{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Autoregressive Moving Average (ARMA): Sunspots data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook replicates the existing ARMA notebook using the `statsmodels.tsa.statespace.SARIMAX` class rather than the `statsmodels.tsa.ARMA` class." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:20.339477Z", "iopub.status.busy": "2026-07-25T23:41:20.339205Z", "iopub.status.idle": "2026-07-25T23:41:20.997119Z", "shell.execute_reply": "2026-07-25T23:41:20.996260Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:21.000735Z", "iopub.status.busy": "2026-07-25T23:41:21.000340Z", "iopub.status.idle": "2026-07-25T23:41:23.111275Z", "shell.execute_reply": "2026-07-25T23:41:23.108176Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.114879Z", "iopub.status.busy": "2026-07-25T23:41:23.114384Z", "iopub.status.idle": "2026-07-25T23:41:23.120062Z", "shell.execute_reply": "2026-07-25T23:41:23.118510Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from statsmodels.graphics.api import qqplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sunspots Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.122394Z", "iopub.status.busy": "2026-07-25T23:41:23.122126Z", "iopub.status.idle": "2026-07-25T23:41:23.128670Z", "shell.execute_reply": "2026-07-25T23:41:23.127359Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "::\n", "\n", " Number of Observations - 309 (Annual 1700 - 2008)\n", " Number of Variables - 1\n", " Variable name definitions::\n", "\n", " SUNACTIVITY - Number of sunspots for each year\n", "\n", " The data file contains a 'YEAR' variable that is not returned by load.\n", "\n" ] } ], "source": [ "print(sm.datasets.sunspots.NOTE)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.131263Z", "iopub.status.busy": "2026-07-25T23:41:23.131012Z", "iopub.status.idle": "2026-07-25T23:41:23.139282Z", "shell.execute_reply": "2026-07-25T23:41:23.137757Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "dta = sm.datasets.sunspots.load_pandas().data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.141655Z", "iopub.status.busy": "2026-07-25T23:41:23.141398Z", "iopub.status.idle": "2026-07-25T23:41:23.153440Z", "shell.execute_reply": "2026-07-25T23:41:23.151939Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "dta.index = pd.Index(pd.date_range(\"1700\", end=\"2009\", freq=\"YE-DEC\"))\n", "del dta[\"YEAR\"]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.155962Z", "iopub.status.busy": "2026-07-25T23:41:23.155718Z", "iopub.status.idle": "2026-07-25T23:41:23.483218Z", "shell.execute_reply": "2026-07-25T23:41:23.482285Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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773rXu3DDDTdgaGgI55xzDr71rW8hGo3iC1/4guvfddNNN6Grq0v8Ghoa0vnUGYZhGIZhGIZZBiwIRdsutEnRnkpmkDd5fStTf7QV2iMjI/jxj3+8SM2uRCKRwI4dO7B3717Xn7nxxhsxPT0tfh09elTl02UYhmEYhmEYZhlSaUabUsdNC5he4Dltpv5om9H+6le/ing8jte97nU1fzaXy+GZZ57Beeed5/oz8Xgc8Xhc5VNkGIZhGIZhGGaZk6ygaEfDIXQmIphJ5TAxnxF7tRmmXmhTtG+++Wa87nWvQ0dHx6I/+8M//EM89NBDyOVyGB0dxTvf+U6Mjo7ibW97m66nwzAMwzAMwzDMCoSs484ZbQCiuJ7kQDSmAUgV2nfccQfa29vFWq7rr78e7e3t+JM/+ZOSn/vtb3+Lp556ytU2/vrXvx7vfve70dnZia1bt+LQoUO46667cM455/j8z2AYhmEYhmEYphkhRbslWmrW7SkW2uNzXGgz9UfKOv685z0Pp06dWvT70Wi05J8vuugizM7Ouu7JvuKKK3DFFVcgn88jHA5X/BmGYRiGYRiGYZhaLBRTx1vLFO0+VrSZBiJVaIfDYdfi2Uk0Gl1UfLv9fQzDMAzDMAzDMH6pNKMN2IFovOKLaQRa13sxDMMwDMMwDMPoRKSOu8xoc6HNNAIutBmGYRiGYRiGWbZU2qMNOMLQuNBmGgAX2gzDMAzDMAzDLFvsMLQy6ziFoXGhzTQALrQZhmEYhmEYhlm2JIV1vDR+qreVw9CYxsGFNsMwDMMwDMMwyxa31PHedp7RZhoHF9oMwzAMwzAMwyxbXMPQOHWcaSBcaDMMwzAMwzAMs2wR671cZrSTmTxSxWKcYeoFF9oMwzAMwzAMwyxb7NTx0hntzkQEkZABgOe0mfrDhTbDMAzDMAzDMMsWkToeKy1tDMOwk8fnuNBm6gsX2gzDMAzDMAzDLFsWMpVTxwFOHmcaBxfaDMMwDMMwDMMsS3J5E5m8CWDxjDYA9LZxIBrTGLjQZhiGYRiGYRhmWbLgCDkrTx0HuNBmGgcX2gzDMAzDMAzDLEvINh4ygHhkcWnT0xYFAExyoc3UGS60GYZhGIZhGIZZloggtGgYhmEs+vPetjgAYJwLbabOcKHNMAzDMAzDMMyyJFklCA0AeluLijaHoTF1hgtthmEYhmEYhmGWJQvZHACgtcJ8NgCx3otntJl6w4U2wzAMwzAMwzDLElK0XQvt4nqvqWS2bs+JYQAutBmGYRiGYRiGWabYO7QrF9pt8cLvU0HO6OPxY9P4ux8/gZkUNzUALrQZhmEYhmEYhlmm0HovN0W7JVqY3eZCWz+fu+MZfPk3h/CjR040+qksCbjQZhiGYRiGYRhmWeJMHa8EFeALmVzdnlOzQkr2wbH5Bj+TpQEX2gzDMAzDMAzDLEtqpY5ToZ3M5mFZVt2eVyN5ZmQWt+0+KWz19SKVNQEAh8eTdX3cpUrlTyTDMAzDMAzDMMwSh5TqVjdFO14odyyrUAi6zXKvJN719Yewd3gOHfEIXnX+Wrzhko3YsaZT++Omijb+IxOsaAOsaDMMo5nP/3o/XvbJO3mtBsMwDMMwyqEZbbcC2mkpTzaJfXx8rnDmmk3n8LV7j+AV/3Y3jtRBZbYL7WTTuAeqwYU2wzBa+cHDx/H08CzuPzjR6KfCMAzDMMwKo9Z6r3DIQDwSKvnZlU46V7Bwf/TV52B9TwvypoXdJ6a1Py5Zx1NZEyOzae2Pt9TxZR1PpVI4dOgQ1q5di87OUhvC+Pg4RkdHS34vHA5j+/bti/6eZDKJ4eFhrF27FvF43M9TYRhmiUMX++kFVrQZhmEYhlHLQo1Cm/4snTObptAmZfkFpw3gvgMTODZ5vC4BZemc/foeHk9isDOh/TGXMlKK9pEjR/AXf/EX2LJlC3bs2IEf/ehHi37m3//933H++efj6quvFr/e8IY3LPq5D37wg+jr68Oll16Kvr4+fPKTn/T/X8EwzJIlXbzYTyV5pyLDMAzDMGqh4jnhMqMNAK0xWvG18q3jubyJnFmwbccjIWzqbwMAHKpDoU2KNgAcHuc5bSlF++6778aaNWvw+OOPo7+/3/XnzjvvPNx7772uf37LLbfgU5/6FO644w5ccskl+OlPf4rf//3fx5lnnomXvexlMk+JYZglTqqoaE9yoc0wDMMwK56nTs7gIz95En9xxem4YEOP9sezrePuZY294mvlK9qZvF3sxqOOQrsOhS/NywOFOe1mR6rQfv3rX+/5Z48fP45EIoG+vr5Ff/aFL3wBr371q3HJJZcAAK666iq84AUvwOc//3kutBlmhUGKNlvHGYZhGGbl85PHTuI3z4xjTdeRuhTaC9li6ngN6zjQHDPaaYeqHI+EsbmvUGgfHNNb+GbzJvKmHYDGK740haHdd999uOCCC7BhwwZs3boVt956q/gz0zTx0EMP4dJLLy35d5797GfjwQcf1PF0GIZpIELRnmdFm2EYhmFWOlTM1iPlGrBV6mpru+jP5pvAOk7ZONGwgXDIwKb+VgDA2Fwasyl9Z7FUtrSJcZgVbfWF9llnnYWHHnoIw8PDmJ6exutf/3r8wR/8AR599FEAwOzsLDKZzCLreX9/P8bGxlz/3nQ6jZmZmZJfDMMsbXKO7uYUK9oMwzAMs+JJ5ewVT/WgVuo4ALQVbeXNYB2ngjceKbweHYko+ttjAPSqzM75bAA4wjPa6gvta665Bueffz4AIBKJ4MMf/jA2bNiAr3/96wAKCeQAkMmUHrrT6TQiEXcn+0033YSuri7xa2hoSPVTZxhGMaRmAxyGxjAMwzDNAFmXT82kFqmcOqC54GqFdkszWceLZy9aaQYAm4R9XF/xS+91OGQAKGTzzGhU0JcD2vdoG4aBoaEhHDlyBADQ3t6O7u5unDx5suTnTp06hfXr17v+PTfeeCOmp6fFr6NHj2p93gzDBCftuMFyoc0wDMMwK5+UY8XTsUn9qra31PFiGFodCv9GQyu2SgrtOiSP0+N2JCJCQa/X+MBSRXmhnc2WHqanp6fx2GOP4bTTThO/d/nll+O2224T/2xZFn7605/i8ssvd/174/E4Ojs7S34xDLO0KVG02TrOMAzDMCuedJ2Tpxc8pY43z3ovoWg7Gg+bi4X2QY12brKOJyJhbOgtzIU3eyCaVOp4MpkUyjQAnDx5Env27EF3dzdWr14NoFBEv+Utb8H555+PsbExfOQjH0E8Hse73vUu8e/99V//NZ797GfjAx/4AF75ylfiK1/5Ck6ePIn3vve9iv6zGIZZCjhvtqmsiVQ2X7XjzDAMwzDM8sY5q6tb0bQsSxTPXlLH59NNoGhn3a3jOhVtcgskoiFs7GvDQ0emcHiiuee0pRTtRx99FFdffTWuvvpqnH766di1axeuvvpqfPaznxU/8+1vfxtPPPEE3v3ud+PjH/84nve85+Hxxx8XhTgAXHjhhfjlL3+Jxx9/HO985zsxNjaGO++8E1u2bFH3X8YwTMMpD8Zg+zjDMAzDrGycc9m6k6czeRO0Uapa6ngz7dEWYWgOYYOSxw9pDUOzLfykaDsbLfPple8mKEdK0b7sssuwZ8+eqj+zfv16fPrTn675dz33uc/Fc5/7XJmHZxhmmZHOld7QJpMZrO5KNOjZMAzDMAyjG+eM9lHNhbazcG6p4phrIet4U8xouyvaE/MZTC9k0dUSVf64wjoeDWNjX6l1/CO3Pombf3MQX7/+Uly2tU/5Yy9VtIehMQzTvLCizTAMwzDNRYl1XHOhTUFo0bCBaNi9rLEV7ZWvqlYKQ2uLRzDQEQegzz6eKrGOFxXtiSTu3jeGL919EKYFPHZsSstjL1W40GYYRhvlivY0B6IxDMMwzIomVRaGZlmWtseiQruamg002Yy2ULRLXxORPK4pEK3UOl54rBPTC/ir7z0mfqYZUt+dcKHNMIw2yhXtSVa0GYZhGGZFk3ZsHEllTYzOprU9lpfEceefN4N13KksO9lUVJl17dKmTTOJSBj97TG0xsKwLOD41IL4mWaYkXfChTbDMNooV7TZOs4wDMMwKxsq9EJG4Z912se9JI47/7w5rOM1FG1NhXbaUeAbhiEC0QDgok09AFjRZhiGUUZ60Yw2W8cZhmEYZiVD9/6NxQAunbuUqXCrljju/PNkEyiqYr1XmaK9uY92aet5P0itpjWuZ6zuAAD8fxdvwAvPGCj5mWZBKnWcYRhGBla0GYZhGKZ5yJsWMvlCobd9oB0Hx+a1KtoLHme028g63gSFXqUwNEC/ok1p81Ro/9XLz8ClW/pw9fnr8M37jwBgRZthGEYZi2e0WdFmGIZhmJWKs8F+2mBB0dS54ouK+likeknTKhTtJraOFxXt6YUsJufVn8ec670AYE1XC1538QYkomHRCElxoc0wDKMGuuF2xAud5KkFVrQZhmEYZqXibLBvH2wHABzWWGhn84VE82qrvQDbOp7KmjBNfSnoSwG3MLSWWBirOxMA9CSPuz0uPTbQHI4CJ1xoMwyjDbrhDnQWdjdOs3WcYRgFjM6mcXJ6ofYPMgxTV6jYioYNbC5alXVax3NFRTsaNqr+nDMsbaXbl90UbQAY7CoU2mNz+hVtJ6Ror/TXvhwutBmG0QYp2quLF3a2jjPLlVzexIHROa37YBlvWJaFV/7b3bjyU3c1nQ2RYZY6aceKJ0qdHp1NawvByhbV6UioekmTiIRhFGvx+RVuH7cL7cWvSV9bDAAwPqd+5ZqY0a7wuC0i9b25rtlcaDMMow3qbg4WrUpTC1kuVJhlycf/92m86BO/xs+fHG70U2l60jkTp2ZSmF7IYmRG335ehmHkoeZXPBpGV0sUHYnC6JguVZsU7UgNRTsUMmxVdYUXe2nxHlQptDXMaNvrvdwV7WZrjnKhzTCMNoSiXSy0Mzmz6WxDzMrgkSNTAIB9I3ONfSJMydpAdskwzNIiVbZLeWNfQdXWV2h7m9EGnIFoK/sc4nQVlNPbToq2+mvnQrVCO8bWcYZhGKWQot3bFhPzU7zii1mOHJ8qzAPPpla25XA54Ew15kKbYZYW5XO6ZB/XVWhnzaKiHaquaAPNE8iVqqJo97cVMnMm5jVYx8V7X8E6Hm2O174cLrQZhtFG2rFTsaul0EXlgzGz3MjlTZyaTgEAZlPcKGo0pNYA3LhjmKWGvUu5UGJs6C0Eon3r/iM4rCHpmhTtiAdF296lvbIbptXC0Ho1WsdTHhRtto4zDMMogrqb8UgIPa1RAJw8ziw/hmfTyBUDd1jRbjysaDPM0kXM6RaLvNdeNIS+thj2jczhFf92N375lNqcC6+p40DzKNrVwtB0WserFtrF38vmLWTz5qI/X6lwoc0wjDacinZ3sdDmXdrMcuP4pL1GihXtxpMqmdHm94NhlhKiwV5UtDf3t+HW9zwX52/oxmwqh7d95QH87IlTyh7Pa+o4YM9or/gwtOLZq1KhbVvH67vey/l7zaRqc6HNMIw2nF3V7la2jjPLk+NT9mwhK9qNp9Q6ztcThllKpMoUbQBY09WCb7/9Mrz87NUAgJ/tVldoSynaUbKOr+xCL12l4BWK9nxa+RaYdNnYgJN4JAQao2+mQDQutBmG0Yazu9ndUlS0WYFilhmlijYX2o3GaR3n6wnDLC1E4nVZkReLhHDZ1j4AagutrJjRrl1ot8XJOr6yr+NC0a6y3iubtzCbVvs6kFOgUtq5YTTPejUnXGgzDKMNp31JWMdZgWKWGcfYOr6kcCra7JBhmKVFtcRrUWgpLbQpdZzXexHprHsYWiIaRlvxdVA9p51yabIQzbjiiwtthmG04bQvkXVcpwL1w0eO4+J/+AVu+ulTXNAzyqDVXgAr2ksB5x5tVrQZZmlRbU63RcOMtL1Hm63jRLUwNADoa1e/4iubN5Evzsu3uBTaCVa0GYZh1OG0L9UjDO2XT41gZDaNL9x5AM//2O34/K/3wzTVziAxzYfTOj6XyfFnqsFw6jjDLF3Eeq8KaqoWRZv2aHtY72WHoa3chqlpWsjkqxfatOJrTKGi7Qw4q+RmAPS8/0sdLrQZhtGG6GxHwugRira+gzF1qdtiYcykcvin/9mD7z54VNvjMSsfy7JKFG3LKhTbTONgRZthli72iqcK1nGNinYkVFvRbo2vfOu4c7TGzcJNc9oqk8fpvGcY7gV+axPu0uZCm2EYbZQo2nUIQ6OL999ffTZef8kGAMDvDk1qezxm5TM6l0Y6ZyJk2Ac5to83FqeiPZfOIZNrnp2sDLPUSVWZD9ahaOZMSh33oGhHm6HQdijLrtZxHYW2ncljGJWbHokmeP3L4UKbYRgt5E1LpIEmImHHei99hTYlibbFI3jO1n4AwDMjc9oej1n5kG18sDOBrmKziAPRGku6rLCeWmD7OMMsFdJ1VrSzYkbbi3WcZrRXbrOUro/hkOFqp+8t7tIem1M3o22v9qqsogN63v+lDhfaDMNooaSr6pjRnl7IKN/dSFCXtCUaxraBdgDA/pE5bY/HrHzINr6uuwUdicIhjRXtxrKo0Gb7OMMsGVJVCq7WYhiZUkWbUse9hKE1Qeq4nTjuXuL1a1C0FzL2qKAb5GhoJut4xM+/9MQTT+Dhhx/Gc57zHGzevHnRn09NTeGBBx5ANpvFeeedh7Vr15b8+e7du/HII4+U/F4sFsP/+T//x8/TYRhmCZJyzFHGI2H0tBZugtm8hflMHu1xX5efGo9ZuHi3xsLY1N+KkAHMpnMYmU1jsDOh/PGYlQ8p2ut6WkSBx4p2Y0mXHdK40GaYpYO9bWRxoZeIFX5vIZuHZVmuFmMZcqb31HHao72Sw7i8KMsUhqZyvZfdYHEv8JtxvZfUSff+++/H+973PoyMjGDPnj34z//8z0WF9gc+8AF89atfxRlnnIFwOIy77roLH/jAB/DXf/3X4md+8IMf4NOf/jRe9rKXid9ra2vjQpthVhB0sY+GDYRDBhLREGKREDI5E1PJjJZCWyjasTDikTA29rXh4Ng8nhmZ40Kb8QXt0F7f04LR2YLNjhXtxlKuaHPyOMMsHaop2qRoWlbhe1ytGPSKzB5tWu81n1651/CUB0Wb1nuNa5jRrmodF+u9midXQ+qkOz8/j7/7u7/D5Zdf7tqF2r59O/bu3YvW1lYAwE9/+lP83u/9Hl7ykpfg0ksvFT+3detWfO1rXwvw1BmGWco4E8cBwDAM9LRGMTyTxlQyi/U96h9zwWEdB4Ctq9pFof2cbf3qH5BZ8djW8VYx7z/DhXZDWWwd50KbYZYKXsLQgML9WkWhLbNHu7UJZoRFCG21Qlso2upmtKvtTyfo/U9mm+ceKjWj/cIXvhCXX3551Z9561vfKopsALjqqqsQi8Xw2GOPlfzc/Pw8fvjDH+JnP/sZTp06JfM0GIZZBjgTx4nuFlrxpcfquSCs44UeIs1pcyAa4xendbw9zmFoSwFn/gOgN2CRYRg5qq33ioRDiIVt+7gKsiat9/K+Rzu5gq3L1Iis1OggKHV8MqkuM6fa+06QdTy1ghsd5WgPQ7vjjjuQyWRwzjnnlPz+sWPH8MUvfhEf/vCHsWnTJvzjP/5j1b8nnU5jZmam5BfDMEuXSl3tzhYKk1J/MM7kTDGrRRdzLrSZIFiWhWOTSQBLJwzt6EQSptnc4X5px75WgK3jDLOUqGUhpkJMVSCZTBhaa5xSx1duoVdJ5CiHZrSzeUuZQ8uLdTyhYb3bUkdroT02NobrrrsO11xzDS677DLx+y95yUtw5MgR/OQnP8FvfvMbfPOb38QHP/hB/OxnP3P9u2666SZ0dXWJX0NDQzqfOsMwAaHAIufFvq14k5vTMB/ltIKRPUkU2qNcaDPyTC9kMV/8XK3vaUFnQl+jyAv/+8QpPO9jt+Nffr63IY+/VCDFpr84Zzg1z4o2wywVas0Ik+NMVfJ0Tma9V/FskMmZokBfaZSP7VUiHgmLnBxV9vFUrvbjCut+dmW+9pXQVmhPTU3hZS97GdasWYOvfvWrJX926aWXoqOjQ/zzNddcg507d+LWW291/ftuvPFGTE9Pi19Hjx7V9dQZhlFApYsuFdo6gkho5icSMhAr3uC3rmoDAIzOpjG9wIdxRg4KQutvjyERDaMjQdbxxijaT54sOLmeOtncji5SbFYXAw5Z0WaYpUOt1GvVydNZk8LQvK/3AlaufdyLog3Y9nFVK77IDl7VOh5d+TPy5WgptKempvDSl74U8Xgct912G9rb22v+O21tbRgbG3P983g8js7OzpJfDMMsXSoq2sWb3LyGi+yCI3Gc6EhExWGc7eOMLM4d2gAabh2fLB6Ippq8aUSKzWBnUdHmGW2GWTLUCsUSgVjKrOPFGW0PinY8EgLV4yu12POyRxuw7eNjilZ8eUodF00WDkPzzfT0NK644gpEo1HcdtttJco1cfz48ZJ/PnjwIB566CFccsklqp8OU4VUNo/D4/ONfhrMCqWaoq3DOk437dZY6UWe7OP7udBmJDnmCEID4FC0G1PYTRQLymZXcEmxoZV9UwvN/XowzFIiXWOfcovi5G+ygHtJHTcMA22xlT2n7SUMDQD62gqNSmWKtof93YkmVLSl1nudOnUKv/jFL8Q///a3vwUAbNu2Tazuuuqqq/DUU0/hYx/7GH70ox+Jnz333HNx7rnnAgCuvfZanH322Tj//PMxNjaGz33uc7jgggvw9re/PfB/EOOd//vtR/A/u0/htj97Hs5YzQ4BRi2VFG2aCUrqmNHOlq72IrYNtOPuZ8Z4TpuR5rjYoV3YpLFUFO3pJldw6SBpW8eb+/VgmKVC3rSQLSrMbrO6wj6sSNXM5L2njgOFQn82nVuxu7S9rPcC1K/4klnv1Uwz2lKF9vj4OG677TYAwBve8AbMzMzgtttuwwtf+EJRaJ9++unYvHkzfvOb35T8u62traLQvvPOO/HNb34T9913H1pbW/Fv//ZvePWrX+26m5vRA1lpdx+f4UKbUU51RVundbz0ssbJ44xfhmdSAIA1XYWCrtGF9oTDOm5ZVtPeM8kaOVh8X6aKK2qa9fVgmKWCM+Cs5ox2Rk2xlTO9K9qAM5BrZaqqIoyuxo5ymtEeV6Voe1jvRa+9qiC85YBUoX3WWWfha1/7WtWfufnmm2s/aCSCN73pTXjTm94k8/CMYsg2c2p6ocHPhFmJVJ3RboB1fN/IrPLHZFY2dBCjBhFZx2caZB0ny3jetDCbzqGz+HyajfIwtGzewnwmLxwzDMM0BmcB5aaotihe8SQzow3YzfiVax33pmjTjLYy67gHRbsZrePa92gzS5dkplDsnJxONfiZMCuRdLXU8YwO63jh76xkHQcK87bN1EVlglN+YKH1XnPpXN13WVuWVXIgauaVVnRt6WmNiQ0Dk4oOiwzD+IecbLFwCCGXFHA7eVrNOSCb9546DtgNf1WPv9QQYWgeU8fH51Wt9yoq2lUKfHIzJDW/9scmk/jz7zyC3centT6OF7jQbmIo+ZnskQyjkvrv0S7cXFrKFO2+thi6W6OwLGA/z2kzEtjprYXPFCnalqWnWVSNhWxeFJhAcweAiSZeNISe1sJ7wsnjDNN4UhXu++WoXu+VM73v0XY+/ryGEbalgGwY2riq1PFM7TA0arKkNM9o//dDx/H9h47j3361T+vjeIEL7SYlmzeRKX4ZWdFmdJDKLV4xYYehqb/BUYe03DpuGAa2reI5bUYecWApHhoT0ZBQTeo9p11u72vmADDRxIuE0dNaUGWaPYmdYZYCUiueFMxoW5aFvCi05Wa0V/webY/WcWUz2h5Sx+m1z+RNkRavg7FiwNsDhyZhWfV1n5XDhXaT4pxNOcWFNqOBdIUbrl5Fu3LqOABsLRbah8aSyh+XWbmUH1gMw2hYINpkmVV8qokLS2cDpJsU7SbfLc4wSwGn28QNlanjlHAOeJ/Rbi3OaK9U67iXWWkA6G8vKNqT8xklo1AyM9qALcbogFZhjs9nsH+0sWuMudBuUpzzEePzGXGgZBhViOTLSIUwNA03OOpOl1vHAaC/g1UvRp5KFrxG7dKeKPvsNqtVOpc3hVU0HgkJRbuZGw8Ms1QQinYV23Krwj3alDgO+FC0V2ggl1dFu6etcC/LmZaSgE8vqePxSAi0HELnnLYzs+N3hya0PY4XuNBuUspnU0Zm1IQhMAyRrmAjEmFoGhXtcus4ALaXMr4Q84aOA0vjFG0utIGC5ZCIR8Lopu92E4fDMcxSIS2TPK3Aul2iaHvco73yC+3FIkcl4pGwuJ+psI97GRswDMOe01a03q0SzlGr3x3kQptpAOWdpFMciMYopqKiXSy0s3lLZASoopp1vKuFA5MYeWwbpFPRLhbaGppF1Vg8o92cTaO0I0QnFrHD0Jr19WCYpYQXVZPu0SoKXeecr1dF217vtTKt42mPe7SBQlgsoGbFl1fLuur1bpVwOpzuZ0WbaQTlijYHojGqEfYlp6LtUJtVq9q2dXzxLl22lzJ+SFdoFjXKOl5eSE436UwyNT+iYQPhkGHPaPN3m2EqUs8wKJlALBXrNmmMJBwyYBhsHQccbsIaijYAtCfU5eZ4abIA6lPnK+EctTo2uYCT0wvaHqsWXGg3KYsU7QZ+CJmVSSX7UiQcEv+sOhCtmnW8W6hezVmcMPJYluVoFjXeOk6Kw7ruFgDNq+CmHInjAGzrOH+3GWYR/3HnAez88M/xyNGpujxeJSdbOQmFhZbsDm3AuUd7ZRbaKQlFuzVKwXDBXwsv8/mAc4+6ntd/IZMXr8GW/jYAwP0NtI9zod2kzJd9wE9N84w2oxa3eR1a8aU6EI0STCsX2qxoM3LkTAsUxOoMQ+tssKK9ZVXh4NCsYxDlDTx2qzCMO7c/PYLphSw+U6d9wvYe7dq7lNVYx+V2aANO6/jKLLS9hqEBtrqs4rVIVRi1qvaYKlLnK0FqdiwcwuWnDwBobCAaF9pNSjJdPqPNijajFrdADl2BaHSjqHSRpznOmVRO6+5GZuWQzjlDt5aOor25nwrt5iwsyw+RPexWYRhX6Dr1yz0jODKuf72lmNP1kDqeUpg6HvE4n+18/BU7o+0xDA1QNy+dzZtin3mlnBwnIgxPUxgaBYf2tEVx8eYeAKxoMw2AFG36IvIubUY1boq2XWir7SZXs45TGBrQvLOtjBxpx8FjKRXaZIVr1r3R9g7tUut4szYeGKYa5LyxLOCr9xzS/nj2thEve7TVpY57TRwH1Kq4S5FKayndsFetBbufOeft47VmtDWHodG9sqc1hmdt6gUA7B2eW7S5o15wod2kkKJN6kgjC23qgjErC7euanu8uEtb9Yx21r3QjoRDokBq1gKFkYM+v7FIqCRkp2F7tIvrqzavagdQaBg147WzPKCO3SoM446zIfidB45qV3G9JE8ntFjHJRTtOqReNxKvoWSAuqYDve+GUVtJb9UchkZjVr1tMfS3x8W41QOHJ7U8Xi240G5SSNHeOlA4tA3PphtyaPvBw8dx1oduwy+fGq77YzN6cbvhtsbUpVw6qWYdB3iWk5Gj0g5twFa0Z+qoaFuWZc9oF5ujllX/Yn8pUG4d72qJgvogKlbUMMxKggrt7tYoZlI5/PfDx7U+npcijwqtdM6EGfDcmcnLW8fpjOBcFbiSKHf9VEOVuuy8X9ZKf7f3aGtWtIuryy4uqtr3HxzX8ni14EK7SaGu5sbeVoSMgqo8Plf/QLS7nxlDKmviJ4+drPtjM3pxC+Ro1zSjnRLW8cXrvQA41gA1X3HCyFNphzbgVLTrV2jPpHKiEbqqIy5Sc5txLrn8EBkJh0Tz4YkTMw17Xgyz1Ehl86IQve45mwEAX/ntIa3rvuzVUlXC0ByuM1oH5hdysUQlrONkbVaxXmypYVkWMhIz2q2KEtjdRgUrkdBs3SeLeG9RXLlsax8A4M69Y1oerxZcaDcp9AHvSEQx0JEA0Jhd2lT0PHZ8uu6Pzegl7aJot5F1XOFF1rIssUe7knUc4DVAjBxuow/2jHb9Pkd0cGiLhZGIhpt6LrlSA++8oW4AwMN1WmHEMMuBmeI1yjCAt1y2Ca2xMPYOz+HeA/qCoezVUlXWezmK8KDFFu3RllK0I+r2eC813EI83VBV9HoJwSO0z2gnSxXtF5y2CiEDeHp4Fsen6h/8zIV2k0KKdls8jNVdjSu0Z4rzsvtH55RbiZnGYZqW6KTXI3U840i8dOuodreQot18xQkjT9rFOt7ZgDC08oNDM7sz7Blt+3t+frHQrteuYIZZDtA1qj0eQVdrFC8srjrarVHY8KJshkKGsJYHVVLtPdreyxl6bqncyrOOlxbaXvZoK7KOewjBE48Z09vomCzmmfQW75PdrTFcsKGQPv6rPSNaHrMaXGg3KZT43BqLYHVnodAenmmAor1QOEBalt6LP1NfnBf7RYp2TH2h7bxZuynaPU1cnDDyuCW3knV8Lp3TasF0IqxwxUJb5A0sNF/TyLaO28eXnUOFQ9SjR6fq9p4wzFKHCu3O4jVrbXfhrDcyq++sJwrtGkWemNMNWGyJMDQP6i1BxWDetEShvlKgBnHI8BYQR6N2dbWOR9XY1d0on9EGgBeeUWgy3c6FNlMvhKIda6yi7Vy19Nixqbo/PqOHtGPuyk3RnlO43ou6sdGwgWi48mXNto43X3HCyFOpoAPsjIG8adVtPYxzXQkAdNHu6PnmaxpVso6fvroDsUgI0wtZHKrDrmCGWQ7QeAuNu9CY4PCMvjweL9ZxwC60g1vHaUZbPgwNWHn2cWeDuFYoGWBbx4MX2rXT5gnd1nFn6jjxomKh/dv9Y3V/z7nQblKEoh2PYE1XAxVth7r46DFWtFcKdNGNhAxEwuWFivr1XrUSx4Hmttsy8riF+bXGwggXD3X1so+XHxyEO6MJV9VVso7HIiGcvbYTAPDI0cascGGYpUa5oj3QGQegV9G292jXULQVrXgSe7QlZrSd1/TUCkseF/ctDxZuwLaOJxWljtdzpZgb5Y1pADhjdQfWdCWQypq4Z39908e50G5SKiva9Q0JSGXzJRbjx7nQrhuf+sVe/NV/PaZt76xbkQI4ZrQV7vNcEInj7jf3ZrbbMvJUKugAwDAMoWrXKxCNdmjTZ7i7pfC/003oznALqbPt43wfYRjAXdEemdWvaNer0BaKtouTrRKGYYjrhy5186ePn8Tnf70fd+0brevaQeEo8Gilt1PHg53HZKzjqsYGKuFchelUtA3DEPbxes9pV96Dw6x45h2rkGhG+1SdreNkGzeMwoz2kYkkJuczJXMVjHpM08K//nIfTAt46ZmDeMmZg8ofo9rNtlXHjHbW/jy70cx2W0aeVJVmUUcigumFbN12adsz2hTuUvwsN6E7Q+xrLVNOdm7oBn7DyeMMQ5CiLQptUrR1WsfFei9v1vHgYWhFRVvCOg4UzibpnFky5qaKU9Mp/PE3HoIzLuLMNZ141wu34uVnrxGOKB24ZYu4kVDU8PA6mw+oa7JUYi6dE58Jp6INAC86fQDfuO8IfrVnBB+2LE/WehWwot2kJNN26viarhYAwKmZVF2DZKjQ7mqJYlNfKwDgcQ5E004ym0cxoBvffuColseopmjbe7TVXWTJgtRSpZtKF93pJrTbMvIIRbvCZ8repV0nRXtR6ji5M5rvs+x2kNy5vhsA8NSJGS2HZ4ZZbsyIQrtoHe8oFNpz6ZzSRrcTt7We5bQoCuHKCeu4XDmTELu01bv6njo5A8sCOuIRbO5vAwA8eXIGf/KNh3HFJ3+Nnz85rPwxibSEhRtQuUeb3ncP1nGNYWgkpLREwyX72gHg2dv6EIuEcHxqAftG5pQ/thtcaDchpuncORwRXc5U1qxrEUKzst0tUZxTPCRxIJp+nMXBr/aMaJnXqqZo0x5tlevcyPZUfmF10iNUwOaz2zLyUEFXSZnpqPOKL6Fot5bNaDfhZ9mtiTfU24LethgyeRNPnphpxFNjlgHfuv8Ifvr4yUY/jbpA61PpetUej4jCSpd93M1xUk4LrfdSZh2XV7QBPfblvcOzAIDnn74Kt7/3cjz0Ny/Fn754OzoTEewfnccff/0hbWnnsop2a7Tw2Qi+R1vCOq5xvddEBds40RqL4LItfQDqax/nQrsJSeXywtLSFg8jEQ2LD+WpOgaiCUW7NYbz1ncBAB7jOW3tzDmKg7xp4XsPHlf+GHQYjlVRtJMqZ7SztWe0aa41mcmz4sXUpFqoTL13afMebRu3GW3DMLCzuE/7UbaPMxWYnM/g/d9/HH/27UeQN1f+GrjZMkXbMAyhao9oOuvJrvdSZx2XVLQjVOypL3ifLhbapw92ACgUff/3pafhrr96EQAgkzdLzmEqqeYmrEQiZjc8gjhaUx5D8AB1ifOVmBSrvaIV//zZWwuFdj3XCUsX2plMBt/4xjfw3ve+Fw899FDFn5mdncUXv/hFfPCDH8Qtt9yCVGrxF9rLzzB6IMuuYdgXm8HO+q/4IjWmqyWKc9ZxoV0vyudKv/vAUeUjA9UV7cZYxzsSEdBo1HQTFiiMHNWUgc4WSv2uj6Jcvke7mVfVVbP0n1d0Rj3ChTZTAWruZ3JmXQOqGkV5GBoADHTqDURL5SSt44H3aBc3nEgr2vrC0PYNF2zJpw22l/x+V0tUnFFUOvqcuK2ldINybSwLJeHEssis90poXO9VKXHcCTWrdY1OVEKq0P7xj3+MLVu24Ec/+hE+8YlP4Mknn1z0M2NjY7jggguwa9cuAMAnPvEJPOc5z8H8/LzUzzD6ICWxNRpGqFh59LcXZ/7qeHCjm153SxRnr+uCYRQUdV2dVqYAXeA39rWiNRbGgbF5/O6Q2pU4VVPHixf2TN5EJsCF3Ql1xatZx0MhA10tzRsixciRrpLeSisR6xEgmTctMYttp47TjHhO2+aApUq1a8vODd0AuNBmKuPcdDE+ry8QbKkg1nu12OoeKdo61rlm86ZwCtSa1VW1SzlXfLyopKJNjbqUYnebaVrYN1JQtE8rKtpO2jW7oWRCyYBScSKIwiyz3qtVYxhapcRxJ+So1NXoqITUJ3PLli146KGH8K1vfcv1Zz7ykY/AMAzccccd+Id/+Af8+te/xuHDh/GZz3xG6mcYfTh3aBNCoaljAeIMQ2uLR7BtVaH7x6q2XqjLPdiZwCvOXQMA+Pbv1IaieZnRBtR1Fb2s9wLsQqUZlUBGDrugW/yZWttdCJA8MaV/JeL0QlaM+pBlvMtxcG62cD836zhgB6IdGk+ya4VZhNOmPDa78u8Bs+kKinZxxdeoBkXbqYjWVrSLluXA1nG/irYe6/jRySRSWROxSAgb+9oW/XmH5kJPVtEOhwwx4hek8JVRtKm4z+RM5SMctRTtNvH61298UKrQPuusszAwMFD1Z37wgx/g2muvRUtL4SDS29uLV77ylfjBD34g9TOMPpw7tAlSSOp5aBOKdvHweG7xkPQEB9lohWaDOuIRvPaiIQCFnY8qZ6arqU6RcEj8vqqbDYX7tUSrbyxs5tlWRg6xj7TCgYUK7eNT+hVtOjh0JiJiV2wkHBKH52ZLHk9XsaZ2tUbF/Pzo3MpXLBk5nIpdUynajkJ7kFZ8aSi0nTbsWjPCrYpSx6nQltmjDdghl6qt43uLtvGtq9orrvEiRXsuree6bTuxvCnagJpd2raS7iF13FF7qH79ayvahcdestbxWqTTaRw+fBhbt24t+f2tW7di7969nn/G7e+emZkp+cX4Y17YbO2Lb1cDFG16LHrsdd2FTusYH5C04tytecGGHvS2xbCQzePgmLrRjVrdTTsQTc1F1raOV7+kibVIrGgzNajWLFpXR0Xb7eDQ06Sf5VphP/VevcYsH5z3Gx2K7lKjPAwNsHdp67COi8TxSKjmjmI6GyQDz2j736MN6Ci0KQitveKf09lHl3VcNgwNKIyRAqqs47UL/MLnA4EfsxJC0XYptO2MoGVaaCeTSQBAZ2dnye93dXWJ+WsvP1OJm266CV1dXeLX0NCQyqfeVIgd2k5Fu6j0zTRA0aZCu5kDfurJbPH9b09EYBiGmDdVeeOtdbFvVbziS+QOxDwq2k2mAjLyVAtDo+/M9EJW+6yX28GhWd0ZtRSbeq9eY5YPC1nnjPbKPmdYlrVovRdgW8f1KNruYx3lKE8d97lHO0gAWCWo0N5eYT4bcFqXNVvHJQrthIJd2tWcRuUYhiHef+WK9jzlmVROHaeMoCU7o12LtrY2GIaBqampkt+fmppCR0eH55+pxI033ojp6Wnx6+hRtTOlzQR1kJwz2kLRruce7bJCm+L4m+3gWG/sJNLC620HO6m78dZStOlip2xGu/h41VLHAZ7RZrxjHxwq7dG2LconNava5Tu0Cbsx2VzXy1oziJ3F61o9D1LM8sC56WJshSvaqawpgsKcivZgHRRtL8VWq6JdykttjzZZx093KbQ7NCuqMu8BQe9FEHcBBdtWWulaCVVheOWIPdouM9rkKEjnzLoFiSottGOxGLZu3Yqnn3665Pf37NmDHTt2eP6ZSsTjcXR2dpb8YvxRaUa7q7hjuJ4z2jNiRrt0ZU29VuY0KzSjTRccWu12alpdwVBL0W5XfLOh2aJqqeOAnUUwNd9cxQkjT1rYICt/puw5bc2FdrL0OkmIz3KTNY1qXluEos3fcaaUhZIZ7ZX9vaHPf8goPeutKiras6mc8iIzLbFLWVjHA2bD+N6jraHQzuVN7B+h1V6VC20xo63NOi6vaLdGg8/Lp4tFa8yjsyChyNFQzqRH6zigdsVsNZQW2gBw7bXX4jvf+Q6mpwvJ0cePH8ett96Ka6+9VupnGH3Mi4TmSjPa9bv5OPdoA/bBcZKLIK2UB6SspkJbpXW8lqKt2D6V9Jg63t3GzRzGG7UOLPactt5AtLkKycGAbY1rNgdQiq3jjE+c86ArPQtmxtFQd85LdyYiwqUzMqP2NbCdbN4DsRYCpn6TKhmNSCraIgxNnap5eCKJTN5ESzSM9T0tFX9GzGjrso6LEE/virYS6zg1pj2mnbdoWPFlmlbNMLRYJCSaAXMKA4CrUX2gsYx9+/bhC1/4gvjnb37zm3jkkUdwySWXiCL5/e9/P/73f/8XF110EZ73vOfh5z//OS6++GK84x3vEP+el59h9CFmtB1rlmjeb3qhPh8807QWpY43a7hPvZlzzGgDwGqyjiu86dZSneizpywMTaSOe1O0m81uy8hTy6JcrxVfzvBCJ11N6gCqHYZWeJ1muNBmykg6Z7TnVvb3hhRt5w5toDAfO9CRwJGJJIZnU9jQ16rsMRtjHQ+4R1thobdPzGe3I+QSzqZf0Q4QhhbEOi6paKua0Xcym8rBLFuFWYm2eBiZpFm3QDSpQjsej2P16tUAgI9//OPi97u6usT/7+zsxD333IOf/vSnOHLkCK699lpcccUVCDm+BF5+htFHNUV7eiEDy7JqJkYGZS5jfyHEjHbx4DifySOTMz3PejByiBnteOF1F4W2Qut4tdVIgPpAioUKn+lKcDOH8Uq1PdpA/QrtOZdCmxTtRjaNkpkcPv3Lfdi5vhsvP2eN9sezLKtmA4RTxxk3kg6r6Ohcui5nnUZRKXGcGOiI48hEUrmiLXItPKyWalFmHQ+4R1thGNrTpwq28e0D7nlTddujLXF+blGw3ktWSdehaNN8dns8UnW9WVs8gsmk/iBTQqrQ3rBhA9773vfW/LloNIpXvepVgX+G0UPFPdrFQ1s2b2Ehm69ZsARlung4jEdC4oLXkYggZACmVVBpKB2TUctsuaItZrTVp47Xso6r6igmPa/3ak67LSNPukaC7triOkLdM9ri+xovPTA3YlOEk7l0Dtfd8jvcf3ACqzsTdSm0s3kLVrFBy9ZxRhangyqTMzGbzonwvJWGmxMGsHNZRmbVjr2kJOzDqmZ0cwFTx1Uq2ntHiqu9Vlde7QXoTx233wPv1nG70PbfdFgKira9oaP6d1p1RlAtWDJsQigAwJk63hINi9TGehQh5au9ACAUMhqyz7vZKFfISNGeSeUCd5eJWkWK8jA0YR33uN4rmYVFJ3aGqYBQtF0OjWJGW6ETpBIivLDcOt7Aa+VMKou33Hw/7j84AQAYnk2J1Fmd0HsC1N6jrcuaySxfnOu9gJVtHxfW8QqF9qoOSh7XNaMtYx0POKNNqeOye7QjOq3j7oq2/j3afsLQyDoeRNEuvI6NTB1329BRTr13aXOh3YRUUrQNw6hr8nj5fDYh1i+t8ETQRiI63UWFrCMRFZ8FVap2yquirWpG22MYGn2+MnlT+VoJZmVRa18zWcdPTaeQN/U1bUj56IiXF9qNmdHO5U28edf9ePDwJDoTEUTDBixLz7qgcpw7b10LbRE2xM1appTyTJCVHIg2U7bG08lAccWXNkVbYo92Jh9szZL/PdqFx08rCkPL5EwcGJ0H4L7aC7AbprqKPLvQ9qNoB5/R9lrgq3jMcsg67pY4TtiugmWaOs4sfSop2gDQ1VL453ooJPQYXS2V7ZAcVqWHnKPAdFrKBrvUJo/XUrQpDE3FzcayLNE8qrXeqzVmOzf4M8ZUo9oebaAw5xgOGcjmLa0HdlKmyhVtEWBZ58/xo8em8cjRKbTFwvjGDZdiTVeh4XBS4eiJG2nHrla32Vq2jjNulBfa4yu40K5qHS+O5SlPHZdY7+W8Vwdpevvfo120jufUFFvDMynkTAvxSAhrutzHHkng0DejLZf+DQQvei3LEo4mr4U2nQFVvg5eFe12hedPL3Ch3YRUUrQBe09rPRVtUmUWPwdWtHXgvKg5D+5rutTOaady1eeEVIahZfKmCNarVWgbhiE+Y+yaYNwwTcvRoa/8mYqEQyLfQOectlC0XazjM6mcVkW9HJoJ37yqDWev6xLXjpOaLfSAc7e5+9HFDkPjQpsphc4+9PkZXdHWcfdCW5+i7X29VzwSAvXKghTaS2WP9nym8jq1cnSnjov3QELRDpo6njMtcQbzqqTrsG+TeNJVJXEcUB/GWwsutJuQSqnjQGnyuG7I7siKdn2hm28iGkLUYbUaVLxLu7aire4i6+zC1lrvBdhpzfVoKDHLk0y+tkUZsAPRdCaPzzr24TpxXjvrGYgm1gMWn49daNdP0a6mmNmKNn+/mVJI0aYdxytZ0a5mHbfD0BSnjtN6Lw/FlmEYSgKxcr5Tx9Xu0bYDWav/t9N1cy6Tg6mhQRpE0U75fB+c+RxeZ7TbYzQ+qK7Ypdqlh2e0mUZTaY82YO8YXhIz2rx+SQv2ob30dSdlbljRYbnWvI4dhha8m0w3uGjYKGkeuNHdwp8xpjrOub3qhbbeFV+ZnCmKy46y72w0HBLfo3o2jRYV2sXX4KTm9HXAW9AP79Fm3KCCbkNvYXf0Sp7Rpnt9pVT1gWIY2lQyqzQMzEsjzImKQCyxR1uy0I4rDkOjz1ZbjY09dH2yrGB7q92oJXJUoqX4nMtHKzw/po9Cu01DKNzkfOE+2FND0ebUcUY78y7BUZ11TLGddpnRpi/I1DyrETqgQ3J5EqlqVYou9rFw5RtuK83IKOhmik6yx5s7uyaYWpAqEA4ZVUN27EJbj5rrPAiUN0YBR/J4HQvt+bJCe209FW0J63ihScGBh4xNsqzQbobU8UrW8a6WqCiIRhWq2lS0erGOA2oCsZaKddyroh2PhBAuJqTrsI/7CUMLah0nRTsSMsR/Wy10hMIJp6xHRZvD0Bht0JxSuXW8u46WWjdFm74g9U7SbRbcgpXISqYqOVgo2i43XJUdRbpRet39LlZ88Yw240LKoypAhbauGW3q9rdEwxULfnvFV/0+y/Sc6LCyugFhaNUOkU6LPa/4YpzQ2WeoiRTtSoW2YRhC1VZpH7cLbUlFO1ChHdA6rmgtoX2urp0TI+zjGjYjCOu4lKIdzDpOj+lVzQbUuhoJEgm7W2op2hyGxmgkkzNFB7Dc4lJPdcQtdbyH1UatuAUrrVacOk4dzpiLGtimwTpeq5NM9LYVDhgTbB1nXPB6WFmneUabVlRVOiwD9W2OEuWKdl3D0HLVG3hAwYVAQZ8ciMYQ2bx99mkORZvu9ZWLDlFoK1zL57VBSQhFO4h1PE+p4/4U7UzOVDIrnfS4YhRwzGkrVlQty5LaZU7Q++B3j7Zs4jjgVJVVzmhXFvDcHlvlfHg1uNBuMkqCoxaljhdTbOuaOl55RrueCk0zMeMSrESF9uhsOtBOSyLjWMNTCQrCyOTNkiANP4jVXh5vLP3thc/YSj5kMcHwar/TPaNNimy5A4XoqmOuBuFM1wXsQntsLqPdqu11Ty8njzPlOOdPSdEeXcGKNoWhlY+JEQMd6gPRam0bKUfFjLZtHZdVtO3nmFagaiddQoYr0aEpebwkxFMiDK01oIU/XeO8V4l2heODhK1oe7WOc6HNaIA+1LFwaNGXoqueM9ouhTbPz+plzqXL3d8WRyRkwLSCHz4sy16N5HbhbXXMmyYDXmht67jXQrvQyV/JtkEmGOmct1lDKrQnk9nAn+NKCAdKvLqiXY9rNlFuHe9ti4nCd3ha73fKawOEk8eZcqiIiIQM0RyaTeVW5By/ZVk1Fe1BDSu+pK3jpKQGSR03fSrajrOJijntBY/WcQDarOPOhoGUdTyghd/PXDgF8qpqNqSyedGwqbXei8PQGK2IOZKKwTr136Pd3eqyRzuZhWXVbzdssyBmtMsO7qGQPbMVdJe2lwTKqKPRE7SrKGsd72NFm6mBndxa/TPVmYiKIlhHIJpI+HZVtMkB1ADrePE5GYZRN/u4V0s/J48z5QjnUyyMrpaoUEBX4n1gIZtHvmiHdhs7GRC5LCpntGmHs0fruIJAshwp2pIz2pFwSHwGUgqaLfMS55B20QhUe31ybstwG9urhG0dz/s6d9dyMFaCwj1VqcrkxA0Z7o1p+7HVz4dXgwvtJoM+WJVWENQrWCebN8WXqzy0gGa0M3kzUJdzuZPO5bXsWHRLHQccc9oBC22vO4hVhWHIpo6zos3UwsssMKHTPu426kE0wjpevt4LsK8dugPRRAOkxnfdto6zos0USDrWLxmGsaIbrlTAhUOGq8K6aimEoSlJHfenaAPO5PHg1vEFiRltXdZlZyPSMLw3Hsjubln+bPQiDE3iPaD7RzpnKhlXnHK4ZEM1xgjaFRf5teBCu8mYr2JvIRvibDonuqE6cM6Ad5YV2i3RsOiKNeue44VMHi/42B14/ZfuVf53z1aZ+VQViOacua524VXV0ZS1jtMBayKZUXKBZ1YeMsmtazUGos257L0n7DC0+l0rKcDHWWivLSaPn9CuaHsL3aHrW70OUszSpzysaiU3XJ2rvdwKLto0ojIMLeNzj3Yw63hxj7bkei/AkTyuwDruts2nEqS4qp7R9hOEBpSKFH6aHhmJxjTR5rh/qFCWydXVU2O1l/Ox59O5ujhnudBuMpLFD3RrBYWE1BHL0qsEUOepIxFZtHPPMAx7l3aTzmnvH53DqZkU7js4obzhMVvl4E433sCKtiNxvFpXlVwVQedkbOu4t/Veva0xGEbhc85ZAEwlZGbO1pCirUHNnauVOl7HXI3y5+Q8KK3pVnPtqIXXBkinJmvmUufeA+N42SfvxIOHJxv9VJYcTus4sLIL7Zkqq70Iveu9lr51HLCv72oKbT+p4/oUbRnCIUMIXH52aYtMHglF2zk+OKtgVp2cuLXmswH73pUzLSVBeLXgQrvJIEW7rcLFIBoOid/XaUV0C0IjKDGwWRVtuvEXCkG1r0G1g/saRYq21wTKDkWHYVnreCQcEl3PlXjIYoLjNd0asA+sowoPrMRcjQNzQ1LHi81a53OiXdo65tSdeA9Da07r+DfvP4Knh2fxxTv3N/qpLDnKrb3kbBpbwdbxDhcnDGA31ifmM4E3fxApSUW7VcF6r6zpb4824FS062sd1+W4kRl5KsdOHpd/Tl5HesrpUDgr7XWHNlA6OluPQDQutJuMWisI6pE8Pk1fCJfOUyOSdIm8aeHnTw4rtVPJ4rzxT8yrPQRUs46rVrRrFSn0eEEDlGTSPgle8cVUQ+bAQmtyRhWm9xKzFeahnVD3fqqeM9plqeMAsFY06TRbx7Pe3hc6wDWbov30qVkAwN37xpQVTyuF+bKzz6qioj2+AputMwvVnTBAIQ8nWixOVa05k2lQAkCieM/2W2jlTQvk/PVnHS8q2krC0MgxUdtZp03R9hjiWQk7eVz+uuFH0QbUzqpPFcenygOWK+HMLqhHIBoX2k0GdW/aKqSOA0BXq/7k8VqKdiN3af/DT57CDV99AH/34yfr/tiE88avuhCsGobWqXZGu5aivb6nsMv02GTAQjsrlzoOAH1tK9c2yARH5sCiw4JJVGuMAfXf0pDO5cWhqmIYmnZFWy51vJkK7VzexIHReQCFovKBQxMNfkZLi/KGrK1or7x7QK3VXkBhTI+aDSqEBcuypMPQqEnpt0GXdWSs+FO0C88zrWS9V7GR4+G/Xdce7ZRP6zjgXLXmR9Gm/en+Cm0VqjIJc251hdtj1yPHgwvtJqO2ol34fZ0KCRXQbkvle9oas0v7O787ipt/cxAAcGwyWdfHduK88Y/Pqz0EVJvRXlO0f56aTgU6tGfyxQTKGhf7dT2FxwteaBdutl6t4wDQ38GFNuOOzKzbAO2jVbgmh5jzmDqeyZtK7I+1cHb/neNHFIY2Pp9RMu/oRtqjNZUKjJkmso4fnkiWbHy4/emRBj6bpUf5Gkia0R5X7BpbCtDIRKWGuhNa8aWiSZjNW6BImYRHRXVTX6HZfmjM33kr58iw8Zc6rs46Ls7WLiKWEzp/zWpStGXD0ABHMF2AGe245HugMv17aqG6U3bxYxeLfB+NBVm40G4yqs1oA3bxq1fRLqqqLp2nrgbMaD9waAIf/MHj4p9VXwBl0GkdrzbzSQVDOmcGev/TOW82ovWi0A7W1KBOsszNpa9t5c7nMcHxWtAB9pqcsbm08pV8tgOl8rWyLRYWu2Cn6pA8TspDSzSMiOP73d0aFYfWYY1jN5w67s7eom2c8idvf3q0gc9m6VEeVtXXri9bodHMeghDAxxuHAXfWaf92quyubGvDUBhW0Hah33buTUkUmOlUyUSWsLQalvHxcYV1Xu0Ayja9L1I+UgdpwJfZo82oNZCPy0xow3oew8qwYV2kyFSx10KbRGuo7HItWcp3Kzj9Bzqo0aMzaXxzq89iGzewplrOgE01nI4psk6nso6bJ8VbsCJaFgUoEFUZq9haOuLac3HA65FopuL16RTwC6OVuJ8HhMcrwUdUFDGDKOgrkwoDy+sbh03DKOumRazFeaz6XmsqUMgmrAo1gxDaz7r+N7hOQDAS3YMIhwy8MzIHI5ONM6ZtdRYyJYWQiKnYyUr2jWKDuHGUdBsoGLVMLwXev3tMbTFwrAs4OiE/Dkgm7cbm+UbbLyQUJB6TiQlsmI6dIeh+bKOF56Tn1VrQtGWfFyl1nGJGW3ADkRj6zijHLFH28WKaO9l1XdooyKO5oPKoRnteinav3xqGGNzGWxZ1YZPvnYngMam1To77CoVbecFpd2l6zrUW7ByBTmgeQ1DI+v4bCoXTEH3YZeyFW0utJnFpCVCfaLhEHqL1yzV9vHZGtZxoL7J43T/qL61QF8gWsrjtaWzCVPH9w4XFO2LNvXgwg09AIA79rKqTdBhvnyP9sR8RvkazUbjVdEeLM5Iq3Ch2LkW1dd6OjEMQ6jah8fnpR8zV0wcj4YNz4/phJT3lILgQJntJ2Qd11do+7GOB1jv5VFcKaddx4y2rHWcC21GNaRou1nHO+uQOv7UyRkAwI6ielwOFfv1mtE+NV04HF+8qReDxQ5vKmuWBG3UE6edWeWMtvPQHnLp/m4szkwdVlBo17rotsYi6C0WvMcDKOgpH4r2Sp7PY4KTklxXskoEoqlVc2kdn5dCux6K9lyVMM26Ktq1UsebUtEuFNrbBztw+RmrAAB37OE5baJ8/VJ/exyRkIG8aSn/3jaaGQ9haIBaRdt2lskVeZv7C4X2oXH5M4fYoe0jcRxQp2jnHfuYG7reS3KPuRNyeviyjvss8O1AMnXrvXq8KtochsboQijaLoqmbkV7eiErFO0zXQvt+qaO0012oCNecqCtx+xGOaZpYWJej3W81k5eANhQVLQP+7jpEXahXfuiu06BfVwknUpc5EUY2gqcz2OCIzvrpjJUiMg6As6qfWdF8ngdZrSrhbORoh10XV81ZPdoJzP5kjnOlUomZ+LgWEERPG2wA5efNgAA+M3+Ma3hdMsJOwyt8NkNhwyRlh+k0bsUsbfLeAxDU+DESWX92Yc3ikA0eUWbLMt+EscB54x2sGuEcw94rdccsK+fmZzpazbdjUCKtkgd919oyyradrEbvN6gmsX7jLa6Hd614EK7yaCurut6L1JHNBXapGav625xtXj01Hk3LB2OV3UmEAmHhPWnEWrIZDIDp4tNpXWcbJTV1LENCqzjXsPQADWBaLLqI+Cwjs9n6rIWiVleyM66UaiQymAlZ6Ov2ne2u57W8Sp7vdd0F63j00sgDM3ZMG2CQLSDY/PImRba4xGs7Upgx5oODHbGkcqauO8gr/kCbEusc/2SikavH1LZvNbPJQkq7TUSsAcUOnFkV3sRm/pI0fZhHS8q2n4SxwFn6niwYovms73OpzuvTyoLPb9rtgBn6riP9V45b5tmyulQVOxm86b4PnlPHS/u0a5D6njt1oskb37zm3HkyJFFv3/ppZfin/7pnwAA//mf/4ldu3aV/Hl7eztuvfVW1U+HKWMuXUPRLiZ+z2g6tD15orptHHAqNFnkTctXyIUMVGjTTacjEcFCNt+Q1TDlKdhKC+10bUVbzEtNyN/0iEzO+8VeHHSCWMd92KXIOp7JmZhN51xTnZnmRFYZ0FJouyR8l1OPcZ/y51RJtSFFW6t13KPTIBYJIR4JIZ0zMZvKeQ7IWa7YtvF2Mat6+WkD+PYDR/HbZ8bwgtNWNfLpLQloj7ZTZFjX0wIcDL5iUpZ3fu1BPHh4Er/8ixeIXdIqma9xziPoscfnM8jlzarXmVpQw1vGWQY4xtV8uOhovM9P4jjg2KMdUFUWIcPRsKdZ8XDIQEs0jIVsHnOpnBihC0qQMLQgqeNec3nKUWXfpnufYdQel1D92F5QXmj/yZ/8CZJJ+wszPj6O17zmNXjlK18pfu/w4cMYGRnB5z73OfuJRJQ/FaYCotPpUmzpnvcjRfvMte6FNj0HyyoU/D2KLkJujM7Y1nGgUIiOzKYbooRQOFdXSxTTC1lMJDPKmg1iRrvKhYhueiemUsjmTV+dYpmdiusV7NJOeUwidtISC6MtFsZ8Jo/xuQwX2kwJaYlmEaBWGSLs72v1e2N3HR1Ac9UU7eKM9imd670k3CsdiSjSc+mmmNOmQvv0wQ7xe2et6wQeAPaP+m+ariRINWtxFJ+0+eJEHRXt6WQWdxRXrz10eBJXnr1G+WOQ/betRqHd1xZDuDinPjaXEVZ6P/hpeAPApuKM9rHJJDI5U0oVpT3awRXtYNbx8rEEL7QXBZ1ZBbZpolHWcb9haNT0ChpIRmNTnYmo57NyPcPQlFe3F198cck/f+pTn0IsFsOb3/zmkt/v7OzE5ZdfrvrhmRqIOd0GpY4/SYV2FUU7FgmhPR7BXDqHyWRGa6FtmhZGi8UtzSt1iMTaxhXa2wfa8cDhSVhWYVa9zyWhXYa5okJfTdFe1R4XStDxyQVxE5RB5qK7rqdQ2Aea0RY7j+Uu8v0dccyPJzE2lxaBLAwDOBN0vYahqZt1JKiodbtWE/W0jleb0V5bLLQn5jNIZfPSFlIvyCg2nYkIxubSTZE87gxCI+yQKS60Aed6rzJFG/W1jj94xLby62qCCEW7hnU8FDKwqj2OUzMpDM+kghXaojkp970f6IgLdff41ILUvTgXdEZbURjaQtb7ai+iIx7B6GxaaRaQ32YHYFvHF3y8Fn4LfFV7tEkY9GobB9SuFquF9hntXbt24eqrr8aqVaXWpYMHD+KVr3wlrr32Wnz84x/HwsLKCqNYiliWVdX6B9g2xIVsXmlIA1AowPYVd31WK7SB+qk0k8mM2MVI68bsxNrGWccHuxLiNVBlH5+t0WQBCjdemtM+4nNOW6rQDjgjZ5qWeDzZgz3NafMubaYccXDwqmgrTO8lRKZCDUWbsi6m62Adt2c/Fz+nzpaIOKyd1DSnLRNS10zJ43RfPW2wXfwezb4eGU+uuPVVfqA52paSGe1io7eO1vEHDk2K///MyJzyv9+yLM+KNqDu2pXysWYToBVf/gLRskFntCNqCu1kZnETpxZ0XVc5IxxE0abnvlBHRVt5oe0xCA1YQanj999/P3bv3o0bbrih5PfD4TCuvvpqXHfddbjqqqvw5S9/GRdddFHVYjudTmNmZqbkFyNHOmeKC5Pb4a0jHgE5L1QrJPtH55DJm+iIR4Rl2I2eOiWP082lty0mLhKNPKCRor2qPS7mdlStoJrzMKMNBF/xJROGRorCxHxGHIT8PBYgf4OnOe1RhcnuzMpAOnXcYR1XFa7n9ftKuRpTdUgdp2tipUatYRgiEE1X8rjdAPFmHQeg1Jq5FEll80K1dlrH13a3IBYJIZM362qNXqpUKoacina9QjF1F9qZvCks1bUUbcCe0w469iLWe/mYD/YbiEZ7tP3OaMcVWcdpLEGq0I6rP2fKjjw5Idu7v9RxufsloUpVJkGuSyKLQ4ShLffU8V27dmHz5s148YtfXPL7f/qnf4ovfOELuOaaa/DWt74Vd9xxB44cOYJ///d/d/27brrpJnR1dYlfQ0NDOp/6isT5YXbrdIZChlC1VSskzv3ZbnucCbFLe17vIak8CA0AOuKFx27IjHbx+fS3xxyKqyJFW8xXVu/6beglJcSfrU1GDexqiYpCwo+q4OxEy97gyY7PK76YclKS1nE6rKaypvieBWW2ik3bSZfmcR8nInXcpfgXK740BKJZliUVutMsivb+0TmYVuFauspxHwuHDGwsupMO+FidtJIoUXkd3yf6vCYz+bqECaZzeTxybEr88/7ROZiK3QZJR+HQ6qEhRYr2cMCxF7+KNgBs7PcXiBY8dbyoaAd0b9rWcYkZbQ2KatrnijUgmHWccnn8KtpBi10S5KQU7dgKsI4nk0l861vfwvXXX78oha+1tbXknwcGBnD++efjkUcecf37brzxRkxPT4tfR48e1fG0VzTCNh4LVw0M0DXzR4nj1YLQxHModqYmdSvaxeAe5wGFDpGNSR2nQttWtJ17tYMw62GPNgBs6C10+f3u0hYX3bC3G+764py2n0A0ukFGQoZ0YuqqdnIMcKHNlCLboW+JhcVIhqo57TmPjTHdAZaVn5Nboa0vEM2pOnk5zOtQjJYiNJ99miNxnKCMDT87ilcSmbwp7PMtDtUxEQ0LZ1M95rR3H59BJmeity2GSMhAMpNX/l0hK3I8EvJ0TxwsNglHAyradihp/RTtrLIZbVVhaPKKttIZbXHfqq91XBT4kmcwp307SMOJapUeHzPay9o6/p3vfAfJZBJvfetbPf386OgoEgn3IIZ4PI7Ozs6SX4wcXlNsu4RtW3GhLRTtjho/6dilrfnwaCva9mevsdbxQmOhvz0uFFdl1nGPM5+04qseM9qAPad9zMdBJ0gX3Va02TrOlJL2EbC3qlNt8vicx8YYNUZnUznts7hzReXBrdBeK1Z8qS9a6EBkGN6UukaGWtYTez578X11S7HQPtjkhbazeCj/7KxTsPnCKw8cKgShPWtjjxjRUm0fp6KvlhOGUKVop33u0QbsQlta0abU8ZDfGe3Cv5cOGoYmZuLlZ7R1KNq+wtAoddzHHm2xaUbycZ2f0WSA94DqBDnr+ApQtHft2oXf+73fw5o1i1cXfOpTn0IqZR9GPvOZz+Cpp57Ctddeq+vpMKi+A9UJFbkq1WTLsuzVXmu6av48HR51q8q095ZuNoB9QFPZafSKULQ74sI6rjoMrbOWot1nh6H5mVuTLbRpXj+IddzPjaVfNDJY0WZKkU0dB9Tv0hZhaLWs4w673Ixm+/hccd7Z7R6yuqho6whDE69HLFJz9AhobKhlPaF7xtruxbknm7jQBmAXn7HwYpV3fcBAThl+V5zPvmhTL7YNFILrVBfaXhPHCVWrCf1u/wCATUXr+NGJpEgS94I6RVtNGJrUei8tM9oB1nuRdTwjr+6LM59HFyORiIaEuzZIwUsz2n7C0OYzeeXjG+VoWV69d+9e3H333bj11lsr/nkmk8HmzZuxdu1ajI+PY35+Hrt27cJLX/pSHU+HKVJrtRfRq8G2fWomhclkFuGQge2OZFQ3qNjVfXCkm0vJjHaDDmiWZYl57L62mB2GpmhG26sVdX1PCwyjcPMYm8uU2Oq9IGu7tXdpyyvoQW4sfUXr+BiHoTEOLMvyFe6iesXXbI15aCISttchTi1kta5DpFk6N5XdDkNTX2h7DYcjmmVGu9rrspkLbQCOILQKxee6AI1eGSzLwoOHC4r2hZt6MLWQwc+eGMb+UT2KtpfEcQAY7FRz3UoFULQHOxL2WtGpBeGqqwXNaMuOjRH2jHbAMLSM/HovLYq2z1AywGkd9x9KK6toG4aBtlgYM6kc5tI5DEo/cgExoy1hHS9X0706QPygRdHu6OjA7bffjiuvvLLin//lX/4lDh06hF27duF///d/ceLECVx33XU6ngrjYM7jwa1HKKnqCk2az962qt3Thbizheak9R6S6OZSYh1v0GzfTConLDirOpyp42pntGu9//FIGGuKN98jE/IHNL/WcT+KggpFe4zXe604/uEnT+LSf/wlhn3MP+ZMC9TgltkJKxRtRZ8nr9ZxwDmnrbdpNFcldRywd2nrSB33ev0iOoV1fGUr2tVC86jQPjaZFNflZoQ2WlQaOaD7j+5k9v2j85hMZhGPhHD22i5sXaVZ0fZY9NF1a2wuHWj0JEihHQo5VnxJ2McpdTzqM3U8IVLH1VjHZfdoA2qty34LXsBpHc9LOxkzEptmylFh4fazRzsRDYkNS7rt41oK7TVr1uDyyy9HuIqNIB6PY+fOnTjttNMQjXp/cRj/1AqyIajAm1RkWQbsQtvLfDZgH5J0K9rDRUV7sIJ1vN6FNhV87fFISUiLOut44bX0cnB32sdlEfM6nhXtAGFoAW7u/UVFezaVC3yjZZYOT5yYxn/cdRCnZlK47+CE9L/vXBknowwIC6aicCOv12vAPmDoTB7P5Ezx3XZ7TquLM9pTyayvUJ1qeE1hJ5pF0a72ugx0xNEaC8O0/GdurASqhVUFafTKQPPZO4e6EYuEhHVcm6Lt8XvS1x5HyABMCxgP0CRMS2wEqMRGMaftvbmfFYp2cOt4kPVuvsLQNCjadiCdf+u4ZZXeA71ASrps6jjgCCULcJ2m1ZZdLd7dXIZh1C0QTet6L2Zp4dU6TDusVYVwAcDB4sVze4XAlkp01mFG27Ksyoq2hgugF5yrvQA4UseDvw+WZdkWQw834I29/sJJAPnuJln3RmfT0gVvkDC0rpYoosUbtKpmBtN4/vlnT4v/72d1mzMYR6rQFmFoalPHZRRtnYV26XrIyt+3zkRE/JlqVdtuFHprzOs4yC5FqjnVDMOwE52b2D5uK46LXyPnLm2dPHC4MJ/9rE09ACAU7bG5jFIniqyNORwyRFM/yLUrSNMbsN0Xh8YkFG0xo+03DK3wXE3LLtr9sCBp1wfsczg1yvKmFXhW2E+IJ9HieN9kmqSmaYnXzk+TRcV12o+iDdQvEI0L7SbCqxWxt019GNrMQuGxvX4ROuugKs+kcuLC5AxDa9R6L2fiOICSMLSgF+C5dE7YYTs9BEYIRdtHoZ2WtI73tEbFoUDWvkedVD83FsMw0NfG9vGVxO8OTeD2p0fFP/sZu0g5Pr/l65KqQc06VYW2rVTW/r5212FLAx2EWqJh14OtYRhC1VY9p+119IloltRxO3ul8udk8yqe066qaBcL7Yn5jLCYq8ayLNx7YBwA8KxNvQAKSh6l9KtUtWmPtkzRZyeP+//OpgLscAZsZ8GpGe9nACrw/FrHnRbrILu0qbkho2i3FfMC5tI5jMykcOWn7sRV/3pXIPu+nxBPIhIOCXFEJgE84wiv86Noi2LX53cvlzfFNV4mDA2o34ovLrSbCDt1vPqXsLdYfKi0jlNarVc1Qsxoa1RoaG9kRyJS0oV1Ktq60widUFFAhTbNypuWnaroF5p1j0VCnjrOG3oLhfZhP9ZxyYAywzB82/dEF93HjQWwA9FUBc4xjcOyLHzstj0A7MaLn9VtaZ/7YFVbx2Ws0mSZ06loe91aQenXygttj1sTiI4GNUzrTa0GxOaion1QckfxSoIO8ZWcGJ2JqPis6JrTvmf/OI5NLqA9HsElm3vF72/VkDwuFG2PqeOAvUu7kYq2n1GPrBlM0Y5HQqBeapDxsaSvGe3CWXhiPoM//PLvsG9kDntOzfq27/sN8XTS4mOXdumolfx7Tw0hWh0pizPHqctnoT3v87G9woV2E+FVISFFe0Khoj0rEewD2Ir2fCYvte5BBts2XpqqTY9tWcF2+8lCNlcq/qLhkLhwTAQMRJsuKl2dHhsdG4PMaEsq2oA92ym7y1N00X0o2oDd1FAVYMU0jjv2juJ3hyYRi4TwjudvBeDPqeA3yZ4U7RlFM/92c1ImDE1/oV3r+awhRVtx0TIrMbMONK5hWk9M06o5yy+Sx0ebt9CuZh0HbDVV1y7tr99/BABw9flrS56DjkA02dRxQJGinfM/xgXYn18ZdZFSx6M+Z7QNwxBFKanBfvAThkaNsYn5DJ4srr4F/DdLS0I8fQoPrT4KbWfIop/3IeiMNo1ddCQi0g2X9mIziq3jjDLmPVrvaEZ7eiGrrMiVmQ8GSg9zuqx/1L11zmcDhW4gXTDqmVg7WmYdB2z7eFDFlVSdrhZvrz/NaI/OpqXtdLLWcQDobvWnyLGizQCFg8FHbn0SAPCWyzbi7HVdAIIW2nK3x86WiPjMB92lnc2boonkpdAm67jKcZ9yvDqixC5tRco+YTdr5caPLMu/LXGp4/zvcvuc0C7tQ02saNcKq9IZiDY2l8b/PnEKAPD6izeW/JkdiKbuvbFTx70X2qsUKNrpABtAAH/zsmJGO+S/lFGxS5vOSC1R+T3aQKHAJaeO30Lb+fz9Cg80py1z5nOq6DKjVkTQYlfs0JaczwacajoX2owivBa7XS1RGEbhgBLUskzIHpIi4ZCweemy/okd2p2lirZhGOIiWM/5PioK+h0Ku73iK9gBmi7eXuazAaCr1bbTye4XpZkdmVUP3T7DnGxF21+hTeuI9g7P+vr3maXB3/34CewfncdARxzvunxboB3pwjruYyfoKhEqFKzILAke89CcpFGPnzx2Enc8PRLosd0Qq71qHODX6lK0i/cBr4p2PBJCJEQN05VZaNM9PRIyXBtDW4qF9snplPIk+OXCQo2AMJ27tL/7wDFk8xZ2DnXjzLWdJX+2TYN13E4dl7COU5BjgF3aQa3jIhRLyjoeLHUcsJv0KQWKtsxr3tVSOGNFQgY+/8YLRUPMb6Htd1uGk3Yf9n0/DsZKj+m32CW3ZrdE4rh4bA5DY1Tj1XoXcViWVc1p08XTa5AN4EgeX9CkaLtYxwFnkE79FG0qtFe12xcMVYU2zbrLzLDQY8te+P0UKiI1WVKRSwUIQwOA55+2CgDwqz0jyGoaUWD08uNHT+BbvzsKwwA+9dqd6GmLiYJ3bC4tvbZFJLf6cEkMKDiwAvZBJxENIeqhYXXFmYN4+dmrkcmbePt/Poi7940FevxKzHu1juua0ZYMQzMMQ+RcrNStAs77qpua1NMWE9fXZlW1kx6t46pntE3TwjeLtvHXX7Jh0Z+TdfzoZFLZikk/irYd5Bg8DM2vu0yIGz4UbS/XSDfELu1AYWjy1vFYJIT/euezcet7novnn7Yq8OaItM8QTyerfIzSBV3r1haw2KXVXr4UbS60GdXMkSLg4aCicrVUKpsXKqfXGW3AsUtbU7E7XLRJDXYmFv1ZI3awCkXbaR2nXdqBreMUJOT9YuT3wu9L0abUZL/WcZ9d9As39qC3LYbphSx+d0h+5zLTWI5OJPGB7z8OAPjjy7fh2dv6AdjfoXTOlO6Ui4ODj+aNCEQLaB2XSRwHCs3RT7/ufLxkxyAyORPXf/V3Ym+vKryGoa3RlTouGYYG2O9HUCv/UsVr81zMaTdp8nitQkjXiq/f7B/DkYkkOhIRvPLctYv+vL+90ASxLHXvjR9F2w5yDLJHO6B13KFsem2OZgPOaANqrOMLYjTB+7UJAE5f3YEzVhdcDp1BC22fIZ5O/DSKZcNvy/Ezm++Ecklkg9AA52eOw9AYRdQKTXHSW5yZVTHz5yxWZQI6dCePUzrwqgqKdiOs4+NVZrQDh6EJ67j+RkfGR4fTb5hT0C56OGTgxWcMAAD+94lhX38H0zg+9KMnMJvO4Vkbe/BnL9kufr8lFhajJ7L28SDJrXQtCboujq7VMkVlLBLCZ99wPl54+iqksiY+9Yt9gZ6D23Oqdf+gQnt6Iat0XZJs8wGw3496F9onphbwrfuP4Lbdp/DQkUnfScK1mPOYTN/IQlumcNJFTet4tx7r+DfuK6jZ15y/ruJ8uGEY4vuiasWkvUfb+7WDxIbRubTv4EBxL/abOh53hNB6HHHImcFntOPRYNbxXN4U4kKrz/92wL+wQfgN8XRCs/rDEs4GIaz4VbQDzkkHKrRZ0W4enhmZxePHprU/DkXYeym0bctd8CLXeUALS+w71K1oj7qEoQH138GazOTEzaXSjPZYA6zjtp3b++ufy5si+VLmwuv3JhM0gAUAXnrmIADg508ON/xAyMjx0JFJAMD/e+WZixJHyQ0iW+SkAuwipSDJoOnflDguM2oDFJ7zX1xxOgDgsWNTSj/PXou6jkRU/MyJKXWqttfUcyeqZuZlME0L193yO7z/+4/jnV97EH/wud/ikn/8pZZ7vNfXZKg4w68rVduNp0/N4vwP/y/+5oe76/q45dQMQ+uhHc4ppVtOaITjNReud/0Z4eZStDGAioZKq8zc6G+PwTCAvGn5GlOzLEtYr/0qqoloSJwPvRZdQVPHASBRfL5+FW3nZhqZlWrlBC20UwrOQn5m9dMB96fTPc5vsWtfA/0X2rNpvSOiXGg3mLxp4bVfuBev+uzdyq1+TkrWgHixjreqUVIBe85Z5oAE1GFGmwrtzsWKdqewlNRnRpsubPFIqOQGSaFOga3jpGhLXIxI/Z6WeP397lT0mzqeDrhSBACet30VEtEQjk8tlKzZYJY2U8mMOJxSqJCTfhGIJncNC6JodytyAsns0C7ntMEOxMIhzKRyODqhrrAipczLcyKV7pRC+/iMxOgTQdf2eiratz5+EntOzaI1Fsb5G7rRmYggZ1q4c9+o8sfy2vwYUOS0kOXhI5PI5i3ctruxTcyFbPWVV31tcRgGYFrApKKCdy6dE9Z+msWuBIU4qQqeJUGlVeLaEQmH0NfmvymVyZugt9dvMKkzhNZroU3Wcb97tIHg1vFk8fUOhwypcbly1CnaAazjRdFpVErRLvz3+w5DC7jLmlxTMo0lol4ZHlxoN5iR2RTG5zMwLeAvvvuoNguDcw1I3RVtn4dGKsx1KNrJTE5czCuFoflJXwzCY8cLasdpgx0lQRZ08wt6IbDXe8kU2vKOAudORbn1XtTVlwxDU9DFbYmF8bzthVC0nz/J9vHlwuHxwo73gY54RZukvSNd0joeIMm+R5E6FaTQjkVCOH11BwDg8ePqVFR6Tl5S0CkQ7cS0mkLfsizpFZGAv3CfIOTyJj71i70AgHe+YCv++13PwR9dvg0AsOeU+s0GYka7RgNVfBfqbKGnxxubS5fM7E/MZ/Caf/8tvvybg3V5HnSuclO0wyFDbL5QtSKPdlJ3xCNVvzN075MNAnXDb+ERZE7babsOci8WhbbHc5dtHQ8yo01haP6cDPR6t0bDvkPIAPts5ndUUoV1nD4Dwz4Ubb9NhraAM9pUoHu5L5XT3+Z/O4kMXGg3GKficHg8iZv+5yktj0Mf4mjYfQ2IE5oNVnHTmRGrvSQV7USwC0816GbSEg1XPMzWOwztwaKb4cKNPSW/36j1XoC/DivN64RDhtSYgHO9l8yMmJ067v/mAhRSmwGe015OUILypr62in9O1vExyeIiiDLQo0jRlk3YLof2iO8+oa7Qnpd4Tms61SrayUxeKGYyFsGB4vMImgLvlR8+cgIHRufR3RrFW5+zCQBwxppC0+MpDW6ZOY/3VlXZAbI4GxyPHJ0S//8nj53AA4cncXOdCu2kh1RolQGwADA8XXl9aDldqq3jGXlFG3AEYflQtGmEyzD8F1yAfDCWbR0Prmin/SraNcYSvBJY0fa5ltKJn1l9OvP5fVzao+2/0KYGsPzrT2OaujI0CC60G8zRiYIqQzfCr917BHfu1Wsx89J1U2mpmPPYdS+HrMs6il2nbbzS69GheT68nAcOF2ZNn7WptNDu77At/EHWT5H9Xso67qPRIXYqSt74qAFgWsCcRIBSkHlaJy/eMYiQATx5cgbHJpOB/i6mPpCivbGvteKf05q8ccnxl2DWcTWHZrrx0wiPLGevKyTZ7laoaMtkfKzppuRxNYo23QPCIUNKMRNhaHUoMLN5E5/+ZSGA7h3P3yruIWeuKbwXB0bnlK1wImi0qZbK70xfr6eF29ngeNRRaN97oNBYPja5oPw1qQRZx70U2qpWmp4qKtqruxZnwDhRaR3P5k1xD5ZVtAc7/DelnKGkQVRdWSchnYnU7NH29zn08tnyQuAZbQXWcT+z+qoU7XmfoYl+wv8IW1DMal3vyoV2gzlaPNS/6PQBvPmyjQCAv/reYyUWXBV4Xc1C9Laps1H5ntHWWOxS17aSbRywn6tXC1MQ5tI5oXY8a2NvyZ+tao8jHgnBtICTAYKF/FjH/Vz4nbscZUhEw+IALRO+psI6DhQOWc/aVHjt2T6+PBCKdn9lRZu61WOzsqnj/uf+u0UYWrDr5miV/AgvnEOK9vFpZYWV11VSALC2i/YSq1G0RUFZZV90JZx2WN0F5n89eAxHJpLob4/hLc/eWPIcelqjMC1g3/Cc0sf0mgTvXHcns6c4KJUUbcuycO+B8eL/txtmOhGqY9T9dSI3yoQiCzcV2pXWhzpRGYbmTOuWLTzoWiOTOE2kAq72IqQV7aLqGg2QOi6s4z5Tx2vtaPeKKkU7iLuvMKtf+B54dTak88HEDnrPc6ZVkvHjFT/r7Iie1hjIeKmqwVYJLrQbDFnHh3pb8P6Xn4G2WBgnp1M4MqF2DYfMai/AvumMK5hdmPWx/xTQG4ZGMyiVEseB+q73euTIFEyrsGKkvPttGAbWFxNRgyitvtZ7iRltmTC0AGpgi3xic9A92k6ev72wg/mxOmwAYIJTS9Gm4kI6DC1AiirNaM9n8oGapeS4qbR60AunDXYgEjIwmczihCL79rxEs3a14jC0GZ8z6/QZWMjmhaVWB5Zl4T/uPACgMJvtPHQbhoEdRVX7qVNq7eNilr/GvbUlZo9IyY5SBMF5WH/8+DTypoV9I3MlatnBMbXNh0oseDiMC+u4onlNso6vrlVoiwIr+OPSvHA0bEg3u4PMaKcDrvYixF5jj+KKEkU7cBha9dVxXlkKYWiAfSYe8XidyPgUVwhnQKGfjCohIvpodIRCBnrb9LuemrLQXkorfKh4GuptRWssIkJkVM+UeZ3lInoVzmjLFvmEVkW7RreZHlt37D8APHC4YKMrt40T63sKhcRRn4V2Nm+Krp8fRduXdTyA7VbmRhN0d6eTbQOFWcr9o/oPfkxwDtea0RZBJ5LrvUSzSP4z1ZmIig55EFW72upBLySiYZw2WAxEU9Q4klmvtZb2Ek8tKLnf2vcvufGjtnhEWGh1BoE9eHgSB8bm0RIN43UXb1j052esLhbaiue0Ze6t9d4pbllWyWMlM3k8MzIn1Gxi/6je3d6WZQl7abU5WjEupywMrfDfXss6rnJGWySO+yg6RJ6Bj89H0NVeRIfPGe0gqeNij3ausTPaJGyksqYQLGRQEYYGOGb1Zzwq2gHf+1DIEE0KP3PayQBhaIC9nUSFqOhG0xXaU8kMnv1Pv8KN33+80U8FgL3Xkoop0VVUfDOUsf0BdqGdzOQDz1DZ1nF/M9o6wtCGxfxU463jD9J89sbKhfZQb+HQ6ndVj/P1k2l2+ApDC1Bo041mSqKzn1ZkWQOAbQOFgm3/yNySasYxi5lNZUVS6AY3RVsEnfhNHZf/TIVChvjeBFkTFFTRBuw57ScUBaLJjB+RC2cunVOyLomUW5nEccIORNO3S/u7DxwDAFx1zpqK19gdxUC0PSfVJo/LNNDpQFmvBPbZdE40Qs8b6gZQmNOmQpu+Jwc0F9rpnL16qloB2qdpRrtWs0zljHaQVUe2ou3DOq7IWWZbx72dOUnRjqpIHfdrHVc0o90Rj4CmYvyo2kELXkJ2Vj+oog0ESx63Z7T9vf5+nW8yNF2h/eixaZycTuGXTzV+DjObN0VYzFDxYGLH66s9FIgwNI/Fbns8gmjRjtOonbC2oq2+2K01P1Wv9V5508LDR6YAABeWzWcT1ITxax132i5lOr/2LvEcch6DIiiB0k8wBlno5Kzjarq4ALChtw3hkIH5TF5qvQVTf8g23tcWcw34oxto4cDvvVkY9MASNHk8ncuLg5ZbhoQXaE5bxYqvTM4OWfJyHU9Ew8IyS86DINCMtp8Udt0rvpKZHG597AQA4Npnra/4M07ruMomnq1o176vi+TxOinapGZ3xCO4dEvh3vbw0SkRhPYHF6wDABzQbB13zi23VCkE7RltNY39Ya9haGK9VzbwZ8PPDm3CmTgt+zxSAVYiOrELLo/WcVPBHu2gYWgBwrichEJGoE07qQANYieys/p+c3mcdIhANLn3wLIsx4x2MEWbC22F0MV/aiH4RS0oJ6YWYFqFAx3dBIPYd6oha982DMO+8QTs8M76Xe9VLLxkCj2vjNSY0Sb1XXehvefUDObSOXTEI2L3bTlDwjoeTNGWsY0DpavAvL4OdBj3c8P1Zx1Xp2jHIiFs7C281mwfX9rUms8GCo0iavjI3ESDNm+CWkHpHhULh6S/s07OUhiI5pyd86qWkdPgyETwsCu/9xAAWNXpf/bUCz99/BTmM3ls7GvFJZsrN0u3DbQjHDIwlcwqbeJ5ndEG6r9TnD7Hqzrj2Lm+GwDw08dPYmI+g0Q0hGvOLxbao/Naz2I0J94Rj1RdOWmv9wr++uRNS5zhas5oF68XmbwpEqz9IhRtPzuFi5+PbN6SdqGI+3BQ67ikkzCndEbb3xnTtusHb/YHmdMW7r6g1nHJWf2MAsu6M3lchnTORL7YbPFbaNMaULaOK4QOXJmc6fuLpQqyAq/vaRFJqrqs42IHqkQyn6q9kvZsn9yh0Xmo8rtjz41a3WZ67Eze1Lp+hGzjOzd0ux4CbOu4vwMrXbRlD6nRcEjcPLzOyYs5IT+KdrGx4/Umk8ubInU06M2F2LKqHQAX2kudWju0gUKzsM/H/NVC1v9eTsBWxvzOaI86bONBVuWcuaYT4ZCBsblM4OKOrr8t0bBn9YiaVipSpf26ogD9BeZ3HzgKAHjNBetd369ENIwtxXR8lYFoMg10YZGUTOH3ixh/aI8L6zhd25+1sRfbi5kY0wtZZburK/HY0YKj46ziKIUbPcI6HlzRHp9LI29aCBm2YuZGSzQsGoJB57Qp8M+PdTwWCYkzn6yjUr11XHKPtoLUcT9z0YC69V5AwEJbmaItJ/bR6xbMOl547WQ3IjgL82pulWr016EB2XSFtjOcQ2YWVAfOIDRiVYA5mWrMSljMCHWKtoJCT2Hy+Fw6J25IbtbM9pi+It/JA4doPruyEgLY1vGR2bSvot/Pai9C9sIfZF6nS1jHvX3eUo5UZxVhaACw1TGnzSxdyI68sUqhDfibvwoSKATYCpXf2WQ64PQHsI0Dhe/EtmLjKOg+bdn1kIDtNlChaPtt1gJ6Q8COjCdx38EJGAbw6gsr28YJYR9XFIhmWZZUQF09d4oDpQ2jNV2JkryBS7f0oiUWxrpiaN6BMX1z2o8cmwJgz4m70avovAPYQWj97fGajSnDMJQFotkJ2P6uXX6FnpRYiRhwvZfsHm1zCaSOi6C9YNZxIKiirSgMTbIGyShIO2/3qWjba/vCVd0q1fDTjJeluQttRbM4fqEUabIGA7aVWfWhYE7CYkb0tqsJBwli+9ORPE4rZzriEdeDYyhk1GXFlwhCc0kcBworg6hDfXxK3j5ur/aSP6TS61/fQtvbYzlvjEEDQIitQtHWG9DDBONQUSXd1O9uHQf8zV8FCRQCgivaIyJxPFihDQBnK5rTnvPhiKIG8hElira/Zi2gzyUGAP/1YEHNfu62fpG07sYZigPRFrJ5YZtciqnjZNke6EjAMAycV7SPA8ClW/oAAFtWFRplBzQ6iB4t7u/e6Xj8SvS0Fe4/C9m8WAfml1Me57OJbh9BoJWYD7BTGLDVTFlFW8UOZyCAoh1kRlvZHm2FiraP2kRVGNqA5Ky+ikLbr3V8PsCoBLGKw9DUs6QKbYd1nBDR+ppmtGVSW3sVhYPMBbD96Ugep04dvdZudIjuqp7PyfGpBRyfWkA4ZGBnlW67YRji0HrMx5w2uQHcQqOq0SW5yzwdJAyNuvoe32tnCEcoQOqok61sHV8WeFW0+8RN1PsBNkigEGDv0vYbhjaqIHGcsJPHg6modA2UadbRe3N4QkUYWoAZbY0F5u1PjwKwg72qoVrRpvuqYXg75NcjXddJ+ef4/A3dAAqFzbnFopfs9LoU7YVMHntOFRobO4uP70Z73M50CBoAWytstRxnIFoQVCnast8VuhcHHeHqSMgW2sXU8SCKduAwNP92/XI6haItL+6o2mW+SnJWX0UYmqzIQswLp5X//2ZWtDXgtE1NN9g6frSCdZwudHPpnFBWVOBH0e5RsO7CNC3MZfzb/jo0KNqUplir26x7xRcl3+8c6q7ZkaNmjJ857SDW8U5JKxN1tv3MCdGaE69NFVUBLE62FhWWk9MprSMDjH+SmZywZm6qEoYG+Csugira3SJ13G8YGimBwQvtbQOFxtGhgMnfwhUjcQ2nGe3hGX8jL06CzGjbLjH1671I+aN542rsKO7SPjA2ryT3w7my08ssv0gdn0vDNPUHwY6WOTMuP30VwiEDV561WhzKKRND14qvJ05MI29aGOiI1wwlMwxDqNpB7ePDRddcrcckuhSt+Aoyow0Ag5I7lIlUgPu+Expt9KpsitTxADPaZNv3+57Piz3ajbaOq1G0ZWf1VSja9Hjjku9B0DEvwD4jjM/Lp+17RXmh/c///M/o7u4u+bVx48ZFP/fDH/4QF198MQYHB/Hc5z4Xd9xxh+qnUhFnp07Ffs8gkKLttI63xyNiqF9lSqqfGbvegBcgoGDtoM+uP+t4UdFWWOyemi68roM19lvSoU7HejEAuG33KQDAlWetrvmz60XyuHyhbVvHAzgKPDY6gqz38msdVzWfDRSKJLIbH2T7+JKEZn67WqKiqHXDto5LKNqZYIp2UHXKLlC8HdKrsbG30Dg6MpEMVFyRo0WmWdfdGhXX/KBz2oHC0Gif+nxG6faKvGmJg6EX98FgZxw9rVHkTQvPKMiAmJPcLU7KTTZv+TrIy1KuaJ+1tgv3vP9F+KdXnyt+Rrd1/JGibfy8oW5PzQhVuTS2ou2tWdatakabVk35vHbRNUc2PFHVvViEYkmmjgdRtOlsNT6f8SVuLQTc4+xEyYy2gg0sMuM2KhRtcp7JJv4HbYoDdpGfzVtKs6CcKC+0U6kUtm/fjkOHDolfjz32WMnP/PrXv8ZrXvMavPGNb8S9996LF73oRbjyyiuxe/du1U+nBOd+UqCx1vFUNi9UFkqVBgpdVR32cdn1XoCtaAe56dAFMxo2fHW8OoV1WaGiLazjtRRtWvGl/nMyMZ/BfQcL+0Rf5qnQLnxG/FnHl0cYmm0d9xiGpsgqVQ4njy9tDo0V57NrqNmA/O7gbN7eFx10Rtuv/XREoXV8bXcCkZCBTM70vBe1En6adYZh2IFoAee0g4Sh9bbFEA4ZsCw1QVfEZDKDvGnBMOzDWjUMwxArHPeNBJ/TFvd0jw3seCQsruf1sI+LhpGj2BzoTJRcr+lae2QiqXyFJwA8eqyQTVBtNMsJvY9BrePDstZxVTPaaUWKtuS1QtyLg673Kira6Zx9Ha4GzWgH2aPd1WI3BP2cr0QgV6ML7YBrKZ3IzOqrWO/V1+bPvj1Hn/cAM9qJaFi8/7qCIrVYx8PhcImi3dXVVfLnH/3oR/Gyl70M73nPe7B582Z8+MMfxo4dO/Av//IvOp6OoPxNbGTqOCWOd8Qjiwogu5ukzurmZ8ZNxU3HDkKL+lpVY4ehqes00eu62vOMtvou1y+eGkbetHDmmk6xb7YaYkbbhzLkx/ZJiNe/HmFoxUI7lfW2Ui2tcIe2E7LbcqG9NPE6nw0AfW1y1vGkIwSpUanj5ZbbIETCIawrNumCFLszPgMVN9CKr8CKtv8wtHDIEAc5lc1r+kz1tMY8hzGRYqhiHtCPyl+vQLRs3rTV/nb3z/GazgQS0RCyeQtHfRQ5taAgtPNqBKERKsQFoPb60HKUzWgHVLRXdcitdiJs67gaRRvwZh8XqeMBM1rIVXrMh2OQZrRbFTT8uwIISylF1nFAblY/SC4P4XeVsL03PthrL+zjy6nQ3r17N4aGhrB9+3a84Q1vwMGDB0v+/O6778aLX/zikt976UtfirvvvlvH0xGUf2iCXtSCQLbxdY4d2gTdjJVax33clFXs0Z5LZ6Uf14mOMDSyRdXqNpN6omNW92dF2/jLz66tZgP2jcDPYYSaFH5Sx/0q2n66m+2xCOh+6eX9phuLakWbA9GWNiJx3EODqr9DbvaLbtzRsOHbCudMHZed+TJNS2kYGqCm2KXREdlm3QayrgecEZ8LsLkC0FNgivepSiFZjirFFHAq2t7fE907xQlqJERChvg+VCIUMrC5n+a01V5vJ+YzYmThnPVdNX66QJ+CXBrA3mzieUZbXDMaO6Ntr3aSm1e113sFuxdHwiExOunl3KUidRwI5hhUkXxNqFC0VZyHZFZ8BcnlIfoaOKMN+Bsxk0F5od3T04OPf/zjuPPOO/Gd73wHMzMzuOiiizA8XAh+mpmZwezsLAYHB0v+vYGBAZw4ccL1702n05iZmSn5JUv5TbaR1vFKQWjEKsXrSNK5vJidlVrv5TgU+A0JmAl4QNK53qu2dVxP6vhsKou79o0BAK70WGivL44XTMxnpFcgBLGOS4ehBVC0QyHDntP2Umhn1SSdlkOBaPtHeEZ7KSKjaFOnejLpbT5XxY2bCoucaUk36aYWssgVZ6n7JQq4amxQsGbL74pAso4HKfLzpiUKCL8NWx0uMT8NkZ6AQXlO5kjll3hN+uukaNPr3N8er7kRwp7TVnu9JTV7y6o2z/c+en9kD/xOFjJ5ce6pdcYgVFnHA6eOF11+mbwpVeylFLrLvO7StixLXCuD7NEG7DntZW0dV6hoD3Z6n9UPkstD0Iz29EIWWYkREhUz2oDtfBuXnBH3ivJC+4//+I/xR3/0R9i8eTPOP/98fOc730E4HMbnP//50gcuSwmMRCJVi7mbbroJXV1d4tfQ0JD0cyvv4jbSOk7p0c4gNGLA55yMG3R4BIA2iQsw3XSyefkDIxFUieiUXC9VC8uyxOtaK6ikQ9Me7dufHkUmb2LLqjZhU65FZyIqLsKyN4OZAGFowsrk8TUImkDZLdHZV5V0Wg4p2gfH5rXMDTLBODRGhXZtRbunNYaQAc/zuSpu3C2xsPj8yzZz6drU0xoNFC7jREWx6ycMDbCTx4MU+c57j0yj2IlWRVum0C6mWgdVTAF/uSv1UrRlXputmlZ8URCa1/lsQI3jgILQWqJhEeZaC1VhaEH3aMcjYfFcZALRVK33Auxz13yNYLKcI9wxGiB1HHAq2gGs4w0vtBXOaEs0JklJD3K/6m6JCjejzLXRT8hzJcj55jXLRRbt671aWlpw1lln4emnnwYAdHR0oKWlBWNjYyU/NzIygoGBAde/58Ybb8T09LT4dfToUennQhf/dd2FL1UjFW0qlpxBaIS9jkTNm07FbmssjLDELEsiGhYXD7/2cXuOTF5NBdQr2pPJLLJFu1GtVF+haBe/zKpWovzMkTYuM7dOnxWZFV+WZQVa7yU7MxS0u2knj9f+vOkKQ1vX3YJ4JIRM3vTV4Wb0kczkcKLoSKGGSDXCIUMcnr0UF0F3aBN+D84qE8cJFfZt2zou97pQ/sSxyQXkfV4/6TAVi4R8HyJV31Odf5c/RVvBjLZkGBpQvxntEYmcAQpE2zccPCDOyaPHpgDIFdoqZrSd89le7++02jJoGvx8QEUb8Of+UNn0bve4VpVs44AKRZvOVnL3+0zOFAV/a1SddXwhm/cUBudEaep4UYSSUbSDFPghx4iJjJskqSAMDXCsAVUYlulEe6Gdz+fxzDPPiCLaMAxcdNFFuOuuu0p+7te//jUuueQS178nHo+js7Oz5JcsdHMhFbEeKy7cENbxSoq2Y05GBbMB5qSDrrugGW3ZAxqhekabboJ9bbGaHTiaffvZ7lM4/a//B9s++FP8y8/3Bnr8VDaP258eAeDdNk6s75YP7FjI5kVjwVcYmuTrHyQMDZDr6Iqbu8I92kDhor8UksdzeRNfuusAHi8m5zK2vbSnNSoOxbWwd2nXR9EG/BdUdM1XNZ8NOKzjARRtv9bxNV0tiIYNZPKmUPpkmfVhkS5H9TgWYDduZGa0xediXoV1XF7R1j2LSMg0IS7Y0AMAePDIpLI5bcuypIPQAKBXwfszLLnaC1C/3itIOBTZhmXOnyKYVIGaSq7L2RouSgpCA4IX2iJsVlLRXnCEZ6qwjnckIqDejGx9ovI85GxM1hobpfc+qAPLTybUvKLVamRdXzaK9vXXX4/HHnsM+Xwek5OT+OM//mMMDw/juuuuEz/zp3/6p/jBD36AH/3oR8jlcvjyl7+M++67D+9+97tVP50S6OK/vVhoN3RGu9g5W19J0VZsHRc3ZB/FLu3e9NuBnw3w2IBdHKqyb5/yuNoLAHasKaxiyZkW0jkTpgX85DH3HAEvPHFiGslMHqs64jhnnbeAFkIo2hIqK1k+wyHD18XIWfh6mdMPOick0lcbGIYGOOa0G1hof/2+I/jIT57CH339QWVuiuUO2Uu9qNmEjIondmgHDFexk8clC22FieMEqcqTyaxvZ5DfnIdwyBDzj4fH55HK5vGn33oYn/qF94Zl0PEjYOlZxycUhqHJvC71U7SL91kPr82Gvla8ZMcALAu4+TcHa/68F05OpzCZzCISMnBG8T7uBRXvj2wQGmBv3FjI5j1t3HDDXu8VRNEuPG+ZxphKd5lXRTvrUHyDWsdpM8NkMis1JjmvIDzTSShkiIaibKGdVhRIB9jXCS+z+raiHey/n2oNKUU7o0bRXuXjsWVQXmj/wR/8AW644QZ0dnZi/fr12LNnD+644w6ce+65JT/zz//8z3jb296GRCKBv/mbv8FXvvIVPOc5z1H9dEqgdRzbBwuHtKAXNb/Mp3Piw0s2did0oZtMZqXtI5UQN2QfH0a6UR73aaGdVTajraYpMiLRbT5rbRfuufFF+NmfPR/ffvulAIDjUwu+g+EA4HBxVnHbqnbpdWfrfaygmHYckIOsV8uZVsnqIzeChKEBjlAYTzPadGNRb8w5fbBwOLv/4KTyv9sL2byJL955AEDBdvvb/eMNeR6VCPL5D8r+kULjgwKUvCC2OHhoXCbTwRUhwJk87s86rlLRbo9HhJLpZ1baNC2hLvlxxTjD2D7+s6fxw0dO4F9/uc9z6E3QZi3gtMM2ttAm1cZPIn05fhTtehXasq/N2567BQDwXw8eUzK/Tt+7nraYlKWVQpEm5/2/P6ckd2gDhbMZjfX5PevkTQsL2eDzwuu6C8/7+JT3M5/d9A5+L6ZzKrkh3SDLdshAzcC9WjgzcGTOuiqs+uV0SYgNRC5vitEcFYp2IuptVt+yrMC5PIQIJJPIjxAz2gFff6FoL5f1XldddRXuu+8+TE1NYX5+HnfccQcuu+yyRT/37ne/G6Ojo5idncWxY8fwhje8QfVTWQRZvTb3t0utEVINWYvaYmGxQspJT2sU0aIVRkVoyZyPWS5ie7Hg2DvsT9lz7tH2Q6djTtrvjJ8Tumh47Tav6WrB6as7sHNDN4BCcRdkfovsm16CnMqxZ7QlFG2fs5VEaywsdlR6UcMCW8epQPEQVKjSrlbOFWcVbP137h1tyIjJTx47WXLQ+fYD8pkUqsnmTVz16bvw+5/5jZIGoB/8KNrUVPNihVSnaPsrtKkZoLLQBhwrvnwU2rPpHKjm8BOoSNe67z98XCiWpmUrf14eHwA6fOZ8AKUFpqpGER3KZNLhVQSMEr5mtIvPdWI+reR+6oZdaHu7z166pRdnr+tEKmviG/cfCfz4fsUFKi5ypuU5ALScYR+FtmHIbdyoxIJDNAqi8JG6K1Nw2qnjdVS0i426SMDVXoSfQLQg+Tdu+NmlnXbcj1WEoQHeZvVzpgW6jDTCOm7vjVe1R3uZKNpENOrtg9fSsljR1cWow5bXrXDNhixij3NX5QuxYRjihuhlj10t/KSTEqcV1f+nfQaV0Hyd37UszgK91oXXC8MS1nEn8UhYXHhOTPl/T0hRqrTWrRb2Lu2k58NikNVeQOkBwEvBqSoMbdpDyrxKq1Q5p6/uwOmDHcjkTRFep4vhmRR+/zN3419+vheWZcGyLHz+1/sBAFedUyj4f/bEKU8BcTrZOzyLJ0/O4PHj0/if3Scb8hxsRVum0KZVJfVUtP1Zx3Uo2oBzl7Z8IBpdQxJRf2Fk9Nj3H5yA87LlNWgwyOgTQa/nQjYvmilByORMcXaQea8S0bDYExx0dM2Pot3bFoNhFBodQRrGtRiR/BwbhoHri6r2Lb89JEaQ/DLvU1xIRMMin8Gvsi6a+S7nOzdk3FyVoGtXyAimLq4rZsFIKdoK3WX0ea41oy12aAdUswk7EE3eMeinAemGn+Tx0kJbTVnnpfDNKCzwe33s0k4qGJUAbNv6XDqnxeWsPQxtqTCfzgnr66qOuOOiVv/Dq1gvVaXbu4oCKRRYvOiG7KfLeZpQtGd9KQF+5sicxCIhcTBRkTzuJ6iEWFu0+R+f8h8qFEzRbkUsHMJsKuc52MhviJETmRVrwkbks/iV+V6q3N1Zid/fuRYA8MNHj2v5+4nbdp/CY8em8a+/3Ie/+t5j+OVTI9hzahZtsTBuuuZcnLmmE5mciR88rPd51OKJ4zPi/99898G6W8hN08JBoWh7t44PigTV2oW26hlt2fuLjtRxANhQ3Dkuc4gkxDXEpytpg6OpuL6nBRcU3UFelSMVYWitsYg4wKtoXtO+1UjIENcsr1ATJmih6+feGgmH0NdGgWh6bJKWZZWIGl656pw1WN2ZwOhsGj9+NFgjbzaAuCCSx32eDcmpIaNoA7Zl2O+ZVKz2ikV8jYkRTkXb6zXeDuJSp2jP1yq0TbWK9pCPXdp+1x5Ww0+hTa9/LBwKbKMnvIw/OQv8oIo2jTdNSKjKc4oa4x3xiHj+OsZqmqbQphevNRZGWzxiX9QaYAu1L8TuNyGVM2VBZrS3rirY7KeSWV8fwKAz2s5/V02hLWcdd7JOWIv8r3yiXbYbfCjaiWgY564vBKjdf3DC078zE/CQDNiFtpcLv5jR9nnzkwpDU2hXq8Qrzy0U2vfsH1cWTFiJp07aBex3HjiGd33jIQDA6y/ZgK7WKF570RAA4NsPHGvofPTjx+3080ePTeOhI1N1ffxTMyksZPOIhAwpR8iAULRrX79UpY77dUzpUrQ3BrCOi/ETn4dJch8YBvDP156H01cXmreeFe2AzVpC7LBW4GKj96m/PS59sO1RsKsZcDrV5N4XsknqmtOeSeXEfUDmcxyLhPCWZ28CAHwzoH08iLgglDwfNlLLssS4n2ygYXdA67iYFw5YdKwpKvEL2byn74plWUrdZfaMdi3reFHRVm4d9zOa19hCO61oTtpJt4fNGSSsREKG1OrgSvTSjPa89+tSMqNG0TYMA/0+FHWvNE+hPVd6gKGL2nQjreNVij26SI8q6L4HCZNJRMPY1F9QQ/zMaduHpPooqrXwMz9FrBeKtr9CeyGTF4ebjb3eFTknz9rUCwB44JC3kC6yYAdStKnR4cU6HjQMTWLNCdnV/KrntdjQ14qdQ93FtHl9Vukni4X2tReuRywcQiZnIho2REDQ1TvXIRYJ4amTM9jtUJXrze4ThUKbrk2qEoK9QgnwG/tapQ5XAxLzuar2aNtqgPeb9kImL5S4AR+Om2qQg8ZXoR1Qtdk20I4PXrUDn3rtTly6pU+EOnq9jqoIQwP8vSduBGmI9KoqtH2+LroD0ejv7UhEpAuv523vB+DPeeGEgrT8iAu9ARRt5/5jr+sHCSps/J5JVRUdiWhYfEa8zGmX2JYVuMuoOVJr04ywjgdc7UWIsFkJxyK9VyoVbRlhgxDbXhS6+3o8nMWCnvecyFrHLcuy13sFbC4BQH+HvhVfzVNo042x2M3tlghdUs3wbO1iz07KDf6mz/vsfBOnDRQUCD9z2sL2F+CQ1KlI0c7lTWGX83OQJev4CZ+FNtm9OxO2o0KWizYVdo7+7pBHRVuoUf5ff6kZ7YCdVak92pR0qniPtpPfP6+gav/o0WBr3dzI5U3sOVX4Xv3xC7fhlusuwrruFvzRC7aKGb+u1iiuLIazffuB4EFBfp8nKe9/9/tnAShY3v1+F/xAO7Rl5rOB0lUltRo46vZoy6undI+KR0KBbNKVIAfNyekF6SA72xXj/znd8PwteNXOdQDkQ4eCBmoSKnNZghTa9DwmAuxqTufyIg9D1h69SnPCrsxqr3KcTYgg7p0gc/32Lm35syF9tqJhQ/oaYoeh+bWOqys61kmMyaWz9vVERTBpu1dFW1jHFRXavQEU7QZbx+k9UBWEBngbfwq6ztUJzUl7HalJZU2R+RG0uQRAjNTIKOpeaZpCuzwhtCtg8EQQRjyoqvYu7camjgPAaUWr395T8oX2jI/AlnJUrfgam8vAtAq7XWmVgAzrAira9ny2PzUbAC7cWCi0D4zNezooBQ1DA+Q6rCIMzXehXbjYzaSyNVNxdVvHAeAV565ByAAePjIVWGWpxIGxeWRyJtpiYWzobcWzt/bjN+9/Ef78itNLfu6a8wtFyt37xpQ/By/sH51HKmuiPR7By85ajcu29CFvWvjqPYfr+BzkV3sBhcMHHeCHa4wAqE8d935oFgVKZzzQjGUlVnXE0RINw7TkUnUB9YdJWYsmqZNB7iGAU6FRqGhLJI4TvQqehzMYVPZ16dew6syJCrU/m7dqhmFVo1Ez2lScd7fGpL/DMm6uSlAwlIpVUzJjctTwDhlq1GWvqeN2GJoq63ihGTmVzAqBqBbTCs5X5QSZ0dZjHa89o61C0e4Tqw+znlY/Ul1jGBA5TkHoFw1Ito77pvzi393IGW0PgVxeovW9EmRGG7B3Cssq2umcbaMKZB0v/rt+120QInG8I+5rnsTP2gsnh8cLitwGH0FoRHdrTLwfXuzjQYOMAMe6CYn1XkEVbctCzZudnXSqr9Ae6Ezgsq19AIAfP6Ze1SaV+Iw1nVVnPc9YU3jPj04ueN4/rBKazz5zbeF5XvfczQAKs5T1ej6kaMus9iLoelprTltV6jjdX2ZSOeQ8vj5BirdaGIZh77OWbBipPkxSqvHJ6ZSn10ZFzgdgW8eDWrYBu3EfTNEOUGinbeeF7L2MZnB1uVFoK8faLvmNMoloWOyA9jMjTQRStNv8K9pif7cPx1rgGW1FbhxAbkzO2fBW0SCkNX61FO1cXq2i3R6PiPfNaxOQxmqCuH3KCTSjrfAs5GXURmWhXWhOFf6/l2u0WO0VDSsJgNO5S7t5C+0GzWhbluVxRrtoHfcQ4FOL2QDBIABw+urCwXafZPJ4kK67E7I9B1W0/a72Isg6PpnMii+5DEcCBKE5eZaEfVyFGiVz4Scrkd8LbywSEgeFWo+nO3WceMFpqwAAe076W3FXjSdPFArtM9d0Vv25wY4EEtEQ8qYVKIzPL7uLhfbZawthfC86YwAd8QimF7JCadYNPY5M4jjhdcWXMkXb8X3zemAa0ZQ4TlCDT7bQVhGo6GSgI45o2EDetETTuRqqwtC6fdj53SjPfJGh16Hc+CXI3LrfhotXqICn+6Usftb8lBNEXOgJ0AihAoGaKTIEntEWYWjqFG0vooLqhrfnPdpFx1tEkaINOOa0Pd5jVWx1KSfIHm2ViraX8SdbWAn+3odDhtR3T1WeCkGp55w6HoDyQpvsQfWe0Z5eyIoPZ7U5YXqeY3PpmhbaWswEnJPe2NeGaNjAfCYvZZsO0nV34qfDVwkRhOYz0berJSpu3H7UAGEdD1hoXyQC0WoX2tMK1k8IR0GNMDrTtEQSqN/UccD7WIfOPdpOVheVGS9FgSwUhHbm2uqFdihkYFNx5ODQmPwu5KBQoX3O+sLzDIcM7Cg2B6hZoJP5dA4ni9satvTLK9rkHqq12knMaAdUtCPhkLjeei3sRJJ1h/wh3QsbfCaPk5NI1a7YUMgQYzheDrSiqPSZMUKoXOnpTB2XpcfDftpazAWwRi/1QrtP5evjS9H2v36NPlt+FG17E06w9V7tKqzjfhRtRUWemNHO5KoKO6RoqwpDA+TzI5bMjLbCWWlCZkY7yHnPiUziPzk4go4UEXRdfGZEvXDQPIX2XKktr1Ez2qRm97RGq3aB+tsLNgrTCj6cP+xzryMRDYeEXXOvhH1cVYgNvWdBbfQniq+D3wMAEGzF15FxNYr2RZsLhfbuEzM1lXUVQUZeO6wZhw00iJWoSwQVelS0FQaAVGK1RzVUFsuyRJG6o4aiDQCbi+n/B+tcaOdNSzQESNEGgB1FO3s9Cm36b+5ti0mn+QJORbv6tXRe4ZyjbMo1KXh+8iO84Dd5XMccokgelyi0g6/3IktwY8PQbKVIhTVa/j2h1342ldPi6LPvs/7OG0Gs20SQ5gytGfLjfJgU1nEfinbAM2lSZRhajz/ruAroe25ZdpJ6Jaipr2qPNiCfH6FiNK+cQGFoCkUHclhUG38SirYiVyE12cY8KdrFz7uCUQkAOHtd4WzzzMic+EyronkK7UUz2sHtW3445XG9VCQcEjNO+0f8H6xnU1nR6fSzO5o4jea0T3nv9qhay+L1kFyLk8WbBs2o+WGdSB6XK7qclt8gM9r0HNZ2JZA3LTxcY5exmjA0b6nvzkI7iJWIDhy1Dlr1so47C22Ve6xHZ9MYn88gZNg5CNXY1KBC++DYHJKZPFqi4ZLEb1Lhnzqlv9AOYhsHvGde2KnjKgptuYPzRLGhSumrqhkqFliybhzV1nFA7kCrKgzNy15YrwQrtIM/j9kA66taYvb6Jh2qNn2+1vlsaPcosI7PB1D8gyjajbSOU5NQxbWL3rupZLbmrLTKOV2goMqSA7LaY+codVzBfC5BTSivwacqzlfl0N+VzOQ955+kdCjaHsafRPitomaHSB73MCetap0dsaYrgd62GHKmJSUoeqEpCm3TtOzU8bIZbRU2Mhlk5oTFQfak/4PsqWJ3uaslipYAnZ/Ti8nj+6QU7eCrvQBgsFgY03+LX6g4XhNA0V4rsfbCyamZFDL5wn7kNT5CYsqhfdrV5rTzpp3cWo8ZbeeajyB2LmqE1OqmpzSstKgEjXiksqaSXe7EE8Xv9ZZV7Z6+m5vJOj5e30KbdnefubazZATkzDWFDvCTJ2aUNiAqIVZ7+bCNA/b1tlqzzjQtcfNWoQrJFnZ0sO/1odh7gdbFnZyWLLQ12CNt63j162g2b4rvedBCX7bx4cZ8Oiea174KbYey7vd7Mxdwm4cu+/hcOifuE37vs7Z13H9jPchcPzVCphe8pR87URGGNpvO+QqYVKlodySiwgVXy3WiWtE2DEN8rqvt0la5w5kYKq74OuqhAWiWnK/UhaF1JKKiYL77GW9bRtIagmG9jD/R46p6D3olxkaEoq3g8w4UPndnFWsuOvOooikK7cIFs3BDo4F3mj+Yz+Sl94oGgWYEV3vY40wBSU8GKLRprjGImg0A2wcKB1yZ5PFZBau9AFvRHpkNpiieKB4w1wZRtH0mj5NtfH1Pa6B5dcLLPm1nYaxiRrtWoe1c7RUkfXSolwJJ3A+BlmXZe7Q1K9qJaFhcL2qth5JBxjYOAJtXNUbRpsTxc9Z1lfz+9sF2hEMGJpNZLfPrToSiPeBP0RbXkCrPc8FhF1PRJZdd1zOuudAmh9RkMitljdNiHfe4s9Y5rhJ0bl5V6jg17VuiYV8Jz7SnOZM3q1pjqzEbcGXnUA8VFGoLbXKNdSYivu/7ZN0OFIYWIAC2uzUm7imyKx0nxYy2/HfY2cjyE/w6r1jhW0fjHTVEhZTISlF3H/ayS1vVSImTzcVG7v7RuZp1wWw6J/Y4q3T7hEMG3nTpRgDA39/6pKf6REcYGmDfw6ZdcgPozKdK7JD57s+n/X/H3TirOBr3xIlpZX8n0CSFNt0Yu1rsueiORFREyQcN2ZLBS+I4QYp2kBlIOgCvDlBcAg5Fe2TOczgbXSSDXoRoRjubt3wnxpqmJdwEQRRtv7u0j0wUiqOhgPPZBM1pP3xkCqbL+0Fdwc5EBFEF4WS1rExiXiegjWjIg9qSyZviJqdyLsmNwQ41rgonIgjNY6FNYWjHpxZECEk9oCC0s8oC2xLRsLByB3HdeCGooi3C0GbTrt8XClcxDDWHRgrK8jrbP6l5RruzJSL2jZ6U+BzbK2zUz2gfq3GIp3tzRzwSeBaTDo3pnIkFnwUuULray09DsSUWFp8vv4FfS1XRPh4wCA2wFW2/M9qmaWEuQFBSOGRg+0DhvCNrIaXzSbcPRTscMoSK7GfFV1LxzKo469RZ0Qbs4rla8jg5JlVelzb1taIzEUEmZ+LpU9Xfe2qGxCMh5YGs73nJdvS3x3BgdB5fvedQzZ/XEYYGOJqTLrkWacX7u0kIHfcUhkaNJXWvvVC0FefONEWhTeEcAw6bV+GiVr1bo4NTMtbx4gF838isb9WdCoMgc8lAYb4vEQ0hkzPFPuha0IUwqKIdi4TEzddvINXYXBrZvIWQ4T91HLAPELIz2qoSx4ltq9oRCRlIZvKuKit114MqZM6OcbVOuyorl1BbJtxv8GnH90G3og04xhcUKrdPeUwcJ/rbY2iPR2BZtkNCN6Zp4YniTeec9V2L/vzMOiWP0wHeb75Bf3schgHkTAsTLopm0jHjqGIf7JZiE8LL+rO8aYnDtS5F2zAMrOmWs49ncqZQ+tWGoRW+4yenUlUbt/SadPkoXMppj0fEPGcQVTvIfDYRVF0PuvKMmpmyim0t6L7odz4bCJ7KnszmRRPW7+tDwsKeGsVWOSJ13Od3uFsyQNGJKgchIXIUaogKaQ2hpLai7X7emNGgaBuGgfOGugEAjxybqvqzOpw+RGciir+88gwAwKd+sa9mtkha4ZotJ7XGn2xFu/7WcTEqocjBAdiBaHtOzrgGwPmhKQrt/cW49i1lQTqy1j4VjEismFrf04KOeATZvOV7V63X8LVahEKGCETbO+ztucwq2n8K2M/fb6FzwpG8HkQZoZvPqZmU1BfxsKLEcSISDgkbu1vRRRcrvzd952PRja9apz2jyL5ExdSJqQXX15i66IahLoijGqs9rofySjKTExZwr4q2YRjY1F94beplHx+eTWEunUM4ZIjNA06E60ajop3K5sWhJsjmBFKK3Zp18xm1ihCpYvs8rAuZTGZEceBnvtMr1HA96bFR6AxADBpq6WSgI4Fo2EDO4TSqhMrDrGEYSgLRRKHtY7UXYRfa/s4e1PBcaoU2NXCCKNpB92iTChoJGb7vRWespvBXSUWb7rk+v8PkPPSz1SRIEFslvCvaGqzjpGin3Z0nOkIaAeD8YqH96NGpqj+nI7vCyWsuWI/z1ndhLp3Dx297uurP0nlIVfo3USvXQteMtpdNSyL8T9GMNlAQwtrjEaRzJvaPqjtjNUehLRJrSw+KjUgeJ+u4Fyu3YRjYEdA+rkrRBuwi06uqrGq9F+B9D64bJxQkjgOFw1U0bCBvWlJFPynaQRPHnVCKsJv9j276vQpuvLQa6Lbdp1x/RuxUDHjRHexIIBYOIWdarhZXEf4RCStRH2s+p4CNnnL2nJqFZRWUVhlljGbI6hWI5iwqKo0f0Hz5UyfVpnQ6oetNSzQcaE2d0z5eCZFiqkgRolyLY5MLNdfwUVOsuzWqdF1NOWskd8LPOKzbKrIliHDIDoWsVlSoTvVVEYimRNFu87ZZwQ3bouzv2r5B5GAseB4F84JK67hvWz2l1Cf8O1PsLSver2u5vClUVr/vyyafK/gARxBbm5rvitcVXzqs40LRrrLphM6Xqgvd87wW2hoVbaAgbv3t758FAPjug8eqfh9I0Va96lRsgKmTok3NcJkwNJUz2qGQIYQPlXPaTVVobxsoK7QpebxOM9p50xL7vL0qM0ED0ahQGVRQaNOXYNxD9D5gr6lQkcgYdMWXKLQDHACAwheRDogy9nFRaCtStAGHKuFyUA16GHPytuduBgDsuvuga9GgyjoeChmiqeMW1lOv1V6EKLSng62YI54pqpynr5abOd7cR4p2fazjIzPViwoqtA+Nz9dcA+OXU8KN4m8mlhArvtwUbcUzjj1tMTFzVmtFI82kqWiKVYMajV5XfIk9sRoOk/aKL/fP8lSAmddKqAhEo3t4vxJF29/zoDOLn9AtoHA9s5uZ8uqpGydEoe3/vNFb/M4kM3lf+2xVWKhJ0T40Pu/5OTizfrp9fl82+twsYZpWoCC2Sqz3GPxqh5LqsI6731NmFG21Kefc9d0AgGdG58T4Y8XHF9kVah/fyfkbekSDuNp10t6jrToMrShGuq33Upz8Tuu9JpPZmo5R1eu9iDM1JI83RaH9TPGQs1jRru+Kr/G5NPJmYU64z6Od90yhGPl700UAmIpCu937MnnATvlW8dgDARVFajgESRwn1kmu+JpeyIoDo8pCe0MN+589ox38kPr7563Fxr5WTMxn8PV7j1T8mXRe3UV3fY3/tpSGdRbVWO1IvlfBsPg8yjV+7F3a/kZJZBmdq15o97fHMdgZh2UBT2vap61q/KVWs07HjZuau/tGqitjuld7EULR9hiGNqNJNQK87dJWPQdJ93y/lm1AjaLdGzDwayppOyD8EA4ZQrGsloUhCzWfgyjaHfGIWA/pR9WeC7BDm1jVEUdPaxSmBezzOCpHn6mOhP/gPgq8lFW0Z1M5kDFBVVOKzjkjs+mq4ZsLGfVFnljvVa3Q1mQdX9URx7ruFliWvXGjEjqbkE5We7hm6wtDq14jqd6h3tMaEyHVta7Rqke9CJrTZkVbgulkVqSELprR9rgfWBV0wOtvj3u+EDtnIGVXW6WyeXGjWtMZfHdzX7ucon1CgY2MWO1hPU81ToqiP/hzkV3xRcVif3tMqc2lVnKsqhltoDCn/a7LtwIAvnDngYpd/ozCQI4NvdUPgTq66NWwFW01hbbfbQBUaB+qk6JNRcVAlaLCdt3osY+PSIzbVMPepV1D0VY48+V1Tpt2BusvtIuKttdCWxxm1as2Inm8ilKj+jArdiQrmNEmt4IfSClyC+arhVD6A7wuque0TYc6HuSebxiGeJ98FdoKQrIMw3AEonlrIE4pUJRpROuQZAYHNdXbYmGFq5bsNWfVMh3o2uVVPPJCu6fUcfVhaMROCkSrYh8nRV2XdZygfJhqIhMJD6rD0HpEQ9BlRltxCFs4ZIhrWq3vvg7rOACcvc4e13XbUCLLii+0nynaxld3JhbNCnfVeUZ72MfhettAIV16KpmVWsnifLxENKTEvt1PQQUeovezeVPMQqoobsk+4986HrzTTsiu+CIVNGihUE6tQlvljDYAXHP+eqzrbsHYXBrfun+xqi26mwpmTGvNn6cUr5WoxWBX4fM3NpdWkkY57FOl3VIstE/NpAKtKPIKfXarqXc7NCePq1O0q19DdCja2weLinYNVYyCn/oCFG9eoNTxUx7twjqTdb0o2nZBqeZ16W4LrmhTcdwfRNEOoKznTUsc8oOMBVEzU9WKL1WbPYBggWgqFG0AOGN14brmdU6b3ssgYYbUSB2fz5QEEdZ+bLVBaECh2eDlrDOuYS2hULSrFNo6w8jOGyqomtXmtKc1Kerl0Pm52vk/ndMzStdVY0ZbVS6PE/HdryHo2WFoagvtravaEYuEMJvOKbs2rvhCWwShDbQt+rN6z2jTGqaBDu8HxsKu2sJhTfYgawehtSgJjBKKtoeb3/BMCpZVKLpUdDoHa6hRtbA77Sqt496ey9hs8WAWYKavElRoj86mKxZdEwFXjZQTi4TwzqKq/flfH1hkJ1M5ryNs8a4z2vW1jve1xREOGTAtYMxDo6kWQtGWLB67W2PCGliPQDRPirbm5HFlhXZHdfu/DisaWcefWSrW8aKzaTKZ9dSo0XmY9XKIV13oq5jRJnUnSAOzJ4B1fGYhKxLqg7wutZqZstD7uDrgZg/AMasZoNAOegAnRftpj7u0VRS77fGIOCfIrHBUHYRGrCt+Rqq59+h+qLJJ6CV9WsxI6yi0i3Pajx51tw/rDkMjSKAZrlpoa1K0yQFUY0ZbpeDhtc6grCCVe7SBwoaSHcXv/hOKxIOmKbS3VVhNU+8Z7WFHqI8MdJCVndO2D6hqCjwxo+3BOk7dt9VdCYQUpNUOdPpXFDM5teq6vUvbmyok5lwVF9pdrVFh6axUkE5qOLz/n2etR09rFKdmUosuQioL7Vq2xnqHoYVDhig2VSSPU6iaH5cDzfHVY8XXiId5VLKOP31K7e5J8Rx8NiXKqdWsS2rokJN1/MhEsmqo0rj4rqq9RpTT2RIRjQQvn2M78EeDot1rH+LdPjdLLXU8ncuLQi5IAzPIei8SBtrjkUDX2lrNTFlEDooC1xi9Pr4UbUWW4tMlV3zZ1vFgn1VKHpdppKoOQiNqhZIC9nlQpZBAnyE3y3oqmxeJ1zqs4+es70LIKFwj3cbF7LEWfWFogH3fq65oqy94gdqNSdVhaID3rQPzxUaxyj3axJlrC46G3YrmtFd+oT1Cina1Qru+M9qyyozf5PGTDkVbBf3FQ+BsKlc1HANQt07L+dh+FUXV6rptv/RWcKkIz3GD1oVV6n6LGW2FN994JCySUcfK1iRlFNqIqNAem8tUTDnXsVKkFqrmtLN5U3Tq/ai0m/vrV2jbn13357mxrw09rVGksibuPzih/DmoahgOimZdpuJKIx2Kdn97wYFgWsCBKns5J0gV0qxoG4YhmjsnPTQKdVrH13QmEIsUkq/dNjhMLQQL/Son6B5tOiuEQ0aguXVxgPVRSNJzD/qeqJ7RVrXZA3AetuVHxVRZx2nF18hs2tP7pGrLh0gel7i+2+sB1V4/NoktF5Wfi2la4rFVFtpOt0ulbCJy2hgG0K6h0GqNRcT7/+ixqYo/Q0GR9VK0qzVG05r2aNOoTSprVmwUqxwXJOicXGtUdl7R97wSZ/kUN91Y+YV28XBTWdH2rtCqgKzjssqMX2vmKYeqrILOlggiRXXaLRyBUNndBgorn0hRlLWPq1bXqXkwl855mqNSsQ7GDbc5bedOT9V21H7hbCg9fKjcqdjV4lDrKwSipTTtjayGvYc5WKE9MpuGZQHRsOGrsNrk4yDmB8uyhKJdzToeDhm44szVAICfPH5S+XPw26Asp689jpBRmHGtZEnUoWgbhiH2aVdLHq+XdRywk+69ZH7Y1nH1h5lQyMDG4vXroIt6p8s67re57mxeBhnHEnu0kxnpkNNpRTZhZzNzXsFqvuMKVnsRvRL7dMuZFQfwYK9PezyCoeIc+x4PqraKMDTAqWj7sI4rakgRG2ukoE8vZEXTUuW1a7AzAcMoFHKVPgMiCC0eUXKmq8TOGvu06zWjvdrR4He7VuiyjnfEIwjTmb9Cc5I+8yrt+zQq+0yVAFHTtESmisrw0vLn4GeffSW0FdozMzOYnJys+GeTk5N45plnSn4dPHhQ+XNI5/I4XLyBV1K0tw20wzAKB47RWf3FNhW+A5LKDIUNHR5PSqlpotAOeEAlDMMQF9NazQkV+zTL8bvi66TCNWNAodtJBz8v74dORdttzo7shYahvuPqtk9d7HJUZCMitb6S4qKrg1uN1YoUbXEd6PDX+Nm8qj6K9kwqJ6xhtT67V527BgDwsydOVVSL/TKVzIrnIHvdLCccMkSza6RCIJqudSHbivbxageHiWT9Cm26DnrZn6xrhQ5hp+hX/ixTAaHaOu5X0bbHcYI9H3qf0zkTC5K7osUscMCAuK6WqHhdqwXSeYXu+esUNNdpl3aQ1PF2BZbi0wfJPl5b5CDxIWgDhL4Th31Yx1Ur2psd389KRR41LDsTwcYYyolFQqK5W8ntQtel8oBjlZxHhbabol239V6F6/VCNi9GecpJaxqlMww7BbxSc/Jo8bpBIwYq2O4h18R5zVS9RxsANvXbZ08V43DKT6nf+973cOGFF2JoaAhbtmzBtm3bcOutt5b8zGc/+1mcffbZuPLKK8WvV7/61aqfCg6PJ2Faha5MJUWmMxEVF9IHD1duCqiE1CFZZaa3LYYzivNCr//SvZ4VXb8rhKrhNaiALo6qbOuAnWQqu+KLnouKAwBhH1ZrP5exWX2Ktpv9jw6EXS1R0ZFURX9H5fk5UrRV2YiqhfUI63g9FW0KJfGZfE+MBLRCk4tBxeG4GtQg6khEalr0n721D10tUYzNZZTax+ka1tsWU9Ktr2b/15E6DtgHB7fkccuyxPdVd+o4IHft0h34U20MIpXNC6WmS7F13KnEyTChSLVsiYZFYSJbTIokdgWvSa3NFTKIzR4K7vm9QdZ7pW21MygygWiqil3hWPKhaPcqVrQ39LbCMAougUpnvlEKetUgItDZsVJYIrn1dBa55xT3Ke9xWVupc6zGSSIaFg3CkzNu607Vz0oT3S7Nyfl0Tnw/6Ryqgm3FTR2Hq+SakAMnZOjJ6RnsqD3WJIPyZ3j77bfjS1/6EqampjAxMYG3vvWteM1rXoO9e/eW/NzOnTtLFO2HHnpI9VMR89lbBtpdbV4XbOwBADx0RG+hnc7ZO639WCA//8YLsbYrgQOj83jtF+7xFMSlWtEGbNtwreh9lSnfxGqfhY49O6buuayRmHMUYWg6ZrRdAm2EFVVxhxuwFe1yV4PqYIxqYT10AK9XGBpgp1b7Tb4ngjbA1nbZ6dk6wscIL6u9iGg4hCvOHAQA/FShfVxV4jghAtEq2P917NEG7FlPN+v4zEIOOQ32SzdohtabdVzvgdYuKhYX2lTkhxTOYdKh0bLsv18GVQGThmGIa7OsjZ3cSioKbbJGf/WeQ3jjl+7Dc/7pV7htt7/vr+1iU1BoB1nvpVLRLq748mYdV2PfJifX6GxaNA1qMal4wwiRiIZF46SSwk6Kdr+GEMd1VUJnZ1OkaOsLIiOVdnw+s6jgczYBdSvaQPUGcTqXF++/DjHHbdyGzmWFMT91r8Gq9ji6W6OwLDvMupx5R1NcxUalcpxjTSq2uyg/pX7mM5/B+eefD8MwYBgG3v/+98M0Tdx5552LfnZ4eBjT02pS3SpBVr2tqxav9iKeVSy0dSvatB6hxdGdkmFTfxu+/Y7LsL6nBYfGk3jtF++pOh+cy5vioKzKMg3YISW1dmmrDmID/K/4sq3j6p7Lao9zjqlsXswT6Sy0j0wkS6xdum68gK26lX8GVM8Jra8S1tOIMDQvoSReCFo89rfHEQ0XggGHNY68eFnt5YTs4/+zW5193E4cV/PdWV3ch17pwDIv1oUoVrSLHfpD40nRjHJCh9X2eET5jF0lVkso2rqTdcmiV8k6PuWwZqqaw4yGQ0Lp9GMfnxD24ODXVSqU5RVtNdZxwFai7to3hrufGcPxqQV876Hj0n9PKpsXRbGK5npfAOv4rMKQJHIS7j01C7PGNU1V8ndXS1Q0Grzax3WFoQHARhGItvg+PK5htRdBn6NKhbbObQhEV0tUjBGVXyvpTGcYapwTtaAzfKX71tGJBVhWYc2VjjBNtwBJys6hZp0qnLkmbuNWupriTux8giVYaJdz4MABZLNZrFu3ruT377vvPpx11llYvXo1Tj/9dNx2223KH1us9qown01cWCy0Hz82XXX9SlBolmGo1/9O66HeVnznHZdhXXcLjk4sYNdd7nPtY3MZmBYQCRnC7q0C+rvGqqSBprK2eq/CRkb4Xa8kLG06FO0ac45UrMTCoUAptW6s7W5ByCikQo46FGZxINRw46Wu6SJFO69W0R6i1SKVwtBoHryuqeP+wvjKGQ7oNAmF5JKj/eIlcdzJc7b2ozMRwdhcGg8cUmMfpzVoqhRtarZVtI6naV2I2s/UQEccHYkI8qZVsTtezyA0wBmGVv2zY1lW3azjRycXkC1zZ1CR3634sbtFEJkPRTupzilE77dswa/SOv6aC9bjwo09+L1z1+ANl2wA4O9gSYVIayys5LNCr830QlbatTOXLq4/U3C/3dzfhmjYwHwmX3Xfu2VZDut48P9+Km69hjHpCkMDqucokLNRT6HtLmboDGkkDMNwXeU67VixpyuMzQkJO5XOvkcmCu/Lxr42Lequ23amY0VFm0b8VEK5JntdRjZ0jXk58RNK6IbWQjuXy+GGG27Aeeedh5e+9KXi93fs2IH7778fY2NjmJmZwR/8wR/gVa96FR5//HHXvyudTmNmZqbkVy2eGSVF273Q3tDbiv72GDJ5E08o2plWCVLlgn4o13a34ANX7QAA3Hz3Qde1E3SIGuiIK53RdVMzSx+7cDFoi4WVXgjpsF0pyKgaOhRtr3OOYw7buI6LYCwSEv9dTuVXHAgDBrNUQnwGyj57FIam2jpertYD9d+jDdifv9lUruLKMa+osENXm19ThayiHYuE8NJi+rgq+7hq6/jqKoGKQtFWrFCUJI9XmNOm75EO90klqEkzlcxiIePeXF7I5oWlXZdyNNiRQCIaQt60FmUOTCsOQiNsK6QfRVvde0XvQ6XVjNVQGXy1fbAD3/ujZ+Ozr78Ab3/+FgDFbBtJR4rTNq7iPkfNFcuynQ1emS82zFQojdFwSJwfq+3Tns/kkc0XXjMVze1qIxWV0LVHGwA2F59Lpc0Ao3P6LMtru93vcWQd15347VZoU6Gvez6bqBbEeqjoNKDmjGp6RKFdWdFWGYRGnDZYPdekLoq2j1BCN7SdUk3TxFve8hbs27cP3//+9xGJ2Be9V7/61bjooosAANFoFP/4j/+I9evX42tf+5rr33fTTTehq6tL/BoaGqrx+Bb2jxRXe1VRtA3DwAUb9NvHjwlFO/iX4eVnr8YZqzswm87hi3cdqPgzqld7Ef0e1m4492mqLC7FjLbEeqWFTF4oFyrV9WrKmBMqVnSEhRCVAm1UHgjLoZvqZDJTojaoDkNb19MCwygc+MuL+kas9+pIRNFWVDuDJI+rWFe1VsL+65cRH2n5v3duodD+n92npA/rFZ+D4kDHarZpXYo2AGyv0qGn76ruHdpEZyIiPsfVVG1SbcIhQ8trAhTcGW7r6qY0pfraVsgAiraCBiZ9JvZVSaOvBL0vqtXLdd0tiIQMpHOm1D0WsIshVWNqkXDIt7WeZrRVNczO8BCIRoJHLBxS8l2h78ThCnbtchYy9rywqn3zJc+lSsFhK9r1ndG2reN6bdt0ny0PxKrXai+imrBD574Nmgptt+slzWirDEIjttfY1KFrzMvJkle0TdPEW9/6Vtx+++24/fbbsWXLlqo/bxgGNmzYgMOHD7v+zI033ojp6Wnx6+jRo1X/zlMzKSxk84iEDFGIuPGsTYVC+4FD+gpt+lCq6P6EQgb+4orTAQC3/OZQxVVbpNioVHEBR0hJlTC0E4pvugSFUU0ls55t/nSQVK2uU7BabUW7cANepTFNWBTa4/YNaVJjGFphh2xBbXBefDO5wnuiStGOR8Kik1ueinuq+L7WI6XZiZ0T4G822rIsJU0wEWhVD+u4xCHqudtWoS0WxshsGk95WIlTi1MBE9rLEc26su+tZVnaFG0A2FLMCTlQwX5Zb+u4YdijB9UaRnSY7WqJanHjEFRUlCePC+u44muYm0LjBece7aCQauNmj3RDpXXcSSQcEueTQx4KPCfDIpNF3T2/12MejJN0Li8aviqs44C3QDTne6Liu0LZBW775Z1Q8ycaNpTMpS96LlRwjC12llEDvF/DtWuNCP1MI50rPe/Z1vEGKdp1Shwn7CDgxddraoBs7HXPogqCmwNIlUu3EnauyXzFsz41xXXcqwm6Lx0ZTwbOnFFeaJumieuuuw4///nPcfvtt+O0005b9DO5XKntcmZmBo899hi2bdvm+vfG43F0dnaW/KrGEycKh7xN/W2I1lDYLnQkj7sthA/KsQm13Z+X7BjAeeu7sJDN4/N37F/053SAUmW5JKiwGfNgHVepIAOFeRza0ezVPi7WjKlW14uv61w6J2xMldC5Q5ugTuaRCtZxHYp2OGQn5jqbPJmc2j3agH0RLw9Eo0N5tbEQHfgN5CNmUjmxAzLINgDRadeqaBf+bpn91bFICM/a1AsAuO9A8DntYU3W8dmy7206Z4LupTrU2y3Fz+mBCimqIlCoToU24DhAVvn82KqNXtVIzICOVy60uxTPYZIt2U8Y2qTCQptUmwOj81JzyLp2JgP+A4DEJgWF541elxCmapCaDahTu4SiXaVxqNq6LfM+OD8POhpiQ8UVX3Pp3KJzHwkuOhx7hZWOhbPE8HTpeY/CyHSmjgPO62TlQlvnjLiTak6sw8Wz0SZtivbiGW3LshwuXfXW8YGOODoTEZhW5dWP1BTX5bQCCo2eaNhAJm8GDsBVXmi//e1vx/e+9z186UtfQjgcFuu7JibsQ9cLX/hC3HzzzXj44Yfx85//HK94xSsQjUbxrne9S9nzuP3pEQDAZVv6av7sWWu7EAuHMDaXUbJPshKqF7sbhoH/+9JCE+M/7z28yF51UkOHGbBtw+PzademhJiJVhg+BhT+m6ut56nEiWk96npbPCIOoNVUodG54ookDdYqYn3P4hntCbFXU8/hvdKsflrDLkcKS9o/al9spxey4oZPh/R6ETR5nArHzkQELQFuEnZQTD3C0OQ+u5dsKRbaB8cDPX42b4r3WdUBvi0eEYczZ7Nk3rFGp1WDHY0U7YNj84uumxPFYMl6KdqAc+bP/fNDTTTdz2szqXflinaxgFCtGgWxjk8k1bkP1ve0oCUaRiZvisNyLXJ5UxQZqkPiAP92SdEQ06FoS1jHaR1WWyysLJvmtNV2Q6TS1gAASoPQAPt9GJ5J18wDmZzXM0pAOFd8lTfDdDYJDcMQ9vHyOe2ZOlm3bet4+Yy27fapB3TumF4ozdXIm5Y49+mzji9uTE4vZMV3bb0GRdswDGwfdB+tmVe4WcCNSDgkhJ7DFYp9GZQX2vfccw8GBwfxnve8B1deeaX45Zy//trXvoYHH3wQN9xwA/7+7/8eF198MR5//HGsXbtWyXOwLAu37ykU2i86Y6DmzyeiYZyzvrCcXod9XNdi9xectgrbBtqRzpl4qGy+/JSGGx9gF1iprCmS/8oRKd+KFW1APvmZdqnrCIrwogqNzRatVXWe0RbKi4YwNKC04ULoULTJQvSMYwcxzXKu6ohrvdBWgtRdv5ZtVdkJNBJycipYp9WNTM4UhciAx9Rx4pLNhebmfQcnAs1p04x4NGwoLfbsVSn2Z5euZYloSGl4JLGhtxWRkIFkJr+oSTNeZ+s4YI8eVLt2ObM2dOIW/GSnji8N6/hCJi+2HahwCoVChsiPcQv9KWfaEQym45C/lBRtseJLwjo+q3CHNrG2K4GORAQ503Ld60tqn6rvcHdrTLy/tcQfnQ4HYnOF5PFUNi9WqemY0Qbcrdu2ol0v63iqpEFa7xntjnhEqLfO+8fJ6QVk8xaiYUP5mChRaY82BaGt6ohrW7FqB4guHtmgz52OpriTjYrmtJUX2k888YRQsZ2/3vOe94if2bhxIz772c/igQcewJ133ol//ud/xqpVq5Q9hz2nZnFyOoVENITLttZWtAHbPv7gEfWFtq7F7oZh4Nx1hQbBkydLbU3U5VqruNBujUXQUvxiuc1OORNIVTNYJX2xEvS6nLW2S/lzsecc3YsuWrmlU9GmQvvUTEp0v1VaHCsh1rw5PgOq13sBdpChMxSDlK/NdVazAeDMNYWRlV89PeKriFRlhaZVdePzGS1rCUnNjIQMaeXs3PVdaImGMZXMYu+I3PypE/qOD3QklFoi6bV3ugF0h6tEwyHxPT0wWlrEiDC0OuYNiHCdKg0jewRI7T2kHPoeH59cKFEMpzXNQVKRTEqgV0jNjoVDIkwuKNUOk5WggLiORAQRRaGTTmg22OtaKUL1Gj7ALlonqqwSLWdOg9JlGAZOHyT7eOX3SUexu7XogqmWdg7YDSNdijbgLDjsa9e4IwBO13jJ2u7F12qgPuu9APuMt5DNlxSa9Z7RduZqOF8L2lgw1NOqpUEMOArthaxoNqjMnHJDKNoVmpD0361yZW8lVO3Srt9unDryq6Ka/eyt/Z67LSJ5XIOifUzTYncAOHNt4eD/5Am70B6dTePkdAqGAZyxpvosux/EnLbLDVDY1jV8CehGXr4KphKWZYnXZYeG12GNSyKlk3qkjve1x4WS8PixaWRypuj46VLJ+iqE4tmKtroOJxXaB8fmxZ5dKrS3NKDQvuLM1eiIR3B0YgH3HpC3Rg8rUn66WqKi4aUjedxpG5fdExoNh0TAZJA5bdWJ48SaCsEytBJI57oQt0A0EVzYpu8aUY4YN6lyHbXdF3oV7VUdcbTFwjCtUvVOf+q4nKLtdAmpavzQYXKvx+RxXUFohPNg6TWvJps3hbNJ5XeVDvgTEhb/OaFoq319Tq+RPK5jj/U5RRHl8WPV185Oiseuh6Jtfz+dO7R1hSXaK75K73H1so4nomH0F8+7zjntaU3XpmqsqRBgSSMnulZ7Afa1Jm9a4lypMwiNEE3ICs16El6qbZRSwaYKDSY/rMhCm2zjL/RgGycu2NgNoPCmOuf1VHBU42J3Uticivbjx6cAFIKidFhrSc2spGjPpOzZDR3WcXIefP+hYyU2ukqMzqYxPp9ByIDoSKvEy4qvsToo2gCwc6gbAPDw0SnR4Q4Z+m5E/SIUzy60SZlT+Zlb29WC1lgY2bwlVJZGKtotsTBeubMw4vLtB6pvPqjEKUXFo2EYdvK9huRxP6u9nFyyOfictg47KmAXjs4GRbIO60IqBaJZliWUoXqGoW12rOxxS1Slg6VuRdswDFHgOa2pduq46j3ai8N9vKAycZyw98V6VLQ17ksGCg2YkFHYC10t8NTJyGwallUc8VD4vIR13IeirWKHthM7EK26oq3yfTlnfTcA4LHjtQptfcGnRKXNAGI+W6MTh86QTut4Lm9ivjjqozsMDSi1jxP13qMNONycjgYxFYB0/dRBIhpGIlooFaeKLiB7tZdORZuSx5MlqfO5vCn+u3UX2vYu7SVmHW80k/MZPFS0f3uZzyYGOhJY3ZmAadmJ5ao4KhRt9YU2KbVHJv7/9s48PIoq3f/f6u50Z+2E7AlZSdgXAyFsgojsAdlEQBFk1JmR8d7RcRmvyww+6tW549yB2YQZJ3oRVH4Oiwg4oqKIgLKFHRIghAQJAUJI0tk66e7z+6P6VHenOyEJfapD8n6ex+exq6u7qsKp6vOe9/t+31rFRfeYfQWUy8q9TWQLki5eMxoW6HdLZk/NMbl/LHrFBKOq3oKcZnqIc07aFx96RAULORdFytNMvXiN2aLUfop0HQeAjKQwAMCR4gpF4tgtUN/mbGRrabrYUlXfqARnqVHee+g71zHyVUz+Y6+2ERpn/tBEAHKv6Mo2Tta9KbHs3oo62/bSntZezgy3m1DuO1/e7k4OfELRFtfz1hDrofykRmAPbQ4Pbp2l47VOPXDVrNGODw2AXqdBo5XhUjNZbW/5CbSGVA/O46Lkmd3am9H2ohEap1dM25zH+eKAqAm+QadVAovWyiWdSzy8+XvDFR5tae9lEmSSxFt8NR9oe39RaJDdN+jkpcoW2ws5ysTEBX3OvbT585yXxUUIVOJ4qtGudkqEia7RBjwH+5Uqu44DnjPaXEJ9sxbGt0rTZ6biOC4wox1r9EeIQQerjbkoKYrLa9FoZQhwMukThbN/yK10pOp0gfaus9dgY3IGs3sba4T5g+3YjxVePSeR9QzdgvTKDcj7PCqBdoKYQJtPNDyteDtcvsXcAFqNhF9NkN3Wc3YXurmtO3PaHmj3EyAbBxwP4OYyijxYCfDTCu33BwCD7RntIxcrHJkXgRN3boZWZj8WD4JjjAavZ9HToxyGaIwxn0rHAfm+6hMbggaLDZuPXmrTZ70lHQdaV2fbXtrT2suZQQmh8PfT4HpNg0t9fZvOwd7Cz9sZ7TgPzvG1Antoc/h4PV/m+Hvwe9Wg0wgN8pui0UiKLM5Tr16L1aaMVRFeG01JaeI8zhgTFlTyYMhssbk4+N4MEc/V7mFtcx4XkTltimNy2boszhXBJR4/3qhr9SSXqxG9fR9zRdylijolm+mMCKVBWlQwAvy0qGmworCs+WeoI8gXNyYSwx1KBx5gq5LRDnO4fvMxUFUn/xv7+2m86gfTHFw55iwd5+eglhka4FmJxTOtIqXjgGNs8RKRi15uV+wJSZKQHuMuH+fziR5RQcISSZzuYQHQaiTUN9qURFJ76HSB9tftkI1zHIF2y1KdtiK6nkGRj5dUgTGmnD+XHnmblqTjlxXHcXFZkMn9Y9EvzoiaBiv+vsu9hzhHZH024GyG5jmjqMjGBWezAWBgQii0GgmlVfU4fVl+KIlq7QU4t/eSr1FkzYzjYVuNa9VmVJstkCRx7SxuhiRJmGfPav+/A22Tj3tLOg44FrM6YkbboNMqvhc/FLavTltURtXTfculiCKDXS4d//FGnWJg5ywbF1Xn2Bw8i1zowUn5WrUZNiab4UUKLnsB3J3HaxussNizeN6WjgcbdNDZJ2htyWortfRefK621XlclJzeGT5pb21G+7Kg+zQlIghajYRqswVXqlo3ya0W1F85NNBPCfzPeMhqO+Tb3vt30WokDOguz11ampOKLicAXJUOPLt4XYWyOH7MmgarEtwqRmgqBbndO4h0nC8484UtxpjiaSE60OalE1uPXXbtoS0wow046rTzLjvuOd7qVbRsHJCNfbsr4779ddqdKtC22hi+PXMNQNtk45xBvCbGixlt0Y3dAYch2unLVbhcWY+yajO0Ggn948UEmLw+97oH6bhIx3GORiPhaXsP8ff3FilBQVN43Xo/QX8H/sNrMlsU2b4z7e1D3B4C9TpFhsg9CkS19gKAyCayPt5GjWefvUnPaPm6zl2tVn7kE7oFeNV0ra3MHtwdeq0GJ0uqcOImNXQcuS+096Tjzqv93kYZu7dwnkqbr3aYxgFO0vE2the7GXzCcr2mQan9qjWLr9GODNYjxF8HxhyZCKWHtoqO45zUSIfRYFP4pDLG6C/Mzdb1XFzNlnhA6aeVFNM/byFJknL/5ZW2vkysXFAtbM821GlXqJC9bHdG28vKE71Og2R7xqy5tlpNEeE6zuGGaHlNAm3GmOJg7+1/l4HdwwC0HGjfEGDE5omm5R3XVeiW4O+nVbwreC9th+O4OkFuU/m6zcYcZmw+MEPjC1vXaxqUpIOIXtbOLBmVAgD49EgJjl+qhNlig0YSY3jszB12pWauUzeocwLnmp5wLDy2v067UwXaBy6Uo6K2EaEBfhhir1ltC9zl8cL12jbXXjaH6MbugCNje+pylfJA7hUTIqy/nSOb6UE6rvReFXsDju8bjTsSw1DXaMXqvRfc3q9tsCgTSFHS8SCDTmlr4SmrzSVWkSpNorkhGjegElnzycdAXaMVNWaL2Iy2U402P06KQPOP1tAtSI+J/WMAABtzWycfv+ZkGuQN4yull3YL7eXay9VbzGgDwPAesiHaD+2o066obVAmdGnR3v23Dgv0U3q9c3m6ktEW6DouSZKbIRp/horMRjWHQ8ruHmjz51mcCvXZgCPbX1IpS3OdZeMiMv0T+8n37uYjJa3+DA+mwr0c0PCFxNY4jyttpARO8Nua0VaUJ14OtAHHuGht+YmIPtqc5lp8lVbVo9psgVYjtblc8WZwleXxFhZz1eijDchSdsDhgl6mQo024Ah0+e+cSZBqoTmalmjVNFjAS+ZVzWjbz6Os2oxGq00J/OKM/sLm+pw7EsMwPDUcFhvDq1tOyccNDYCfgBaDzgxNlucQRy5WKB4W5+y/nWkqZLQBd7VVe+hUgfa6/cUAgEn9YtrVY7JbkF4xFWjpwdYW1GjszgPJvFITDttXfu4QVJ8NOB6szo7THN43t0ek2JtAkiQ8OEyW7+Z66H2eX2oCY/LfXWRGOc5D3QynTMWMNgAMti8uNVq55FLcD2+QwbWfusiHX2I32bjJbLFh9zlZseKr+mxnpg6IBSAv8LUG5wytN2qLlAlIC+3l2gvPaN+KEVlGYhj0Og3Kqs0es6Ytsa+wHIzJvWS9ndGWJMktO6BGRhsA0poEt+U+cBzncIMjT/82fFKrhhEaIC8KJoUHgjHZ0FFUD23O7MHdAQDbT5a6mCu1hCjvi7Y4j/O/i0i1kvO4aM0CGX+uxQgYK02NMG9GtVn++4jMaDcNtHmJWnpUsNfneAO5IVpJpUezvEarTQk8RWe0x/SMBADsOH0FjDHFo0dkRhtwbqNqz2ir1NqLwxdPSqvqYbHalHtQr9UoC7ZqEB6oh7+fBowBO05fRXG5/NxWq4Tu52N7AAAOFsnzbZE9tDk9o4Nh9NehtsGK05dlj54ClVp7cTz1kG8rnSbQvl5txmfHSwEAD41Ibvf3KHXa9hZZt4qjtZe4QZkUHoggvRYNFhs+PSqv0A8UGWgr0nHXjHaj1YYzpfJNICqL7Ez/ePkaT12ucpsQcNm4qPpsjtJiyUNW8ZpSw6TOZJUbonFE1mgDjnFwqaJO8SEQ8fDTaTVKYP1tvhxo+6K1V1O4guD05Sql5rYlrnB3Xi+5aHPpeHOlC+2FMXbLNdqALPvjnQ9yiyva9NnvC2RVxsi0iHYfvyWatkpx1GiLDbR5L20uhd19rgwA0F2FSUtT+D10qaLOpX0K4FiAUMMIjcNbNx4suiE80B6UEIoekUGob7Rh+4nSVn1GhOs40DbncUdGW9yznScbTPWWVrVAEyUdBxy/J22VjovIdjr30naeb/BAW0SJWmpEEIINOtQ32pTFbGf4v48kic+u3pkeiQA/LUoq63GypEqp0Rbt4dC0l3aVfWFBLdl2ZLABfloJNgZcMZmx+6z8zE4MD1DVV0OjkfCwXcL94qbjOHhBDniTw9WZC93dK1qpmQbEGqFxNBoJQ5TfhXJcNZkV9YhaqsY+9o4DuUUV7XYe7zSB9r8O/YgGqw0Du4cquv72oATaF72V0RbvzqfRSOhjDyj5BOkOQUZogOPBWl7TAJtT24nz12rQYLUhxKBTZ7UrJhg6jYSK2ka3jLJox3FO08yYMzxYiQxRJ1uVFhXs0j9UpOs44DDFO3ihHDYGGP11woxRetonozwgSlWpPqcluocFIDLYAIuN4WTJzZ8XR+2SO2+pPQL1OmVy5Wn8tZfd58rQYJ/w36oagwdPh4raZoj2g72ue2SPyFs6fnM4WqXIC2QO13GxEjxeF33+Wg2O/ViB786WQauRsCArSehxPREZrEeIQa4ZL25Sf6ZktAUET83Bx0pu0Q1U1skBpajgQZIkzLJntT850rrSDxF9tIG2OY8rknqB2Ut/P61yf9wsi8MYEyodT7MvTLU6o10vrkY7PVqeb1TWNSq+O4CTF4yAuYbmJoZo3AjN6O/XLhVnW/D30ypZ7S9OXVHuB9GBdncl0ObScfkeUEs6rtFIirKnpKIO739fBAA+eWY/PbEX+sUZUV7TgA/2yQre5Eh1MtoajYSfjumhvBZthMYZ6rQAy58DyeGBqjjOA8DQlG7Q6zQorapXjNjaSqcItG02hg/tg+6hEbc2+L1tiCaytZczzg95vVajrJKLgE80rDbm0uri1GX5h6BvnFG47T4gO2HyFe9TTXqfi1xldibW2Lx895pdWiXSldMZjUbCoESHkiFcoLwQcPRT32d3lU6PDha2wtvU+KIjSMclSUKG/e99pBULc3vs2cvRPb2XpeUT4kteMkRb+0MRfvLeAQDAuN5RtyyFdATa7uUdzXG92qwYDvE6b28T02SBjMsR1cpon79Wjb99cw4AMPOOeFWyA02RJEnped+0TtuR0VY/0D5cfAPlgsylnJmVIQfae86VKVnZ5mCMCctoOzuPe3K0dqZSMb4Su4jaWgOgyrpGpQ+8t/vdA45SpKsms8e2Wk0R1UcbkOcbA+wKnf1OnRREm67yOelxD4G2WkZonAl2b4NNh39UugKI9IIBHB4dp+yL2b5orcVbuW45WoJTl6tg0Glw/9AE1Y7PMei0+NOCDBfJuloZbQCYOTge0fbFd9FO55xMe532oQs3nFp7qZdo8ffTIitF/m3ic7i20ikC7V1nr6G4vBYh/jrce0f8LX3XgO6hkCS5ZU5zbtZtQS0bfOeHfN94o9DVHr1Oo2QanHtpO9ppiQvym8IXGHgGG5AXXvhEXXhGm0vHPUzU1K7RBhxyZkD8ZIyvZPMgSmTNDHfmBeSFJDUlrS2R4dS/vCVu1DTghH2icGe697K03qzTfm3rKbz8yQlYbAyzMuKx8qHMW/5OLvs6c6VakQPfDL5w0ysmWFi2JM6pVcr1ajP22KXqXB4qitTIIEiSLH/cfvIKAGDp3WlCj3mz8wHc67T5eOK9W9WgV0wIQgw61DRYsd9u6ChSDpsUEYjM5G6wMXkCfeaKCU98kIuH392vKBw41WaL4n0h4rnKS712tzCRa7TalEBSpBka0HoDIF560S3QT4gHjdHfDzH2AL6gFVntaoFmaIBj4Y8H2lX1jcpihKi5BjfpPebBN0gtIzTO+D7RkCSH95DRXyc8s8jVmQXXalBZ16gsuKiV0QYcWXWe0JuZEa/a37wpPWNC8NK0vsprtQJegAf6g7F4ZDKm2D1qRJORGAadvXXtLntXKbXqszl8ztbS87klOkWgvfYHefDfNyThljMSwQadw13RC3XaakjHAddaZF4XKRJu3nPdyRBN9MquJ/ixTjkF2kXltahtsMLfTyO8lpdPSPadv+7S5sm5zlWNPrScwYndlP8XvdLs7DwOCA60nb47KSJQlZZDrSHD/vc+crHljO3egutgTHau9aa5V3wLHgFt4fTlKuTsLgQAPDe5N5bPz/DKxDky2IAU+0TAk2mhJ5T67B5i6rMBRwB5ubIeH+0vRoNFLjtqT7eKtuDvp1WyIwAwuX+MUhbhC5SAyinQtlhtuGqyZ7RVMkMD5L7BGfa//177GBBdh8lN0f604yymrNiFbccv49sz1xQvCA53HA/w0yJAQK/1yf3lSev2k1dgtXmuA+QLVZIk/u/Cfze3HbvstujgDJeNe6NdYXO0xRCtRmBGGwCGp8qBNu/swfv7xof6CyvV4uWMpy9XocHiWsPv6KGtTnY3ItiAzCTHHCNShSRCRLBB8Q049mOFIh1Xs7UWX9DmWfzFI1NUO7YnFo1IxpJRKZg6IFa4D1FTRqZF4NWZA4Q7nXMC9FqlVfE3+XLrWrUD7dH2QPuHgus39dHwxG0faJdU1OHrPDkzcKuycQ4PVFvqXdga1Gzs3jsmBDz2GCTQCI3Dgyye0WaMOeTaceKPz3Fubcbh59E71ig8IBua3A339ImG2WLDz9ccwg173VJVvcVrda5tgU9UJUmNQNv1ukQ+/JIjgpR/y45ghMbhUv2L5XUui05N4Suh3sxmAw7X+5JbzGjzH7DxfaLxxLh0r5YAcOlXbivl40p9tiAjNMDhpv3jDUfN3SOjU1Qxt+HycQD4xd3pwo/XEj08SMevmsywMUCnkdzucdFw+TiXI4vO3E4bGAc/rQRTvdyyh7dibFrqUC5INs4Z2SMCRn8dyqrNzZZZONfjiv5dmzMkAVEhBpy9Wo3nNxxv1gRIMUITuCDDEx+ezMCcsdqY4uEhKtAemhIOSZJbwF6pqlfkzCKTC0nhgTD669Bgsbk5nvMSCzXbA3L5OABECm7txeEdVQ4XVzhJx9XLaDu3qx2cFKaUEPgKSZLwyoz+WPlQZodJOoiEzyH4GmRalLpzwP7xoQgN8IPJbFG8dtrCbR9obzteAhsDhqWGIz3aO5kBxRDtFgPtC9drYbbYoNdphPeVDtBrMSotEoF6rdAJKodn6Hkm70qVGTdqG6HVSC4yX9HwQLvoeq2y0snlJSJbnHE0GgnL52UgOSIQlyrq8Mt1h1FR24Atdvf3EINOtZU/QM4g/m7OQLw6cwBCBNcwNe0Pnh4lLjOn12mUzGhHqM/mGP39lIf+0RZ8HUTUZwPey2jvtGfw7u4ddcvn1BTFTfrCzQPtayYzzl6thiQBw1PFPcd4bfs1kxlXTWZEhRgwbeCtlR21Ft43eUzPyFsy7vQGnqTjl52ylGpP4njfVI5oJ+VuQXr8dno/3HtHPDb+YhRezJYlmYeaqC9uKK29xJyPXqdRApjPjl/2uE+FivW4USEGvL1wCHQaCVuOlihql6aUVsqLiyJN8xTn8ZtktGucMu+ipONGfz9FIr6vsFyoERpHkiQMsz8LPzvhOjaUjLaK7QEnOgXaolt7cZxLtLh0XNUabadStYd9nM3uigxN6ebyWq0e2hytRsIoe1zVnjrt2z7Q/vyEnM3mxibeYJD9pt5bUKbIGNvDQXt/3UHdQ4U3dgeAvy/KxLfPjUOCCm6AXOq29dhl2GxMMUJLiwpSNbAMD9Irk+b8UhMaLDZ8flJu16JWDUlooB9WPZSJAD8tvjtbhoxXv8TLn5wAoF6PQ2cWDEvColtocddaIpxWsw06jfAWRbxWS83ShNagyMebaWFVfL0WxeW10GkcEyZvkWyX/h64UI4vTrauTVFTquoblSza2F7RXjs3Dg+0j1ysuKnsimez+8QahU4eI4MNLkHkohHJqrmYPjomFYtHJuON2QNVOV5L8J7J10xmZaGSL9qoaYTGuSMxFM6xvehAGwAWjUzBXx4YjCFJ3ZSxeuJSpUvLvhuKRFfcmMweEAdA7u1t8yAfdziOqxPcZKWE4zfT+wEA3vx3nnJvOqP00BYZaEfxFl8t14vz+my5v7G4OQhfANxfeF21crn7hsjz2425P7o8Q2+oLB0HZIUBX+z2aaAdoF5Gu2d0MLQaCTFGA6YOVGdeSTjgzuMAEGM0qLrIwhnds/112rd9oJ1faoJOI3k1qMpICMPYXlGob7ThJ/+3X+mb11Z4TWJmcreb7Okdggw61WTKY3tFIcSgw+XKeuQW33CSjasfBPVzko/vPncNlXWNiAoxCM2INaVvnBG/u88xcU6LCsJPx6TiLw8MVu0c1Ma5bVmPqGDh2a+Xp/fDqocyMW1gnNDjtBUu1z/cjCEafzAPSermdUnj4MQwTBsYh0Yrwy8+yG02G9YSe86WwWpj6BEZJGRhqGd0MEL8dahrtComhc3x/Xnx9dmAvELN3VP1Og0eHK5eq5buYQF4deYAnziNN8Xo76d4SHBTJ18YoXFC/P3QO9bxGxKmYgAByDLdyGADGq0Mx508N3grI5HlOKN7RiJIr8XlynqP6hhfBFWLRyZj9uDusNoY/rzjrNv7akjHeUa76HqNW793Z/j4FR38DbPXae89dx1nSuUsu+hyufF9YxAepMeVKjO+c5qPctdxtY255tgD/4EqSaj7xRuh12pQXtOASze4EZt690FCt0B8/PMR+PjnI4Uu4hCeiTb6IzFc/j1Suz6bw+u0DxffULwgWsttH2gDct2jN38ANRoJf1+UiXG95WD7kdUHsNNew9gWeJZIrUBbTfz9tJjYX5YQ8ZYHgG+yjUqddkkVthyVA41pA+NUlz3OzOiOfz85Bt8+dzd2PHM3XprWT9U2BGrjnNFW4+EXHqTHlAGxwvuFtpXB9tX2oxcrPGai9giqzwZkWeGfFmRgZkY8LDaG//zoMLYda1uwzWXjYwXIxgH5eTokicvHW+6nrRihqVD+woODWRnxqhoWdjRS7X1YeZ220tpLRSM0Z5yzF2pktJ2RJAmZyWEAXOu01cho+/tpMb6v/Jv67xPu6hRuhia6bt0ZSZLw5PieAGSn7aYttkT20OZEhRgQYtDBxoALZc23G+MGZUNTxLQE5PBA+3xZDRqsNoQYdEoQIAq9ToOZGXJpy78OXQQg95PmLb/Ufn794u50bPvlaMzNTFTleAadVplb8p9Y0aVxTclMDlcUZIT68LKipq1e1SIpPBAJ3QLQaGXYf5N5TFM61oy1ndxqSy9P+PtpsWpRJib2i0GDxYYn1x1p0X2zKZW1jThzRV7tHNIJA23A8XffdrxUWf1X2wERcAT3h4sr8OWpK/Zz803Ws2+cscs8jLsF+oF7R/nq4dcR6B0bAoNOg6p6i1s7HJuNYU+BmPpsjk6rwR/nZeC+IQmw2hhe+uS4mzttczDG8O0ZXp/tfdk4R+mn3Yy8HpB7SxeW1cBPKwnrn+3MwuHJyEgMw3/e01P4sToySp32NR5oyxkjkVnKlsj0YaANOCZ0zp4C3HRKtMHkVLsy798nLrsZkKndyomTEhmEtKggWGzMzY1djYy2JElKTWZBC4ZoXNo+QvCzIzxIj15OPjR9442qmCjebw9qvzp1FTdqGvDa1lMorapHYngA7url/UXcltBoJPSPD1U1mZHRxM9CTek44Xv+4550TBsUh0dGp/rk+JIkKVnttqqcb/tA20+rwaT+MTffsR0YdFq8vXAIkiMCUVnXqBhctYZcu0lYSkRgp82WjE6PRFigH8qqzUpfRZ8E2vZj5l8xodpsQXyov0ubK0IMOq1GyfD4Ss7TEfDTahQX0qb9tE+WVKGithHBBh0G2WvMRaDVSPj93EGIMRpQUduouIjfjPwrJpRW1cPfT6O0rhEBz1K25Dz+1Wl5kWxEjwhVZIFzMxPwyRN3dggJty9JjZTv3cIyOYjhGe04H0jHAUegrVGhjZUn+MJ4bvENJdh1mKGJDXLH9o6Cv58GF8vr8PbOApy+XIXr1Wa8u7sQnxyW5x9qy+kBYII9077Dfo8CgNlixXX730VkRhu4eYuv+kYrcu2LeCMEl50ArkaNapXL9Ys3on+8EQ1WG55bfxQfH/wRkgT87/0Zt9zW9nZgsFPrRa1GQoCKXkCE70mLCsbfHhzi00TWmJ6y6m/rsZJWJzOAThBoj+4pdlLmp9XgwWFy/R7v190achXZuPjMjK/w02qUFXhANinwxaJCUngggpx6m06/Ix6aLtDyoCMwPDUcwQYdslK69sIGX23/8tQVZXJutTH892enAACj0iKEGyJqNZJiCrkx98dWfYbLxkf2iBBqYnhHYhi0GgmXKuqaXQT46pS8nU/qCXXgPep35F3FuavVSkY7zkcZ7cTwQLw8rS9emdFfVWNNzoDuRuh1cj3oBXvdr9LeS3A2OVCvU+Tjb23Px9Q/fYfM17/Cq1tP4VJFHQL8tEpWRU34OX2Tf00x47paJTuO63Ua4cH/zQLtIxcr0GCxISrEoEpXimFOi5JqlsvNG2rPap+Wn5WPjU51OZfOjHNG2+ivU0VFQBDOTOgXjagQA65Umdvkh3PbB9pTB4iXCN8/NBF6nQbHL1XiaDOGR03hsrPOWJ/tzPRBDtm+L7LZgCxj6uN07OmDOpZZVmfmbw8OwYGXJiBacEajozN1QCwkSa6t/Ns35wAAy788gx/OlyNQr8Wvp/RR5Txm201qvs67qmThWoJ7T4iUjQOyUSNfsHxq3REUX3ettSyvacDBIrnuaXxfsedCuHJXryhkJneDqd6Cn/zfflwzyQGU6JaULfHYmB5Y7KM2OgadFoPsCpWDF8pxoaxGMftUw2z01Rn98dzk3hjTU27XCQD94414bdYA/PDieOE1yJ4YkhSGboF+qKxzdCjgjuOxRn/hQQ/vpX3kYoXHEj6HbDxClQDMWf2jpgHszIx46O0Ltj2jg/HMpN6qHdvXJIUHKqUbvlC6EIRBp8XDI+WOPv/cfd6tvKc5bvtAe2wvMQY+zoQH6RWn47U/FN10f4vVpkhIO3ugPaJHhJLF9oXjOIcfOzkiUDUnTEJe5AjQk4RraEo4Xrm3PwDgD1+cwUubjuOv9oD7zTkDVZPW94k1ol+cEY1Whq03WXG9UdOgLAiK6J/dlJen90VGYhgq6xrx87WHUNfgcBD+Ou8qbEy+j9VoT0g40Os0+MeiTCSFB+JieR1sDPDTSogM6pwlT62B/27vPleGn685hGqzBZnJ3TDESb4qiohgA54Yl441jw7HsWWTsP+l8dj2yzFYNCLZJzXrgFwmNM6+GMdLPPLtHQREy8YBufTE6K9DcXktfr7mkJv7uFr12Zxooz8eHZ2KWRnxqiYYwgL1WDwyGZHBeiyfn+ETxYevkCRJyWqHCOqTThA348HhyfD30+DEpSoXH4+WuO0D7SAvt8tpjodGyNmYLcdKUFnb2OK+eaUm1DVaEeKvU2R5nRWtRsLP7+qBQL1WFXVBc0wfFAeDToPHx6aRpIjwCQ+PSsHSu9MAAB/sk8tMHhqRhJl2ObdazBnSOvn4n3achcXG0D9eHQM/g06LlQ8NQUSQHqcvV+GFjceUFeGv7CaGE/qRbNwXRAQb8O6SLBjtE9gYo3+XLr/hgfbmIyXIv2JCVIgBby8conrHA51Wg+iQjqEWGq/UaV/FkYsV+O9tpwFAFePCbkF6vPeTLATqtfjubBn+48PDaLRL2NWuz+b8Zno/rFgwWPXuJi9P74cDL01QfEG6EkqgbaCMNuEbwoP0uG9IAgBg9feFrfrMbR9oq8WQpG7oExuC+kYb1t9kAstb2AxJ6tYlJis/vasHTr06BQMTfPfgH94jAvmvT8UDw9Trh0sQTfn15N5KoDuguxEvT+un+jnMyIiHViPhcHEFzjfj0nvuqglr7OqcF7P7qnZucaEB+OuDQ6DVSPjkSAn+8EU+6hut2HVWrhWfRIG2z0iPDsaqhzIRYtCpohTryDh3CtFpJLy9cAhiunh5zF29IuGnlXC+rAaLcvahrtGKu3pF4Zfj1XHtz0wOxz8XD4Vep8GXp67gmY+PwmpjqtdndwS6ajLh3jvikRIRKKTTEEG0Fu58vjO/de7jPg20jx07hi1btiAvL8+Xp9EqJEnCQyNkbf77319AfaO12X15C5vOLhsnCMIVSZLw+/sGYc2jw7DuZyN9Iu2LDvHHXT1lw6RNhy953Oe/t52G1cYwoW+MkP7eLTEyLQKvzxoAAPjbNwX4jw8Po7bBilijP/qraCxEuDMqPRIHfzMB/z17oK9PxadEBhvQJzYEgJy5zPJBXXRHI8TfT3HbNtVbMKC7EW8vHCLc5NGZUemRWPXQEPhpJXx6tAQvbjyOvQXq1mcTviM1Mgg7nxuHB4dTQoXwHWlRwRjfp/VeMj4JtBsaGjBr1iyMGzcOK1aswLBhw/Doo4+2urDcV8wa3B2RwQYUXa/F8i/PeNyHMYZD9oz2UAq0CaLLodNqMKZnFIJVKmvxxGy7tOmDfcW4VFHn8t7O/Kv4Jv8a/LQSXpqmXjbbmQeGJeF5u0Ecr/mc0C+aJsodAIOu69R9tsTfF2Vi9SPDsNhufkMAk+1dRhLDA/DukiyfPOPu6RODPy0YDI0E/L+DF/H3bwsAqFefTRAE8diYHq3e1yeB9ooVK7Bnzx4cPXoUO3bswPfff48PP/wQa9eu9cXptJpggw6/myOv9P/ju/M4YA+oOTYbwyufnkRJZT30Og3ucGpHQBAEoRaT+8egb5wR5TUN+Nn7BxXjsevVZrxur61cPDIFqT6UWi69Ow2Pj01TXk/sF9vC3gShLskRQRjbK4oWf5x4ICsRf5x3BzY8PsqntePZA+Pw1tw7AABmez9bNeuzCYLo2ozoEY4VCzJata9PAu01a9Zg/vz5SEiQsy79+/fH1KlTsWbNGl+cTpuY0C8G92cmgDHgmY+PosYst5qw2Rhe+uQEVn9fBEkCXpvZXzWjNoIgCGcMOi3eWZyJiCA9TpZU4dn1R7H9ZCkmr9iFc1erER6kxy/vUae2siWen9IbT0/shQeGJeLONJooE0RHRqfVYM6QhA7RzvG+zAS8Zi9BSQoP7DL12QRB+B5JkjChb+s8ZSSmsl7bYrHA398fb7/9Nn72s58p21955RWsWrUKpaWlHj9nNpthNpuV11VVVUhMTERlZSWMRnXr+kz1jZiy4jtcqqhDRmIYEsMDcaWqHvsLy6GRgN/PvQNzMxNUPSeCIIim7C8sx4Pv/ACLzfGY7x0TguXzM9CP6qEJgrjNOVx8A5HBBiSGU1tAgiDUo6qqCqGhoTeNQ1XPaFdXV8NqtaJbN9f65YiICFRUVDT7uTfffBOhoaHKf4mJiYLPtHlC/P3w1v2DAABHLlZgy9ES7C8sh1YjYfn8DAqyCYLoEAxLDVeyPhoJeHxsGj79zzspyCYIolMwOKkbBdkEQXRYVNc2GwwGAEBtba3L9urqavj7Ny9HeuGFF/D0008rr3lG21eMSovEB48Nx5krJmVbVkp4l+xtSBBEx+WBYUlI6BaAiCADBdgEQRAEQRAqoXqgHRAQgNjYWBQXF7tsLy4uRo8ezbu4GQwGJUjvKNyZHql6axyCIIi2MqZn1+6LTBAEQRAEoTY+MUObOnUqNm7cCJtNdousr6/Hli1bMHXqVF+cDkEQBEEQBEEQBEF4DdXN0ADgwoULyMrKwujRo5GdnY1169ahoKAAhw4dQkRE65xnW1uEThAEQRAEQRAEQRDeoMOaoQFASkoKcnNz0adPH+zcuRNjxozBgQMHWh1kEwRBEARBEARBEERHxScZbW9AGW2CIAiCIAiCIAhCTTp0RpsgCIIgCIIgCIIgOisUaBMEQRAEQRAEQRCEF6FAmyAIgiAIgiAIgiC8CAXaBEEQBEEQBEEQBOFFKNAmCIIgCIIgCIIgCC9CgTZBEARBEARBEARBeBGdr0+gvfCuZFVVVT4+E4IgCIIgCIIgCKIrwOPPm3XJvm0DbZPJBABITEz08ZkQBEEQBEEQBEEQXQmTyYTQ0NBm35fYzULxDorNZkOvXr1w6NAhSJKk6rGzsrJw4MABVY9ZVVWFxMREXLx4scXG6CLwxfX6+thd6bhdcWzRmFYHGltd49g0tjr3cX15bBpbnfu4vjw2ja3OfVzRx2aMwWQyIT4+HhpN85XYt21GW6PRQK/Xt7iKIAqtVqv6DcIxGo2qH9uX1+urY3e14wJda2zRmFYXGlud+9g0tjr3cX15bBpbnfu4vjw2ja3OfVw1jt2aGPS2NkN74oknutRxfYUvr7er/RvT2Orcx/XlsWlsde7j+vLYNLY693F9eWwaW537uL48No2tzn1cXx+bc9tKx7saVVVVCA0NRWVlpc9WhojOCY0tQhQ0tghR0NgiREFjixAFja2ux22d0e5KGAwGLFu2DAaDwdenQnQyaGwRoqCxRYiCxhYhChpbhChobHU9KKNNEARBEARBEARBEF6EMtoEQRAEQRAEQRAE4UUo0CYIgiAIgiAIgiAIL0KBNkEQBEEQBEEQBEF4kdu2j/btSnFxMb7//nsMGjQIffv2dXlv586dKC0tdftMWFgYpkyZoryuq6tDbm4uqqqqMGDAACQmJno81smTJ3HmzBkkJSUhMzPTuxdCdDguXLiAffv2YfDgwejVq5fLezt27MC1a9fcPhMeHo5Jkya1eh/O8ePHce7cOaSkpGDw4MFevAqiI1JYWIj9+/djyJAh6Nmzp9v7VqsVBw8exOXLlxETE4OsrCzodK4/LzU1NcjNzUVtbS0GDhyI+Ph4j8c6duwYCgoKkJqaioyMDBGXQ3Qgzp07h4MHD2LYsGHo0aOH2/sWiwUHDhzAlStXEBsbi6ysLGi1WuX97du348aNG26fi46Oxj333OOy7ciRIygsLERaWhoGDRrk/YshOhRnzpxBbm4uhg8fjtTUVLf3zWYzcnNzcfXqVQwYMABpaWlu+5hMJuTm5sJsNmPQoEGIjY31eKzDhw/jwoULSE9Px8CBA71+LUTH4vTp0zh69ChGjRqFpKQkt/fr6upw+PBhXLt2DYMGDXIbf9u2bYPJZHL7XPfu3TFmzBiXbYcOHUJxcTF69eqF/v37e/dCCPEwQhXy8/PZjBkzWHJyMvP392dvvvmm2z6vv/46mz9/vst/BoOBTZ06Vdnnz3/+M0tMTGSjRo1ikydPZgEBAezJJ590+R6bzcYeeeQRZjQa2aRJk1hkZCSbMmUKq6urE32ZhA84efIky87OZikpKUyv17Ply5e77bNs2TK3seXn58dmz57dpn0sFgtbuHAhCwsLY5MmTWIRERFsxowZzGw2q3GphMocP36cTZ06laWmpjI/Pz/2l7/8xW2fgoIClp6eznr06MFmzpzJ0tLSWEpKCsvLy1P2+Z//+R+WkJDAxowZwyZOnMgCAgLYCy+84PI9FouFzZ8/Xxlb4eHhbPbs2ayhoUH4dRLqc/jwYTZp0iSWlpbGNBoNe+edd9z2ycvLYykpKSw9PZ3NnDmTpaamsvT0dFZQUKDs8/zzz7s8s+bNm8c0Gg1btGiRsk9DQwObPXs2Cw8PZ5MmTWJhYWFswYIFzGKxqHKthLocOnSITZgwgfXs2ZNJksTee+89t30OHDjAUlJSWL9+/di0adNYWFgYe+aZZ1z2eeWVV1j37t3Z2LFj2fjx41lAQAB77bXXXPYxm81sxowZLCIigk2aNImFhoayhQsXMqvVKvISCR+xb98+Nm7cONarVy8GgH300Udu++zdu5clJiayAQMGsOzsbBYaGspefPFFl32efPJJl+fW3LlzGQC2dOlSZZ+6ujo2ZcoUFhUVxSZNmsSMRiN75JFHmM1mE36dhPegQFsl9u/fzz755BNmsVhY9+7dPQbaTTl+/DgDwNavX69sW716Nbt+/bry+sCBA0yr1bINGzYo29asWcMCAgLYyZMnGWOMXbp0iUVHR7PXX3/di1dEdBT27t3LtmzZwqxWK4uIiPAYaDflwIEDDADbunVrm/Z55513WHBwMDtz5gxjjLGioiIWHh7O/vCHP9zydRAdj927d7Nt27Yxq9XKQkNDPQbaixcvZoMGDWKNjY2MMTlgzszMZPPmzVP2effdd1lFRYXyeteuXQwA2759u7Jt5cqVzGg0snPnzjHGGCssLGRhYWFsxYoVoi6P8CE7d+5kn3/+ObPZbMxgMHgMtOfNm8eysrKUgLihoYENHDiQLV68uNnv/eabbxgAtnPnTmXb8uXLWXh4OCsqKmKMMXb27FkWHBzMVq1a5eWrIjoCX3/9Ndu+fTuz2WxMq9V6DLT79OnDFixYoAQtFy5cYEajkW3evFnZ55133mEmk0l5/dlnnzEAbM+ePcq2t956i0VGRrKLFy8yxuSkSmBgIPvnP/8p6OoIX/LFF1+wHTt2sMbGxmYD7ZSUFLZkyRJlbJ09e5YFBga6/N41ZcuWLQwAO3jwoLLttddeY7GxsaykpIQxxtiJEyeYwWBga9eu9fJVESKhGm2VyMrKwsyZM10kbzcjJycH0dHRmDFjhrJt8eLFCA8PV14PHToUSUlJOHLkiLJt7dq1mDJlCvr16wcAiI+Px4IFC7B27dpbvxCiwzFy5EhMnz4dGk3rb+ecnBwkJCS4lCS0Zp+1a9fi3nvvVeTDSUlJmDt3Lo2tTsqdd96J7OzsFseW2WxGQkKCIhXXarVISkpCQ0ODss9PfvIThIaGKq/HjBmDqKgot+fWzJkzFflmSkoK5syZQ2OrkzJ27FhMnjwZkiQ1u4/ZbEZiYqLyu+nn54eEhASXsdWUnJwc9OzZE2PHjlW2rV27Fvfdd58i8UxPT8eMGTNobHVSxo0bh0mTJjU7tiorK5GXl4e5c+cq+yQnJ2PYsGFYvXq1st9jjz2G4OBg5fXUqVMREBDg9ty6//77kZCQAADo1asXpk+fTmOrkzJx4kS3khRnrly5ggsXLriMrfT0dAwZMsRlbDUlJycHgwcPdinzXLt2LR544AHExcUBAPr374/JkyfT2LrNoEC7g9LQ0IC1a9diyZIl8PPza3a/s2fPoqioCAMGDFC2HT9+3OU1AAwcOBD5+fktTlCIrkFdXR0++ugjPPLII80u/DS3T3Nj6+TJk2CMCT1vomOybNkynDt3Dk899RRWr16Np59+GidOnMDrr7/e7GeOHTuGa9euteq5dfz4cWHnTnRsXn31VRw7dgzPPvssVq9ejV/+8pc4f/48XnnlFY/7V1ZWYsOGDfjpT3/qsp3GFuGM0WhEcHAw8vLylG0WiwUFBQU4evRos5/bu3cv6urqlLFks9lw8uRJGluEQkREBAwGg8vYamhoQGFhYbNj68qVK9i6davLc8tsNuPMmTM0tjoBZIbWQdm8eTPKysrw2GOPNbtPXV0dFi5ciKFDh2LOnDnK9srKSpesNyDf/IwxVFVVITIyUth5Ex2f9evXw2Qy4ZFHHmnzPs2NrcbGRtTU1Lis/hNdA25+9umnn6KwsBAnTpxAVlYWYmJiPO5vMpnw0EMP4e6778bUqVMBQHk2eRpbZrMZ9fX18Pf3F34tRMciLi4OmZmZ2LRpE86ePYvjx4/jzjvvRHR0tMf9P/zwQ1gsFjz88MPKtvr6ejQ0NHgcW5WVlWCMtZhVJzofkiTht7/9LZYtW4ba2lr06NED//rXv2CxWFBXV+fxMzdu3MCSJUuQnZ2Nu+66CwBQW1sLi8XicWxVVFSIvgyiA6LT6fDSSy9h2bJlqKysRFJSEtatWwdJklBZWenxM++//z70ej0efPBBZZvJZAJjjMZWJ4Ay2h2UnJwc3H333R4dfgF5tWvOnDmorKzE5s2bXRx+DQYDqqurXfbnr2mySuTk5GDSpElITk5u8z40toimLFmyBEVFRcjLy8PmzZuRn5+PsrIyLFq0yG3f2tpa3HvvvQDkxRwe4EiSBL1e73Fs8feIrsfChQtRVlaG/Px8bN68GXl5ebhw4UKzi4Q5OTmYOXOmSyCu1+shSZLHsWUwGCjI7qI899xz2LJlC+rq6rB79248/PDDWLBggcfF4qqqKkydOhVhYWH46KOPlO0GgwEAPI4t+j3suvzmN7/Bhg0bYDKZsHfvXjz++OOYPXt2s4mId999F/PmzXMpr6Kx1XmgjHYH5OLFi/jyyy+xZs0aj+83NDRgzpw5KCgowM6dO93aTaSlpaG4uNhlW1FREaKioijj2MU5d+4cdu3ahfXr17drn+bGVmJiols7J6Jr8O233+K3v/2tEgzrdDrMmjULzz77rMt+dXV1mD59Oq5fv46vv/4aERERLu83N7ZSUlLa5D9AdB527dqF//3f/1WeLXq9HjNnzvRYlnD06FEcOnQIb7zxhst2jUaDlJQUj2PLUzsxouswfvx4jB8/Xnm9cuVKt5aCJpMJU6ZMgcViwVdffQWj0ai85+fnh8TERBpbhBuTJ0/G5MmTlde///3vPbar3LNnD/Ly8pCTk+OyPSQkBFFRUTS2OgE0e+mAvPfeewgLC3ORg3N4kH327Fl88803HnvRZmdnY+vWrYoEymq1Yv369Zg2bZrwcyc6Nu+++y6io6OVrGJb98nOzsann34Ks9kMQK5r27hxI42tLkxiYiJOnz7tsu306dOKORDgCLKvXbuGr7/+GlFRUW7fk52djc2bNys+Eo2Njdi0aRONrS5MQkLCTccWJycnBykpKZgwYYLbe9nZ2di0aRMsFgsAWRG2efNmGltdmLKyMpfX+/btw+7du/Gzn/1M2VZdXY0pU6agoaEBX375JcLCwty+p+nYqq+vx6effkpjqwvTdGzt2rULBw8edBlbnJycHPTr1w+jRo1yey87OxsbNmyAzWYDICvCtm7dSmPrNoNSUCphMpmwbds2APKk89ixY1i3bh3i4uJc3FEZY3jvvfewaNEij/KQJUuW4IsvvsDvfvc7fPfdd8r2tLQ0ZGVlAQCeeuopxXl8wYIF+Pzzz3Hp0iVs2rRJ8FUSvqCiogKff/45AHkh5vDhw1i3bh0SEhIwevRoZT+r1YrVq1e3aLB3s32effZZrFu3DtnZ2Zg7dy62bNmC8vJyvPTSS2IujvApN27cwPbt2wHIgW9ubi7WrVuHxMRE3HnnnQCAl19+GYsWLYJer0dWVhYOHz6Mf/zjH/jnP/+pfM/8+fOxZ88evPXWW9ixY4eyvXfv3hg8eDAA4Ne//jU+/vhjTJs2DXPmzMHmzZthMpnwwgsvqHjFhFqUlZXhq5nCXMIAAAOZSURBVK++AiCbSh04cADBwcFISUnBiBEjAMgSzMceewwajQaDBw/GgQMH8P7777u57prNZnzwwQf41a9+5VH98OKLL2Ljxo249957MWPGDGzYsAFWqxXPPfec+AslVOfq1av4+uuvAchzqn379sHf3x+pqakYPnw4AOCzzz7D+vXrce+996K0tBTLly/Hr371K8U3AgBmzJiBo0eP4g9/+IPyHARk9+eBAwcCkJ9/Q4cOxcyZMzF9+nT861//gkajwTPPPKPiFRNqUVpaip07dyrB7/fffw9AdhYfOnQoAGDTpk347LPPkJ2djUuXLmHFihV44YUXMG7cOJfvMplM+Pjjj5s1Dl22bBmGDRuGOXPmYPLkyfjoo48QHByMJ598UuAVEt5GYmQVrAolJSV4+umn3bZnZGTgv/7rv5TXhYWFeOGFF/DKK6+gT58+bvs/9dRTKC0tddt+zz33uKyWlZeXY+XKlcjPz0dSUhIef/xxj1kA4vanqKgIzz//vNv2rKwslx/7/Px8LFu2DG+88Uaz0qPW7FNWVoa3334bBQUFSE5OxtKlS5X2E0Tn4vz583jxxRfdto8YMQJPPfWU8vrIkSP4+OOPcfnyZcTGxmLu3LkubUoef/xxjwYu2dnZWLx4sfL66tWrWLlyJQoKCpCamoqlS5e6lcYQnQP+rGnKmDFj8MQTTyivDx48iA0bNqC0tBRxcXGYN2+emwTz2LFjeOONN/DHP/7Ro8oLkCfIK1euRGFhIdLS0vCLX/zCo7KCuP05deoUXn31VbftY8eOxdKlS5XXX3zxBTZu3AiDwYBZs2a5BUJLlixBfX292/fMmTMH8+bNU16XlJRg1apVKCoqUsYWmc52To4ePYo333zTbfvEiRPx6KOPKq8/++wzbN68GQEBAbjvvvswZswYt8/s378fy5cvx1//+le3UirOjz/+iFWrVqG4uBi9e/fG0qVL3QzSiI4NBdoEQRAEQRAEQRAE4UWoRpsgCIIgCIIgCIIgvAgF2gRBEARBEARBEAThRSjQJgiCIAiCIAiCIAgvQoE2QRAEQRAEQRAEQXgRCrQJgiAIgiAIgiAIwotQoE0QBEEQBEEQBEEQXoQCbYIgCIIgCIIgCILwIhRoEwRBEARBEARBEIQXoUCbIAiCIAiCIAiCILwIBdoEQRAEQRAEQRAE4UUo0CYIgiAIgiAIgiAIL0KBNkEQBEEQBEEQBEF4kf8PWj71hhFfObcAAAAASUVORK5CYII=", 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gIcG+bgC6196jlVq1tUwHTlTLHhOurNQ4Desf4etmAQAAAABOI6gHkFVby/Tw6mLZbDYZhiGbzaYVm77QkswUzUiN83XzAAAAAABi6HvA2Hu0Ug+vLpbLkBpchsfvh1YXa9/RSl83EQAAAAAggnrAWLW1TDabzes2m82mF7aWdXOLAAAAAADeENQDxIET1TIMw+s2wzB04ER1N7cIAAAAAOANQT1A2GPC2+xRt8eEd3OLAAAAAADeENQDRFZqXJs96jOZTA4AAAAALIGgHiCG9Y/QkswUBTXrVO9lsynIJi3JTFE8l2gDAAAAAEvolsuzFRcXa//+/RoxYoQSEhLaLPvGG2+ooqKixfrBgwdr3LhxkqTdu3drx44dHttDQkI0ffr0rmt0DzQjNU6XXxSp9N9vkSTdMS5et141lJAOAAAAABZialCvq6tTVlaWNm/erFGjRqmwsFAzZszQypUrWz1f+tVXX9XBgwfdyy6XSy+99JJ+9KMfuYN6fn6+li1bpokTJ7rLRUREENTbYWjsmVCePflS9QnplmM1AAAAAIB2MjWl5eTkqKCgQNu2bZPdbldJSYlSU1OVlpamOXPmeN3n97//vcfyG2+8oZdeekl33nmnx/oRI0YoPz/ftLYDAAAAAOALpp6jnpubq5kzZ8put0uSkpKSlJ6ertzc3HbX8eSTTyopKUnXXHONx/rq6mqtX79emzZt0vHjx7u03QAAAAAA+IppQd3pdGrXrl1KSUnxWJ+SkqLi4uJ21XHs2DG98sormjt3botte/bs0WOPPabs7GzZ7XYtXbq0zbpqa2tVUVHh8QMAAAAAgNWYFtQdDocaGhoUExPjsT42NlYnT55sVx3PPvusJLUYJp+WlqbS0lJt2LBBH330kZ566ik98MAD2rBhQ6t1LV68WFFRUe6fuDguRwYAAAAAsB7TgnpoaKgkqaqqymO9w+FQWFhYu+p48sknlZmZqX79+nmsHzdunMcBgFmzZik5OVlr165tta758+ervLzc/VNWVtbeuwIAAAAAQLcxbTK58PBwDR48WKWlpR7rS0tLNXz48HPu/+GHH2r79u36wx/+0K7bi4qK0uHDh1vdHhoa6j54AAAAAACAVZk6mVx6errWrFkjl8slSaqpqdG6deuUnp7uLrNz506vPeFPPvmkRowYobS0tBbbDh065LFcVlamoqIipaamdu0dAAAAAACgm5l6ebYFCxZozJgxyszM1LRp05SXl6fg4GBlZ2e7y6xatUo5OTke561XVVUpLy9Pv/jFL7zWm5GRobFjx2r06NE6evSoli9frqSkJM2bN8/MuwMAAAAAgOlM7VGPj49XUVGREhIStHHjRo0fP16FhYWKjY11l0lMTFRGRobHfiUlJZo8ebJuv/12r/Vu2rRJycnJKigoUFlZmRYtWqT3339fffv2NfPuAAAAAABgOpthGIavG+ELFRUVioqKUnl5uSIjI33dHK+q6pxKXLBekrTz0SnqE3L+AyDMqBMAAAAAcG7tzaGm9qgDAAAAAICOIagDAAAAAGAhjHsG0GPtPVqpVVvLdOBEtewx4cpKjdOw/hG+bhYAAADQJoI6gB5p1dYyPby6WDabTYZhyGazacWmL7QkM0UzUuM6XS/hHwAAAGYjqAPocfYerdTDq4vlMiQ1zZd5+vdDq4s1Jr6f4jsRrs0K/wAAAEBznKMOoMdZtbVMNpvN6zabzaYXtpZ1uM7m4b/BZXj8fmh1sfYdrTzfZgMAAACSCOoAeqADJ6rV2pUnDcPQgRPVHa7TjPAPAAAAeENQB9Dj2GPC2wzV9pjwDtdpRvgHAAAAvCGoA+hxslLj2gzVMztxPrkZ4R8AAADwhqAOoMcZ1j9CSzJTFNQsV/ey2RRkk5ZkpnRqIjkzwj8AAADgDUEdQI80IzVOr/7bOPfyHePi9fYDaZ2end2M8A8AAAB4w+XZAPRYQ2PPhOfsyZeqT8j5veXNSI3T5RdFKv33WyQ1hv9brxpKSAcAAECXIqgDQAd0dfgHAAAAzsbQdwAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhQR3x40UFxdr//79GjFihBISEtosu3v3bu3YscNjXUhIiKZPn35e9QIAAAAA4A9MDep1dXXKysrS5s2bNWrUKBUWFmrGjBlauXKlbDab133y8/O1bNkyTZw40b0uIiLCI6h3pl4AAAAAAPyBqUE9JydHBQUF2rZtm+x2u0pKSpSamqq0tDTNmTOn1f1GjBih/Pz8Lq8XAAAAAACrM/Uc9dzcXM2cOVN2u12SlJSUpPT0dOXm5ra5X3V1tdavX69Nmzbp+PHjXVYvAAAAAABWZ1pQdzqd2rVrl1JSUjzWp6SkqLi4uM199+zZo8cee0zZ2dmy2+1aunTpeddbW1uriooKjx8AAAAAAKzGtKHvDodDDQ0NiomJ8VgfGxurkydPtrpfWlqa7r33Xvd+eXl5mj17tq644gpNmjSp0/UuXrxYCxcu7PT9AWCuvUcrtWprmQ6cqJY9JlxZqXEa1j/C180CAAAAup1pPeqhoaGSpKqqKo/1DodDYWFhre43btw4jxA+a9YsJScna+3atedV7/z581VeXu7+KSsr69gdAmCaVVvLNOl3G/WXd/fo1eIv9Zd392jS7zbqxa28TgEAABB4TOtRDw8P1+DBg1VaWuqxvrS0VMOHD+9QXVFRUTp8+PB51RsaGuoO+QCsY+/RSj28ulguQ5JhNK48/fuh1cUaE99P8T28Z53RBAAAAGjO1Mnk0tPTtWbNGrlcLklSTU2N1q1bp/T0dHeZnTt3unvLJenQoUMedZSVlamoqEipqakdqhfdZ+/RSi15fbfu+9vHWvL6bu09WunrJsGPrNpa1uplFW02m17o4b3qjCYAAADA2Uy9PNuCBQs0ZswYZWZmatq0acrLy1NwcLCys7PdZVatWqWcnBz3+eUZGRkaO3asRo8eraNHj2r58uVKSkrSvHnzOlQvuseqrWV6eHWxbDabDMOQzWbTik1faElmimakxvm6efADB05Uy2jqST+LYRg6cKK6m1vUfRhNAAAAAG9M7VGPj49XUVGREhIStHHjRo0fP16FhYWKjY11l0lMTFRGRoZ7edOmTUpOTlZBQYHKysq0aNEivf/+++rbt2+H6oX5moeMBpfh8fuh1cXaR8862sEeE95mj7o9JrybW9R9An00AQAAALwztUddkuLi4rR48eJWt2dlZSkrK8u9HBoaqrlz52ru3LnnVS/M5w4ZXnpDm0LGQ1MTfNAy+JOs1Dit2PSF122GYWhmDx6ZEcijCQAAANA604M6ei5CBrrCsP4RWpKZooeahoBL6mWzyZChJZkpPXrot3s0QSsHu3ryaAIEJiZOBACgfQjq6DRCBrrKjNQ4XX5RpNJ/v0WSdMe4eN161dAeHdKlwB5NgMDDnCYAALSfqeeoo2fLSo1rs0edkIGOGBp7JpRnT760x4d06cxogqBmp6n3stkUZFOPH02AwGLmnCZceQQA0BMR1NFphAzg/M1IjdOr/zbOvXzHuHi9/UAaPYzoUcyaOJHLGwIAeiqGvuO8BOqQZaArnT2aoE8Ib83oWcyY04TLGwIAejJ61HHeAnHIMgCg/cy4DCOXNwQA9GQEdQAAYCoz5jThyiMAgJ6MoA4AAExlxpwmZvTSAwBgFQR1AABguq6eOJErjwAAejKCOgAA6BZdOacJVx4BAPRkTC0MAAD8ElceAQD0VAR1AADgt7i8IQCgJ2LoOwAAAAAAFkJQBwAAAADAQhgfBgAAAASovUcrtWprmQ6cqJY9JlxZqXEaxjwPPY5hGHIZksswZJz+3bj+9LpmZWRIhhr/NtzbPP9uvk/jtsZ9Gn973q77b4/1Hq3zuv7s63p4bmu5z8ALQhXbN7S9/xLLI6gDAAAAAWjV1jI9vLpYNptNhmHIZrNpxaYvtCQzpdOXTuwIo1lodIdBtQx+zbfrHGFN8hbw2hMW29nmFrW3WtBd0luIbbrvzdvRvExTKD6zvSk4twzbrhb/x6blZuE7AESF9/Z1E7oUQR0AAADwU+4eTZ0Jd82DodQyKBqGoX3HKvXw6uLTPaieifGh1cUa1j9CF8WEn+lVPSsgNu9tdRmGXK6zgvXZAfzs3tgACY9AZxHUAQAAYAkulyGXYajhrEDY4DLcPYPN//YYnttGL6y3kHh2z21TPU285ciW4bJlKW8B9FyZ9Fyh1fBSoHm+7oy/fVja5vZn3t+v2WMv7vwNADgvBHUAAOAV5672PE2B78xQ27PWn152NQu+jWHZ8BhGe/bvplDschkt9mkasusyjNMh+8zfLeqgl7XbHHHUtnoAwTi9HYDvENQBAEALvj531SzG6YDYcHqobkNTYHSvO91re/rvVs+TbXa+6NnDfSUvky0126/9be3A/Tprn7ODNwEYZxvQN1Q2eX9G2k5vB+A7BHUAAOBh79G2z10dE99P8d3Qs94UnhuahkO7GsO10+VyB21HrdNdfs/RSoX2CmoWvs8EccM404MLQEobOUDrir/0us2QNHHkwE7X/VV5tTZ+ckRHHLUa0DdUaSMH6MKo8E7XBwQigjoAAHAzDEOrCktls9m8dsPaZNNzH+zX/ZMv9ew1djUb/uweNt1soilDqmoWqvcerVRocJAaXPII4k3BummI9LnU1De4/z5SUauw3r3O/58ABIALo8I17/rhWvHuHvdrLcjWGNLnXT9cg6PCOlXvxk8O6y+b97h7622S1hV/qXnXD9eESzsf/oFAQ1AHAOA0j55bLxNXNZ13e/a5uy2W1fwc3tbLSed3XVmP9a1MNtWatkLwvw6Uu9t3NpcM7fiyQtvKytuo3bvmofqwhUM1vYEIFBMuHaj42Ag9vGa7JGnq5YM1+bLBnQ7pX5VX6y+b93hehuz07xXv7tHIQZGdrhsINN0S1IuLi7V//36NGDFCCQkJ5yxfWVmpjz/+WPX19UpOTlb//v09tu/evVs7duzwWBcSEqLp06d3absBAL7TNPtz8x5aV7PAfHYPbosyrYTupp7ahqbJrlwMiT5bIJ+7Sm8gAs2gyDPBecaVced1AG3jJ0fafO9455PDzCQPtJOpQb2urk5ZWVnavHmzRo0apcLCQs2YMUMrV65sHFLnxaOPPqoVK1Zo2LBh6tWrl7Zu3apHHnlEDz74oLtMfn6+li1bpokTJ7rXRUREENQBBAzDMOQ8HTCdLkMNDYacLpeczZYbL2/U2oRSrc383LR81vaz1nvW5a19Zy23sd+ZIN48YLdeN8xn5rmrVkZvIHB+mEke6DqmBvWcnBwVFBRo27ZtstvtKikpUWpqqtLS0jRnzhyv+wwcOFC7d+/WBRdcIEl6+eWXdfPNNystLU1jxoxxlxsxYoTy8/PNbD4AmM4wjBbn2PYOrj8TwJvCd0OzUH76BzCLWeeuWh29gbA6q5+WEcijcYCuZmpQz83N1cyZM2W32yVJSUlJSk9PV25ubqtB/e677/ZYvummmxQSEqKPP/7YI6hXV1dr/fr1CgsLU3Jysvr162feHQGA8+ByGapxNqi23qUaZ4Nq6l2qbfpd36CqujNBfc/RSsuet4vA0tXnrvoDegNhZf5wWkagjsYBzGBaUHc6ndq1a5fuu+8+j/UpKSl6/PHH213Pli1bVFdXp6SkJI/1e/bs0WOPPaaTJ09q165d+vWvf63s7OxW66mtrVVt7ZkP2IqKina3AQDOpb7BpVqnSzX1Dad/zoTxOqfL180DOqUrz131B/QGwqr85bSMQB2NA5jBtKDucDjU0NCgmJgYj/WxsbE6efJku+o4ceKE7rzzTn33u9/Vdddd516flpame++91113Xl6eZs+erSuuuEKTJk3yWtfixYu1cOHCzt0ZAFBjGK+oqXcvf3bYoSDZVONskLOBoeiAv6M3EFblT6dlBOJoHMAMQWZVHBraeNS5qqrKY73D4VBY2LlfqBUVFUpPT1d0dLSef/55j23jxo3zOAAwa9YsJScna+3ata3WN3/+fJWXl7t/ysrKOnJ3AAQIl8tQVZ1Txxy1OniyWp8fdmjHwXIV7juurftOaNeXp9xljzvq5Kh1EtKBHqKpN7D5fLdBNslmozcQvuVvp2WcPRqH1w7Qcab1qIeHh2vw4MEqLS31WF9aWqrhw4e3ue+pU6c0depUOZ1OvfXWW4qMjDzn7UVFRenw4cOtbg8NDXUfPACAOqdL1aeHqVfXNajG2fi71ulqczZzAD0bvYGwIk7LAAKPaT3qkpSenq41a9bI5Wo8P7Ompkbr1q1Tenq6u8zOnTs9esIdDoemTp2quro6vfnmm4qOjm5R76FDhzyWy8rKVFRUpNTUVHPuCAC/43IZqnWemaTt4IlqfX74lLYfaOwd/2j/Ce38skJ7jlTqq/IanaisV009IR0AvYGwnrSRA9rsUee0DKDnMXXW9wULFmjMmDHKzMzUtGnTlJeXp+DgYI9J31atWqWcnBz3ees33nijiouLtWzZMm3YsMFdLjExUYmJiZKkjIwMjR07VqNHj9bRo0e1fPlyJSUlad68eWbeHQA+ZBiG6hsM1Te45GwwVNfgarxueNPfp7c1/jRevqz5Zc8OnKju8RNhAQB6JiZpAwKPqUE9Pj5eRUVF+tOf/qSNGzdq/PjxysvLU2xsrLtMYmKiMjIy3MsXXnihpkyZotdff92jrqysLHdQ37Rpk5555hkVFBSoT58+WrRokWbPnq1evfgSDrSm6brbhmGcmTH29B+GDI+eZG/rz+xz1v7Nyjata7VsU7lmdTatr6pzum9/79FK9e4V5A7dztO/AQAIVJyWAQQWU4O6JMXFxWnx4sWtbs/KylJWVpZ7+eyJ47wJDQ3V3LlzNXfu3C5pI2BlLpehBqOxh9jpavzd+LdLLpfkdLnc61qWMeQyDL+Y7Kx57/fhilp6vwEAOEugXTIRCGSmB3UAjZqGbjtdZ3qJG1yG6l1neoybhnLXN7jcAdtl/YwNAAAAoAsR1IF2cp3unW4wGoeDu4zGEN3gOnfodrr8o1cbAAAAgO8R1GEJLlfjhGBN5yTXN7hU53R1ur62Zu5uDNiNIds4Hbxdrsb1ZwL4mTKNAb3TTemRviqv1sZPjuiIo1YD+oYqbeQAXRgV7utm4TQeHwAAAP9GUIepnA2uxgDubB7EXaeDuOcs3fAPGz85rL9s3uO+nqtN0rriLzXv+uGacCmXh/E1Hh8AAAD/R1DHeausPTNb92eHHOoVZDsdzl30RPcwX5VX6y+b93jO7H7694p392jkoEhmn/UhHh8AAICegaCODqupb1BFdb3KT/+cqjkT1I9X1jEDaQ+28ZMj7p7as9kkvfPJYc0ee3E3twpNeHwAAD0Vp3Uh0BDUcU71DS6PYF5T3/lzx+HfjjhqvYZAqTEcHnHUdmdzcBYeHwBAT8RpXQhEBHW04HIZqqg5E8wraxvOvRMCwoC+oW322A7oG9rNLUJzPD4AgJ6G07oQqIJ83QD4nmEYOlVTrwMnqlTyZbkK9x3Xrq9O6cuTNYR0eEgbOaDNHtuJIzmq7Us8PgCAnqbptC5vmk7rAnoignoAO1Req0++PqWt+09ox8EKlR2vVkW1kwng0KoLo8I17/rhsjX7xAyySTabNO/64RzR9jEeHwBAT8NpXQhUDH0PEHVOl8qr6/V1RY173b5jlUz8hg6bcOlAxcdG6OE12yVJUy8frMmXDSYEWgSPDwCgJ+G0LgQqgnoP1eAyPCaAq6prHMJeU89Qdpy/QZFnQt+MK+M44GMxPD4AgJ4ibeQArSv+0us2TutCT0ZQ70Gq6pw65qhTeXW9HLVOGQxhB4CAwaWLAPRETad1rXh3j/u7bZCtMaRzWhd6MoJ6D3K4olZfldecuyAAoEfh0kWA9XDwrOtwWhcCEUEdAAA/xqWLAOvh4FnX47QuBBpmfQcAwI9x6SLAWpofPHMZ8vi94t09+prRjwDagaAOAIAf49JFgLVw8AxAVyCoAwDgx5ouXeQNly4Cuh8HzwB0Bc5RBwDAj3HpIv/AxGKBg+t+A+gKBHVYEl9oAKB9uHSR9TGxWGDh4BmArkBQh+XwhQYAOoZLF1kXs/IHHg6eAegKnKMOS2GmVADonLMvXUQYsAYmFgtMEy4dqMU3J7uXp14+WEtnjKLDAUC7EdRhKXyhAQD0JEwsFrg4eAbgfHTL0Pfi4mLt379fI0aMUEJCQpft05l6YW18oQEA9CRMLAYA6AxTe9Tr6up00003aeLEicrJydHYsWN11113yTBai2Lt26cz9cI/cJkhAEBPkjZyQJsHoJlYDADgjalBPScnRwUFBdq2bZs2bNig999/X88//7yeffbZ89qnM/XCP/CFBgDQkzRNLGZrdhQ6yCbZbEwsBgBonalD33NzczVz5kzZ7XZJUlJSktLT05Wbm6s5c+Z0ep/O1Nuaqjqnguucnb2Lpqpq1q6qdrSxuq5BNfUNbZapbba99hxl26sr64zpE6I7rx2mpwr2ugN700ypd147TNF9ep/zPsJ8Vn8eBXqdZrQR1heoz01/qPOqYbEaEhWmBWt3SpImXzZIExMGalBkGJ9pPZg/PDcDvU70LNV1De3KTL7W3jbaDJPGizudToWFhelPf/qTfvzjH7vXP/LII3r88cf19ddfd2qfztQrSbW1taqtPXN+c0VFheLi4hT376sUFNqnK+4yAAAAAACtctVWqSwnS+Xl5YqMjGy1nGlD3x0OhxoaGhQTE+OxPjY2VidPnuz0Pp2pV5IWL16sqKgo909cXFyH7xMAAAAAAGYzbeh7aGjjpF9VVVUe6x0Oh8LCvJ+P1Z59OlOvJM2fP1/Z2dnu5aYe9Q9/PqnNIxn+ZP/RKn1dwXXGvamtb9DdzxVJkh6/5ZsK7d2LOoEO8JfnZiDXicDjL89Nf6iT12RgCtTnptXr/LqiRv/10nZ5G/dts0mLb072uPxhk4v79dGF0daf96OiokIX5py7nGlBPTw8XIMHD1ZpaanH+tLSUg0fPrzT+3SmXqkx4DeF/Ob6hASrT0i3XKXOdOEhvRTGB8s5hfbu+v9TINeJwOMvz81ArhOBx1+em/5QJ6/JwBSoz00r1vn+F8favKzle18c0+yxF7fYFh7Syy9ynbOdbTR11vf09HStWbNGLpdLklRTU6N169YpPT3dXWbnzp1au3Zth/ZpTxkAAAAAgH854qht8ypQRxy1rWztWUwN6gsWLNCBAweUmZmpJ554Qt/97ncVHBzsMQR91apVuu222zq0T3vKAAAAAEBrmp8y+uJHZfqqvNqHrUGTAX1DZWtlm+309kBgalCPj49XUVGREhIStHHjRo0fP16FhYWKjY11l0lMTFRGRkaH9mlPGQAAAADwZuMnh/VfL213L7++42s98OI2bfr0sA9bBUlKGzmgzR71iSMHdmdzfMb0QfxxcXFavHhxq9uzsrKUlZXVoX3aWwYAAAAAmvuqvFp/2bzHY7Iy1+m/V7y7RyMHRWpwlPUnJeupLowK17zrh2vFu3vc56o3/Z53/fCAeWysf7Y9AAAAAHSRjZ8caXOysnc+Oex1sjJ0nwmXDtTIQZF655PDOuKo1YC+oZo4cmDAhHSJoA4AAAAggDBZmX8YHBUW0AdMTD1HHQAAAACshMnK4A8I6gAAAAACBpOVwR8Q1AEAAAAEjKbJymw2Kcgmj9+BNFkZrI1z1AEAAAAEFCYrg9UR1AEA5/R1RY377xc/KtO3LxukC6PCfdgiAOg6vMcFpkCfrAzWxtB3AECbNn5yWP/10nb38us7vtYDL27Tpk8P+7BVANA1eI8DYEUEdQBAq74qr9ZfNu+R0WzWHZchGYa04t09+rq8pvWd0aqze+++Kq/2YWuAwMV7HACrIqj3IHH9+uiyCy/QkOgwRYT28nVzAPQAGz850uYlbN75hB6njqL3DrAO3uMAWBXnqPcgvYJsiu4Toug+IZKk+gaXyqvr3T+19S4ftxCAvzniqG3zEjZHHLXd2Ry/11rvndTYezdyUCQTGQHdiPc4AFZFj3oP1rtXkPr3DdUlA/rqmxfHaPTF0Ro+IEKxfUPUu1drx4/R0zDEFudjQN/QNnubBvQN7c7m+D167wBr4T0OgFUR1ANIWO9eGhQZpksHXaDU+H5Ktkfp4tg+igrvrSBye4/EEFucr7SRA9rsbZo4cmB3Nsfv0XsHWAvvcQCsiqAewPqGBuui6HAlDonUmPh+ShwSKXtMuC4IC5aN4O73mCAHXeHCqHDNu364bDYpyCaP3/OuH84w7Q6i9w6wFt7jAFgV56hDkhQUZFNUeG9FhfdWnCRng0sVNU73+e3VdQ2+biI6qGmIrbeegqYhtlw7FO0x4dKBGjkoUu98clhHHLUa0DdUE0cO5AtsJ6SNHKB1xV963UbvHTqKa393Dd7jgPPH+1HXI6jDq+BeQeoXEaJ+EY0T09U6G1ReXa+K08G9ztnaQDFYBUNs0ZUGR4VxYKcLNPXerXh3j/tAWtNveu/QERs/Oay/bN7jXn59x9d6bcfXmnf9cE24lAM+HcV7HNB5vB+Zg6COdgkN7qWBF/TSwAsav0RW1Z3pba+odqrBRXC3mqYhtq31qDPEFvANeu9wvrh6AACr4P3IPAR1dEqfkGD1CQnWhVHhMgxDjlqnqusbVN9gqN7pUn2DS3UNrsblBpecDQT57sYQW8C66L3D+eDUJgBWwfuReQjqOG82m00XhPXWBWG9Wy3jchmqawrvzjMBvjHMu1TvNNx/G2T6LsEQWwDomTi1CYBV8H5kHoI6ukVQkE1hQb0U1rtXm+UMw/DohXd1UWpvPhneiIF9FdI7SIYhuQxDLqPxQIJhSA1G420aTesNQy5XU7kz6wzDkNNl/anxGWILAD0PpzYBsArej8xDUIel2Gw2hQTbFBLctVcODO3tdP/dr2+I+oSc/1O/qu5MnaMvjlZIcJDqGww5G1xyus4cbHC6DDldjX/Xn97WnacCMMQWAHoWTm0CYBW8H5mHoA50gZDgoA6F/6aRA06XyyPcV1TXu8v0iwhR715Bajgd9F2GcXqUgRn3AADgLzi1CYBV8H5kHoI64APukQPyHDlwQdiZl+SIQX29hn+Xq7GX3mU0/m5oMNRgNIb5Bpfh/nG6DHfZBlfTkP7GOgw1Hiw483dT7Z5ldHqb97IAAF/h1CbAmgLxeuK8H5mjW4J6cXGx9u/frxEjRighIeGc5SsrK/Xxxx+rvr5eycnJ6t+/v8f23bt3a8eOHR7rQkJCNH369C5tN2BFQUE2hQT5/vx4w/AW6g2PgN+4zfAI983XNy0337/B5TlPQb3L5f677vRvLgcIAJzaBFhNIF9PnPejrmdqUK+rq1NWVpY2b96sUaNGqbCwUDNmzNDKlStls3kPGo8++qhWrFihYcOGqVevXtq6daseeeQRPfjgg+4y+fn5WrZsmSZOnOheFxERQVAHupHNZlPLl3H3HEBoOD0HgGeYbzyFoL7ZZQGb1pHrAQCAmbieOLqaqUE9JydHBQUF2rZtm+x2u0pKSpSamqq0tDTNmTPH6z4DBw7U7t27dcEFF0iSXn75Zd18881KS0vTmDFj3OVGjBih/Px8M5sPwKJ6BdnUqx1XEWhS62xQTZ1L1fUNqqlvUPXpn9p6l8ktBQAAgYDriaOrmRrUc3NzNXPmTNntdklSUlKS0tPTlZub22pQv/vuuz2Wb7rpJoWEhOjjjz/2COrV1dVav369wsLClJycrH79+pl3RwD4tdDgXgoN7qUo9fZY73IZHuG9pr5B1XUu1TgbunVmfgAA4N+4nji6mmlB3el0ateuXbrvvvs81qekpOjxxx9vdz1btmxRXV2dkpKSPNbv2bNHjz32mE6ePKldu3bp17/+tbKzs1utp7a2VrW1Z14gFRUV7W4DgJ4pKMimiNBgRYS2fCusc57pgXf3wtc1qNbpYkI9AADggeuJo6t1KKiXlJRo165dbZaZMGGCBgwYIIfDoYaGBsXExHhsj42N1cmTJ9t1eydOnNCdd96p7373u7ruuuvc69PS0nTvvfe6687Ly9Ps2bN1xRVXaNKkSV7rWrx4sRYuXNiu20XPs+9YpfvvpW9+qluuGqph/SN82CJYXUhwkEKCgxQV3rIXvtbpagzwzgbV1Lsah9bXu1Rb38D58AAABCCuJ46u1qGgvn379nOeF37ZZZdpwIABCg1tPGpUVVXlsd3hcCgs7NwTKVRUVCg9PV3R0dF6/vnnPbaNGzfOY3nWrFlatGiR1q5d22pQnz9/vkePe0VFheLi4s7ZDvi/VVvL9PDqYvfy01v26akte7UkM0UzUnkOoGOCgmwKD+ml8JCW58cbRmOIr3U2hvaa+sZh9LX1DKcHgK4UiJfAgrVxPXF0tQ4F9VmzZmnWrFntKhseHq7BgwertLTUY31paamGDx/e5r6nTp3S1KlT5XQ69dZbbykyMvKctxcVFaXDhw+3uj00NNR98ACBY+/RSj28utijl7Ph9Ljlh1YXa0x8P8XTs44uYrPZFNb79CR3Z/XES1J9Q2NPvLtHvllvfJ2Tie0AoD0C+RJYsDZ/uZ44B7r8g6mTyaWnp2vNmjX6+c9/rqCgINXU1GjdunW6/fbb3WV27typzz//3H1pNYfDoalTp6qurk5vvvmmoqOjW9R76NAhDRo0yL1cVlamoqIi3XTTTWbeHfihVVvLGi8F6OWkYpvNphe2lumhqQk+aBkCUe9eQerdK0gXeNnmchlyuhqvEe90uU7/Ns78Pn0ZugaX4b6WfPNynDcPIBBwCSxYndWvJ86BLv9halBfsGCBxowZo8zMTE2bNk15eXkKDg72GIK+atUq5eTkuM9bv/HGG1VcXKxly5Zpw4YN7nKJiYlKTEyUJGVkZGjs2LEaPXq0jh49quXLlyspKUnz5s0z8+7ADx04US2jlQRjGIYOnKju5hYB3gUF2RQS1HQd+vZddq65FgG/ofG3JBlNU9t4/nJ/0W3abrTY7rleZ+3nXm42dU7Lbc3389xYVd/g/ju2b4hCg3vJZTQedGj+u/GncX9Xs23dhZ4HwDq4BBbQeRzo8i+mBvX4+HgVFRXpT3/6kzZu3Kjx48crLy9PsbGx7jKJiYnKyMhwL1944YWaMmWKXn/9dY+6srKy3EF906ZNeuaZZ1RQUKA+ffpo0aJFmj17tnr16viXW/Rs9pjwNnvU7TF82UbP0HRteX9SVed0//2NgX3VJ6T9H0mGR5A/E94dtfXuMiMHXaDQ3kFqOL2t4fQIBcNoPAXGZRhyuYzGv11nDgo0uM4cHNiw65BWvEvPA2AVXAILgaYrDxZzoMu/mBrUJSkuLk6LFy9udXtWVpaysrLcy2dPHOdNaGio5s6dq7lz53ZJG9FzZaXGacWmL7xuMwxDM5lMDvCZ87kag81mk80mBcnmsb557350RO8Ohf+z7T1aqb+8673n4S/v7tH0K4bI3q+PjGa9/S1+6/SBhNM7nj06QGeNZjizptmyxzbvoxdaK3O2jo5EaD7q4uz7Z6jxfhmdqBfoLC6BhUDS1cPUOdDlX0wP6oAvDesfoSWZKXpodbFsNpsMw3D/XpKZwkRygI/4w9UYzjXHxbrir5jj4jRvBygaD2CcGalgSDJcZ0J/08iFppEODe7RDY2/G1yNIx0a/3apwdW4DwIbl8BCoDBjmDoHuvwLQR093ozUOI2J76cXtpbpwIlq2WPCNTM1jpAO+Ii/XI2BOS7az2azqZdN0lkjHMzQFOrdId9onJOhKeS7mk5tOGf4P3P6A/n/DKvPycAlsBAozBimzoEu/0JQR0CI7x9BzxdgEf5yNQbmuLCmxvkYuvaAgGE0D/VngnzzuRCahvg3Hy3Q9HfzCQ49yzf7bci00wRaTAjZykSRZ+6v9+1v7TqkP77zubtc0zDbu68frgkjB1rmFAd/uQQWcD7MGKbOgS7/QlAHAHQrf+mpZo6LwGGz2RTcyxbQX4r2Hq3U/73zeavDbGeOuVhDY/u4J29sOjjR2tUZmv+urD1zhYeLosMbJ3l0ndnefELH5pM9Nh5A8X6lB6tfAgs4X2YNU+dAl/8I5M8kAIAP+EtPNXNcIJC0d6RLL5vUq4OnODS/woO9X3inJnlsCv5Npyw0BXr3qAXXWSMcJPdEj01/e4x0aDYqwnVWOW/RqMWoBK9tPLtM5yd2POd2eY7icI/0UMv70nw0h+c2WJmZw9Q50OUfCOoAgG7lTz3VzHGBQGH1kS5N8yB09WkPgczzlIzTV3I4a6SEe53Lc9l1ekdX83Iuo+V+Zx0cMNQ4esLbKSTN92k6wNDyIErgYJg6COoAgG7lbz3VzHGBQOAvI13QdZouc3l6yZdNaRfDaDaK4Kz1HuU8tjVff1Y5k4P/2QchGtc1O+hgeM4T0fyASdO6SwZGaPJlg/TKti/11ckaDY4O0w0pF+qi6HDvB1SaHdhoWm714MvpAyKupgMmBhNrWg1BHbCQ87muNOBPzOqp5jUEdI6ZI114XaIreB5Y8NjS3U3pVgMvCNOV8f267fa8TaLpMs4cUGh+Comr2QGH5qMfmsq665THgrc/29zHaGWf5gdpDEO6IKxnRVub0do4px6uoqJCUVFRKi8vV2RkpK+bAz9UVedU4oL1kqSdj07p1Dl3zTVdV7rpaGYvm02GDEtdVxqwMl5DwPl5cWtZqyNdOvsa4nUJAJ7am0N71mEHwE/5y3WlAaviNQScv64e6cLrEgA6L8jXDQDQbLZdL5pm2wXQOl5DQNdompNh+ezRemhqwnkFaV6XANB5BHXAAqw+2y5gdbyGAOvhdQkAnUdQByzAPduuF8y2C5wbryHAenhdAkDnEdQBC8hKjWuz18FK15UGrIjXEGA9vC4BoPMI6kAnnX25mb1HK9so3bam60oH2aReQTaP31a8rjRgNbyGAOvhdQkAncfl2bg8GzrBrMvN7Dta2eXXlQYCCa8hwHp4XQLAGe3NoQR1gjo6aO/RSk363UaPy800CbJJbz+QxhcQAAAAAC20N4cy9B3oIC43AwAAAMBMBHWgg7jcDAAAAAAzEdSBDuJyMwAAAADMRFAHOojLzQAAAAAwE0Ed6CAuNwMAAADATMG+bgDgj2akxmlMfD8uNwMAAACgy3VLUC8uLtb+/fs1YsQIJSQktFl29+7d2rFjh8e6kJAQTZ8+/bzqBbpafP8IPTSV5x0AAACArmVqUK+rq1NWVpY2b96sUaNGqbCwUDNmzNDKlStbnYwrPz9fy5Yt08SJE93rIiIiPIJ6Z+oFAAAAAMAfmBrUc3JyVFBQoG3btslut6ukpESpqalKS0vTnDlzWt1vxIgRys/P7/J6AQAAAACwOlMnk8vNzdXMmTNlt9slSUlJSUpPT1dubm6b+1VXV2v9+vXatGmTjh8/3mX1AgAAAABgdaYFdafTqV27diklJcVjfUpKioqLi9vcd8+ePXrssceUnZ0tu92upUuXnne9tbW1qqio8PgBAAAAAMBqOjT0vaSkRLt27WqzzIQJEzRgwAA5HA41NDQoJibGY3tsbKxOnjzZ6v5paWm699573fvl5eVp9uzZuuKKKzRp0qRO17t48WItXLiw7TsIAAAAAICPdSiob9++vc1zxyXpsssu04ABAxQaGipJqqqq8tjucDgUFhbW6v7jxo3zWJ41a5YWLVqktWvXatKkSZ2ud/78+crOznYvV1RUKC4urs37AgAAAABAd+tQUJ81a5ZmzZrVrrLh4eEaPHiwSktLPdaXlpZq+PDhHblZRUVF6fDhw+dVb2hoqDvkAwAAAABgVaZOJpeenq41a9bI5XJJkmpqarRu3Tqlp6e7y+zcuVNr1651Lx86dMijjrKyMhUVFSk1NbVD9QIAAAAA4I9shmEYZlW+b98+jRkzRuPGjdO0adOUl5enL774Qh999JFiY2MlSY888ohycnLc55dfffXVGjt2rEaPHq2jR49q+fLlGjx4sN5++2317du33fWeS0VFhaKiolReXq7IyEhT7j8AAAAAAE3am0NN7VGPj49XUVGREhIStHHjRo0fP16FhYUeYToxMVEZGRnu5U2bNik5OVkFBQUqKyvTokWL9P7777tDenvrBQAAAADAH5nao25l9KgDAAAAALqTJXrUAQAAAABAxxDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCHB3XEjxcXF2r9/v0aMGKGEhIQ2y77xxhuqqKhosX7w4MEaN26cJGn37t3asWOHx/aQkBBNnz696xoNAAAAAIAPmBrU6+rqlJWVpc2bN2vUqFEqLCzUjBkztHLlStlsNq/7vPrqqzp48KB72eVy6aWXXtKPfvQjd1DPz8/XsmXLNHHiRHe5iIgIgjoAAAAAwO+ZGtRzcnJUUFCgbdu2yW63q6SkRKmpqUpLS9OcOXO87vP73//eY/mNN97QSy+9pDvvvNNj/YgRI5Sfn29a2wEAAAAA8AVTz1HPzc3VzJkzZbfbJUlJSUlKT09Xbm5uu+t48sknlZSUpGuuucZjfXV1tdavX69Nmzbp+PHjXdpuAAAAAAB8xbSg7nQ6tWvXLqWkpHisT0lJUXFxcbvqOHbsmF555RXNnTu3xbY9e/boscceU3Z2tux2u5YuXdpmXbW1taqoqPD4AQAAAADAajo09L2kpES7du1qs8yECRM0YMAAORwONTQ0KCYmxmN7bGysTp482a7be/bZZyWpxTD5tLQ03Xvvve668/LyNHv2bF1xxRWaNGmS17oWL16shQsXtut2AQAAAADwlQ4F9e3bt5/zvPDLLrtMAwYMUGhoqCSpqqrKY7vD4VBYWFi7bu/JJ59UZmam+vXr57G+aVK5JrNmzdKiRYu0du3aVoP6/PnzlZ2d7V6uqKhQXFxcu9oBAAAAAEB36VBQnzVrlmbNmtWusuHh4Ro8eLBKS0s91peWlmr48OHn3P/DDz/U9u3b9Yc//KFdtxcVFaXDhw+3uj00NNR98AAAAAAAAKsydTK59PR0rVmzRi6XS5JUU1OjdevWKT093V1m586dWrt2bYt9n3zySY0YMUJpaWktth06dMhjuaysTEVFRUpNTe3aOwAAAAAAQDcz9fJsCxYs0JgxY5SZmalp06YpLy9PwcHBHkPQV61apZycHI/z1quqqpSXl6df/OIXXuvNyMjQ2LFjNXr0aB09elTLly9XUlKS5s2bZ+bdAQAAAADAdKb2qMfHx6uoqEgJCQnauHGjxo8fr8LCQsXGxrrLJCYmKiMjw2O/kpISTZ48WbfffrvXejdt2qTk5GQVFBSorKxMixYt0vvvv6++ffuaeXcAAAAAADCdzTAMw9eN8IWKigpFRUWpvLxckZGRvm4OAAAAAKCHa28ONbVHHQAAAAAAdAxBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABbSLUH9888/V35+vkpLS9u9T3FxsdatW6fdu3efVxkAAAAAAPyJqUG9qKhIU6ZM0dSpUzVjxgy9++6759ynrq5ON910kyZOnKicnByNHTtWd911lwzD6FAZAAAAAAD8UbCZlR87dkz333+/pkyZoqCg9h0TyMnJUUFBgbZt2ya73a6SkhKlpqYqLS1Nc+bMaXcZAAAAAAD8kak96pMnT9bUqVNls9navU9ubq5mzpwpu90uSUpKSlJ6erpyc3M7VAYAAAAAAH9kao96RzmdTu3atUv33Xefx/qUlBQ9/vjj7S7jTW1trWpra93L5eXlkqSKioquaj4AAAAAAK1qyp/nOm27Q0G9pKREu3btarPMhAkTNGDAgI5U6+ZwONTQ0KCYmBiP9bGxsTp58mS7y3izePFiLVy4sMX6uLi4TrUVAAAAAIDOOHXqlKKiolrd3qGgvn37duXn57dZ5rLLLut0UA8NDZUkVVVVeax3OBwKCwtrdxlv5s+fr+zsbPeyy+XS8ePHFRsb26Gh+d2toqJCcXFxKisrU2RkpK+bg7Pw+Fgfj5G18fhYH4+RtfH4WBuPj/XxGFlbT3x8DMPQqVOnNGTIkDbLdSioz5o1S7NmzTqvhrUlPDxcgwcPbnEZt9LSUg0fPrzdZbwJDQ11h/wm0dHRXdPwbhAZGdljnpw9EY+P9fEYWRuPj/XxGFkbj4+18fhYH4+RtfW0x6etnvQm3XId9bbs3LlTa9eudS+np6drzZo1crlckqSamhqtW7dO6enpHSoDAAAAAIA/MnUyucOHD3tcO72wsFBhYWEaNmyYrrzySknSqlWrlJOT4z6/fMGCBRozZowyMzM1bdo05eXlKTg42GPYenvKAAAAAADgj0ztUT906JDy8vKUl5enzMxMHTx4UHl5eSosLHSXSUxMVEZGhns5Pj5eRUVFSkhI0MaNGzV+/HgVFhYqNja2Q2V6itDQUP3qV79qMWwf1sDjY308RtbG42N9PEbWxuNjbTw+1sdjZG2B/PjYjHPNCw8AAAAAALqNz89RBwAAAAAAZxDUAQAAAACwEII6AAAAAAAWYuqs7zg/J0+eVEFBgYKDg3Xdddepb9++vm4STissLNQXX3zhsS4mJkZTpkzxUYsgSVu2bNGBAweUkZGh8PDwFtvr6ur03nvvqby8XGPGjNGQIUN80MrAVVZWpvfee0/JyclKTEz02LZ//369//77LfbJzMxU7969u6uJAe2TTz7Rp59+qiFDhmj06NEKCmp5LJ/PJd85duyYPvroI/Xu3VujRo1STEyMx3Y+l3yvpKREX3zxhYYMGaJvfvObXl9De/fu1bZt2zRgwABdffXV6tWrlw9aGpiOHDmijz76SCEhIRo1apT69evnsf0f//iHKioqPNZdeuml+uY3v9mdzQx45eXleu2112S32zVu3LgW2z/++GPt27dP3/jGN5ScnOyDFnYfgrpFvfbaa5o1a5YSExNVU1OjgwcPau3atbr66qt93TRIWrFihd58801dc8017nXx8fF8IfKR559/Xr/+9a9VX1+vzz//XGVlZbLb7R5l9u3bp8mTJ0uS7Ha7PvjgAy1dulR33323L5ocUD7//HP9x3/8hz7++GMdPXpU8+fPbxHUN2/erLlz53pcBUSSpk+fTlA32fbt2/XjH/9YJ0+e1De+8Q0VFxcrOjpar7zyiuLj493l+FzyDZfLpXvuuUd///vflZSUpMrKSm3fvl3Lly/X7bff7i7H55Lv7Ny5U3feeadqamo0dOhQffzxx+rTp49effVVXXLJJe5y//3f/63f/va3uuaaa/Tpp5+qf//+euONN9S/f38ftj4w3Hvvvfr73/+uyy+/XCdOnFBxcbH+53/+R/fcc4+7THZ2tiIiIjRixAj3uilTphDUu9ncuXP1yiuvKD093SOo19XVacaMGSooKNCVV16pDz74QDfccIOeeeYZrwfFegQDlnPq1CkjNjbW+PnPf+5e98Mf/tC45JJLjIaGBh+2DE3uuusuY+bMmb5uBk7761//apSUlBjvvPOOIckoKytrUWbKlClGWlqaUV9fbxiGYTz99NNGcHCw8dlnn3V3cwPO1q1bjTVr1hhOp9MYOnSo8d///d8tyuTm5hqDBg3yQetQUFBgfPDBB+7lmpoa45prrjHS09Pd6/hc8p26ujpjxYoVRl1dnXvdH/7wB6N3797GgQMH3Ov4XPKdwsJCY8eOHe7luro648orrzSysrLc69577z1DkvHmm28ahmEYDofDSEpKMn74wx92e3sDUW5uruF0Ot3Lf/jDH4ygoCDjxIkT7nUjR440li9f7oPWocmKFSuM8ePHGzfeeKORkZHhse1//ud/jP79+7u/433yySdGnz59jJUrV/qgpd2jhx5+8G+vv/66Tpw4oZ/97GfuddnZ2friiy+8Dg2Fbxw/flyvvPKK3n33XZWXl/u6OQHttttua9FD29zhw4f1xhtv6L777lNwcONAojlz5igmJkYvvPBCdzUzYF155ZW6+eabzznE0+l0av369Vq/fr0OHjzYTa3Dtddeq7Fjx7qXQ0NDdcMNN+hf//qXex2fS77Tu3dv/fjHP/YYWZKZman6+nqVlJR4lOVzyTdSU1OVlJTkXu7du7eGDx+uU6dOudc999xzSk5O1re//W1JUkREhObNm6dVq1aprq6u29scaG699VaPz6CRI0fK5XKpsrLSo9yePXv00ksvqbCwkMelm5WUlOhXv/qVcnNzvfaQP/vss5oxY4Z7xOSll16qG264Qc8++2x3N7XbMPTdgrZv365BgwZpwIAB7nVJSUkKCgrS9u3bdd111/mwdWjy8ccfa8WKFTpw4IBKS0u1fPlyzZkzx9fNghclJSUyDEOXX365e12vXr2UmJio7du3+7BlaK6qqkpLliyR0+nUBx98oHvuuUfLli2TzWbzddMCzoYNGzxeL3wuWctbb72loKCgFgco+VzyrZdeekmnTp3S1q1bVVhYqNWrV7u3bd++3eM1JUnJycmqqqrSnj17lJCQ0N3NDTjFxcXauXOnvvzyS61YsUILFy7URRdd5FHmlVde0aeffqri4mKFhITo+eef9ziQCXNUV1dr5syZ+t3vfqehQ4e22O5yuVRSUqIf//jHHuuTk5OVk5PTTa3sfgR1CyovL28xwUVQUJCio6N18uRJ3zQKHm655Rb98Y9/VFhYmCTpf//3f3XXXXfpyiuvbLNnF77R1LN09usqNjaW15RFJCcn6/PPP3dP8Pfee+8pLS1NSUlJmjt3ro9bF1h+//vfa/Pmzdq8ebN7HZ9L1rFnzx5lZ2frpz/9qcdcHHwu+d5rr72mQ4cO6aOPPlJqaqoGDRrk3lZeXt5i4qvY2FhJ4jXUTUpKSvTSSy9p3759crlcLQ6c5OTkaOrUqZIaz4e+9dZblZWVpd27d7tfVzDHv//7v+uKK67QD37wA6/bq6qq5HQ6A+57HEPfLSg0NFQOh6PF+srKSt4oLGLixIkej8UDDzygiIgIvf766z5sFVoTGhoqSS1eVw6Hg9eURVxxxRUes/Bfe+21Sk9P17p163zYqsCTm5urBx98UM8884yuuuoq93o+l6zhwIED+va3v61x48bpd7/7ncc2Ppd87y9/+YteeeUV7dmzR5WVlR6hw9trqGmZ11D3mD17tlatWqUPP/xQv/zlL90hvElTSJekkJAQ/fKXv9T+/ftVXFzsi+YGjH/+8596+umndf311ysvL095eXk6ePCgDh48qLy8PDkcjoD9HkdQt6BLLrlEhw4dUm1trXvd119/rdraWg0fPtyHLUNrbDab+vbtqyNHjvi6KfCiadbd0tJSj/X79+/nNWVhkZGRvKa60XPPPae77rpLTz/9tGbNmuWxjc8l3zt48KDS0tJ0+eWXa9WqVe75NlrD55LvhISEKCsrSwUFBXK5XJIaX0PePoNsNpuGDRvmi2YGtB/84AcyDEPvvfdeq2UiIyMlideQyUJDQ/W9731P77zzjl5++WW9/PLL+uqrr/TVV1/p5ZdfVmVlpXr37q24uLiA+x5HULegKVOmqL6+Xn//+9/d61544QX16dNHaWlpvmsYJEkNDQ0t3rQ//PBDHThwQGPGjPFRq9CWSy+9VN/4xjf04osvutdt27ZNn3zyib773e/6sGVo8tVXX3ksV1RUaMOGDbymusnf/vY33XnnnXrqqad0yy23tNjO55JvNYX0xMRE5efnKyQkxGM7n0u+dfb7lyR99NFHuuiii9yTYk2bNk1btmzxKPvCCy/ouuuuU1RUVLe1NRAdO3ZM9fX1Huv+9a9/yeVyKS4uTlLjRIxnTx63Zs0aBQcHa/To0d3W1kA0evRod096009qaqpSU1OVl5fnPoVk2rRpeumll+R0OiVJNTU1Wrt2bY/+Hsc56hY0dOhQPfDAA5o7d64+//xz1dTU6Le//a0WL17sProH36mvr9f111+vadOmKTExUfv379fy5cuVkZGhm266ydfNC0jbt29XSUmJdu7cKUlau3at+vXrp2uuucY9KcmyZct08803Kzg4WMOGDVNOTo4yMjI0adIkXzY9IDgcDnfAa7oGdF5engYPHuwOeffdd5/69Omja665RjU1NVqxYoX69u2r//qv//JhywPDG2+8oTlz5mj69OkKDg5WXl6ee1tTzzqfS75TXV2tSZMmyeFw6Pvf/77WrFnj3nbVVVdp2LBhfC752OLFi/XVV1/p+uuvV2hoqN599129+OKLeu6559xlZs2apT//+c/6zne+o7vvvltFRUV67bXXtHHjRt81PEB8/vnnuvvuu3XTTTdp6NCh2rt3rx5//HFNnz7dPQv/nj17dOedd+p73/ue4uLiVFhYqKefflqPPvqox2lZ8J1f/OIXSk1NVUZGhm644Qa9+OKLCgoK0gMPPODrppnGZhiG4etGwLv8/Hy9/vrrCg4O1s0336wpU6b4ukk4zeFw6K9//av+9a9/KSYmRhMmTOjRR/SsbtWqVR5fXpv89Kc/1bhx49zLhYWFevbZZ1VRUaFrrrlGd9555zmHj+L8HTp0yOOyXk2Sk5P185//XFLjjK6rV6/Wpk2bZLPZdMUVV+i2225r0XOIrrd27Vo9//zzXrc1D+0Sn0u+UF5ernnz5nndds8992jChAmS+Fzytddff11vvPGGHA6Hhg0bpltvvdXdW9uk6SDkxx9/rNjYWN11111M9NdNSktLlZubq88//1yDBg3St771LX3nO9/xKFNWVqZnnnlGe/bskd1u180336xRo0b5psEBrmkOjrND+JdffqnHH39c+/fv1yWXXKKf/OQn6t+/vy+a2C0I6gAAAAAAWAjnqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAKALfP/739fEiRO7fV903PPPP6/o6Gjt3bvXL+oFAAQegjoAwO+NHDlS0dHRio6OVkxMjC666CJ961vf0nPPPdelt3PDDTdo8uTJXrc5HA6dOnWqU/V2Zt+77rpL0dHRuvfeezt1m2dr6771NHV1dSovL1dDQ0OH93366acVHR2t0tLSLq0XAIDmCOoAAL9XXl6uyy67TPv27dPevXv15ptvym6369Zbb9Vvf/vbLrudtgL16tWrtXHjxi67rbacOHFCzz//vEJCQvTMM8/I4XCcd53nc6AhkNTW1qq8vFwul6vFth/84Ac6ceKEhg8f7oOWAQB6EoI6AKBH6NWrl7tXPTExUU899ZTi4+O1ZMkSr6Gqq0VERKhv376m344k5ebmyul0avXq1aqqqtLf/va3brldtC0kJETR0dEKCuLrFQDg/PBJAgDokYKDg5WYmKiTJ0/q5MmT+slPfuIO8v369dM3vvEN3Xbbbfr888899ps8ebJuuOEGHTx4ULNnz1ZcXJzuuusupaSkaMuWLdq6dau7nqFDh7r383aeeXtvs6NWrlyp6dOna/z48ZoyZYpWrlzptVxSUpLmzZvXYv1PfvITjRw50r18rvsmSS+//LK+9a1v6cILL9TQoUM1c+ZM7dixo0XdH374oWbOnKlhw4bp4osvVkZGhgoLCztcV2uPw/HjxxUdHa0//vGPeueddzRhwgQNHDhQq1atkiQdO3ZMDz74oJKSkjRw4ECNGjVKjz322DmHo2/YsMHj9IkhQ4bo29/+ttasWeMus3DhQmVnZ7v/Z03lN2zYIKn1c9S/+OIL3X777Ro+fLgGDx6s8ePHtzgt489//rOio6N16NAhPfbYYxo5cqQuuugi3XLLLTp06FCbbQcA9DwEdQBAj7Vnzx716dNHkZGR+t///V/t27dP+/bt0yeffKJnnnlGBw4c0Le+9S2Vl5e79zl16pSOHj2qu+66Sz/84Q/19ttv69prr9WWLVt09dVXa/To0e56iouL3ft5Gzre3tvsiA8++EDbt2/XT37yE0mNofvDDz/0aEuT8vJyVVZWtlhfVVXlcfvnum/Lly/XzTffrG9+85t699139dJLL+n48eO6+uqrtXXrVne5F198Udddd51sNpteeOEFFRQU6Ec/+pEefPDBDtfV2uPgcrlUXl6uLVu26P/+7/+Uk5OjtWvXKjo6WocPH9aYMWP0+uuva9myZSoqKtIjjzyipUuX6oc//GGb/9cJEya47/uePXv0zjvv6Oqrr9b3v/99/eMf/5AkPfTQQ/rNb37j/p81lZ8wYYIk7+eof/rpp0pNTdXu3bv13HPP6b333tN3vvMdzZkzR7/61a/c5ZqG1C9cuFAhISFav369nnnmGb399tu6/fbb22w7AKAHMgAA8HODBg0yrrvuOvdyZWWl8ctf/tKQZNx3332t7nfkyBFDkvH000+711111VWGJOPDDz9sUX7ChAnGVVdd5bWuKVOmGFdeeeU52+rtNtu7r2EYxl133WWMHDnSvdzQ0GDEx8cbP/3pT1uUveiii4xbbrmlxfrbb7/dGDRokMe61u7byZMnjYiICGP69Oke6ysrK42BAwca119/vXu5X79+xsSJE1tte3vrMozWH4em/99FF11k1NXVeWz70Y9+ZERERBhlZWUe61evXm1IMj744APDMAzj6aefNiQZn332WattbfLtb3/bmDJlinv5z3/+syHJ2Lt3b4uy3ur9/ve/b0RERBhHjhxp0dbg4GCjtLTUMAzDWLZsmSHJ+PnPf+5Rrmn9F198cc62AgB6DnrUAQA9wj//+U/3UOS+ffsqNzdXCxcu1NKlSyVJx48f13/+53/qiiuu0MCBAxUdHa1vfOMbkqTPPvvMo664uDiNGTPmvNvUkdtsD4fDoRdeeEH33HOPe11QUJDmzZun5557TjU1Nefd5rMVFBSosrJSs2bN8ljfp08fZWRkaMuWLaqsrNSWLVt0/Phx3XHHHeddV5O2Hofp06erd+/eHuteeukljR8/Xna73WP91KlTZbPZ3EPUW/PUU0/pW9/6li666CLFxMQoOjpamzZt6tRj1eSNN97QpEmT1L9/f4/1s2fPltPpbNGmm266yWN59OjRknTep0sAAPxLsK8bAABAVxgzZoxee+012Ww2hYWFKTQ01L3N6XRq4sSJOnXqlH7/+99r1KhR6tu3rxoaGjRw4EDV1tZ61HV20OuMjt5me/ztb3+Tw+HQL37xC49h0w0NDXI4HMrPz9ett956znoMw2j3bR45ckSSNGTIkBbbhgwZIpfLpWPHjumrr76S1Biuz7euiIgISW0/Dmdvq6ur07Fjx/TOO++of//+7vtoGIb7p+n2vfnv//5vPfLII1qyZIn+9Kc/acCAAerVq5d++MMfegzJ74ja2lpVVFS0en8l6fDhw17XN4mKipLUONM/ACBwENQBAD1C06zv3nzwwQcqLi5WXl6ebrzxRvf6vXv3eg2tISEh592ejt5mezzxxBOaN2+e10vO/cd//IeeeOIJj6AeGRnp9Rz1r7/+ut232fQ/9RZym0JmdHS0YmNjz1l3e+tq0tbjcPa2kJAQ9enTR9OmTdMTTzzhdZ/mB2/O9pe//EXTp0/Xf/zHf3isbzoA0RmhoaEKDw9v8/7GxMR4rG9txvjOPmcAAP6Joe8AgB6vvr5e0pneySYdvaxZnz593HV11202KS4uVmFhoW644Qb3EP/mPzfeeKPeffddffrpp+594uPjtWvXLo96Tp48qQ8++KBF/a3dt2uuuUa9e/fWq6++6rHe6XRq/fr1Gj16tCIjIzVu3DhFREToxRdfbPU+tLeuzpo6daq2bNmioKAgr/+j8PDwVvetr69v8Vh99tln+uijjzzW9enTx12+Pa6//npt3LixxQGTv//97+7tAACcjaAOAOjxvvnNb2rAgAFasmSJjhw5otraWuXl5amwsFC9evVqdz0JCQn67LPP9OWXX3bbbTZ54oknFBIS0uIScE0mTZqkkJAQj0u13XHHHfrkk0/0f//3f3I6nTp48KDuvvtujRo1qt33beDAgbr//vv17LPP6s9//rNqamp07Ngx/fjHP9a+ffu0aNEiSY094YsXL9aaNWv08MMP68iRI3K5XNqxY4duu+22DtXVWUuWLFF9fb1uvvlmbdu2TQ0NDaqurtZHH32kuXPn6uOPP25136lTp2rNmjV67733ZBiGSkpKdOedd+qaa65p8X+SpI0bN7arTQsXLlRFRYXmzJmjr7/+WnV1dXruuee0fPly3XnnnR6XyQMAoAlBHQDQ40VGRuqVV15ReXm5LrzwQvXv319r167V008/3aF6HnzwQV1xxRUaOnSooqKiWlxr3IzblKSamho9++yzGj9+vPv87bP17dtX48aN01//+ld3b+/3v/99/fznP9d//dd/qU+fPpoyZYr+7d/+TfHx8R26b7/97W+1ZMkSPfbYY7rgggs0cOBA7dixQ//4xz80depUd7n77rtPL774ot58800NGjRIffv21a233qqMjIwO19UZ3/jGN/TRRx/poosu0sSJExUeHq6BAwfq3nvv1TXXXKOkpKRW9122bJluvPFGTZ48WWFhYZozZ46WLFnS4jEeO3as7r//fmVnZ6tPnz4e11H35qqrrtLbb7+to0ePym63KyIiQg899JDmz5+vFStWnNf9BQD0XDaDk54AAH6uoqJCQUFB6tu37znL1tXVqXfv3rLZbJIarzUeGhqqsLAwSY0zq0tqs676+npVVVVJOjO0vbKyUoZheN3vXLfZ1r6S5HK5VFFR4T7nuTXV1dWqra1VZGSkx7nOhmGotrbWfXtVVVVyOp1eh5l7u2/N1dTUKDg4WMHBbU9z43Q6ZRhGi5nZ21tXa4+DYRgqLy9XeHh4m+ecS43/D2//r7q6OlVVVbX4PzXVX19f7z4HvrX/lWEYcjgcamhoUN++fRUcHNxmvVLjpH91dXVe21RbW6vq6mpFRUW5nydN+5w6dUoRERFt/i8BAD0LQR0AAAAAAAth6DsAAAAAABbSLUH9888/V35+vkpLS9u9T3FxsdatW6fdu3efVxkAAAAAAPyJqUG9qKhIU6ZM0dSpUzVjxgy9++6759ynrq5ON910kyZOnKicnByNHTtWd911l8f1Q9tTBgAAAAAAf9T2TDDn6dixY7r//vs1ZcoUr5OqeJOTk6OCggJt27ZNdrtdJSUlSk1NVVpamubMmdPuMgAAAAAA+KNum0zOZrMpNzdXt956a5vlkpOTNWHCBP3xj390r/ve974nh8OhN954o91lAAAAAADwR6b2qHeU0+nUrl27dN9993msT0lJ0eOPP97uMt7U1taqtrbWvexyuXT8+HHFxsZ6XAYFAAAAAAAzGIahU6dOaciQIW2OOrdUUG+6HmlMTIzH+tjYWJ08ebLdZbxZvHixFi5c2NVNBgAAAACgQ8rKymS321vdbqmgHhoaKkmqqqryWO9wOBQWFtbuMt7Mnz9f2dnZ7uXy8nJdfPHFKisrU2RkZJe0v6sse/NT/b/39qnB1fKshF5BNv3w2njdP/lSH7QMAAAAANBZFRUViouL0wUXXNBmOUsF9fDwcA0ePLjFZdxKS0s1fPjwdpfxJjQ01B3ym4uMjLRcUL9twmX669ZDCvIye4DNJt0+4TJFRkZ0f8MAAAAAAOftXKdfd8t11Nuyc+dOrV271r2cnp6uNWvWyOVySZJqamq0bt06paend6iMPxvWP0JLMlMU1Oyx62WzKcgmLclMUXx/QjoAAAAA9FSm9qgfPnzY49rphYWFCgsL07Bhw3TllVdKklatWqWcnBz3+eULFizQmDFjlJmZqWnTpikvL0/BwcEew9bbU8bfzUiN0+UXRSr991skSXeMi9etVw0lpAMAAABAD2dqj/qhQ4eUl5envLw8ZWZm6uDBg8rLy1NhYaG7TGJiojIyMtzL8fHxKioqUkJCgjZu3Kjx48ersLBQsbGxHSrTEwyNPRPKsydfSkgHAAAAgADQbddRt5qKigpFRUWpvLzccueoN6mqcypxwXpJ0s5Hp6hPiKWmFAAAAAAAdEB7c6jPz1EHAAAAAABnENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIcG+bgC6196jlVq1tUwHTlTLHhOurNQ4Desf4etmAQAAAABOI6gHkFVby/Tw6mLZbDYZhiGbzaYVm77QkswUzUiN83XzAAAAAABi6HvA2Hu0Ug+vLpbLkBpchsfvh1YXa9/RSl83EQAAAAAggnrAWLW1TDabzes2m82mF7aWdXOLAAAAAADeENQDxIET1TIMw+s2wzB04ER1N7cIAAAAAOANQT1A2GPC2+xRt8eEd3OLAAAAAADeENQDRFZqXJs96jOZTA4AAAAALIGgHiCG9Y/QkswUBTXrVO9lsynIJi3JTFE8l2gDAAAAAEvolsuzFRcXa//+/RoxYoQSEhLaLPvGG2+ooqKixfrBgwdr3LhxkqTdu3drx44dHttDQkI0ffr0rmt0DzQjNU6XXxSp9N9vkSTdMS5et141lJAOAAAAABZialCvq6tTVlaWNm/erFGjRqmwsFAzZszQypUrWz1f+tVXX9XBgwfdyy6XSy+99JJ+9KMfuYN6fn6+li1bpokTJ7rLRUREENTbYWjsmVCePflS9QnplmM1AAAAAIB2MjWl5eTkqKCgQNu2bZPdbldJSYlSU1OVlpamOXPmeN3n97//vcfyG2+8oZdeekl33nmnx/oRI0YoPz/ftLYDAAAAAOALpp6jnpubq5kzZ8put0uSkpKSlJ6ertzc3HbX8eSTTyopKUnXXHONx/rq6mqtX79emzZt0vHjx7u03QAAAAAA+IppQd3pdGrXrl1KSUnxWJ+SkqLi4uJ21XHs2DG98sormjt3botte/bs0WOPPabs7GzZ7XYtXbq0zbpqa2tVUVHh8QMAAAAAgNWYFtQdDocaGhoUExPjsT42NlYnT55sVx3PPvusJLUYJp+WlqbS0lJt2LBBH330kZ566ik98MAD2rBhQ6t1LV68WFFRUe6fuDguRwYAAAAAsB7TgnpoaKgkqaqqymO9w+FQWFhYu+p48sknlZmZqX79+nmsHzdunMcBgFmzZik5OVlr165tta758+ervLzc/VNWVtbeuwIAAAAAQLcxbTK58PBwDR48WKWlpR7rS0tLNXz48HPu/+GHH2r79u36wx/+0K7bi4qK0uHDh1vdHhoa6j54AAAAAACAVZk6mVx6errWrFkjl8slSaqpqdG6deuUnp7uLrNz506vPeFPPvmkRowYobS0tBbbDh065LFcVlamoqIipaamdu0dAAAAAACgm5l6ebYFCxZozJgxyszM1LRp05SXl6fg4GBlZ2e7y6xatUo5OTke561XVVUpLy9Pv/jFL7zWm5GRobFjx2r06NE6evSoli9frqSkJM2bN8/MuwMAAAAAgOlM7VGPj49XUVGREhIStHHjRo0fP16FhYWKjY11l0lMTFRGRobHfiUlJZo8ebJuv/12r/Vu2rRJycnJKigoUFlZmRYtWqT3339fffv2NfPuAAAAAABgOpthGIavG+ELFRUVioqKUnl5uSIjI33dHK+q6pxKXLBekrTz0SnqE3L+AyDMqBMAAAAAcG7tzaGm9qgDAAAAAICOIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQoK740aKi4u1f/9+jRgxQgkJCW2W3b17t3bs2OGxLiQkRNOnTz+vegEAAAAA8AemBvW6ujplZWVp8+bNGjVqlAoLCzVjxgytXLlSNpvN6z75+flatmyZJk6c6F4XERHhEdQ7Uy8AAAAAAP7A1KCek5OjgoICbdu2TXa7XSUlJUpNTVVaWprmzJnT6n4jRoxQfn5+l9cLAAAAAIDVmXqOem5urmbOnCm73S5JSkpKUnp6unJzc9vcr7q6WuvXr9emTZt0/PjxLqsXAAAAAACrMy2oO51O7dq1SykpKR7rU1JSVFxc3Oa+e/bs0WOPPabs7GzZ7XYtXbr0vOutra1VRUWFxw8AAAAAAFZjWlB3OBxqaGhQTEyMx/rY2FidPHmy1f3S0tJUWlqqDRs26KOPPtJTTz2lBx54QBs2bDivehcvXqyoqCj3T1xcXKfvGwAAAAAAZjEtqIeGhkqSqqqqPNY7HA6FhYW1ut+4ceM8QvisWbOUnJystWvXnle98+fPV3l5ufunrKysY3cIAAAAAIBuYNpkcuHh4Ro8eLBKS0s91peWlmr48OEdqisqKkqHDx8+r3pDQ0PdIR8AAAAAAKsydTK59PR0rVmzRi6XS5JUU1OjdevWKT093V1m586d7t5ySTp06JBHHWVlZSoqKlJqamqH6gUAAAAAwB+Zenm2BQsWaMyYMcrMzNS0adOUl5en4OBgZWdnu8usWrVKOTk57vPLMzIyNHbsWI0ePVpHjx7V8uXLlZSUpHnz5nWoXgAAAAAA/JGpPerx8fEqKipSQkKCNm7cqPHjx6uwsFCxsbHuMomJicrIyHAvb9q0ScnJySooKFBZWZkWLVqk999/X3379u1QvQAAAAAA+CObYRiGrxvhCxUVFYqKilJ5ebkiIyN93RyvquqcSlywXpK089Ep6hNy/gMgzKgTAAAAAHBu7c2hpvaoAwAAAACAjiGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEKCu+NGiouLtX//fo0YMUIJCQnnLF9ZWamPP/5Y9fX1Sk5OVv/+/T227969Wzt27PBYFxISounTp3dpuwEAAAAA6G6mBvW6ujplZWVp8+bNGjVqlAoLCzVjxgytXLlSNpvN6z6PPvqoVqxYoWHDhqlXr17aunWrHnnkET344IPuMvn5+Vq2bJkmTpzoXhcREUFQBwAAAAD4PVODek5OjgoKCrRt2zbZ7XaVlJQoNTVVaWlpmjNnjtd9Bg4cqN27d+uCCy6QJL388su6+eablZaWpjFjxrjLjRgxQvn5+WY2H0A32nu0Uqu2lunAiWrZY8KVlRqnYf0jfN0sAAAAoNuZeo56bm6uZs6cKbvdLklKSkpSenq6cnNzW93n7rvvdod0SbrpppsUEhKijz/+2KNcdXW11q9fr02bNun48ePm3AEA3WLV1jJN+t1G/eXdPXq1+Ev95d09mvS7jXpxa5mvmwYAAAB0O9OCutPp1K5du5SSkuKxPiUlRcXFxe2uZ8uWLaqrq1NSUpLH+j179uixxx5Tdna27Ha7li5d2mY9tbW1qqio8PgB4Ht7j1bq4dXFchlSg8vw+P3Q6mLtO1rp6yYCAAAA3cq0oO5wONTQ0KCYmBiP9bGxsTp58mS76jhx4oTuvPNOffe739V1113nXp+WlqbS0lJt2LBBH330kZ566ik98MAD2rBhQ6t1LV68WFFRUe6fuLi4Tt0vAF1r1dayVuessNlseoFedQAAAAQY04J6aGioJKmqqspjvcPhUFhY2Dn3r6ioUHp6uqKjo/X88897bBs3bpzHAYBZs2YpOTlZa9eubbW++fPnq7y83P1TVsaXf6Cz9h6t1JLXd+u+v32sJa/v1t7z6PU+cKJahmF43WYYhg6cqO503QAAAIA/Mm0yufDwcA0ePFilpaUe60tLSzV8+PA29z116pSmTp0qp9Opt956S5GRkee8vaioKB0+fLjV7aGhoe6DB0Ag6epJ2lZtLdPDq4tls9lkGIZsNptWbPpCSzJTNCO14yNV7DHhjT3qXsK6zWaTPSa8020FAAAA/JGpk8mlp6drzZo1crlckqSamhqtW7dO6enp7jI7d+706Al3OByaOnWq6urq9Oabbyo6OrpFvYcOHfJYLisrU1FRkVJTU825I4Cf6upJ2sw4nzwrNa7NHvWZnQj/AAAAgD8z9fJsCxYs0JgxY5SZmalp06YpLy9PwcHBys7OdpdZtWqVcnJy3Oet33jjjSouLtayZcs8zjlPTExUYmKiJCkjI0Njx47V6NGjdfToUS1fvlxJSUmaN2+emXcH8CvNQ7W7t/r074dWF2tMfD/Fd7Bn3X0+eSu93y9sLdNDUxM6VOew/hFakpmih5raKqmXzSZDhpZkpnS4jQAAAIC/M7VHPT4+XkVFRUpISNDGjRs1fvx4FRYWKjY21l0mMTFRGRkZ7uULL7xQU6ZM0euvv668vDz3z44dO9xlNm3apOTkZBUUFKisrEyLFi3S+++/r759+5p5dwC/YsYkbWadTz4jNU6v/ts49/Id4+L19gNpnRpKDwAAAPg7U3vUJSkuLk6LFy9udXtWVpaysrLcy2dPHOdNaGio5s6dq7lz53ZJG4GeyIxQbeb55ENjz/ScZ0++VH1CTH97AgAAACyJb8KAhXTlxG9mhOqs1Dit2PSF122cTw4AAAB0DVOHvgNov66e+M2MSdqazicPajaivpfNpiCbOJ8cAAAA6CIEdcACzJhN3axQzfnkAAAAgLkI6oAFmDHxm2ReqD77fHJ60gEAAICuwznqgAWYNZu6xCRtAAAAgL+hRx2wAPfEb16c72zqAAAAAPwLQR2wADMmfgMAAADgnwjqgAUwmzoAAACAJpysCljEjNQ4XX5RpNJ/v0VS48Rvt141lJAOAAAABBiCOmAhTPwGAAAAgKHvAAAAAABYCEEdAAAAAAALYVwtAADoFnuPVmrV1jIdOFEte0y4slLjNIx5ONAJPJcA9HQE9R7k/S+OnbNMTX2D++8P9hxXWO9eZjYJHWTG4xPIdQKwjo2fHNZfNu+RTZIhySbp8U1faN71wzXh0oE+bh38Cc8lAN5cc0msr5vQpQjqAADAVF+VV+svm/fIMBqDlXTm94p392jkoEgNjgrzVfNgsq/Kq7XxkyM64qjVgL6hShs5QBdGhXe6Lp5LAAIBQR0AAJhq4ydH3L2fZ7NJeueTw5o99uJubhW6g7fe73XFX3a695vnEoBAQVAHAJxTV/aIIfAccdR6DVZSY+A64qjtzuagm5jR+81zCYGGz9/ARVAHALSpq3vEEHgG9A1tsxd0QN/Qbm4RuoMZvd88lxBI+PwNbFyeDQHhq/Jq/e3DUv3h7c/0tw9L9VV5ta+bBPiF5j1iLkMev1e8u0dfl9f4uonwA2kjB7TZCzpxJF84eyIzer95LiFQ8PkLetTR43E0Eug8zgf1H1YeHnlhVLjmXT9cK95t/NIpSUG2xufVvOuHM/lXD2VG7zfPJQQKf/v8tfJnkL8iqKNHY3ZY4PxwPqh/8IcDkhMuHaj42Ag9vGa7JGnq5YM1+bLBvAf3YGkjB2hd8Zdet51P7zfPJQQCf/r8NeszKNDDP0EdPZq/HY0ErIbzQa3Pnw5IDoo8044ZV8YprHcvH7bG/1n9S6yZvd/+8Fyy+uMDa/OXz1+zPoP84QC02Qjq6NH86WgkYEVm9Yih63BAMjD5y5fYQO399pfHB9blL5+/ZnwG+dMBaDN1y2RyxcXFWrdunXbv3t2l+3SmXgSWpqOR3ljpaCRgVU09YrZmL6Qgm2SzcT6oVXBAMvD42yRTZ/d+9/T3DX97fAKZlScb9pfPXzM+g5rCvzdN4T8QmNqjXldXp6ysLG3evFmjRo1SYWGhZsyYoZUrV8pm8/7vb88+nakXgcnMo5EMaYNVdfVzM1B7xPyFmcMjeZ+zJkZRWBuPjzm6+v3IH0Y9+MPnrxmfQRyAbmRqUM/JyVFBQYG2bdsmu92ukpISpaamKi0tTXPmzOn0Pp2pF4HJrPPj/OHNHeawenAx67npD+eDBiqzDkj6y/uc1V+TZuBLrLX52+NjxmvI6qHan4ZWW/3z14zPIH85P99spgb13NxczZw5U3a7XZKUlJSk9PR05ebmthqo27NPZ+ptTVWdU8F1zs7eRVNVNWtXVTvaWFPfcM4ytc3K1LajfE9w1bBYDYkK04K1OyVJky8bpIkJAzUoMqxd/7OzfV1R0+abe3xshMebakeY8fgEcp1fV9Ro82dHdMxRp9i+IRo/YoAGd/KxkaTNnx3R0+/ta/FF4c5rh2nciP4+b6e/PTfRNWL6hOjOa4fpqYK97se76YDkndcOU3Sf3h1+rzPrudTVzyOzXpNWF9Ond5tfYmM68ZibyV8+M7qKPz0+ZryGurpOM96P3tp1qM3H6M1dX2vGlXEdbqsZrPxcl8z5DLrmktg2w/+1l8R6rbM9eckK2ttOm2EYrR30Oy9Op1NhYWH605/+pB//+Mfu9Y888ogef/xxff31153apzP1SlJtba1qa88cwayoqFBcXJzi/n2VgkL7dMVdBgAAAACgVa7aKpXlZKm8vFyRkZGtljNtMjmHw6GGhgbFxMR4rI+NjdXJkyc7vU9n6pWkxYsXKyoqyv0TF2eNo2QAAAAAADRn2tD30NDGcweqqqo81jscDoWFeR+e0p59OlOvJM2fP1/Z2dnu5aYe9Q9/PqnNIxn+5IM9x31yu7X1Dbr7uSJJ0uO3fFOhXXDujBl1dpUXPyrT6zu+lsvLWJQgW+NEH1YZLhWozHiMHt/0hT7cd1zexiDZbNLY+H66e8IlPm2nvz03/eW9w1/q7Er+8Fwy4zXZxF8e80MVNXq32Wkz148Y0OnTW8xspz/wl8en9FilfrWu8VS+KYmDlJYwsNOndJnxGvKHz0qpcTj9f720vdV2Lr45+bxOFbP6a6grn0dWctXwfr5uQrtUVFTowpxzlzMtqIeHh2vw4MEqLS31WF9aWqrhw4d3ep/O1Cs1BvymkN9cn5Bg9QnpGZeTt8LkEqG9e3V5O8yo83x8+7JBem2H91MsDEmTLxtsqfYGohNV9W1O5HOiqr7Dj9GgyLA2z2cbFBnW4Tq7up3+/Nz0l/cOf6nzfPnDc8mM16Q3Vn7Mh8ZGaE5sRBe0yDsrPje7g1Ufn6YJ1Zq8ueuQ3th1qNMTqpnxGjKjTjPej+JjI9yTDTc/l75psuGh5/G4fV1x5vJ7a4u/1LcvG2SpCS67+nlkJf6S6ZztbKep11FPT0/XmjVr5HK5JEk1NTVat26d0tPT3WV27typtWvXdmif9pQBzNL8upZN17O04nUtA1nTbKHedHa20LSRA9oM1eczq6k3nWknz010FX94LpnxmjRT8y/vL35UZqnrNcP6ms9S3uR8r81uxmvIjDrNej+acOlALZ0xSjekDNHVw2N1Q8oQLZ0x6rzC6sZPDuu/XtruXn59x9d64MVt2vSpNa77bcbzCOYx9bDDggULNGbMGGVmZmratGnKy8tTcHCwxxD0VatWKScnx31+eXv2aU8ZwEwTLh2okYMi9c4nh92XHpk4cqAlvrzCnEuFNL/Un7ej75157M1oJ89NdBWrP5fMeE2a5ewerNd3fK3XdnxtyR6ssw8oWK03MFCZcW12M15DZr0uzXo/GhwV1mXXtG8tBEvWueSbGc8jmMfUoB4fH6+ioiL96U9/0saNGzV+/Hjl5eUpNjbWXSYxMVEZGRkd2qc9ZQCzdeWbO7qWv3xRMKudPDfRVaz+XLL6wQTJP768N/GnAwqBxqxrs5vxGvKHUG0GfwjBZj2PYA7TB/LHxcVp8eLFrW7PyspSVlZWh/ZpbxkAgctfvij4Q9DwJ/QGBh6+vHcNfzqgEIiaTpVq7XnUmVO6mpjxGrL669IM/hCCzXweoev5xxn3ANAJ/vJFwV/a2dW6OlT7U28gBxQChz98eZf854BCoDLjVCl0LX8IwTyP/Iupk8kBAOBNV0+4408T5Fh9siF07cRvZkxuaQZ/OaAQqPxhgsdA5w8TXPI88i/0qAMAupUZQ2z9pTeQ4cXW19UjM/ylB8sfegMDHadKWZu/THDJ88h/ENQBAN3KjFDtL72B/nJAIVCZcSDFX768+8sBhUAXqKdK+Qt/CcE8j/wDQR0A0K3MCNX+0hvoLwcUApVZB1L84cu7vxxQMAvzRqCrEILRVQjqAIBuZUao9pfeQH85oBCozDyQ4g9f3v3hgIIZ/GkiSgCBg8nkAADdyowJd/xlghx/mGwokPnLxG9majqg8G/fGqHZYy+2zGvHLP40ESWAwEJQBwB0K7NC9YRLB2rpjFG6IWWIrh4eqxtShmjpjFGW6hHzlwMKgYoDKYGn6XQHb5pOdwAAX2DoOwCg25k1xJbhxTgfgX6ediBi3ggAVkVQ70GuuSTWJ7dbVed0/33V8H7qE3L+Tysz6gRgPTd/8yJfN+GczHo/8of7HoiuuSRWs8ZcrBe2lunAiWrZY8I1MzVO8f0jfN00mODdz47ow73H1WC0jOtBNptGxUX77PsVgMDG0HdY0r5jle6/l775qfYerWyjNACYh/ejwBPfP0IPTU3Q8tmj9dDUBEJ6D5aVGifDS0iXJMMwNDM1rptbBACNCOqwnFVby3TDH7a4l5/esk+TfrdRL24t82GrAAQi3o+Anm1Y/wgtyUxRkE3qFWTz+L0kM4WDNAB8hvHEsJS9Ryv18OpiuZod3G4ajvbQ6mKNie/HhyaAbsH7ERAYZqTGaUx8P053AGApBHVYyqqtZbLZbJKXYWg2m00vbC3TQ1MTfNAyAIGG9yMgcDSd7gAAVsHQd1jKgRPVbZ4rduBEdTe3CECg4v0IAAD4CkEdlmKPCW/swfLCZrPJHhPezS0CEKh4PwIAAL5CUIelMPsqAKvg/QgAAPgKQR2WwuyrAKyC9yMAAOArTCYHy2H2VQBWwfsRAADwBYI6LInZVwFYBe9HAACguzH0HQAAAAAACyGoAwAAAABgIQR1AAAAAAAspFvOUS8uLtb+/fs1YsQIJSSc+zy/yspKffzxx6qvr1dycrL69+/vsX337t3asWOHx7qQkBBNnz69S9sNAAAAAEB3MzWo19XVKSsrS5s3b9aoUaNUWFioGTNmaOXKlbLZbF73efTRR7VixQoNGzZMvXr10tatW/XII4/owQcfdJfJz8/XsmXLNHHiRPe6iIgIgjoAAAAAwO+ZGtRzcnJUUFCgbdu2yW63q6SkRKmpqUpLS9OcOXO87jNw4EDt3r1bF1xwgSTp5Zdf1s0336y0tDSNGTPGXW7EiBHKz883s/kAAAAAAHQ7U89Rz83N1cyZM2W32yVJSUlJSk9PV25ubqv73H333e6QLkk33XSTQkJC9PHHH3uUq66u1vr167Vp0yYdP37cnDsAAAAAAEA3My2oO51O7dq1SykpKR7rU1JSVFxc3O56tmzZorq6OiUlJXms37Nnjx577DFlZ2fLbrdr6dKlbdZTW1uriooKjx8AAAAAAKymQ0PfS0pKtGvXrjbLTJgwQQMGDJDD4VBDQ4NiYmI8tsfGxurkyZPtur0TJ07ozjvv1He/+11dd9117vVpaWm699573XXn5eVp9uzZuuKKKzRp0iSvdS1evFgLFy5s1+0CAAAAAOArHQrq27dvP+d54ZdddpkGDBig0NBQSVJVVZXHdofDobCwsHPeVkVFhdLT0xUdHa3nn3/eY9u4ceM8lmfNmqVFixZp7dq1rQb1+fPnKzs726P+uLi4c7YDAAAAAIDu1KGgPmvWLM2aNatdZcPDwzV48GCVlpZ6rC8tLdXw4cPb3PfUqVOaOnWqnE6n3nrrLUVGRp7z9qKionT48OFWt4eGhroPHgAAAAAAYFWmTiaXnp6uNWvWyOVySZJqamq0bt06paenu8vs3LlTa9eudS87HA5NnTpVdXV1evPNNxUdHd2i3kOHDnksl5WVqaioSKmpqebcEQAAAAAAuompl2dbsGCBxowZo8zMTE2bNk15eXkKDg72GIK+atUq5eTkuM9bv/HGG1VcXKxly5Zpw4YN7nKJiYlKTEyUJGVkZGjs2LEaPXq0jh49quXLlyspKUnz5s0z8+4AAAAAAGA6U4N6fHy8ioqK9Kc//UkbN27U+PHjlZeXp9jYWHeZxMREZWRkuJcvvPBCTZkyRa+//rpHXVlZWe6gvmnTJj3zzDMqKChQnz59tGjRIs2ePVu9evUy8+4AAAAAAGA6m2EYhq8b4QsVFRWKiopSeXl5u86BR+uq6pxKXLBekrTz0SnqE2Lq8R8AAAAA8EvtzaGmnqMOAAAAAAA6hqAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACwnujhspLi7W/v37NWLECCUkJLRZdvfu3dqxY4fHupCQEE2fPv286gUAAAAAwB+YGtTr6uqUlZWlzZs3a9SoUSosLNSMGTO0cuVK2Ww2r/vk5+dr2bJlmjhxontdRESER1DvTL0AAAAAAPgDU4N6Tk6OCgoKtG3bNtntdpWUlCg1NVVpaWmaM2dOq/uNGDFC+fn5XV4vAAAAAABWZ+o56rm5uZo5c6bsdrskKSkpSenp6crNzW1zv+rqaq1fv16bNm3S8ePHu6xeAAAAAACszrSg7nQ6tWvXLqWkpHisT0lJUXFxcZv77tmzR4899piys7Nlt9u1dOnS8663trZWFRUVHj8AAAAAAFhNh4a+l5SUaNeuXW2WmTBhggYMGCCHw6GGhgbFxMR4bI+NjdXJkydb3T8tLU333nuve7+8vDzNnj1bV1xxhSZNmtTpehcvXqyFCxe2fQcBAAAAAPCxDgX17du3t3nuuCRddtllGjBggEJDQyVJVVVVHtsdDofCwsJa3X/cuHEey7NmzdKiRYu0du1aTZo0qdP1zp8/X9nZ2e7liooKxcXFtXlfAAAAAADobh0K6rNmzdKsWbPaVTY8PFyDBw9WaWmpx/rS0lINHz68IzerqKgoHT58+LzqDQ0NdYd8AAAAAACsytTJ5NLT07VmzRq5XC5JUk1NjdatW6f09HR3mZ07d2rt2rXu5UOHDnnUUVZWpqKiIqWmpnaoXgAAAAAA/JGpl2dbsGCBxowZo8zMTE2bNk15eXkKDg72GIK+atUq5eTkuM8vz8jI0NixYzV69GgdPXpUy5cvV1JSkubNm9ehegEAAAAA8Eem9qjHx8erqKhICQkJ2rhxo8aPH6/CwkLFxsa6yyQmJiojI8O9vGnTJiUnJ6ugoEBlZWVatGiR3n//ffXt27dD9QIAAAAA4I9shmEYvm6EL1RUVCgqKkrl5eWKjIz0dXP8WlWdU4kL1kuSdj46RX1CTB2oAQAAAAB+qb051NQedQAAAAAA0DEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMA8P/bu/egqM77j+MfCBdvoyI6OgbGuzEgXiKaEG9YYxBrRUNVkmiS0Xpr4rTFdn4/m9vYdGLSNJFoZyqdWCeidkUigqYqaSZegqmuV8h6K6LcYjXewAURkPP7I+X8ugENmrDnKO/XjBPP8zy7fJ0nh2c/e84+CwAAYCMEdQAAAAAAbISgDgAAAACAjRDUAQAAAACwEYI6AAAAAAA2QlAHAAAAAMBGCOr43s5eKjf//t4np3TmYvltRgMAAAAAboegju8l9UCRJi7/3Dxe/flZjX13pzYeKLKwKgAAAAC4dxHUcdfOXCzX/36Uo1rj/9tuGoZqDel/PsrRWa6sAwAAAMAdI6jjrqUeKJKPj0+DfT4+PtrAVXUAAAAAuGMEddy14ivXZRhGg32GYaj4ynUvVwQAAAAA9z6COu5aSFDL215RDwlq6eWKAAAAAODeR1DHXZsWGXrbK+rTI0O9XBEAAAAA3PsI6rhrPTq21tvxA+TrIz3g6+Px37fjB6h7x9ZWlwgAAAAA9xw/qwvAvW1qZKiGdu+gDQeKVHzlukKCWmp6ZCghHQAAAADukleCek5OjgoKCtSnTx/169fvtmOzsrJUVlZWr71Lly4aMWKEJOnEiRP68ssvPfoDAgI0adKkH65oNFr3jq31P+NvP68AAAAAgMZp0qBeVVWladOmac+ePRo0aJCcTqemTp2qDz744JabkH388ccqKSkxj2tra5Wenq6f/exnZlBPS0vTsmXLNGbMGHNc69atCeoAAAAAgHtekwb1pKQkZWdn6+jRowoJCZHL5VJkZKSio6M1c+bMBh/z/vvvexxnZWUpPT1ds2bN8mjv06eP0tLSmqx2AAAAAACs0KSbyaWkpGj69OkKCQmRJIWHhys2NlYpKSmNfo5Vq1YpPDxcUVFRHu3Xr1/Xjh07tGvXLl2+fPkHrRsAAAAAAKs0WVCvqanR8ePHNWDAAI/2AQMGKCcnp1HPcenSJWVkZGjOnDn1+vLz8/WHP/xBiYmJCgkJ0XvvvXfb57px44bKyso8/gAAAAAAYDd3dOu7y+XS8ePHbztm9OjR6tSpk9xut27evKmgoCCP/uDgYF29erVRP2/t2rWSVO82+ejoaL344ovmczscDj399NMaOHCgxo4d2+BzLV26VEuWLGnUzwUAAAAAwCp3FNRzc3O/83PhDz/8sDp16qTAwEBJUkVFhUe/2+1WixYtGvXzVq1apfj4eHXo0MGjvW5TuToJCQl68803lZmZecugvnjxYiUmJprHZWVlCg0NbVQdAAAAAAB4yx0F9YSEBCUkJDRqbMuWLdWlSxcVFhZ6tBcWFqpnz57f+fj9+/crNzdXy5cvb9TPa9eunS5cuHDL/sDAQPPNAwAAAAAA7KpJN5OLjY3Vpk2bVFtbK0mqrKzUli1bFBsba445duyYMjMz6z121apV6tOnj6Kjo+v1nT9/3uO4qKhIhw4dUmRk5A/7DwAAAAAAwMua9OvZXnvtNQ0dOlTx8fGaMGGCHA6H/Pz8PG5BT01NVVJSksfn1isqKuRwOPTKK680+LxxcXEaNmyYBg8erIsXL2rFihUKDw/XvHnzmvKfAwAAAABAk2vSK+rdu3fXoUOH1K9fP+3cuVMjR46U0+lUcHCwOSYsLExxcXEej3O5XBo3bpyef/75Bp93165dioiIUHZ2toqKivTmm2/qiy++UJs2bZrynwMAAAAAQJPzMQzDsLoIK5SVlaldu3YqLS1V27ZtrS4HAAAAAHCfa2wObdIr6gAAAAAA4M4Q1AEAAAAAsBGCOgAAAAAANkJQBwAAAADARgjqAAAAAADYCEEdAAAAAAAbIagDAAAAAGAjBHUAAAAAAGyEoA4AAAAAgI0Q1AEAAAAAsBGCOgAAAAAANkJQBwAAAADARgjqAAAAAADYCEEdAAAAAAAbIagDAAAAAGAjBHUAAAAAAGyEoA4AAAAAgI0Q1AEAAAAAsBGCOgAAAAAANkJQBwAAAADARgjqAAAAAADYCEEdAAAAAAAbIagDAAAAAGAjXgnqeXl5SktLU2FhYaMfk5OToy1btujEiRPfawwAAAAAAPeSJg3qhw4dUkxMjMaPH6+pU6dq9+7d3/mYqqoqTZ48WWPGjFFSUpKGDRum2bNnyzCMOxoDAAAAAMC9yK8pn/zSpUv61a9+pZiYGPn6Nu49gaSkJGVnZ+vo0aMKCQmRy+VSZGSkoqOjNXPmzEaPAQAAAADgXtSkV9THjRun8ePHy8fHp9GPSUlJ0fTp0xUSEiJJCg8PV2xsrFJSUu5oDAAAAAAA96ImvaJ+p2pqanT8+HEtXLjQo33AgAFauXJlo8c05MaNG7px44Z5XFpaKkkqKyv7ocoHAAAAAOCW6vLnd31s+46Cusvl0vHjx287ZvTo0erUqdOdPK3J7Xbr5s2bCgoK8mgPDg7W1atXGz2mIUuXLtWSJUvqtYeGht5VrQAAAAAA3I1r166pXbt2t+y/o6Cem5urtLS02455+OGH7zqoBwYGSpIqKio82t1ut1q0aNHoMQ1ZvHixEhMTzePa2lpdvnxZwcHBd3RrvreVlZUpNDRURUVFatu2rdXl4FuYH/tjjuyN+bE/5sjemB97Y37sjzmyt/txfgzD0LVr19S1a9fbjrujoJ6QkKCEhITvVdjttGzZUl26dKn3NW6FhYXq2bNno8c0JDAw0Az5ddq3b//DFO4Fbdu2vW/+57wfMT/2xxzZG/Njf8yRvTE/9sb82B9zZG/32/zc7kp6Ha98j/rtHDt2TJmZmeZxbGysNm3apNraWklSZWWltmzZotjY2DsaAwAAAADAvahJN5O7cOGCx3enO51OtWjRQj169NCQIUMkSampqUpKSjI/X/7aa69p6NChio+P14QJE+RwOOTn5+dx23pjxgAAAAAAcC9q0ivq58+fl8PhkMPhUHx8vEpKSuRwOOR0Os0xYWFhiouLM4+7d++uQ4cOqV+/ftq5c6dGjhwpp9Op4ODgOxpzvwgMDNTrr79e77Z92APzY3/Mkb0xP/bHHNkb82NvzI/9MUf21pznx8f4rn3hAQAAAACA11j+GXUAAAAAAPD/COoAAAAAANgIQR0AAAAAABtp0l3f8f1cvXpV2dnZ8vPz0/Dhw9WmTRurS8J/OJ1OnT592qMtKChIMTExFlUESfr8889VXFysuLg4tWzZsl5/VVWV9u7dq9LSUg0dOlRdu3a1oMrmq6ioSHv37lVERITCwsI8+goKCvTFF1/Ue0x8fLz8/f29VWKzdvLkSZ06dUpdu3bV4MGD5etb/7181iXrXLp0SQcPHpS/v78GDRqkoKAgj37WJeu5XC6dPn1aXbt21SOPPNLgOXTmzBkdPXpUnTp10mOPPaYHHnjAgkqbp6+//loHDx5UQECABg0apA4dOnj0//3vf1dZWZlHW9++ffXII494s8xmr7S0VNu2bVNISIhGjBhRr//w4cM6e/asevfurYiICAsq9B6Cuk1t27ZNCQkJCgsLU2VlpUpKSpSZmanHHnvM6tIgKTk5WZ988omioqLMtu7du/OCyCLr16/X73//e1VXVysvL09FRUUKCQnxGHP27FmNGzdOkhQSEqJ9+/bpvffe0/z5860ouVnJy8vTr3/9ax0+fFgXL17U4sWL6wX1PXv2aM6cOR7fAiJJkyZNIqg3sdzcXM2dO1dXr15V7969lZOTo/bt2ysjI0Pdu3c3x7EuWaO2tlYLFizQ1q1bFR4ervLycuXm5mrFihV6/vnnzXGsS9Y5duyYZs2apcrKSnXr1k2HDx9Wq1at9PHHH6tXr17muDfeeENvvfWWoqKidOrUKXXs2FFZWVnq2LGjhdU3Dy+++KK2bt2q/v3768qVK8rJydE777yjBQsWmGMSExPVunVr9enTx2yLiYkhqHvZnDlzlJGRodjYWI+gXlVVpalTpyo7O1tDhgzRvn37NHHiRK1Zs6bBN8XuCwZs59q1a0ZwcLDx8ssvm20vvPCC0atXL+PmzZsWVoY6s2fPNqZPn251GfiPDz/80HC5XMZnn31mSDKKiorqjYmJiTGio6ON6upqwzAMY/Xq1Yafn5/xr3/9y9vlNjsHDhwwNm3aZNTU1BjdunUz3njjjXpjUlJSjM6dO1tQHbKzs419+/aZx5WVlUZUVJQRGxtrtrEuWaeqqspITk42qqqqzLbly5cb/v7+RnFxsdnGumQdp9NpfPnll+ZxVVWVMWTIEGPatGlm2969ew1JxieffGIYhmG43W4jPDzceOGFF7xeb3OUkpJi1NTUmMfLly83fH19jStXrphtDz30kLFixQoLqkOd5ORkY+TIkcZPfvITIy4uzqPvnXfeMTp27Gi+xjt58qTRqlUr44MPPrCgUu+4T99+uLdt375dV65c0S9+8QuzLTExUadPn27w1lBY4/Lly8rIyNDu3btVWlpqdTnN2nPPPVfvCu1/u3DhgrKysrRw4UL5+X1zI9HMmTMVFBSkDRs2eKvMZmvIkCGaMmXKd97iWVNTox07dmjHjh0qKSnxUnV4/PHHNWzYMPM4MDBQEydO1JEjR8w21iXr+Pv7a+7cuR53lsTHx6u6uloul8tjLOuSNSIjIxUeHm4e+/v7q2fPnrp27ZrZtm7dOkVEROiJJ56QJLVu3Vrz5s1TamqqqqqqvF5zczNjxgyPNeihhx5SbW2tysvLPcbl5+crPT1dTqeTefEyl8ul119/XSkpKQ1eIV+7dq2mTp1q3jHZt29fTZw4UWvXrvV2qV7Dre82lJubq86dO6tTp05mW3h4uHx9fZWbm6vhw4dbWB3qHD58WMnJySouLlZhYaFWrFihmTNnWl0WGuByuWQYhvr372+2PfDAAwoLC1Nubq6FleG/VVRU6O2331ZNTY327dunBQsWaNmyZfLx8bG6tGbn008/9ThfWJfs5R//+Id8fX3rvUHJumSt9PR0Xbt2TQcOHJDT6dRHH31k9uXm5nqcU5IUERGhiooK5efnq1+/ft4ut9nJycnRsWPH9NVXXyk5OVlLlizRgw8+6DEmIyNDp06dUk5OjgICArR+/XqPNzLRNK5fv67p06fr3XffVbdu3er119bWyuVyae7cuR7tERERSkpK8lKV3kdQt6HS0tJ6G1z4+vqqffv2unr1qjVFwcOzzz6rP/3pT2rRooUk6Y9//KNmz56tIUOG3PbKLqxRd2Xp2+dVcHAw55RNREREKC8vz9zgb+/evYqOjlZ4eLjmzJljcXXNy/vvv689e/Zoz549Zhvrkn3k5+crMTFRL730ksdeHKxL1tu2bZvOnz+vgwcPKjIyUp07dzb7SktL6218FRwcLEmcQ17icrmUnp6us2fPqra2tt4bJ0lJSRo/frykbz4PPWPGDE2bNk0nTpwwzys0jV/+8pcaOHCgnnnmmQb7KyoqVFNT0+xex3Hruw0FBgbK7XbXay8vL+cXhU2MGTPGYy4WLVqk1q1ba/v27RZWhVsJDAyUpHrnldvt5pyyiYEDB3rswv/4448rNjZWW7ZssbCq5iclJUW/+c1vtGbNGj366KNmO+uSPRQXF+uJJ57QiBEj9O6773r0sS5Z7y9/+YsyMjKUn5+v8vJyj9DR0DlUd8w55B1PP/20UlNTtX//fr366qtmCK9TF9IlKSAgQK+++qoKCgqUk5NjRbnNxj//+U+tXr1ao0aNksPhkMPhUElJiUpKSuRwOOR2u5vt6ziCug316tVL58+f140bN8y2f//737px44Z69uxpYWW4FR8fH7Vp00Zff/211aWgAXW77hYWFnq0FxQUcE7ZWNu2bTmnvGjdunWaPXu2Vq9erYSEBI8+1iXrlZSUKDo6Wv3791dqaqq538atsC5ZJyAgQNOmTVN2drZqa2slfXMONbQG+fj4qEePHlaU2aw988wzMgxDe/fuveWYtm3bShLnUBMLDAzUU089pc8++0ybN2/W5s2bde7cOZ07d06bN29WeXm5/P39FRoa2uxexxHUbSgmJkbV1dXaunWr2bZhwwa1atVK0dHR1hUGSdLNmzfr/dLev3+/iouLNXToUIuqwu307dtXvXv31saNG822o0eP6uTJk/rxj39sYWWoc+7cOY/jsrIyffrpp5xTXvK3v/1Ns2bN0l//+lc9++yz9fpZl6xVF9LDwsKUlpamgIAAj37WJWt9+/eXJB08eFAPPviguSnWhAkT9Pnnn3uM3bBhg4YPH6527dp5rdbm6NKlS6qurvZoO3LkiGpraxUaGirpm40Yv7153KZNm+Tn56fBgwd7rdbmaPDgweaV9Lo/kZGRioyMlMPhMD9CMmHCBKWnp6umpkaSVFlZqczMzPv6dRyfUbehbt26adGiRZozZ47y8vJUWVmpt956S0uXLjXf3YN1qqurNWrUKE2YMEFhYWEqKCjQihUrFBcXp8mTJ1tdXrOUm5srl8ulY8eOSZIyMzPVoUMHRUVFmZuSLFu2TFOmTJGfn5969OihpKQkxcXFaezYsVaW3iy43W4z4NV9B7TD4VCXLl3MkLdw4UK1atVKUVFRqqysVHJystq0aaPf/va3FlbePGRlZWnmzJmaNGmS/Pz85HA4zL66K+usS9a5fv26xo4dK7fbrZ/+9KfatGmT2ffoo4+qR48erEsWW7p0qc6dO6dRo0YpMDBQu3fv1saNG7Vu3TpzTEJCgv785z/rySef1Pz583Xo0CFt27ZNO3futK7wZiIvL0/z58/X5MmT1a1bN505c0YrV67UpEmTzF348/PzNWvWLD311FMKDQ2V0+nU6tWr9bvf/c7jY1mwziuvvKLIyEjFxcVp4sSJ2rhxo3x9fbVo0SKrS2syPoZhGFYXgYalpaVp+/bt8vPz05QpUxQTE2N1SfgPt9utDz/8UEeOHFFQUJBGjx59X7+jZ3epqakeL17rvPTSSxoxYoR57HQ6tXbtWpWVlSkqKkqzZs36zttH8f2dP3/e42u96kREROjll1+W9M2Orh999JF27dolHx8fDRw4UM8991y9K4f44WVmZmr9+vUN9v13aJdYl6xQWlqqefPmNdi3YMECjR49WhLrktW2b9+urKwsud1u9ejRQzNmzDCv1tapexPy8OHDCg4O1uzZs9noz0sKCwuVkpKivLw8de7cWT/60Y/05JNPeowpKirSmjVrlJ+fr5CQEE2ZMkWDBg2ypuBmrm4Pjm+H8K+++korV65UQUGBevXqpZ///Ofq2LGjFSV6BUEdAAAAAAAb4TPqAAAAAADYCEEdAAAAAAAbIagDAAAAAGAjBHUAAAAAAGyEoA4AAAAAgI0Q1AEAAAAAsBGCOgAAAAAANkJQBwAAAADARgjqAAAAAADYCEEdAAAAAAAbIagDAAAAAGAjBHUAAAAAAGzk/wC2LybE4gMX6gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(dta.values.squeeze(), lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(dta, lags=40, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:23.999437Z", "iopub.status.busy": "2026-07-25T23:41:23.999157Z", "iopub.status.idle": "2026-07-25T23:41:24.397185Z", "shell.execute_reply": "2026-07-25T23:41:24.395643Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept 14.793947\n", "ar.L1 1.390659\n", "ar.L2 -0.688568\n", "sigma2 274.761104\n", "dtype: float64\n" ] } ], "source": [ "arma_mod20 = sm.tsa.statespace.SARIMAX(dta, order=(2, 0, 0), trend=\"c\").fit(disp=False)\n", "print(arma_mod20.params)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:24.399895Z", "iopub.status.busy": "2026-07-25T23:41:24.399600Z", "iopub.status.idle": "2026-07-25T23:41:25.637123Z", "shell.execute_reply": "2026-07-25T23:41:25.636402Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "arma_mod30 = sm.tsa.statespace.SARIMAX(dta, order=(3, 0, 0), trend=\"c\").fit(disp=False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.642744Z", "iopub.status.busy": "2026-07-25T23:41:25.642479Z", "iopub.status.idle": "2026-07-25T23:41:25.651365Z", "shell.execute_reply": "2026-07-25T23:41:25.649517Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2622.636338141591 2637.5697032491817 2628.606725986837\n" ] } ], "source": [ "print(arma_mod20.aic, arma_mod20.bic, arma_mod20.hqic)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.654152Z", "iopub.status.busy": "2026-07-25T23:41:25.653283Z", "iopub.status.idle": "2026-07-25T23:41:25.664293Z", "shell.execute_reply": "2026-07-25T23:41:25.663717Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept 16.762205\n", "ar.L1 1.300810\n", "ar.L2 -0.508122\n", "ar.L3 -0.129612\n", "sigma2 270.102650\n", "dtype: float64\n" ] } ], "source": [ "print(arma_mod30.params)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.666979Z", "iopub.status.busy": "2026-07-25T23:41:25.666726Z", "iopub.status.idle": "2026-07-25T23:41:25.673285Z", "shell.execute_reply": "2026-07-25T23:41:25.672718Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2619.4036296633694 2638.0703360478583 2626.866614469927\n" ] } ], "source": [ "print(arma_mod30.aic, arma_mod30.bic, arma_mod30.hqic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Does our model obey the theory?" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.675837Z", "iopub.status.busy": "2026-07-25T23:41:25.675599Z", "iopub.status.idle": "2026-07-25T23:41:25.685663Z", "shell.execute_reply": "2026-07-25T23:41:25.684483Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "np.float64(1.9564844840067073)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sm.stats.durbin_watson(arma_mod30.resid)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.689463Z", "iopub.status.busy": "2026-07-25T23:41:25.689251Z", "iopub.status.idle": "2026-07-25T23:41:25.986929Z", "shell.execute_reply": "2026-07-25T23:41:25.986111Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 4))\n", "ax = fig.add_subplot(111)\n", "ax = plt.plot(arma_mod30.resid)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:25.998921Z", "iopub.status.busy": "2026-07-25T23:41:25.995956Z", "iopub.status.idle": "2026-07-25T23:41:26.003844Z", "shell.execute_reply": "2026-07-25T23:41:26.001859Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "resid = arma_mod30.resid" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:26.008264Z", "iopub.status.busy": "2026-07-25T23:41:26.008042Z", "iopub.status.idle": "2026-07-25T23:41:26.017345Z", "shell.execute_reply": "2026-07-25T23:41:26.016666Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "NormaltestResult(statistic=np.float64(49.847006180489885), pvalue=np.float64(1.499201949242427e-11))" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.normaltest(resid)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:26.021226Z", "iopub.status.busy": "2026-07-25T23:41:26.020981Z", "iopub.status.idle": "2026-07-25T23:41:26.395297Z", "shell.execute_reply": "2026-07-25T23:41:26.394119Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 4))\n", "ax = fig.add_subplot(111)\n", "fig = qqplot(resid, line=\"q\", ax=ax, fit=True)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:26.400110Z", "iopub.status.busy": "2026-07-25T23:41:26.399841Z", "iopub.status.idle": "2026-07-25T23:41:27.242135Z", "shell.execute_reply": "2026-07-25T23:41:27.241262Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(resid, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(resid, lags=40, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:27.246755Z", "iopub.status.busy": "2026-07-25T23:41:27.246476Z", "iopub.status.idle": "2026-07-25T23:41:27.258395Z", "shell.execute_reply": "2026-07-25T23:41:27.257448Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " AC Q Prob(>Q)\n", "lag \n", "1 0.009176 0.026273 8.712350e-01\n", "2 0.041820 0.573727 7.506142e-01\n", "3 -0.001342 0.574292 9.022915e-01\n", "4 0.136064 6.407488 1.707135e-01\n", "5 0.092433 9.108334 1.048203e-01\n", "6 0.091919 11.788018 6.686842e-02\n", "7 0.068735 13.291375 6.531941e-02\n", "8 -0.015021 13.363411 9.994248e-02\n", "9 0.187599 24.636916 3.400197e-03\n", "10 0.213724 39.317881 2.233182e-05\n", "11 0.201092 52.358270 2.347759e-07\n", "12 0.117192 56.802110 8.581666e-08\n", "13 -0.014051 56.866210 1.895534e-07\n", "14 0.015394 56.943403 4.001106e-07\n", "15 -0.024986 57.147464 7.747084e-07\n", "16 0.080892 59.293626 6.880520e-07\n", "17 0.041120 59.850085 1.112486e-06\n", "18 -0.052030 60.744064 1.550379e-06\n", "19 0.062500 62.038494 1.833802e-06\n", "20 -0.010292 62.073718 3.385224e-06\n", "21 0.074467 63.924062 3.196544e-06\n", "22 0.124962 69.152771 8.984833e-07\n", "23 0.093170 72.069532 5.802915e-07\n", "24 -0.082149 74.345041 4.715786e-07\n" ] } ], "source": [ "r, q, p = sm.tsa.acf(resid, fft=True, qstat=True)\n", "data = np.c_[r[1:], q, p]\n", "index = pd.Index(range(1, q.shape[0] + 1), name=\"lag\")\n", "table = pd.DataFrame(data, columns=[\"AC\", \"Q\", \"Prob(>Q)\"], index=index)\n", "print(table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* This indicates a lack of fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In-sample dynamic prediction. How good does our model do?" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:27.261687Z", "iopub.status.busy": "2026-07-25T23:41:27.261445Z", "iopub.status.idle": "2026-07-25T23:41:27.283603Z", "shell.execute_reply": "2026-07-25T23:41:27.282600Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "predict_sunspots = arma_mod30.predict(start=\"1990\", end=\"2012\", dynamic=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:27.287496Z", "iopub.status.busy": "2026-07-25T23:41:27.286964Z", "iopub.status.idle": "2026-07-25T23:41:27.572601Z", "shell.execute_reply": "2026-07-25T23:41:27.571703Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 8))\n", "dta.loc[\"1950\":].plot(ax=ax)\n", "predict_sunspots.plot(ax=ax, style=\"r\");" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:27.576100Z", "iopub.status.busy": "2026-07-25T23:41:27.575822Z", "iopub.status.idle": "2026-07-25T23:41:27.582097Z", "shell.execute_reply": "2026-07-25T23:41:27.580479Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "def mean_forecast_err(y, yhat):\n", " return y.sub(yhat).mean()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "execution": { "iopub.execute_input": "2026-07-25T23:41:27.584849Z", "iopub.status.busy": "2026-07-25T23:41:27.584529Z", "iopub.status.idle": "2026-07-25T23:41:27.595340Z", "shell.execute_reply": "2026-07-25T23:41:27.593677Z" }, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "np.float64(5.6355500055917735)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_forecast_err(dta.SUNACTIVITY, predict_sunspots)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }