVrv7880/q1KlDo0aNLsyQ2rlzJ6Uz2OdwJdZVZUwKTZzotod+4gk3QzUknD/vFvWNGQOdO8Onn2aY6banT59mx44dVK1alVKlSpEjRw4+/fRTOnbsGBQFB/3BEocxKbB8udvB7447YMSIEJmVevy4m24bEQGvvQYDBoTIG0va4cOHL8yQKlSoEJs2bSJ37twsXbrU36EFPEscxiTT7t2uym3Jkm5cI2tWf0fkBbt3u5lTGze6RX1du/o7Ip/buXMnQ4cO5bPPPuP06dM0a9aMPn36hNzqbl+yxGFMMkRFQcuWbi1cRAQUKeLviLxg/XqXNI4dc9Nt77nH3xH5VGxsLJkyZeLnn3/mo48+4uGHH6ZXr1422J0KNjhuzBWouh/iq1a5/TWuv97fEXnBjz/Crbe6N7d4ccgmjbgZUo0bN2awZ3XmAw88wF9//cXYsWMtaaSSJQ5jrmDwYJg0Cf7zH7duI+iNGwdNmrhKsr/84sqOh5jo6GimTJnCjTfeSKNGjVi7di2FChUCIEuWLAG9LWswsMRhTBJmzHBTbx96CPr29Xc0aaQKb7zh9s5u0MC1NEL0C/SJJ57gwQcf5Pjx44wePZodO3bQo0cPf4cVMmw/DmMSsX491K/v9gVauNBVBQ9a589D9+6utfHIIzB6dFBPt42NjWX//v3s3buXPXv2sHfvXrZs2cJTTz1FuXLlWLFiBbt27aJFixZkDqk6MN5h+3EY4wMHD7puqXz5YNq0IE8ax4+7glpz57qptq+9FvDTbc+cOUNERAR79+69JDl07tyZtm3bsnnz5n+NT4gI5cuXp0ePHtx4443ceOONfoo+9FniMOYy586579m9e2HRIihVyt8RpUFkpKtuu3EjjB0LXbr4JYzo6Gj279+PqhIWFkZMTAwDBw5kz549F5LCnj176Nq1K2+99Rbnzp2jRYsWgEsIRYsWpWTJkpzy7DpYtmxZPvzwQ0qUKEHJkiUpUaIExYsXD/otWYOFXxKHiBQAPgOuBxToCvwBTAbKATuAdqp6xB/xmYxL1ZVIX7TIzaC66SZ/R5QGa9e6pHH8OMyZA40aef0U58+fZ//+/Re+/HPlysXdd98NQPv27fnjjz/Yu3cvBw4cQFV56KGH+PLLL8mcOTPDhw8nZ86cF778a9euTZ06rvckb968LF++nJIlS1K8eHGyXrZoJnfu3DZm4UdJJg4RyQE0A24DSgJRwAZglqr+nobzDge+V9U2IpINyAX0B+ap6tsi0hfoC7yUhnMYk2KjRrnu/7593YB40IqIcM2mfPlczalq1bx+igYNGrBo0SLij5PefvvtFxJHdHQ0pUqV4sYbb7zQKrjhhhsuPPfw4cOJjj+ICDcFddYObYkOjovIAOB+YAGwCjgA5ACuBhp6rr+oqutSdEKRfMBaoILGO7mI/AE0UNW9IlICWKCqVZI6lg2OG2+aMQMeeMCtiZs+HTIF65zDsWPdQHjVqm5hnxdnTi1evJi6deuSLVs2hg0bxtGjRy8khZIlSxIWFkbx4sW9dj7jG2kdHEdVE7wA9yX2mOfxYkCdpJ6TyOtqAL8C44DVuC6r3MDRy553JJHXdwdWAivLlCmjxqTVnj2q7durgmqNGqrHj/s7olSKjVV97TX3Ru6+W/XYMa8e/oMPPlAR0UGDBnn1uCb9ASs1hd/d8S8p/dLPAeRL0wmhDhAN1PXcHg68mdzEEf9Su3Ztb36WJoOJjlYdMUI1Xz7VbNlUBwxQjYryd1SpdPasaufO7r/0o4+qnjvntUNHR0fr888/r4C2aNFCT5486bVjG/9Ia+JIdmNcRB4DfgBmichbqWreOJFApKou99z+BqgF7Pd0UeH580AazmFMklauhLp13UB43bpul9TXX4egrKJ97JjrXxs/3u2n8fnnXqvAePr0adq2bcv777/Ps88+y7fffkvu3Lm9cmwTvBJNHCJy/2V3NVLVO1T1NuC+1J5QVfcBu0QkbvziLmAjMBN4xHPfI8CM1J7DmMQcO+aSxU03ucKw4eHwww9QubK/I0ulXbtczamFC93ivldf9eoajR07dvDTTz8xbNgwhg8fbovpDJD0rKrqnlbGa6q6FlgnIl/ips+mZUYVwP8BX3pmVP0FPIpLYlNEpBuwE2ibxnMYc4EqTJ4Mzz8P+/fD00/DoEGQP7+/I0uDNWvcdNuTJ+H77+Guu7x26IMHD1K0aFGqVq3Ktm3bKFy4sNeObYJfoolDVQeJyFXAQE+d+teAPEAuTeFMqgSOvQY31nE57/3LN8Zjyxa3U9+PP0Lt2vDdd1An9fNJAsMPP7jptgUKuOm28aa5ptXixYtp2bIl//nPf3jyySctaZh/udIYxyngOWAUMBroAPzp45iM8YozZ1xNvxtugF9/hZEj3Q5+QZ80Pv/ctTQqVnTVbb2YNCZPnkyjRo0oWrQo94RoqXWTdkmNcQwCZgHzgIaq2hy3/mKWiHRKp/iMSZW5c9336YABbte+zZtd91RQd9GrujGMxx5zq8AXL/ZaPRRV5Z133qF9+/bUq1ePZcuWUaFCBa8c24SepFoczVT1duBmoDOAqs4EGgOF0iE2Y1Js717o0OHivkQREW4AvEQJ/8aVZufOuaq2gwZBt26uvy1vXq8d/rfffqNfv3506NCBiIiIC3tXGJOQpAbHN4jIBCAnsDDuTlWNxq29MCZgxMTARx+5vTPOnHEtjZdeCtLptZc7ehRat4b58+HNN92b9NLMqbjtVGvXrs3ChQu55ZZbyBS0S+ZNekn0X4iqdgSGAK+o6vPpF5IxKRNSazLiO38e5s1z022XLHHrNF55xWtJY/fu3dSrV48ff/wRgNtuu82ShkmWRFscInKrqi5J4vF8QBlV3eCTyIy5gmPH3PfoqFFQvLjrknrwwYDfaiJpZ864AZqpU2HmTPjnHyhY0E23vfNOr51m3bp13HfffRw9epSYmBivHddkDEl1VT0gIkOA73FFDg/iSo5UwhU5LAu86PMIjblMyK3JOH4cZs92yWL2bDh1yr2Z++93XVSNG0OuXF47XUREBG3atCFfvnwsWbKE6iG457jxraTWcTwvIgWBNrjFeCVwZdU3AZ8k1RoxxldCZk3GoUOuRTF1qmthnDvnmk0dO7pk0aCBT7Z2/e2332jatCnXXXcds2bNIixE9xw3vpXkfhzqNlL61HMxxm/OnIF33oHBgyF7drcm48kng2x6bWSk24d26lS3U1RsLJQt65pMrVu7Dc59/IZq1qzJkCFDeOyxx8iXL59Pz2VCl20dawLe3LmulbF1K7RvD++9F0TTa//882Ky+PVXd1/VqtC/v0sWNWr4fFDm3LlzvPjii/Ts2ZNKlSrxwgsv+PR8JvRZ4jABa98+eOEFN+hdqZJbk+HZXC5wqbotW+OSxQbP3JE6deCtt9xqxGuuSbdwjhw5QuvWrVmwYAHXXXcdlSpVSrdzm9B1xcQhItlV9eyV7jPGW2Ji4OOP3Y/yM2fc1Nq+fQN4em1srCv9MXWqu2zf7rYPvO02GD4cWraEMmXSPawdO3bQtGlTtm7dysSJE3n44YfTPQYTmpLT4vgZt1/Gle4zJs1WrXJjFytXuqoao0bB1Vf7O6oEnD8PCxa4lsW0aa55lDWrC7p/f2jeHIoV81t4mzZtomHDhpw9e5aIiAgaNGjgt1hM6ElqHcdVQCkgp4jUBOI6YvMB3psbaAwX12R8+KH7vg3INRlRUa6/bOpUN53ryBE3TbZpUzde0bRpwMwJLlu2LHfccQcDBgzg2muv9Xc4JsQk1eJoDHQBwoChXEwcx4H+vg3LZBSqMGUKPPdcgK7JOHbs0jUWp0+7UubNm7tkcc89kDOnv6O8YOLEiTRv3px8+fIxefJkf4djQlRS6zi+AL4QkQdU9dt0jMlkEFu2uEQxd26Arck4cODiGosff3TdUldd5YoMtmrl1lh4aWtWb4mNjaVXr168//77DBo0iJdfftnfIZkQlpwxjtoiMk9VjwJ4FgW+qKqv+DQyE9KGD3dFCLNnhxEjoEcPP6zJiI115XS3bbt4WbLElSuPjYXy5eHZZ13Lol49N+AdgKKioujYsSNTp07l2WefpW/fvv4OyYS45CSOJqp6oWtKVY+ISFPAEodJlfnzXdfUfffBp5/6eE3G+fOwY8elySHu8tdfbtwiTqZMcN11brClVSuoXj3ABln+7eDBgzRv3pzly5fz/vvv89xzz/k7JJMBJCdxZI4//VZEcgLZfRuWCVXHjrken8qVXb2p3Lm9cNCTJxNODFu3ws6drvUQJ2dOqFDB7Z53zz3uz4oV3UKRsmUDrgvqSs6cOcPBgwf59ttvadWqlb/DMRlEchLHRGCeiIwFFOgKfOHTqEzI6tkTdu+GZctSkDRU4eDBfyeFuOsHDlz6/EKFXDKoX9/VfopLDhUruuZNgLcikmPDhg1UrVqV0qVLs2nTJrIGWcIzwe2KiUNVh4jIeuAu3MyqN1X1B59HZkLOtGnwxReuJ6hu3csejImBXbsSTgzbtrlWRRwRCAtzieD++y9NDBUrullPIWzy5Ml07tyZgQMH8tJLL1nSMOlOVNXfMaRanTp1dOXKlf4OwyTD/v1w/fVQprTy89hNZPt5kSvHEZcYduxw4xFxsmVzg9OXJ4WKFd39AbuM3HdUlSFDhtC3b19uvfVWpk+fTuHChf0dlglCIrJKVVM9hzE5JUfqASOAa4FsQGbglKpaaU1zZbGx6Ibfmf7wQj7+ZyEtYheSpcZB91i+fC4RVK8ODzxwaXIoVSrISt/6VnR0NM888wyffPIJ7du3Z+zYseTIgMnTBIbkjHGMBNoDXwN1gM64zZyM+beYGFi3DhYudJdFi5B//uEJ4HjBMmS571644w53qVgxJMYb0sPGjRsZN24c/fr1Y9CgQbbFq/GrZFXHVdWtIpJZVWOAsSKyzMdxmWARHQ2rV19MFIsXu6lTABUqcOLOFvT67g6O1biDr5aVS2KXe5OQkydPkidPHqpVq8amTZsoX768v0MyJlmJ47SIZAPWeLaS3Qt4YxKlCUbnz7tKhAsXuiJ/S5fCiRPuscqVoV0715q4/XZiSpbmvoawNjusmxyw6+cC1urVq2nevDlvvfUWnTp1sqRhAkZyEkcn3O/EZ4DngdLAA74MygSQs2dhxYqLLYply9ye2ADXXgsPP3yx6+mylXzv/9c1QMaNc0skTPJ99913dOjQgUKFCtme4CbgJGc67t+eFkc5YCrwh6qe83Vgxk/OnHF7S8Qlip9/dvcB3HADPProhRZFUmXDN2yAl192W1F07pw+oYcCVWXYsGG8+OKL1KlThxkzZlAiaLY7NBlFcmZV3Qd8DGzDreMoLyJPqOocXwdn0sGpUy45xCWK5cvh3Dk3aF2jhtsc44473KZEyZz6ee6cW3dXoACMHm3j3ynx888/88ILL/DAAw8wfvx4cuWyHQxM4ElOV9VQoKGqbgUQkYrALMASRzA6ccJ1Ny1Y4BLFihVugDtTJqhVC/7v/1yiuPVWKFgwVacYMMDtnjpjBhQt6tXoQ5aqIiLcfPPNzJkzh3vuucdmTpmAlZzEcSAuaXj8BRxI7MkmAP38s1u2vXChG9iOiYEsWVwN8xdfdInillvcuoo0WrYM3nkHunZ1W1aYK9u+fTtt27Zl1KhR1K1bl3vvvdffIRmTpOQkjt9FZDYwBVerqi2wQkRaA6jq1NScWEQyAyuB3araTEQKAZNxYyk7gHaqeiQ1xzbxrF3rkkKWLK7OR9++LlHUrw958nj1VCdPuvGMMmXg/fe9euiQtWzZMlq2bEl0dDRn4saSjAlwyUkcOYD9wB2e2weBQsD9uESSqsQB9AQ24baiBegLzFPVt0Wkr+f2S6k8tonTp48bbPjzTyhSxKen6t3bVSqfP98rjZeQFx4ezqOPPkrp0qWZNWsWVwfk5urG/FtyZlU96u2TikgYcB/wH+AFz90tgAae618AC7DEkTYREe7y3ns+Txpz5sDHH1/s+TJJi4iI4KGHHuK2225j6tSpFPHx348x3nTFIociUh74P1wX0oVEo6qp7sEWkW+AwUBeoJenq+qoqhaI95wjqvqv0VkR6Q50ByhTpkztv//+O7VhhLaYGLcf6/HjsGmT22rPRw4fdjN1CxWClSszZP3BFIuJiWHkyJE8+eSTZPfh340xCUlrkcPkTNuYjhtzGIGbYRV3SRURaYYbcF+Vmter6mhVraOqdYralJ3EffmlG9946y2fJg1VeOopOHQIJkywpJGUgwcP0q5dO3bv3k3mzJnp2bOnJQ0TlJIzxnFGVT/w4jlvAZp7tp/NAeQTkYnAfhEpoap7RaQENnMr9aKi3KYXdeq4EiA+NGkSTJkC//kP1Kzp01MFtc2bN3Pfffexe/duHn30UUqVKuXvkIxJteS0OIaLyOsiUl9EasVdUntCVe2nqmGqWg5XdfcnVe0IzAQe8TztEWBGas+R4X3wgdsU6d13fVogKjLStTbq1XNj8CZh8+bNo169epw8eZIFCxbQpEkTf4dkTJokp8VxA65e1Z1A3ObN6rntTW8DU0SkG7ATN+3XpNShQ657qlkzaNDAZ6dRdWs1zp2D8ePdbF/zb7NmzaJly5ZUqVKF//3vf5QrV87fIRmTZsn5794KqOCL+lSqugA3ewpVPYzbntakxaBBbkHFO+/49DQffghz57o/K1f26amC2i233EL37t156623yJ8/v7/DMcYrktOPsRYo4OM4jDds2+a+ybt1g6pVfXaaP/90azYaN3alrMylTp06xSuvvEJUVBQFChRg1KhRljRMSElOi6M4sFlEVgBn4+5My3Rc4yP9+0PWrK5YlI9ER0OnTm721JgxVsDwcnv27OH+++9nzZo13HLLLTaeYUJSchLH6z6PwqTd8uVuetOrr0LJkj47zdtvw6+/utlUPjxNUFqzZg3NmjXj6NGjzJgxw5KGCVnJWTm+MD0CMWmg6qY1FSvm+pB8ZNUqeOMN6NABHnzQZ6cJSnPnzqVVq1YULFiQpUuX2uZLJqQlmjhE5ARu9tS/HgJUVa0aUaD47jtYtMiNb+TN65NTREW5LqpixWDkSJ+cIqiVLVuWW265hXHjxtnGSybkJTo4rqp5VTVfApe8ljQCSHQ0vPQSVKkCjz3ms9O8/LKrXDJ2rCstYiA6OpoJEyagqlx99dX88MMPljRMhmCz74PdmDGwebPbbyNrVp+cYv58Vyb9qafgnnt8coqgc+zYMdq1a0dERARhYWE0bNjQ3yEZk26uWOQwkNWpU0dXrlzp7zD85+RJqFTJXRYv9skUp2PHoFo1V+5q9WrIndvrpwg627dvp1mzZvz555+MHj2aRx/1egFpY3wqrUUOrcURzIYOhf37Yfp0n82L7dnTlRZZutSSBrg9wVu0aEF0dDQRERHW0jAZkiWOYLVvn6tF1aaNKxblA9OmwRdfuHqJPjpF0Dl+/DiFCxdm+vTpVKlSxd/hGOMX1lUVrJ58Ej7/3I1YV6rk9cPv3w/XXw+lS8Mvv0C2bF4/RdBQVX799Vfq1q0LwPnz58nqo/EkY9JDeuzHYQLNpk3w2WfQo4dPkoYqPP44nDjh9tjIyEnj7NmzdO7cmfr167NqldtCxpKGyeisqyoY9e3rBhxefdUnhx871i0NGToUrrvOJ6cICocOHaJVq1YsWbKEQYMGUatWqncTMCakWOIINosWwcyZrnS6D3ZA3L7dDYjfcQc895zXDx80Nm/eTLNmzYiMjGTy5Mm08/GGWMYEE0scwUTVlRQpVcp9u3tZTAx06eImaH3xhU/3gAp4ERERnDhxggULFlDPZgYYc4kM/NUQhL7+2lUYHDQIcuXy+uGHDXMNmg8+gLJlvX74oLBnzx4A/u///o/ff//dkoYxCbDEESzOnYN+/eCGG1zRKC/bsMFVZW/RAh555MrPDyXR0dHMnj2btm3bcu2117Jt2zZEhCJFivg7NGMCknVVBYuPPoK//oI5cyBzZq8e+tw5l4vy54fRozPOHhuRkZEMHTqU8PBw9u/fT6FChXjmmWcom1GbW8YkkyWOYHD0KLz5JjRq5Lbd87I33oA1a9wC9GLFvH74gBIZGcnJkye55pprOH/+PB999BHNmjWjU6dONGnShGwZee6xMclkiSMYvP02/PMPDBni9ebAzz+7wz/6qOumCkUnTpxg6tSpTJgwgZ9++on777+fGTNmUL58eQ4ePEheH5WiNyZUWeIIdDt3ulHrjh2hZk2vHvrUKejc2a0OHzbMq4cOGP3792f48OGcPn2aChUq8Nprr9GxY8cLj1vSMCblLHEEutdec3+++abXD92rF2zb5sqm5wuRHVbWrVvHpEmTeP3118mePTvFihWjU6dOdOrUiZtvvhnJKAM4xviQJY5AtnYtjB/vvuG9PGA7Zw58/DG8+KJb7BfM9u7dy1dffcX48eNZt24dWbJkoVmzZtx88808l5FXMRrjI1bkMJA1bgwrV7pmQYECXjvs4cNuVm+hQu7wOXJ47dDpbuPGjdxwww3ExsZy00030blzZx588EGbSmtMEmw/jlAVEeEu773n1aQB8PTTcPAgzJoVXEkjJiaG+fPnM2HCBIoVK8a7777Ltddey+DBg2nRooWVOTcmnVjiCEQxMdCnD5Qv7/Zr9aLwcJg82S0+9/JYu89s3LiRL774gi+//JLdu3eTL18+unfvDoCI0KdPHz9HaEzGYokjEH35pRvfCA93e7Z6ye7dLg/VqwcvveS1w/rEgQMHKFq0KCLCiBEj+PTTT2nSpAnvvfce999/Pzlz5vR3iMZkWDbGEWiioqBKFSheHJYv91qlQVW4915YssQt9qtc2SuH9aqoqChmzJjBhAkT+OGHH1iyZAn16tUjMjKSbNmyUSzUVycak05sjCPUfPAB7NrlZlN5sTztRx+5IZMPPwy8pHHw4EH69u3L119/zYkTJwgLC6N3796ULFkSgLCwMD9HaIyJz1ocgeTQIahYEW6/3e2k5CV//gk1arjDzpkTGLWotm/fzo4dO2jYsCFnz56lcuXK3HXXXXTq1IkGDRqQKSPXdDfGx6zFEUoGDYKTJ+Gdd7x2yMhIeOghN3vq88/9nzRUlU8++YTnn3+ecuXKsWnTJrJnz8727dvJ7OXijcYY37CfdYFi2zbXj9StG1StmubDxcTA8OFw7bXw++8wZozb/8mfDh8+TOvWrenRowe33347ERERFx6zpGFM8Ej3xCEipUVkvohsEpHfRaSn5/5CIjJXRLZ4/iyY3rH5Vf/+kDWrK1WbRitXwk03ua1fb73VJY6WLdN82DTZvXs31apVY9asWQwdOpQ5c+ZQunRp/wZljEkVf7Q4ooEXVfVaoB7wtIhUBfoC81S1MjDPcztjWL4cpkxxpUVKlEj1YY4fh2efhbp1Yc8et15j9myoUMGLsaZSyZIlad++PcuXL+eFF16wMQxjgli6/+9V1b2q+pvn+glgE1AKaAF84XnaF0DL9I7NL+L2ES9WzCWOVB7im29ct9TIkdCjB2zeDO3a+XdMY9u2bdx9991s3boVEWHo0KHUDJZVh8aYRPn1Z5+IlANqAsuB4qq6F1xyARKctC8i3UVkpYisPHjwYLrF6jPffQeLF8OAAZCKEt87dkCzZtC2rcs9v/zikkf+/F6PNEUmTpxIzZo1WblyJdu3b/dvMMYYr/Jb4hCRPMC3wHOqejy5r1PV0apaR1XrFC1a1HcBpofoaLeEu0oVeOyxFL30/Hm3r1PVqrBwIQwdCitWuLENfzp+/DgdO3akU6dO1KhRg7Vr13L33Xf7NyhjjFf5ZTquiGTFJY0vVXWq5+79IlJCVfeKSAnggD9iS1eff+76lKZNcwPjybRsGTz5JKxf73bt++ADKFPGh3GmwDvvvMOkSZMYOHAg/fv3t9lSxoSgdF8AKG4nnS+Af1T1uXj3vwscVtW3RaQvUEhVk6xeF9QLAE+ehEqV3DLuRYuSNRjxzz/Qrx+MHu127RsxIjC2e42JiWHfvn2UKlWK06dPs379eurWrevvsIwxiQjGBYC3AJ2A9SKyxnNff+BtYIqIdAN2Am39EFv6+e9/Yf9+mD79iklD1dU9fOEFlzxeeMHN2s2TJ31CTUpkZCSdOnVi7969rFmzhly5clnSMCbEpXviUNUlQGLflHelZyx+s3evSxxt2rhStUn4809X0XbePDd+ERHhyocEgunTp9OtWzfOnj3LyJEjye7FSr7GmMBlk+n94Y034OxZGDw40aecPQsDB0K1am7Qe9QoN7YRCEnjzJkzPPnkk7Rq1Yry5cvz22+/0aVLF9vP25gMwhJHetu0CT77zC22qFQpwafMnw/Vq8Prr7sV35s3u1ZHoIwzZ86cmfXr19O7d2+WLVvG1Vdf7e+QjDHpyIocpre+fSF3bnj11X89dPCgWwM4frxb7f39927b8UAQV5ywTZs2FClShPnz55MtWzZ/h2WM8QNrcaSnRYtg5kyXPOKtQYmNdTNzr7nGbfrXvz9s2BA4SePAgQM0a9aMHj168OmnnwJY0jAmA7MWR3qJKy1SqhT07Hnh7t9/d2syliyB226Djz/2SnFcr4mIiKBz584cPXqUESNG8PTTT/s7JGOMn1mLI718/TX8+qvbcyNXLk6fdi2LGjVg40bX4liwILCSxrhx42jcuDGFCxfm119/5ZlnnrEBcGOMJY50cfasW7l3ww3QqRPffw/XX+8mVT38sBv87trVqzvFpkncotCmTZvSu3dvVqxYQbVq1fwclTEmUATIV1WI+/hj+OsvDvd7lwcfykyTJpAtm5s9NW7cJcMdfqWqjB07lqZNmxIdHU2xYsUYMmQIuXLl8ndoxpgAYonD144eRd98k11VGlHhiXuYMcOtz1i7Fho08HdwFx09epT27dvTtWtXzp49y4kTJ/wdkjEmQFni8LH9z7+NHv6H5n8M4aa6wvr1biZuIC2yXrp0KdWrV2fq1KkMHjyYuXPnUrBgxtqA0RiTfDarykdOnoT3nttJn3HD+CZHR3p/XpMOHfy7sVJCoqOj6datG1myZGHp0qXc5O+67MaYgGeJwwemT4f/+z8YFPkqmTND4+Vvkj/AxpZ37txJ0aJFyZkzJzNmzKBEiRLky5fP32EZY4KAdVV50Y4drsx5q1ZQL8caOssEsr7wLPmrlfV3aJeYMmUK1apV45VXXgGgSpUqljSMMclmicMLTp2C115zK79//NHtzDe5/EtIwYJusUaAOHnyJN26dePBBx/kmmuuscV8xphUscSRBqowebJLGG++Ca1bwx9/QO/qEWSaGwGvvAIFCvg7TADWrVtH7dq1GTt2LC+//DKLFy+mQoUK/g7LGBOEbIwjldauhWefdeWnatSAr75yJUOIiYFmfaB8eVfSNkBkz54dEeGnn36iQSDNAzbGBB1LHCl0+LCbTvvJJ1CwoFvb99hj8UqeT5zoskp4uF/n3B44cIBRo0axadMmpkyZQpUqVfj9999tD3BjTJpZV1UyRUe7zZQqV3Z7fj/9NGzZAk88ES9p7Njhuqfq1IF27fwS5x9//METTzxBmTJlGDhwIGfPnuXMmTMAljSMMV5hLY5kWLDAdUutXw933gnDh7taUxcsXw5Dh8K337osEh7ul8JT06ZNo3Xr1mTPnp0uXbrw/PPPU6VKlXSPwxgT2qzFkYS//3YNh4YN4fhxlxd+/NGTNGJiYOpUuPVWt294RITbhemvv9x96SA6OpopU6Ywe/ZsAO666y7eeOMNdu7cyccff2xJwxjjG6oatJfatWurL5w+rTpggGqOHKo5c6oOHOjuU1XVEydUR4xQrVhRFVTLlVMdNkz1+HGfxJKQ48eP67Bhw7Rs2bIKaIsWLdLt3MaY4Aes1DR891qLIx5V+OYbN712wABo3tyVPH/1Vch5ZI8rjV6mjFsWXrSo22Njyxa3MVPevOkS44cffkjp0qV57rnnKF26NNOnT2fq1Knpcm5jjAHrqrogbvyibVu39GLBArdGo8yRtdC5M5Qr51b23XknLFsGP/8MbdpAFt8PE61fv55jx44BULBgQe6++25+/vlnFi9eTIsWLcgUKBt5GGMyhAz/jfPPP64BUaMGrFsHH34Iq1bEcsep2dCokXtg6lTo0cO1Lr75BurX93lcqsrcuXNp3Lgx1apV45NPPgGgQ4cOfP3119SrV8/nMRhjTEIybOKIiXFrMK6+2iWLHj1gy/oz9MjyKVlqXA/33ef6qd55B3btclOp0mGltaoyYcIEatSowT333MO6det46623eOyxx3x+bmOMSY4MOR130SI3vTZuM6WRrx3gukUfQY1RcPCga2VMmOCmVGXLli4xnT179sLq7vHjxxMdHc2YMWN46KGHyB5Im3cYYzK8DJU4du2CPn1g0iQoXRrmvLeJxhvfR5qMd/uC33cfvPiiyybptHHG33//zfDhwxk3bhzr1q0jLCyMSZMmUahQISTQNu8wxhgySOI4cwb++18YPBhiY5RxnefTcf9QMr8wG3LkgEcegeefd9Op0smqVasYOnQoU6ZMAaB9+/ZER0cDULhw4XSLwxhjUiqkE4eq21TpxRchcvs5ht44me6n3iP7+DVQrBi88YYb3ChaNF3j2r9/P/Xq1SNnzpw8//zzPPvss5QuXTpdYzDGmNQK2cSxcaNbXrHyxyO8XvwTehQeQfYVe6BqVfjsM3j4YdfaSAdnzpxh4sSJrF69mlGjRlG8eHGmTZvGbbfdRv78+dMlBmOM8ZaQSxxHj7rFe7NHbOPFrMOZlW0M2fafclNrX/gMGjdOtzpShw8f5qOPPmLEiBEcOHCAmjVrcurUKXLnzk2zZs3SJQZjjPG2kEkcMTEw5nNlep9ldD32Hu8xDYnNgjz0kBu/qF49XeOJiIigZcuWREVF0aRJE3r16kXDhg1twNsYE/QCLnGIyL3AcCAz8Jmqvn2l1yxdGM2MLtNovWMoj7Oc6HwFyfR0X3jmGShZMtWxqCpRUVGcPHmSkydPcuLECXLmzMnVV18NwJdffsmRI0cuebxZs2bcfffd3HjjjXTq1Ilnn32W6667LtUxGGNMoBFX7yowiEhm4E/gbiASWAF0UNWNCT2/+vW1tFeOzty6ajjl2MHBYuXJ8mIPCj39FOTOzbp169i3b9+FL/WTJ0+SL18+OnXqBMCAAQPYvHnzJV/81atXZ8yYMQBUqlSJbdu2XXLOFi1aMH36dACuuuoq9u/fD0CmTJnImzcvd955p9WOMsYENBFZpap1Uv36AEsc9YEBqtrYc7sfgKoOTuj5RSST5kA5Lpk5hRKrsVSsWJGtW7cCrsz4Tz/9dMlrqlWrxtq1awFo3rw5f/75J3ny5CFPnjzkzZuXmjVrMnDgQABGjhzJ6dOnLzyeJ08eypQpQ5067vPetWsXOXLkIG/evBcW7xljTKBLa+IItK6qUsCueLcjgbrxnyAi3YHuAEUlB7fddQ/Fryt/4Yu9ePHiF5773//+l6ioqAtJIe45cWbOnJlkMM8880ySj9sUWmNMRhRoiSOhn+yXNIlUdTQwGqBOnToaPndGogerWbOmV4MzxhgTeEUOI4H4P+PDgD1+isUYY0wCAi1xrAAqi0h5EckGtAeS7k8yxhiTrgKqq0pVo0XkGeAH3HTcMar6u5/DMsYYE09AJQ4AVZ0NzPZ3HMYYYxIWaF1VxhhjApwlDmOMMSliicMYY0yKWOIwxhiTIgFVciSlROQE8Ie/4wgQRYBD/g4iQNhncZF9FhfZZ3FRFVXNm9oXB9ysqhT6Iy31VkKJiKy0z8Kxz+Ii+ywuss/iIhFZmZbXW1eVMcaYFLHEYYwxJkWCPXGM9ncAAcQ+i4vss7jIPouL7LO4KE2fRVAPjhtjjEl/wd7iMMYYk84scRhjjEmRoE0cInKviPwhIltFpK+/40lPIlJaROaLyCYR+V1EenruLyQic0Vki+fPgv6ONT2ISGYRWS0i//PczpCfA4CIFBCRb0Rks+ffR/2M+HmIyPOe/xsbRCRcRHJkpM9BRMaIyAER2RDvvkTfv4j083yX/iEija90/KBMHCKSGRgFNAGqAh1EpKp/o0pX0cCLqnotUA942vP++wLzVLUyMM9zOyPoCWyKdzujfg4Aw4HvVfUaoDruc8lQn4eIlAKeBeqo6vW4LRrak7E+h3HAvZfdl+D793x3tAeu87zmQ893bKKCMnEANwFbVfUvVT0HTAJa+DmmdKOqe1X1N8/1E7gvh1K4z+ALz9O+AFr6JcB0JCJhwH3AZ/HuznCfA4CI5ANuBz4HUNVzqnqUjPl5ZAFyikgWIBduJ9EM8zmo6iLgn8vuTuz9twAmqepZVd0ObMV9xyYqWBNHKWBXvNuRnvsyHBEpB9QElgPFVXUvuOQCFPNjaOllGNAHiI13X0b8HAAqAAeBsZ6uu89EJDcZ7PNQ1d3Af4GdwF7gmKpGkME+hwQk9v5T/H0arIlDErgvw80rFpE8wLfAc6p63N/xpDcRaQYcUNVV/o4lQGQBagEfqWpN4BSh3R2TIE/ffQugPFASyC0iHf0bVUBL8fdpsCaOSKB0vNthuKZohiEiWXFJ40tVneq5e7+IlPA8XgI44K/40sktQHMR2YHrrrxTRCaS8T6HOJFApKou99z+BpdIMtrn0QjYrqoHVfU8MBW4mYz3OVwusfef4u/TYE0cK4DKIlJeRLLhBnZm+jmmdCMiguvH3qSq78V7aCbwiOf6I8CM9I4tPalqP1UNU9VyuH8DP6lqRzLY5xBHVfcBu0Skiueuu4CNZLzPYydQT0Ryef6v3IUbB8xon8PlEnv/M4H2IpJdRMoDlYFfkzpQ0K4cF5GmuP7tzMAYVf2PfyNKPyJyK7AYWM/Fvv3+uHGOKUAZ3H+etqp6+QBZSBKRBkAvVW0mIoXJuJ9DDdxEgWzAX8CjuB+IGerzEJE3gAdxMxBXA48Becggn4OIhAMNcKXk9wOvA9NJ5P2LyMtAV9zn9Zyqzkny+MGaOIwxxvhHsHZVGWOM8RNLHMYYY1LEEocxxpgUscRhjDEmRSxxGGOMSRFLHCZkiMjJZDznORHJ5eXzlhSRbzzXa3imiqf0GC1F5LVUvK6fiDycyGM3iMi4lB7TmCuxxGEymudwRe+8RlX3qGobz80aQIoTB67e1oepeN09QEQica0HwkSkTCqOa0yiLHGYkCMiDURkQbx9Kb4U51lc7aL5IjLf89x7RORnEflNRL721P9CRHaIyBue+9eLyDWe++8QkTWey2oRySsi5Tz7PmQDBgIPeh5/0LP3QVHPazN59jwoclm8VwNnVfWQ5/Y4EflI3J4rf3nOOUbc/hrj4r0uH5BNVQ+KSFtPDGtFZFG8w3+HW1VvjNdY4jChqiaudVEVVzX2FlX9AFeDp6GqNvR8gb8CNFLVWsBK4IV4xzjkuf8joJfnvl7A06paA7gNiIp7sqfE/2vAZFWtoaqTgYlAXFdSI2BtXIKI5xbgt8vuKwjcCTyP+/J/H7dfwg2e1eFxx5vnuf4a0FhVqwPN4x1npSdOY7zGEocJVb+qaqSqxgJrgHIJPKceLrEsFZE1uPo9ZeM9Hlc8clW81y8F3vO0XgqoavQV4hgDdPZc7wqMTeA5JXDl0OP7Tl1Zh/XAflVd73kvv8eL5V4grjTEUmCciDyOK8MT5wCulWWM11jiMKHqbLzrMbiS45cTYK6ndVBDVauqarcEjnHh9ar6Nq7uUU7gl7gurMSo6i5cVdI7gbpc/KKPLwrIkUj8sZe9l9h47+UmPMXoVPVJXOupNLDGU68Lz3GjMMaLLHGYjOYEkNdz/RfgFhGpBOCppnp1Ui8WkYqeX//v4LqBLk8c8Y8f5zNcl9UUVY1J4LCbgEopeRMich2wOe54nriWq+prwCEulsm+GtiQyGGMSRVLHCajGQ3MEZH5qnoQ6AKEi8g6XCJJsgUBPBc3CI37JX95C2I+UDVucNxz30xcZdaEuqkAFgE1PSXAk6sJ8H282+96BvE3eI631nN/Q2BWCo5rzBVZdVxjfExE6gDvq2qig9QiMhw3rvFjMo85F+gctxVoIs/JDiwEbk3GWIwxyWaJwxgfEpG+QA/gYVVdksTzigN1VdVrG5KJSGWglKou8NYxjQFLHMYYY1LIxjiMMcakiCUOY4wxKWKJwxhjTIpY4jDGGJMiljiMMcakyP8DtGeHBzJymMYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# extract the TC impact function with id 1\n",
"impf_tc_1 = imp_fun_set.get_func(\"TC\", 1)\n",
"# plot the impact function\n",
"impf_tc_1.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Removing an impact function from the `ImpactFuncSet`\n",
"\n",
"If there is an unwanted impact function from the `ImpactFuncSet`, we may remove it using the method `remove_func(haz_type, id)` to remove it from the set. \n",
"\n",
"For example, in the previous generated impact function set `imp_fun_set` contains an unwanted TC impact function with id 3, we might thus would like to remove that from the set."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# first plotting all the impact functions in the impact function set to see what is in there:\n",
"imp_fun_set.plot();"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# removing the TC impact function with id 3\n",
"imp_fun_set.remove_func(\"TC\", 3)\n",
"# plot all the remaining impact functions in imp_fun_set\n",
"imp_fun_set.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Part 4: Read and write `ImpactFuncSet` into Excel sheets\n",
"\n",
"Users may load impact functions to an `ImpactFuncSet` class from an excel sheet, or to write the `ImpactFuncSet` into an excel sheet. This section will give an example of how to do it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reading impact functions from an Excel file\n",
"\n",
"Impact functions defined in an excel file following the template provided in sheet `impact_functions` of `climada_python/climada/data/system/entity_template.xlsx` can be ingested directly using the method `from_excel()`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2021-10-15T09:54:23.162553Z",
"start_time": "2021-10-15T09:54:17.902772Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"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",
"import matplotlib.pyplot as plt\n",
"\n",
"# provide absolute path of the input excel file\n",
"file_name = ENT_TEMPLATE_XLS\n",
"# fill ImpactFuncSet from Excel file\n",
"imp_set_xlsx = ImpactFuncSet.from_excel(file_name)\n",
"\n",
"# plot all the impact functions from the ImpactFuncSet\n",
"imp_set_xlsx.plot()\n",
"# adjust the plots\n",
"plt.subplots_adjust(right=1.0, top=4.0, hspace=0.4, wspace=0.4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Write impact functions\n",
"\n",
"Users may write the impact functions in Excel format using `write_excel()` method."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# write imp_set_xlsx into an excel file\n",
"imp_set_xlsx.write_excel(\"tutorial_impf_set.xlsx\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Alternative saving format\n",
"\n",
"Alternatively, users may also save the impact functions into [pickle format](https://docs.python.org/3/library/pickle.html), using CLIMADA in-built function `save()`. Note that pickle has a [transient format](saving-with-pickle) and should be avoided when possible."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2022-03-28 20:08:56,846 - climada.util.save - INFO - Written file /mnt/c/users/yyljy/documents/climada_main/doc/tutorial/results/tutorial_impf_set.p\n"
]
}
],
"source": [
"from climada.util.save import save\n",
"\n",
"# this generates a results folder in the current path and stores the output there\n",
"save(\"tutorial_impf_set.p\", imp_set_xlsx)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## Part 5: Loading `ImpactFuncSet` from CLIMADA in-built impact functions\n",
"\n",
"Similar to [Part 3](#Part3), some of the impact functions are available as `ImpactFuncSet` classes. Users may load them from the CLIMADA modules. \n",
"\n",
"Here we use the example of the calibrated impact functions of TC wind damages per region to property damages, following the reference [Eberenz et al. (2021)](https://doi.org/10.5194/nhess-21-393-2021). Method `from_calibrated_regional_ImpfSet()` returns a set of default calibrated impact functions for TC for different regions."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_1009/2983082256.py:10: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
" plt.tight_layout()\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
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},
"output_type": "display_data"
}
],
"source": [
"from climada.entity.impact_funcs.trop_cyclone import ImpfSetTropCyclone\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# generate the default calibrated TC impact functions for different regions\n",
"imp_fun_set_TC = ImpfSetTropCyclone.from_calibrated_regional_ImpfSet()\n",
"\n",
"# plot all the impact functions\n",
"imp_fun_set_TC.plot()\n",
"# adjust the plots\n",
"plt.subplots_adjust(right=1.0, top=4.0, hspace=0.4, wspace=0.4)"
]
}
],
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