{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PV forecasting benchmark\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Note\n", "\n", "The following example is **not** intended to say that one library is better than another. The main focus of these examples is to show that SysIdentPy can be a good alternative for people looking to model time series.\n", "\n", "We will compare the results obtained against **neural prophet** library.\n", "\n", "For the sake of brevity, from **SysIdentPy** only the **MetaMSS**, **AOLS** and **FROLS** (with polynomial base function) methods will be used. See the SysIdentPy documentation to learn other ways of modeling with the library." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "We will compare a 1-step ahead forecaster on solar irradiance data (that can be a proxy for solar PV production). The config of the neuralprophet model was taken from the neuralprophet documentation (https://neuralprophet.com/html/example_links/energy_data_example.html)\n", "\n", "The training will occur on 80% of the data, reserving the last 20% for the validation.\n", "\n", "Note: the data used in this example can be found in neuralprophet github." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from warnings import simplefilter\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from sysidentpy.model_structure_selection import FROLS\n", "from sysidentpy.model_structure_selection import AOLS\n", "from sysidentpy.model_structure_selection import MetaMSS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.utils.plotting import plot_results\n", "from sysidentpy.neural_network import NARXNN\n", "from sysidentpy.metrics import mean_squared_error\n", "\n", "from sktime.datasets import load_airline\n", "from neuralprophet import NeuralProphet\n", "from neuralprophet import set_random_seed \n", "\n", "\n", "simplefilter(\"ignore\", FutureWarning)\n", "np.seterr(all=\"ignore\")\n", "\n", "%matplotlib inline\n", "\n", "loss = mean_squared_error\n", "\n", "data_location = r\"\\energy\"\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FROLS" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3755.24253007921\n" ] }, { "data": { "image/png": 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//3yuueYa9u4VWaGNjY1cddVVnHvuuTz//PNUVlZy9dVXx2PCJBKJRFKAfOlJiIbBYBIWtwufzvaMJJKMkhOWt+3btzNlyhTGjBmTNP6vf/2LnTt38vTTT1NcXMzkyZN55513WLlyJddddx3PPvssU6dO5fLLLwfg7rvv5sQTT2Tt2rWccMIJ2fgqEolEIkk3wS5AhWj/LHyJZDSQM5a3gYrLbtiwgWnTplFcXBwfmzNnDh9++GF8/dy5c+Pr7HY7xxxzDOvXr0/7nCUSiUSSJQJu8SrFm2SUknXxFgqF2Lt3L2+88QZnnnkmp59+Oj/+8Y8JhUK0trZSVVWVtH1FRQVNTU0AB1zf3CzjHyQSiaRg8bvFazSc1WlIJNki627T3bt3E4lEcDgc/OxnP2PPnj3cddddeL1egsEgZrM5aXuLxUI4LE5Yv9+PxWLpt36ggrYSiUQiKRB0y1tMijfJ6CTrlrcjjzyStWvXcscddzB16lTOPPNMbrrpJp577jmsVmtcqOmEQiFsNhsAVqu1n1BLXJ8PvPvuu0yZMoWXX345afycc85h+fLlh3x/MBg8aJP6d999l+uuu27E85RIJJKcIW55kw/qktFJ1sUbQFlZWdLyEUccQTgcpqqqitbW1qR1bW1t8cSG6urqg65PC91N8OuzoDt1rtlJkybx0ksvxZe3bt2K39+/m4NEIpFISIh5k5Y3yegk6+Ltb3/7GyeccEKSBW3z5s2UlpYye/ZstmzZgs/ni69bt24ds2fPBmDWrFl88MEH8XV+v5/NmzfH16eFxH56KWLq1Kk0NjbS1dUFwJ///GfOOeec+P+XLFnCRRddxI033kg4HMbr9XLVVVfxla98hdtuuy2+n61bt7Js2TKWLVvGt771Lbq7u1M2R4lEIskZpOVNMsrJeszb3LlzUVWVW2+9lSuvvJLdu3dz//338/Wvf5158+ZRU1PD8uXL+da3vsUbb7zBhg0buOsu0QZlyZIlPPHEEzz22GOcccYZrFixgpqaGo4/fhi9Rj/8A6x/6sDr97wNic0o9H56igLjTxz4PfVfhdkXDerjzzjjDP7+97+zePFiNm7cyOWXX87HH3/MI488wp/+9CeKi4u5++67eeaZZwA46qijuO6669iwYQPvvvsuALfccgt33303kydP5rnnnuOXv/ylLJkikUgKj3jMWwRiMTBk3Q4hkWSUrIu3srIynnjiCe655x4WL15McXExF154IVdeeSWKorBixQpuvvlmFi9ezPjx43n00UfjLa7q6up45JFHuOeee/jFL37BrFmzWLFiBYZ0nMg1c6FzJ/jbQY2BYgBHhajwnQLOOeccbrvtNg477DCOO+44AGKxGJMnT46XSpk7dy5vvfUWACeddBIgrI8mkziM27dv50c/+hEA4XB4wPIrEkmhItvXjSJ0yxuIpAWDNWtTkUiyQdbFG8C0adN48sknB1w3YcIEnnrqwBax+fPnJ7XLGjazLzq0lezF6+CD34DJJsz1R5+bsn56hx12GD6fjyeffJLvfOc77N27F0VR2L59Oz6fD4fDwb///W8mTpyIoih8+OGHnH766WzevJlIJALAxIkTue+++6ipqWHdunX94gElkkJl1foGbnxhE/5wFIAGt58bX9gEIAVcIaJb3kDEvZmkeJOMLnJCvOUN3hbRAPm4r8H7v055P72zzz6b1atXM3HiRPbu3UtZWRkLFy7kkksuwWAwMH78eL73ve9hNBq58cYbueiii5g0aVK8nMptt93GDTfcQDQqbmB33XUXLS0tKZ2jRJKLPLBma1y46fjDUR5Ys1WKt0Ik4On9v4x7k4xCFFVNDOQqTPbt28dpp53Ga6+9Fne5SiSSwmHi8r8w0IVMAXbe+8VMT0eSbh4/BfZryWrf/QRKqrM7H0l66W6ClV+DC34jj7WGjPKUSCR5T43LfuDxNJT3kWSZJLeptLwVPGmo8pDvSPEmkUjynusXTMFiTL6c2c1Grl8wRV74CxG/Gywl4v9SvBUud1bBbU5R2UGNidfbnGJ8lCPFm0QiyXsW1ddyypTK+HJlsYWPzJewaPU0eeEvNFRVxLwVa8XYY5HszkeSPq7dCNOXiuoOACY7zFgK127K7rxyACneJBJJQeALx3DaRfLODV+YivE6eeEvSILdoEahSBPh0vJWuJSMBWuJePhCgWgQrKUy7g0p3iQSSQEQi6l8uNfNmdOqMSiwt8MnLvyKol34kRf+QkGPd9Mtb1K8FTbeFjBaoGySqPaQ4ioP+YoUbxKJJO/Z0dZDdyDCvInl1Ljs7O7QWuo1bujdqH6ZvPAXAnqB3rjlTfY3LWi+9KQ4xmpY1FW98OlszygnkHXeJBJJ3vPBHjcA9ePLGF/uYE+HT8RGxcKIgiEqzP8+OGWpoLxHt7wVScvbqCDYBagQ8mZ7JjmFtLxJJJL8JKEEyPo9bkptJiZVFjGhwsGedh/sfRc6dsCUs8X2/s7szleSGnTLW9xtKi1vBY0u1oM9WZ1GriHFm0QiyU8SSoCs39PJ7PFlGAwKh5U7aPeGCK97CizFcOwlYnsp3gqDuOVNuk1HBfp5Gw3KY52AdJtKJJL84s4qiAR7l99/gld4gojHArQyobwIOwEMm/8ExywCp9YeK7GZuSR/iVveZLbpqCDxvA31gL0sa1PJJaTlTSKR5Bd67ScUAKJGG3+KnMi/z/sHAOPLHSwwvI8x3AOzL+692EvLW2EQcINi7D2uUrwVNondNKTrNI4UbxKJJL8oGQvWYtC6mRqiAXqwMe2oIwEYX+HgAuObdNnqYPzxUrwVGn432F1gFDX9pCutwEk8b0NSvOlI8SYpLGQfy9FB137xWj4ZBfic+RNcDgsAzmAjJxg3855rARgMYHaAwZz8BC/JXwJusLlE7S+QlrdCJ8ltKjNOdaR4kxQWso/l6OD02wBQT7mJV5TPMUFtgO2vi3UbnsGAykvKfLGsKML6Ji1vhUHc8qaJt5i0vBU0SW7T7qxNI9eQ4k1SGBysgbG0xhUe3Y0AtCjlXOe/DE/xJFj5dWhYB//3ANts01nfVdq7vRRvhUPc8ibdpqMC6TYdECneJIVBnyB2AComw3/9VVrjCpHuJgA2euz4sdF29i9Fg/LfnAPRICaLjX2dfiJRrTWW3SXFW6HQ1/Im3aaFjd8NRqv4v3SbxpHiTVIY6A2MUXsbkbdvg1+eOrA1TpLfaJa3d1st2M1GJr+wQFRiD4uL++Fd77PNchHGu8eK7e1lslRIoaBb3gy65U2Kt4LG39lb7ke6TeNI8SYpHHrEDZ3jvg7HfZ2WinlsU2tRRVIiftXCn2Of46+n/S17c5Skhu4msLl4r8HPzDonim551VxpevmQ9xa9KbaX4q0wUFVxHG1O6TYdLQTcvW3tpNs0jhRvksLh7B+L17HTYeFPON97I2ujU7WCEmAlhCdm4843O7I2RUmK6G4kVjKWzfs91I8v67W8xqJgsmGIBunBznZ/kdhexrwVBqEeUKPCbaoowvomxVth4/dAyTjhUZFu0zhSvEkKB2+beHVUALDf7adS6eLp6Gk0qy5a1DLGKB72u/1ZnKQkFXQ07+HfbVbCUZVn39/LqvUN4G2BOV+Db7yKetxlVBk87G73iTfYXBDqljf6fEe3ntpc4tVokW7TQsffCfZy0epOFumNI9tjSQoHX7t4dVQCMM5l45vu6wDYq1Zxk/kPPBxcQo3Lnq0ZSlLAqvUNzOtooCE2DYAOb4gbX9gEi+9nUb2IjTEs/An3bvkH0zo08aYX6g14oKgyG9OWpAK9bITdJV6N0vJW0EQj4qHL7gJLkfi/BJCWN0khoYs37eZ8ypQx8VXPRE/Br1q4zPx3rl8wJRuzk6SIH7/yMZW4aVZ7exz6w1EeWLM1abvx5Q52d2huFtlloTDoZ3kzS8tbIRPwiFd7mbC8SbdpHGl5kxQOCW5TbzDC3ze3cFi5nWhUZb8HXuIkFpvfxjRFWt7yGb+nFYstmiTegH7u8PHlDtbv0cSaFG95y6r1DTywZiv73X4uLNnAPZBgebNIy1sho5+vNpdoiSfdpnGk5U1SOPjaRcNqm4ufv7GNlu4gP72wnnduPI1jx7tYW7kEUzQA65/M9kwlI2B6qXCF9hVvfd3hEyocdAUiuH2h3pu9zDjNK1atb+DGFzbR4PajAhGfuJn/bUdQbGA0yw4LhUyim9xSLLNNE5DiTVI4+NrAUc6ezgC//OdOFtfXcux4cYOfWefi5ZYKYhM+B//+XxFLIclLrjzWAUCL6oqP2c3Gfu7w8eViuz0dPml5y1MeWLMVfzgaX3Yi3GY//j+tW4pMWChs9IetuNtUijcdKd4kBcP+/fvY6bNx8gNvEI7GmHmYM75uZp0TfzhK49RLwbMXPvlrFmcqGQknVAlLS7NahgLUuuzcs3hGPFlBZ3yFEG+726V4y1f6usKdipeoqrBNC4WSbtMCR7pND4iMeZMUBKvWN1C3fx8RtRgAFbjvr1tx2S0sqq9lZp0LgHeMc1nqPAzefgTWroALfgMl1Vmbt2QYaK2xSsfU8fZ3Tz/gZkmWN5t2jKV4yytqXHYaEgScEy9dFDHOpdXvM5ik5a2QSXKbFknLWwLS8iYpCB5YsxWX2kW7WhIfS8xAnFRZRLHVxMb9Xpj7Ddj3Luz+l+x3moeoXY24KeHouoOX/HBYTFQWW9nT7gODEazO3puBJC+4fsEUbObe25RTEeIt7iKXbtPCJtHyJrNNk5CWN0lBsN/tp9zaRUestN84gMGgML22lFs+/Dygu1lU0e/0/SfAZIUftGR0zpLhEexsoDHmYmad85DbTqhwCMsbyOb0ecii+lpaugPc/fIWAKrMfkpLx/S6yI0WGb9ayPjdYC4Ck0V0UAn7RBcVgzHbM8s60vImKQjqnBZceOmgJGk8MQNxZp2LU8I/I3rMBSIrFcBkhxlL4dpNmZyuZAQEO/fTopYxQ3OFH4zx5YniTbbIykfmHl4OwOSqYo4fZ6SsvLd+o6zzVuAE3L2Z4hbNVS5dp4AUb5IC4cZTxmJQVDrUXstb3wzEmXVOGqJO3FEbqDExGA2AtVTGveURBm8zLZRxTE3pIbcdX+5gv8dPKBLTLG/utM9Pklo8fmEp9wUjomirfjMH6TYtdPydvclGFhHPLF2nAineJAXB2ZPMAHSoJQfMQJxZ6wLA29kIE08Wg8csgZ7mDM9WMmxiURyhNiJFY7GZD+06GV/uQFVhX6dPWt7ylLh4C0eFJUbvrgCyPVah43f3Hm+r5lWRGaeAjHmTFApaayxL6Rh2Lv/igJscVm7H5TDz8zG3cd8cD+x8E45dBpM+n8GJSkaC6m3FSAx7ee2hN0bEvIHIOJ0kxVtekmR5w93H8ibdpgVNwA3lk8T/425T2d8UpOVNUij4RGssV2XNATdRFIUZtU42NnigVNuua38mZidJEU37dgFQNnb8oLZPLhfiEuJNVdM0O0k68PiEeDNG/aKbQpLlTbpNCxp/Z0LMm3SbJiLFm6QgCHe1AlA19uAWmVl1Lj5p7sav1/3qakj31CQpZO+e7QDU1k0a1PZvbxOi/tbV/+HRte2gRmXAc56hW9707gr9LG8xmW1asCS5TTXxJt2mgBRvkgKho7URgPG1dQfdbkadk2hMZXNbGOzl0vKWZ7Q17gFg/ISJh9x21foGbvrTR/Hl3X4rAGve/zg9k5Okhbh4UzTxJi1vo4NwACJ+mbBwAKR4kxQE3R1NdKl2jqwtP+h2s7TyEpv2uaG0Froa0z85Scrwtu8DwOIad8ht+/bF9KgiZuYPb25Mz+QkaeHgljcp3gqWxO4KkCDeZMwbSPEmKRCCnhY6KWVCRdFBt6sutTKmxMrGfVrcm3Sb5g2xmIra1USPqUy4yw5B376YHq11WrinPS3zk6SHg1reDCaZbVqo6GV99OOtJyxItymQg+Lt5ptvZtmyZfHlhoYGLrvsMmbPns1ZZ53Fm2++mbT92rVrOeecc5g1axbLli1j9+7dmZ6yJAdQfW34TS7MxoP/SSuKwqy6hKQF6TbNG3a0eSmPtRN2DK4mX2KBZgA34uJ/eJG82ecTHn8Yh8XYK96k5W10ELe8SbfpQOSUePvXv/7FypUr48uqqnL11VfjcrlYuXIl559/Ptdccw179+4FoLGxkauuuopzzz2X559/nsrKSq6++mpisVi2voIkS1iCnURsB3eZ6syodbG9tYdg0ViRpRoOpHl2klSwcZ+baqUTs+vAGcWJXL9gCvaEWnBuzfJ2wbSDW2cluYXHH2ac09brNu0b8xaLyAziQkQv66OLdYNBtMqSCUdADok3n8/HLbfcwrHHHhsfW7t2LTt37uT2229n8uTJXHHFFdTX18cF3rPPPsvUqVO5/PLLmTx5MnfffTeNjY2sXbs2W19DkgW6AmFKYh6MJWMOvTEw8zCnKNwa0Z7oumXcWz6wcZ+HsYobR8XBk1J0FtXXcs/iGVQWWwAwFYnjXV8pb/T5hMcfpsZlp1TxoqKIjig6uvtcuk4LD91tqlveQLhOgzLmDXJIvD300EPMmzePefPmxcc2bNjAtGnTKC4ujo/NmTOHDz/8ML5+7ty58XV2u51jjjmG9evXZ2zekuzzaVMX5XThcFUNavuGTtHr8tZ/iCe7f66TAez5wEd726lQPBhKD52soLOovpY/XvFZAL6/cDYYrb3uGEnOE47G8IWijC0VlrewuURYYHSMQphL12kBolveEi2t1mLpNtXICfG2fv16XnnlFW644Yak8dbWVqqqkm/IFRUVNDU1HXR9c7NsdzSa2NbQjFWJ4Kw89E191foG7vrLFgCaVOFmXf3P91i1XiYu5DKRaIzmxr0YUKF4aH1oq0ttALR0h2SLrDxDT1YY57ThVLwETX362cYtb1K8FQKr1jdw4r2vM3H5X/jVq5oRxubs3cBSLN2mGlkXb6FQiJtvvpmbbroJp9OZtM7v92M2J2eVWSwWwuFwfL3FYum3PhSSJ/JoorFBxEA6K8YectvE8hG6eKuItvHAmq3pm6BkxHzS3ENZVMsSLRm85Q2g2GrCYTHS1BWQ4i3PiIs3lx0nXvymkuQNpNu0YFi1voEbX9hEg9uPCihBDx61iFUbmno3shTLbFONrIu3n//850yYMIGzzjqr3zqr1RoXajqhUAibzRZf31eoJa6XjA7aWkTGqOKoPOS2ieUjvNjpUu2MVTr6lZWQ5A6r1jdw8f+upUpxA/CP/YduSJ+IoihUl9po7gqI4Gc9lkaS8+jirbrUilPx4jcUJ2+gu01jUrzlO33rMrqUHjyqI/nB2iotbzpZb0z/4osv0traSn19PQDhcJhoNEp9fT1XXnklW7ZsSdq+ra2NMWNEYHp1dTWtra391h955JGZmbwk66iqiqddezIrOrR4q3HZaUgQak1qOeOUjn5lJSS5gf407g9HqTYKi9mtb7TznbIGFtUPrjk9QFWJlZauIDjLwL03XdOVpBi9r6nLYcGpePEa+iSryJi3gqHvA7QTLx6KksctxRDakeGZ5SZZt7w9+eSTvPTSS6xatYpVq1axdOlSpk+fzqpVq5g1axZbtmzB5/PFt1+3bh2zZ88GYNasWXzwwQfxdX6/n82bN8fXSwqftp4Q1pDmBnNUHHL7vuUjmtRyagwdXL9gSrqmKBkBiU/jVUonUVWhIVw8ZDf3WKeN5m7pNs034gV67Wacio8epa/lTbpNC4W+D9BOxYtbLU4etxRJt6lG1sVbbW0tEyZMiP8rLS3FZrMxYcIE5s2bR01NDcuXL+fTTz/l8ccfZ8OGDSxduhSAJUuWsGHDBh577DG2bdvGzTffTE1NDccff3yWv5UkU2xt6qacLrEwCPHWWz5C9LnsMI3hSFvXkKw4ksyR+NRdTSdtOIliHLKbu7rURpMngGpzSvGWR8TFm81EKT10cwC3qbS85T3XL5iCzdwrSVz00KMUJz9YW0tktqlG1sXbwTAajaxYsYKOjg4WL17M6tWrefTRR6mrE6bzuro6HnnkEVavXs2SJUtoa2tjxYoVGAw5/bUkKWRrczflSg+q0SJO7EGwqL6WVf99AgCTJx+FPdgmn9xzlMSn7mqlk2a1rN/4YKgqsRKMxAianBD2QkTe7POBuHgzR7AQwUOfAssGmW1aKCyqr+X7CUKtzOBj6qTxyQ/WerapLMqc/Zi3vlx33XVJyxMmTOCpp5464Pbz589n/vz56Z6WJEf5pKmbE8w9IllBUQb9vjElwvLWrFYwHRW6m8B1WLqmKRkm1y+Ywg3PbyQYiVGtuGlQK7CbjUN2c+vlQjxKMTYQtd6KB1cXUJI99NZY5pCwrrtVR/IG0m1aUMybqHtPVFwGH+V1fTwiliJAFdY3a3Hft48qpIlKktdsbe6mzuIblMs0EavJSHmRhX1RlxiQPU5zkkX1tXxz/hGAiHnzWiq5Z/GMIbu5dfHWGdMsN9J1mhd4/GGcdnM8Q7gj2le86W5TKd4KgS7N0uogiCEWTi7QC72CTbpOc8/yJpEMllhM5dPmbqpKeqBocK2xEqkqsbIj5BILXbJIb64yo9aJmQiVSheLTpoDw4hPHKuJt9aInakgxVueEBdvWleM9gOKN+k2LQTcuptc72Ob2BoLwKKFxoR6gKEV6y40pOVNkrc0uP14Q1FcahcMosZbX6pKbXzq1y4G0vKWs3R4Q1TiEQslhy7EPBBVpcJN3hTSYuVkrbe8oK/lrS0i3aaFjFsrDTPGqFWY0JvS61g0y7nsbyrFmyR/2dokTmBH2D1ktylAdYmVHd1mMDukeMthOnwhqhXNUjbE7go6NrMRp93MvqAQcdLylh94fMmWt5ZIn0QV2R6roNATVGZWagkJ0m16QKR4k+Qlq9Y38J1nP8RMBGO4m4+7LId+Ux+qSq20ekOopTXSbZrDdHpD1JrcYmGYljcQVfr3+KR4yyf6Wt5aw32650i3aUHh9oewmAxMcWmdFg7qNh3dSPEmyTv0qvtdgQhlCOvbM5v9Q24uX11qIxpTCReNk5a3HKbdG2KiVXOTDNPyBuJ47+oxAYoUb3lC35i35rAVNbFMhG55i0UyPzlJyvH4wrjsZg6zBQHo6luUWbpN40jxJsk7EqvuVyiihEBTZOhV96tKxFO811olxVsO0+kNUWfygGIcVmyjTnWpjabuENiccTEgyV1CkRj+cDRueQsai4mqBgLhWO9G0vJWUOhifZw1AMBubx+PinSbxpHiTZJ3JFbXL1PEE1inWjLkqvt6ELvHPAa6GyEWPcQ7JNmgwxeixuCG4moYQQHu6lIrLd1BVNkiKy+IF+h1CMtbyFIKgDeUYGWT4q2gcPvCuBxmKk1+IqqBHV19NrDo4k26TaV4k+QdidX1K7TWWO2UDLnqvl77q02pBDUKPS2pm6QkZXR4Q4xTmyHYBd3Nw96P7iaPWGSLrHwgsa8p3c3YQp2MwY0/lPCQZdCqXcls04JAt7w56cFDETvbfckb6OJN9jeV4k2Sf1y/YApWk/jTLdcsbz5T2ZCr7o/R+pvuj5WLgW7pOs1FOrwhakM7xNP2m/cNez+6WA+YSmWpkDwgSby1bMYU9XON6QV8ieJNWt4KCiHeLJiCHryGEna19XGPGk1gsknLG7JIryQPWVRfyz63jx+v+YRypZsYCt8//7NDrrpvMRmoKLKwO+ISA137oXZO6icsGTbqnVVsIgj6/fr9J8Q/kxV+MDRLqS7evMYSSnpkdnGu4/GH2GK9FNsfhIhTgGWmV+EXdb3HX3ZYKCjcvhAuhxk63YTMpf0tbyCSFqR4k5Y3SX5y7GEihfzL0+wY7GUsOnb8sPYzpsTK9qCIpZFJC7lH+2XvsTpyfO+AyQ4zlsK1m4a8r2otxrGLYuk2zQM8/jAnBR+m+8hF8TG/aqHl8PN6j78s0lswhKMxvCE9QaWTmNXZ3/IGwnUq3aZSvEnyk06tErcj4oaikWUg7vDaxBO8rPWWc7QZygii3aANJogGwVoKJUNvjVNZbEVRtP6mATfEYod8jyR7eHxhWinD7HACoCpGrIQJGBy9x19RwGCWbtMCQHeTuxwiu9jgKMfjD9Pp7XNsrSUy2xQp3iR5itsvTmhbqHNY3RV0qkutNHcHRf0waXnLOTq8Cd0V5i+HOV+DnuElLZiNBiqKrLRF7aDGICRrReUyHr/IKrX4hXvcM/1SnoqehsnfmryhUYq3QkBvjaVb3qwlIhZ5Z3sfoWYpkucuUrxJ8hT9RDcFO0Yk3qpKbLR2B7UuC1K85Rod3hA/jnxZLFQfAwt/Ahc+Pez9jXVaaYz3N5Wu01zG4w9TZDFiWPgTAJSqo7k1chlv1j+UvKHRLN2mBUA8QcVmhICHItcYgP6uU0uxtLwhxZskT3H7QtjNRgy+9hG6Ta3EVAg6xkq3aQ7S6Q1RqmgXaptzxPurLrGxP6C1WJLiLafx+MO4HJZ4ZrCpWFhivME+3RSMFohJ8ZbveDRvSoUpCKiUlo3BoAwg3qwy5g2keJPkKZ2+MGV2I/hGaHnTMhC7LVqXhcTWO5Ks0+ENU4qWcWZ3jXh/VaU29gS0DEVZLiSn8fjDlGouNACrJt6S6ryBEG/SbZr3xGPetIc1k6OMujLHwLXeZLapFG+S/MTtC1NrD4viuiNomVRVIjIQO4xjxA3A156qKUpSQKcvxFiL1jkjFZa3Uiu7fdLylg94/CGcdlO8lZmpqByL0YC3n3iTbtNCIB7zhmZps5dxeGXRAdymUrxJ8SbJS9y+EOOt2kk9wmxTgBZFs95J12lO0e4NUWUWTaqxuUa8v7GlNtyq1txairecJt6UXreQ2l3YLUb8oQHcptLylvfo4q1I1YSZ3cXECge72ryoiR4R3W06yr0kUrxJ8hK3P8w4i2ZOd5QPez9jNMvbvqioGyeTFnKLTm+IKrNfNKW3FI14f9WlNrqQ4i0f6BVv2nGyl1FkMSZ3WACtVIi0vOU7Hn+YEpsJY0A73jYXh1cW0R2M0NaTIM4tRcLjEglkZ6I5ghRvkrzE7QtRbdKe0EbgNhXlIyzsDLnEgLS85RQd3hDlRr+Id1OUEe+vqtRKEAtRoy3ujpPkJnHxFnCDYgBLCfaBxJssFVIQiAQVc+95qblNAXYllguxlIjXUZ5xKsWbJO9QVRW3L8wYra/pSNymIILYd/jswrojLW85RYc3hEvxpSTeDfr2N5WWt1wlGIkSCMd6LW82JxgMOCwmfAO6TaXlLd8ZyE0+sUKIt52JcW9WvTn96K71JsWbJO/oCUaIxNR4U/qRZJuCVqi3JyIL9eYYqqrS4dNKhaQg3g2g3GHBbFTwGUpktmkOE6/5pZcKsYuwBseAljcp3goBty+Ey24RYt1kA7OdujI7JoOSnLSgh0+M8qQFKd4keUc8K0ntAnMRmO0j2l91iY3mroCw4G15GbqHV8Ffklp8oSihSIxi1Zsyy5vBoFBVYqNLKZbiLYfp8idU2w+44+J9YPEm3aaFgNsfxulIPt4mo4HDyh193Kaa5U26TSWS/EIXbyUxNxSNzOoGIg6qrSeIGnBD0ANv3jfifUpGTofW09Ae7UlJjTedqlIrPVEz7P9ACvUcpW+rpF7L20BuUyneCoGuxASVhPP98AoHO9sSar1ZtZi3UV6oV4o3Sd6h9zV1RDwjdpkCXLv2c+ywXozSuUsMvP8E3OaEO6tGvG/J8NHFmzXanTLLGwhLqyvUCGGfFOo5iifR8uZ3x2/m0m1amOhxzC67GbpbROKY9mB1eGURu9sTyoXE3aYy5k0iySs6tadym78FOnaO2Hry1tmvsSpyAjGDSQyYbDBjKVy7aaRTlYyADl8IUDGHulIn3u6s4hfbT2WCqmUVS6GekySLt85DxLyZZXusPMcbihKJqSLbtP1TkYygPVhNrCzCF4rS0q3Ve5RuU0CKN0ke4vYJi4yle4+Ijxih9cRVPZ4e7Cgx7aYQCYK1FEqqRzhTyUjo6AlhJYwhFkpZwgLXbuSTqi8QVo1i2WSXQj0HSW5S7u6NebOaZHusAsTjD7PFeilXvH4s+DvEoPZg9ZW/zwMSMk6l2xSQ4k2Sh1z8t7nssl2MIaydzCO0nlSXWqlUuthf+TkxcPQ50CNjobJNpy/U2yonVZa3krEY7aUY0YV6QAr1HEQXb6WKH9RYr9vUbCQUjRGOxno3lu2x8h63L8RJwYfZf9jC3kHtweqZE18C4MLH13Liva/z580esV66TSWS/OKnM1bysnpC78AIrSeVxVauilzH/9VcJgbqvwoXPp2CmUpGQoc3RLkhdU3pdZxRN/+IzRILR58rhXoO4vGHKbGaMIW6xIDmNrVbhMU0yXVqkAkL+Y7HH6aVMgy2UjGgGCEaZEe3kTv+0dtvusHt54bVW4kpJuk2zfYEJJKh0hB2gkm0tcJggujI3Jx6l4V9Qa3kiGxOnxN0eEPU2rWbcgoTFjrP+RU/iywRC/VfkUI9B/H4w5TqZUIg7jYtsoq41KSMU+k2zXs8el/TUKsYmHc5zPkae/bswh+OJW3rD0fpVm3SbZrtCUgkQ6XTF2KsolXH//yNMOdrI7aeVJXY2OUX1feleMsNOrwhaqx6U/qylO232mmjDe0J39uasv1KUofH17+vKYiEBehjeTOaIRrpuwtJHuHW3OS+BT8RAxWTYeFP+JrvmgG371FtskhvticgkQwVtz/MqvKvi4WxM2DhT0ZsPakutbK7xygseVK85QSdvhDVFl28pc7yVmI14TNpYlCKt5xkoFZJIOq8AclJC9LylvfEYxwNfjFgFQ9XNa6BC7AHDXYp3rI9AYlkqLh9YarM2kmeopt6VYmN5u6QqBsnxVtO0O4N9R7nFMa8KYpCaamToGKDHinechGPv4/lLaHDAoA32MdtGguDXgdMkne4fWEsRgO2mBbjqvUvvX7BFOxmY9K2drMRl6tMuk2zPQGJZKi4fSHGmAJiIWUNy7UuC/Zy8HWkZJ+SkdHpDVFu1C/mpSnb76r1Dex3B2iOlrDm35tYtb4hZfuWpIa4eNNj3vomLIT7uE1BZpzmMXqMo6InIWi13BbV13LP4hnUahY4m8nAPYtnUF5WLi1v2Z6ARDIUYjEVjz9MmTHFlrdSG6oKYWuZtLzlANGYitsfxmXwgdkBJktK9rtqfQM3vrCJUDRGO07s4U5ufEEKuFzDo/e59HcKy5rWv7hIc5v6ggOJN+k6zVc8/pAo0Ktb0zTLGwgB9/byU7n4M+MxGw0snDlOiDuZbSqR5A/dgQgxFXFThxRa3kSygs/skuItB3D7QqgqlOJLXYFe4IE1W/FrVps21Uml0oU/HOWBNVtT9hmSkREIRwlGYgmtscpAUYDEhIU+blOQ4i2PibfGCmq12wawtJ9wRAXdwQibGjxCvEm3qUSSP3Rq3RVK8YnkArMjJfutKhGlR7oNTinecgD9OBerPSlNVtjv9sf/36aWUql4+o1LsktXYmushO4K0Cve/AO5TWMy4zRfibvJ9cK7luJ+23x2kuhj/c72dmGZk0V6JZL8QU8pL8YrburaE/lI0S1vbkqEqyYWO8Q7JOmkwyuOsyPWk9JkhcTstXZKKacLhdgBs9okmedAfU2hN9vUG+yTbQrS8pbHuH2am3wAt6lOZbGVqWNL+Nf2duk2RYo3SZ6hW2QcsdRaZCqLLSgKtMWKRTsePVBakhU6vOI4WyPdKT3Oidlr7WopJiXGWHOA6xdMSdlnSEaGO0m8uZPEu81sQFHAL92mBUWv5U0Tb+aiAbc74YhK3tvVQcTkEMc7MnqPeU6It+3bt/Nf//Vf1NfXc8opp/DLX/4yvq6hoYHLLruM2bNnc9ZZZ/Hmm28mvXft2rWcc845zJo1i2XLlrF79+5MT1+SQfRK3LZIT0pjoUxGAxVFVprD2kVDZpxmFV28mcNdKT3OevZaZbGFNlWIwjvOqGZRfW3KPkMyMvRzPC7eEo6/oig4zEa8Se2xhDVOZpvmJ+FojJ5gBJfdImLeLCVgGFianHBEBcFIjL1erXzIKM44zbp4C4fDXH755YwbN45Vq1Zx6623smLFCv785z+jqipXX301LpeLlStXcv7553PNNdewd+9eABobG7nqqqs499xzef7556msrOTqq68mJl1eBYtuebOEu1JqkQFRLqQhJFtk5QL6cTaGUn+cF9XX8ofLP0sbYr+nH5Ya17skNXj6xrzZk7tr2C2mPh0WpOUtn9FjHEW2afeALlOdeZPKMSjwSadW00+Kt+zR3NzMzJkz+eEPf8iECRM45ZRTOOGEE3jvvfdYu3YtO3fu5Pbbb2fy5MlcccUV1NfXs3LlSgCeffZZpk6dyuWXX87kyZO5++67aWxsZO3atVn+VpJ04faFURQwpli8rVrfwLaWHt7YK4T/2o8+Sdm+JUOnwxui2KKgBLpSGvOm43JYaFdli6xcJC7erAoE+x//IqvxAG5TaXnLR5LEeqhnwGQFnVKbmRl1Lj5q08T7KM44zbp4q6ur4+GHH8Zms6GqKuvWreO9997j+OOPZ8OGDUybNo3i4t6DOWfOHD788EMANmzYwNy5c+Pr7HY7xxxzDOvXr8/015BkCLcvRKnNjBLwpEy86bW/gpEYnWoJAC+u/UjW/soiHd4QdY4ooKbc8gbiKb9XvLWlfP+S4RNvlaRo5YD6Wt76uk1lkd68Jh7jqCcsWEsOuv2JR1TwnzbNuzaKkxayLt4SOfnkk7n44oupr69nwYIFtLa2UlVVlbRNRUUFTU1NAAdc39w8siblktzF7Q8L83oKxVti7a8OxIWjOOqRtb+ySIc3xGF2va+pK+X7NxsNRKxlxDBIy1uO4fGHKbGZMAZFGZe+x99hMfbvbQrSbZqn6DGO8TpvB3Gbgkha6IqJ0k6juVxITom3FStWsGLFCv7zn/9wzz334Pf7MZvNSdtYLBbCYXGw/X4/Foul3/pQSJ7EhUqnL8wYOxAJpEy8Jdb48mMloJopU7pl7a8s0ukLMc6mncdpsLwBlDiseI1O8LakZf+S4dHVt69pH8tbkdWEN8ltKjss5DP93aYHt7zNmVBG2KDV9xzFblNTtieQyIwZMwAIBALccMMNLFmyhJ6e5IMTCoWw2URNLqvV2k+ohUIhXC5XRuYryTweX4jx1tTe1GtcdhriQk2hgxLK6Za1v7JIe0+IsVWp7V/blzKHBXfESYl0m+YU7rh4c4uBPjFvdrOR1u5g74B0m+Y1bi05yeWwDMryZrcYmVBTBa1It2k2aW5u5rXXXksaO+KIIwiHw4wZM4bW1mSXRltbG2PGjAGgurr6oOslhUenL8w4i35Td6Vkn4m1vwA61RIqjT2y9lcW6fSFGGPWjnMaEhZAxL114pRu0xzD09fy1uc8L7IeINs0JsVbPqLHvJXaTMLydoiYN4AZk+oA8HW70zm1nCbr4m379u1861vfor29tzTDf/7zH8rLy5kzZw5btmzB5/PF161bt47Zs2cDMGvWLD744IP4Or/fz+bNm+PrJYVHpy/EGIv21J2im7pe+2tMcW+LrFnlUVn7K0sEwlF8oSgVxtT2r+1LmcNCa6xUirccYtX6BjbsdfPO9nYe/PO7YrBfqRCj7G1aQHj8YUqsJkxGg1bn7eCWNwC/Irxvj7zyISfe+/qoTC7LunibO3cuRxxxBMuXL2f79u288cYbPPjgg3zzm99k3rx51NTUsHz5cj799FMef/xxNmzYwNKlSwFYsmQJGzZs4LHHHmPbtm3cfPPN1NTUcPzxx2f5W0nSQSQaozsQodKkuThTeFNfVF/LH6/8LAB1tXVUKKM3EDbb6AV6ywz6cXal5XPKHGYaoyUy2zRH0LO+IzFRw0vV3Kartya7xhxmYx/Lm3Sb5jMevTVWJCQE+CHcpqvWN7Di7QaiqoJDCdDg9nPjC5tGnYDLungzm838v//3/zAajSxdupRbb72VSy+9lEsuuQSj0ciKFSvo6Ohg8eLFrF69mkcffZS6OmEyraur45FHHmH16tUsWbKEtrY2VqxYgeEA1Zkl+Y0e2FpuSI9FxmkXN4FuQ6ks0ptFdPFWghcUw6CexIeD02GhMVIsaomFA2n5DMngScz6BnApPfSoNu7/+46k7Rya2zSmiTxpectv+rXGOkTCwgNrthIIq3ixU4x4wPOHo6OuOkBOJCzU1NTwi1/8YsB1EyZM4Kmnnjrge+fPn8/8+fPTNTVJDqHHRrjSLN48Sqmo7B6NgDEnTpFRhd5doQStf22aHsbKHGa2aC2y8LaC67C0fI5kcPTN7nbixUNRv3GHRcSnBiJR0ajeILNN85l4+aeg5u04RMyb/vfgxUYRgX7jowVpopLkDe74TT094s1sNFBkMdKhFeqNB0xLMopueXNEvWmLdwMR8ya7LOQOfbO7XYoXj1rcb1wXb3HXqXSb5jVuX0g8OMfF28Et7frfg1e14VAC/cZHC1K8SfIGt1bMsVj1CleJyZbyz3DazbTHtIuHdJ1mBV28WaOpbUrfF5fDHG9OL+Pess/1C6ZgNfXekkoVL91KUb+sb4dFWMN9QV28yfZY+YzHH8FptyS4TQ8u3vTqAAFMfM7wEWNwYzcbR111AOkTkuQNnZp4s8c0d5qS+obipXYzzVEp3rJJpzeEQQFzqDvtlrc2dMubLNSbbRbV1/JxUxf/780dKMAYoxfb2Cl8pk/Wd9zyFtYyTmXMW96iqioef0hzm2ri7RBuU70KQNXqHpyql2+bX6Bo8c9GXXUAKd4keYPuNrVG0ndTd9rNNIeKxIIUb1mh3RvC5bCgBNxQkr6n6eT+ptJtmgscPVYcj9e+O59Jv4vA2HH9ttHFmzco3ab5jj8cJRxVtYSFwcW8cWcViyJauSgFvmJ8FVZPg79Y4Qej5yFMuk0leYPbFxYWmXD6xJvLYWZfSIudkOItK3T6QpTp/WvTVKAXREV3PzbCBpt0m+YIusu8vMgiOiwMcPx1t2m8v6migMEkLW95iLtvX1M4dHb5tRth+lJQhIj3qxaaDz8Xrt2UzqnmHFK8SfIGt1+3yHjSFgvltJvZF9Bi6aR4ywod3hAVRVaR8ZtGt2mpzYTRoOA1l0vLW47Q6RMu81JTFCL+fgV6ITFhoU+hXine8o64eEtymx5CvJWMFdY5NSY2J8x+vwlKqtM51ZxDijdJ3tDpC4sntDTe1J12M60BRTz9+TrS8hmSg9PpDTPGrkIkkNaEBUVRcNnNdBld0DN63C25TIc3RJnDgiHoEQMDHP9+2aYgXKexSL9tJbmNXruzdAh13gARozrrQgC2mKcScjela4o5i4x5k+QNHp9WD8jrSat4C4RjxMrLMUjLW8ZZtb6BT1u6aW/2gA02tMGsNH6e02HGHXMxXrpNc4JOX4iyIktvmZ4BLW9atmnf/qbS8pZ3ePxaU3q71pTeZB9cbc0Lnxave9ZiVMewrPVqNoaj2BJ6VBc60vImyRs6fSHN8pZG8eYQmWtRW7l0m2YY0R5pIzEVnIp4Cv/dh560tr2J13qTbtOcoL0nRLlDi3eDgWPerNJtWijoblOnXqT3UC7Tvkw4kYm+jYSjETbu86RhhrmLFG+SvMHt09xp0VBaLW8AIYtLircMI9ojiTiWUq0Qc3vElta2N2UOM82xEvC1QSyWts+RDA5heTP3Wt4GcpuaB3CbGkwy2zQP0d2mLt1tOtRWeBNOwBJyc6TSwHu7RleYixRvkrzB7QtRbdFSxNMs3gJmlxRvGSaxvY1TEc3IPWr/9kipxOWw0BQuEfFSAXfaPkcyODq8Ycr1ZBUY0G1qMhqwGA3SbVoAuP1hzEZFxDEGe4ZueTv8RADOce7g3Z1SvEkkOUcoEsMbilJl1tqhpFm8eU0umbCQYRLb2+iWty4caW17U+Ywszes3TCk6zSrqKpKpy9EeZH5oG5TEK7T/m5TaXnLN/Sm9IqiCMubtXRoO3BNgNJaPm/7lA92dxKJjh7ruRRvkrzArQW2Vpg0K0yashBdmnjrUkpF0Ui9GKQk7Vy/YAoWo7gklWqWt6CpNK1tb1wOC40RKd5yga5AhGhMpcyhJywoYB34Ic1hNvbPNpXiLe/w+MLxB2aCXUN3myoKTDiBI/0b6QmG+bixO/WTzFGkeJPkBR4tsLXcoIm3NBVv1S8kHkV7ApTWt4yxqL6WL8+tA8CJEG/fP29eWtveyC4LuUNnYoFevRyQYeBblMNqkgkLBYDbH0oQb8NwmwJMOBFbsI3DlSb+PYri3qR4k+QFel9Tp0G409LlNi3VLiQdqlZrSMa9ZZSjqsXv/t/HV4LJxrnHTUrr55U5LLI5fY7QobW/i5cKOcgDmsMiLW+FgMcfxqVl+A8rYQFggoh7O6tkO//eOXqu11K8SfKCTu3CXqpZZNIl3owGhRKbibaYbE6fDfTSAdZIT1oL9Oq4HGY6KUFFkYV6s0xHj2Z500uFDJCsoGMf0G0qLW/5xKr1DXzc2M3rW1o48d7Xifi7Dt3XdCAqjwRHJafat/H+rk5UVU39ZHMQKd4keYHuNi2K6S1UhhjYOgScdjMtUdmcPhu4/WGKLEaMofTV8kukzGEhhoGQtUy6TbOMbnkr1y1vBxHvRQO5TWPS8pYviJqOm4jGhNBqdHsxRf183DEM4aXFvU0LfUS7N8T2Vm+KZ5ubSPEmyQt0y5s95gWTDcy2tH2W026mMSzFWzZw6wHMB2hKnmpcDuEm98v+plmnX8zbwSxv/dymMts0nxA1HXuPXxGiisDftw9TeB3+OYr8+6mlldN/8iYn3vt6Wot75wJSvEnyAr0ekDnclXaLjNNuZn9Qb04/egJgcwGPPyy6XKSxi0YiZVq8TY+pTMa8ZZkOXwiLySBqfh1CvBdZjPiC0m2ar/St3ViEWG70D69j5+v+yQDMM2wBoMHt58YXNhW0gJPiTZIXuH0hnHYLSgZu6i6HmY6AKj5HWt4yisevt0BzZyTmzWY2YjMb8Bhcotm1JGt0ekVrLAW0hIUDW94cFpltms/0rd1YrAjxZnYM79r+w3/F8KiOuHgD8Iejae3Okm2GLN62b9+ejnlIJAfF7QtT5khvX1Mdp90sAucdFVK8ZRi3LyxcmRmyvIGwvnVQKi1vWabDGxaZpqEeUKMHFe92izHJ7YZBZpvmE9cvmILV1Cs/ijW36VlzJg9rf/s8Id6LTUkSb9DfwldIHFK8vfLKK0nL559/PnfeeScez+hqAivJLp2+UMJN3ZXWzyq1m+nyh1GleMs4bn8Yl80ojnMGYt5AFOptU52iSGg4kJHPlPSnwxvUuitofU0P4TYNR1VCEa2ivnSb5hWL6mtZ9tkJACjAhGJxHI8/+vBh7a/GZefd2NEcYWhkDO6k8ULlgOKto6OD6667jtdeey1p/LnnnmPbtm2ceeaZPPnkk0Sj0QPsQSJJHcIik5lYKKfdTCgaI2Yrl+Itg6iqiscfptIaATWWMcuby26mKaLX9ZPWt2zR6Qtr3RXcYuCgCQsiNsqvJy3IhIW8Y+o4UTHgzetP4aeLNYvbcOq8ISx5GwzHAPB7y52MwY3dbExrd5Zsc0Dx9vvf/x6/388DDzyQND5lyhR+85vfcNddd/Hkk09yzjnn8Oabb6Z9opLRy6r1DXzS3M3fNzfT2dHKjp7hBbUOFpddBLEHLWUyYSGDBMIxQpEYVeb0tkDrS1mRmYaIll0sa71ljQ5vqDfTFA5eKsRiBMCrx73JIr15h1urIOB0mCGotbUaTp03hCXvK4sWEsbIZGU/37ev4p7FM9LanSXbHFC8XXzxxVgsFq6//voB159++um89NJLLFq0iO985ztcfvnlMh5OknL0ekCiHJBKserl7zsCac0i0tu1+M0yYSGT6P1rK02a6zJTljeHhX0hvb+ptLxlg0g0hscf7q3xBocsFQL0lguRCQt5R6cvhNGgUGozidZYMGzxxp1VnPfiLMxEURRYqv6NRaunwZ1VqZtwjnFA8VZeXs7PfvYz5s+ff8A3BwIBpk+fzvnnn89bb73Feeedx5133kl39+hpDitJL4n1gOwEMStROqL2tGYR6eLNa3RCxA8hX9o+S9KL3l2hLM0t0PpS5jCz2+8QC7LWW1Zw+7XexUWJblPXAbd39HObmkWR3lFSXb8QcPvCuOxmFEWBkKYZhuk25dqNMH0pqkH8XUQMVpixFK7dlKLZ5h6H9D8tXLgwafk3v/kNmzZt4qOPPmLPnj2YzWaOPvpoLrnkEo4++mhefPFFzj77bB599FFmzZqVtolLRgeJ2UKliJt6F460ZhHp4q3boDenbweLI22fJxF4tBu4S9EKdWYqYcFuoTkmm9NnE71Ab5nDAt2HtrwN6DYF4To1WdI2T0nqcPvCwmUKwvJmMIHJOrydlYwVVruYEPPGWEh04SmpTtFsc48hBw/9+te/Zvbs2Vx00UXMmjWLY445Boul92RZtGgRjz/+ODfddBN/+ctfUjpZyeijxmWnQRNqpYom3tSitGYR6VX33SSIN9dhafs8iUC3vJWQWcuby2HGh42YyY5Bires0JHYXaHVLUp/mA/8wKS7TZMSFkBrkSXFWz7g9ofiRbIJdgvxpSjD36G3BeW4y2h573nMVjtlPc2pmWiOMmTxNpjkhCVLlvDQQw8Na0ISSSLXL5jC95/fSCgSizelDxiL05pFVKpZ3jpUPQNRxr1lAo8W81akavEvmUpY0G4gYVsFVineskJHouXN3ymsrge5ketu017LmyYCoiGgKI0zlaSKTm+YGpfWySbUA5ZhxrvpXPg0AG992MAXw/+AJU+MbH85Tlo6LJSXl/Pb3/42HbuWjDIW1dfylXnC6uXULG/LTpmV1iyiEqsJRYHWmBZ/ITNOM4JueXNEewBFuD0yQFmREOtBa4V0m2aJ5Kb07oO6TAHRQovEhIUEt6kkL9C75gCa5W2Y8W592Og4HqsagF3/TMn+cpW0iDdFUZg3b146di0ZhRw1VtzEHzz3cAA+P+vItH6ewaBQajPTHJHN6TOJxx/GZFAwhz1gKwVDZrr3uTTLm89UJsVblojHvBUNrjWao6/b1KCLN5lxmi+4/VrXHNAsb6kRbw2u4whghU9eOfTGeYzsbSrJeTq1p/KimO5OS38slMthpjlkBcUgxVuGcPtFaywl0JWxeDcQRXoBvNihdQt0F3asTC7S4Q1TbDVhNRkP2dcUoMh6MLepJNcJRqL4QlHRDg16Y95SQElxMf82zIJP1hR09rEUb5Kcx+MLYzUZsIT1Qo7pd6c57WY6/TFxE5HiLSN4fGGR6ZuhpvQ6enZxcc8O4Xb7x70Z+2yJoNMXiruv8bbB/g8OKqKtJgOK0qdUCEA0csD3SHIHPURCP/cI9qTMbVrusPC3SD149kLzf1Kyz1wkZeKtp6eHG2+8kdtuu41//etfqdqtRJLQ19QtMtAyUArAaTeL0hWyv2nGcPtDmnjLXFN6ANM9Y9llu5hqr1Y7cN2v4DZnQRf4zDU6vCHK9czDnlbhvn7zvgNurygKDrMRb7BPtqm0vOUF8ZqO+jFPRcKCRlmRhTWhmWKhgF2nKRNv0WiUffv28Y1vfIO//e1vsuepJGW49Z6HGbyp683ppXjLHB5/5vrXJnHtRv5uPImInnxvKvwCn7lGpy/Ec+3nC9Ec0wTY+08cVEQ7rCb8Yek2zUf0UJgyRxosb0UWWikjVK25TguUlIk3p9PJk08+SV1dHT/84Q8xGo2p2rVklOOOu9Myd1N3JVneZLZpJtArrotsQ1fmPrhkLBFzCQa0B85I4Rf4zDXae0LcdcQf4YjTegdN9gOK6FXrG+jwhvjDv/dy4r2v8/auLrFCZpvmBUl9TVVVdFhIUcybbs3rrDsN9r0nLLkFyJDF29VXX83LL79MIBBIx3wkkn7EizlmULw57Wbc/jCqvVxa3jKExxcWNfb8nbDt9YwmDoxRPPzLcrxYOPJMKPACn7lGpy+EyTUOwlqBZqMFosEBRbTe7zgqGh7T4Pbz+Ft7xEppecsLktymYR+osZRlm1YUC/HWUHUyoMK2v6dkv7nGkMXbpEmTeOihhzj++OP57ne/yxtvvEEkIoNEJemj0xfWYt4yK96iMZWwwSJu5N1NGfnc0UokGqM7GKHcpoh+st2NB415SjVPTbiLnxsuFgvTl8QLfkrSTyAsMg/Liyzg2QdGK3zjNZjztQFFdGK/Y52eiHYrk+ItL+hMFG/xpvSpEW+65W2v5UgoGVewcW9D7rDwve99j+9973ts3LiRv/71r9xxxx14vV4WLFjAF7/4RebNmycazUokKUBVVTy+hFioyqMy8rl6FpS6/0NAhdfvhPMezchnj0a6AhG2WC/F9o7u9lJFzNP7T4gYtB+0pPXzXQ4L6/w2UBCWP0nG6Ews0GtzwpgpMG4mLPzJgNsP1Nc4rN/KYtKQkA+4fSEsJgM2swG6NfGWooSFcq38SKcvDEctgE3Pi1CIAut5O+yYt5kzZ3LDDTewatUqLrroIlavXs2ll17K/Pnz+dnPfobP50vlPCWjFF8oSigaE4GtGbS8LX3lOHbZLsba+L4YWP+kzEBMI25fiJOCD9NY/fnewYPEPKWaMoeF/UGtKXbAnfbPk/Sit8aqsESh5WOoqT/o9gP1NY6LN2l5ywtEEppZGHqCWrxiimLenHYzigIdvjAc9QURT/f4/IKr3zgs8dbd3c2f/vQnrrjiCk488UReffVVrrzyStasWcODDz7IP//5T6666qpUz1UyCnH7hSXGZTdlVLx9cP4/WBU5gZhBe1ozygzEdOL2h2mlDKNZE1AG8wFjntJBWZGZKEZilhJpecswnV5xjtcFt4MaPaR4u37BFOzmPglxMts0r+j0hXDFW2Ol1m1qNCi47GY6vEGYOB8UI7RszmgYRiYYsni74oorOOGEE/jZz37GkUceyXPPPcdLL73E1VdfzYQJE5g7dy5f//rX2bRp8De5PXv28M1vfpO5c+dy8sknc++99xIMBgFoaGjgsssuY/bs2Zx11lm8+eabSe9du3Yt55xzDrNmzWLZsmXs3r17qF9JksN0xp/Kw+LCniHx5qiopQc7Skxz40VlBmI68Wgi3R7SkkMW/uSAMU/pQHeTR60uke0qyRjtXnGtH9OtFVQ9hHhbVF/LPYtnUOuyowAGBcaWaTd+mW2aF7j1OGYQNd4gZQkLIGq9/XDDqXD3OHHfgEOWnsk3hizexo0bx69//WveeOMNrr/+eqZOndpvm7lz5/KnP/1pUPsLhUJ885vfxGKx8Mc//pEf//jHvPrqqzz00EOoqsrVV1+Ny+Vi5cqVnH/++VxzzTXs3bsXgMbGRq666irOPfdcnn/+eSorK7n66quJxWJD/VqSHEW/qVcYtTiXDCYsVCpd7B13phg44lSZgZhGPFoAs/fYK8XAuNlCwGUocUAPcg5ZnNLylmH0B7SSjo+guFoEmR+CRfW1vL38VHbe+0W+/4WpbG0VAlBa3vKDeAUBSLC8pcZtCqLLwjVVv4HpS3v73ppsBeU9GbJ4+9GPfsRxxx130G0qKiqYMGHCoPa3ceNG9uzZwz333MMRRxzBvHnzuPbaa3nxxRdZu3YtO3fu5Pbbb2fy5MlcccUV1NfXs3LlSgCeffZZpk6dyuWXX87kyZO5++67aWxsZO3atUP9WpIcJV7MMcPizeWw8M3wdbx1+LfEwPTFMgMxjeh1n4oV/TinvwVaIvqNJGCUbtNM0+ELoyhgbdkorG5DTHhb9tkJOOw2sTASy1t3E/z6rIKLjcpFOhMtbymOeQORtLAzWCL2qSexRDIXhpEJst7bdNKkSTz++OMUFRXFxxRFIRQKsWHDBqZNm0Zxca85dc6cOXz44YcAbNiwgblz58bX2e12jjnmGNavX5+x+UvSi55S7kRLgMmQeCuyGDEaFFrD2k0h4MnI545W9NhGe9QrBjLQvzYR/UbiM5bKhIUM0+kNMdYWQWnbekiX6UAUWU1cePxkAPZ3dA1/Im/eD3vWFlxsVK6hqipuX0hUEIC0uE3LiywiEcbbIuo2Akw9p6C8J0MuFZJqysvLOeGEE+LLsViMp556ijlz5tDa2kpVVbJ/uqKigqYmUXPrQOubmwvnAI12PLpFBu2mniHxpigKTruZ1pD2dBgYwU1Bckg8/jAlVhPGULcYyLB4K9PKC/QoRdLylmE6fCHm2faBXx2WeAP48mcnwTvw1Fuf8tgbf6HGZef6BVNYVF976DffWSWsMjoZLFEzquhugpVfw3/uLwlH1eTWWChgKTro24dCWZGFTl8I9ctPoez9N3y6BuZcCkeenrLPyDZZt7z15Z577uHjjz/mu9/9Ln6/H7PZnLTeYrEQDoundL/fj8Vi6bc+FJJxD4VCpy+Mw2LEHNZu6hlsm+Sym3EHYqL+kLS8pRWPLyxa5QS7wFwExsw+VxZZjJgMCm6KRcKCqmb080cznd4Q9cZdYmHc7GHt441P3OI/sTAqouvCjS9sYtX6hkO/+dqNIjbKqN1rjJaCio3KGTTLZuwfwrKZlLBgKR6yu/xglDsshKMqPcFI7wN/sLCu4Vm3vOmoqspdd93FH/7wB376059y5JFHYrVa6enpSdouFAphswlXltVq7SfUQqEQLpcrU9OWpJmkpvQANlfGPrtU729qc/bGZUjSgtuf2EUjs1Y3EJZWl8NCZ6wIYmEIeVNWukBycDq8IY5mO5TUDDse6f6/b+dcwKL0Fun1h6M8sGbroa1vJWNFbFRUe280XFCxUVmnj2WzeNNv2WX7LdG/WmFui7i2pjDeDXot6R3eECX69aTAvCc5YXmLxWLcdNNN/PGPf+Shhx7i9NOFabO6uprW1uSmsm1tbYwZM2ZQ6yX5j9sXEmUc9PINGXSnOePirVRa3tJM/DgHuzLuMtUpc5hpjzrEgnSdZowOb4iJoU+H7TIFaPAECatGTCS3zRqoG8OAeFugQsTNMfHkgoqNyjrXboTJZ8QXo0Ybf4qcyMYL/ikGgj0pf1AqLxJWvQ5vqPd6UmDX8JwQb/feey8vvvgijzzyCGeeeWZ8fNasWWzZsiWpW8O6deuYPXt2fP0HH3wQX+f3+9m8eXN8vST/cfvDlBVpFhlLcUbdac5Ey1uBnfi5hscfFkU7A11ZsbyByDhtiWjV+2XSQkZQVZWwz01VaM+IxFuNy04YE2Yi/cYHxYVPizIlANPOk5nlqaRkLBi067ZixBAN0oOdoooaMaa7TVNIeZEo9t3pC4lYOsVYcN6TrIu3Dz/8kN/+9rdcc801TJ8+ndbW1vi/efPmUVNTw/Lly/n00095/PHH2bBhA0uXLgVgyZIlbNiwgccee4xt27Zx8803U1NTw/HHH5/lbyVJFfFK3BnsrqDjcmjizVpacCd+ruHxJ8S8pdiFMlicDjPNIe1mLy1vGaEnGGGKulMsjEC8Xb9gCmFMWBLEm91s5PoFUwa/E7dW4D3kHfY8JAfA2yZeyyey9bCljFE8CaVC0mB5c+hu07CIpbOVSrdpqlmzZg0ADz74IJ/73OeS/qmqyooVK+jo6GDx4sWsXr2aRx99lLq6OgDq6up45JFHWL16NUuWLKGtrY0VK1ZgMGT9a0lShEevBxRwZ1y8Oe1muvxhVGvhnfi5hCgdEMZlN4vfOYtu0/1BrTSM7LKQETq9YWYoO8RCzexh72dRfS1Wmw2X1l3NbjZyz+IZA8a7rVrfwIn3vs7E5X/hxHtfF0kN0TB0ackNYdmXO+Uc9zXx2rmb18ZfxzfD1yW0x+pO+TlfprlN9QLQheg9yXrCwg033MANN9xwwPUTJkzgqaeeOuD6+fPnM3/+/HRMTZJlVFXtDWT3ZN7y5rSbiakQMpdgLbATP5fwhqJEYmpvzFsW3Kar1jfw8qYmSoIWsMH6T3ZSPy3j0xh1dPhCzDTswO+oxV5UOaJ92SxWzp82hld7xvHhXvcBhduNL2zCHxaxcXpWqsPr5ExV68wT6un3PskI0a+fsTDmjq0UWexYTJqRJdSdcrdpsdWE2ajQoZWaKkTviTRRSXKW7mCEaEztzTbNsHgr1fpdBo1F4sSX5SPSgt4CzeUwp+Up/FDoN/SeYAQPotbUax9sGVyZCcmI6PSGmKHsJFA1c+Q7M5ohGqZ+vIsGt5+WrkC/TR5YszUu3HT84Sgvvflu70BIWt5STkIMaal7c2+BXkiL21RRFMocloK2vEnxJslZ3F6tu4JdLyHhyujnuzTx5jMUixYr0p2SFvTWWC6rIn7jDIv0xBu6Dysh1Ygj1sMDa7ZmdB6jke7OVg43NA+7vlsSRgtEwxw7oQyAD/b0j1s8UPapw7dP/MdgljFv6SDgEfUyLcVU9myNuzWBtCQsgOiy0J4k3qTlTSLJCG6/1tfUYREB5DvfzGjfQacm3nrQykcU2MmfK+hN6StMWi2oDFvekm/oCh6KcNEz+DITkmFjbN4AgGXCwftlD25nFoiGOKamFIvJwAd73P02OVD26dG2DpGRWD4RwlK8pRy/GxxlUD2d2sCnvfFukSBEQ2lJUkqyvEm3qUSSOfS+pi67lubd3ZjRvoNOLRuqS9XEW4Gd/LmC3tfUZcxOU/q+N3SPWkyp4h18mQnJsClqF10MHOPnjHxnmtvUajIyo9bJut39LW/XL5iC1ZR827ObjZw6NgDOOnGTl27T1KOHvYybyYTwDsrsRjEe1OIL0yDeyostvTFv0m0qkWQOty/EFuulHPfbI3oH338CbnOKqt1pRre8eXTxVmAnf66gx7w5DZp4y7Dl7foFU7CbjfFlN8VUGLxDKzMhGRbVnR8QwIwSTUFLQ6NZWHGAY8e72NTgIRSJJW2yqL6Wk4/sTYxw2c3cs3gGhyktUDYBLA7pNk0HAbcIexk7EwcBjjBqPWP1XsbpcJsmxbyVinjaWOzgb8ojpHiT5CxuX5iTgg8TPOILvYMme8b6Duqm/c6oVj5Cuk3TgluzsJaSHcvbovpa7lk8g+pSUWfCZyjmaFd0cE3NJSPicO8GrIRTY1HXYt4Ajh1fRigS4z/7+z9w7e30M7NOxFVe9fkjxHF27wHXBCEipNs09WiWt1j1DAAmx7TyMHHLW+rFW1mRBbc/TDSmag+EakF5T6R4k+Qsbl+YVsowm7X4CIMZosGM9R20mQ1YjAbaIrp4c6f9M0cjbn8Ii8mAJaI9hWehztui+lpe/+7nAaiuHodLkTfwtHJnFdzmxK76USA1FnWjWfSlhYSkBXfSJvs6fWxp6mbhzHGYjYpw2Yf9oh2WawKYpeUtLfjdYHfRVTqZkGrksOA2MR7Uz/k0uE0dZlSV3i45IMWbRJIJOn0hSqwmDF7NxH7OT2HO1zLWd1BRFErt5l7xVkAnfi7h8YVx2s0oabyQDwaHxYjZqNCtFMsivemmT7/LlFjUtYQFgOpSG7UuOx/0iXt7fYu4lpx2dDUuh0VkOrv3iJVxt6mMeUs5WrUAd1DhU7WOsT4tk1uvqWdJQ8JCQnN6CrA5vRRvkpzF4w/jKjLDZ64QA7VzYOFPMtp30Gk30RLSLH8FdOLnEqKvqblXHGe4VIiOoig47RbcqlbXLxo59Jskw6NkLI3dwkoWUk3EIgF2dBtHZlFPcJuCsL71LRfy2sctTKws4ogxxbjsZuGy79TaYuluU2l5Sy3RsHBF21x0+kJsjk2grGuLqJsZf2BLT6kQ0MWbdk0poLhlKd4kOUunLyTKhPg6xIC9LONzcDkstAaMorFyAZ34uYQ73gJNE29Zao8FQqx3xEShXnm808eq9Q20NO0F4Fvh/+GpyGls27F9ZIWRDaa45Q1E0kKjJ0CjR8RSeoMR/rW9nVOnCtdsmcMiGpfrPU3LNLdp2CsLcqcS/TyyOXH7w/xHPRxLsAO6m3otb+lwmyaKN/2aUkDeEyneJDmLW3OnxV1YWRBvTrsZtz9SkHWCcgW3P4zTbhG/r8kGJsuh35QmXA4LbRHZnD7dPLBmK89FTgZgXWwKt0Yu44rQdSMrjJzgNgWRtADwwW43AG9tayMUjXGaJt6cDs3y5t4NRisUVYGlCNQYRPp3Z5AME/36bXPi9oX4T+xwsdy0sdfylqYivSCMAL2Wt8K5hkvxJslZ3Lrlzd8pTu4s3NSddrMW8Cqb06cLjy/U29c0i1Y3EMe7OayJN5mgkjb2u/2UI27cbq0lmT4+bIyWJFf3tJpSbGZDvN7b6x+3UGI1MXdiOQBljgS3qWs8GAxCvIGMe0sluuXN7qLTG+ZjdbxYbtzYm22aBvFW5pBuU4kkK8Sb0vs7wF6elTn0irfCK/KYK3j8CW7TLDSlT8RlN9MUlpa3dFPjslOmdNOlOohgShofNgl13gDMRgMza118sKeTWEzltS0tnDxlDGajuO25HBbRxcW9W7hMIUG8yeb0KSOgnUea29SrOFDLJ0HTBlHnzWQHo+ng+xgGNrMRh8Uoar3F3aaFcw2X4k2Sk0RjqnZT1yxvdlfG57BqfQPPf7CP7kCEdc1R2tpbMz6HQicUieENRXsTFrJteXOY2R/QsouleEsb1y+YQrnSQ4faG+tkNxtHVhi5j9sUoH6Ci//s9/D+7k7aeoJxlymAy2EmEI6hdu4WyQogYt5A9jFOJfGYNxduzcqujJ3Za3lLY3Z5mUPrsmCyiJCMAnoAl+JNkpN0B8KoqtYc3teR8Xi3VesbuPGFTXQHhBumNWyno711ZAHVkn7EuyvkiOXNaTfTENTFmzurcylkFtXXMt7up5MSFKDWZeeexTNGVhhZa4+VyLHjywhHVX722qcYFPj8lATxZrdQgg8l4E6wvGnuO5lxmjoSYt46fVpm+biZwuLp2ZeWTFOd8qLELguF1ZxeijdJTqL3NS0rMgsLiCOzbtMH1mzFH47Gl7tVO0X4RhZQLemHxy8urLkS8+aym+lCs75Iy1taKYl6wFHBznu/yNvLTx15R4s+blOA5i6RePDWtjZMBgP/90mv9bzMYaZO0ZZdWhyWRTv2UryljoSYN7cvJLwpY2eJsb3/Tku8m055kUXEvEHBJZ1J8SbJSdxaQ2GXXXebZtby1jdwuhsHJfhGFlAt6YdueXM5LOKpONvizWEhgomYuVgmLKQRVVVxRDwoqXwoM1pEhwWtzMeq9Q3c8/IWxtDJM5bbcUY7uPGFTXHrudNhFj1NoddtGo95k+ItZQQ84tiYbLh9YcocmuUNRAxaGt2m5UWF25xeijdJTqL3u3TZTVkRb30Dp7twUKr4qXNmr4xFIdJ7nDXLWw64TQHCVqe0vKWR5q4gLrqxlFQeeuPBYhTHjpgIddCt59eY/sRcZSvXmF7AH47GredlDguH6Za3ssPFq1kTbzLmLXXoTekVhU7d8lZcBcVjxfo0x7x1ejVXeoFVDJDiTZKTuDV3WpkpCGo049mm1y+Ygt1sjC93q8Kdsvy0uozOo9DRxZvTahAZfjmQsAAQMpVK8ZZGdja24VCCOMpS2KPYqD1Yaa7T1/xfYpftYpaZXsWgqCwzvcou28W85v8SIBIW6pRWwsai3odDmW2aerSm9CBa4bm0cyxufUur29RMTzBCMBIV1xZpeZNI0ov+tFSuaBfRDFveFtXXcs/iGYxziuD1kFk8HX7xSEdG51Ho6G7TMpNWFDVHLG8BU6lMWEgj+xuF67KscmzqdtpHvH3J9gtWRU4goorbXFA18afIiSy1/T/x2Q4LhykteGw1oCjivfGYN2l5SxlaU/pwNEZ3MBKvv8ZYTbzt+id0p6dftd7f1O3Tyj3JmDeJJL24/WEUBYpiWgXuLHRXWFRfyzvLT8ViNDD7SC2guYBO/lxAP87FaLGE2Y5508Sb11AiLW9ppLV5PwCl5Sm0vBm0WmFaxullXzgev8GBkRgAFiIEDA6+/oXPAqIO2GGGNjrMCQIy7jaVMW8pQ7O8xUMk+lreeprhzfvS8tHlSYV6C8ttmvrKeBJJCtDrARn1Ao8ZzjbVURSF8iIL7WGtfEQBnfy5gMcXotRmxhjSRHqOWN66lRKZsJBG3O1NACiOitTttI/lbVF9Lfv/DcFGCxY1hKoofH5siHF6VquqcpjSyjrjZzhK34fJAgazTFhIJQE3lE+KZ5a7HBa4swoiwd5t3n9C/DNZ4QctKfto3fLWqXdZiPghEspqC75UIS1vkpzErdcD0q0fWbC86ZQVWWgOWcVCAcVM5AKir6m516KZZcubyWig2GrCQ5H425MNytOCz63doNMi3nprvdVc+mtshDDMWIIRlXHHnZswiXYcBGigKnk/liLpNk0lmuUtXv7JYYZrN8L0C3qtpSY7zFgK125K6UdXaOKt3RsCq9Yiq0C8J1K8SXKSeFZSDoi3iiILjQHtxlAgJ36ukNQaC7JueQNhfXOrRcKCI7MOU44/FBWFtyHF4k1zxyUW6u3YIV6nnQdV02DDM73rOncDsDs6Jnk/liJpeUsVqipi3mzOeLFcl90CJWPFg5oaE50PokGxXJJCNzoJljdfqPfaUiAP4FK8SXKS+E09B8RbWZGFBl28SbdpSnH7+lrenNmdECImpz2qF+p1Z3UuhcjONi9lpCGWtY/bFOgVb+VHwKwLYd+/oX27GHPvAmBbuI+ANDtkzFuqCHm1agEu3P4+MW/eFpjzNfjGq+K1J/VJC3oMayE2p5fiTZKTdPpCIivJ1wGWkt6n6ixQUWRhr08z7xfIiZ8rxPvXxvsf5oblrSUiuyykix1tPZQp3UQtztQ2JI9b3hLFmybUyifCjC+BYoANfxRj7j0AfBLsE08rLW+pQ48btTnjhdd1axgXPg0LfwJjZ4jXC59O+cebjAacdnOf5vSF8QAuxZskJ4lbZLJQoLcvZQ4LHQFQTXZREVySMkRiiinB8pa+gp2DxeUw0xxPUHFndS6FyPYWL+VKN0pRCl2mcAC36U4oGScEWek4mPR52PhHiMWgczc+k5P9fiNqYmyjjHlLHQlN6Tt9YUwGhSKL8eDvSTGiy0JYWt4kknQTicboDmj1gPyd4MiueCsvFk+KsQIr8phtYjFVWN7sWmssg1nEv2QZp93M/qDWYUNa3lLOjrYexpp9GFIu3jSLTqxPzFv5pN7lmRcKi9uef4F7Nz32WsJRFV+ot4+xEG+ySG9KSGhK7/YJK7ui19TLEGUOzfIWj3mTljeJJC0kxUb4O7JuedNrBUXMJQVz4ucCz7y/h5gKj76xjT+t/Zigqbi3WGoWcdot7A9o2cVSvKWcHa1eqoze1CYrwMAxb+3bk8Xb0QtFLbeNf4TO3QSKRceUTl/Ce8wOmaiSKvo0pS9zZD78pbzIKmLepNtUIkkvScUc/Z0Zb43Vl3ItRiNkKimYEz/brFrfwG1/3hxfNoS6aQpa4k3Ds4nLYaZVJiykBVVV2dHaIxIWUi7e+rhNg90iKD5RvFmKRObpf1aBZy/R0sOA3muO2KZYxrylioSYN1FBILPibdX6Bt7Z3sbmxi4+9/D7qCgF4z2R4k2Sc+iBrfFSIdm2vGnizW8oKpgTP9s8sGYrwUgsvlyMny7VHm8ank2cdjNebKgGk7S8pZjmriDeUJSiqCf157WhT8KCnmlacUTydrMuFA9h0RAmTUAmizeHFG+pIiHmTXebZopV6xu48YVNcZf4Pk+QHtXG9r37MzaHdCLFmyTn0C+kZXZjTok3n8Eh3aYpYr/bn7RcovjoVh39xrOBKC+giGxImbCQUna09mAjiCkWSL/bNF4mZFLydoefFG+DVdb+PgBuf4LbVGabpo4+MW+ZdJs+sGYr/nA0aawLB1t37cvYHNKJbI8lyTn0+JNyU1AUccxSaywd3dTfjbS8pYoal52GBKFWgo89VFPjsmdxVgK9RVbY4sQkLW8pZXtrD2VoyQBpc5tGxKtezy1RvPVpy1S853V22V4nssoCM1vFoLlIJD0USBulrBLwgLWUVRuaaOoK8Oz7+3h7WzvXL5jCIr1NWZoY6EGwS3VgDHen9XMzhbS8SXIOj5aw4ExHIc9hYDYaKLWZ8MTsMuYtRVy/YApmY29yQonix6cUcf2CKVmclcCpifWgqVS6TVPM9lYvNRbNqpV2y9tOKB4rLGk6126E6UvjWc2qyc6fIifyu3l/7t1G314W6h05ATc+QxHLX9gYH2pw+7nxhU1pj28d6EGwGweV5kBaPzdTSPEmyTk6fSGMBoXiaG6IN4CKYiudUTtEAskNlSXDYlF9LScfKdoSKYBT8TFz8mFpfxofDHpcjs9YIhMWUsyONi9HO7X4slRb1PuJt+39491KxopagtEQmGwo0SABo4OGSEJnD4uWrCJrvQ2ZVesbOPHe15m4/C+ceO/rNDY30RCwEgjHkrbzh6Npj2+9fsEU7ObkmnJepYgjSqIHeEd+IcWbJOfQm9IrAb01VnbdpiBqBbVH9cKt0vqWCsqLLIxz2th591mU4OeIunHZnhLQ6zbtMZRIy1uK2d7Sw+RiTVylO9u0Y4forNCXPm2Zxhm7+2ebgiwXMkT0BIEGtx8VYWHbt7+R9ujAoRDpjm9dVF/LPYtnMM4prttOu4nJh9XgMmQ/rjYVyJg3Sc4hspLM4NNiUHLA8lZeZKWlR6v9FeyC4jEHf4PkkLR7QyIZJNQDqL11mLJMkcWIyaDQrRRLy1sKCYSj7Pf4mVCjua3SJt5CokxIT7PoadqXxDZMC3/CAzv+ydi+dd5AFuodIgMlCBTjZY86cLP5TMS3Lqqv5bzZNUz5wStcOG88h8XGwkfvpP1zM4G0vElyDrc/1FsmBHJEvJlpCmniTSYtpIT2niAVxdbeOMIc6GsKoCgKLocZt1ok2qHFCsPNkm12tnlRVaix+AAFbK7UfkCi27Rjp/h/30zTAXA5zPHC4EBvzJt0mw6JgSxppYqPLtXRz31pNxszFt+qKApjSqy0dgVFi6yABxLboeUpUrxJco5Or5ZSnlPizUpjQLs5SPGWEtp6QlQWWXrd0DlieQMotZvpiGkWGHm8U8L2VmHJqjT0gN2V2qb00FvnLRbpbUjfN+ZtAFwOS3KHhbh4kwkLQ2EgS5oTLzGrk3sWz6DWZUcBal127lk8I6PxrdWlVpq7A+Iao0YLwiUu3aaSnMPjD3P0uFLRGstamvqL/DAoLzKLhAUTMuM0BaiqSrs3SEWxJecsbyBqvbWFtZu4vzPr5WoKgR2tQgw51a70xLEaDGAwaZY3rcZb2QAxb31w2c3JMW+621Rmmw6J6xdM4cYXNsVdp0aiFCsBZh45gaPra7OajFRVYhMPD4nN6ROzkPOQnLK8hUIhFi5cyDvv9PqkGxoauOyyy5g9ezZnnXUWb775ZtJ71q5dyznnnMOsWbNYtmwZu3fvzvS0JSmmU++B5+8UT+g5QHmRlS5VWmJShS8UJRCOaW5TLavY6jz4mzKI026mOaI3p3dndS6Fwo7WHmpddkyBjtTHu+kYLUK8te+A4mqwFh/yLWUOC25fiFhMc6VJy9uw0BMEHBbhIp3iFBmmRx9+WDanBQjLW0t3sKCa0+eMeAsGg3znO9/h008/jY+pqsrVV1+Ny+Vi5cqVnH/++VxzzTXs3bsXgMbGRq666irOPfdcnn/+eSorK7n66quJxWIH+hhJjrPy/b34QlF++dZO3vloG51qSbanBAjLWze6eMv/Ez/btPcIN1VFkSWhhU4OWd4cFppDWnaxzDhNCdtbvUwaUyQs6ukSbwazyDbt2DFwssIAuBxmYip0B7XivjLmbdgsqq/lc5MrmVJdwstXzBCDOfAAXlVqw+MPEzJpYr4AvCc5Id62bdvGl770Jfbs2ZM0vnbtWnbu3Mntt9/O5MmTueKKK6ivr2flypUAPPvss0ydOpXLL7+cyZMnc/fdd9PY2MjatWuz8TUkI2TV+gZ+sOqj+LI94mGz25gTzcrLi6z0YBONjQvgxM827V5RK68yMWEhh2LenHYzDUG9NIw7q3PJd0Ttr9fY1ODhgz2d+NytabS8mTW36fZBJStAb10/j+46jYs3mW06HFp7glSVWpOa0mebMSUi2awzWjjek5wQb++//z4nnngizzzzTNL4hg0bmDZtGsXFvabvOXPm8OGHH8bXz507N77ObrdzzDHHsH79+ozMW5JaHlizlUBCs3InPXTEHDnRrLzcYUHFQNhUXBAnfraJW96KExIWcsjy5rSbaQhIy9tI6a39JcqDeIMRDP52Pu1JU49Lo0W4uXuaoWKQ4k2r6xdPWjDZAKUggtqzQUtXkDHF1qSm9NmmulScy63hwqkYkP1IcODCCy8ccLy1tZWqqqqksYqKCpqamg66vrm5OT0TlaSVvqnmZUoPnbGSnGhWXl4sns6DxiIs0m06YnTLW7xUiGLsDRTPAVwOMx70hAV3VueSz/St/WUniE0J8/ddEY5MxwcazdCqPewN0vJWViTEW7xciKKIQr0y5m3IqKpKa09QWLoSmtJnmyrN8tYcsjIdCkK85YTl7UD4/X7M5uQnNIvFQjgcjq+3WCz91odCIST5R2KquUIMJ17cFOVEs/IiixGL0YDPKC1vqaAtKeatS7QsUpRDvCtzOO1mIpiImYuk5W0E9Hsg05rS7/bb0vOBRgu0a3HTg4x5c9rFPcSdVC7EIcXbMOgKRAhFYkK86dfJHIh50y1vDQFNTxRA6EtOizer1RoXajqhUAibzRZf31eoJa6X5BfXL5iCySBu4CX4MCgqXkNpTjQrVxSF8iILXhwFceJnm/aeEMVWEzazUfyeOeQyBWF5A4hYnFK8jYC+D15lipZZnO6YNxi4NdYAlGnHOrlFVpEUb8OgtVtY1IV4c4vBHLC8lTnMmI0KjV5FlJMpAO9JTou36upqWltbk8ba2toYM2bMoNZL8otF9bV8dlI5ClCuiCf0M+ccnRPNygHKiix0USQtbymg3RsUrbFAs7xl/wKfiG6NCZlLZcLCCOjbHLxcE29f/Mz09Hyg3iKruFpYcweBs2/MG4C5SMa8DYNk8eYR2b85EA6hKApVJTaauxO6LOQ5OS3eZs2axZYtW/D5ek+idevWMXv27Pj6Dz74IL7O7/ezefPm+HpJ/uGwmDiyuph//PdsAOZMHVzcSiaoKLLgjtoK4sTPNu09IZGsADlpedNv6H6TtLyNBL32l9UkbjVHFImb+8mz0mRN11tkDTLeDcBkNFBiMw1geZPZpkOlpVskplTpMW82Z86EQ4wpsQpxaS0tCO9JTou3efPmUVNTw/Lly/n00095/PHH2bBhA0uXLgVgyZIlbNiwgccee4xt27Zx8803U1NTw/HHH5/lmUuGS3NXQMQn6DfMHKpsX1ZkEV0WCuDEzzZtPUEqivTMr66cKhMCvW5Tn0E2px8pi+prmTSmmNOmVnHbaWPFYDqL9MKg4910XA7zADFv0vI2VOKWt2LtITcH4t10qkuttMT7m+b/NTynxZvRaGTFihV0dHSwePFiVq9ezaOPPkpdXR0AdXV1PPLII6xevZolS5bQ1tbGihUrMBhy+mtJDkJTV4BxTpso5Ak50ddUp6LIQmvEJk78AmhsnE3avSEq88Dy1m0okZa3FNDo8TPOpZ/XSvpu6rrbdJDxbjplDkv/5vQy5m3ItPYEsZgMlNpNItwgB+LddITbNCCuNQXgPcmJUiGJbN2aXNNrwoQJPPXUUwfcfv78+cyfPz/d05JkgEg0Rmt3kLGJlrccEm9lDgttYSuYo+LCPojWO5L+xGIqnd4+btMcs7yZjQaKLEa6VJltOlL8oShuX5hxTjv42sU5bTAe+o3DQbe8DaIhfSJOu5nOpP6mRbK36TBo7RY13hRFEQIpB2q86VSVWHH7wkQtpRi9O7I9nREjTVSSnKGtJ0RMhWpngnjLoZO/vFhLWADpOh0BXYEwkZgq3KaqKiyZOWZ5A1F5v1MtgmgQwtmvNZivNHrEbzfOaRPiLZ2hEDGtptwQLT5lDgueJLdpkXSbDoPW7mC8m0E85i1H0MuF+Auk3JMUb5KcoalLBLuOLbWBr0NkIBpzxzhc7rDQLZvTj5i2xO4KYR+o0ZyzvAGU2s206+10frMQumXx7+HQ6BHnddzylq54NxBtsQA+emFIb3M5+ljeZJ23YZEk3gKenBJvY0rFvLw4ZMybpA/dTfDrs+RFfpg0aRf5eMJCDgW7ApQXWehGq1tVACd/tmjvSehrqv+OgyzrkElcdjOtunhrWAdv3pfdCeUpveLNBr7O9Ii3O6vgNid07hLL658Uy3dWHfRtOi6Hha5AmGhMi2U1F0HE32vJkwyKuHhTVRHzlkPX8OoSYXnrUu0Q6s77YyvFWyp5837Ys1Ze5IdJk+ZeGasnLORQpikI8dalSrfpSGn3Jlje9N8xh57QdX7XeA7fdd+tLanw/hNDEgQSQaM74bxOl9v02o0wfanWlxQw2WHGUrh206DeXuYwo6rQ5e/TnF7Wehs04WiMDl9IlAkJ+yAWyanzukqzvHXGtAeyPL+GS/GWCvSnvvefADUmL/LDpKkriNmoUO6waJa33ElWgL6WN+k2HS665a2iKNHylntu0/unPMPbSn3vwBAFgUSw3xOgosiCzWRIn9u0ZKyw3kZDQsBFtXpeJdWDerteGiaecWrRbvAy7m3QdHhDqCp9+pq6sjmlJModFkwGRSSdQd57T6R4SwXXboSjvtC7LC/yw6K5K0BViQ2DQclJ8eZymHstb1K8DRs95q3MYYag9jvmYMKCwTmO1qh2vA2mIQsCiaDJ4xdWt5BX/Ib2NFnUvS0w52vwjVfFa8/gw1dcDpGlGu+yYNEyyWWh3kHT0qXXeEvoa5pDljeDQWFMiZWWsGadzfNreO5Eg+czJWPBpgkNeZEfNk2egLjIg0hYSNdFfpiYjQYUXWTk+YmfTdq9QcocZkxGQ05b3lx2Cw5Vs7zM/QZEw0MSBBJBoydAXZlDWN0gfQkLFz7d+/+FPxnSW11aXT+PnrSgt3SSbtNB09ojYhuT+prmUMwbQFWpjcZgQomiPEaKt1Sh/yEce6l4lRf5IdPcFeDocaUikDTgyTnLG0BRUTERrwlTnp/42US0xtJcF/GYt9wTb067mSvC32Wn5TIUowXOkrGsw2G/28+8ieW9hbfTmW06TMr6Wd40i6vMOB00eneFqlIbNOee5Q1ErbeGFq2Qs3SbSgC46PfCemA0i6e+xKdAySFRVZUmvTVWwAOoOSneyooseA1FeX/iZ5P2nhAVelP6oGhUnpOWN4cZUIhYXb3CQzIkvMEIXYFIb7IC5KR402Pe4uVCpHgbMrp4qyy2JLhNXdmb0ABUlVjZ49PFW357T6R4SyX2MuHukwyZ7mAEXyjKWKc1J/ua6pQXWenBkfcnfjZp9wZFmRDQRLDSG2OUQ+gtskIWl+xvOkz0MiE1TnvvtTEHz+tSmxlFobdQrxRvQ6alO4jTbsZqMuZkwgKIMlR7fZrDMc+9J1K8pRJHuXxCHybN2kV+rNOek62xdMqLzHSpjrw/8bNJ+0CtsXKwH7Eu3oJmp3woGyZN8fM6ty1vBoOS3CJLxrwNmX4FeiEn3abd6IXW8/sanntXzHzGUSEv8sOkX3cFyLmEBRCWt46oHTXPT/xsEY7GcPvCokwI5GxrLOh1pfmMpfKhbJjs12o3xi1viiHnbug6Sc3pZbbpkNH7mgIiYcFSnFMdckBY3iKYiJrsvUkVeYoUb6nEXt77dCkZEvEn9BxtSq8jLG92YtKNNiw6Ewv0gmZ5y73uCtBrees2lMiHsmHS6Na6pjit6W9KP0KcdjPuuNtU1nkbKq09wXgh3FxrSq+jWwbDpuK8955I8ZZKHOW9wkMyJJo1y1tVqTXHxZuVLrVIWt6GiV7jrVIXbwFPTiYrABRbTRgNCh5KhOVNVbM9pbyjqctPZbFFxEGlu6/pCClzmHH3dZvKmLdBk2R5y7Gm9Dp6c/qAsSTv45aleEsl9nKh5qPhQ28rSaLRE6DMYcZmNva6qHKsRhAIy1s3dpQ8P/GzRbtX666QWCokR92miqLFQanFotWPnhkrGTT73QHRkB40y1vuhULouByW3lIhBqMoth6W4m0w9GgJZ7nalF6nosiC0aDgU/K/Ob0Ub6lEz6KS1rch06yXCQHx+9mcOeleKS+y0q06MEa8ed/YOBu0a5a3eKmQQFfOWt5AFG9tj2nxTzLubcg0eQKiIT0I13MOW95cDnNvkV4QGafSbToo9DIhveLNnZMP3waDwphiK10USbepJAFdvMn4mCHT1JXQXSEHW2PplDssdFEYjY2zQVtiX1PIacsbgNNhpkVvkSXP6yGz3+PvFW/+jpwsE6LjslvoDkYIR2NiwOKQbtNBEi/QW5LQeioHLW8gQnPcMbt0m0oS0F0CMmlhyDR5giJZAXKyNZZOebGlN9X8qSXQLTtpDIV2bwiTQaHUbhIxZDlueXPazTSFtOMtLW9DoicYoTsQYZzLLo51Dse8rVrfwK/e3gnASfe/war1DWAukm7TQdLP8uZ352TCAohyIR0Rm3SbShKIu03lRX4ohKMx2r3BZLdpjlreiixGfIrmRmv4AN6ULZOGQkePqPGmKApEghAL57TlzWU3sz+kx2zJcIih0KSVCRnntEHHdoiGRAeaHGPV+gZufGETHq1MSJMnwI0vbKIjYpaWt0HS0p3Q1zQagVB3DlvebLSErdLyJknALt2mw6GlO4iqkhduU+WualaYHtSWVHj/CbjNCXdWZXVe+UK7N5jsMgX44KmctWC6HBb2BhLcfpJBs18rEzLOaYd/3CsG96zN4owG5oE1W/GHk+NX/eEoOzyqjHkbJK3dQUwGBZfd3Hte52DMGwjLW0vICtGgeIDMU6R4SyXS8jYskmq8QW7Hxly7kX+b5vQum+wwYylcuyl7c8oj2noSuivobovOnTlrwSy1m9kX0F1B0vI2FBo9frZYL2XebyfCpufE4K5/5tzDzn63f8DxzrBFWt4GSWu3aHlnMCjQ/mm2p3NQqkttxFDEQvv27E5mBEjxliJWrW/gxAfXElDNPP3GhyJmQjIo9Bpv1aU2kcEZ8MDWv+amNaZkLH6LJiwNJvH0Zi2FkurszitPiPc1vbMKHtVFcO5aMPe2e4lipEt18Nw/N8rzegg0egKcHHqY6DEXiHMFwGTLuYedGpd9wHHV7JAxb4MkqUDvO4+K122vZm9CB6GqxMrnDB+JhX8+ePCNcxgp3lKAHjPR4AnQSQnmYCc3vrBJXugHiW55G+e09TY09uzLWWuM0xAgigIzvwxzvgY9OSgyc5T2npAoE3LtRnAd3rsiBy2Yq9Y38NKmRgA61WLMIXleD4VGdwC1eCxGs1XUyVMMIu4txx52rl8wBbs5uSyR3WzkqMPGSsvbIGntDrKy/XzxAPbxn8Xgtldz74HszipOe+YoPmf8j1j+aGXuzXGQSPGWAhJjJtxqMWVKD/5wlAfWbM3yzPKD5q4AFpMB10N18MAkbTR3rTGrjrqPJiqFlXDhT+DCp7M9pbzAFxKFPCuKrSIu1L1LrDDZctKC+cCarYSjoqtCJ8WUIc/rodDYFaDGaYN974mBJU/k5MPOovpa7lk8g9oEC9yPzp3G4ePGyJi3QdLSHeSBKc/A9CWguyRz8IGMazcSmLqYgKolzhgtuTfHQSLFWwpIjJnoVItxKd39xiUHpqkrwNhSG8q1G6HqmN4VuXjyIxpYN8bKiHU3ZnsqeUW8QG+xBV67XbjSZn8VvvFqTt7UE89ft1qCS+npNy45MI1uP4cXR8RxnboQpi/O2YedRfW1vL38VH55yXEATBpTrBXp7ZFt0Q5BNKbS3hPEVl4LXfsBFQzmnHwgo2QsliInFiJiORrOvTkOEineUkBizIT+hN53XHJgGj1CvOHeAy2aOTtHrTEAezt9NKsutm/fxon3vi7daIOkXWtKf4R/I3zyV/j8jbDo5zB2Rk7e1Puf1939xiUHptET4LzgSyKGdf73sz2dQTGjTpS32LjPo/U3VSESyO6kcpwOb4iYCodZfcLKWjIOLn89Jx/IAAzeVp43nInf4IAxU3NyjoNBircUkBgz0ak9odvNRq5fMCXLM8sPmrsCTCiOwvPfENa2+mU5a41Ztb6B1R820KKWUa100OD2yzioQdLeEwRUpmx6EIrHwmevyvaUDkriee1Wi+V5PQS6A2EIdnFC6zMw5WwYNyvbUxoU1aU2qkqsfNTgAYtWz1HGvR0UvUDvZ3f/Qlgpv/oCjJuZkw9kAFz4NL8t/xYtphpwHZabcxwEpmxPoBBYVF8LwA///BGd4RLKlB7uOf+Y+LjkwKiqSpMnwDLbL8CzF772Coz/jFi58CfZndwA6HFQzcYyShU/DgL4wjYeWLNVHu9D0N4T4nTDBxS3rIOFDwm3VA6jH89bV4vzulTxc++iqZwnj/MhafQEuNT4N2yRrryxuunMqHWyscEDR2mdNUJeKKrM7qRymJbuAMcouzhsxzPwmSuhelq2p3RIqkts7OsawwT3nmxPZdhIy1uKWFRfyx8uPx63WoyRGIuOLs72lPICjz/Mgtg/mdn+Csy/oVe45Sh6vFOTKsqFVCmdSeOSA9PR4+f7pj8SKz9CWFfzgEX1tTzxX3PpRJzP501xZHlG+UFLWxvfML2Mu+5UqKnP9nSGxIw6J9tbewgomntcWt4OSmtXgB+af0vMVgafX57t6QyKqlIruyIVIlQnT2MapXhLIVPHlhAwu8RCKrosdDfBr89Krnc2krF07HOEY9Zfn8Fd5ifoqDgWTvre4H6XLKLHOzUjOkBU404aHzaj4FhfsHYJRxkaMJx2a062SToQM+uc9Bi0Fl7yvB7U2OyXvkiZ0kPoc9cP7jfJIWbUOlFV2NOjDYRHkHGaid87U59zgLHTXj+HeYatRE+5JWc74ySyan0DL21s5JNQBYR9vPzuR9me0rCQbtMUYjAoVFXXQDOpqcb+2u2w+1/w0rfh+P8RY/96dPhjI31/GsZsrR8SwsjOz/+UcmPu/zlev2AKN76wiZaIC4BqpQO7KQVxUK/eVvDHuiK4hw5KKZ923sh+qwxjNRkZM2YsdJCa7ikFf6wfocjfQEOsgqojPzvy3yvDzKgVSQufdqocBSLjdLi8+qP0/97p2OcQjnWZfxcdagnlcy8d/u+UIfSarP5wlH0G4Qr/zV/eJGQtH1rYS3cTrPwaXPCbrCXUKaqapzbDIbBv3z5OO+00XnvtNerq6tL6WatfWs15719Cx6KnKZ+9cPBvTPxjeHiGyLQcbZis8IOWbM/ikKxa38DDf1nHPyLL+ImyjEnn3jj8E//h6aJw6WgjT461ztOr/sxXPlyG9/zfUTRrCOJTntd5d6wBPnP3q3yppp3v7roCLvwDTD17aDu4syqv+2YOmxw/1ife+zoNWojLFGUPa6zL+e/QNXxYegpvLz918Dt66Tuw7tciqS5Lsdm5b+rIM6ZOPBzeh1179lA+ewhvfPN+0bT5uUtFILc/CIoR1CgYrb1xI/vXixvAUMbGfxaOWQz/eR72vDv096d5zK9asMw4D+OCu4b4a2eHRfW1nDe7Bu+PbMws9XP6UAPY37xPPME+Pl8IN8Uo6lrGCv9YBxUr1unnwpn5cax1jp44AT6E3Xv3MW0oiZP6ef3sMjBr5W9GyXkdwIptRv4da9CSFlqaxMJg3aa6UD/jDhg3G/a+K7pKqLH0/N45dPyDWLHmwbFOjE1uUIXlrU5p5eXBxiz3FeXvPyH+ZUG0ypi3FDP58PEA7G/cP7g33Fklugi8/4Q4yff8S3PNGABV1DuLhaH6GKiaJv4/1LGKyXDcf0H55OG9P41jYcWCVQljtOVePbeDoSgKPusYQu4GgpHo4N4UP9a/AlTQi/yqqvhX4Mc6iBmzmnvtkQbDtCMmANDYNMiSMH3P673vinpno+S8DmLGQn4ea4AZtS4+6YiJhcG6Tf+hPZQ9sQCaN8OEE8R4un7vHDn+QcyY8+RYJ8Ym9+CgUy2mTmkdfMzytRvh6ATLexYLyUu3aaqJxYjdXsHvLUv46k2/PPT23U2w5mbRYw1Eu45p54ken67xcNzX4P1f99Y7K64e3tiFT8MfvzL896dp7If75zG3bTULJxnyrt5O54oz+bTJTXDZXzjpyDGHfkN3E7x8fW/vP5Mdjl44Ko61WlzNOf86ktvr3uPYsmDeHWtUlciPKlllX8QFNzxx6O1H8XmtFlez+N9HcVPVu8ytDOXfsQZe39LMt3/zDzbaroAF98DxVx944wO5SBWDcKul8/fOgeO/5L0p3DBmLfPy4FgnxrwB/NlyMx04cZ//+8GHvvz6bNj9tjinY5GsuU6leEsD/rsO53n/sZx5w++pKrEd+g3PfwM2PSfaBamxrPrRM83ZP/0n45w2nvivudmeypCJPvd1Gj76P341ZxW3nXvM4N70m3Ng1/9l/cTPNB5fmFm3/41bFk7j65+bmO3pDIueuybxUmAmX7z5OUpsg8iWffZS2LxKtApSo6PiWK9a38B9r2yh0ROg1Gbi9vOm52X9w5buACfetYZPbZfAKT+A+QfJmu1ugr/eII419D6UnXlXzluiRoo/FOXoW1/h+1+YwtWfn5zt6QyKVesbeGDNVva7/aywPMw0034m3Pqfwe/gvkni2v1fL8G63/SK6Awj3aZpQHGU41J6+PfOQWamtX0qXpf8Kie7CqST5q4A1c5BCNwcxOisYazBzWsfNzHoZ6CO7cL18PXc7CCRDlatb+CMh94E4NHXP83bbhSKoxwXPby/e5CZ5O3bxOtFfxgVx1q3ajR6RDuprkAkb7uPVJXYqCgtJoIJwoeo81YytreFljFHe3qmgVXrG/j8j98A4PH/25E3x1nvY7vz3i9SfdhRVEVb2Ns+yFp+7r3gb4cTvpX1LhJSvKUBS2kllYYe3t0xSPE2dgbYXHD0ObnbUiTFrFrfwAn3vEa7N8SLG/bnzYmfRMk4LGqIrs42trUMIi4mFhXBz8ecDzWzRsWx1m/oLVoLnU5fOG9v6LbSMZQr3YM/rysmg/MwOPKMUXGsH1izNe6O0vGHozywZmuWZjQyptc68WEbXJHejp3i9ZLVo0qoN3eJ89qdp+f1pCOPxq6E+Ou7Gwf3hk3PiteZS9M3qUEixVsaMDgqqLH4eXdn++DesPsdEdxqGB2HQz/x92tP6N35+oReMhaAaqWTVz8eRKZRwwei/t+RZ6R5YrlDId3QjUXljDUP8rxW1d7zepRwoC4j+dp9ZGadkx7VQjgwiAez8olQOQUmnCiFeh7hGidcve9v2EAsdgjviarChmdg/PFQdnj6J3cIRodayDT2csqVHj5p7qHDe4gaXt3NwpU2ii7yhXLiUzIOgHmVQV7fMogn7U//JoKYJ52S5onlDgV1Q3eUU27oYdM+D75Q5ODbtm8Hb8uoOq8PlLE34u4jWWJGrROfaqPL4z74hqoK+96DuvyL2x0uBXNeu0R1CEv3PtYe6qGsaSO0bYWZX8rAxA5NQYi3UCjELbfcwty5cznxxBP53//93+xOyFGOI+oB4N+H+oPY8454HUUX+YI58UuFePtcdYR1uzvpPJRQ3/Z3qJsHjvIMTC43GHuAeMa8vKHby3FEu4jEYqw7VNzb7rfF6/jRc15/eW7/ZDC7OQXdR7KEcJta8fZ0HXzDjh3ga4fDRo94q3EVyHmtibcjzO2sfH/fwbfd8IxINDvm/AxM7NAUhHi7//77Wb9+Pb/+9a/50Y9+xGOPPcZf/vKX7E3IUY4hGsRlDrP2UPExu98BcxGMHUrlz/ymYG7oxcJtOsvpI6bCPz45iOu0p0UUtDzy9AxNLvtEYypljv5ZmXl7Q3eUY4iFKTUEDx33tvsdcFRC5ZGZmVuW8fjCPPv+Plx2M+OcNhSg1mXnnsUz8jLbFGBMiZWI0UHI133wDfe9L15HkeXt6HGl/cby8ry2FoOjghMqvLz8USPdgfDA20UjouzPkWfmTP/WvO+w4PP5ePbZZ/nFL37B9OnTmT59Ot/4xjd46qmn+OIXv5idSdmFZWWaM8xTa3fz23d2UeOyx/+w9TTlGpedly1vEnTN4vwH/i8+NtB2Ix1bVF+blCKdrs851Fh1qQ1fqP8JkpcnvtkG9jLGKm6KrUZuemET33lmw4Df+7KStdwCvBGdzQ/ufX1UHOsiq4meYIQL5tTxr+3t/eaYd2jn9VElYR7/vx38/I1tB/wt/q78H52uY/nSfW+MimNtNRkIRWM8f9UJ1I/PjZtbKoia7Pi97Uxc/pcD/hZPjn2Dw0xFnPqr/ezzHPhaXyjHv9RuxuMPc/ykcvZ0+NjvDuT3ee0az1Slk0A4xkn3vYHHH+73vSd3reW3lmbeLTmDxgF+72x877yv8/bBBx9w8cUXs2HDBqxWKwDvvvsuX//61/nwww8xmUwZr/PGxy/CM1/l3PDdbIweHh82GxRQIBwVP3kpPXxovZKfxi7gp+HzD7jdSMfsZiNL5tTy/LqGpFizVH/OYMcATj+6io8bu7N+AoyYFcez3zCOk/Z8g2jswN/7EfPPmGfYwuciK0gM9yv0Y200KDy4dFZ+Htu+fPwSPPMVzgvfzYaDnNc1tPGO7RruiF7KE+EFB9xupGO5dqzNRoUHLiiQY41IrDK/cBlTld2cFnoQGPh7v2S5GQ9FfCV0U3wsE793No+/QYEfXzCTxXMOG8xPmds8ewndezYys+0uEu9Sid/7J+YVnGb4gBPCvyCkmPsdh2xYmPPe8tba2orT6YwLN4DKykrC4TAdHR1UVVVlflLaE3qJmmxuD/fJZjnO8AkGRWVtZOpBtxvpmD8c5em1e+i7JtWfM9gxgI8bu4fWCDhXKRlH5449ScINkr+3kSgnGzayJjqXPnkaBX+sozGVB9ZsLYwbumNw5/VcwxYA/hWZctDtRjqWa8c6HC2gY42wuFyrWrEbersn9P3edgJMVXbzWPTcpPFM/N7ZPP4xFR78+6eFId5c47Fs/isqKqLJtED/3g4CfMHwHquiJ+KNmaDPL64n22X67z7vY978fj8WiyVpTF8OhQ4RQJ4uHBUAlHHwFPN5hi0EVRMfqkekfUq5Zl7Nu+SEA1EyjvLYwZNSZivbcCo+3ojNzsiU5LFOE9pDWRkHj4H6jGELXaqDLer4tE9JHuv0sd/tx4uNIgIH3GaGshOTEuODWHZiG7N5/AvmWLsmYCXEGDwDrr7A8CYOJcjr0dkH3EU2fou8F29Wq7WfSNOX7fYsBcBrT+gu5eDi7TOGLWxQjyCI5aDbpQKjohx6owySd8kJB6JkLGMUNwZiB9zkFOOHRFQDb8emZ2RK8liniUGe1/MMW3gvNoVYBi6v8linjxqXHT9W7AzQt1TjWIPojvNhLP0P4AORzeNfMMfaNQGAOqV1wNVXml5EVWG+ccMBd5GN3yLvxVt1dTVdXV1JAq61tRWLxYLT6czOpLRslGpj8kXebFAwG8XJZifAdGUn69Sp8bGBtkvFmN1s5KLPHIbdbEzr5wxlPnmXnHAgSsZiIkatObkKe+L3/rxhA+vUo/AbiuWxzme087rKeOBjXYGHyYb9fCDP67zn+gVTCBnsWJQoZkRdv77fu96wjZ3qWHqMyfeaTP3e2Tr+BXWstXIhk8zJHpQt1kvZZbuYWkMHigLLTK+xy3YxW6yXJm2Xrd8i72Pejj76aMxmM+vXr+czn/kMAOvWreOYY47BZMrS1zOawVrK2bVW/rjfPmDWzuFdH2FWosw68WweqJ6Vkayk4yaUZz0rLa+TEwaitAaA20+t4AfvGvt971+98i+mB3fxmOmrPHC+KAcjj3WeMojzembXvwGYd8o5HFkuz+t8ZlF9LZu2T4SPRNxTsWtMn+/t4zjjNrx1J/PAnPQf64HGsnn8C+ZYu0Tc3mXHGFi7s/e8fmP+q3zm3f+m3P0RAAEstNadyUfHXE/tmx1Z/y3yPtsU4NZbb+X999/n3nvvpbW1le9///vccccdnH322QCZzzYFeHgmHPYZWHKAgsFv3A3/9wDcsBts/WvmSPKEhnXwv6fCRX+EKWf1X/+vn8Oam+CSP8Ok+ZmfnyS1HOq8/usNsO63sHwPmNIfDiFJM+t+Ay9eC9dtBmefG3TnbvjpTPjigzD3G1mZniRF3H8EHL0Qzvlp8viD06C7AUxWiIZF39qFP8nOHPuQ925TgBtvvJEZM2Zw6aWX8sMf/pD//u//jgu3rOGoAP9BCnnufgfGzpTCLd/RWmTR3Tjw+n8/Ll43r8rIdCRpxlF+iPP6bVFpXwq3wsBSLF4Hak6/7z3xOoqK8xYsrvHg3pM85u+E7v3iPv2N14Rw6xlEG8QMkfduUxCJCffddx/33XdftqfSi6McfAe4yEdC4sQ/7rLMzkmSeoqqRL/S7qbk8TurIJIQ6Pz+r8Q/kxV+MIgm9pLcxH6Q89rvhqaP4PPLMzolSRoxO8Rr+ADizeyAqmMyOydJ6imbAE2bkse2vgKosPBhGDsjZyxuOgVhectJ7OWi391A7F8PkcCo6mdasBhNQsB17U8ev3ZjcgN6kx1mLIVr+1wgJPmFo1w8kQ/EJ9rFvurojE5JkkYsReJ19f9Adx+ry95/Q82x4hogyW90y1ssoWrAx3+G0lqoPTZ78zoIUryli4Nd5D9dI17LJ2duPpL0UTK2v+WtZGzv8TdaIRoEaymUVP//9u4+rOb7/wP4M9KNFrmJKMLcdUN3yo/GpW9omrvcbFzEtTbmZnJds8tdGs1NUcSSaGS73M1V6Ic2dLO5spiFSojkt8KoZlO6WadOn98fH+foiLVvdXw65zwf13Wu9nmfY72uXtf5nNd53775+Kj5GP/DsOnFneLPu8lvLh5SL0XxVngDOF9nZKe6EnicBVgNkSYual5mPQG57MWwaNUz8X1sMwFoYdvxKPArg7q07QRUlYqTHFu/dDh35lHx569ft7iuWGoE025AyYP67X/9JvbK+R4H0ve3qPkS1EjGHYC/S8SDqhU9Li8PkV/9VnxwiFyzqeRVANL3iQ99Q3EBUm0N0MNN0hCpmTzf6w1PC4B23YDcRPELt83Ef/53EmLPm7o83xNKpfdtQxdgXXug9PkHffo+8XqDBEd4UfMxtai/YKHiT/FD3vWjF/MlZhySJj5qPs836sXfT1+0Lc0CbCe/uOYQuXZYmgXY+UB5ZJJea2DgBDGveSliW4deUkVHzen5Xm/KRQu3TgIm5kDP/5EupgaweFMXxU2+7uTmpVlA71EvrnmT1w7tugMVf6j2vtz7EYAAvO0pWVikBsaveF+bWoi97IDYy84hcu1gagEYdRBrt1atAUEO3PkByDoKZBwRX/PrPklDpGaiLN7yxSHxO+eAgePFvLdQLN7URXmTr7NowdQCqHx+zXlQ2sPUQvxZd1j0bgpgZNZiJ7tSI7VV9Ki/NO/tj7tAqzaAX2KL21KAmqC8CHDxA+afF79o19YAiYFAyfMeGo6eaIc2xuIUl6f5Yq9qdTlg23KHTAHOeVMfRc/byzf5v/KBt7oBs2M5D0pbKPd6eyx+gxMEIC8Z6DOqRX9zo0Z4Vc+bIAC11eImzZZO4oO0Q92pDlP3AmM3AHF+QP5FALXi6InNeGDsRslCpGaiWHF686T4xbvXCKkj+kcs3tSlbSfxZ92bfOnv4vDKiGUtct8YaiRFz5ti3lvRLfG/+3LIVOu86ktZYbaY735jpYmJ3hxTC6DzAKDgItDaiKMn2sSsp7h33+/XgAHv1V9o2MJw2FRdjF9xk7+bJP7sN+bNx0PqYyqeb4rS58Vb3vOtIjjfTfu8quct95z4k+9r3VBeJA6Nf5zEIXJtYtYTKLkvLjTrPVLqaBrEnjd1MWgL6Bu9dJNPFD/ou9hKFxc1v7YdxflOip63u8mA+cD6ZyGS5jM0BVrpq34py00Eujm86IEl7VZ3KJWjJ9pDsWgBAAouAY4zpYvlX2Dxpk51j9KRVwP3fgLsJrfYTf+okfT0xHlvzx4Dsgrx3FoeVK2d9PRU39eVfwH3fxGnQhCRZqq3V+M34qMF79XIYVN1qnuI9f3L4ny3vhxa0UqmFuIhxvlp4jyYvv+ROiJSl7qnp+SlAEIt57sRabKlWcDA915ca8A2Xize1Knu4fS558Thlj6jJA2J1KTd8563vGRxuNzaXeqISF2M6xRvuYnihtyWLtLGRESNZ2oBmHQF9FqJ928NWIjC4k2d6p6DeDcJ6DkMMGonbUykHoph07vJgPVwcd8g0k7GHcQvZbW1YvHWdzS3hCHSdBq2EIVz3tRJ0fNW+ru4ncDoIKkjInVR7LJfVQo4z5E6GlKnth2A368Cj66JJ2twyJRI82nYQhT2vKmTouctN1G85lYC2kuxUS8grjwk7aVYsHDnHAA9bglDRG8cizd1attRnMycHcctQrRd3eLtxnHp4iD1a9tRnBNz838BqyGASSepIyIiHcNhU3VSnLLwf6mAsy+3CNFWLy8zT48RHy14mTk1gWKj3uJbgEeAtLEQkU5iz5s6KW7yEABLV0lDITVamgXYTRFXKgEascycmkBxRBYAWDpLFwcR6SwWb+pU9yb/4LJ0cZB6mVqIBxkDGrPMnJrAuM77+laCdHEQkc7isKm6vDyUdu2A+OBQmnZSLDMf8iGQvr/FLzOnRnr5fX0lRnzwfU1EbxCLN3VZmgX8sAK4GS9e6xsDNuOBsRslDYvURMOWmVMjLc0CzqwEbsQDEPi+JiJJsHhTF1OL58MreoC+AYfSiLSBqQVg1EFcfNTakO9rIpIEizd1Ki8ChvhxKI1Im3CInIgkpicIgiB1EOr24MEDeHp6Ijk5GVZWVlKHQ0RERNRoXG1KREREpEFYvBERERFpEBZvRERERBqExRsRERGRBmHxRkRERKRBWLwRERERaRAWb0REREQahMUbERERkQZh8UZERESkQVi8EREREWkQnTjbVC6XAwAeP34scSRERERE/46FhQX09euXajpRvBUXFwMAZs2aJXEkRERERP/O685k14mD6f/++29kZ2fD3NwcrVu3ljocIiIioga9rudNJ4o3IiIiIm3BBQtEREREGoTFWzOQyWQIDAyEq6sr3N3d8fXXX0sdks4qKCjAggUL4OrqipEjRyIkJARVVVUAgIcPH8LPzw+Ojo4YN24czp8/L3G0uikgIAC+vr7Ka+ZFWtXV1QgODsbQoUMxdOhQrF27FjKZDABzI6WSkhJ8/vnncHNzw4gRIxAWFqZcfMe8SEMmk2H8+PFIS0tTtjWUi0uXLmHChAlwcHCAr68v8vPzmyUWFm/NYMuWLbh27Rr279+PoKAgREVFISEhQeqwdI5MJsOCBQtgYGCA7777DmFhYUhKSkJ4eDgEQcCiRYtgZmaGuLg4+Pj4wN/fH/fv35c6bJ1y8eJFxMXFKa+ZF+lt2bIFiYmJ2LVrF6KiopCamorIyEjmRmJBQUEoLCzEwYMHERoaivj4eOzfv595kUhVVRU+++wz5ObmKtsaysWjR4+wcOFCTJw4EceOHUPnzp2xaNEi1NbWNj0ggZqkvLxcGDRokPDzzz8r2yIjI4UZM2ZIGJVu+vXXXwU7OzuhrKxM2Xby5Elh+PDhQlpamjBo0CDh2bNnyufmzp0rbNu2TYpQdVJ5ebng6ekpzJgxQ5g9e7YgCALzIrGSkhLBzs5OuHDhgrLt2LFjwkcffcTcSMzZ2VlITExUXgcHBzMvEsnNzRUmTpwoTJgwQejfv7/y876hXGzfvl2lFqioqBCcnJxU6oXGYs9bE+Xk5EAmk8HFxUXZ5uLiguvXr6OmpkbCyHRPnz59EB0dDRMTE2Wbnp4eZDIZMjMzYWtri7feekv5nIuLCzIyMiSIVDeFh4fDzc0Nbm5uyjbmRVpXrlyBkZERhg8frmybMmUK9u7dy9xIzMzMDCdPnkRlZSUKCwuRmpoKOzs75kUC6enpcHd3x9GjR1XaG8pFZmYmXF1dlc8ZGxvDzs4O165da3JMLN6aqLi4GO3bt4ehoaGyrXPnzqiursaff/4pYWS6p2PHjiofQrW1tTh48CBcXFxQXFyMLl26qLy+U6dO3Lj5Dbl27RrOnDmDFStWqLQzL9IqKCiApaUlTp8+jffeew8eHh7YvHkzZDIZcyOxtWvX4vLly3B2dsbIkSPRuXNnLFmyhHmRwIwZM7B8+XIYGxurtDeUi9c9X1hY2OSYdGKTXnWqrKyEgYGBSpviWjHpl6QRHByMW7duIS4uDvv370ebNm1UnjcwMEB1dbVE0ekOmUyGgIAArF69Gu3bt1d5rrKyknmRUHl5OR48eICDBw8iKCgI5eXlCAoKQk1NDXMjsYKCAtja2mLx4sUoKyvD+vXrsXnzZualBWkoF6+rD5qjNmDx1kSGhob1EqG4frlKpzdDEARs3LgRR44cwY4dO9CvXz8YGhqirKxM5XUymQxGRkYSRak7IiMjYW1tjXHjxtV7jnmRlr6+PsrKyhAaGoqePXsCAJYvX47ly5fDx8eHuZFIQUEBNm3ahJSUFFhYWAAQ3yt+fn6YPn0689JCNHT/el19YGZm1uTfzeKtibp27YrS0lLIZDJlhV1cXAwDA4N6vQykfrW1tQgICMCpU6cQHh6O0aNHAxDzlJOTo/LaP/74A+bm5lKEqVNOnTqF4uJiODk5ARC3ppDL5XBycsInn3zCvEioS5cu0NfXVxZuANC7d29UVVXB3Nwcd+7cUXk9c/NmZGdnw8TERFm4AYC9vT3kcjnz0oI09LnStWtX5fGcdZ/v169fk38357w1kY2NDdq0aaMyAfHKlSuws7N75ZEWpF4hISE4deoUIiIiMHbsWGW7g4MDcnJyUFFRoWy7cuUKHB0dJYhStxw4cACnT59GfHw84uPjMX36dNjb2yM+Pp55kZijoyNqampw+/ZtZVteXh5MTEzg6OjI3EikS5cuKC0txaNHj5RteXl5AMSFWcxLy9DQ/cvBwQFXr15VPldZWYmbN282S65YvDWRsbExJk+ejKCgIGRlZSE5ORkxMTGYM2eO1KHpnIyMDHz77bfw9/eHvb09iouLlQ83Nzd0794dK1euRG5uLqKjo5GZmYnp06dLHbbWs7S0hLW1tfLRrl07GBkZwdramnmRWK9eveDp6YlVq1YhOzsb6enpCAsLw/vvv49hw4YxNxJxdHSEjY0NVq1ahZycHGRkZCAwMBCTJk2Cl5cX89JCNHT/mjp1KjIzMxEVFYW7d+8iICAA3bt3x7Bhw5r+y5u82QgJFRUVwvLlywVHR0fB3d1d2Ldvn9Qh6aSQkBChf//+r3xUV1cLv/32mzBr1izB3t5e8Pb2FlJTU6UOWSdt27ZNuc+bIAjMi8SePXsmrFy5UnB2dhbc3NyETZs2CTKZTBAE5kZKjx8/Fvz9/QU3NzfB3d1dWL9+vVBZWSkIAvMipbr7vAlCw7n46aefBC8vL2Hw4MGCr6+vkJ+f3yxx8GB6IiIiIg3CYVMiIiIiDcLijYiIiEiDsHgjIiIi0iAs3oiIiIg0CIs3IiIiIg3C4o2IiIhIg7B4IyKtVVNTg127dmHMmDGwt7fHiBEjEBgYiCdPnrzxWHx9fREeHv7Gfy8RaR8Wb0SktbZu3YqEhASsW7cOZ8+eRXh4OO7cuYN58+aBW1wSkaZi8UZEWuv48eNYsmQJ3N3dYWlpiSFDhiAsLAw3btxAZmam1OERETUKizci0mqXLl2CXC5XXvfo0QMJCQkYOHAgysrKEBAQgGHDhsHe3h5eXl44e/as8rUDBgxAQkICxo0bBwcHByxbtgz379+Hr68vHBwcMHv2bBQVFQEAIiIi4O/vj9WrV8PBwQFeXl5ISkp6bVxHjx6Fp6cnnJycMHPmTGRlZSmf++WXXzBlyhQMHjwYo0aNwp49e9TwlyEiTcXijYi01pw5c3DkyBF4eHhgzZo1SEhIQGlpKfr27QsjIyMEBwcjLy8PMTExOH36NFxdXREYGAiZTKb8f3z11VcIDg7G7t27cebMGcycOROzZ8/G4cOH8fDhQ8TExChfm5KSArlcjuPHj2PatGnw9/fH7du368WVkpKCHTt2YNWqVThx4gRGjhyJuXPnoqioCHK5HP7+/vDw8MD333+PL774ApGRkUhNTX0jfzMiavn0pQ6AiEhdFi9ejN69e+Pw4cM4fvw4YmNjYWhoCH9/f3z88cdwcXHBnDlzMGDAAACAn58fYmNjUVhYiB49egAQC0BHR0cAYk9cv3794OXlBQDw9PTEvXv3lL+vXbt2WL9+PQwMDPD222/j/PnziIuLQ0BAgEpce/fuxfz58zF69GgAwMKFC5GWlobY2FjMmjULT58+RadOnWBlZQUrKyt88803yniIiFi8EZFW8/b2hre3N0pLS5GWloajR48iNDQUvXr1wuTJk5GUlITY2Fjcu3cPN27cAADU1tYq/33dosnQ0BDdu3dXXhsZGan00tna2sLAwEB5bW9vj9zc3Hox5eXlYdu2bdixY4eyTSaTwcLCAmZmZpg/fz6CgoIQFRUFDw8PTJw4Eebm5s3zByEijcfijYi0Uk5ODuLi4rBmzRoAYq/Yu+++Cy8vL0ybNg1paWk4c+YMrl69ikmTJmHmzJkwNzfHBx98oPL/0ddXvU22avX62SYvv1Yul0NPT6/e6+RyOVasWIF33nlHpb1t27YAgGXLlsHHxwfJycn48ccf4evriw0bNmDq1Kn//g9ARFqLc96ISCvJ5XIcOHAAGRkZKu16enowNTVFx44dcfr0aWzduhVLly7FmDFjUFJSAgCN3kbkzp07Kr122dnZyiHZunr37o3Hjx/D2tpa+YiJicHly5dRXFyMdevWwdLSEvPmzcPhw4cxZcoU/PDDD42KiYi0D4s3ItJKdnZ28PDwwKeffooTJ07g/v37uH79OsLDw3Hr1i1MnToVxsbGOHfuHB48eIALFy7gyy+/BACVodD/xsOHDxESEoJ79+5h9+7dyM7OxvTp0+u97sMPP8SBAwdw4sQJFBQUYOfOnTh27Bj69OmD9u3bIykpCRs3bkR+fj6ysrKQnp4OOzu7Jv09iEh7cNiUiLTW9u3bER0djT179mDt2rUwMDCAq6srDh06hG7duiE0NBSbN2/GoUOHYGVlhQULFiAiIgI3b95E//79/+vfZ29vj2fPnsHHxwfW1taIjo5Gr1696r3O29sbT548wc6dO1FUVIQ+ffogMjISNjY2AICoqChs2rQJkydPhqGhIby9vbF48eKm/jmISEvoCdxmnIioySIiIpCWloYjR45IHQoRaTkOmxIRERFpEBZvRERERBqEw6ZEREREGoQ9b0REREQahMUbERERkQZh8UZERESkQVi8EREREWkQFm9EREREGoTFGxEREZEG+X9GuOW2kXc3oAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "files = ['\\SanFrancisco_PV_GHI.csv', '\\SanFrancisco_Hospital.csv']\n", "raw = pd.read_csv(data_location + files[0])\n", "df=pd.DataFrame()\n", "df['ds'] = pd.date_range('1/1/2015 1:00:00', freq=str(60) + 'Min',\n", " periods=(8760)) \n", "df['y'] = raw.iloc[:,0].values\n", "\n", "df_train, df_val = df.iloc[:7008, :], df.iloc[7008:, :]\n", "\n", "y = df['y'].values.reshape(-1, 1)\n", "y_train = df_train['y'].values.reshape(-1, 1)\n", "y_test = df_val['y'].values.reshape(-1, 1)\n", "\n", "x_train = df_train['ds'].dt.hour.values.reshape(-1, 1)\n", "x_test = df_val['ds'].dt.hour.values.reshape(-1, 1)\n", "\n", "basis_function = Polynomial(degree=1)\n", "sysidentpy = FROLS(\n", " order_selection=True,\n", " ylag=24, xlag=24,\n", " info_criteria='bic',\n", " estimator='recursive_least_squares',\n", " basis_function=basis_function,\n", " model_type='NARMAX'\n", ")\n", "sysidentpy.fit(X=x_train, y=y_train)\n", "x_test = np.concatenate([x_train[-sysidentpy.max_lag:], x_test])\n", "y_test = np.concatenate([y_train[-sysidentpy.max_lag:], y_test])\n", "\n", "yhat = sysidentpy.predict(X=x_test, y=y_test, steps_ahead=1)\n", "sysidentpy_loss = loss(pd.Series(y_test.flatten()[sysidentpy.max_lag:]), pd.Series(yhat.flatten()[sysidentpy.max_lag:]))\n", "print(sysidentpy_loss)\n", "\n", "\n", "plot_results(y=y_test[-104:], yhat=yhat[-104:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MetaMSS" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2395.3382668034546\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_random_seed(42)\n", "files = ['\\SanFrancisco_PV_GHI.csv', '\\SanFrancisco_Hospital.csv']\n", "raw = pd.read_csv(data_location + files[0])\n", "df=pd.DataFrame()\n", "df['ds'] = pd.date_range('1/1/2015 1:00:00', freq=str(60) + 'Min',\n", " periods=(8760)) \n", "df['y'] = raw.iloc[:,0].values\n", "\n", "df_train, df_val = df.iloc[:7008, :], df.iloc[7008:, :]\n", "\n", "y = df['y'].values.reshape(-1, 1)\n", "y_train = df_train['y'].values.reshape(-1, 1)\n", "y_test = df_val['y'].values.reshape(-1, 1)\n", "\n", "x_train = df_train['ds'].dt.hour.values.reshape(-1, 1)\n", "x_test = df_val['ds'].dt.hour.values.reshape(-1, 1)\n", "basis_function = Polynomial(degree=1)\n", "sysidentpy_metamss = MetaMSS(\n", " basis_function=basis_function,\n", " norm=-2,\n", " xlag=24,\n", " ylag=24,\n", " estimator=\"least_squares\",\n", " k_agents_percent=2,\n", " estimate_parameter=True,\n", " maxiter=10,\n", " steps_ahead=1,\n", " n_agents=15,\n", " p_value=0.05,\n", " loss_func='metamss_loss',\n", " p_ones=0.5,\n", " p_zeros=0.5,\n", " model_type='NARMAX'\n", " )\n", "sysidentpy_metamss.fit(X_train=x_train, X_test=x_test, y_train=y_train, y_test=y_test)\n", "x_test = np.concatenate([x_train[-sysidentpy_metamss.max_lag:], x_test])\n", "y_test = np.concatenate([y_train[-sysidentpy_metamss.max_lag:], y_test])\n", "\n", "yhat = sysidentpy_metamss.predict(X_test=x_test, y_test=y_test, steps_ahead=1)\n", "metamss_loss = loss(pd.Series(y_test.flatten()[sysidentpy_metamss.max_lag:]), pd.Series(yhat.flatten()[sysidentpy_metamss.max_lag:]))\n", "print(metamss_loss)\n", "\n", "\n", "plot_results(y=y_test[-104:], yhat=yhat[-104:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AOLS" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2361.561682547365\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_random_seed(42)\n", "files = ['\\SanFrancisco_PV_GHI.csv', '\\SanFrancisco_Hospital.csv']\n", "raw = pd.read_csv(data_location + files[0])\n", "df=pd.DataFrame()\n", "df['ds'] = pd.date_range('1/1/2015 1:00:00', freq=str(60) + 'Min',\n", " periods=(8760)) \n", "df['y'] = raw.iloc[:,0].values\n", "\n", "df_train, df_val = df.iloc[:7008, :], df.iloc[7008:, :]\n", "\n", "y = df['y'].values.reshape(-1, 1)\n", "y_train = df_train['y'].values.reshape(-1, 1)\n", "y_test = df_val['y'].values.reshape(-1, 1)\n", "\n", "x_train = df_train['ds'].dt.hour.values.reshape(-1, 1)\n", "x_test = df_val['ds'].dt.hour.values.reshape(-1, 1)\n", "basis_function = Polynomial(degree=1)\n", "sysidentpy_AOLS = AOLS(\n", " ylag=24, xlag=24,\n", " k=2,\n", " L=1,\n", " model_type=\"NARMAX\",\n", " basis_function=basis_function\n", ")\n", "sysidentpy_AOLS.fit(X=x_train, y=y_train)\n", "x_test = np.concatenate([x_train[-sysidentpy_AOLS.max_lag:], x_test])\n", "y_test = np.concatenate([y_train[-sysidentpy_AOLS.max_lag:], y_test])\n", "\n", "yhat = sysidentpy_AOLS.predict(X=x_test, y=y_test, steps_ahead=1)\n", "aols_loss = loss(pd.Series(y_test.flatten()[sysidentpy_AOLS.max_lag:]), pd.Series(yhat.flatten()[sysidentpy_AOLS.max_lag:]))\n", "print(aols_loss)\n", "\n", "\n", "plot_results(y=y_test[-104:], yhat=yhat[-104:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Neural Prophet" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: nprophet - fit: Parts of code may break if using other than daily data.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:39 - WARNING - Parts of code may break if using other than daily data.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: nprophet.utils - set_auto_seasonalities: Disabling yearly seasonality. Run NeuralProphet with yearly_seasonality=True to override this.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:39 - INFO - Disabling yearly seasonality. Run NeuralProphet with yearly_seasonality=True to override this.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: nprophet.config - set_auto_batch_epoch: Auto-set batch_size to 32\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:39 - INFO - Auto-set batch_size to 32\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO: nprophet.config - set_auto_batch_epoch: Auto-set epochs to 7\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:39 - INFO - Auto-set epochs to 7\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 87%|████████▋ | 87/100 [00:00<00:00, 724.34it/s]\n", "INFO: nprophet - _lr_range_test: learning rate range test found optimal lr: 1.87E-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:39 - INFO - learning rate range test found optimal lr: 1.87E-01\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Epoch[7/7]: 100%|██████████| 7/7 [00:02<00:00, 2.88it/s, SmoothL1Loss=0.0031, MAE=51.3, RegLoss=0.0102]\n", "INFO: nprophet - _evaluate: Validation metrics: SmoothL1Loss MAE\n", "1 0.002 44.072\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "10-23 19:15:42 - INFO - Validation metrics: SmoothL1Loss MAE\n", "1 0.002 44.072\n", "3679.9220330403255\n" ] } ], "source": [ "set_random_seed(42)\n", "\n", "# set_log_level(\"ERROR\")\n", "files = ['\\SanFrancisco_PV_GHI.csv', '\\SanFrancisco_Hospital.csv']\n", "raw = pd.read_csv(data_location + files[0])\n", "df=pd.DataFrame()\n", "df['ds'] = pd.date_range('1/1/2015 1:00:00', freq=str(60) + 'Min',\n", " periods=(8760)) \n", "df['y'] = raw.iloc[:,0].values\n", "\n", "m = NeuralProphet(\n", " n_lags=24,\n", " ar_sparsity=0.5,\n", " #num_hidden_layers = 2,\n", " #d_hidden=20,\n", ")\n", "metrics = m.fit(df, freq='H', valid_p = 0.2)\n", "\n", "df_train, df_val = m.split_df(df,valid_p=0.2)\n", "m.test(df_val)\n", "\n", "future = m.make_future_dataframe(df_val, n_historic_predictions=True)\n", "forecast = m.predict(future)\n", "# fig = m.plot(forecast)\n", "print(loss(forecast['y'][24:-1], forecast['yhat1'][24:-1]))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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