{
"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 exposurethe to the hazard intensity, also commonly referred to as a \"vulnerability curves\" 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 `ImpacrFunc` 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",
"`Tag` stores information about the data. E.g. the original file name of the impact functions and descriptions.\n",
"\n",
"| **Attributes** | Data Type | Description |\n",
"| :- | :- | :- |\n",
"| tag |`Tag`| Information about the source data|\n",
"| _data | (dict) | Contains `ImpactFunc` classes. Not suppossed to be directly accessed. Use the class methods instead.|"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Structure of the tutorial\n",
"\n",
"[**Part 1:**](#Part1) Defining `ImpactFunc` from your own data\n",
"\n",
"[**Part 2:**](#Part2) Loading `ImpactFunc` from CLIMADA in-built impact functions\n",
"\n",
"[**Part 3:**](#Part3) Add `ImpactFunc` into the container `ImpactFuncSet`\n",
"\n",
"[**Part 4:**](#Part4) Read and write `ImpactFuncSet` into Excel sheets\n",
"\n",
"[**Part 5:**](#Part5) Loading `ImpactFuncSet` from CLIMADA in-built impact functions"
]
},
{
"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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-11-13 11:47:11,496 - climada - DEBUG - Loading default config file: /Users/manniekam/Documents/WCR_assistant/climada_python/climada/conf/defaults.conf\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda3/envs/climada_env/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" from pandas.util.testing import assert_frame_equal\n"
]
}
],
"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",
"imp_fun = ImpactFunc() \n",
"imp_fun.haz_type = 'TC'\n",
"imp_fun.id = 3\n",
"imp_fun.name = 'TC building damage'\n",
"# provide unit of the hazard intensity\n",
"imp_fun.intensity_unit = 'm/s'\n",
"# provide values for the hazard intensity, mdd, and paa\n",
"imp_fun.intensity = np.linspace(0, 100, num=15)\n",
"imp_fun.mdd = np.concatenate((np.array([0]),np.sort(np.random.rand(14))), axis=0)\n",
"imp_fun.paa = np.concatenate((np.array([0]),np.sort(np.random.rand(14))), axis=0)\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: 0.04075197003905695\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": {
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Xo0YNTpw4AcCiRYvo3bs3BQsW5Pfff3/geQsXLqRdu3a88cYbrFy50opQhRB2NmUK9O4Nb70F8+dD6rAr8OabMHy42Sn1++9QvPgDr/niiy84efIkAJ9++ik7d+7kzJkzfPfdd9SqVcuyZBGb9RE4kpV11TGd/9asWYOPjw+3bt1i06ZNTJ06lWvXrrFo0SKqVat277mLFy9mw4YNBAUFMXHiRFq3flxVeiGEK5g1yxzwa9DArHenObzfbLU9d84scnTrFmtLlbFq1SoGDx6M1prBgwcn28KmMuJwgFu3blG+fHm8vb0pWLAgnTp1YtWqVdSqVYuMGTPStGlTli1bxp07plfV3r178fT0pFChQrz22mvs37+fq7GL7wshXMq8edC5M9SpAz//DGnnzYTq1U01w23bTEZ5KGncvHmTHj16ULp0afr162dR5PHj3iMOi+qq313jiG3RokXs2LGDwoULA3D58mU2b97M66+/zqJFi/jjjz/uPRYWFoavry+dO3d2cuRCiKRavNgULaxVC5YtiiBdj/dh5kx4/XVYuBA8PR/5upEjR3L69Gm2bduW/Auaaq1d9qtSpUr6YUePHv3Pfc6WKVOmB26HhoZqT09PHRERce++WbNm6Y4dO+o7d+7o/Pnz67Nnz9577LffftOvvvpqvK6VHH5eIYTh66u1h4fWL7+s9c3Av7WuWFFr0HroUK2jox/7uoCAAO3h4aE7derklDgBf52Ez16ZqnKCpUuX8uqrr5IuXbp79zVq1IiVK1eyYcMG8uXLR758+e499vLLL3P06FGCg4OtCFcIkQi//GIaMVWpAmt6/krGGpVM6ZCVK835jDg6MhUoUIC+ffvyxRdfODHixJOy6i4upf28QiRHa9dCo0ZQoewd/GqNJP3YT0yfV19f08YvmVFKJamsuow4hBAiCTZuNMcwXix5iW1Z6pmk0aED7Nr1xKRx4cIFatasyaFDh5wTrJ249+K4EEI40JYt0LAhvJV/L/OvNsMj6F9TK71z5//smnqU/v37s3PnzgemsV2BjDiEECIRduyA+vU0H2SfysIzL+Hhocyd774br6SxadMmFixYwODBgylVqpQTIrYfGXEIIUQC7dkDTXzCmZe6O28FzzUHNhYsgJw54/X6iIgIunfvzrPPPsuQIUMcHK39SeIQQri9mBhTvTwi4sGvR90Xn8d/n38Cv8imlIo6bNr3ffRRnLumHjZ9+nSOHz/O+vXrnVbR1p4kcQghXFpMjNn1un8/HDhgvoKCIDz8/gd/ZGTSruFBNGVTH+OF1PvwVvv4MnIeGTOnQi1fDXXrJvj9unXrRqFChRzaM8ORJHE4gFKKtm3bMm/ePMDUrMqTJw8vvPACq1at4ocffmDgwIHkz5+fGzduULRoUT7++GOqV68OmJaPW7ZsIVu2bGitGTduXLKtWSOEM0VFwdGj9xPE/v2m2+r16+bxNGng+eehRg3IkgXSpYP06eP++s9zPKLIcuYomYP2kf7IPtIE7EMdPoSKiIBoTFe+N2qYelO2ag/xpbXmxo0bZMmShYYNG9r978dZJHE4QKZMmQgMDOTWrVtkyJDh3iG/2Fq2bMnEiRMB2Lx5M02aNGHz5s33zmSMHTuWZs2asXnzZrp06cLx48ed/nMIYaXwcAgIuJ8gDhyAw4fvjx4yZTJHJdq3h4oVoUIFKFMGElStIzISjhyBffvufwUEmKEKmOxTsSK89x5UqmS+ihd/ZL/v+FiwYAEDBw5k27ZtFCtWLFHvkRxI4nCQunXrsnr1apo1a8aiRYto3bo127Zte+Rza9WqRZcuXZg2bRrjx49/4LFq1apx7tw5Z4QshGWuXjWFrGNPN/3xh5mGAtOGu0IFU6K8QgXzVbx4gpYVTDIIDHwwScTORNmymSTRs6dJEBUrQrFiiU4SD7ty5Qr9+vWjaNGiFC1a1C7vaRW3Txw1a9b8z30tWrTgvffeIzw8nHr16v3n8Q4dOtChQwcuXbpEs2bNHnjMz88vXtdt1aoVo0aNokGDBgQEBNCxY8fHJg6AihUrMnXq1P/cv3btWho/psmLEK4oMhI2bTKf23dHE6dO3X88Xz7zmd2smUkQFStCgQLx2uF6X0SESQqxk0RgoJnrAsie3SSHPn3MBSpVgqJF7ZYkHmXw4MFcuXKFDRs2kMqB13EGt08cVilbtiynTp1i0aJFj0xOD3u49MvAgQP54IMPCAkJ+U/TJyFc0enTMHUqzJgBISHmvuLFTW2nbt3ujyQeUzw2fu7cMXWhPvvs/kgiRw6TGPr1uz/dVKRIAjNR0uzcuZPp06fTv39/ypUr57TrOooliUMp1RfoDGjgMPAOkBFYDBQGTgEttNZJbkoR1wghY8aMcT7+9NNPx3uE8SgNGzZkwIAB+Pn5cfny5Tife+DAgQdqTo0dO5YmTZrw7bff8vbbb7Nv375ExyGEVWJiTEmO77+HVavMfQ0aQJcuZgE7a1Y7XiwkxHTV27jR9Glt0cIkiUKFnJokHuWnn36iQIECjBgxwtI47MXp4yWlVD6gF+CttX4e8ABaAYOBTVrr4sAm222X1rFjR4YPH46Xl1ecz9uyZQvTpk3j3XfffeD+VKlS0bt3b2JiYli3bp0jQxXCrq5cgXHjoGRJczZu1y4YPBj+/htWrID69e2cNLZuNd05t283Q5offzTd9goXtjxpAIwbN47du3eTOXNmq0OxC6umqlIDGZRSUZiRxnlgCFDT9vgcwA8YZEVw9pI/f3569+79yMcWL17M9u3bCQ8Pp0iRIvj6+j6yyq1SimHDhvHll19Sp04dR4csRJL4+5tdqosWmWWGl16CUaOgSROz7dXuYmLgyy9h2DCzRrFmjdlqlUycOXOG6OhoihQpQp48eawOx36S0swjsV9Ab+AGcBFYYLvv2kPPufqY13YB/AH/ggUL/qdBSUprbJTSfl6R/ISHaz17ttaVK5ueRZkyad21q9YHDzr4wpcuaV2vnrloy5Zah4Y6+IIJExMTo+vXr689PT11eHi41eE8AFdr5KSUegpoBBQB8gKZlFJt4/t6rfU0rbW31trbM0mraEKIpPjrLxgwwOyCeucduHEDvvsOzp2DKVMc/Iv/77+blfS7CyiLFtl57ivpli1bxurVqxk8eLBLlhWJixVTVa8DJ7XWFwGUUkuB6sAFpVQerXWwUioPEGJBbEKIONy5A7/+aqaj1q6F1KnhrbfM+bhXXnHCcoLWMGECfPCB2aO7c6dZAE9mrl+/Tq9evShXrhy9evWyOhy7syJxnAaqKqUyAreA1zBTTzeBt4Extu8rEnsBrTUqGSyIOZp24e6NwrWEhMDMmWYkcfo05M0LI0aYCuJ58zopiGvXzNBm+XLTOWn2bHMeIxn66KOPOH/+PL6+vqRO7X6nHpz+E2mtdyulfgb2Yyq/HACmAZmBJUqpTpjk0jwx758+fXouX75Mzpw53Tp5aK25fPky6dOntzoU4aa0Nr/QT5oEP/1kzs69+qrZLdWwoakL5TT+/mZ77ZkzMH68OUKeTP//1lpz584d3nvvPV544QWrw3EIt+s5HhUVxdmzZ4mIiLAoKudJnz49+fPnJ41T/w8W7i4mBmbNMusVAQFm6aBDB3NIz+nt7bU2matfP8iVC5YsgapVnRxE4iTnmY+k9hx3uzFUmjRpKFKkiNVhCOGStDa/zE+caBa3p02D1q1NQVinCwszc2FLlkC9ejB3brwbJVllyZIlFChQgGrVqiXbpGEPbpc4hBCJN2KESRr9+sFXX1k4G3ToEDRvbk4Mfv65WQxP5vWdzp8/T+fOnalevTpr1661OhyHksQhhADMZqVRo6BjRwuThtZmFb5nT3jqKfjtN3j5ZQsCSbg+ffoQGRl5r12CO0veKVwI4RRz5kDfvuaE99SpFiWNmzfh7bfN9NRLL5k66y6SNNasWcNPP/3E0KFDXbrPRny53eK4ECJhli83Jcxr1oTVqx1UGuRJjh41U1PHjpke3sOGJbDZhnXCw8MpU6YM6dKl49ChQ6Sz5C8wYWRxXAiRaL/9Bi1bgre3SSCWfObNm2e2bGXODBs2gIu1SU6TJg3vvfceVapUcYmkYQ+SOIRIofbuhUaNoEQJcxrc6Tunbt2CXr1MNduXXzZlQ5x2mtB+0qRJw8CBA60Ow6lkjUOIFOjoUahb1zRNWrfO9Dpyqj//NOcxZsyAIUNMS0AXSxoxMTG0bNmS5cuXWx2K00niECKFOXUK3njDnPzesMGCz+tdu8zc2NmzZlHls89M0SsXM2fOHJYsWfLEJm3uSBbHhUhBLlwwG5YuXTK9j57QY8z+Tp+GypUhSxbYvNkUKnRBly5dolSpUjz33HNs2bLF5XqIy+K4ECJerl0z3fjOnzfVyJ2eNG7eNIsqERHg5+eySQNg4MCBhIaGMmXKFJdLGvaQ8n5iIVKgmzdNu9ajR2HZMqhWzckBxMSYgleHDplFcKcXvUqa6OhogoODAQgLC2Pp0qUMHDiQMmXKWByZNWTEIYSbi4w05zR+/x0WLzbrG073ySfw888wdqypO5XMHT58mF27dnHgwAH2799PQEAApUqV4sCBA2TNmpW+ffvywQcfWB2mZWSNQwg3ducOtGljEsaMGdCpkwVB+PqazNW+PfzwQ7Iqhx4WFsbBgwc5cOAAx48fv1cupFWrVixevJhs2bJRoUIFKlSoQJUqVWjVqpXFEdtHUtc4JHEI4aa0hu7dTQmRsWNNm1enO3gQXnwRypY1i+EW9o8JCQkhR44cpE6dmjlz5jB69GhOnDhx7/HcuXNz7NgxsmfPzp9//knq1KkpUqSIW1a5lcVxIcQjDR1qksaQIRYljQsXTMenHDnMwooTk8aVK1fYsmULBw4cuDfddP78efbt20fFihXJnj075cqVo0OHDvdGFHny5Ln3+hIlSjgtVlckiUMINzR2rKlG3rUrfPqpBQHcvm0qJl66BNu3Q+7cTr38vn37aNKkCalSpeK5557j1VdfpWLFiuS2xdGoUSMaNWrk1JjciSQOIdzMjBmmfUXLlvD99xYsKdydI9u50yyuVKzolMueOnWKbdu20a5dO6pVq8bvv/+Ol5cXGTNmdMr1UxJJHEK4kZ9/NqMMHx/TMM+SArMTJsDs2fDRR6ZPuBOsXbuWNm3aAPDmm2+SPXt2t+33nRzIOQ4h3MT69fC//5kzGr6+kDatBUGsXWsWVN56y7QTdLCYmBhGjhxJvXr1yJ8/P7t37yZ79uwOv25KJyMOIdzArl3ms7p0aVi1CiyZnfnjDzM/9vzzZrjj4BPVWmsaN27ML7/8Qrt27ZgyZYpMSzmJJA4hXFxAgDlTlzevqXRryS/cV6+aHVTp0sHKlU6p0a6U4rXXXqNevXp07drVLbfNJleSOIRwYX/9ZepPZcpkKt3mymVBENHRZi3j1CnTGapQIYdebubMmeTOnZv69evTu3dvh15LPJqscQjhos6fh9q1ISrKrG8ULmxRIP37m6qJU6aY0rsOcuvWLTp16kTnzp2ZO3euw64jnkwShxAu6MoVU3Pq4kVYs8asbVhixgz49lvo0wc6dnTYZf7++29efPFFZs2axbBhw1i4cKHDriWeTKaqhEgmIiMhLAxCQx/8/qj7tm2DEydM0qhc2aKAt22D994zc2VjxzrsMv/88w+VKlUC4JdffqFBgwYOu5aIH0kcQjjA4cMQGPj4D/5HJYeIiCe/b5o0kC0bPP00/PQT1Krl+J/lkU6dMifDixSBH390aAe/ggUL0qdPH9q1a0fRokUddh0Rf1LkUAg727kTatQwLSjuSpUKsmY1H/qP+h7fxyysEXjfjRumcOE//8Du3VCypN0vcenSJbp168bo0aMpVaqU3d8/pZMih0IkIzdvwttvQ8GC8Msvpr5f1qxm15Nb7BaNiYF27cxwas0ahySNvXv30qxZM/79919atmwpiSMZksQhhB0NGWLWHvz8zDk4t/Pxx7B8OYwfb/eOUFprpk+fTs+ePcmdOzc7duzA2zvRvxQLB4ozcSil0gMNgBpAXuAWEAis1lofcXx4QriO336D776D3r3hlVesjsYBFi+G0aPN7ikHnJ+YN28eXbt2pU6dOixYsICcOTmr6sMAACAASURBVHPa/RrCPh67xqGUGgG8CfgB+4AQID1QAqhl+3N/rXVAgi+qVHZgBvA8oIGOQBCwGCgMnAJaaK2vxvU+ssYhkouwMPDyMmsQBw5YVPLDkfz9zcJNpUqwaZM5IW4nWmuUUty+fZtZs2bRpUsXPCypzphyJHWNI65zHHu11pW01v211gu11hu11qu01uO01m8CbYDEllH7BlirtS4FlAOOAYOBTVrr4sAm220hXEL//nD2LMyZ44ZJIzgYGjeGZ56BpUvtmjR++eUXKleuzLVr10iXLh3du3eXpOECHps4tNarH75PKZVeKZXV9niI1jrBv+7bXv8yMNP2PpFa62tAI2CO7WlzgMYJfW8hrPDrr/d7YFStanU0dhYRYZLG1auwYoVJHnZw584dhg4dSsOGDdFac+PGDbu8r3COeJ8cV0p1BtYBq5VSnyXhmkWBi8BspdQBpdQMpVQmIJfWOhjA9v2R/0KVUl2UUv5KKf+LFy8mIQwhku7KFejc2SyEO6GKuHNpDe++C3v2wLx5UL68Xd42NDQUHx8fPvvsMzp16sSOHTvInz+/Xd5bOMdjE4dS6s2H7npda/2K1roGUD8J10wNVAQma60rADdJwLSU1nqa1tpba+3t6emZhDCESLqePU3Zj7lz7TqDkzyMHQvz58PIkeawn50MHjwYPz8/ZsyYwYwZM0ifLA6niISIa8RRTim1QilVznY7QCm1QCk1H0jKjqqzwFmt9W7b7Z8xieSCUioPgO17SBKuIYTD+frCwoWm0V2FClZHY2erVsHgwabq7Ucf2fWtP/30U5YuXUqnTp3s+r7CeeI8Oa6Uyg2Mst0cDmQGMiZmJ9VD77sN6Ky1DrLt3spke+iy1nqMUmowkENr/UFc7yO7qoRVQkKgTBlTQXzXLlMKxG34+ZneGsWLm3pUdlrt3717N+XLlyed2w3NXI8jd1WBmUbqA3wPTANaA38m9mKx9AQWKKUCgPLAZ8AYoLZS6jhQ23ZbiGRHa+jWDa5fN7uo3CppTJliarXny2cWw+2UNA4ePEitWrUYOHCgXd5PWOuxBwCVUqMxu5/SAIu11g2VUg0xi+M/aK3nJfaiWuuDwKOy3WuJfU8hnGXhQli2DL780ow63EJUlCmNPmkS1K0LixaZAll2cPHiRRo1akTOnDkZOnSoXd5TWCuuEUcDrfXLQHWgPYDWeiVQB8jhhNiESHbOnYP334fq1aFfP6ujsZPLl8HHxySNAQNMkS07JY2oqCiaNWtGSEgIy5YtI5clLQqFvcVVciRQKTUPyABsuXun1joac4BPiBRFa7P1NjLSTFG5xTm1o0fNesaZM/DDD6ZCox0NHjyYrVu3Mm/ePKk75UYemzi01m2VUl5AlNb6DyfGJESyNHMmrF1r6lEVK2Z1NHawejW0bm3WMfz8oFo1u1+iU6dO5MmTh7Zt29r9vYV14qpV9ZLWevtjX2hOgBfUWgc6KrgnkV1VwllOnTK1qKpUgQ0bTH8Nl6W1OaMxeLDZR7x8ORQoYNdLBAcHkzt3bpRb1JJ3P47cVdVUKbVTKTVcKVVfKVVFKfWyUqqjbQprFWYaSwi3FhMD77xj+mnMmuXiSSMiwkxHDRoEzZub7bZ2Thpnz56lQoUKfPzxx3Z9X5F8xDVV1Vcp9RTQDGgO5MGUVT8GTI1rNCKEO/n+ezOTM2OGObfhsoKD4a23TNe+UaNg2DC7d5e6desWb731Fjdv3qRly5Z2fW+RfMTZj8NW1ny67UuIFOfPP80v5/XqmTYULsvf/36xQl9fu5YQuUtrTdeuXfH392f58uWUcZu9yuJhrjzoFsKh7tyBDh1Mj43p01249euPP5peGh4epiG6A5IGwIQJE5g3bx6jRo2iUaNGDrmGSB4kcQjxGF9/bcqJTJwIefNaHU0ixMSY6ajWrcHbG/buhXLlnvy6RCpevDgdOnSQQ34pQJy1qgCUUum01refdJ8VZFeVcJTAQNPs7s034aefXHC0ceMGtGtndkx16mQO96VNbN+1uEVFRZHGrequuD9H16oC2BXP+4RwC1FR0L69OTw9ebILJo2TJ83R9pUr4ZtvzDybg5LG9evXqVy5MlOnTnXI+4vkKa5aVbmBfEAGpVQF4O7/PlkBd2uOKcQ9n35q+ob7+oLLtXzZuhWaNoXoaHNasXZth10qJiaG9u3bExgYSDG3OBEp4iuuXVV1gA5AfuBr7ieOMOBDx4YlhDX27TOJo21bh60hO8706fDee/Dss2a0UaKEQy/3ySefsHz5csaPH89rr0l90pQkPmscTbXWvk6KJ0FkjUPYU0SEWUO+etWscTz1lNURxVN0NPTta1bxfXxMZdvs2R16yWXLltGkSRPefvttZs+eLSfEXYwz1jgqKaXu/StUSj1lK7kuhFv5+GM4csQc9HOZpHHlikkWEyeacr2rVjk8aQCcOnWKatWqMWXKFEkaKVB8RhwHbL3BY9+3X2td0aGRxYOMOIS97Nxpjjp06gTTplkdTTwdO2Yq254+bRowvfOOUy8vu6lclzNGHB5KqXu9HpVSGQDp/Sjcxs2bpnxTgQLm7Eayp7UZWVStCmFhsHmzU5JGdHQ0LVu2ZMOGDQCSNFKwOEuO2MwHNimlZgMa6AjMcWhUQjjRkCFw4gT89htkyWJ1NI9x44YJcM0a8/XPP1C+vGnvWrCgU0IYNGgQS5YswcfHxynXE8nXExOH1vpLpdRhTFtXBXyitV7n8MiEcILNm01/jV69oFYtq6OJRWvTZOluoti2zRwwyZwZXn/dZLt27ezWE/xJ5s6dy7hx4+jZsyfvOHlKTCQ/T1zjSM5kjUMkRVgYlC1rzsYdPOi0z+C4A9q0ySSKtWtNVz6A5583fcDr1oUXX3TYYb7H2bt3LzVq1KB69eqsW7dOpqjcQFLXOJ444lBKVQW+A54D0gIewE2tddbEXlSI5KB/f/PZvG2bRUlDazh8+P6oYscOs7U2a1Yzqhg+3OyYyp/fguDuW7hwIXny5GHJkiWSNAQQv11V/kAr4CfAG2gPFNNaW17JTEYcIrHWrDGl0gcNgjFjnHjha9dg48b7o4rz58395crdH1VUqwbJ6ANaa01ISAi5cuWyOhRhJw4fcQBorU8opTy01neA2UqpnYm9oBBWu3DBbLstUwZGjnTwxbQ282B3E8XOnaZee7Zs8MYbJlHUqZPsyu9qrRk9ejStW7emWLFikjTEA+KTOMKVUmmBg0qpL4FgIJNjwxLCMaKjoVUr84v/2rWQzl4by+/cgUuXTFYKCYFz50zbwLVr4d9/zXMqVjR9vn18zFba1PH6vc0SkyZNYvjw4WitGT58uNXhiGQmPv9y22HOe7wP9AUKAE0dGZQQjjJsmPk8nzPHLIzHKSLifiK4cOHBPz/8/dIlM7qI7amnHhxV5M7tqB/LrjZu3EifPn148803GTZsmNXhiGQoPttx/7GNOAoDS4EgrXWkowMTwt6WL4cvvoD3O92ifanD8PPpuJPC9euPfqMsWeCZZyBXLihWzOx0ypXr/n2xH/PwcO4PmUSBgYE0bdqU5557jvnz55MqlfR6E/8Vn11V9YEpwF+YcxxFlFJdtdZrHB2cEEkWHg6HDnFx7T5ufL6PPzPso9gPR2HmnfvPUQqefvr+h37lyv9NArG/Z8hg3c/jYCNHjiRTpkysXr2arFll46R4tPhMVX0N1NJanwBQSj0LrAYkcYjk5eZNOHTI1Ea/+3X0KMTE4Am8oZ4hy4uVUC81MusNzz5rkkHOnMl6vcGZ5syZw5kzZyhQoIDVoYhkLD7/t4TcTRo2fwMhDopHiPi5ccPsVoqdJP74w/TZBpMQKlVCN36Lb7ZX4mu/SkxfnQ+fulLJ9WHR0dF89tln9OnTh6xZs1KyZEmrQxLJXHwSxxGl1K/AEkytqubAXqVUEwCt9VIHxieESRIHDvw3SdxdjM6TxzQIb97cjCQqVTLbW5Vi2lTo6wcjRoBPXSt/iORJa02vXr2YPHkyxYsXp3Xr1laHJFxAfBJHeuAC8Irt9kUgB/AmJpFI4hD2pTUsXmwqwO7bB0FB95NE3rwmMbRsab5XqmQSxyPs3WtqUPn4wEcfOTF+F/L1118zefJkPvjgA0kaIt4sq1WllPIA/IFzWusGSqkcwGLM7q1TQAut9dW43kNOjruhq1ehSxf4+WeTJLy97yeISpXivaX18mUz+ADYv98sY4gH/fTTT7Ro0YLmzZvz448/yg6qFMQZtaqKAD0xH+j3nq+1bpjYi9r0Bo4Bd7duDAY2aa3HKKUG224PSuI1hCvZuRNatzZlOL780hSTSsSH2Z070KaNOXe3fbskjUeJjIxkyJAhVK9enTlz5kjSEAkSn6mq5cBM4Bcgxh4XVUrlB+oDnwL9bHc3Amra/jwH8EMSR8pw5w58/rlZiChUyBT7q1Il0W83ejSsW2ea4lWubL8w3UnatGnZvHkzGTJkIIMbby8WjhGfxBGhtf7WztedAHwAxG6bk0trHQygtQ5WSj3zqBcqpboAXQAKOqmBjXCgs2ehbVvYsgX+9z+YPNlUh02ktWtN/an27c2Ml3jQpUuXmD59OoMGDZIttyLR4jM+/UYp9bFSqppSquLdr8ReUCnVALPFd19iXq+1nqa19tZae3t6eiY2DJEcrFxpqsL6+5saIPPnJylp/POPmaLy8jL5R8nO2wdERETQuHFjRo4cybFjx6wOR7iw+Iw4vDD1ql7l/lSVtt1OjBeBhkqpepgdW1mVUvOBC0qpPLbRRh7krIj7ioiAgQNh4kSoUAF+/BFKlEjyWzZrZooY+vomg6ZMyUxMTAwdOnRgx44dLF68mDJlylgdknBh8UkcbwFF7VWfSms9BBgCoJSqCQzQWrdVSo0F3gbG2L6vsMf1RDJz7JgpTxsQAP36wWef2aVEbZ8+ZuCyfLkpESUe9OGHH7J48WK++OILWrRoYXU4wsXFZ6rqEJDd0YFgEkZtpdRxoLbttnAXWsOMGWZLbXAwrF4NX39tl6QxZw5MnWqaMjVqZIdY3czJkyeZMGEC3bp1Y+DAgVaHI9xAfDoA+gFlgb3A7bv322E7bpLJOQ4Xce2aWan+6SfTEnXu3Mce2kuoQ4dMa4uqVWHDBik59TgBAQGULl2a1PIXJHBOB8CPE/vmQrBzp9ktde6cqWk+YECizmY8yrVr0LSpaXvx44+SNB528OBBAgMDadu2LWWf2HxEiPiLTz+OLc4IRLiZO3dMM++PP4aCBc1JvBdesNvbaw0dOpidVH5+pqahuO/MmTPUr18fDw8P3nrrLTJlkqadwn4emziUUtcxu6f+8xCgtdZSrF882rlz5myGn585CT55sumxbUdjx8KKFTB+vOmjJO4LCwujfv363Lhxg+3bt0vSEHb32MShtc7yuMeEeKyVK+Gdd+D2bZg9G95+2+4HKvz8YMgQaNECeve261u7vKioKJo3b86xY8dYs2YNXl5eVock3JAUqBH2EREBPXuabU2FCpmqth062D1pnDtnCuOWKGE2ackhvwf9+uuvrF+/nqlTp/L6669bHY5wU7KcKJIu9tmMvn1N3Sk7bLN9WFSUGWXcvAmbN5vW3+JBjRo1Yt++fVSsmOjiDkI8kYw4ROJpDTNnmtLnd89mjBvnkKQB8MEHZpPWjBlQurRDLuGyfv75Z3bv3g0gSUM4nCQOkTjXrplRRufOUK2aOVBRr57DLrdkCUyYYBoztWrlsMu4pK1bt9KmTRtGjBhhdSgihZCpKhE/WsOff5rys2vWmGq2UVFmWuqDD+x2NuNRjh2DTp1Mfho71mGXcUl//PEHjRs3pmjRoixcuNDqcEQKIYlDPN6NG/DbbyZZrF0LJ0+a+0uWhG7dTO3yChUcHkLTppAhgxl1pE3r0Mu5lJCQEOrVq0eaNGn49ddfeeqpp6wOSaQQkjjEfVrDkSNmRLF2LWzbZkYVmTLBa6+ZirY+PlCkiNPCefdd03J8wwbIn98pl3UZ33zzDf/++y9+fn4UcdJ/EyFAEocIDYWNG++PKs6eNfc//7wpOevjY07YOWjBOy4TJ5pSIp9/Dq8mtoi/mwkNDeXYsWNUrVqVUaNG0bx5c8qXL291WCKFeWKRw+RMihwmQkyMWci+O6rYudOUB8maFWrXNonCx8fyX+937oRXXjHr7cuWOXQJJVkLCgpi3bp17N27l7179xIUFISHhwdhYWFklKYjIpGcUeRQuLrLl81cz5o1phn3hQvm/goVTC1yHx9TXjZNGmvjxOSwSZNg2DBT4mrOnJSRNKKiojhy5Ah79uxh7969jBw5krx58/Lrr7/Sr18/8uTJQ+XKlWnbti2VK1eWKrfCUvKvz51ERUFICPz7r/ny9zfJYs8es2CQIwe88YZJFHXqQO7cVkf8gD17zJr7gQMmzClTILszOsE4WUxMDNHR0aRNm5b9+/fz/vvvc+DAASIiIgB46qmnePvtt8mbNy/t27enRYsW5MuXz+KohbhPEkdypzVcvXo/GTz8FRx8/8+XLj34WqWgcmUYPtwki8qVwcPDmp8jDlevmtpT06aZXLZ4MTRv7h7lRLTWnD59+t5U0969e9m3bx9ffPEF3bp1I1u2bHh4eNC9e3eqVKlC5cqVKVq0KMr2w+fMmdPin0CI/5LEYRWt4dSpxyeEu0nhwgWIfETX3nTpzKds7tymV+pLL92/Hfv+ZPzBozXMm2dadFy+bAoWjhxplltc2e3bt7l06RL58uUjLCyMwoULA5AmTRrKlStHmzZteP755wF49tln2bZtm4XRCpFwkjisoLVpbvTjjw/erxR4et7/4C9VynzPk+e/SSFbNpf+lfzIEXjvPdi61SyvrF8P7rA56MiRI7Rp0wYPDw/27NlDtmzZmDNnDs899xxly5YlnQW704SwN0kcVhg/3iSN3r3NZP7dxODp6fZt7G7ehE8+Me3Gs2Qx01OdOrn+AnhMTAzfffcdgwYNImvWrMycORMP27Rg+/btLY5OCPty70+p5GjbNlOio0kTk0BceNSQUCtWmFpTp0+biutffmlypau7dOkSrVu3ZuPGjTRo0IAZM2aQS1oSCjfm4r/nuZh//zV1wYsWhVmzUkzSOHUKGjaExo3N+sXWrabHkzskDYDMmTNz/fp1pk6dysqVKyVpCLcnicNZoqNNB6LQUPD1tXsr1eQoMtKc+i5d2pS8GjsW9u+HGjWsjizpQkNDGTBgAGFhYaRPn56dO3fSpUuXe7uhhHBnkjicZehQ86v2tGmQAtp5bt4M5crBhx9C3bqmwu2AAcnijGGSbdu2jXLlyjF+/Hh+++03AFK5+iKNEAkg/9qdYdkyM6HfrRu0bWt1NA514QK0a2dqS92+bXo7+fpCgQJWR5Z0kZGRfPjhh7zyyiukTp2a7du307hxY6vDEsLpJHE42vHjZiXY29t0InJTd0uFlCxpDvANHQqBgQ7t7eR0ffv25fPPP6dTp04cPHiQatWqWR2SEJaQXVWOFB5umkmkTg0//2xJhVln8PeH7t3N91dfvZ9A3IHWmhs3bpAlSxYGDRpE7dq1ZZQhUjxJHI6itfk0DQyEX3+FQoWsjsjurl0zxQgnTYJcuWDhQtPW1V3Wh8+fP0/Hjh1JlSoVq1evpmDBghQsWNDqsISwnExVOcr06TB3Lnz8sakT5UauX4epU83B9smToUcP+OMPaN3afZLG0qVL8fLyYuvWrTRo0MDqcIRIVmTE4Qj+/tCzp6lA+9FHVkdjF1qbHhkzZ5oWrjdvQpUqZvG7UiWro7Of69ev07t3b2bPnk2lSpVYsGABJd1l3k0IO5HEYW+XL0OzZqaEyPz5Ll9L499/zcBp1izTwjVzZjMd1amTqTHlLiOMu6Kioti4cSPDhg1j+PDhpHGH/cNC2JkkDnuKiTHbbYODYft2ePppqyNKlOhosywzaxasWmV2TL34oun51Ly5SR7uJCoqiqlTp9K1a1dy5MjBsWPHyJQpk9VhCZFsOT1xKKUKAHOB3EAMME1r/Y1SKgewGCgMnAJaaK2vOju+JBk92rRjnTzZ9L5wMX/+aZLFnDlmpJErF/TvD++8Y9Yz3FFQUBBt27bF39+fvHnz0qRJE0kaQjyBFfMo0UB/rfVzQFWgh1KqNDAY2KS1Lg5sst12HevWwYgR5vRb165WRxNvN2/CDz/Ayy+bLbRffWVy3vLlcOYMfPGFeyYNrTWTJ0+mQoUKnDx5El9fX5o0aWJ1WEK4BKePOLTWwUCw7c/XlVLHgHxAI6Cm7WlzAD9gkLPjS5TTp6FNGyhTxvQ7TeYT/1rD7t1mdPHjj2aXVIkSMGYMtG9vqry7uwEDBjBu3Djq1KnD7NmzyZMSfmgh7MTSNQ6lVGGgArAbyGVLKmitg5VSzzzmNV2ALkDy2FN/+7aZ+I+MNLU1Mma0OqLHunjRdNybOROOHjWhtmhhFrpffDHZ57ski46O5vbt22TKlInWrVtTpEgRevToIYUJhUggyxKHUioz4Av00VqHxfd/Xq31NGAagLe3t3ZchPHUrx/s2WOSRokSVkfzH3fumFm0mTNh5Uqz8F21qjlm0qKF67dpja89e/bQtWtXvL29mT59Ot7e3nh7e1sdlhAuyZK9okqpNJiksUBrvdR29wWlVB7b43mAECtiS5D5882x6QEDTGOmZOTcOVMvqlAhqF/f9I/q1cscZN+1Czp3ThlJIywsjJ49e1K1alVCQkKoW7eu1SEJ4fKs2FWlgJnAMa31uFgPrQTeBsbYvq9wdmwJEhgIXbqYVeXPP7c6mgccOGAOq1+6ZL5/+y00aABp01odmXPt2LGDFi1aEBwczPvvv8/o0aPJmhKypRAOZsVU1YtAO+CwUuqg7b4PMQljiVKqE3AaaG5BbPETFmaKF2bLZlaXk1Gf8E2b4K234Kmn4PBh00QppdFao5SiQIECFC1alGXLllGlShWrwxLCbVixq2o78LgFjdecGUuiaA0dO8Jff5m2dsloN87ixWY3cMmS5jhJvnxWR+Rc0dHRfPvtt2zfvh1fX18KFizItm3brA5LCLfj2vUwrDB+vFkIHzPGTFMlE999Z4oMVq1q1jNSWtLYu3cvlStXpn///kRGRnLz5k2rQxLCbUniSIht2+CDD8xCeP/+VkcDmAHQhx+ahe/Gjc0OquzZrY7KeW7cuEGvXr144YUXuHDhAj///DO//PILmd2tLooQyYgkjvj691+zf7VoUXNyLhns/Y+ONmcwPv/cHFb/6SfIkMHqqJwrJiaG5cuX06NHD44dO0bTpk3lXIYQDpZ8VnWTs+hoUxI2NBTWrzeL4hYLD4eWLU0RwhEjYPjwZJHLnOL06dN89dVXfPXVV2TNmpWjR4/KCEMIJ5IRR3wMHQpbtpjuRV5eVkfD5cvw+uumgu3kyaZXVEpIGtHR0YwfP57SpUszc+ZM9u/fDyBJQwgnk8TxJMuWwZdfQrduZsuSxU6fhho1YP9+MzXVrZvVETmHv78/VapUoV+/frzyyiscOXKEqlWrWh2WECmSTFXF5fhx6NABvL1hwgSroyEw0Bzou3HDLIK/8orVETmH1pru3bsTHBzMkiVLaNasmaxjCGEhSRyPEx5uDvmlTg0//wzp0lkazvbt8OabZvF727ZkMWPmcCtXruSll14iR44cLFq0CE9PT7Ilg/UlIVI6map6lOho08kvMBAWLDAFnyy0ciXUrg3PPGP6frtz0oiJiWHdunX4+PjQqFEjvv32WwCKFSsmSUOIZEISx8NiYszJ8GXLzPSUj4+l4cyYYUqIlC0LO3ZA4cKWhuNQkyZNomTJkvj4+HDgwAHGjh3L0KFDrQ5LCPEQSRyxaQ09e5qmFZ98Yk7VWRjKJ5/Au+9CnTqmuomLtjCP04kTJ+79eceOHTzzzDMsWLCA06dPM2DAANKkSWNhdEKIR5E1jtg+/NCUSR840GzBtcidOyZnTZpkOvLNmAHu9PkZGRnJsmXLmDhxItu3bycgIAAvLy9mzZpFOovXkoQQTyYjjrs+/9zUn+rWzTTatmjXTkSEOWs4aZKpbvLDD+6TNK5du8aIESMoVKgQrVq14vz583z11VcUKFAAQJKGEC5CRhwAEyea0UabNvD995YljdBQU2/Kzw/GjYO+fS0Jw6601ly6dAlPT0+UUowbN44aNWrQo0cPfHx8SJVKfncRwtVI4pgzx6xrNGoEs2eDRR9kwcFQty4cOWIaC7ZpY0kYdnPjxg3mz5/PpEmT8PDwYP/+/WTLlo1//vmHp556yurwhBBJkLJ/3fP1NTuoXn/dNGSyaE7ozz+henU4cQJWr3btpHHixAl69+5Nvnz56N69Ox4eHrz//vvExMQASNIQwg2k3BHHunX3G1gsXw7p01sSxt69UK+emR3z8zOH1F3NnTt3iIqKIn369OzYsYPJkyfTrFkz3n//fapVqyanvIVwMylzxLFtmzkcUaaM+RU/UyZLwli3DmrVgixZzBkNV0saly5d4osvvuDZZ5/l+++/B6Bly5acPn2ahQsXUr16dUkaQrihlDfi8PeH+vWhYEHLuh5duWKq2o4YYXLX2rWQO7fTw0iQu328Ab766iu2bt3K+vXruX37NrVq1cLLdpw9ffr05E7uP4wQIklSVuI4csScBM+RAzZuNDU8nHz5b7815wtv3YKGDWHu3GTR3uMBISEhHDp0iICAAA4fPkxAQACpUqXC398fgI0bN3L69Gk6d+5M9+7dKVOmjMURCyGcKeUkjr/+MgWf0qaFTZsgf36nXDYmxvTN+OYbk6vSpzdlsHr1sr7mVHh4OEeOHOHw4cMEBQUxZswYlFIMGDCAefPmAZA7d27Kli1LxYoV773u119/lW20QqRgSmttdQyJ5u3tre/+Fhyns2dNE4uwMNi61cwPOVhYmDm89913ZrdUvnzQo4cpIeLs0iExMTGcPHmSnlWc1wAADRpJREFU/Pnzky5dOubPn8+oUaM4ceIEd//7Z8yYkZMnT/LMM8+wb98+QkND8fLywtPT07nBCiEcTim1T2ud6FVV9x9xhISYkcbly6bgk4OTxl9/mWQxaxZcvw7VqsHo0dCkifN2+168eJEVK1awZ88eAgICCAwM5ObNm+zevZsqVaqQPXt2nn/+ef73v/9RtmxZvLy8KFq0KB4eHgBUqlTJOYEKIVySe484rl0z25aCgsxCeI0aDolDa5OTvvnG9ABPnRpatIDevaFyZYdc8gFhYWH4+flRvHhxnnvuOfz8/KhVqxY5c+a8lxjKli1LgwYNyJUrl+MDEkIkazLieJwbN8wBiSNHTEMLBySNW7fMKe9vvzWtOzw9Ydgw6N4d8uSx++XuiYmJYe/evaxfv54NGzawa9cuoqOjGTRoEGPGjKF69eoEBgZSunRp2Q4rhLA790wcERGm6NPu3bBkid17apw9a0paTZtmttaWL2+qlbRq5bhzhCdPniQ4OJjq1asTExODj48PoaGhVKxYkYEDB1K7dm2qV68OQNq0aWWnkxDCYdwvcURFmU/wTZvM6nTTpnZ5W61h1y4zHeXra243agR9+pjBjL1/sQ8NDWXz5s1s2LCB9evXc+LECUqVKsWxY8dInTo1v/zyC6VKleJpd2zSIYRI1twrccTEwDvvwIoVZoX67beT/JaRkWbQ8s035uxgtmwmWbz/vn278UVHR7N//34qV66MUooePXqwYMECMmXKRK1atejZsye1a9e+9/yXXnrJfhcXQogEcJ/EobXZ77pgAXz2mflkT6TISDh2zCyNTJoE//4LJUua6an27SFzZvuE/Ndff91bp/jtt98IDQ0lKCiIEiVK0L9/f7p06ULVqlVJmzatfS4ohBB24B6JQ2sYNAimTIHBg2HIkHi/9No1OHQIDh68/3XkiJnxArM80rs3vPFG4iquR0REcOLECYKCgvjzzz9p0KABXl5erFmzhnr16gFQqFAhWrRowRtvvEHevHkBqFChQsIvJoQQTuAeieOzz2DsWHjvPfPnR9Aa/vnnwQRx8KC5765nnoEKFUyP73LlTOHcIkWefPmYmBjOnTtHUFAQefPmpXTp0vz999+89tpr/PPPP8Te8pwzZ068vLwoX74833//PbVr16ZYsWKy+0kI4TKS3TkOpZQP8A3gAczQWo953HO9vb21f/v2ZkjQrp1ZDE+Vitu34ejR+8nh7ogiNPTuNczUU/nyJkGUL2++nlSbLzQ0lPDwcPLkycPt27dp3749QUFBHD9+nPDwcAAGDhzIl19+SXh4OJ06daJkyZL3vkqUKEFme81zCSFEIiX1HEeyShxKKQ/gT6A2cBbYC7TWWh991PO9CxfW/v/8w8WX3mJBoyUcOJyagwdN0oiOBrhNhgy3KVMmktKlIylRIpLnn0/F668XJFMmOHz4MFevXiUyMvLeV7Zs2ahVqxYAM2bMYM+ePQQFBREUFMSFCxdo1aoVixYtAqBy5co888wzlChR4l5yKFOmDM84uXiiEEIkhLsljmrACK11HdvtIQBa688f9fxnlNKpyUAwOYAolIokU6Z89OwZSPnyMGHC6+zatemB15QtW5ZDhw4BULVqVXbv3v3A49WrV2fHjh0APP/884SEhNxLDCVKlOCFF16gZs2adv25hRDCmdzt5Hg+4Eys22eBF2I/QSnVBegC4KnSkbdsI8rmzkju3GnJli0tnp6e/L+9+4/1qq7jOP58BV0VhWlZTgGDEjXMeXFOKaxAmaA58Q+cNE3LrNUsxWINitFsa6vVNNqSzRHipkONXGGpaYRRLPyNgSGLqdObxo+1ihjDlHd/fD5fvqfv7hfugev3xz2vx3Z3z/l8z/nc93nv3vO+53O+389ZuLC29ReZPfsSenp69n8VP/ewePFidu/e/X+vjxo1av/r69ev99CSmVmDTrviuAKYERHX5/XPAOdGxFf7237As+Oamdl+h3vF0WkPVegDxhbWxwCvtykWMzPrR6cVjqeACZLGS+oB5gCr2hyTmZkVdNQ9joh4S9JXgN+Q3o67LCJeaHNYZmZW0FGFAyAiHgIeanccZmbWv04bqjIzsw7nwmFmZqW4cJiZWSkuHGZmVkpHfQCwLEm7gC3tjqNDHA/sbHcQHcK5qHMu6pyLutMiYuSh7txx76oqacvhfPpxKJH0tHOROBd1zkWdc1En6bCm3PBQlZmZleLCYWZmpXR74bij3QF0EOeizrmocy7qnIu6w8pFV98cNzOz1uv2Kw4zM2sxFw4zMyulawuHpJmStkjaKml+u+NpJUljJa2RtFnSC5Juyu3vkfSYpL/m78e1O9ZWkDRM0nOSfpXXK5kHAEnHSlop6cX8+/HRKuZD0s35b2OTpBWSjqxSHiQtk7Rd0qZCW9Pjl7Qgn0u3SJpxsP67snBIGgb8BLgYmAh8WtLE9kbVUm8BX4+IDwOTgRvy8c8HVkfEBGB1Xq+Cm4DNhfWq5gFgMfBIRJwOnEXKS6XyIWk0cCNwTkR8hPSIhjlUKw/LgZkNbf0efz53zAHOyPvcns+xTXVl4QDOBbZGxEsR8SZwLzCrzTG1TES8ERHP5uVdpJPDaFIO7sqb3QVc3p4IW0fSGOBTwNJCc+XyACBpFPAJ4KcAEfFmRPyTauZjOHCUpOHACNKTRCuTh4hYC/yjobnZ8c8C7o2IvRHxMrCVdI5tqlsLx2jgtcJ6X26rHEnjgEnAE8AJEfEGpOICvL99kbXMj4BvAPsKbVXMA8AHgR3AnXnobqmko6lYPiLib8APgVeBN4B/RcSjVCwP/Wh2/KXPp91aONRPW+XeVyzpGODnwNyI+He742k1SZcC2yPimXbH0iGGA2cDSyJiErCboT0c0688dj8LGA+cBBwt6er2RtXRSp9Pu7Vw9AFjC+tjSJeilSHp3aSicU9EPJCbt0k6Mb9+IrC9XfG1yBTgMkmvkIYrL5B0N9XLQ00f0BcRT+T1laRCUrV8TAdejogdEfFf4AHgY1QvD42aHX/p82m3Fo6ngAmSxkvqId3YWdXmmFpGkkjj2Jsj4tbCS6uAa/PytcAvWx1bK0XEgogYExHjSL8Dv4uIq6lYHmoi4u/Aa5JOy00XAn+hevl4FZgsaUT+W7mQdB+wanlo1Oz4VwFzJB0haTwwAXjyQB117SfHJV1CGt8eBiyLiO+2OaSWkXQ+8AdgI/Wx/W+S7nPcD5xM+uO5IiIab5ANSZKmAvMi4lJJ76W6eeglvVGgB3gJ+BzpH8RK5UPSLcCVpHcgPgdcDxxDRfIgaQUwlTSV/Dbg28AvaHL8kr4FXEfK19yIePiA/Xdr4TAzs/bo1qEqMzNrExcOMzMrxYXDzMxKceEwM7NSXDjMzKwUFw4bMiT9ZwDbzJU0YpB/7kmSVubl3vxW8bJ9XC5p0SHst0DSVU1eO1PS8rJ9mh2MC4dVzVzSpHeDJiJej4jZebUXKF04SPNt3X4I+10EPNokro3AGEknH0K/Zk25cNiQI2mqpMcLz6W4R8mNpLmL1khak7e9SNKfJD0r6Wd5/i8kvSLplty+UdLpuf2Tkjbkr+ckjZQ0Lj/3oQf4DnBlfv3K/OyD9+V935WfeXB8Q7ynAnsjYmdeXy5pidIzV17KP3OZ0vM1lhf2GwX0RMQOSVfkGJ6XtLbQ/YOkT9WbDRoXDhuqJpGuLiaSZo2dEhE/Js3BMy0ipuUT+EJgekScDTwNfK3Qx87cvgSYl9vmATdERC/wcWBPbeM8xf8i4L6I6I2I+4C7gdpQ0nTg+VqBKJgCPNvQdhxwAXAz6eR/G+l5CWfmT4fX+ludlxcBMyLiLOCyQj9P5zjNBo0Lhw1VT0ZEX0TsAzYA4/rZZjKpsKyTtIE0f88HCq/XJo98prD/OuDWfPVybES8dZA4lgHX5OXrgDv72eZE0nToRQ9GmtZhI7AtIjbmY3mhEMtMoDY1xDpguaQvkKbhqdlOusoyGzQuHDZU7S0sv02acryRgMfy1UFvREyMiM/308f+/SPie6R5j44C1teGsJqJiNdIs5JeAJxH/URftAc4skn8+xqOZV/hWM4lT0YXEV8iXT2NBTbk+brI/e7BbBC5cFjV7AJG5uX1wBRJpwDk2VRPPdDOkj6U//v/PmkYqLFwFPuvWUoasro/It7up9vNwCllDkLSGcCLtf5yXE9ExCJgJ/Vpsk8FNjXpxuyQuHBY1dwBPCxpTUTsAD4LrJD0Z1IhOeAVBDC3dhOa9J984xXEGmBi7eZ4bltFmpm1v2EqgLXApDwF+EBdDDxSWP9Bvom/Kff3fG6fBvy6RL9mB+XZcc3eYZLOAW6LiKY3qSUtJt3X+O0A+3wMuKb2KNAm2xwB/B44fwD3YswGzIXD7B0kaT7wZeCqiPjjAbY7ATgvIgbtgWSSJgCjI+LxwerTDFw4zMysJN/jMDOzUlw4zMysFBcOMzMrxYXDzMxKceEwM7NS/gd41AYcNSo0JwAAAABJRU5ErkJggg==\n",
"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 [tropical cyclones](../../climada/entity/impact_funcs/trop_cyclone.py), [river floods](../../climada/entity/impact_funcs/river_flood.py), [European windstorm](../../climada/entity/impact_funcs/storm_europe.py), [crop yield](../../climada/entity/impact_funcs/relative_cropyield.py), and [drought](../../climada/entity/impact_funcs/drought.py). 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",
"`IFTropCyclone` is a derivated class of `ImpactFunc`. This in-built impact function estimates the insured property damages by tropical cyclone wind in USA, forllowing the reference paper [Emanuel (2011)](https://doi.org/10.1175/WCAS-D-11-00007.1). \n",
"\n",
"To generate the this impact function, method `set_emanual_usa()` is used."
]
},
{
"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.entity import IFTropCyclone\n",
"\n",
"# Here we generate the impact function for TC damage using the formula of Emanuel 2011\n",
"impFunc_emanuel_usa = IFTropCyclone()\n",
"impFunc_emanuel_usa.set_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 `impact.calc()` (see [the impact tutorial](climada_engine_Impact.ipynb)).\n",
"\n",
"Here we generate 2 aribtrary impact funstions 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": 5,
"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",
"imp_fun_1 = ImpactFunc() \n",
"imp_fun_1.haz_type = 'TC'\n",
"imp_fun_1.id = 1\n",
"imp_fun_1.name = 'TC Default Damage Function'\n",
"imp_fun_1.intensity_unit = 'm/s'\n",
"imp_fun_1.intensity = np.linspace(0, 100, num=10)\n",
"imp_fun_1.mdd = np.concatenate((np.array([0]),np.sort(np.random.rand(9))), axis=0)\n",
"imp_fun_1.paa = np.concatenate((np.array([0]),np.sort(np.random.rand(9))), axis=0)\n",
"imp_fun_1.check()\n",
"\n",
"# generate the 2nd arbitrary impact function \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 Damage'\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.concatenate((np.array([0]),np.sort(np.random.rand(14))), axis=0)\n",
"imp_fun_3.paa = np.concatenate((np.array([0]),np.sort(np.random.rand(14))), axis=0)\n",
"imp_fun_1.check()\n",
"\n",
"# add the 2 impact functions into ImpactFuncSet\n",
"imp_fun_set = ImpactFuncSet()\n",
"imp_fun_set.append(imp_fun_1)\n",
"imp_fun_set.append(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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TGwvD7E2RZQO3KQ4R6SgiRUUks4iUEJHZInJVRBqJSDnL32tW5b8UkUdEpIIlN3KqJWfOnBw+fJjw8HAA1q5dS/Hi8Ze127dvz759+zhx4gRDhw6lbdu2HD169N75cePGceDAAYKCgqhRowYNGzYkMjLSo58j3bFuHVSrBoMGwVNPwV9/JVosPQ+KTNtO3fz2Gxw+nHy55PAV43iao1mzZqxatQqARYsW0bFjxyTLNmzYkN69e+Pn53ffOaUUAwcOpEiRIvj7p2p96rv8/Te88go0bgx378LKlbBqFZQrl2jx9DwoAtO2UysiMGoUuCIEWqqOVZUcAwbA/v2urbN6dZg4MflyHTp04PPPP6dly5YcPHiQHj16sGXLliTLP/7448yYMcPm+WPHjvHSSy85I3a6Y88eOHcOIiP/e0VFxX8fGxpO3S3jeGbHGAD8a3/B6kqDCFuajcgFuoyvYtq2wVE2bYJdu2DaNHj77ZTVlaYVhzepWrUqZ86cYdGiRTRv3jzZ8snlRTF5U+znl1+gdWtbJYRW/MpEBvAwwSzP+Cojcn7FP3+XJEsIZMmiX2bvWeKYtp06GT0aCheG7t2N4rCJPaMnd/Liiy/y/vvvs2nTJq5evWqz7L59+6hUqZLN840aNXK1iGmOO3fg3XehShWYNw+yZv1PEWTJAtnOHifXR/3JtHYN8uijMHk9Lz/3HC8nUZ+veoWatm1whD17YO1a+N//IFu2lNeXphWHt+nRowcPPPAAVapUYdOmTUmW27x5M35+fmzcuPG+cyLC5MmTCQkJ4YUXEob+MiTks8/0EtXixVCjhtWJO3fgiy+0x1T27DBhAuqdd8y0wklM205djB4NefPCW2+5pj6jONxIiRIl6J/EXoAlS5awdetWwsLCKFOmDMuXL483Kvvggw8YOXIkYWFh1K1bl40bN5IlSxZPiZ4qOXgQJkyAXr3gySctB0Vg0SL44AO4eBG6dYMxY/Sc3QZRUVFERUW5XebUimnbqYejR+Gnn+DDDyFPHhdVKiKp9lWzZk1JyJEjR+47lpZJb583KWJiRJ58UqRgQZGrVy0HDxwQeeYZERCpWVNkxw676vrjjz+kYsWK8t577wmwR0zb9grp7fO6i65dRbJnF/nnn/+OpbRdG3dcQ5rgu+9g+3b46ivInysS+vXTa1V//QV+ftqdpG7dZOv55JNPaNKkCVFRUTz33HMekNxgcB9//w0LF0Lv3pBEFBunMEtVhlTPlSsweDA0aACvd46Frj10b3n7bRg5EvLnt3l9WFgYd+/eJV++fLz00ktkz56d9957j6xZs3roExgM7uGrr7SDx6BBrq3XzDgMqZ4PPtC27+nTQQ0dopXGqFEwdapNpSEiLFu2jIoVKzLI0rNq1qzJsGHDjNIwpHr++QdmzYLOneGhh5Iv7whGcRhSNZs2abfbDz6ASv5f6yFW374wdKjN6w4fPkyjRo1o164d+fPnp3v37p4R2GDwEBMn6kAIQ4agnUSCg3Vn6dkzxXWbpSpDqiUyUq9GlSkDn5RbBN0H6dAhEyfa3ICxYMECunXrRp48eZg6dSq9e/cmUybTFQxph5s3hD8mBTG9RgAVPt8MAQFw/rw+mczSrT2Y3mJItYwfr10Nd36xjqy9u2ojx/z5kPH+dPWxsbFcv36dAgUK8Oyzz9KnTx8+/fRTChYs6AXJDQYXExsLhw5pBbF5M5nWBLAn9ArsBS4WgWee0f3jmWfg0UcT7SOOYJaq3EDGjBmpXr06lStX5tVXXyUsLAzQIagLFizIsCTiGlerVs1mwDjDf5w+DZ9/Du832kedMW2gUiUdaySRbbE7d+6kTp06vPrqq4gIJUqUYPLkyUZpOIFp2z7ErVuwfLmOIVKsmA421q8fsbv3sCr6BSY8NguOH9f7l5Ys0dPzypVZtGRJim9tFIcbyJ49O/v37+fw4cNkyZKFb7/9FoA//viDChUqsHTp0vvi8xw9epTY2FgCAgIIDQ31htipBhFtxiib4TRjDjbTU29/f3jggXjlLl26RLdu3ahXrx4XL17kjTfe8JLEaQfTtr3M8eN6l+vzz0PBgnpp9uefoWFDbb84c4ZpH5yh/d3vqTmtp47wbLVsGxISQrdu3VIshlEcbubpp5/m5MmTgA5B3b9/f0qWLMnOnTvjlfvhhx/o0qULTZo0YeXKld4QNdWwYgXs8f+HgBxNyRgTBb//rkdcVmzdupXy5cvzww8/MHToUIKCgnjttddMSlIXYtq2B4iM1HliBg7UycUqVID33oOQEH1s82btj75oEbz+OlHFSjFunI6c8PTT91cXExPjkplf2rZxeDP2NHr67u/vzwsvvEB4eDjr169nxowZ3Lhxg0WLFlGvXr17ZZcsWcLatWsJCgpiypQpZlqfBLdvw9C+d9iYvQV5Qy/A+vVQseJ95WrUqMHLL7/M8OHDKZdEXo1UjWnbaZfbt/UMesUKWL1av8+aVc8q+veHFi2STKrxww9w9qz2RE9sjFSiRAnmzp3LvHnzUiSimXG4gfDwcKpXr06tWrUoWbIkPXv25LfffqNhw4bkyJGDl19+mZ9++omYGJ0Ibvfu3RQqVIhSpUrRqFEj9u7dy/Xr1738KXyTER9GMfnSKzwauQ+1dClYPaDiEBFy5szJnDlz0qbS8CKmbbuJa9dg7lx48UW9xbt9e9i4ETp00InFrl7VyuSdd5JUGrGxOgxb1apatyTk119/Ze/eva6RNyXxSrz98tV4Pjlz5rzvWJs2beTBBx+UUqVKSalSpSR79uyydu1aEREZOHCg5M+f/9653Llzy8yZM+26ly98Xk+xNzBWvqeLjj01a1aiZc6ePSsVK1aUgIAAl9wTE6sqHqZtu5CLF0WmTRN5/nmRjBl1u37oIZH+/UU2bxaJjnaouuXLdRU//HD/uYiICClatKg0atRIRFLerr3+8E/JK7V0rps3b0qhQoUkIiLi3rHvvvtOevToITExMVKiRAk5f/78vXMbNmyQ5557zq57+cLn9QTR0SJziw4RAQkbPjLJch999JEopSQ4ONgl9zWKIz6mbaeQyEiRb77RETmV0o/g8uVFhg0T2b1bJDbWqWpjY0Vq1RJ55BGRqKj7z8+cOVMA+eOPP0Qk5e06bds4fIQVK1bw3HPPxQtj8dJLLzF48GDatWtH8eLFKV68+L1zzzzzDEeOHCEkJISiRYt6Q2SfY2fHb+ga8j+OP/825b/4MNEykZGRzJw5kxYtWlDaFYmVDcli2raDDBoEkydre9Jnn0HbtnpfRSIGicBAvUoVGak9CWNj73/FHb95UydrmjEDEu5ljYmJYdy4cdSoUYPnn3/eNZ8jJVrH2y9fHZV5kvTwea9/u1hiULK5UFuJjUp6+r548WIBZPXq1S67N2bG4TXS3OedP1/PMAYOTLJIdLRecnrqKV1UKZEsWUSyZdOh0XPmFMmdWyRPHpG8eUXy5xcpUECkUCGRunVFrCZ+91ixYoUAsnjx4nvHUtquzYzD4Nts2EDOt19nq3qaIusWojIlveN12rRplClThqZNm3pQQIPBDvbv17HNGzTQ+VsTcPMmzJ6tJyNnzugwOhMmQI8eKU++dOXKlXtehq7CKA6D77J/P9GtWnMstjzbBv/CsKpJJ0sWEfr3709MTAwZMhhnQYMPce2aXpLKn1/v4LZKV3zqFEyapPPJ3Lmj9158/bV2rkphVJB79O7dm169erl0D5NRHAbfJDgYadaMfyLz0qeUP+s+y2uzuFKKtm3bekg4g8FOYmLgtdfgwgUdR6pwYUT0vxMn6ig5GTNqr9sBA6BmTdfe/s8//6R27dou3/hqhmYG3+PKFWjalIibd3k+eg2f+JVILATVPe7cucPIkSO5fPmy52Q0GOxhxAgd2WDyZKhTh2vXoE4dePZZrTyGDdNZ+ubPd73SOHToEHXq1GH69OmurRijOAy+RnQ0tGpF7NlzNI/+lartH6VJE9uXLFy4kE8++YTg4GDPyGgw2MMvv8AXX+j8F7163Tu0e7e2X5w7B19+eV+0HJcxduxYcubMSYcOHVxet1mqMvgWK1fCrl18Vfl79p6tz9GvbRcXEaZNm0aNGjWoU6eOZ2Q0GJLj+HF4/XWoVQumTLnnbrt5s45N2L+/zZQxKebvv/9m0aJF9OvXj/wuyL+REDPjcANKKbp06XLvfXR0NIUKFaJly5YAzJ07l0KFClGjRg3KlStH06ZN2b59+73y3bp1o0yZMlSvXp1q1aqxfv16j38GrzF5MqEFSzHs8Gt2jca2b9/OwYMH6dOnjwlg6AFM27aDO3egTRvIkkWHPbdaZw0I0AZwdzfVCRMmoJRi4MCBbqnfKA43kDNnTg4fPkx4eDgAa9eujbcJCqB9+/bs27ePEydOMHToUNq2bcvRo0fvnR83bhz79+9n4sSJvPXWWx6V32scOgSbNvFV+DvUqJmRPn2Sv2TatGnkyZOH1157zf3yGUzbTg4R7UN77BgsXgwlS947de6czt76zDPuFSEmJobff/+d1157jYdcnWzcglEcbqJZs2asWrUK0CGnbUUEbdiwIb1798bPz+++c/Xq1ePChQtuk9NXiIqCPd2mEEZ2VuTrydy5ybsjigjR0dH07NmTnDlzekROg2nbNhk/HpYt09EGGzWKdyogQP9t0MC9ImTMmJEDBw7w9dfJrPOmAK/YOJRSA4E3AAEOAd2BHMASoDRwBmgnIikOo/nss8/ed6xdu3a8/fbbhIWF0bx58/vOd+vWjW7duvHvv//yyiuvxDu3adMmu+7boUMHPv/8c1q2bMnBgwfp0aMHW7ZsSbL8448/zowZM+47vmbNGlq3bm3XPVMrx49Dnw7X+XXffP4s24mAPfkT5mRKFKUUS5YsQW+ETX+Ytu1jbNgAQ4bo5Ervv3/f6YAAnWusalX3iXD37l2UUmTJkoUCBQq47T4en3EopYoD/YBaIlIZyAh0AIYC60WkHLDe8j7VUrVqVc6cOcOiRYsS7cAJSfjw++CDD3j44Yfp3Lkzw4cPd5eYXkUEvv0WatSA+sdmk4Nwnl3+rl1KIyYmhlOnTgH4lG1DKTVQKfWXUuqwUmqRUiqbUiq/UmqtUuqE5W8+b8uZEkzbToSzZ3Uo9AoV9G6+RNrk5s3w1FOu29iXGDNnzqRMmTJud033lldVJiC7UioKPdO4CAwDnrWcnwdsAoak9Ea2RlE5cuSweb5gwYJ2j8IS48UXX+T9999n06ZNXL161WbZffv2UalSpXvvx40bR9u2bZk0aRJdu3YlMDDQaTl8kcuXtZfiqlXwQuMYPjk2Fco8Y/dwzN/fn1atWrFp0yYauHvubydWg6JHRSRcKbUUPSh6FD0oGqOUGooeFJm2nVbadnS0nmXcvQs//QS5c99X5PJlCArS5g/3iRHN+PHjKV26NIULF3bfjfDCjENELgBfAWeBEOCmiPwBFBaREEuZEODBxK5XSvVWSu1RSu25cuWKp8R2ih49evDJJ59QpUoVm+U2b96Mn58fvSy+3nFkyJCB/v37Exsby++//+5OUT3KL79A5co6ed+kSbDq7VVkOncG3n3X7jqmTZtGsWLFePLJJ90nqHPEDYoy8d+g6CX0YAjL31S/PmPathVxmzO+/VbPOBIhbiXPnYbxpUuXcubMGYYMSfGYJFm8sVSVD92RygDFgJxKqc72Xi8ifiJSS0RqFSpUyF1iuoQSJUrQv3//RM8tWbKE6tWrU758eUaNGsXy5cvjjcriUErx0UcfMXbsWHeL63bu3IE33oDWreGhh3TY6HffhQxTJ0OJEvqEHZw6dYo1a9bQu3dvMlvF/fE26WlQZNq2FVOnQqlSeqkqCTZvhhw5XL87PA4RYezYsVSqVOmea7RbSUloXWdewKvAbKv3rwPTgCCgqOVYUSAoubpM6OnU83m3b9dJZpTSOWvu3rWcOHJEx4/+8ku76/rggw8kY8aMcuHCBfcIawUOhJ8G8gEbgEJAZuBnoDNwI0G568nVZdp2Kvm8ce139GibxapW1Yn+3MWZM2ckb9688t1339lV3pF2ndjLG+64Z4G6SqkcSls1GwFHgZVAV0uZrsAvXpDN4GKiouCTT7RRMCZGe5aMGtHWO64AACAASURBVKX3RgF6V23WrPdCMiRHTEwMCxcupHXr1hRzV6wG53keCBaRKyISBawAngQuK6WKAlj+/uNFGQ2uZNo03Zh79kyyyLVreouSq5apgoODmTVrFh07duQZS6WlSpViyJAhdOrUyTU3SQaPG8dFZJdS6kdgLxAN7AP8gFzAUqVUT7RyedXTshlcS1AQdOmil3+7dYNvvkmQW+DmTZg3T4cGtXPZMc5H/fbt226ROYXcGxQB4ehB0R4gFD0YGoMZFKUdbt/W7bd9e5vtd+tW7UGYUh+OOXPmMHLkyHsx2YoUKUKjRo2IjIwkS5YsDB3qOUdUr2wAFJFPRaSiiFQWkS4icldEropIIxEpZ/l7LQX1u1Jcn8VXP6cITJ+u3WxPnYIff4Q5cxJJSDN3LoSGOmQUB+0RVKZMGZfJ6ypEZBcQNyg6hO5ffmiF0VgpdQJobHnv7D1cIKnvkyo+58KFWnm8/bbNYgEBelL9xBOOVb98+XKqV69OUFAQALly5aJq1apMmjSJv/76i4sXL7JgwQKy3Ju+e5CUrHN5+5XYOvDp06flypUrEutk0vfUQmxsrFy5ckVOnz7tbVHiERIi0ry5XvZt2lQkSTNETIxI2bIiTz5pd92BgYFSr149OXr0qGuEtQN8KHWsads+RGysSOXKIo8/rv+3Qa1aIs88Y3/V//zzj7Rr104AqVKligQGBqZQ2PtJabtOc9FxS5Qowfnz5/F1rxRXkC1bNkqUKOFtMe6xY4d2jLp1S6cfeOcdG8Hc1qyBkydh5Ei76582bRoHDhygSJEirhE4lWHatg+xZQscPqzzvdrYgHr7NuzdC/buc/zxxx/p06cPN2/e5Msvv+SDDz7wKc/BONKc4sicObNPLmOkdZYsga5dtVftxo3w6KPJXDB5MhQtCnbmQb5+/To//PADnTt3Jm9e29kA0yqmbfsQ06ZBvnzaPmeDbdsgNtZ+w/jmzZspXbo0c+bMoXLlyi4Q1D2kOcVh8Cwi2kvqo4+059RPP+l8AzY5flzPOD77LF7+ZVvMmzeP8PBw3k5mPdlgcDshITpcer9+enOGDQICIFMmSGqfqoiwdOlSSpUqRd26dRk7diyZM2cmUybffjSb6LgGp4mMhO7dtdLo1AnWrbNDaYDeMJU5M/Tubdd9RITp06dTr149qlevnjKhDYaUMnOmDjNiR0j4gAC96S+x4M2XL1/mlVdeoUOHDkyePBmA7Nmz+7zSADPjMDjJtWvQtq3eETtihN6rYVeswdu3tYtVu3Zgp60iOjqagQMHUtIqt4HB4BWiomDGDGjaFMqVs1k0LAz+/BMS5lISEZYsWULfvn25ffs2Y8aMYdCgQW4U2vUYxWFwmJMnoUULOHMGFizQsw27+f57rTwccMHNnDlz2kv4Y0idrFwJFy/quFTJsGuX1jMJ7Rs//fQTHTt25IknnmDOnDk8mqxB0PcwS1UGh9iyBerUgatXdZBCh5RGbKzeKV67tq7EDi5cuMD06dO5c+eOcwIbDK5k2jQdl8qOcPKbN+tZeP368Y+/+OKLfPfdd2zbti1VKg0wisPgAAsWwPPPazvGzp3aGO4Q69bplJoOzDZmzpzJO++84/b8AgZDshw9qpM1vfWWXUk1AgKgenWwdgIUETJlykT37t1ThS0jKYziMCSLiLZjdOmivUN27ICyZZ2oaPJkePBBbd+wg6ioKPz8/HjhhRd45JFHnLihweBC7IhLFcfdu7qfJFymatSoEe86GCnBFzGKw2CTiAjo3Fl7znbrBr//DvnzO1HR6dM6a9Obb+r4C3bwyy+/EBISYlxwDd7nzh0dl6pdO7viqu3Zo/uOdXyqiIgItm7dSs7EXKxSGal3rmRwO1euQJs2ehPTqFEwdKidnlOJMXWqnt47YOSeNm0apUqVolmzZk7e1GBwEQsWaKeOd96xq3hAgP5rvZy7Z88eoqKifDH5mMMYxWFIlKAgbf+7cEHvCrdzdSlxQkN1HuaXXwY7Q6GHh4dz9+5d3nrrLTK6M0mzwZAcInrg8/jjdjt1bN6soydYT062b98OQL169dwhpUcxisNwHxs36j0amTPDpk1Qt24KK1ywAG7ccMgonj17drZt20ZsbGwKb24wpJCtW3Vcqlmz7JpyR0frWXqXLvGPb9u2jfLly+PrmUvtwSgOQzzmzNEbusuV0yaJFIdGEtFG8Ro1ko67kICwsDDCwsIoWLAgGTIYM5zBy0ydquNSdexoV/F9+7RJJKFhvHHjxjz33HNuENDzmF5pAPTz/cMPoUcPePZZ2L7dBUoD9JTlr7/0bMNOA8nChQspUaIEJ0+edIEABkMKiItL1b17snGp4oizbyRUHH379k0yT3tqwygOA5GR8Prr2gD+xhuwenV83/MUMWkSFCiQbBTROESEadOmUbFiReOCa/A+s2bZHZcqjoAA7a5ubc67cOEC1645nZvO5zCKI51z65YOH7JgAXzxBfj52R2wNnn+/luHaOjVC7Jnt+uSHTt2sH//fvr06YNy2oXLYHAB0dF2x6WKIzZWR1dIONsYMWIE5cqVSx2ZDe3A2DjSMRcvQrNmcOSIzuLatauLbzBtml6e6tPH7kumTJnCAw88QCeHYpkYDG5g5UrtVjh9ut2XHD4M16/fn198+/bt1K1bN80MhsyMI51y5Ij2lorbl+dypREerqf5rVuDnVFtb9y4wYoVK+jevTu5cuVysUAGgwNERsLEiXbHpYpj82b913rGcf36dY4cOUL9hEGrUjFmxpEOCQiAl16CbNn0/zVquOEmP/ygY6874IKbN29eDh06RA47jZAGg1sIDNReIgcP/rdx1U4CAvQ4qXTp/47t2LEDIE1s/IvDzDjSGcuWQePGOhXGjh1uUhpxLrhVqtifM9NCuXLlKF68uBuEMhiSISJCJwevUwf+/VcvVTkQ7kZEK46ETX779u1kzJiR2rVru1hg72EURzpi4kRo315HNd+2Lf6oyKVs3QoHDjjkgrt8+XJat27N1atX3SSUwWCDXbv0zvDRo7WL4V9/QatWDlURFAT//HO/4ujWrRuLFi1KEzGq4jBLVemA2Fh4/32YMEHvCF+wwG4nJ+eYPFlvmHLAwD1p0iTOnz9PXpf5ARsMdhAeDh9/rDtH8eLg7w8vvOBUVXH7NxIaxsuWLUtZp8JJ+y5mxpHGiYjQG14nTIB+/WDpUjcrjXPnYMUKHXraTlvFwYMHCQgIoE+fPiYulcFzbN0K1arB+PHaZfzwYaeVBmjDeOHC8T13g4ODmT9/Prdu3XKBwL6DURxpmOvXtQv60qUwbpxeqnL7c/nbb/UUx4G14alTp5ItWzZ69OjhRsEMBguhoXoU9cwzeq/G+vW63ebJ43SVIlpxNGgQf3X2119/5fXXX+fmzZsuENx3MEtVaZRz5/Tg6cQJ7eBkZ5idlHHrlt5B2KqV3fFKbty4wYIFC+jUqRP5nUr0YTA4QECATiwTHKxtcKNGgQtcv8+c0Vs+Eto3tm3bxkMPPcRDDz2U4nv4EkZxpEEOHtQb+0JDdeKlhg09dONRo7Q3ykcfOXTZkCFDaN26tZuEMhgsHDmiO0axYlqBPP20y6pObP8GaI+qtLR/Iw6jONIYGzbo5Eu5c+vQB1WqeOjGp09rQ8rrr2u3LTvJmzcvn3zyiRsFMxiAsDDtUpgzp1YaRYu6tPqAAJ0Z87HH/jt27tw5zp8/n6b2b8RhbBxpiB9+0MtTJUvCzp0eVBoAgwdDpkx61mEnO3fuZPny5URHR7tRMIMBGDBAG78XLHC50gA943j6abDOArBnzx6ANDnjMIojDXD3Lnz6qfZ+rV9fzzRKlPCgAJs369DTw4Zpl0Y7+eKLL3jnnXdMsiaDe1m0CGbO1O2zSROXV//333rCndANt02bNpw/f55q1aq5/J7exiuKQymVVyn1o1LqmFLqqFKqnlIqv1JqrVLqhOVvPm/IlpoQgV9/1dPjzz/XGcfWrHFhSHR7iImBgQPhoYdg0CC7Lzt16hSrV6/mzTffJEuWLG4U0JCuOXFCZyarX193Ejfw44/6b2L7BYsXL06mTGnPImDzEymlsgEtgaeBYkA4cBhYJSJ/peC+3wBrROQVpVQWIAcwHFgvImOUUkOBocCQFNwjTRMUpGffa9ZAxYraCO6GwVTyzJunU54tWuTQBpHp06eTMWNG3nzzTTcKlzQRERH89ttvbNmyhYsXL5I9e3YqV65MixYteMx6odpBlFJ5gVlAZUCAHkAQsAQoDZwB2onI9ZR+BkMy3L2r88BkyaLbp5se4EuX6k3n1nv8QkND6d69OwMGDEhfNg6l1AhgG1AP2AXMAJYC0cAYy6ygqqM3VErlAZ4BZgOISKSI3ABeAuZZis0DjJtNIty6pXeBV66ss/RNmKC9qLyiNG7f1rF96tXThkc7CQsLY/bs2bRt25Zi1tluPMSIESOoX78+O3bsoE6dOrz55pu0a9eOTJkyMXToUBo3bszBgwedrT5uUFQRqAYcRQ+C1otIOWC95b3B3QweDHv36pwBbnKHPXMG/vwTXn01/vE///yTZcuWpbn9G/cQkURfQIukzlnOPwjUslUmieuqA38Cc4F96NFZTuBGgnLXk6urZs2akl6IiRGZM0ekcGERpUR69hS5fNnLQg0bJgIiu3Y5dNmhQ4ekbNmyEhAQ4CbBbPPbb7/ZPH/58mXZvXu3iIgAe8T+tp0HCAZUguNBQFHL/0WBoOTqSk9t2y389JNumwMGuPU248bp25w8Gf/4F198IYBcu3bNrfd3FkfadWIvRx/62YA8Kboh1ELPWupY3n8DjLRXcQC9gT3AnpIlS7r6+/RJdu0SeeIJ/WvVrSvy55/elkhETp8WyZpVpEsXpy6PiYmR2NhYFwvlPOHh4XLz5s37jjuoOMygyBc4c0Ykb16RWrVE7t51661q1xZJ7Kdq1qyZPPbYY269d0pIqeKw2ziulHoD+B1YpZSy3+fyfs4D50Vkl+X9j8DjwGWlVFHLvYoC/yR2sYj4iUgtEalVqFChFIjh+1y6BN276yjPZ8/C99/rqLY+EZ15yBAdv8QB91uAS5cuER4eToYMGXwmG9qsWbNo2rQpLVq0YPjw4SmpKhO6LU8XkRpAKA4sSymleiul9iil9ly5ciUlcqRfoqK0XSM2FhYv1vYNNxEcDLt3Q7t28Y/HxsayY8eONGnbiMOWjSOhj8DzItJARJ4GWjh7QxG5BJxTSlWwHGoEHAFWAnF56LoCvzh7j9ROZCR89RWULw8LF+pn9PHj2msqgy84UAcE6MQeQ4Y47Pc7cOBAKleu7FUX3F9//TXe+3Xr1rF582a2bNnCqlWrUlK1GRR5m48+0puYZs6ERx5x663ivKkS2jf+/fdfHn74YZ524c50X8OWm0E1yyzjExE5ABxUSi1Ee4qkxKMK4F1gocWj6jTQHa3EliqlegJngVdtXJ9m8ffX3lLHj0OLFtr4bR1t0+vExGgBS5TQVnoHCAkJ4ccff+Tdd98lgxc14IEDB5g1axaff/451apVo2rVqnTq1AmlVIo8qkTkklLqnFKqgogE8d+g6Ah6MDSGdD4ociv+/jB2LLz11v3TADewdCnUqnV/WLYHH3yQwMBAt9/fq9haxwKKAH6WVxGgLFA1JWtjrnylpXXgEydEWrbUdoxy5USSsd96j+++00IuXOjwpSNGjBBATpw44QbBHCMkJER69eolvXr1kpCQEDlx4oQcOHDgvnI4uBaMtnPsAQ4CPwP5gAJob6oTlr/5k6snLbVtj3D+vEjBgiJVq4qEhbn9dqdO6W4wduz953zJdpcUjrbrhK/kOkFu9B6LauilpI+BbCm5oStfaaVzzZkjkiWLSK5cuiG62Z7nPLduiRQpoi30DnaOu3fvSpEiRaRZs2ZuEs4xbt26JaGhobJ//35p1aqVfP755xIeHn5fuZR2MGdfaaVte4ToaJEGDURy5hQ5etQjtxwzRj89g4PvP/f444/Lxx9/7BE5nCWl7TrJpSql1Bfo/RaZgSUi8qJS6kW0cXyuiMx33bwnffPNN3oT35o1bgmj4zrGjNEW+59/tjslbBzr1q3j0qVL9O3b103C2c9HH31EQEAAUVFRtG/fnpUrV7Jy5UpatGhBt27d6NKli7dFNNji9m29I/z4cf3avl2Hvfn+e92RPMCyZdpJJWH65StXrrB3717aO7CvKVWSlEYB9lv+KmCv1fFMQP+UaCtXvdLCqCw8XCRTJr0lwqcJDtbut507O3V5bGys7Nq1S2JiYlwrlxNUq1ZNRLRMNWrUuHc8KipKJk6cGK8sZsbhHWJjRY4dE1m5UuSrr0R69xZ59lmRYsX0UD/upZRIqVIiH37oMdFOntS3Hjfu/nM///yzALJ161aPyeMMKW3Xtozjh5VS84HswGYrRRON3nthcAGHDukkZDVreluSZBgyRLt0jR7t1OVKKZ544gkXC+UclStXpkuXLoSHh9PAKjJdpkyZ6N+/vxclM9zjo4/iu3oXLKjdDJs00X/Ll4cKFbTnlFtzId/PsmX6b0JvKtD5N7JkyUJNn+/QKSNJxSEinZVSVYAoETnmQZnSFXHOF48/7l05bLJ1q3YhGTHCqbC7AwYMQCnFhAkTXC+bEyxYsIBDhw6ROXNmKnpoacPgIGvXQo0aMH26div0oeyQy5bpvVWlSt1/bvv27dSsWZNs2bJ5XjAPYmsfx1MicigppaGUyqOUquw+0dIHe/dCvnz3r5X6DLGx/7nffvCBw5dfv34dPz8/7ty54wbhnGPr1q1UqVIlSaVx69YtDh8+7GGpDPeIiID9+6FxY/2E9iGlcfKk7rOJzTYAWrRoQffu3T0rlBewtVT1slJqLLAGCASuoEOOlAUaAqUA++NoGxIlMFAvU/nIJur7mT9fC7lgAeTI4fDlc+bMITw8nHfeeccNwjnH8uXLGTx4MC+88AI1a9akUKFCREREcPLkSTZu3Mjff//N+PHjvS1m+mX/fr0D3EeWNq2JW6Z65ZXEzw8dmj7iV9paqhpoyYnxCnozXlF0WPWjwAwR2eoZEdMud+9qG8d773lbkiS4c0cnv6lTBzp2dPjy2NhYpk6dylNPPUX16tXdIKBzTJgwgevXr/Pjjz+ybNkyQkJCyJ49O5UqVeLNN9/kqaee8raI6Zs//9R/69TxrhyJsHQp1K2b+DLVuXPneOCBB8iTJ4/nBfMwNgPUi84ZMNPyMriYw4f1wMpn7RtjxkBICKxY4VSskzVr1nD69GlGORjPyhPky5ePXr160atXL2+LYkjIrl1QrJiH01gmz4kTejL09deJnx8wYAAHDx7kxIkTnhXMC/hC5KN0S5xh3CcdMP7+WwfMeu01PcRygvLly/P+++/Tpk0bFwtnSNPs2uWTsw1by1QiwrZt26jrZF9JbRjF4UX27tVpXh9+2NuSJEKc++2YMU5XUbZsWcaNG2dSwxrs599/4dQpn1QcS5fqnGWJ5YQKDg7m8uXLaToirjXJKg6lVFZ7jhkcJzBQL1P5nGF82zZYskR7UTmZOW3BggVs27bNxYK5lrt379p1zOBBfNS+cfw4HDiQdOzEuLZev359D0rlPeyZceyw85jBASIjdcpXn1uminO/LV5cp950gtDQUN59912mTJniYuFcS7169ew6ZvAgu3bpmW6tWt6WJB7JeVNt376dPHnypCi6cmrCVqyqIkBxILtSqgY69Ajo9JiO+2Ua4vHXX1p5+JxhfMEC2LNHu+HmzOlUFT/88AM3btzwibhUiXHp0iUuXLhAeHg4+/btiwulw61btwgLC/OydOmcXbvg0UchVy5vSxKPpUvhySeTttf37duXpk2bkjFjRs8K5iVseVU1BboBJYDx/Kc4bgEpSpNm0PYN8LEZR5z77RNPaKO4E4gIU6ZMoXr16j673vv7778zd+5czp8/z6BBg+4pjjx58vikB1i6QUQvVbVt621J4hEUpFcHJk5Musxjjz2WbmYbYHsfxzxgnlLqZRFZ7kGZ0gWBgZAnj9uTlDnG//4HFy/q1GZOJlraunUrBw8eZObMmT6TGjYhXbt2pWvXrixfvpyXX37Z2+IY4jh5Eq5f9zn7RnLLVHv27OHUqVO0adMm3TiC2PN0qKmUyhv3RimVzxJy3ZAC4gzjPpEKFuDbb+HLL6FTJ+064iQXL16kfPnyvObkjMWTBAYGcuPGjXvvr1+/zkcffeRFidI5uywZd31McSxdCk89pc1+iTFjxgx69+7tswMld2DPY6uZiNzrXZZNgc3dJ1LaJypKe2j4hH1DREe87dNH56qdmbK9nu3bt+fYsWPkcCI8iafx9/cnb957YyLy5cvH6tWrvShROmfXLm1X86Eln6NHdXSHpGJTiQj+/v40btyYzJkze1Y4L2KP4sho7X6rlMoOGHfcFHD0qA434nX7hojerzF8uJ5prFiRohDVv//+O7Gxsalm5BUTExPP/TY8PNy443qTXbu0N5UPGZiXLdPu8kmtaB4+fJgLFy7wwgsveFYwL2OP4lgArFdK9VRK9QDWAvPcK1baxid2jMfEQK9eMG4cvPOOzp6WghGTv78/L7zwAvPnp57EkJ07d6ZRo0bMnj2b7777jsaNG9O1a1dvi5U+iYuI62PLVMuW2V6mWrNmDUC6Uxw2Y1UBiMhYpdQhoBHas2qkiPzudsnSMIGB2tuwXDkvCXD3LnTurI3gH38Mn32Wol2IUVFRDBo0iHLlytHRiWCI3mLw4MFUqVKF9evXIyJ8/PHHNG3a1NtipU/iIuL6kOI4ckTHk5s8Oeky+/fvp0qVKpTwsbha7iZZxQEgIv6Av5tlSTcEBuocNV4xjN+5o90d167V0doGDkxxlTNmzODo0aP88ssvqc6rpFmzZjRr1szbYhjidoz7UCj15JapQEdIsHawSC/YE3KkrlJqt1LqjlIqUikVo5S65Qnh0iLR0dow7pVlqmvXdHKc9evhu+9cojSuX7/Op59+SqNGjWjVqpULhPQcO3fupHbt2uTKlYssWbKQMWPGdBES2yfxsYi4Itqb6umnoWjRpMsppciXL5/nBPMR7BnzTgE6AifQ+cffAGxM3gy2OHYMwsO9oDhCQqBBA73z8McfwUVZys6ePUuhQoX4+uuvU41RPI6+ffuyaNEiypUrR3h4OLNmzeLdd9/1tljpEx+LiLtnj16qsrXyOnz4cPr06eM5oXwIe5eqTiqlMopIDDBHKbXdzXKlWbxiGD99Ws80Ll+G1auhUSOXVV2tWjWOHDlCBp/ZkOIYZcuWJSYmhowZM9K9e3ef3e2epomLiOtDuVH8/HTCy6S2I4kICxcu5HGf8Kn3PPb09jClVBZgv1JqrFJqIOBcECMDgYHaVb18eQ/d8PBh7RZy44ZeonKh0li4cCGhoaGpVmnkyJGDyMhIqlevzuDBg5kwYQKhoaHeFiv94WMRcW/dgkWLoEMHHd0hMY4ePcrZs2fTrX3Mnh7fxVKuLxAKPASYOA1OEhgI1at7yFV91y545hlt4QsIcGnHXLt2LZ07d2b27Nkuq9PTzJ8/n9jYWKZMmULOnDk5d+4cy5eb6Doex8ci4i5aBKGh0Lt30mXSqxtuHPa44/5tmXGUBlYAQSIS6W7B0iIxMdrr8I03PHCzdeugdWsoUkR7UJUp47Kqo6Ojee+993j44Yd58803XVavpylVqhSRkZGcOXOGtm3bUqFChVTnFZYm2LVL7xb3kYi4fn5QtaptBy9/f38effRRSpYs6TnBfIhkFYdSqgXwLXAKvY+jjFLqTYuLrsEBgoIgLMwD9o0VK7RVr0IF+P13224hTjBr1iwOHz7M8uXLyZo19QYRWLVqFW+99RaPPPIIIkJwcDAzZsxIt8sPXsHHIuIGBmr/kSlTbG9tqlmzZvpuJyJi8wUcA8pavX8EOJbcdZ541axZU1IT338vAiKHD7vxJrNni2TIIFKvnsi1ay6v/vr161KwYEFp0KCBxMbGurx+T1KhQgU5ceLEvfcnT56UChUqxCsD7BHTtt3H8eO6U/j5eVsSERF5802R7NlFrl/3tiTuJaXt2h4bxz8ictLq/WngHxfrr3RBYKAOBVWhgptu8PXX0LMnPP+8Xp5yg3/5jRs3qFq1KhMmTEh17rcJefDBBylbtuy99w8//DAPPvigFyVKh/hQRNw7d2DhQp0e1ir25X0EBwcTHR3tOcF8EHvccf9SSq0GlgICvArsVkq1BRCRFW6UL02xd682jGeyywnaAe7ehQ8/hPHjdRjP+fPBTUtIpUuXZv369W6p29M89thjNG/enHbt2qGUYtmyZdSuXZsVK3STbusjyydpGh+KiLt4sVYetoziIkKjRo144oknWLx4seeE8zHsmXFkAy4DDYBngStAfqAV0NLZGyulMiql9imlfrO8z6+UWquUOmH5m6a2Y8bGwr59brBv7N6tKx0/Ht5+W7uEuElpTJo0iQsXLrilbm8QERFB4cKF2bx5M5s2baJQoUJcu3aNX3/9ld9++83b4qUPfCgirp+f1l+20tEcP36c4OBgGjRo4DnBfBB7vKpcs8X4fvoDR9E5zAGGAutFZIxSaqjl/RA33dvjHD+uRzMuUxwREfDpp/DVV9r4vWoVNHdfmpQNGzbQv39/QkNDGTZsmNvu40nmzJnjlnqVUhmBPcAFEWmplMoPLEF7Jp4B2onOa5O+iYuI64LQNyll/349BvvmG9tGcX9/7ROUXt1w47DHq6oM8C660d8rLyIvOntTpVQJoAXwJfCe5fBL6BkN6LDtm0hDiiNux7hLNpru2KFDhgQFaZvG+PHwwAMuqDhxYmJiGDhwIKVKlWKgD3RyVxEcHMzkyZM5c+ZMvDXrlStXprTqdDUochofiog7c6aeqHfubLucv78/FSpUoIwL3dtTI/astv8MzAZ+BWJddN+JwGAgt9Wx68gmlgAAIABJREFUwiISAiAiIUqpRK2USqneQG8gVflQ790L2bLBo4+moJKwMB0GfcIEeOgh7WrbpInLZEyKOXPmcPDgQZYsWUK2bNncfj9P0bp1a3r27EmrVq1ctvs9PQ6KnMZHdoyHhsKCBdo8mD9/0uXCwsLYvHlzuo1PZY09iiNCRCa56oZKqZZoT61ApdSzjl4vIn6AH0CtWrXEVXK5m8BAqFYtBYbxLVugRw84eRLeegvGjoXcuZO/LoXcunWLDz/8kPr16/NqUvkzUynZsmWjX79+rq423Q2KnCYuIm5SWZI8xNKlOsyILaM4QJYsWVi9ejXFihXzjGA+jD2PsW+UUp8CfwD38mqKyF4n71kfeFEp1RxteM+jlFoAXFZKFbV0rKKkIZff2Fg94+jSxYmLQ0Nh2DC9I6l0aR1v6rnnXC1ikkRFRdG8eXPefvvtVO9+m5D+/fvz2Wef0aRJk3gbGZ0NXJdeB0VO4yMRcf38oGJFHdLNFpkyZeI5D/Y9X8YexVEFHa/qOf5bqhLLe4cRkWHAMABL53pfRDorpcYBXYExlr+/OFO/L3LyJNy+7YR9Y+NGbcMIDoZ334VRozwelqFAgQJuMyJ7m0OHDjF//nw2bNhwb6lKKcWGDRucrTLdDYqcxkci4h46BDt36i1QyY2LRo8eTfPmzalWrZpnhPNh7FEcbYCHxf3xqcYAS5VSPYGz6P0iaQKHQ6nfvg2DB8O330LZsjpA4dNPu02+pBg5ciTNmzenpleTo7uPn376idOnT7ssPlV6HBQ5jY/YN2bOhCxZkl8NOHnyJMOHDyd37txGcWCf4jgA5MUNoyQR2YQ2FCIiV9F5zdMce/dqjw279jj98YcehZ07B++9ByNH6sQAHiYgIIBPPvkEIM0qjmrVqnHjxg1P7BZPs4Mip/GBiLhhYXqv7MsvQ8GCtsvGueGm6/hUVtijOAoDx5RSu4lv43DaHTe9ERioo21mzmyj0M2bMGgQzJ6tF1y3bbO9E8mNxMTEMGDAAEqUKMGgQYO8IoMnuHz5MhUrVqR27drxbBwucMdNN4Mip/GBiLg//qjT1CRnFAetOMqVK8cjjzzifsFSAfYojk/dLkUaRkTPODp0sFFo40Z4/XW4eBGGDIERI7Tvrpf4/vvv2bdvHwsXLiSHF2Y7nuKzzz7ztgjpk7iIuC97N62Pnx+UK6czKtsiPDycjRs30tseDZNOsGfn+GZPCJJWOXVKTyaSXO3ZvRtatIBSpfTGPltJADzAnTt3GD58OHXr1qWjrYTLaYD0HjbCa5w8Cdeve7WtHzmiJ/XjxiVvFA8KCiJr1qzpfre4NUkqDqXUbbT31H2nABGRJJIqGqzZa3FaTlRxnDkDrVpB4cKwaZP+62UyZsxInz59aNKkSZpzv40jd+7ciX42EUEpxa1bt7wgVTrCByLizpypl467dk2+bPXq1bly5Uqa7Q/OkKTiEBH37y5LBwQGaq+NypUTnLhxQ8eWuntXL1X5gNIAyJ49+z2jeFrl9u3b3hYhfePliLgRETBvHrRpA4UK2XdNZpsGyvSHa+IsGJIkMBCqVNHK4x6RkTrj2cmTOltfpUpeky+O2NhYBgwY4BLDsMFgEy9HxF2+XK+U2WOyCA4OplKlSmzZssX9gqUijOJwI3GG8Xgb/0S0u+3GjdqDqmFDr8n3n0hC3759+eabbzh69Ki3xTGkZeIi4npxmcrPDx55xL6u5+/vz7FjxyhSpIj7BUtFGMXhRs6c0SObePaNkSPh++/hs8+cjEHiWkSEfv36MX36dAYPHszgwYO9LZIhLePliLhBQXo/ba9eehtJcvj7+/Pwww/HyxRpMIrDrdy3Y/z773UOja5ddZRbLyMiDBw4kClTpjBo0CDGjBljDIAG9+LlHeMzZ+pAo926JV/27t27bNiwgWbNmpl+kQCjONxIYKBupFWqoJem3nhDByj080veB9ADiAg3b95kwIABjBs3znQOg/vxYkTcoCAdxadNG/t8UbZs2UJYWJjZLZ4Irs5+bbAiMFB7U2U9dUS31nLltGXORbGRnEVEuHHjBvny5WP27NkopYzSMHgGL0XEjYiA9u31vtoJE+y7Jm/evHTq1Ilnn33WrbKlRsyMw02IaMXRsNIl7XabLZtO75o3r5flEoYOHUqtWrX4999/yZAhg1EaBs8QFxHXC4rj/ffhwAHthmvvZKdWrVosWLCAnDlzule4VIhRHG7i7FmIuBbK0G2t4MoV+O03nU/Di4gIH374IWPHjqVJkyYUKFDAq/IY0hlesm+sWAFTp+qYoS1a2HfN3r17CQoKcq9gqRizVOUmAv+MYSGdKHQuEH7+2atRQEErjY8//pjRo0fTu3dvpk6damYaBs+yZIkOE+3BvvD33zqlTa1aMHq0fdeICL169eLmzZscP37cZWmF0xJGcbiJwuPepz6/EPnVJLK86P1AwjNmzODLL7/kjTfeYPr06aYzGDzLoUM6hvmgQR6LiBsVBR07QkwMLF5sv2lxxYoV7N27l7lz55p+kgRGcbiDSZOov3si8wsOoMt773pbGgDatWvH1atXGTZsmOkMBs8zbBjkyaP/eohPP9VxQxcv1hv+7CEmJoaPP/6YihUr0rlzZ/cKmIoxTxBX88svyIABrM7Smk0tvvK2NCxZsoSIiAjy58/Phx9+aJSGwfMEBGjHkGHDIH9+j9xy7VoYM0Z7wLdvb/91Cxcu5OjRo4wcOZKMXgqJkhowTxFXsns3dOxIZNVavBK5kMdre7fhjR49mg4dOjB9+nSvymFIx4joHDPFi0O/fh655aVL0LkzPPoofPONY9eGhIRQr1492rZt6x7h0ghGcbgKqxDpGwb8Sjg54seo8jBjx45l+PDhdOrUiX4e6rAGw338/DPs3KlD7GTP7vbbxcbqSD63b2tbvKN5yIYMGcKWLVvMzDwZzLfjCqxDpK9ezfZThcmQAbyV0378+PEMGTKEDh06MHfuXDPlNniH6Gi9PFWxon2JL1zA//4H69bpmYYjUdvDw8PZtGkTgOkvdmAUR0qJjNQpMK1CpO/dq6fJ3si6+u+//zJq1CjatWvH/PnzyZTJ+D8YvMScOTrOx+jROvaOm9m2TYeAa99e2zYcYerUqTRs2JD9+/e7R7g0hnmqpITL/2/vzOOqLLMH/n2UhEzNBUnF1JyfmmKi5ZRilmmimVluTYuWaZORZTltjjO5NamVS401plZa6ZR7auYWSkUuKSTuaamJAy7ggrggXM7vj+dVUUG463u5PN/P5/3c+27POe/lvJxnPeeQjpa2apUOYHjPPRdWjNuVZTI0NJT169dTp04d4zQM9nH6tJ7W1LIlPPig18UdPQqPPaYzME+e7FwouIyMDMaMGUOHDh1o2rSp95QMIMx/FldZtEhXa06e1JHTrBDpKSnanxSYY9wLOBwOxo4dS1ZWFkOHDjUhoA328+9/Q2qqHmjw8kJTEb3ILzVVtzquv965+ydMmEB6ejpvvfWWdxQMQExXlbOcOgX9++taVHg4bNyo9y3Oh1L31cB4YmIiLVu2ZPDgwWzevBmHw+EbwQZDQaSn67mwDzwArVt7TUxmJsTGwoABegx+zBj485+dKyM9PZ1x48bRrVs3bvNlba+YY1oczvDzz3qe32+/wWuvwciROoRCHhISdIIYb7d4MzIyGDp0KBMnTiQ0NJSZM2fy6KOPmjAiBvsZPRoyMmDUKI8Wm5oK8fG6VREfr3NCORy6QdO7Nwwa5HyZ27dvp2zZsrz55pse1TXQMY6jKOTk6JdhxAidS2DVKigg1HJiop5E4u2AmqmpqUyePJn+/fszatQoKtocdddgAHRwqIkT9Syqxo1dLkYEduy41FHs2aPPXXsttGihJ2zdeaf+7mz31Hlat27N/v37KWNzqoPihnEchbFnj25lrF2rR98+/PCqodETEuDee72jyt69e5k9ezavv/46DRo0YO/evSYXssG/GDZMNwFGjHDp9qwsmDkTxo2D7dv1sbAw7SCefx5atYJmzeCaa9xXdd26dTRv3tw4DVcQkWK73XbbbeI1cnNFpk0TKVdO5PrrRWbOLPSWlBQREJkwwbOqZGVlyahRoyQkJETKlSsnf/zxh2cFGAoE2CiBZtveYvNmEaVEXnnF6VuPHhUZNUqkWjX9DkVGikyZIrJ7t34VPc3vv/8uQUFB8sYbb3i+8GKAu3Zt+z9/dzavvVxpaSLdu+uf5+67RfbtK9JtixfrW374wXOqxMXFScOGDQWQ7t27S3JysucKNxSKcRxOcP/9upKVnl7kW/btE3nxRZHrrtPvTnS0yMqV3nEWeXniiSckJCREDhw44F1Bfoq7dm26qi5nxQq9NiMtTS9DffllKOJK0sRE3Upv1swzqpw6dYoePXpQrlw5vvnmG+4vahYag8HXnA9kOHp0kQIZJibCu+/CnDn6nXn0UZ2lr0kT76u6fft2ZsyYwaBBgwi3Ifd5QOCO17F782it7PRpXfUBkYYNRRITnS6iSxeRm292Tw2HwyFz5syRnJwcERHZsGGDnDp1yr1CDS6DaXEUTm6uSIsWIjVqiFzFVnNzRZYuFWnbVr9m5cuLvPyyyP79PtRVRLp37y7lypWTI0eO+FawH+GuXft8HYdS6kal1Gql1A6l1Dal1IvW8cpKqZVKqd3WZyWfKZWUpCeAv/8+vPCCHuF2odmQkODe+o2tW7dy991307NnT+bNmwfovMdl7YhdYjAUlbyBDAuw1TVrICoK7rtPRyF55x1IToaxY+HGG32n6qlTp9i5cyd/+9vfCA0N9Z3gQMMdr+PKBlQHbrW+lwd2AY2Ad4DB1vHBwNuFleV2rczhEHn3XZEyZfSo3NKlLhd18KCuRY0b5/y9mZmZ8vrrr0tQUJBUqVJFpk2bJrne7uQ1FAmcqJkBNwKrgR3ANuBF63hlYCWw2/qsVFhZxabFkZ0t0qCBbmpnZ19x+rffRHr00O9G9eoiU6eKZGXZoGcecnJy5MyZM/YqYTPO2HV+m88dxxUKwEKgPfArUF0uOpdfC7vX7Zdr5Ej9Ezz0kIibzdZvv9VFxcU5f2/nzp0FkL59+0paWppbehg8i5OOw38qRb7g+HGRbt204c+ff8mp9HSRQYNErrlGD3yPGCGSmWmTnhbTp0+XY8eO2auEn1CsHQdQB9gPVACOX3buWAH3PANsBDbWqlXL9V8uK0vkhhtE7rvPI1M43nxT/5onTjh/77Zt22TevHlu62DwPO68YLZWirxNQoJI3boipUuLjB174R06e1Zk/HiRSpVESpUSefppPU3dbj7//HMBZPjw4Xar4hcUW8cBlAMSgG7WfpEcR97NrZdr1iz9+EuWuF5GHh56SKRePY8UZfAjXH3BbK0UeZPcXJGPPhIJDhYJDxeJj79wePZs7UtApGNHvazDH1i7dq0EBwdLmzZt5Ny5c3ar4xe46zhsCXKolLoGmAfMFJH51uFDSqnq1vnqwGGvKjFpEtSpAx06eKS4hATnI+L++OOP9OzZk0OHDnlEB4N/oJQqh7bvl0Qko6j3icgUEWkuIs2rVq3qPQVdJTNTR1F49lkdcueXX6BVK9au1Su6H35Yh9pZvhyWLoVbbrFbYThw4AAPPfQQ4eHhzJ07l2s8seTcYMusKgV8AuwQkfF5Ti0CzqcJexLdzPcOO3ZAXJyOauuBbF9HjugZIs46jqFDhxIfH0+FChXc1sHgH/hFpcgbbN2qZx5+9RX861/w7bdIaFWGD9ezpfbuhY8/1r4kOtpuZS8SExPD6dOnWbRoEVWqVLFbnYDBjgWArYDewBal1Pl0W0OAMcBspVQ/dBO/p9c0+OgjHeymb1+PFJeYqD+dcRxxcXHExcXx/vvvc60PcjEbvE8RKkVj8HalyBt89hnExECFCjov6z33kJ2tGx6ffqrXy06cCOXK2a3olUyePJldu3YR4UweWUPhuNPPZffm0hhHZqYOi/Doo87fWwBvvaX7dYs6YSM3N1fuuusuqVGjRomfFujv4NysqjsBATYDm6ytE1AFiEVPx40FKhdWll8Mjp86JdK3rzbuNm1EUlNFROTkST2nBETeeMP74UFcYeXKlRcW0RquxBm7zm8reSFHvvoKTpzQNSgPkZAAf/rTVYPmXsKqVav44YcfmDhxIiEhIR7Tw2AvIhIPFJQQpZ0vdXGbX3+Fnj11F9U//wnDh0Pp0hw+DPffr1vZkyfDM8/YreiVzJ8/n+7duzN+/HgGuZKkw1AoJc9xTJoEERE6TrOHSEiAO+4o+vW33HILQ4cO5emnn/aYDgaD24joxBeffQZffqlXgS9demECye7d0LGjTqi0cCF07myzvvmwadMmevfuTYsWLYjxYOXQcCkly3Fs2KD/y3/wgcfyIKen69w1zz1X9HvCwsIY4WK+AoPB4+zdC59/rrc9e/TUqJ499SB4zZoArF9/0VGsXu1cRclXHDp0iC5dulC5cmUWLFhgWvNepGTlHJ80Sb8UvXt7rEhnBsZFhOeee47vv//eY/INBpc4eRKmTdPTauvW1XGm6tTRrY2DB2H69AtO45tv4J57dJa9NWv802mICI8//jhpaWksXLjQJDjzMiWnxXHsmB7f6NVLzw7xEBs36s+ixERcsWIFkyZNIjIykrvvvttjOhgMRcLh0M2Fzz6D+fPh9GmoV0+3LHr3hlq1rrhlyhQ9HHjrrTpqeliYDXoXAaUUo0aNIiUlhVvdiTRqKBIlx3F8/jmcOePRQfHFi/U7d+uthacgEBGGDRtG7dq1eeqppzymg8FQJH77TYem/e033XTo1UvnBW/ZMt9uWxGdBfbNN6FTJ5g1y7+m2x49epRt27axbds2goODeeqpp7j99tvtVqvEUDIch4heu3HHHR7JsiQC//43DBoEzZvDokWF37N06VLWr1/PlClTTI5jg2/Ztw/attUtjC+/hAcfhDxrh3Jz4fhxOHxYb0eOwIIFOvd3v3761Qmy6T/F8ePH2bZtG82aNaNs2bJMmzaNIUOGcPDgwQvXlC9fnvDwcKL9aeVhgFMyHEdcHOzcqftt3SQnB156CT78ELp1gy++KDAFwQXOtzbq1KlDnz593NbBYCgyycnQti25GZl8+ddVbFjXlMOLtHPI6ygcjitvHTZMbx6aR+IUU6ZMYcSIEaSkpADw008/ERUVRc2aNenQoQMRERE0btyYiIgIbrzxRpQdSpZgSobjmDQJKlXSwXTcICMDHnlEz1B89VUYMwZKFWF6gcPhoHfv3lSrVs3EyjH4jNO/p5JzZztKp6XTJieWjWObUr68HqcIC4ObboLbb7+4HxYGVavqzxo1wK48R9999x0xMTG0bNmSgQMHEhERQaNGjQBo37497du3t0cxwwUC33Gkpup298CBlzTPnSU5WS982r5dDxj+9a9FvzcoKIiBAwe6LNtgKCoisHYtzJt0mL/+tx3huan0rraCTs8056sn9EJVf2fq1Kk0bNiQZcuWUc6fBlYMFwh8x/HJJ7p/6dlnXS4iIQEeeABOndKtDWcqPN999x379u2jT58+BNnVUWwIeJKTdbfp9OmQvjud79W93FRqH9vfW8bcF1oWqWXsL8ycOZO0tDTjNPyYYmROLuBw6ObBvffqaYcusHAh3HUXlCmj57A74zREhFdffZW3337bJdkGQ2Gcr8jUrg3/+AfUr3qMXbXaE1FmF8HLFtHsxbuKhdMQEd555x0OHjxIUFCQWYfh5xQDk3KDJUt0VcyFKbgiMH48dO0KjRvrlbPOBtj8+uuv2bRpE2+88YZpbRg8zr590KWLDgUybBjsTcrgm5yOVDm4DbVgga4wFRM+/PBDXn/9db744gu7VTEUBXciJNq9FRpBtGNHkRo1RLKzC40WmZfsbJFnn9XRP3v00EFCncXhcEiTJk2kfv36ku2kfIP/gJtRRF3dihIdNyZG5/ROThYdsrZVK5GgIJGFCz3y7L7ihx9+kKCgIOncubM4HA671SkRuGvXgVsN3rNHpyIbOtSpSegZGXry1fLlMHgwvPVW0WZOXc78+fPZvHkzM2bMMK0Ng8dJSbmYC6Nm5dNw/wOwbp2OjtCli93qFZmUlBR69uzJTTfdxBdffEGp4tCvZghgxzFliv6P70QE2v37dSC3HTt0NrN+/VwXX7lyZXr06MEjjzzieiEGQwGMGwfZ2TD4pbPw0EPw/fcwYwb06GG3ak7xyiuvkJmZSWxsLBWLmpfAYDtKt1qKJ82bN5eN54NF5SUrSwdou/NOPRW3CGzcqGdOnTkD8+ZBu+KVPcHgJZRSCSLS3NdyC7RtIC1ND4Z36yp8kdlVz+CYNk03P4oZR48eZcuWLSZ2m49x164Ds104b55+u4o4KL5ggZ45FRKiZ0654zQcDgfvvfcex48fd70Qg+EqvP++jh4y5paZ2mmMG1fsnEZ8fDxZWVlUrlzZOI1iSGA6jkmT9EqnQmaViMDYsdC9O0RG6plT1gJVl5kzZw6DBg1ixYoV7hVkMOTDiRM6v3evzscJn/CKXvr90kt2q+UUP//8M+3atWPIkCF2q2JwkcAb49iyRWcxe/fdq45qOxzwwgvaxzz8sF445cbCcqtMByNGjKBx48b0KGZ9zYbiwX/+o53HuLJv6CBTS5a4NnvDJg4fPkz37t2pXr26cRzFmMBzHB99BMHBcJXQ5WfOwOOP6y6q116D0aM98+599dVX7Ny5kzlz5pjZIQaPc+qUXls0oGUiYXP/o7tii5JBzE/IycnhL3/5C2lpaaxZs4YqVarYrZLBRQLLcWRm6rgLDz8MBRjl0aN6tuKaNTo0+gsveEZ0Tk4OI0eOpEmTJnTr1s0zhRoMeZg6FdLTchkd9pyOQPivf9mtklMMHDiQuLg4Pv/8c5p5IL2BwT4Cy3HMnKlTYhYwKJ6cDB076lw2s2bptMqe4tixY9SrV4++ffua1obB42Rl6d7Xt+t/Qvnt63VismIwfTUuLo769etTo0YNnnzySaKioujVq5fdahncxZ3Vg3Zvl6yuzc0ViYzUW27uFSslt2wRCQ8XqVBBZPXqIi+wNJRw8JOV45Mni1ThiGSVryxy11352rg/sWbNGmnXrp0A8tprr9mtjuEy3LXrwKkar1sHSUm6tXFZUpfvv9dLOkTgxx+hTRvPio6Pj2fPnj2eLdRgsMjJgbffhk9CB3PNmQw9Qu6niYsSExPp3LkzUVFRbNmyhQkTJjB8+HC71TJ4mMDpqpo0CcqXh8ceu+Tw3Ll6IPxPf4Jly6BWLc+Kzc7Opk+fPoSGhrJu3TrPFm4woKOI3LBnDQ/yic4g5my0TR/y3nvvsWbNGkaPHs3zzz9vQqMHKu40V+zeLjTn09JEgoN11Lc8TJwoopRIVJRIerpLLboCcTgckpCQIAMGDBBAFi1a5FkBBr8Am7uqHA6Rxjdny46QSMmtWVMHM/QTzpw5I8uXL5fHHntMEhMTRUTk4MGDcvz4cZs1MxSGu3YdGC2O6dP16KE1KC6icxOMHg0PPghffun+Gg2AjIwMKlSoAEB0dDSxsbEAdO/enc6dO7svwGC4jAULoO3OD7mZJHhvLthcgz979iyffvopS5cuZdWqVZw+fZqyZcvSoUMHmjVrxg033GCrfgbfUPxjVf38MzRoADfcAPHxZGfrtK6ffQb9+8MHHzgVHPcSzp07x08//cTy5ctZvnw5u3fvJj09neDgYGbPnk1WVhbR0dHmZQlg7IxVtWHDRjo0SWX+9gZcd28UatlSn49tZGVl8eOPP3Ly5Em6du2Kw+EgLCyMihUr0qlTJ+677z7atGlD2bJlfaqXwT3ctevi3+KIjdXza4cPJzNTT7FdtgxGjoR//tP590xEUErx3//+l/79+5OZmUlQUBBRUVEMGTKEc+fOERwczMMPP+yd5zEYLJYtgz5bXyYk6Bzqww+84jQcDgcZGRlkZGRQu3ZtANatW8fGjRtZuXIlsbGxnDp1ikaNGtG1a1dKly7N9u3bCQsLQ/npAL3BB7jTz2X3dtttt4l07SoSGiqH9p+V5s1FSpUSmTq16H19GRkZ8vXXX0tMTIzUrVtXlixZIiIiCQkJEhMTI19//bWcOHGi6AUaAgpsHON4ISJWBCTnH0Nd0v3cuXOydetWmTVrlgwfPlxyrSm8b731ltSqVUsqVKgggAASFBR04fxTTz0lgNSuXVtiYmJk8eLFkpmZ6ZIOBv/EXbsu3l1VkZGycds2jvV7mdtXvc3//qcX9j3wQP7Xp6WlkZWVRXh4OGlpaURHR7NlyxZycnK47rrraNu2La+++iqtW7f27YMY/Ba7uqpurn+bLNh9mhqh57h+/9arDtI5HA5+//13atWqRUhICLNmzeLNN99k165dZGdnA1CqVCmSk5OpUaMGM2bM4LvvvqNixYoXtkqVKtGrVy9Kly5NamoqDoeD8PBw06oIUAKuq0op1RF4HygNfCwiYwq8+MgRJDeXDvP6c1Rg1Spo0eLi6dmzZ/PLL7+QlJREUlISKSkpPP3000ydOpXKlStTs2ZNOnbsSHR0NFFRUZQpU8bbj2cooThl18DZ/YdoyP/ImrLkCqdx4MAB5s2bx6ZNm0hKSmLHjh2cPXuWNWvW0LJlS8qXL0/dunXp0qULERERNG7cmAYNGhASEgJAr169rrp6u3r16u4+riHA8asWh1KqNLALaA8cADYAj4rI9vyuvy2ojAyRuxhQ9Q369Uvi4MEkKlSowIQJEwCoV68ef/zxBw0bNiQyMpImTZrQunVr7rjjDl89kqGY44kWh7N2DXCrKiXv1LuXE6P7k5SUxKZNmxgwYAAdOnQgPj6e1q1bExYWRtOmTWnSpAkRERF06tSJsLAwd1Q1lBACrcVxO/CbiOwBUEp9BTwI5PuC7XVk04NYOBTLqFFQtWpVoqOjL5yPjY2lWrVqpiVhsBun7BogCaH97pUtDAKsAAAIl0lEQVTQYyWlS5emQYMGZGRkAPDnP/+Z1NRUqlWr5gvdDYYr8DfHEQ4k59k/AFzSPFBKPQM8A1BNhTBi6DBub9GUyMhIqlWrdkmfbC1PLxM3GFyjULuGS227QulrGT95IpGRkURERHBtnu6q4OBg4zQMtuJvjiO/kbhL+tJEZAowBfRc96HDB/tCL4PBHQq1a7jStvv16+dtvQwGl/C3IIcHgBvz7NcEUmzSxWDwFMauDQGFvzmODUA9pdRNSqkywCPAIpt1Mhjcxdi1IaDwq64qEclRSj0PLEdPW/xURLbZrJbB4BbGrg2Bhl85DgAR+Rb41m49DAZPYuzaEEj4W1eVwWAwGPwc4zgMBoPB4BTGcRgMBoPBKYzjMBgMBoNT+FWsKmdRSp0EfrVJfCiQVoLk2inbzmduICLlfS3URts29lUyZLtl1343q8pJfrUj5DWAUmqjHbLtkmunbLuf2Q652GTbdv/W5pl9J9ed+01XlcFgMBicwjgOg8FgMDhFcXccU0qgbPPMJUN2SZNrp2zzzE5SrAfHDQaDweB7inuLw2AwGAw+xjgOg8FgMDhFsXUcSqmOSqlflVK/KaW8ls1JKXWjUmq1UmqHUmqbUupF63hlpdRKpdRu67OSl+SXVkr9opT6xsdyKyql5iqldlrP3tIXspVSg6zfeatS6kulVIi35CqlPlVKHVZKbc1zrEBZSqm/W/b2q1Kqgyd0yEcnn9i1JcvYtrHt8+ecsu1i6TiUUqWBD4H7gEbAo0qpRl4SlwO8LCINgRbAAEvWYCBWROoBsda+N3gR2JFn31dy3weWicjNQKSlg1dlK6XCgYFAcxFpjA5B/ogX5U4HOl52LF9Z1t/8ESDCuuc/lh16DB/bNRjbNraNi7YtIsVuA1oCy/Ps/x34u49kLwTao1f1VreOVUcv2PK0rJrWH7gt8I11zBdyKwB7sSZP5DnuVdlczM1dGb049Rsg2ptygTrA1sKe8XIbQ+fWaOnh57fNri15xra9JDvQbLtYtji4+Ec4zwHrmFdRStUBmgHrgRtEJBXA+gzzgsj3gNeA3DzHfCG3LnAEmGZ1JXyslLrO27JF5H/AWGA/kAqcEJEV3pZ7GQXJ8oXN2WLXYGzb27IDzbaLq+NQ+Rzz6rxipVQ5YB7wkohkeFOWJa8zcFhEErwtKx+CgFuBSSLSDDiF97oNLmD1uT4I3ATUAK5TSvXyttwi4gub87ldg7FtjG07bXfF1XEcAG7Ms18TSPGWMKXUNegXa6aIzLcOH1JKVbfOVwcOe1hsK6CLUmof8BXQVik1wwdyQf++B0RkvbU/F/2yeVv2vcBeETkiItnAfCDKB3LzUpAsX9icT+0ajG1jbBtcsLvi6jg2APWUUjcppcqgB3YWeUOQUkoBnwA7RGR8nlOLgCet70+i+4c9hoj8XURqikgd9POtEpFe3pZryT4IJCulGliH2gHbfSB7P9BCKVXW+t3boQcuvf7MeShI1iLgEaVUsFLqJqAe8LOHZfvMrsHYtnXI2LYrtu3pwSdfbUAnYBfwO/APL8q5E91s2wxssrZOQBX04N5u67OyF3Vow8UBRJ/IBZoCG63n/hqo5AvZwAhgJ7AV+AII9pZc4Et0f3M2utbV72qygH9Y9vYrcF9xtmtj28a23bFtE3LEYDAYDE5RXLuqDAaDwWATxnEYDAaDwSmM4zAYDAaDUxjHYTAYDAanMI7DYDAYDE5hHIeXUUplFuGal5RSZT0st4ZSaq71valSqpMLZTyklBrqwn1/V0o9XsC5W5RS050t0+B/GNu+4lyJsW3jOPyDlwCPvlwikiIiPazdpuj5+c7yGvAfF+6LBlYUoNcWoKZSqpYL5RqKH8a2AxDjOHyEUqqNUipOXcwDMFNpBqJj16xWSq22ro1WSq1VSiUqpeZYsYRQSu1TSo2wjm9RSt1sHb9bKbXJ2n5RSpVXStVROu5/GWAk8Bfr/F+Ujsdf1bq3lNJx+EMv07c+kCUiadb+dKXUJKXzN+yxZH6qdD6D6XnuqwCUEZEjSqmelg5JSqkf8hS/GL1i2BAAGNsugbbtzZWpZhOATOuzDXACHQemFLAWuNM6tw8Itb6HAj8A11n7rwND81z3gvX9OeBj6/tioJX1vRw6kFsdrJDKQB/ggzw6DUMHtANdg5qXj95PAePy7E9HxxVS6GBtGcAt1rMkAE2t67oBI63vW4Bw63vFPGW1Ahbb/bcxm7Fta9/YtpObaXH4lp9F5ICI5KLDO9TJ55oW6CQ+PymlNqFjytTOc/58ILqEPPf/BIy3angVRSSnED0+BZ6wvvcFpuVzTXV0+Om8LBb9dmwBDonIFutZtuXRpSOwNI9e05VSf0UnrjnPYXRN1BA4GNvWlAjbNo7Dt2Tl+e5A154uRwErRaSptTUSkX75lHHhfhEZAzwNXAusO9/MLwgRSUZHymwL3MHFlyEvZ4CQAvTPvexZcvM8y+1YAdJE5Fngn+jIm5uUUlWsa0Ks8g2Bg7FtTYmwbeM4/IOTQHnr+zqglVLq/wCUjqZZ/2o3K6X+ZNWQ3kYHb7v85cpb/nk+BmYAs0XEkU+xO4D/c+YhlFIRwM7z5Vl6rReRoUAaF0M310cHejMEPsa2AxDjOPyDKcBSpdRqETmC7rf9Uim1Gf2yXbWWBbx0fqAOXdu5vJa1Gmh0fgDROrYI3WecX1MedF90M6VUfkleCuI+YFme/Xetgc6tVnlJ1vF7gCVOlGsovhjbDkBMdNwSilKqOTBBRFpf5Zr30X2/3xWxzJXAE2KlpyzgmmDge/TgaWH91QaD0xjb9j7GcZRAlFKDgRjgcRGJv8p1NwB3iIjHkgkppeqhZ6PEeapMg+E8xrZ9g3EcBoPBYHAKM8ZhMBgMBqcwjsNgMBgMTmEch8FgMBicwjgOg8FgMDiFcRwGg8FgcIr/B4bUuwLUENEcAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting all the impact functions in if_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": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# extract the TC impact function with id 1\n",
"if_tc_1 = imp_fun_set.get_func('TC', 1)\n",
"# plot the impact function\n",
"if_tc_1.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Removing an impact function from the ImpactFunctionSet\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": {
"text/plain": [
"array([,\n",
" ],\n",
" dtype=object)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"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": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"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 sheets, or to write the `ImpactFuncSet` into an exvel. 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/data/system/entity_template.xlsx` can be ingested directly using the method `read_excel()`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Read file: /Users/manniekam/Documents/WCR_assistant/climada_python/data/system/entity_template.xlsx\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/miniconda3/envs/climada_env/lib/python3.7/site-packages/ipykernel_launcher.py:15: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations\n",
" from ipykernel import kernelapp as app\n"
]
},
{
"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",
"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()\n",
"imp_set_xlsx.read_excel(file_name)\n",
"\n",
"# plot all the impact functions from the ImpactFuncSet\n",
"print('Read file:', imp_set_xlsx.tag.file_name)\n",
"imp_set_xlsx.plot()\n",
"# adjust the plots\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(right=1., top=4., 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": [
"from climada.entity import ImpactFuncSet\n",
"from climada.util import ENT_TEMPLATE_XLS\n",
"\n",
"# provide absolute path of the output excel file\n",
"file_name_save = ENT_TEMPLATE_XLS \n",
"\n",
"# write imp_set_xlsx into an excel file\n",
"imp_set_xlsx.write_excel('tutorial_if_set.xlsx')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Alternative saveing 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()`."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-11-13 11:47:18,953 - climada.util.save - INFO - Written file /Users/manniekam/Documents/WCR_assistant/climada_python/doc/tutorial/results/tutorial_if_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_if_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. (2020)](https://doi.org/10.5194/nhess-2020-229). Method `set_calibrated_regional_IFS()` 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": [
"/opt/miniconda3/envs/climada_env/lib/python3.7/site-packages/ipykernel_launcher.py:11: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations\n",
" # This is added back by InteractiveShellApp.init_path()\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from climada.entity.impact_funcs.trop_cyclone import IFSTropCyclone\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# generate the default calibrated TC impact functions for different regions\n",
"imp_fun_set_TC = IFSTropCyclone()\n",
"imp_fun_set_TC.set_calibrated_regional_IFs()\n",
"\n",
"# plot all the impact functions\n",
"imp_fun_set_TC.plot()\n",
"# adjust the plots\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(right=1., top=4., hspace=0.4, wspace=0.4)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}