{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spatially Explicit Markov Methods \n", "\n", "**Author: Serge Rey , Wei Kang **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "This notebook introduces Discrete Markov Chains (DMC) model and its two variants which explicitly incorporate spatial effects. We will demonstrate the usage of these methods by an empirical study for understanding [regional income dynamics in the US](#Regional-income-dynamics-in-the-US). The dataset is the per capita incomes observed annually from 1929 to 2009 for the lower 48 US states.\n", "\n", "* [Classic Markov](#Classic-Markov)\n", "* [Spatial Markov](#Spatial-Markov)\n", "* [LISA Markov](#LISA-Markov)\n", "\n", "Note that a full execution of this notebook requires **pandas**, **matplotlib** and light-weight geovisualization package pysal-**splot**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Classic Markov\n", "\n", "```python\n", "giddy.markov.Markov(self, class_ids, classes=None)\n", "```\n", "\n", "We start with a look at a simple example of classic DMC methods implemented in PySAL-giddy. A Markov chain may be in one of $k$ different states/classes at any point in time. These states are exhaustive and mutually exclusive. If one had a time series of remote sensing images used to develop land use classifications, then the states could be defined as the specific land use classes and interest would center on the transitions in and out of different classes for each pixel.\n", "\n", "For example, suppose there are 5 pixels, each of which takes on one of 3 states (a,b,c) at 3 consecutive periods:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "c = np.array([['b','a','c'],['c','c','a'],['c','b','c'],['a','a','b'],['a','b','c']])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the first pixel was in state ‘b’ in period 1, state ‘a’ in period 2, and state ‘c’ in period 3. Each pixel's trajectory (row) owns [Markov property](https://en.wikipedia.org/wiki/Markov_property), meaning that which state a pixel takes on today is only dependent on its immediate past. \n", "\n", "Let's suppose that all the 5 pixels are governed by the same transition dynamics rule. That is, each trajectory is a realization of a Discrete Markov Chain process. We could pool all the 5 trajectories from which to estimate a transition probability matrix. To do that, we utlize the **Markov** class in **giddy**:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Markov Chain is irreducible and is composed by:\n", "1 Recurrent class (indices):\n", "[0 1 2]\n", "0 Transient class.\n", "The Markov Chain has 0 absorbing state.\n" ] } ], "source": [ "import giddy\n", "m = giddy.markov.Markov(c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may turn off the summary for the Markov chain by assigning `summary=False` when initializing the Markov Chain." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "m = giddy.markov.Markov(c, summary=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this way, we create a **Markov** instance - $m$. Its attribute $classes$ gives 3 unique classes these pixels can take on, which are 'a','b' and 'c'." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['a' 'b' 'c']\n" ] } ], "source": [ "print(m.classes)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "print(len(m.classes))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to extracting the unique states as an attribute, our **Markov** instance will also have the attribute *transitions* which is a transition matrix counting the number of transitions from one state to another. Since there are 3 unique states, we will have a $(3,3)$ transtion matrix:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 2. 1.]\n", " [1. 0. 2.]\n", " [1. 1. 1.]]\n" ] } ], "source": [ "print(m.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above transition matrix indicates that of the four pixels that began a transition interval in state ‘a’, 1 remained in that state, 2 transitioned to state ‘b’ and 1 transitioned to state ‘c’. Another attribute $p$ gives the transtion probability matrix which is the transition dynamics rule ubiquitous to all the 5 pixels across the 3 periods. The maximum likehood estimator for each element $p_{i,j}$ is shown below where $n_{i,j}$ is the number of transitions from state $i$ to state $j$ and $k$ is the number of states (here $k=3$):\n", "\n", "\\begin{equation}\n", "\\hat{p}_{i,j} = \\frac{n_{i,j}}{\\sum_{q=1}^k n_{i,q} }\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.25 0.5 0.25 ]\n", " [0.33333333 0. 0.66666667]\n", " [0.33333333 0.33333333 0.33333333]]\n" ] } ], "source": [ "print(m.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This means that if any of the 5 pixels was in state 'c', the probability of staying at 'c' or transitioning to any other states ('a', 'b') in the next period is the same (0.333). If a pixel was in state 'b', there is a high possibility that it would take on state 'c' in the next period because $\\hat{p}_{2,3}=0.667$. \n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.30769231, 0.28846154, 0.40384615])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.steady_state # steady state distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This simple example illustrates the basic creation of a Markov instance, but the small sample size makes it unrealistic for the more advanced features of this approach. For a larger example, we will look at an application of Markov methods to understanding regional income dynamics in the US. Here we will load in data on per capita incomes observed annually from 1929 to 2010 for the lower 48 US states:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regional income dynamics in the US\n", "Firstly, we load in data on per capita incomes observed annually from 1929 to 2009 for the lower 48 US states. We use the example dataset in [**libpysal**](https://github.com/pysal/libpysal) which was downloaded from [US Bureau of Economic Analysis](https://www.bea.gov)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(81, 48)\n" ] } ], "source": [ "import libpysal\n", "f = libpysal.io.open(libpysal.examples.get_path(\"usjoin.csv\"))\n", "pci = np.array([f.by_col[str(y)] for y in range(1929,2010)])\n", "print(pci.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first row of the array is the per capita incomes for the 48 US states for the year 1929:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 323 600 310 991 634 1024 1032 518 347 507 948 607 581 532\n", " 393 414 601 768 906 790 599 286 621 592 596 868 686 918\n", " 410 1152 332 382 771 455 668 772 874 271 426 378 479 551\n", " 634 434 741 460 673 675]\n" ] } ], "source": [ "print(pci[0, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to apply the classic Markov approach to this series, we first have to discretize the distribution by defining our classes. There are many ways to do this including quantiles classification scheme, equal interval classification scheme, Fisher Jenks classification scheme, etc. For a list of classification methods, please refer to the pysal package [**mapclassify**](https://github.com/pysal/mapclassify). \n", "\n", "Here we will use the quintiles for each annual income distribution to define the classes. It should be noted that using quintiles for the pooled income distribution to define the classes will result in a different interpretation of the income dynamics. Quintiles for each annual income distribution (the former) will reveal more of relative income dynamics while those for the pooled income distribution (the latter) will provide insights in absolute dynamics." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Absolute Dynamics')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NzFYT0nI8IOksSXXi/PtkSXcT5sk3SWomqWmsW+w8OQOFzvnjzpN/A3+R1EpSNUlHSaoFLCUklC0scDIGaCnpKkm1JNWX1DuWfQacIqlxTCVyVdqzi4tod5cq6UoVCPlL6qYuzGwtIRnOuYQo2CLgLkLm4ZRxhKVGuYlrERLglMZthFwsU4DJhORxGSWOM7NXCattxkg6pLj6zjnnnHPOOedcVWBm9wBXAzcRgha5hNxfLxBOtJtImCN/QZhv31EOfRY35/9V7O9jwik+dxFOAN4A3Am8J2lV+o6R2O6JhO22iwin7B0bi4cR5vw5wOuExR1JfyAEkFZJ+lVZP2NZFHv6j3PloWnTpta+ffvKHoZzzjnnnHPOlUne1q2sXbGMzevXA7B3y9bU3GuvYp+bNGnSMjNLP/jF7eYyTlTrXFm0b9+eiRMnVvYwnHPOOeecc65UNm/YwIcvjOKTl19A1TpzxOk/IHvcm9Taqw4D/3gfWdWqFfm8pDlFVnC7pQoNqqSfJe2cc84555xzzu1O8vPzmPL2m7w3chgbVq+ie9/j+e65g6jfuCnN2rbnxb/8nslvvsoh/U+t7KFWGZKGABebWZ/KHktFKzaoIikHaA5sA/KAqcAThKMFCz0O2TnnnHPOOeec253NnTKZsU88wtI5s2nVpRtnX3szLTrvv728c6+jaHvgwbw3chhdvnM0e9VvUGFjiXPzVkArM1uWuP8pcAjQwcxyKmwAVVxBgRxJQ4F5ZnZTRfWbaaLa082sPuF4pj8C1wGPVtSgyosk397knHPOOeecc65EVi1ayH/+fCfP/O5GNm9Yz2lXXce5t921Q0AFQBLHDrmUzRs38N7I8jhop1izgfMS/fdgx6OH3S5W0iOVV5vZi8D/ARdIOjAeffRnSXMlLZb0oKQCs/RIul7SLElrJU2VdHaibI6kw+P7AZJMUvd4fZGkF+L7XpImxCy/CyX9XVLNRDsm6aeSviJkD0bSAZLekLRC0gxJ55Tw6+Scc84555xz7lvg/WdG8NjVlzNn8qf0OXcwQ/7yT7ocdTSSCqzftE07Dul/KpPffJUlOV9X9PCGAYMT1xcQdpIAIOlUSZ9KWiMpV9KtibLakoZLWh7n0x9Lah7Lhkj6Os7VZ0saEO93kvS/+MwySU9KapRos42k5yQtjXX+nhxsjBWsjG2enLifI+mExPWtkoZnMM6Gkh6NsYD5ku6Ixzh3BR4EjpK0Lj53KTAAuDbeeym2cV18dm2MDxxflm9IaY5Uxsw+AuYBRxNWruxPWG7UGWhNOA+7ILPiMw0JxyIPl9Qylo0D+sX3fYGvgWMS1+Pi+zzgl0BT4CjgeOCKtH7OAnoD3STVBd4ARgD7EI6B+oekbiX82M4555xzzjnn9mBL5+YwYfQIOvXsxY/ve5jeZ59DjZq1in3uOz8cQO169fjfYw9RwSfsfgA0kNRVUjXC/Da5RGY9IejSCDgVuFzSWbHsAsJcvA3QBLgM2BjnzPcDJ8cdKt8BPovPiHB8cSuga3z2VoDY/xhgDtCeEAt4OjGW3sAMwtz9buBRFRaZ2lGB44xlQwmpSToDhxKOer7YzKbFehPMrJ6ZNTKzh4EngbvjvdMldSEcQX1E/Kz9Ccc2l1qpgirRAqAxcCnwSzNbEc+Z/j3hG7sTM3vGzBaYWb6ZjSSsJOkVi8cRgicQAi9/SFxvD6qY2SQz+8DMtsX9Yg8l6qX8IY5nI3AakGNmj8VnPgWeBX5Uhs/unHPOOeecc24Pkz3uLbKqVeeEi39Kvb0bZ/xc7Xr16HPeYOZPz2bG++9U4AiBb1arnAhMA+anCsxsrJl9Eefck4Gn+Ga+vJUQpOhsZnlxbr0mluUDB0ray8wWmll2bG+mmb1hZpvNbCnwl0R7vQjBll+b2Xoz22Rm4xPjnGNmj5hZHvA40JKQr7U4BY4zrlY5Bbgq9rcE+CuFxB8KkQfUIizAqGFmOWY2qwTP76QsQZXWhES3dYBJcXnNKuBVoMCztyUNlvRZou6BhKgVhKDJ0XHlSjVgFPBdSe0JUarPYhv7SxojaZGkNYQgTtO0rnIT79sBvVN9xn4HAC3K8Nmdc84555xzzu1B8rZtY9q7b9PxsCOo06BhiZ8/8NgT2adDJ8YN/zdbN22qgBFuNww4HxhCYusPgKTekt6O23FWE1ZvNE089xrwtKQFku6OgYX1hBQflwELJb0s6YDYXnNJT8ftMmsIq2JS7bUhBE62FTLORak3ZrYhvq2X4efbaZyEuX2NOMbU3P4hwo6UjJjZTOAqwmqbJfGztcr0+YKUKqgi6QhCUOUFwjKc7nF5TSMza2hmO32hJLUDHiEstWliZo2AKYTlRKkPtwG4EngnRswWEVbCjE+cNPRPYDqwn5k1AG5MtZGQXG+VC4xLjK9RXPpzeWk+u3POOeecc865PU/O55PCkcn9Tii+cgGysqpx3JCfsG7Fcj584ZlyHt03zGwOIWHtKcBzacUjgBeBNmbWkJBnJDXn3mpmt5lZN8IWn9OI+VnM7DUzO5GwmmQ6Ye4OYRGDAT3i/Hsg38y/c4G2Kt0BMevZMcHu9kUPRYwzF9gMNE3M7RuYWffUowX0s9M9MxsRTwhqF8vvKsX4tytRUEVSA0mnEfZJDTezzwlf7L9K2ifWaS2pfwGP140DXhrrXUhYqZI0jhB0SeVPGZt2DVAfWAOsi9Gz4oIjY4D9JQ2SVCO+joiJbJxzzjnnnHPOObLHvkWdho3ocMjhpW6j9QHd6Hr0sUx86VlWLVpYjqPbyUXAcXGVSVJ9YIWZbZLUi7CiBQBJx0rqEXOhrCFss8mPq1HOjLlVNgPrCNuBUu2tA1ZLag38OtHXR8BC4I+S6sYEs9/NcPyfAefG+XlP4IfFjdPMFgKvA/fE2ERWTKSb2o60GNhXiYNs4r2Oiba7SDpOUi1gE2GRSD5lkGlQ5SVJawmRod8Q9lFdGMuuA2YCH8TlQG8CXdIbMLOpwD3ABMIH6wG8l1ZtHOGb9k4h1wC/IvxgrCUEdEYWNfCY5+Ukwj6rBYTVL3cR9lE555xzzjnnnPuW27BmNbMmfUTXPv2oVr00Cy++ccz5Q8iqVp2xwx4tp9HtzMxmmdnEAoquAG6P8/ebCWk1UloAowmBimmE+fYwQlzgasJ8eQUhZ0pq8cJtwGHAauBlEitjYq6U0wlJY+cSDrP5vww/wm+BTsDK2MeIDMYJYcVKTWBqfHY0YXUNwP+AbGCRpGXx3qOE/CmrFE4UrkU4bGcZITawD3BDhmMukCo4M7FzAPTs2dMmTizov3nnnHPOOeecq1yfvPISbw99iMF3/41m7TqUub2P/jOad0cM5Qc33k77gw8DQNIkM+tZ5sZdlVKWRLW7DUkDJL1e2eNwzjnnnHPOOVf1ZI97k306dCqXgArAYaecSaMWLXl76MPkbSssj6vbE2QcVJF0vqSJktZJWijpFUl9KnJwpSGpvSRLJssxsyfN7KRyaDtHUumyFjnnnHPOOeecq3KWzpnNktmz6N63/KZ61WvUoN/gS1ixYB6fvTamXNqM89ElMfdJ6t7FksaWSweF9ztW0sUV2cfuLKOgiqSrgXsJmX+bA22BfwBnVtzQnHPOOeecc865ipU97i2yqlXngO8eU67tdjzsCDoccjjvPzOC9atWllez1YBflFdjFamUpwLtdooNqkhqCNwO/NTMnjOz9fGIo5fM7NeSakm6N54fvSC+rxWf7SdpnqRrYkRtYTz1J9X2UEkPxHOw10r6UFKnRPkBkt6QtELSDEnnJMr2knSPpDmSVksaL2kvvklquyquqjlK0hBJ4xPPdk+0u1jSjYnx3JGo10/SvPh+GCGY9FJs99rSfcmdc84555xzzlUFedu2MW38WDod3os6DRqWa9uS6HfBJWzbsoXxTz9RXs3+CfiVpEaF9FngHFpSh5isNStePyJpSeK5YZKuymQAkk6T9Fls731JByXKciRdJ2kysF5S9Xg9P875Z0g6PtbNknS9pFmSlksaJalxLHtZ0pVp/U6WdHbJvlwVL5OVKkcBtYHnCyn/DXAkcAhwMNALuClR3gJoCLQmHPv0gKS9E+XnErL97k04RehOgLik6Q1CFuB9Yr1/SOoWn/szcDjh3OrGwLWEo5BS4cVGZlbPzCYkByupPuGEoleBVoRMxW8V90Uws0GEjManx3bvLu4Z55xzzjnnnHNVV87nk9iwehXd+x1fIe03brUvh51yBlPefqO8mpwIjCWciruDoubQZjabcJrOobH6McA6SV3jdV/CKTtFknQo8G/gJ0AT4CHgxdTCiug84FSgEeGEn58BR5hZfaA/kBPrXQmcFftuRTjN54FY9jgwMNHvwYSYwsvFjXFXyySo0gRYZmaFZdcZANxuZkvMbCkhQDIoUb41lm81s/8SzrhOHrn8vJl9FNt/khCcATgNyDGzx8xsm5l9CjwL/ChG134M/MLM5ptZnpm9b2abM/g8pwGLzOweM9tkZmvN7MMMnnPOOeecc845twfJHvsWdRo2ov3Bh1dYH0d+/1watWhZfMXM3QxcKalZ2v1C59CxfBzQV1KLeD06XncAGgCfZ9D3pcBDZvZhnIc/DmwmLLRIud/Mcs1sI5BHOMa4m6QaZpZjZrNivcuA35jZvDiXvxX4Ydw29CKwv6T9Yt1BwEgz25LBGHepTIIqy4GmReyHagXMSVzPife2P58WkNkA1EtcLyqkrB3QOy4pWiVpFSGA0wJoSlg9M4uSa1PK55xzzjnnnHPO7SE2rFnNrEkf0bVPP6pVr7j0H7Xq1OHCvzxYbu2Z2RRgDHB9WlFRc2gIQZV+hFUq7xBWvPSNr3fNLD+D7tsB16T10YYdYwC5ibHOBK4iBEyWSHpaUqtEW88n2plGCMI0N7NNwEhgYFxUcR4wLIPx7XKZBFUmECJPZxVSvoDwxUhpG++VVS4wzswaJV71zOxyYBmwibCUKJ1l0G7HQsrWA3US1y3Syotr2znnnHPOOefcbmD6e++Qn7eN7n0rZutPUla1auXd5C3AJYQtMSlFzaEhBFWOJgRWxgHjge+S4dafRB93pvVRx8yeStTZYd5sZiPMrA8hbmDAXYm2Tk5rq7aZzY/ljxOCQscDG9JTe1QVxQZVzGw1YXnRA5LOklRHUg1JJ0u6G3gKuElSM0lNY93h5TC2MYTlPoNifzUkHSGpa4yg/Rv4i6RWkqrFhLS1gKWE3CqFBU7GAC0lXaWQZLe+pN6x7DPgFEmN45Ko9EQ9i4to1znnnHPOOefcbiJ73Jvs06ETzdp1qOyhlFhcATIS+HnidqFz6PjMV8BGQq6ScWa2hjDH/QGZB1UeAS6T1FtBXUmnxtylO5HURdJxca6+KfafWhHzIHCnpHaxbjNJ208YjkGUfOAequgqFcjwSGUzuwe4mpCAdikhovQz4AXgDkKynMnAF8An8V6ZmNla4CRCcp0FhG1CdxH2Y0FIzPMF8DGwIpZlmdkGQrLb9+IyoiMLaPdE4PTY5lfAsbF4GGEfWQ7wOuGHNOkPhADSKkk7JQZyzjnnnHPOOVf1LZ0zmyWzZ9G97wmVPZSyuB2om7rIYA4NIXiy3MxyE9cizOOLYrGPiYQVMn8nJJadCQwp4rlawB8Ju00WERLo3hDL7iPkTnld0lrgA6B32vNPAD0on4UbFUJmvqPFVbyePXvaxIkTK3sYzjnnnHPOOcfYJ/7Fp6+O4ScPPl7uRykXRtIkM+u5SzorR5I+IRw+80Il9D0YuDRuH6qSMlqp4pxzzjnnnHPO7Qnytm1j2vixdDq81y4LqOyuJHUHugKfVkLfdYArgId3dd8lUeFBFUkmqXN8/6Ck3ybKLpe0WNI6SU3Kud+2sd1yzwjknHPOOeecc273lPP5JDasXkX3fhWfoHZ3JukuYArwJzObU1z9ErbdT9K8Isr7E1KPLAZGlGff5S3joIqk8yVNjIGKhZJekVSiJThmdpmZ/S62VwP4C3BSzEi8vGRDL7avubHdvPJs1znnnHPOOefc7it77FvUadiI9gcfXtlDKRFJOZK2xANikvc/jYsZ2pdnf2Z2XXz7RHm2m2Hfr5lZXTM708y27er+SyKjoIqkq4F7gd8DzQnHJv8TMBJEAAAgAElEQVQDOLOo54rRHKgNZJf0wZhl2LcuOeecc84555zL2IY1q5k16SO69ulHterVK3s4pTEbOC91IakHUKc0DUnaLb8AVU2xgQlJDQlZhX9qZs+Z2Xoz22pmL5nZryX1kjQhnoizUNLfJdUspK2hku6QtD8wI95eJel/sfw7kj6WtDr++Z3Es2Ml3SnpPWAD0DHe+52k9yStlfR6KmonqX2M1lWP1xdKmhbrfS3pJ2X5wjnnnHPOOeec271Mf+8d8vO20b3vbrv1ZxgwOHF9AYmVJPF4408lrZGUK+nWRFlqjnyRpLnA/yS9LOnKZAeSJks6O73jDNu+QNJcScsk/SZRvleMB6yUNBU4ohy+FlVCJqs9jiKsKHm+kPI84JdA01j3eEIymUKZ2ZdA93jZyMyOk9QYeBm4H2hC2Br0clqulUHApUB9ILWn63zgQsLRTDUJRy0XZAlwGtAg1v+rpMOKGqdzzjnnnHPOuT1H9rg32adDJ5q161DZQymtD4AGkrrG/KHnsuNxw+sJQZdGwKnA5ZLOSmujLyH5bH/gcWBgqkDSwUBrwtw8XSZt9wG6EOICN0vqGu/fAnSKr/6EYNAeIZOgShNgWWH7mMxskpl9YGbbzCwHeIjwTSqpU4GvzGxYbOspYDpweqLOUDPLjuVb473HzOxLM9sIjAIOKWScL5vZLAvGAa8DR5dinM4555xzzjnndjNL58xmyexZHNjvhMoeSlmlVqucCEwD5qcKzGysmX1hZvlmNhl4ip3n57fGHSgbgReB/SXtF8sGASPNbEt6pxm2fZuZbTSzz4HPgYPj/XOAO81shZnlEhZT7BEyCaosB5oWtt9K0v6SxkhaJGkNIe9K04LqFqMV36w+SZlDiJKl5Bbw3KLE+w1AvULGebKkDyStkLQKOKWU43TOOeecc845t5vJHvcmWdWqc8B3S7MGoEoZRtixMYS0JLKSekt6W9JSSauBy9h53rt9Xm1mm4CRwMCYt/S82P5OMmy7sPl5K3acz5fraUKVKZOgygRgM5C+rCfln4QVJfuZWQPgRkClGMsCoF3avbYkom6AlaJdJNUCngX+DDQ3s0bAf0s5Tuecc84555xzu5G8bduY+u5YOvXsxV71G1T2cMokHm88m7BQ4Lm04hGE1SdtzKwh8CA7z3vT59WPAwMIW3Y2mNmEQrrOpO3CLATaJK7bZvhclVdsUMXMVgM3Aw9IOktSHUk14sqPuwn5TdYA6yQdAFxeyrH8l7Ds6HxJ1SX9H9ANGFPK9pJqArUI51xvk3QycFI5tOucc84555xzroqb/dkkNq5ZTfe+u/3Wn5SLgOPMbH3a/frACjPbJKkXYUVLkWIQJR+4h0JWqZS27YRRwA2S9pa0L3BlcQ/sLjI6ltjM7gGuBm4iBCZygZ8BLxASw54PrAUeISwdKjEzW05IJHsNYcvRtcBpZrasNO2ltb0W+DnhG7kyjvfFsrbrnHPOOeecc67qm/3Jx9SqU5f2B+8ZZ5XEfKETCyi6Arhd0lrC4ohRGTb5BNCDHZPellfbALcRtvzMJuQ3LSp4s1uRWal21DhXIj179rSJEwv6b94555xzzjnnKtajv7iExq3bcPa1N1faGCRNMrOelTaAIkgaDFxqZn0qeyy7m4xWqgBIGiJpfOLaJHWO7x+U9NuyDkbSAEmvl7Ud55xzzjnnnHMOYO3yZaxatJC23Q8uvvK3kKQ6hFUoD++Cvk6QlFPR/exKxQZVJOVIKnLjmZldZma/K+tgzOxJM/NcJ84555xzzjnnykVu9mQA2nTvUckjKZs4N18iqW7i3sWSxpahzf6EFB+LCYlo08uHS3os7V5fScsltSxtv3uSjFeqOOecc84555xzu5u5UyZTu34DmrVtX67tbtq0kGXLx5ZrmxmoBvyivBozs9fMrK6ZnWlm2wqo8gvgZEknAkiqTcileo2ZLSxJX5Kql33EVU+5BFUkDZV0R3zfT9I8SdfEKNpCSRcm6jaU9EQ823qOpJviedg7bDFS8NfYxhpJX0g6sDzG65xzzjnnnHNuz2dmzM3+nDbdDkRZ5bemYOvWlXzy6fl8/vlFzJ79N3ZhrtI/Ab+S1KigQkkHSHpD0gpJMySdE+93kLQqMfd+RNKSxHPDJF2V3l48UOZK4OG4QuYWYJaZDY3P1ZZ0f5z3z5f0F0k1Y9kJcXXNjZIWEYIx6eP9paQpklqV8etSaSpqpUoLoCHQmnDU0wOS9o5lf4tlHYG+wGDgwgLaOAk4Btg/1j+HcCqQc84555xzzjlXrNVLFrN22VLadD+o3NrMz9/C5C+uYPPmRTRpcixfz76Xr7++Z1cFViYCYwmn8O4gBj3eIGzj2Qc4F/iHpG5mNhtYAxwaqx8DrJPUNV73BcYV1KGZPQN8AjwFXBpfKTcDPYGDYtvfBW5IlO8L1APaEvK2JMd7OzAA6GtmC4r/6FVTRQVVtgK3m9lWM/svsA7oIqka4Rt7g5mtNbMcwlnYgwppoz5wAOGUomklXV70bRWjgV9I+kzSxHivcYxYfhX/3DveV4wszpQ0WdJhiXYuiPW/knRB4v7hsf2Z8Vnt+k/pnHPOOeecc0VL5VNpW05BFTNj+ozfsmrVR3Q94C4OPuhhWrX6P3Lm/JOZM/+wqwIrNwNXSmqWdv80IMfMHjOzbWb2KfAs8KNYPg7oK6lFvB4drzsADYDPi+jzCuA4wjw/N3F/AHCrmS01syXA7ew4v98Wy7eY2cZ4T5LuIwRyjourYXZbFRVUWZ62H2sDITrVFKhBOJ86ZQ5hRcsOzOx/wN+BB4Alkh6W1KCCxrsnOtbMDkkc2XU98JaZ7Qe8Fa8BTgb2i69LgX9CCMIQlnb1BnoBtyRWG/0TuCTx3Pcq/uM455xzzjnnXMnkZk+mTsNGNG7dplzamzv3ERYuHE2H9lfSosUZSFkc0OVO9t13MHNzH2XGl7dill8ufRXGzKYAY/hmTpfSDugdt/mskrSKEPRIBVHGAf0Iq1TeIax46Rtf71oRAzezxcAyIDutqBVFz+8Xm9mWtGeaABcDd5rZmsI/6e5hVyeqXUZYgdIuca8tML+gymZ2v5kdDnQjbAP6dYWPcM91JvB4fP84cFbi/hMWfAA0ilmc+wNvmNkKM1tJWEb2vVjWwMw+sBCGfSLRlnPOOeecc85VCSGfymTadD+I8lhcv3Tp68ycdTf77HMqHTp8kytWEvvvdzNt217C/PnDmT79N5jllbm/YtxC+IfuZAAjFxhnZo0Sr3pmdnksHwccTQisjAPGE7brFLr1JwMLKHp+X9DSnWXAGcBwSUeWst8qY5cGVSz8ZI0C7pRUX1I74GpgeHpdSUdI6i2pBrAe2ARUbMhvz2HA65ImSUrtd2ue2D61CGge37cm/MeXMi/eK+r+vALuO+ecc84551yVsXLhfNavXEHbA8u+9Wft2mymZF9NgwYH0a3r3TsFaSTRudN1tG//MxYsHMXUqdeSn1/QYTrlw8xmAiOBnydujwH2lzRIUo34OiKVN8XMvgI2AgMJwZc1hKOUf0DpgypPATdLahq3I/2WAub3BYz/LUJ+1f9I6llc/aqsMo5UvpIQJPmaEBkbAfy7gHoNCNmBVxKWEC0nZDp2xetjZocRtvb8VNIxycK4wqTCN/tJulTSREkTly5dWtHdOeecc84559x2qXwqZU1Su3nzYj6ffCk1ajTioB4PUa1a7QLrSaJTx1/SsePVLFr8AtlTf0l+/tYy9V2M24G6qQszW0s48OVcwgqSRcBdQK3EM+MI6TpyE9ciJKItjdsIuVimAJOBD4E/ZPKgmb1KWG0zRtIhpey/0mkXHv3kKoGkWwmJgi8B+pnZwriFZ6yZdZH0UHz/VKw/g7AcrF+s/5N4/yHCnruxwNtmdkC8f16yXmF69uxpEydOLPfP55xzzjnnnHMFeemvf2TBV9O59IHHSr39Jy9vI5M+OY8NG2Zx+GGjqF+/a/EPAXPm/ouZM/9A06Yn0OPA+8nKqoWkSYmcl24PURkrVVwFklRXUv3Ue0KkcgrwIpA6wecC4D/x/YvA4HgK0JHA6rhN6DXgJEl7xwS1JwGvxbI1ko6Mp/4MTrTlnHPOOeecc5XOzMid+gVty5BPxSyfqVN/zdq1U+je/d6MAyoA7dpezP7738qyZW8yefJl5OVtKtUYXNVXvbIH4Mpdc+D5+D+O6sAIM3tV0sfAKEkXEbZTnRPr/xc4BZhJOKXpQgAzWyHpd8DHsd7tZrYivr8CGArsBbwSX84555xzzjlXJSzPncPGNavLtPXn69n3smTpK3TufAPNmh5f4ufb7DuILNVg+oyb+HzyxaUeRyYkPQjMN7PfVfTzZe1rT1NsUEVSDlAH6GBm6+O9i4GBZtavogYmaSww3Mz+VVF97InM7Gvg4ALuLwd2+j9BzK/y00La+jcF5Lsxs4nAgWUerHPOOeecc85VgLkxn0rbUgZVFi56gZycB2jV8hzatrmo1ONo3fpcsrJqMnXadaVuA0DSq8BHZnZz2v0zgYeAfc2s1Jlxzeyyiqj7bZDp9p9qwC+KrVUFSPLVN84555xzzjn3LZabPZmGzVvQoNk+JX521aqJTJt2A3s3OpIuXW4r83HMLVt+n8MOfbJMbQCPAwO182AGAU8WFVDxOXLFyjSo8ifgV5IaFVQo6QBJb0haIWmGpHPi/Q6SVknKitePSFqSeG6YpKsyGYCk0yR9Ftt7X9JBibIcSddJmgysl1Q9Xs+XtDaO6fhYN0vS9ZJmSVouaZSkxrHsZUlXpvU7WdLZGX6dnHPOOeecc85Vovz8POZNnUKbbiVfpZKXt4EvpvyU2rVb0aPHA2Rl1SyXMe29d6+yNvEC0AQ4OnUj5r48DXhC0lBJd8T7/STNi3PiRcBj8f61khZKWiDpYkkmqXMsK+j5ayQtic9cmOg3WXdvSWMkLZW0Mr7ft6wfdneSaVBlIuHUl1+lF8RkqG8Qjkbeh3B80z8kdTOz2cAa4NBY/RhgXeqcbKAvGZyHLelQwjaUnxB+kB4CXpSUPBrqPOBUoBHQCfgZcISZ1Qf6Azmx3pXAWbHvVoQjmx+IZY8TzuxO9Xsw0Bp4ubgxOuecc84555yrfEtzZrNp/Tradu9R4mcXLfoPW7Yso2vXP1KjRoFrCrbLzs5mzJgxbN1aoccmA2BmG4FRhINCUs4BppvZ5wU80gJoDLQDLpX0PeBq4ASgM+G016K0ABoS5sMXAQ/EIE66LELQph3QFtgI/D2zT7VnKMnpPzcDV0pqlnb/NCDHzB4zs21m9inwLPCjWD4O6CupRbweHa87AA0IZ1oX51LgITP70MzyzOxxYDNwZKLO/WaWG3/Y8ghncXeTVMPMcsxsVqx3GfAbM5tnZpuBW4EfxiVRLwL7S9ov1h0EjDSzLRmM0TnnnHPOOedcJcuN+VRKmqTWzMid9wT16nWjUcOiTz6ePHkyo0ePZuLEiTzzzDPk5eWVerwl8Dhh7lo7Xg+O9wqSD9xiZpvjHPkc4DEzyzazDYR5cFG2Eg4r2Wpm/wXWAV3SK5nZcjN71sw2mNla4E7CAoZvjYyDKmY2BRgDXJ9W1A7oHbflrJK0ChhAiGxBCKr0I6xSeYew4qVvfL1rZvkZdN8OuCatjzaElSYpuYmxzgSuIvygLJH0tKRWibaeT7QzjRCEaW5mm4CRhL1qWYTVL8MyGJ9zzjnnnHPOuSpgbvZk9m61L/UaNynRc6tWfcj69V/SZt/BReZRmTJlCs8//zzt2rWjf//+fPnllzz//PPk52cytS09MxsPLAPOktQJ6EXYMVKQpXF+m9KKxJw57X1BlqfladkA1EuvJKmOpIckzZG0hjDnbySpWjHt7zFKmrDmFuAT4J7EvVxgnJmdWMgz4wg5WebF9+OBB4FNZLD1J9HHnWZ2ZxF1bIcLsxHACEkNCNuF7iKsPMkFfmxm7xXSzuOEQMp4YIOZTchwjM4555xzzjnnKlF+Xh7zp2fTtc+xJX42d94wqldvRPPmpxdaJzs7m2effZa2bdty/vnnU7NmTfLy8njzzTepWbMmp59+epkT2xbjCcIKlS7Aa2a2uJB6lna9EEjmOmlTTuO5Jo6lt5ktknQI8ClQoV+EqqQk239SK0BGAj9P3B5D2DIzSFKN+DoilTfFzL4i7KsaSAi+rAEWAz8g86DKI8BlknorqCvpVEn1C6osqYuk42LOlU2x/1TY8EHgTkntYt1m8Riq1GecEOveg69Scc4555xzzrndxuKvZ7Jl48YSb/3ZtGkBy5a9QetW51CtWu0C60ydOpXRo0fTpk2b7QEVgD59+nD00UfzySef8Prrr2OWHs8oV08Q8qJcQuFbfwoyCrhQUldJdYDfltN46hPm26viATC3lFO7u40SBVWi24G6qYu4b+okQoLaBcAiwqqQZBLZcYTlQ7mJaxFWvRTFYh8TCT80fycklp0JDCniuVrAHwlLoxYREujeEMvuI+ROeV3SWuADoHfa808APYDhxYzPOeecc84551wVMXdKSNnZpoRJaufNH4GZ0br1wALLp02bxujRo9l3330ZMGAAtWrVYtXWbUxdtxGA4447jl69ejFhwgTGjct07UDJmVkO8D5hTv5iCZ57BbgfeJswn/4gFm0u45DuBfYizL0/AF4tY3u7HVVwFK3UJH1CSIzzQiX0PRi41Mz67Oq+91Q9e/a0iRMnVvYwnHPOOeecc3uw0Xf+lvWrVnLBnzI/gCYvbzPvvd+HRg0P56CDHtypfPr06YwaNYpWrVoxcOBAateuzeqt2zjj05nM2rCJsb0OoHOd2uTn5/Piiy/y2Wef0b9/f4466qgd2pE0ycyKzoC7i8SdJVOAWmm5U1wJlWalSoWT1B3oStiLtav7rgNcATy8q/t2zjnnnHPOOVc6edu2Mn/61BKvUlm85CW2bl3BvvsO3qlsxowZjBo1ipYtW24PqGzKy2fIlNl8vWEzNbOyuG3mAgCysrI4/fTT6datG6+99hqTJk0ql89VXiSdLalWPBr5LuAlD6iUXZULqki6C3gduM7M5pTw2SGSxpeh7/7AUkLOl8KyKDvnnHPOOeecq2IWfjWDbVs2lyifipkxb94T1K27H3vvvePKki+//JJRo0bRokWL7QGVfDOunDaXCavWc1/XtlzdrjlvLF/DuBVrAahWrRrf//736dy5My+99BJTpkwp189YRj8BlgCzCCfgXl4ejUrKltSvPNraHRUbVJGUI2mLpKZp9z+VZJLal+eAzOw6M2ttZveXZ7sZ9v2amdU1szMzjdgVFMiRNFTSHRUzSuecc84555xz6XKzvwCJNl0zX6myes0nrF2bzb5pxyh/9dVXjBw5kn322YdBgwax1157YWbcMnM+Ly1dxc2dWvH95ntzSZtmtKtdk1tmzmdbfkitUb16dc455xzatWvHc889x4wZM8rl80m6QdIrafe+KuTeuenPm9n3zKyhmTU2s7PNbGF5jMvMupvZ2PJoa3eU6UqV2cB5qQtJPYA6FTIi55xzzjnnnHOuhHKzJ7NP+47Urlcv42fmzRtG9er1adF8+4GwzJw5k6effppmzZptD6gAPJi7lEfmLeOSfZtyeZtmANTKyuK3nVoxff0mRixcvr2NmjVrct5559GiRQtGjRrF7Nmzy+MjvgN8R1I1AEktgRrAoWn3Ose6bhfINKgyjHAWdsoFhBNyAIjHG38qaY2kXEm3JspqSxouabmkVZI+ltQ8lg2R9LWktZJmSxoQ73eS9L/4zDJJT0pqlGizjaTnJC2NdXbIQiTpz5JWxjZPTtzPkXRC4vpWScMzGGdDSY9KWihpvqQ7JFWLyX0eBI6StC4+dykwALg23nsptnFdfHatpBmSjs/wa++cc84555xzrghbt2xmwZfTSrT1Z/PmJSxZ8gotW/6Q6tXDAbcbNmxg5MiRNG3alMGDB1OnTlhL8Pzildw2awGnN2vEbZ1b77Cq5dRmDTmyYV3umr2INdvytt+vXbs2AwcOpHHjxowYUS7ZJT4mBFEOiddHE07zmZF2bxbwG0n3JB+W9KKkX8b3XSWNjXPYbElnJOoNlfQPSa/EOe17klpIujfOs6dLOjRRf/s8O86xR0l6Is59syX1TNQ9LMYO1kp6RtLI3X2XR6ZBlQ+ABvELX41wfHLyuOH1hKBLI+BU4HJJZ8WyC4CGQBugCXAZsFFSXcKRTiebWX3gO8Bn8RkBfwBaERLWtgFuBYj9jwHmAO2B1sDTibH0JvxQNQXuBh5V8ie+cAWOM5YNBbYRIn6HEo6QvtjMpsV6E8ysnpk1MrOHgSeBu+O90yV1AX4GHBE/a38gJ4MxOeecc84555wrxsIvp5O3bRttD8w8qDJ//lOY5bFv4hjlzz77jK1bt3L22WdvD6iMX7mWn0+by1GN6vK3rm3JSpteSuL2/VqzYus27s1ZvENZnTp1GDx4MA0bNizDpwvMbAvwIXBMvHUM8C4wPu3eO8DjwHmSsuIYmwInACMk1QBeIuQy3Qe4EngyzltTzgFuIsyrNwMTgE/i9WjgL0UM9QzCHL0R4djnv8cx1ASeJ8yvGwNPAWeX+AtRxZQkUW1qtcqJwDRgfqrAzMaa2Rdmlm9mkwlfnL6xeCshSNHZzPLMbJKZrYll+cCBkvYys4Vmlh3bm2lmb5jZZjNbSviGpdrrRQi2/NrM1pvZJjNL5jSZY2aPmFke4QepJdA8g89X4DjjapVTgKtif0uAvxICS5nKA2oB3STVMLMcM5tVguedc84555xzzhUiN3syyspi3wO6Z1Q/P38L8xc8RZMmfalTp328l8/HH39M27ZtadGiBQDZ6zZy4Rez6VinFkMP7EDtagVPoQ+qX4dzWjTmX/OWkrNx8w5l9evX5/LLyyUnLMA4vgmgHE0Iqrybdm+cmX0ErAZSOyTOBcaa2WLgSKAe8Ecz22Jm/yMsXNie8gN4Ps6JNxECIZvM7Ik4zx5JWGxQmPFm9t9YdxhwcLx/JFAduN/MtprZc8BHpfsyVB0lDaqcDwwhsfUHQFJvSW/H7TirCas3miaeew14WtICSXfHwMJ64P9i3YWSXpZ0QGyvuaSn43aZNYRVMan22hACJ4Ulkl2UemNmG+LbTDbVFThOoB1hidXCuDRqFfAQIaKXETObCVxFWG2zJH62Vpk+75xzzjnnnHOucHOnTKZFp/2ouVdmqT+XLHmVLVuW0iZxjPLMmTNZuXIlvXr1AiB30xbO/3wW9atX46mDOtKwRvUi27yhY0uqZ4nfzVqwU1m1atVK8GmK9A7QR1JjoJmZfQW8T8i10hg4kG/yqTwOpJbhDCTMeSEsUsg1s/xEu3MIu0BSkktuNhZwXdQce1Hi/QagtqTqsd/5ZmaJ8twi2tktZBxUiccbzyas2ngurXgEYVlPGzNrSMgzovjcVjO7zcy6Ebb4nEbMzxJP2zmRsJpkOvBIbO/3gAE9zKwB4QcgtcYqF2gbvykltZ4dE+y2SHy+wsaZS1ju1DRu72lkZg3MLBUCTf5AUNg9MxthZn0IQRojnAvunHPOOeecc64MtmzayKJZX5Yon0ruvCfYa6/2NG589PZ7H3/8MfXq1eOAAw5g5dZtnP/5LDbm5/PkQR1pVbtmsW22qFWDK9vuw8tLV/P+ynWl+iwZmEBIW3EJ8B5A3AmyIN5bYGaprLjDgTMlHUxIq/FCvL8AaJPaGhS1JbEbpYIsBFqnpedoU8F9VriSrFQBuAg4Lq4ySaoPrDCzTZJ6EVa0ACDpWEk9Yi6UNYRtNvlxNcqZMbfK5v9n777ju6zO/4+/3pmEQMIIW/ZWlswKCqhoVbRYWy1Fa/XbaX+dVrtrtdV+Wzu/fmvtlorbuiqjZSjgYIsgM4AQwsyC7J3r98d9Bz6EhHwSgmC/1/Px4NF87nPOfZ/7k/SPc3nOdQFFBMeBau9XBORL6gHcHfGs1QS/jJ9JSg4TzE6Kcv7vADMlxYfJcj7e2DzDMlMLgV9JSpEUoyCRbu1xpMPAeeH5MCKu9Yu492BJl0lKBMoIInuRUUHnnHPOOeecc82wf9sWaqqrow6qFBRspKBgPeeddwu1cYW8vDx27NjBmDFjqFQMn353NxmlFcwe1o+hbZKinssXe3amR2I8P9q5n2qr77+/nx4zKwXWAncSHPup9UZ4bXlE330EyW3nAM+HYyHIy1JCUFwlXtJU4DpOzFV6JqwgSI3xZUlxkmYQpPf4QGtSUMXMdpnZ2nqavgT8WFIhcA/wbERbV4JENgUEuViWEfxSYwh+6QeAPIKcKbUHze4DRhOcAZtHxM6Y8FzWdQRJY/cC+wiOEUXjh0B/4Ej4jMgUzA3NE4IdKwnAlnDsPwh21wC8CmwGDknKCa/9lSB/ylFJLxHkU/kZkEOwFaoz8N0o5+ycc84555xzrgGZmzcSExtHj8FDo+q/b98cYmNb073bsf/Gzpo1a4iJiWHMmDF8dete1uQX87vzezOxffTlmQGSYmP4Qf/uvFtUyrOH8po0tgmWEawpI3OLvh5eq1tK+e/AcI6vbWsT3l4HXE2wRv09cKuZbTtTE4547g0EmzWOEpxImUuwyeIDS3YGomfO1TV27Fhbu7a+eJxzzjnnnHPONd8T3/sGsfEJzLyv8QwLFRW5vPnWxXTrdhNDBt8XXqvg17/+Nf369WP8dTP40Mqt3NmnC9/q262Ru9XPzLj27R1kllWwYsJQkuOCfCqS1pnZ2EaGtyhJkwmOAfW2c3DxL2kV8Acze/Rsz6W5mnr85yRhDesWqSsd1rR+vPGep/UMkzTgDNx3qqR9LX1f55xzzjnnnHP1Ky8p5vB7u6I++nPgwDPU1FTQ87xPHbu2adMmysrKGD9+PItzg0K1n+jaodlzksSPB/Qgq6KK/92b1ez7nK6w8MrXgL+cKwEVSVMkdQ2P/3waGAH8q4XufS6bApQAACAASURBVMrYhKQiSf0aam+uRoMqkvZIKg0ncCicaNP2QL0PwnlOO9vzcM4555xzzjn3/ti3dRNmNfQa1nhQpaamin37n6BD+0kkJwf/nd3MWL16NZ07d6Z3794syS1gQOtEeiclnta8xqQmc0OX9vwhM4t9ZRWUlZWd1v3g2Jo3K8xLWnvts5KW1tN3KMERm27Ab1vgudPqXLtN0hsNjTmFwcCGcG7fBD4e5jE948ysjZm919L3jbaCznVmtlhSV4Kyw98Fvt/Sk3HOOeecc84556KVuXkjcfEJdBs4pNG+2TmLKC8/xOBB9x27tm/fPg4dOsT06dMprTHeOlrEbd3TmjSHiooKCgoKyM/PP+F/hxaV8M8uA5n1ymIu27y6ye/WgFiC3Sc/PVUnM9sKJJ+qz9lgZn8C/nS251GXpNgwf2uTNTVR7SGCoMqoOk3tJc2TVChplaT+EZObKGmNpPzwfydGtPWVtCwctwg44a9X0ockvRUmfN0QZiVulKQB4X3zJeVIeqaBftMlrZdUIClT0r0RbX3Co0KflrQ3vM/3I9qTwl07RyRtAcZFMzfnnHPOOeeccy1j77sb6D54CHHx8Y323bdvDq1anUda2qXHrq1evZrExERGjBjBm0cKKa8xLu+YEtWzV61axc9//nN++tOf8rvf/Y45c+bw8ssvs3TpUrZv305CYT6XlRwhPa07vS7/cLPfsY5fAHdJaldfo6QhkhZJypO0XdJN4fW+4bo6Jvz8Z0lZEePmSPp6cycl6TuSdoVr+y2SPhrRdpukNyX9JpzDe2Gc4LZwHZ4VHgWq7T9b0h/C9ygM1/a9wzaF98kK1/HvShoWMZVTxSaOpQIJn/GIpPmSioFLJSVK+mW4/j8czqHR0k/R7lSpncR5BBmCX63TNDO8/jZBduEHCEoXdyCo3vNV4CngRmCepAFmlktQfWcFcCUwIez7cvisHuHnTxGcsboceF7SEDPLbmSqPyEog3wpQdWehpIBFRNU9tkMDAMWSXrHzF6K6HMxwRalQcBqSS+EUb8fEVQS6k8QAVzQyJycc84555xzzrWQjHffIXvvHi67/QuN9i0s2sbRo6sY0P/bSEHi2KKiIjZv3sy4ceNITExk8Z4sWsfGMKFd4xs8Nm3axIIFC+jTpw/9+vUjNTWVlJSUY/8bFxcstW+pqmbiqq38o1XH03vZ49YCS4G7gB9ENoTHghYRVOS9mqDqzyJJm8xsi6QC4EJgHTAZKJI0NFzfTgF+fRrz2gVcQlDt9kbg8XDdX3u0ZwLwF6AjQSXep4FXCKr6TiFY6z9vZkVh/5uB6QTlnx8EniBYm18Zzn0QQbXgIQRHiWrVG5toYM6zgGuAawniBj8jWN+PAioJ4hX30Ejl3mh3qrykoFxyJpBFEFCI9KKZrTazKoKXrd3JMh3YYWZzzKzKzJ4CtgHXSepFsLvjh2ZWbmbLCb7UWrcA881svpnVmNkigj+ga6KYbyXQG+huZmVmVu9ZLzNbambvhvffSBD4mVKn231mVmpmGwjOfo0Mr98EPGBmeWaWCTwUxbycc84555xzzp0mM+PNp+fQtmMnhl/W+C6QgwefR0qge/ebjl17++23qampYdy4cZgZS/IKmNK+LYkxp14m7927lxdffJFevXpx8803M3nyZEaOHEnfvn3p0KHDsYAKQHJcLN/r1523C0qa/7Inuwf4iqROda5fC+wxs0fD9fd64HmCIAcEpZinhGk9AP4Rfu4LpBCsdxvyUrjL5KikowRlmI8xs+fM7EC4tn4G2AGMj+iyO5xXNfAM0BP4cRgLWAhUEARYas0zs+VmVk6QeuQiST0J1vptCYIpMrOtdXKyNBSbqM/LZvammdUQlHX+PPCNcI1fSHDEqqGAzDHRBlWuN7O2wNRw8nUPmR2K+LkEqE1k2x3IqNM3A+gRth0xs+I6bbV6AzfW+cVdTJBopzHfAkSws2SzpP+qr5OkCZJek5QtKR/4YhPfLbOBuTvnnHPOOeecO0Pee3s1B3du50Mfm0lcQsIp+5oZOdmL6dBhIvHxwamZ6upq1q5dS79+/UhLSyO9pJx9ZZWNHv3Jzc3lqaeeIjU1lZkzZxIfxbGjG7u25+Zuza8mVJeZbQLmAt+p09QbmFBnDX0zUBtEWUawpp8MLCfY8TIl/Pd6GFxoyPVm1q72H/ClyEZJt0p6J+K5wzhxbX044ufS8D3qXossiHNsrR3uXskj2DTxKvA74GEgS9KfJEX+0hpav9cncj3fCWgNrIt4h3+F10+pqTlVlgGzgV9GOeQAwS82Ui9gP3CQ4LxTcp22WpnAnMhfnJklm9nPopjnITP7nJl1B74A/F71l1F+Evgn0NPMUoE/EARjonGQILpW39ydc84555xzzp0BVlPDm0/PoX237lww5fJG+xcXp1NatpdOaccL2KSnp1NQUMC4cUFqzCVhKeXLOrQ9xX2KeeKJJwC4+eabad26dVTzjZH41ZAWXy7+CPgcwYaFWpnAsjpr6DZmdkfYvozgiM7U8Oc3gEkEQZVlzZ1ImO/kz8CXgY5h0GUT0a+t63Nsra2g+nAHgvgCZvaQmY0Bzic4BnR3M58RWWY6hyCwc0HEd5dqZo1WPm5SUCX0W+AKSSMb7QnzgUGSZimoQ/0Jghefa2YZBMd57pOUIOli4LqIsY8THBP6sKRYSa0kTQ3zupySpBsj+h0h+LLqi7q1BfLMrEzSeIIzVdF6FviupPbhs77ShLHOOeecc84555ph+4rXyd67h4tuvJnYuMbThGZnLwREWkRQZfXq1aSmpjJo0CAgCKqcn9yK7q3q3/VSWVnJ008/TX5+Pp/85Cfp2LHFcqQ0i5ntJDhG89WIy3MJ1t+fkhQf/hunoLwyZraDIHBwC0HwpYBgB8nHOI2gCkGOUQOyASTdTrBT5XRcI+liSQkEOVNXmllm+D4TJMUT5Egto/61fpOEu3T+DPxGUmcI8rxKavRsWZODKmGS2McIznE11jeX4FzXN4FcgmM515pZTthlFkHCmjyCSNtjEWMzgRnA9wh+OZkEEaho5jwOWCWpiGAnytcaqEf9JeDHYb6YewgCJdG6j+DIz26CpLhzmjDWOeecc84551wT1VRX89ZzT5DWqw9DLrokqjHZOYtJTRlFYmJwkiM7O5vdu3czduxYYmNjKayqZlV+UYNHf2pqanj55ZfJzMzkox/9KL16nTOHFH5MRNnkMA/IlQR5QA4QHIX5OZAYMWYZkBuut2s/iyCxa7OY2RbgVwRFaA4TJMh9s7n3Cz1JECPIA8YQBIIgyP3yZ4LNExkEcYZfnOazan0b2AmsDJP6LiYoWnNKMrPG+jh32saOHWtr164929NwzjnnnHPOfYC9++pCFv7xIWbc/UMGjJ3QaP+ysgO8+dYl9O//Lfr0DqoEzZ8/n3Xr1nHnnXeSnJzM3KyjfHbzHl6+cAAT2p182mPx4sW88cYbTJs2jYsvvrjZc5e0zswaqkzrQpJmA/vM7AeN9T0XNOf4j3POOeecc845976qqqxkxT+eotuAwfQfM77xAQS7VAA6pV0BQHl5Oe+88w4XXHABycnBJo8leQWkxsUyJuXkUsrr1q3jjTfeYMyYMUyaNKmF3sT9J/nABFUkLZX02bM9D+ecc84555xz77+NixdQmJvNpJmfQoouB2pO9mJat+5PcnI/ADZs2EBFRQXjxwdBGTNjSW4BUzu0JS7mxHvu3LmTuXPn0r9/f6655pqon3m2SJot6f4Wute9kh5viXud4hnWQEGZ073vVEn7Wvq+DWk0qCJpj6SsyCo9kj4raekZnZlzzjnnnHPOOQdUlpWx6sVn6TVsBL2Hj4puTGU+R46uOlb1x8xYs2YN3bp1o0ePoGjOpqJSsiqqTsqncvjwYZ599lk6d+7MjTfeSGxsbMu+UDOEa/NSSUWSDoVBlEar07zfwnlOa7xn/czstg/K0R+IfqdKLPC1MzkR55xzzjnnnHOuPm8v+Ccl+UeZ9Ilbox6Tm7sUsyo6dQqO/uzZs4fs7GzGjx9/bNdJbSnlSyNKKRcUFPDEE0+QmJjIrFmzaNWqVQu+yWm7LizzOwq4EPjuWZ7P/3nRBlV+AdwlqV3dBklDJC2SlCdpu6SbwusTwuhZbETfj0raGP48XtIKSUclHZT0u7BcUm3fKyRtk5Qv6XdE1LiW1F/Sq5JyJeVIeqK+uTnnnHPOOeec+2ArKy5izSvP02/MeLoPGhL1uOycxSQkdCIlZSQQlFFOSkpi2LDj1X4X5xYwqm1rOiXEA1BdXc1TTz1FWVkZs2bNIjU1tWVfpoWY2SHg3wTBlUjtJc2TVChplaT+tQ2SJkpaE66x10iaGNHWV9KycNwiIC3yppI+JOmtcP2+QdLUaOYpaUB43/xw7f5MA/2mS1ovqUBSpqR7I9r6hEeFPi1pb3if70e0J4W7do5I2kJQDfh9E21QZS2wFLgr8mJ4JGgRQbmjzgSlm34v6XwzW0VQN/qyiCGzwr4A1cA3CH5ZFwGXE5Q4RlIa8ALwg7B9FxCZFUjAfwPdgaFAT+DeKN/FOeecc84559wHxNpXXqS8uJhJN93SeOdQdXU5ubnLSEu7HCmG/Px8tm3bxoUXXkh8fBBAya2oYl1BCdMijv6sXbuWgwcPMmPGDLp169bi79JSJJ0HXE1QAjjSTOA+oH3Y9kDYvwMwD3gI6Aj8GpgnqWM47klgHcH6+yfApyOe1SMcez/QgSAu8LykTlFM9SfAwnA+5wH/20C/YuBWoB0wHbhD0vV1+lxMUOL4cuAeSUPD6z8C+of/Phw59/dDUxLV3gN8pc4Xdy2wx8weNbMqM1sPPA/cGLY/BXwSQFJb4JrwGma2zsxWhuP2AH8EpoTjrgE2m9k/zKwS+C1BjW3CsTvNbJGZlZtZNsEfRO1Y55xzzjnnnHP/AUryj/L2/JcZPHEynfv0i3rckSNvUV1dfOzoz4YNGzAzxo07volh2ZFCDI7lUykpKeG1116jX79+nH/++S36Hi3oJUmFQCaQRRBQiPSima02syrgCY7vZJkO7DCzOeEa/ClgG3CdpF4Euzt+GK6xlwOvRNzzFmC+mc03sxozW0Sw8eKaKOZbCfQGuptZmZm9UV8nM1tqZu+G999IEDeou8a/z8xKzWwDsAEYGV6/CXjAzPLMLJMgcPS+iTqoYmabgLnAdyIu9wYmhFuAjko6CtwMdA3bnwRukJQI3AC8bWYZAJIGSZobHhEqAH7K8S1G3Qn+SGqfbZGfJXWR9LSk/eHYx6mzPck555xzzjnn3Afbqpeeo6qygok33tykcdk5i4mNTaZD+4sA2L59Oz169KB9+/bH+izJLaBjfBwj2yYBsHTpUsrLy/nwhz98Llf6ud7M2gJTgSGcvA4+FPFzCVCbyLY7kFGnbwbQI2w7YmbFddpq9QZurLPuvxiIZivPtwhOmqyWtFnSf9XXKUwf8pqkbEn5wBeb+G6ZEW113/OMampJ5R8BnyP44iGY+DIzaxfxr42Z3QFgZlsIXuhqTjz6A/AIQWRsoJmlAN/jeN6UgwRHegBQ8BfdM2LsTwEDhodjb4kY65xzzjnnnHPuA64gJ5sNi+ZzwZRpdOjeo/EBIbMacnIW07HjFGJiEikqKmL//v0MGjToWJ9qM17LK+Cyjm2JkcjOzmbNmjWMGTOGLl26nInXaVFmtgyYDfwyyiEHCIIjkXoB+wnW3+0jK/6GbbUygTl11v3JZvazKOZ5yMw+Z2bdgS8QpAupr4zyk8A/gZ5mlgr8gejX+CfED+rM/YxrUlDFzHYCzwBfDS/NBQZJ+pSk+PDfuIizTRB8OV8DJgPPRVxvCxQARZKGAHdEtM0DLpB0g6S48Hld64wtAvLD8113N+U9nHPOOeecc86d21a+8DSYcdHHZzZpXEHBO1RU5NApLTj6s2PHDoATgirrC0rIq6zm8g7B0Z9///vfJCQkcOmll7bQ7N8XvwWukDSy0Z4wn2DtPktSnKRPAOcDc8PTJGuB+yQlSLoYuC5i7OMEx4Q+LClWUitJU8O8Lqck6caIfkcINkfU1NO1LZBnZmWSxhNsyojWs8B3JbUPn/WVJow9bU3dqQLwYyAZwMwKgSsJkuEcINiO83MgMaJ/7VmoV80sJ+L6XQRfVCHwZ4JgDeF9cwjysvwMyAUGAm9GjL0PGA3kEwRgXmjGezjnnHPOOeecOwcdOXSATa8tYsQVV5OS1rlJY7OzFyPF0bHjVADS09Np27YtXbse/+/0S3ILiBVM7dCWHTt2sHPnTqZMmUJycnIDdz1ZWVkZWVlZTZpbSwrziz5GkP+0sb65BDlRv0mwxv4WcG3EGn0WMAHIIzih8ljE2ExgBsHpkmyCnSt3E108YRywSlIRwU6Ur5nZe/X0+xLw4zBfzD0EgZJo3UdwQmY3QVLcOU0Ye9oUpCtx7swaO3asrV279mxPwznnnHPOOfcBMO+hX7Bz7Uo++9BfSG7XvvEBEVasvIJWid248MLHqKqq4sEHH2T48OFcd93xzRdXrtlO69gYnh/Zj0ceeYSamhq+9KUvERcXF9UzzIwnn3yS3bt3c+edd9K6detGx0haZ2Zjm/Qy7pzXnJ0qJ5H0B0k/jKLfUkmfbaCtl6QiSbEtMSfnnHPOOeeccx88OXv3sO2t5Yy++iNNDqgUF++ipOQ90sKqPxkZGVRUVJxw9OdweSUbi0q5vGMKa9euJScnhyuvvDLqgArAtm3b2LFjB1VVVWzcuLFJczxdkm6T9EbEZ6vNUxLt2jyKZ9wsaeHp3uf/gkb/aiTtIcim2z3y+I6k9QTlmfqa2RdPdyJmtpfj2Xudc84555xzzv0f9PaCfxKXkMDY625o8tjsnMUAdEq7HAiO/sTFxdG3b99jfV7NKwBgYnICi8ISyoMHD476GeXl5SxYsIDOnTsTGxvLunXrmDBhwhmvGBSuzevdpFCrJdbm4X2eICjJ7BoR7U6V3cAnaz9IGg40vr/JOeecc84555yLUnlJCdveXM6QiVNIatO2yeOzsxfRtu0wWrXqjpmxfft2+vXrR0JCwrE+S3IL6JYYz+E1K5tVQnn58uUUFBQwffp0xo4dS3Z2Nvv27WvyXN1/hmiDKnOAWyM+f5qIxDWSZku6P+LzDEnvSCqQtEvSVRFje0t6U1KhpIWS0sIxfcJtS3Hh576Slof9Fkt6WNLjEc94TtIhSflhvwvqzOdhSfPC8ask9W/SN+Occ84555xz7n219Y2lVJaXMWLah5s8trw8i4KCd45V/cnOzubo0aMnHP2prDGW5RUysXU8a1avbnIJ5aysLFasWMGoUaPo3bs3w4YNIz4+nrfffrvJ8z0TItfmYYWefZK+KSlL0kFJt0f0TZX0mKRsSRmSfiApJmw7dsRIgd+E9yiQ9K6kYWfnDc890QZVVgIpkoaGOU9mEpRVOklY/ugxgmzA7QhKKe+J6DILuB3oDCQQVAGqz5PAaqAjcC/wqTrtCwiqAnUG3ubkrUkzCbIAtwd2Ag+c+hWdc84555xzzp0tZsbGxQvo1KcfXfsPanxAHTk5SwCjU5hPJT09HYCBAwce67M6v4jC6hra7tza5BLKZsa8efNISEjgiiuCZyQmJjJs2DA2bdpEWVlZk+f8PugKpAI9gM8AD0uqTVTzv2FbP4KKvbcSrNXrupJgXT8o7H8TQQUhR9MS1dbuVrkC2Arsb6DfZ4C/mdkiM6sxs/1mti2i/VEzSzezUoIySaPq3kBSL4LSS/eYWYWZvUFQfukYM/ubmRWaWTlB0GWkpNSILi+a2WozqyIIuJz0HOecc84555xz54ZDu9LJztjNyGlXNSs/SXbOIpJa9SI5OQjIpKen07VrV1JTjy8Tl+QWEgfEbtnY5BLKGzduJCMjg2nTpp0wbvTo0VRWVrJp06Ymz/l9UAn82MwqzWw+UAQMjtgs8d1wXb0H+BUnb2aovUdbYAhBBeGtZnbw/Zn+ua+pQZVZwG1EHP2pR09g1ynaD0X8XEL9yWm7A3lmVhJxLbP2B0mxkn4WHi0q4PhOmLQmPsc555xzzjnn3Dlg4+J/EZ/YiiGTpjZ5bFVVEXl5K0jrNA1JlJSUkJmZecLRH4Alufn0LDpCl3apjB8/Pur7l5aWsnDhQnr06MHo0aNPaDvvvPPo3LnzOXMEqI7ccKNBrdq1cRoQD2REtGUQ7Gg5gZm9CvwOeBjIkvQnSSlnbsofLFEHVcwsgyBh7TXAC6fomgmcbv6Sg0AHSZHJcHtG/DwLmAFMI9h+1Ce8fmbTLTvnnHPOOeeca3HlJcVse2s5Qy6eQmLrptdEyc1bjlnFsXwqO3fuxMxOCKpkllWwvaScrof2NbmE8muvvUZJSQnTp08nJubEZbQkRo8ezYEDBzh06FADdzjn5BDsQOkdca0XDZxIMbOHzGwMcD7BMaC7z/gMPyCaslMFgqM9l5lZ8Sn6/BW4XdLlkmIk9ZA0pCkPCQM4a4F7JSVIugi4LqJLW6Cc4BxXa+CnTXoL55xzzjnnnHPnjC2vv0ZVeTkjp13drPHZ2YuIj+9AamqwiyQ9PZ3k5GS6d+9+rM+CgzkATGod36QSygcOHGDNmjWMGzfuhPtFGjFiBLGxsefqbpWTmFk1QTqOByS1ldQbuJN6cqdKGidpgqR4oBgoA2re1wmfw5oUVDGzXWa2tpE+qwmS2/wGyAeWcWL0K1o3AxcRBE7uB54hCKRAcPwogyCKtoUgka5zzjnnnHPOuQ+YIEHtv+jSbwBd+g1o8viamkpyc18jreOlxMTEUV1dzc6dOxk4cOAJu0qe37WXlNJibrl8atQ5W2pqapg7dy6tW7fmsssua7Bf69atGTp0KBs3bqSysrLJ73CWfIUgSPIe8AZBsZi/1dMvBfgzcIRgHZ4L/OJ9muM5r9H9TmbWp4HrVRw/bnNbnbYXgRfrGTO1zufZwOzw5z0R98PMdgGX1H6W9AywLWwrIjj+E+mxiLF157MUOK++93DOOeecc845d/Yc3LGNnL17uOJzX27W+KNHV1NVVXis6k9mZiZlZWUnHP3ZdziLzcQxOa6Srl27Rn3vt99+mwMHDnDDDTfQqlWrU/YdM2YMmzZtYsuWLYwcObJZ73IqddbmsyOuR66jb4v4eSl11sGR9zCzI8AtDTxrNsfX6kuAEc2d93+6ph7/ed+EW4z6h0eIriIIorx0tuflnHPOOeecc67lbFz8L+JbJTFk0uRmjc/OXkRMTCs6dLgYCI7+xMbG0r//8VSfs1etoyo2jlsuiP7YT3FxMYsXL6ZPnz4MHz680f69e/emffv2H5gjQK5lnLNBFYJ62ksJSj49BNxhZusb6ixptqT7z/SkJBVJ6nemn+Occ84555xz/+nKiorY/tbrDL14CglJTU9Qa2Zk5yyiQ4eLiY1NAoKgSp8+fUhMTASgsLCQpYVlJFgNl3ZNO9XtTrBo0SIqKiqYPn16VMeFYmJiGD16NBkZGeTk5DT5XVqCpD9I+uFZefj/UY0GVSTtkVQaBhMOh8GLM16e2MxeMbOeZtbazAaZ2aNn+pnRMLM2Zvbe2Z6Hc84555xzzn3QbXn9VaoqKxjRzAS1hYWbKC8/dOzoT25uLjk5OScc/Vmzdh3vdezK5NRkkmKj21eQkZHBO++8w8SJE+nUqVPU8xk1ahSSzshulXBtXiEprc719ZJMUh8z+6KZ/aTFH95Cwnk2PXHOOSzanSrXmVkbYDQwFvjBmZuSc84555xzzrn/dLUJarv2H0iXvv0bH1CP7JxFQAxpHYMksunp6QAMHDgQgKqqKuZuS6ckMYmP9oguOFJdXc28efNITU1l8uSmHUlq27YtgwcPZsOGDVRVVTVpbJR2A5+s/SBpOEFFXHeWNLX6z35gATBMUqqkv0o6KGm/pPslxQJIuk3SG5J+KemIpN2SjoUeJS2V9BNJb0oqlLSwNtomqZWkxyXlSjoqaY2kLpJulLQucj6S7pT0ct15Stoq6dqIz3GSsiWNDj8/J+mQpHxJyyVdENF3tqSHJc0L57ZKUv+I9mORNUnTw6hggaRMSfc25ft0zjnnnHPOuf+r9m/fQu6+vc3epWJWQ1bWv2nXbiwJCR2AIKjSqVMnOnQIPm/ZsoUtrdsRC0zrmBLVfVetWkVWVhZXX301CQkJTZ7X6NGjKS4uPhbgaWFzgFsjPn+aiKItkWkxJE2VtE/SNyVlhWv32+v0PdXad4ikRZLyJG2XdFNE2zWStoTj9ku6K6Ltc5J2huP+Kal7eH152GVDeBLmE5LaS5obrtePhD9/oIrMNCmoIqkncA2wniATcBUwALgQuBL4bET3CcB2IA14EPirTjyINoug9HJnIAGo/SV8GkgFegIdgS8CpcA/gb6Shkbc41NE/AFFeIqI6B3wYSDHzGr3YC0ABobPfht4os74mcB9QHtgJ/BAPc+AoPzUrUA7YDpwh6TrG+jrnHPOOeeccy60cfG/SEhKYsjE5iWoPXjwH5SU7KR7t2CtX1ZWRkZGxglHf1auWkVGl55c0r4NqfGNFr+lqKiIpUuXMnDgQAYPPnVS28JXX+PA975P7l//StGbb1KVlwfAgAEDSElJOVMJa1cCKZKGhpsaZgKPn6J/V4L1dQ/gM8DDktpHtNe79pWUDCwiKLPcOez3e0nnh+P+CnzBzNoCw4BXw3GXAf8N3AR0IyjB/DSAmdX+okeGaTWeIYhJPAr0BnoRrP1/1/Sv5exp/K8q8JKkKiAfmAf8BUgH2plZKVAs6TfA54E/hmMyzOzPAJL+Dvwe6AIcCtsfNbP0sP1Z4CPh9UqCYMoAM9sIHNudoqCs8i3A98PdJX2AufXM90lgvaTWZlZCEMB5qrbRzI7V3g53lxyRlGpm+eHlF81sddj+BPDr+r6UsERVrY2SngKm4FWKnHPOOeecc65BpUWFpK98g2FTryC+WBOgmAAAIABJREFUkVLF9amsPMLOXQ+SmjqWrl2D/669a9cuampqjgVVMjMz2XSkgCMDkrimU7uo7rt06VKqqqq46qqrGkxOa2bk/e1vZP3yV8S0bk1+cfGxtrguXWg1ZAiD+vRm7c6dZG/ZQtqQISimRWvE1O5WWQZsBfafom8l8GMzqwLmSyoCBhMEZ6Dhte+1wJ6I3KbrJT0P3EgQhKkEzpe0ISzNfCTsdzPwt9oNDZK+S7De7mNme+pOzsxygedrP0t6AHgt6m/iHBBtUOV6M1tc+0HSeCAeOBjxhxYDZEaMqQ2eYGYlYb829bUDJRFtcwh2qTwtqR1B1O37ZlYJ/B14StIPCHapPGtm5XUna2Y7JW0FrpP0CkHA5sJw7rEE0bcbgU5ATTgsjSBodKq5nUDSBOBnBJG5BCAReK6+vs4555xzzjnnAluWvUp1ZSUjpl3VrPE7d/2CqqoChgz+8bHgR3p6OklJSZx3XnB6ZNWqVezt2hMBV6WlNnrP7Oxs1q1bx7hx4+jYsWO9fayykkM/uZ+jzz5L26uvovt//zdWVkbZtm2Ubd1G2dYtlG/dRte334ZrrmbpPfcwYvceEocMadZ7NmAOsBzoS/0nNyLlhgGVWnXXtw2tfXsDEyQdjWiPC58N8DGCXKs/k7QR+I6ZrQC6E5wGAcDMiiTlEuyU2VN3cpJaA78BriLYLQPQVlKsmVU38m7nhGiDKnVlAuVAWp1f0GkLgyf3AfdJ6gPMJzhG9FczWympAriEYPfJrFPcqvYIUAywxcx2htdnATOAaQS/1FSCqFrjNbJO9iTB1qSrzaxM0m8JgjPOOeecc8455+oRJKhdQLcBg+ncp1+Tx+fnr+fAgWfp1fO/aNMmOKJTU1PDjh07GDBgALGxsRQUFLBlyxYOTLqacanJdE6Mb/S+ixcvJiEhgSlTptTbXl1UxP6vfZ3iN9+k4+c/T6evfy3YgdKqFckf+hDJH/rQsb59ysvZ/Le/kZGQwKThI6jYtq3J79kQM8uQtJsgNcdnWuzGJ8oElpnZFQ3MYQ0wQ1I88GXgWYLNEQcIAjLAsWNEHWl4N803CXbOTDCzQ5JGEaQbac76/Kxo1h4kMzsILAR+JSlFUoyk/pLq/+trAkmXShoe7igpINhWVBPR5TGCQEalmb1xils9TZDn5Q6C4EettgQBoVyCLMk/PY3ptgXywoDKeE4d5HHOOeecc865//P2b91M3oF9zdqlYlbN9u0/IjGhM337fvX4Pffvp6Sk5NjRn7Vr13I0oRV7Y+K5OopdKnv27GH79u1cfPHFJCcnn9ReeeAAGbNupnjVKrrd/xM63/mNUx7piUlMZOzkyRRVVlL0yZn0eerJBvs202eAy8ysuNGezTMXGCTpU5Liw3/jwlwuCZJuDlNoVBKs22vX7E8Bt0saJSmRYL29KuLoz2EgMpLWliCPylFJHYAfnaH3OWNO52DXrQRHXrYQ7PT4B0EimtPVNbxXAcH5sGUc32JE+PMwTp2MpzbwswKYCDwT0fQYQbKc/eHcV548OmpfAn4sqRC4hyA655xzzjnnnHOuARsWLyCxdTKDJ17S5LH79j9BYdFmBg78PnFxx0+xpKenI4kBAwZQWVnJ2rVrKRo6AoBrOp06qFJTU8PChQtJSUnhQxG7TWqVbtrM7k98gsoDB+j1pz/S7uMfj2qugwcPpnXr1mckYa2Z7TKztS1+4+P3LyTYpDCTYPfJIeDnBCkvIEjHsUdSAUFxmZvDcYuBHxLkSTkI9A/vUete4O8KKv3eBPwWSAJyCNbm/zpT73SmyMzO9hyaRFISkAWMNrMdZ3s+Ljpjx461tWvP2P/nnXPOOeeccx8AJQX5/OmOTzP88qu4/L++2KSx5eXZrFg5jdSUUYwaNfuERLKPPPIISUlJ3Hbbbbzzzju89NJLvHXlx6iOj2fJuFPnM3n33Xd5/vnnuf766xk1atQJbYWvvsr+b95FXPv29PzjH0gcOLBJc164cCErV67kG9/4BikpKevMbGyTbuDOeS2SgljSvZIa3DkiabOkqS3xLILjPGs8oOKcc84555xzHyxbli2huqqKkc04+rNz58+oqalg8OB7TwioHD16lMOHDzNo0CDMjJUrV5LUtTvvlldzTdqpq/5UVVWxZMkSunbtyogRI05oy3vsMfb9vy+TOGAAfZ55uskBFYDRo0dTU1PDhg0bmjy2pUkySQPCn/8g6YcRbXdIOiypSFL9WXqb/9xe4X1jW/K+54qogyqSbpP0rqQSSYckPRJW52mUmV1Qp/xws0jaA3yNIJmNc84555xzzrkPCDNj45J/033QUNJ69WnS2CNHVnLo8Ev07v05Wrfue0Jbeno6AIMGDWLv3r0cOnSIyhFjMBo/+rN69WqOHj3KFVdcQUyYI8Wqqjj0k/s5/NP/pu20y+n92N+J69SpSfOtlZaWRq9evVr0CJCkWZLWhoGKg5IWSLq4Kfcwsy+a2U/C+8UTlFK+0szahGWOW4yZ7Q3v+4Go5tNUUQVVJH2T4PzU3QTVcj5EkNF3kaSEMze9E5lZHzPrbWbr369nOuecc84555w7fZmb3+XIwf1NTlBbU1PB9vR7adXqPPr0vuOk9vT0dDp06EBaWhqrVq2iVatWbEpKoU9SAkOSWzV435KSEpYvX86AAQPo378/AFZTw76vf50jTzxBh9tvp8dvf0tMUlL986qopiq3tNH5jxkzhry8vCjf9tQk3UmQh+SnQBegF/B7ggq3zdUFaAVsbsZ8JKlFTsB8UDX68pJSCEocf8XM/mVmlWHm3puAPsAtYdcESY9JKgyP+4yNuMceSdPCnxMl/VbSgfDfb8OswM4555xzzjnn/gPl7s9k5QtPk5iczKCLmrSpgszMRyku3sHgQT8iNvbEAEdFRQW7d+9m0KBB5Ofns3XrVoaMHsOb+SVck9buhGNCdb3++uuUl5dzxRXHqwYXzJ1L0eIldL77Lrp8+1sotv4TK+V7Czj0i1Uc+sVa8p7ZTtXRsgafM3ToUNq3b9+kd66PpFTgx8D/M7MXzKw4XJ+/YmZ3SxovaUWYBPagpN81tAlC0mxJ90saBGwPLx+V9GrYPlHSGkn54f9OjBi7VNIDkt4ESoB+4bWfSHozjAkslJQW9u8THj2KCz/fLmlr2O89SV847S/nLIomojSRIGr1QuRFMysC5gO1f4EfIShj3A74J0HZ4/p8n2CnyyhgJDAe+EFTJ+6cc84555xz7sw4/N5OdqxZQWlhQbPvUXz0COvmvczj3/06s++8g31bNjHho58gPiH6/6ZeVnaA93b/L2lp00hLu+yk9vfee4/q6moGDRrEmjVrACgcMJRKs1Me/Tly5AirV69m1KhRdOnSBYCa0lKyfv0bWl1wAR1uv73ecTWl5WT9fhFZD6+nNDuPrbnbKdmQxaFfriV/wW5qyqpOGpOQkMBXvvKVqN/5FC4iWJu/2EB7NfANIC3sezlBxdoGmVk6cEH4sZ2ZXRaWNp4HPAR0JDgaNK9OrpVPAZ8nKImcEV6bBdwOdCaoFHxXA4/NAq4FUsL+v5E0+lTzPJfFRdEnDcgxs5P/OoISSWMIIltvmNl8AElzgK83cL+bCXa9ZIV97wP+SFB2yTnnnHPOOefcWVR0JI/n7v8+5cXFAKT17M155w/jvKHBv+R2De+6qCgrZeealWx9/TUyNr6DWQ1d+g1g6q2fY8ikyaccW5/0HfcDxqCB9S8X09PTSUxMpHv37jz33HMMHjyYRSWVdEmIY3RK6wbvu2TJEiRx6aWXHruWN3s2VYcO0eOXv0AxJ+4/qDxwgLwnX6LsvRRiU3pTmL+N29p3JatVN76Z8W9mXf0JCpfto3jNIdpe3os2E7qhuOP3iIlpkRMyHWl4bY6ZrYv4uEfSH4EpBMeFmmI6sMPM5oSfn5L0VeA6YHZ4bbaZHTsuFO4IejQM0iDpWYKNF/XNc17Ex2WSFgKXAC1fe/p9EE1QJQdIkxRXzy+vW9gOQd3qWiVAqwbGdOd4JIvw5+5NmLNzzjnnnHPOuTPktUf/SFVFBR+583vkHdhH5pZ32bx0Ce/8O1gLt+9+Hj2HDgsCLecPIzm1PRnvvsPW119jx5oVVJWXk9KpM+Ovv5GhF0+l43k9mzWPnNylZGf/m/79vklS0nkntZeWlrJt2zb69+/Pli1bKC0tZeS48Xx3XyE3dW1PTANHf/bv38+mTZuYPHkyKSkpAFQeziLnz3+h7ZVX0npskMnCamoofmsFR556irKdZbQa/gli2sZgw2u4Y/8AqiuqmJAsflsznoHr/sGl37yLggW7yX/lPYrfOkDKVX1JGtbxlEeQmiiXhtfmhEd5fg2MBVoTrPfX1e0XhbprdsLPPSI+Z9Yzrm5MoE19N5d0NfAjYBDB6ZnWwLvNmOc5IZqgygqgHLgBeLb2oqQ2wNXA94CT/8IbdoAgyW1tVKtXeM0555xzzjnn3Fm0Y80K0le9ycUzb2XghCCNxoSP3kR1VRVZu3eRueVd9m/bzLa3lrNxyb8AiEtMpKq8nFbJbTj/kksZesml9Bg09KTdHk1RXV1Oevp9tG7dj169PlNvnwULFlBaWsqkSZN4+eWX6dKlCxkpHSitKWB6p/oL1ZoZCxcuJDk5mUmTJh27nv3Q/2CVlXS+65tUHz3K0Rdf4sjTT1F5IIek8f9F0oUjiO/eirazLuC2f2zgYP5R+ndKZsuREjrEww/LBvLcW0vo/dkZlG0/Qv6C3eQ9sZWE3imkXtOXxN4pzf4uItSuza8H/lFP+yPAeuCTZlYo6evAx5vxnNo1e6RewL8iPlsz7kuYT/V54FbgZTOrlPQS0GKRp/dbo0EVM8sPj+j8r6QCYAlBhOr3wD5gDvDdJjzzKeAHktYQ/CLuAR5v6sSdc84555xzzrWc8pJiXv3rI3Tq1Yex191wQltsXBzdBg6m28DBMOPj1NRUk71nN/u2biLvwD76jBpD31FjiYuPb5G5ZOz9I6Wle7lw1GPExJycg2XLli1s3LiRKVOmUFFRQVZWFh/5yEeYnZNPu7hYLmpX7yYJtm/fTkZGBtOnTycxMbhv2dat5L/wIh1uu42Y5GR2Tb+W6txcWk/8CEkTrsGqY0m9sjfJF/fgruc3snpPHm0TY9mTW0JKUhylEiVJKdz9713MmbCXpCG9aTWwPSXrDpO/aA/Zj2wgaXjaaX8n4dr8HuBhSVXAQqASmAZcSpDfpAAokjQEuAPIbsaj5hOs/2cRbKz4GHA+MPe0XyLItZIYzqsq3LVyJbCpBe59VkSzUwUze1BSLvBLoD/BL+ol4GYzK2/idqb7CRLSbAw/Pxdec84555xzzjl3lrz+5GyKjx5lxl0/IDbu1EvFmJhYuvQbQJd+A1p8HiUlGWRkPEKXztfSocOkk9qLioqYO3cu3bp1Y/LkyTz33HMkJSUx5IJhLFq9nWkdU4iPOXmNWl1dzaJFi+jYsSOjRwd5Uc2Mwz/7ObGpqaTd8UUOP/gg1YXFdPrWo5SlVxKbmkSHmUNI6NGGh1/bwQtv70dA55RW/OGWMcTFxnDjH1ZgreJZ02kQv3hgDj94+NsoPp7k8V1JGtmJotf3Ubh8X4t8N2b2K0mHCIq9PAEUEhzxeYAg6PEn4FsEO1aeAU7O7tv4M3IlXQv8D8Hul53AtWaWc+qRUd27MMzP8ixBcOUVgkI3H1gya9auHeeaZOzYsbZ27dqzPQ3nnHPOOedcPfZt3cQz936HMdOvZ+qtnz2rc3n33S+Tm7eMiz60mMTELie0mRnPPPMMO3bs4Atf+ALx8fE89NBDTJo0icTRE7hxwy4eHdaHq+s5/rNmzRrmzZvHzJkzGTJkCACFr77Kvi/9P7r88AckDR/Onpk3k/LRB7HqNiRf1I3Uq/sSkxDLP9Zlctdzwb6Aa4Z35b4rh7LttX0UHymn5/SezPzzSqqrqimtquH3aQe5+u7Pn/Ds6sIK4lIS15nZ2DP0tbmzpEVSEDvnnHPOOeec+2Cqqqhg4Z9+R0qnLky66ZazOpf8/PVkZS+gV6/PnRRQAdi4cSPbtm3jsssuo3PnzsfKKI8bN475OfkkxYgpHU7OX1JeXs7SpUvp1asXgwcPBsAqKsj6+YMk9OtHu49/nEM/uZ/EUTdg1W3oMGsI7WcMICYhlpfW7+fuMKDyrWmDuLVNO164fw0bX93HrvXZlGzI4++fmYDFxBAn+M6BFDLeWH3C82PbJrT0V+XOEedkUEWSSWrxfWSSpkpqmX1XzjnnnHPOOfcfYNWLz3DkwD6u+Nz/I75Vq7M2DzNjx86fkZCQRq+eJyenzc/PZ/78+fTq1YuLLrqIkpIS1q1bx9ChQ2mbksKC7Hwu65hC69iTl7nr16+nuLiYK6+88lg1niNPP01FRgadv3U3Ba+8QvmuQyT0vpykkZ1oPaITAH9+/T2+/sw7SPDd4b1IWHCQdQsyaNcpidosGBkLMui6IovHLxtKkmIoSEjmS0+9Q3l+wZn7ss4QSX3C9Xi9578kfU/SX97veZ3LGg2qSNojqUJSWp3r68Mvu8+ZmpxzzjnnnHPOuTMne+8eVr/8D86ffBl9Ro4+q3PJyVlCfv5a+vb9GnFxySe0mRkvv/wyNTU1XH/99cTExLB8+XIqKiqYOnUq7xSUcKiikqvTUuu9d0ZGBu3bt+e884LCtdVHj5L98O9JnjiRpFGjyPr1b2h9yRdQQhztpvejrLKau57bwAPzthIjuNWSqXo9m04929JzaAdy9hXROVYM6d6aw1XGijcOkPavvcwjhT+rLVPb9mP2A/+kpvSkysfNJum7khbUubajgWszW+zBEczsp2bWIufDwljDtJa419kUVaJaYDfwSeB/ASQNJ6gl3WQN1dR2zjnnnHPOOff+qampZuEfHyIxuc1Zz6NSU1PFzl0P0rp1P7p3u/Gk9rVr1/Lee+8xffp0OnToQF5eHqtXr+bCCy+kc+fO/GnXAeIE0zrWX7p437599O59vEpwziOPUFNYSOdvf5uc3z2MkvoQk9SLlCt6c6CqijseWcmmA4UAXF8Yz/BebTh/RnfW/3svRw+VMLRVDKOv7EW7a/pR87fNpK8+zBsxsVx5SXe6b82hb3YpiTG92X/fWyR0a0Niv/qDPU20HPiOpFgzq5bUDYgHLqxzbUDY170Poj3+M4egjnStTwOP1X6QND3cuVIgKVPSvRFttduHPiNpL/CqpHmSvhL5AEkbJX207oOjvPenJe2VlCPp+xHtSZJmSzoiaQswLsr3dc4555xzzrn/aO/8ay6HdqZz6W2fJ6lt/cGI98vBg89RUrKLAf3vJibmxLLMeXl5LFy4kH79+jF2bJDndfHixcTGxnLppZdiZszPzufidm1pF3/yvoGCggIKCwuP7VIp372bvCeepN3HPgbAkWdfIGn8bcR3S6b6wk7MeOgNtoYBlRkJyXzl86MZPvU8lj+9g9Ij5VyUHMuFU3qQenVfAKbdfj4deiRz9Eg5S9Zl0ffzI1n+4W58mWIerSmlzKooWnWoJb6mNQRBlFHh50uA14Dtda7tMrMDkv4nXEMXSFon6ZLaG0kaL2lt2HZY0q/rPOvmBtbY90p6PPw5mvX438P1+FZJ36pNxyFpDtALeEVSkaRvhdc/ImmzpKOSlkoaGnG/PZLuCmMH+ZKekXT2zquFog2qrARSJA2VFAvMBB6PaC8mCLq0A6YDd0i6vs49pgBDgQ8DfweOZUCSNBLoAcyr59nR3PtiYDBwOXBPxBf/I4IS0P3D5346yvd1zjnnnHPOuf9YBdlZvPH0HPqOGsOQiZPP6lyqq0t4b/f/kJo6hrS0K05oq6mp4cUXXyQmJoYZM2YgiczMTLZs2cLEiRNp27Yt20vKeK+0nKs71b8bZN++IK1mbVAl65e/IiYhgbSvfoXD999Pq2HXg7Wi3fUD+O3cbeSVVVINzOjXiV9+/xL2bs5l0d+20KFdApMTRa+xXWg3Y8Cx3CySmH7HCGLiYsg7UMwLv3ybj4/syehRHfhbTBUz9mfS8dunf7TKzCqAVUDtL2wy8DrwRp1rtbtU1hAEWzoATwLPRQQh/gf4HzNLIVgvP1vncQ2tsetzqvV4H6AfcAURMQAz+xSwF7jOzNqY2YOSBgFPAV8HOgHzCYIukVl+bwKuAvoCI4DbTjGv90VTEtXW7la5AtgK7K9tMLOlZvaumdWY2UaCL2JKnfH3mlmxmZUS1KEeJGlg2PYp4Jnwj+QEUd77PjMrNbMNwAZgZHj9JuABM8szs0zgoSa8r3POOeecc879xzEzFv/lYQCmffb/HQsOnC179/6ViopsBgz49klzWbFiBZmZmVxzzTWkpqZiZixcuJA2bdowceJEAOZn5yPgqgbyqezfv5/Y2Fi6du1K8cpVFC1ZQscvfIGS1asp27af+F5TSB7XlSNt4nhifSYCLhmQxr3XD+Ol36xn07L9XDCyIxPKK2l/fkc63DQIxZw4z5S0JCbe0B8zKDpSxgu/WMeXp1zApR2Mo7Gt+OiDC+qdWzMs43gA5RKCoMrrda4tAzCzx80s18yqzOxXQCJB8AOgEhggKc3MisxsZZ3nNLTGrs+p1uM/NbMjZraPxtfjnwDmmdkiM6sEfgkkARMj+jxkZgfMLA94heM7dM6apgZVZhFEgh6LbJA0QdJrkrIl5QNfBNLqjM+s/cHMyoBngFskxRDka5lT30OjvHfkXqoSoE34c/fI5wIZjb6lc84555xzzv0H2/bmMna/s46LP3krKZ06n9W5VFTkkLH3z3Tq9GHapY45oS0rK4tXX32VIUOGMGLECAC2bdtGZmYmU6dOJTExEf4/e+cdnlV9PfDPebM3ISFAQkICIewlGwRRVFBAXDgQFHddrbZWa4dtrVpna1tXRQsCLhwgiiigsmdQNiRsssjeO+97fn/cG3gTkhAgiPr7fp4nT+4933XufZM/znnPABZnFzIwOIC2Pl4n7A9WpEq7du3wECHz2WfxjGxPq2uvIeu55/EbdgcOfy+Cx8Xyp7c2U60Q4O3Bo/068vGziRQcLeWiCbHEpxTjGxdC2E3dkAa6CwH0Ht2BtnHBOBwOnNUu5r/wHX+fPJLOWsKeap+WemUrgfNFpDXQRlX3AmuB4baslz0HO1Vmt50qUwCEcNyWvh1IAPaIyCYRmVDvnMZs7IZorj3uft0QkbjZ7KrqstdEnaZePwjNdqqo6mGsgrWXA5/UG34XK/okWlVDgNeB+u5OrXf/NnATVohQmaqua+To5uzdGBlAtNt9TDPXGQwGg8FgMBgMBsPPjrKiQr6d9Qbt47vSb+z4c60OBw++jMtVQXzn39aRO51O5s+fj4+PDxMmTEBEcDqdLF26lPDwcPr37w/AkfJKtpeUN5r643Q6SU9PJyoqisIFn1K5ezcRv/kNebPeBu84HP4dCLksjsStWSzLLQKB33Rox4q3dhHYypdJU7sStD4Dr/YBhN/SE/HyaPRZHA7hwmndqKl2EhEXjJevBwtf2sLr1w4jpiK/pV7ZOiznyJ3AGgBVLQLSbVm6qh6066c8ghUtEqqqrYBCbFtaVfeq6o1ABPAs8JGIBNQ/7AzJADq43UfXG6/vI0gHjlUTFitsKRq3LJkfI6cSqQKWN+siVS2tJw8C8lS1QkQGY0W0NIntRHEBL9JIlMrp7u3GPOAxEQkVkQ7AAydbYDAYDAaDwWAwGAw/V1bMfpPKslIuvfsBHI7GHQQ/BGVlB0lLf4/IyBvw94+rM7Zy5UoyMjKYMGECgYFWMMLmzZvJy8vjkksuwcPD0n1xTiEAlzfiVMnOzqa6upqoNm3Ifukl/Pr2xad7d3LnfoDfgJvwjglCu7TiqQU7UIERrYMo+y6PLgMiuGJqAtWfHcCztQ/ht/XC4Xu8CK6rooaSNWkULj5ITWHlMXlYZCADL4/l8PZcBk+MIyjMl2Vv7+d/01qmc7BdTiMR+DVW2k8tq21ZbT2VIKAGyAY8ReRx4Fg1YhGZKiJt7GiQgtrHahElj+Nuj0cB99cbz8Sqt+I+f7yIjBERL+A3QCVWJM6PllNyqqjqflVNbGDoXuAJESkGHufEIjeNMRvoTd2ity21N8BfscKHDgJLaNp5YzAYDAaDwWAwGAw/W/ZuXMuuVd8y+MrJhMfEnmt12Lf/BRwOb+LifllHnp6ezsqVK+nTpw89evQAoKKiguXLlxMbG0tCQsKxuYuzC+kR4EusX8PpNbVFagM3bKQmO5uIRx8l65ln8O1xJYgPIZM689GsnWyTGgS4OsCKMBlxSTQFc3bj8Pekze298QiwUouqs8rI/3QfGU9vpOCzAxSvTOXo84kULD6Iq6wagPPGdqR1ZAAbPj3A+Hv7EBETxJI3d7Xkq1uBFWGy2k22ypbVOlW+Ar4EkrFs4grqpt+MA3aKSAlW0dobbIdNS/IEkIpljy8DPsJyktTyd+CPdqefh1U1CauY7X+AHGAiViHbE2qv/pgQ1foRNz/g4SI3A3ep6vnnTAnDD8LAgQM1MbEhf5zBYDAYDAaDwWA42+Slp/LO7x+idVQ01//lWTy9Gq4/8kNRWPg9iZuvJS7uQTrFHU8oUFX+97//kZeXx/3334+fnx8AX3/9NatWreKuu+4iMjISgN0l5Vy4KYnH4trzq9i2DZ6zYMECkpOSmPTZ5/h1707ojTeS/vtnCRj9ewJHRJEa4st9n27jsJeL6f06ELEyj97D29H5SBGoEnF3Xzxa+1KRlEfJ2nQq9xaAh+Dfpw2BwyNxBHpRtPQwZd9nIT6eBI3uQNCISDJTS/j4uc30GhnF8Gvi+WbObsbd2Xuzqg48+2/3x4mI3IPlvKnfeOYnzYlNvH8gRMQfKwrlVRGJxfJeealqTQNzfw90UtU7flAlDQaDwWAwGAwGg+EnTlVFOQtffBoPL28mPvTYOXeoqCp79z2Dt3cbYqInc7izAAAgAElEQVRvqzO2Y8cOUlJSmDhx4jGHSmFhIevWraN3797HHCoAr6Vk4edwMC0qrNGz0tLSiPD0xJWTQ+hNU8h86u/4Db4dR5A32jeCT17cyGE/F0G+nozGl91AVEoxWu0i/JYelO/OpWRdBs68ChzB3gRf0pGAIe1wBHih6kLEQevruhI0qgOFXx6i6MtDlK5NJ/jijvQd3YGt36bSZVBbxt7Ry6p4co4QkdHAXFXtcLK5LXhme6z0nnVAF6x0npd/qPN/KE7qVBGRx4BRqnqZm2wvsK8B2Z9U9f1m7DkWq9jtMqxCtE1+sKr69Mn2bC4icgi4Q1WXtdSeP0ZExAMr1y5NVSeISBzwPhAGbAamqWqViPhgpWENAHKB61X1kL3HY1h1dJzAL1X1K1s+DitEzAN4U1Wf+UEfzmAwGAwGg8FgMDQLVeWr1/9NXloq1/7xbwSHtznXKpGTs4zCwkS6dv0bnp7Ha6NWV1ezdOlS2rVrd6wQLcA333yDqjJmzJhjsvSKKj7JzGd6VDitvRo2aysqKsjOziYqLR2frl2p2LULPONw+Lcn+PI4Fr+bxEIfK7Pkyct7kPTOAWIi/fAurGR55odk/+4IqgoCatdU1W0KbxzP9ghtH8nNz7+CV7sAwqf3pPJgIYWLD5L/yV46h/tR3NqHb+fs5vo/DT7j92bbsm2xaqU4gV1Yttwbdm2UHxvewH+BOKy6Le8Dr55Tjc4CzYlUWQn8TkQ8VNVpe5u8gP71ZPEcz99qEts4P/bfc677ov9M+RWwm+PFiJ4F/qmq74vI61jOktfs3/mqGi8iN9jzrheRHsANQE+s1lbLRKQ2efEV4BKs/LhNIrJQVVs0SdBgMBgMBoPBYDCcOZsXLSB53SpGTplOTK++51odXK4a9u1/Hn//TkS2v67O2Nq1aykqKuLqq6/G4bDKfx49epStW7cyfPhwWrVqdWzuG6nZKHBXh8adROnp6QCE7E0m5OZbyHl9JgEX/hmf+FbsSilhTWo+OYEu4iMC6ZDnJLXSSUxhOUfK9xHk3Zrw6I74RAXjEeyNiAMRoPY3QkVJMd9/+Rl71qyg12irEK1PXAht7ulLxa5cCr86RG+Xi7yyGra9l9RSr3Ciqi4TkRDgAqwvu4cAt7bUAS2F3UG4F4CIeDaUlfJzoDmFajdhOVH62fcjgW+BpHqy/aqaLiL/EpEUESkSkc12KycARGSwiCTaY5ki8o96Z90kIkdEJEdE/uC27i8iMte+jhURFZFbGpnrJyJvi0i+3ZP7ERFJtcfmYLVV/kxESkTkEVt+hYjstAvkLBeR7m77HbL7e2+z+3t/ICK+zXm55wq709F44E37XoCLsAoDgdXO+kr7epJ9jz0+xp4/CXhfVStV9SCwDxhs/+xT1QN2waD37bkGg8FgMBgMBoPhR0TKru2sfGcmXQYPZ9AV15xrdQDIyPiQsrL9xHd+BIfj+Hf8RUVFrF69mu7duxMbG3tMvmTJEvz8/Bg58phZSWF1DXPSc7miTStiGilQC8eL1EaIg6qUFLwTJoKHNzUDItj05WGWhVg2/qs39GPbt6mE+0KQKCV+RYx/8feMfeI3jL77TkbeeAvn3zCNEddPY8R1NzF88k0MnzyFC6ffRZuYWBI/+wT3WqUigl/PcNr+agCh13QhyNeTiF25LfUKAVDVQlVdCFwP3CIivUTER0ResO3kTBF5XUT8GlovIr8Tkf0iUiwiu0TkKrexwyIywL6+yba/e9r3t4vIAvt6sIiss+3oDBF5WUS83fZREbnPzmrZa8u6ichSEckTkSQRqetZ+wlyUqeKbThvAEbZolFYlYVX15PVRqlswnK2tMZK7fnQzQnxL+BfqhoMdObETj7nA12BMcDj7s6NBmhs7p+BWKzcrUuwqgfXPss04AiWdy9QVZ+zoy/eAx4E2gBfYDldjv0xYPX2HocVttQHmN6EXj8GXsLqSV4bAhYGFLh5BlOBKPs6CrsKtD1eaM8/Jq+3pjG5wWAwGAwGg8Fg+JFQnJfD5y89S6t2kYy958EfRXaA01nGgYP/IiRkAOHhdVsMf/3117hcLi655JJjsn379nHgwAFGjRp1rL4KwOz0XEqdLu6NiWjyvCNJSQQVFREx+VpK1uzGq8NQAs7vwNfzD7Ap2EWJ08UlPdpSs6+EssIqunh4sL9sK6MevxuPQO8m9wbLeTJw4tXkph7h0NbvThz3EAIGtaPdwwPZd5bev6puxLLJRgLPAAlY9ng8lp32eCNL99trQrC65s61M1DA6i402r6+ADjAcdv/AnscrBSkh4BwYBiWbX5vvXOuxIqk6SEiAcBSLD9BBFZmxKt2lsRPlua2VF7B8Zc4EsupsqqebAWAqs5V1VxVrVHVFwEfLOcHQDUQLyLhqlqiquvrnfNXVS1X1a3AVqCp+LTG5l4HPK2q+aqaCvz7JM92PbBIVZeqajXwAuAHDHeb829VTVfVPOAzjkfo/OgQkQlAlqpu/hHocpcdmZSYnZ19rtUxGAwGg8FgMBj+X+Csqeazfz5DdUUFk37ze3z8/c+1SgAcOvxfqqqy6RL/uzpOntTUVLZu3cqwYcNo3bo1AC6XiyVLlhAaGsqgQYOOza10uZiRms0FoUH0Dmr8uVSVtNRUwgoK8Qxvg1fkSMQHtuVWcDS7lNWOKjwdwvPjupP48V4CHS78KSFmymB8gwKb/Uxdh48ksHUYiZ990ugcv1Y+jHxieKPjLUA6VlDDXcBDqpqnqsXA01iOixNQ1Q9tG9elqh9gRZLUFn5ZgeU8AcvW/7vb/TGniqpuVtX1tu1/CKt+Sv3OPn+39SkHJgCHVHWmveZ74GNg8pm+gHNJc50qK4HzRaQ10EZV9wJrgeG2rJc9BztVZredKlOA5fkKt/e5HctztkdENtkOAHeOul2XAU39NTc2N5K6kRTu1w0RidW3GwC7wE8KdaMvTkWvc80I4Aq7iNH7WGk//wJaiUhtfF0HIM2+TgOiwcpzw/q8ct3l9dY0Jj8BVX1DVQeq6sA2bc59QSyDwWAwGAwGg+H/A8tnv0lG8h7G3vMgYR1izrU6lJensm3bLzh06GUiIsYTEnLesTFV5csvvyQgIKBOis/WrVvJyspizJgxeHoeTxP6+Gg+WVU13HeSKJWc/fspFyG6YwxFS1bj2a43NV3C2LEmgzUxntS4lOn9ozj48laKK10k+HqRGZpKl+EjTunZPDy96D9uIkd2bCXr0IHG53k11/Q+LaKw6qX6A5vtdJwC4EusbIwTEJGbRWSL29xeHLfbVwAj7cgVD6wMkxFide0NAbbYeySIyOciclREirCcOOH1jnK3xzsCQ2rPtM+9CWh3hs9/TmnuJ7sO6+XdCawBUNUiLI/YnUC6qh6066c8ghUtEqqqrbDSScRes1dVb8QK9XkW+MgOAWpJMqjbTSi63rjWu0/H+nCBY/VHomnEUfBjR1UfU9UOqhqL5ZX8RlVvwqqDc6097RbgU/t6oX2PPf6NWgmBC4Eb7Ly8OKwWWBux0ru6iEicnSJ1gz3XYDAYDAaDwWAwnGN2rfyGLV8tYsCEq+g67PxzqovLVcnBQ6+wfsNYcvNW07nzI/Ts8UKdOTt27CA1NZUxY8bg42PVR6mqquKbb74hKiqKnj17Ht9PlVdTsugd6MfI0Ka/507+2IociRs6FGdhKIqyamsuJW29+b6wFH9PBzdtKyG5sApfUXw0g353X9Xkno3R5+JxePn6kfj5/NNafyaIyCAsp8oCoBzoqaqt7J8QVT3hRYlIR2AGcD8QZtvtOzhut+/DCiZ4AFhp2/5HsSJhVrt1GnoN2AN0sUt8/L52Dzfc7e8UYIWbfq3sshz3tMCrOGc0y6lih+okAr/GSvupZbUtq62nEoTV3ikb8BSRxznefQYRmSoibewPocAWt3Trp3nAYyISKiJRWH8o7mRi1Vtxnz9eRMaIiBdW7+xKrEicnxOPAr8WkX1YNVPesuVvAWG2/NfA7wBUdSfWu9mF5eG8T1Wddt2V+4GvsLoLzbPnGgwGg8FgMBgMhnNI1qEDLJ3xCtE9ejNqyvRzqktu7grWb7iMAwf+QXjYhQwbuoTYjnfjcByvVVJVVXWshXK/fscrLCQmJlJcXMyll15aJ01oSU4R+8oquS8moskaMa6yMo7s2oWHKr47k/CKGU5xoBeFZdV86l0JwN01XlQEepFT6aKTjweew4IIadN09Etj+AYE0mfMpSStXUlxbs5p7XGqiEiwnfnxPjDXLosxA/iniETYc6JEZGwDywOwnB3Z9rxbsbv0uLECy+6rrZ+yvN49WPZ/EVAiIt2AkzlHPgcSRGSaiHjZP4NOUkv1R8+pxCCtwIowWe0mW2XLap0qX2EZ4MlYKTUV1A33GQfsFJESrJSUG2yHTUvyBFahnoPAMqyONpVu438H/miHGz2sqklYxWz/A+QAE7EK2Va1sF4/OKq6XFUn2NcHVHWwqsar6mRVrbTlFfZ9vD1+wG39U6raWVW7qupiN/kXqppgjz31wz+ZwWAwGAwGg8FgcKeipISF/3ga34AAxv/qERweHudEj/LyNLZtv4ctW29DxEG/vrPo3ftlfH0jT5i7bt06ioqKGDdu3LEWyk6nk/Xr1xMbG0vHjh3rzH/lSBbRvt5MaNPqhL3cKViwgJygQNq1bk3F+lTEy49t2ZUc7uxLenEFYQjXd2vHAW8HnoCvTwq9rh13Rs993mWTUFW+W3zWg/g/E5FiLDv7D8A/ON5O+VGsrq3r7XScZRyvb3oMVd0FvIiVkZIJ9MbOSHFjBZbTZGUj9wAPA1OAYiyHzgdNKW7XebkUK9shHSv65VmsOqw/WcS99dPPERG5B8t5U79gjuEHZODAgZqYmHiu1TAYDAaDwWAwGH52qMvF/Oee4PC2LVz/l78TmfDDf/HvclVy5MhbHDz0CgBxsfcTE3MbDkfD9nJRURH/+c9/6NKlC9ddd7yr7vbt2/n444+58cYb6dr1uD9gY0EJV3y/jye7RHFHh8brNarTSfL48XwweDD9Y2Lo830wNaFt+SS3mjdCKqkG/p7QnssndmPun9YR5w3n/SKadj0SzvgdfP6v5zj4fSJ3vTqrweLAIrJZVQee8UGGHxWeJ5/y08IuptMJy+vWBSud5+VzqpTBYDAYDAaDwWAwnCU2fvoRB79PZMxt97SYQ6WmppTy8kOAAxEHIPZvByKCiMexsZKSJJL3Pkl5+SHatBlLQpc/NhiZ4s6yZctOaKGsqqxdu5awsDC6dOlSZ/6rKVmEenpwY/vWTe5b8u235BQW4XI4CNmTjkdQV3ZWKNtaKzVOiAv04frp/fnqxbUIQliHAtr1GHNa76g+AydcRdLalWz/5isGTji9+iyGnx4/O6cK4I3VyikOq27L+8CrZ+swEZkFpKrqHxsZLwH6uKfVGAwGg8FgMBgMBkNLUJSdxfqP3ydhyAj6Xnp5i+xZVZXDpsRrqKhIbfYaP79Y+vWdSVjYqJPOTU1NZdu2bZx//vmEhoYekx8+fJiMjAwmTJhwLB0IYG9pBV/mFPHr2LYEnCStKXfmLAo6WyU0WxeE4gyvYVu5k1WeVnWHP1zdm7L8Ug7vr6CtZw397m2o5Mjp0a5zFzr06MV3ixfSf9xEPDx/POa2iIzGqr3S4WRzW+i8Q8AdqrrshzjvXHLST9l+Gf5AnKqW2rI7gKmqOvpsKdbQhyAi021Zo2WsVfUwJxbZOWc0VG3ZYDAYDAaDwWAwGFqCle/OAhEuuPmOJou3Nhens5Jt2++hqiqHHt2fw9MzCFUXigvUVffa/u3w8COizaWNpvq4U9tCOTAwsE4LZbBqrPj5+dGnT5868tdSsvB1CLdFNZ72A1C+bRvlmzdTdPtt+JdXEBzWm8PqYGNwFQ6F+PAAxnSPYPFfl+DEi/jhgfgEtmwz2oETrmbBc0+QvGEN3UecnQoUIjIFq8lIN6x6JluAp1R1dZMLDWeF5rrOPIBfYfWdNrQQIuKhqs5zrYfBYDAYDAaDwWD46ZGWtJuktSsZes0NBIc37XBoDqrKnqTfU1j4Hb16vUzbiMtaQMu6bN++ndTUVCZNmnSshTJATk4OSUlJjBo1Cm/v4x2CjlZW89HRfKZEhhHu3bT5mjdrFo6gILK9vQnLrkREWFdeyXf+NQDcdWE8OcmHScv0JNS7hr5TLjqjZ9k293l2r1lBaPsownsMJaxrf9rGdSY0sgOJn31Ct+GjWsTR5Y6I1HZs/QVWo5gqrIYwk6jbVKYlzzR2axM0t/vP88DDItJgmWUR6SYiS0UkT0SSROQ6Wx5nd9lx2PczRCTLbd0cEXnwdJUXkd+JyH4RKRaRXSJyldvYdBFZIyL/tHU4ICLDbXmKiGSJyC1u82eJyOv2cxSLyAq7fzdi8U97TZGIbBcR92iYUBFZZK/bICKd3fZVEYl3O+M1EflCREqBC0XER0ReEJEjIpJp6+B3uu/EYDAYDAaDwWAw/PxRl4vls2cQGNqaQVdc0yJ7Hj78X44eXUCnuIfOikOlqqqKZcuW0b59e/r27VtnbP369Xh4eDB48OA68jdTs6lR5RfRTTuNqtPSKPpqCb6TryUvP5+2jvZkq4tl/k68gdZ+Xkzo047EGd9TpcJ5k+LO6Fk2fvoRSz9bQWlJOXv3HOLbDz/moyf/yH/vuYXS3CyyDu5j4T+eZtuyL0lL2k1lWekZnQcgIiFY3W7vU9VPVLVUVatV9TNV/a1tW74kIun2z0si0mD4kIh0F5Hltq28U0SucBtryG4dLyLf2/Zwioj8pd5+00TksIjkisgf6o01W6+fIs11qiRi9aV+uP6AiAQAS4F3sdor3wC8KiI9VPUgVt/q/vb0UVg9rGurJ11A3T7Xp8p+YCQQAvwVmGsXqq1lCLANCLP1ex8YBMRjtVF+WUTc03NuAv4GhGOFUL1jyy+1dU+wz7oOyHVbd4N9fihWC6um2gxPsceDsDyJz9j79rP1igIeb+bzGwwGg8FgMBgMhv+H7FmzgqP7kjn/xlvw9j3z72Szsr9i/4Hnadt2IrGx97WAhnVRVVasWHFCC2WA0tJStmzZQp8+fQgMPG6eFdc4mZ2ew4SIVsT6NW2D582eAyKUX2Cl3EQ4wllZ5SQZJ1XAzSNiOfTlSrLKQgjyVbpeFH/az7Fm3lxWvTuLbsFZ3HL7OO79z2v84o7RXDugmgvb7ifB9whtfMo4mLiWpTNe5v3Hf8vLt15/WufVYxjgC8xvZPwPwFAs27IvMBg4ofaniHgBnwFLsGz4B4B3RMS9/XJ9u7UUuBloBYwH7hGRK+39egCvAdOASCz72712S7P0+qnSXKcKWIb+AyJS30U4ATikqjNVtUZVvwc+Bibb4yuAC0SknX3/kX0fBwQDW5s4c4HtOSsQkQLqFZxV1Q9VNV1VXar6AbAX6wOq5aCtlxOrZ3Y08ISqVqrqEqxQKff/pkWqulJVK7E++GEiEg1UY/0xdcNqQ71bVTPc1s1X1Y2qWoPliOnXxDN9qqprVNUFVAJ3AQ+pap7dt/tpLCeNwWAwGAwGg8FgMJxAdWUFK997m7ad4ukx8sIz3q+4eCc7d/6G4OB+dO/2TIumrKgqe/bs4b///S9r1qyhd+/edOzYsc6cxMREampqGDZsWB353PRcimpc3Bsd0eQZzuJiCj76iOBx40grKAAFv2o/PvKpJhDwcsC1PUPJWFZIiQsGXZNwWs+oqqyY8xbrP36f3j07cFlkEh69r0bCOhFwycN0fOQrznvyG8be+Quu6F3GA11Wc0fnjVzZNZPzz2t7yuc1QBiQY9udDXETlr2bparZWF/8T2tg3lAgEHhGVatU9Rvgc+BGtznH7FZVrVDV5aq63b7fBryHFSQBcC3wuZst/SfAdRp6/SRpdjliVd0hIp9j5W/tdhvqCAyxnR7u+86xr1cAVwCpwEqsiJdpQAWwynYuNMaVDRWqdbu/GatAT6wtCsSKMqkl0+263H6O+jL3SJUUt+ctEZE8IFJVvxGRl4FXgI4i8gnwsKoW2dOPuu1RVm/P+qS4XbfBKgK82e2fWrBq2BgMBoPBYDAYDAbDCSR+Np+S3BzGP/Aw4jiV78lPpLIym63b7sLLqxV9er+Oh4dvi+ioqiQnJ7N8+XIyMjIIDQ3lyiuvpHfv3nXmVVdXs3HjRuLj44mIOO48qXK5eCM1mxGtAukX7N/kWQXzPsRVWkrrW6dz+LMvCdUANjg9SPWoxkvgyj5tSX79PbJqeuPnJyQMjzr153G5+Pp/r7F16WL6XzaRC6vmIdoXwjrXnRjcHgbdgXfXybx5/1RG9A+nV9tyOu//7JTPbIBcIFxEPBtxrEQCh93uD9uyhual1LPFD2NlTdTibrciIkOwsix6YXXc9QE+dN+vdq6qloqIe2ZHc/X6SXKq/4F/Bu7kxJe9QlVbuf0Equo99vgKrBSd0fb1amAEZ5j6Y9c7mQHcD4SpaitgB5ZT4nSJdts/EGgNpAOo6r9VdQDQAytd57eneYa6XedgOXZ6ur27ENMxyGAwGAwGg8FgMDREcV4OGxd+RMKQEXTofmZNT53OCrZt/wXV1YX07fMGPj4tU+w2KSmJN954g/fee4+KigomTZrE/fffT79+/fCo1xJ5+/btlJaWnhClMj+zgIzKau6LaTpKRauryZs7F//Bg/Ht0YPMslLCnUG85VVJBILT5aT37gX4FcSS61T6Xx6Hh8epmcEup5MvX3uJrUsXM/jKyVx4xVgkPRF6XtXoGv/gEDqPuoxlifmUXv4aPLL/lM5shHVY2Q5XNjKejhX0UEuMLWtoXnRt7VO3uWlu91p3Ce8CC4FoVQ0BXue47Z1BXVvaHyuq5lT1+klySn9NqroPK43ml27iz4EEuzCNl/0zqLZuiqruxXIcTMVyvhRhRZBcw5nVUwnA+qCzAUTkVs68lfLlInK+iHhj1VZZr6op9vMMsXPPSrGibJqKsGkWtmdwBvBPEYkAEJEoEWm5ZukGg8FgMBgMBoPhZ8Pq92ajTiejpt56RvuoKrv3/I6ioi306vkPgoJ6nPF+ycnJzJgxg/fee4/y8vJjzpT+/fuf4EypXbNu3Tratm1Lp06djsldqryakkX3AF8ubB3U5LlFXy2hJiOD1rdOJ21VIpUOF8XOIDJEqfFUbixdic+RcrI1CC8vBz1HnlqUirOmmkX/fp5dK79hxPXTGHnjLcjuhdZgj8Z8GxYDxk/C6XSy5avPwafp52gOqlqIVZbjFRG5UkT8bfv7MhF5Disl548i0kZEwu25cxvYagNWhsUj9vrRwESsGqSNEQTkqWqFiAzGqrlSy0fABDdb+gnq+hqaq9dPktOJFXsCy6EBgF0H5FKsOiDpWKkwz2KFA9WyAshV1RS3ewG+O43za8/dBbyI5a3LBHoDa053P5t3saJx8oABWI4gsGq/zADysUKVcrE6IrUEj2IVt10vIkXAMqBr00sMBoPBYDAYDAbD/zeO7t/LrpXfcN74KwmJaHfyBU1w6NDLZGZ+RudOv6VNm0tPex+Xy0VycjJvvvkm7777LmVlZVxxxRU88MADjTpTatm/fz/Z2dkMGzasTo2Tr3OLSCqt4L6YiCZrn6gqef/7H95xcQRecAH7lm0G4HN86IwwIONrWmfv4bzY8aRXK10Gt8Xbt9kVMKipqmLhi0+TvH41o2++g6FX28Vmd86H9v2gddMdhELbRxE/cAhblnxBdWVFs89tClV9EasExh+xAgxSsLI3FgBPYjWZ2QZsx7K3n2xgjyosJ8plWNkTrwI3q+qeJo6+F3hCRIqxnCLz3PbbCdyHZU9nYNnNqW5rm6XXTxVRrR/V8/8TEZkFpKrqz6YK8Y+JgQMHamJi4rlWw2AwGAwGg8Fg+Emiqrz/50cpOJrObS+9gY9/03VGmiIz6wt27HiAdu2uokf350+5aGteXh4HDhxg//79HDx4kIqKCkJCQhg1ahR9+/bF07N5jovZs2eTlZXFgw8+WGfNpO/2klpRxfqhPfByNK5b8ddfk3rf/bR/6kmCx43nw6dmkuSVw8yKflxRtJaYvO1cdPEdlO0KZUu5k2seGUC7TiHN0q26ooIFLzzJkR1bufj2e+l7id1iOv8Q/KsvXPxXivuOJT9/HdHRtzb6DtP27OL9Pz/CmNvuof+4CZtVdWCzFDD8ZGi+m85gMBgMBoPBYDAYDOeE5PVrSE/axSV33X9GDpWiom3s2vVbQkIG0L3bU81yqJSVlXHw4MFjjpSCAqtHSXBwMN26daNz585079692c4UgKNHj3LgwAHGjBlTZ92GghI2FJbyZJeoJh0q6nKR/a9/492xIyGTJpE7ZznZnmUUu/y5On8DkYXb8T3vEiIrOvKNq5DQdv60jQtulm6VZaV88sxfyUjew2X3PkSPURcdH9y5AABX9yvYtPZu1OsANeWt6NT16gb3iuzanfbxXdm8aEGzzjb89PjJOlVEZCdwn6ouP9e6GAwGg8FgMBgMBsPZoqaqipXvzKRNTCy9LrzktPepqspj27Zf4O0dRp/er+Jw+DQ6NzMzk+3bt7N//34yMjIA8Pb2Ji4ujmHDhtG5c2fCwsJOu/3y+vXr8fLyYsCAAXXkLx/JorWXB1PahzWy0qLoi8VUJicT+cIL4OFB0c4ScgNKqChzEVu4hV2hfXn+8hvJnL2HvEoXw4dHNktXZ001Hz/1OJkH9zHhwUdIGHp+3Qk750PkeWzeshn1OoCz2pd9+58kJGgEYZEntk0WEQZOvIrP/vnMyV/Kz4QfKgtEREqAPqp64GyeczJO6lQRkceAUap6mZtsL7CvAdmfVLWp4jYthqr2bOH9prfkfgaDwWAwGAwGg8HQEmz+4lOKsjOZ/KencDgar1FyMlLT3qGyKpPBgxbi7R3e6Lzk5GTmzZuHy+WiQ4cOjB49mk6dOhEVFdVkjcZasiEAACAASURBVJTmUlxczLZt2xgwYAD+blE3u0vKWZpbxCNx7fBvokOP1tSQ85//4JOQQPDll1GWeIB8L09UlKj8/ewO6k7c5TdQsyqdFBHEAV2HNq8GzYb5H5KxL4mJD/3uRIdK3kHI2EJu70fJzJ2Bt08QQW8HUHpvJquW/IkLx/+LkDZ+J+wZP3gY8YOGwbxFzXtBjSAih4C2gBOrgcpi4H5VLTmjjX+i/Fi65jYnUmUl8DsR8VBVp4i0B7yA/vVk8fZcg8FgMBgMBoPBYDC0AKUF+WxcMI/OA4cQ06vvae/jclWRlvYOYWGjCQpq/Pvp7du3M3/+fCIiIpg6dSqBgS1vt27cuBGXy8XQoUPryF8+kkWAh4Nboxp3+AAULlhA1eHDdHjlZcThoOCLXaRJPgA1AVF8638+y6PbULEmmZQqJbZ3OP7B3ifVKyflMBvmzyMsoQd7svLYOX8+NTU1OJ1OnE4n3XIWMwBYul1pM2o/gR/6UhGSgPfaMgJHfMOiGfOYcNd1BIfXdaw4HB5MevgP8NsWCdyYqKrLRCQK+AqrYO3vWmJjw+nRnO4/m7CcKP3s+5HAt0BSPdl+4A8i8qL7YhFZKCIP2dfdRWS5iBSIyE4RucJt3iwReVVEFotIiYisEZF2IvKSiOSLyB4R6e82/5CIXGxf/0VE5onIbBEptvce6Db3PBH53h77UEQ+EJGfTbVhg8FgMBgMBoPB8PNkzQdzqKmq5oKpt53RPllZX1JVlU10h1sanbNp0yY+/vhjoqOjmT59+llxqFRVVbFp0ya6detGWNjxFJ/D5ZUsyMpnWmQYoV6Nf/fvqqoi+9VX8e3Th8CLLqI6rxxnWTBHnEegxsVHrUdzaa9IfDZmke3lQUWFk+7D259UL5fLyeJXX0IdDg6rF8nJyRw+fJijR4+Sl5dHaWkpHYu/52hNF/wT1iBFQrH/GJbHxlLqvBRHkQetuv6PBS9uoDivZTr9NIWqpmFFqvQSkRAReUtEMkQkTUSeFBEPABGZLiKrReQF264+KCLuGSfLReRvtv1dLCJL7LbHiIiviMwVkVzbht8kIm1FZLKIbHbXR0R+LSKf1tdTRHaLyAS3e08RyRaR8+z7D0XkqIgUishKEenpNneWiLwiIots3TaISGe3cRWRePt6vG3zF4lIioj8pYVe9Uk5qVPFbre0ARhli0YBq4DV9WQrgbeBG0XEAWB/GBcD74qIF/AZsASIAB4A3hER9/bB12F52sKBSqx2yd/Z9x8B/2hC1Suw+mq3AhYCL9s6eAPzgVlAa6we2Ved7LkNBoPBYDAYDAaD4VySdegA279dSv9x4wltH3VGe6Wkvo2/fydatz7/hDFVZdWqVSxatIiEhASmTp2Kr6/vGZ3XGFu2bKGiooJhw4bVkb+eko0D4e7oNk2uL/hgHjXpGUQ8+CtEhANvfglAtlcV3kGRFFS4uLtzBFUHC0nz9cI/2JuOvZquzwKw4oN3yTqwl8p2MVxzw408/PDDPPjggzzwwAPce++93DbpQsJrUtnn05OAdkmEHerCmBf+xWWXXcYG8UOKxuETmop32OcseG4jJfmVp/+SmoGIRAOXA99j2bo1WNkj/YFLgTvcpg/BCooIB54D3pK6BWamALdi2enewMO2/BYgBIgGwoBfAOVY9naciHR322MaMLsBVd8DbnS7HwvkqOp39v1ioIt99nfAO/XW3wD8FQgF9gFPNXAGWOlQN2P5A8YD94jIlY3MbVGaE6kCsILjDpSRWE6VVfVkK1R1I1AIjLHlNwDLVTUTGAoEAs+oapWqfgN8Tt0XPF9VN6tqBZYjpEJVZ6uqE/gA6w+kMVar6hf23DlAbWzcUKw0p3+rarWqfgJsbOZzGwwGg8FgMBgMBsMPjqqyfPab+AYGMfTqG0++oAkKC7dQVLSFDh1uxv7+u845S5cu5euvv6Z3795cf/31eHl5ndF5jeFyuVi/fj1RUVHExMQck2dXVfNeRi6T24XS3qfxNB1XWRk5//0v/oMH4z9sGIUbU/HOCWZP5SHE08EeZwC9o0KI2llAlZ8nqekldB3aDkcT9VkA1i3/ls2ffgitwpj+m0fp1atXnXFV5eC7bwLgjNyNo1zoOnUGIsLgwYMZPHgwKw62wquqG216fUpleSrzn1lHaeFZcawsEJECrCCHFcCbWM6VB1W1VFWzgH9i2eK1HFbVGbat/DbQHqs2Sy0zVTVZVcuBeRzPSKnGcqbEq6rTttWLVLUSyz6fCmBHl8Ri2ff1eRe4QkRqi+dMwXK0AKCq/1PVYnvPvwB9RcS97/V8Vd2oqjVYDpd+NICqLlfV7arqUtVt9hkXNPwKW5bmOlVWAueLSGugjaruBdYCw21ZL47XU3kb++Xav+fY15FAiqq63PY9DLi7XDPdrssbuG8q/uyo23UZ4Csinva5aaqqbuMpTexjMBgMBoPBYDAYDOeU/YkbSNm5jeGTp+B7hmk4qamz8fAIpH27ugH7LpeLhQsXsnbtWgYNGsRVV13VIoVoGyMpKYm8vDyGDRtWpxPPm6k5VLqUe2Mimlyf9847OHNyCL//AQo+2UfxJwcprMpinmcpAHuKvXigezsq9xWQ1TYAddFk6o/T6eSLL75g5ewZOBwObvrDE7Rvf+L8zYsP0yrnK476RFMTl0v74KvxDe9wbHzs2LF07hzPuq09EW9PuvR6idK8cuY/tYayoqpTfU0n40pVbaWqHVX1XizniBeQYafoFAD/xYr8qOWYrayqZfZlYEPjWLZ07dgcrLot74tIuog8Z2eggGX3T7EjXqYB82zHSB1UdR+wG5hoO1auwHK0ICIeIvKMiOwXkSLgkL3MvahOY7rVQUSGiMi3dmpRIVZUTdPFeVqI5jpV1mGF/dwJrAFQ1SIg3Zalq+pBe+5cYJKI9AW6A7UNudOBaKnrGo0B0s7oCU5OBhBVL7wp+iyfaTAYDAaDwWAwGAynhbOmmhVz36J1VDR9L77s5AuaoLIyi8ysL4iMnIyn53F7tKamhg8//JDvv/+eUaNGcfnll+NwNNc8PB09KlmxYgUhISF07348a6S4xsnMtGzGtwkh3r/xlCNnURG5b76F/9ARFK8RSjcdZXPxVj7JXkwvPx8UwREQSr+UCsTPg/0ZpbTrFEJou4AG9ystLWXOnDl8t+QLPEuLuGDqbbSL6XjCvH2bs9izaBVtvA6SGlKCw+lF56GP1Znj4eHB5MmTCQzsyJEj/ajpnEvf1jMpzq9i/hMrKC9pcceKOylYpTPCbWdLK1UNboluuXamx19VtQcwHJiAlWKDqq4HqrCyVqZwPJiiIWpTgCYBu2xHC/a6SVglQ0Kwol0ATqdP97tYaUnRqhoCvH6a+5wyzfqvscOAEoFfY6X91LLalq10m5uKVdx2DvCxvRasuixlwCMi4iUio4GJWHVQzibrsFpO3W8XxZkEDD7LZxoMBoPBYDAYDAbDabHlqy8oOJrB6Gm34zjDyJG0tHdRraFD1NRjssrKSt599112797N2LFjueiii6j7HXTLUlFRwZw5c8jMzGTcuHF1omFmp+dSVOPi/pi2TewAuTNn4SosRALHUFVYyd81m305X9IpqAdeYTXkufy4r1c0VUn5VHQPoyCznO4jGo5SOXr0KDNmzCDl4AGC8jOJTOjOeeMmnDAv63ARX8/aRb+IjZT5OihM8KBDx2l4eYWeMNfX15cpU6aQld2HioowaiakMsjzW4oKnXzyp2VnzbGiqhlYdUtfFJFgEXGISGcROePUFxG5UER620Vvi7DSgdwzT2Zj1TKtVtXVTWz1Pladl3uwo1RsgrAcQrmAP/D0GagbBOSpaoWIDMZy2PwgnIorcgVWCJH7y1ply+q3Un4b6I2bt8oueDsRuAzIAV4FblbVPaeudvOxz70auB0owEpJ+hzrwzMYDAaDwWAwGAyGHw3lxUWs+/hdYvueR1z/gSdf0AQuVyWpae8SHnYh/v6xAJSVlTF79mwOHjzIpEmTTigY29KUlZXx9ttvk56ezuTJk+tEqVQ4Xfw3JYtRoYH0C/ZvdI+qjCzy3pqJZ+R5lHbuwnXVRVTkfQcIg3sMJ6somzwCGZPvQnw9OFzmxNPbQfyAE9OJduzYwZtvvonT6aSrrwOtqebSu3+J1IvSKcmvYNGr2/AL8iK+fAEHIoIQD29iOt7ZqJ6hoaHccP1N7E0eQlV1JoG/DGBI0DYKSz345LEvT/3lNZ+bsQrM7gLysZq8nLzl0clpZ+9VhJXCs4K6ESlzsEqBzG1qE9vxsw4r2uUDt6HZWCVB0mzd15+BrvcCT4hIMfA4Vm2YH4TGe1XVQ1UfAx6rJ5tHw8oewQpDWl5v/k4aKRajqtPr3b+JVXSn9n6fu76qGut2/Zd6aw/hFuqjqom4FbQRkQ1YnYgMBoPBYDAYDAaD4UfDuo/eo6qs/IxbKANkZn5BdXUuHaKtNsplZWXMmjWL3NxcrrvuujoOjrNBaWkps2fPJicnhxtuuIGEhIQ64x9m5pFVVcMr3RuPUqlKLyH1V8+gVZWkXHojd2Rm0suziv6l+wnyi8VzQiwy+xt6to3ClZSP36go9n2VQvyACLx9j5u7LpeLr7/+mjVr1hAdHc2QhM589fILDL/uJsI61K0OUV3pZNGr26iudDK69TLwLCGrYxiRkZPx8TnuqNmbWcCG1P3c0L8vng7rrJiYGC666E62bd+L6hwG/fkTHP9cy9r0uDN+n+42cD15IVYUyD0NjM3C6g7kLnO3lUc3Nl9V38OtqGwDZGN13anjVKlv29uyMQ3ISrDSf9yZ7TY+vd785UAHt3v35/gIywH0g9Nsp0pzEZESrGiWN+sVhz1niMgbQABWS6ibgD7AWXUVGgwGg8FgMBgMBsOpkJuWwpYli+hz8VjCY2LPaC9VJSV1Fv7+8bQOHYGqsmDBAnJzc7npppvo1KlTyyjdCMXFxbz99tsUFBQwZcoUOnfuXGfcqcorR7LoF+TP+aEn1h5VVUrXZ5D34XdU7lpGas8R3FkgXBEfynXf72aDs5hBE6bx2YZdAFzuGY54C5kB3lRXOuk+PLLOfmvXrmXNmjUMGDCAiy4YxdxHf0l4dEcGT7r2hHO/nrWL3NQSLhrlIPCjmRyZ5AfioGPMXcfmLUvaz0PLHwDfFF7Y6UVCaDxdQruQEJpAQngCgRG3UF39JJu/+zUX/vlLgt/+HGa01Ns9u4iIAl3cap80xj3AJruRzZmctxyYawdW/OQ4qVNFRB4DRqnqZW6yvcC+BmSvYUWIBAMvtby6p00i8Des9J8DwLV2CJLBYDAYDAaDwWAw/ChYOfd/ePn4MnzyTWe8V1HR9xQX76BrwhOICOvXryc5OZlx48addYdKYWEhb7/9NsXFxUydOpXY2NgT5nyeXcCh8ire6hV5Qj0XV2UN+fOSKd+ZS3XaEpzq4k+RI3noongmLUtmU3kSHh4+RF0wgh2vvkuMeBJ2yEngqGg2JmYREuFH+/jjXXmdTicbNmygU6dOTJw4kWVvvkJpfj5X/Ob3eHjWbR+dmpTP/u+zGXxJWxwv3oXfRS52RPrTrt0k/PysIIm5mxN55rvfID7FtKm+ioziXDxalbM2fS0L9y88tleg+BHlncYXi6YwauSZf6Yicgir9kicqpbasjuAqfUjTk5hz+WchkPD1kWAxSJSDVTYQ7U1Xp462za3iPwFq93z1JPNPZs0p6bKSqzWyR4AItIeq2VT/3qyeOB9VQ1Q1eF2d6AfBar6hqq2VdVAVe2jqovOtU4Gg8FgMBgMBoPBUMuhbd9z4LtNDLnqOvxDWp3xfikpb+PpGUT79leRkZHB0qVLSUhIYMiQIS2gbePk5+czc+ZMSktLmTZtWoMOFVXl5cNZxPv7cFl4yAnjhV8eonxXLlU9HZRv+5olHYfw2O1jmHIoD8WPlNJkOg0dyd3vbSPEVUykT2scnh7UdGtN+t4Cug9vX8dRs2fPHoqLixkyZAipu3awdelizrt8Iu3ju55wduKiQwS08iZ80T/x9CggM15xOZSOHX8BwHPffskzW+7Dw6uKsTHjqfRdT0DZ5RzYMYUPxi1m+XXLmXHpDB4Z9AgXxY6lpMaHr3N38ofVf2ipV+wB/OpMNxGL0273pKqxqtoRq+XxB6oaBLQGrsKqxbLZ9hP87GnOS9yE5USprUkyEvgWSKon26+q6SKiIhIPICKXi8guESkWkTQRebh2UxGZJCJbRKTI7ks9zpZHishCEckTkX0icqfbmr+IyDwRmW3vuVNEBrqNP2qfUywiSSIyxm3dXPs61tbxFhE5IiI5ItJif+EGg8FgMBgMBoPBcCq4XE5WzHmLkIi2nHd5/RITp05F5VGysr8ksv111NR48OGHH+Lv78+kSZPOapef3NxcZs6cSUVFBTfffDMxMTENzlueV8z2knLujYnAUU+f6qwySjdkUNI9lCXvvoHT4cEFf3uEMeVC5YEaEgt2o9SwxNWRIxnZtJIyokqCCBjSnr1bcxCBbkPr2vIbN26kVatWxHXsyJI3/kNIRFtGXDftBL3SkvJJ31tAQlAaFWvX0GZKb1IifYkIHY2/fyce/GwOsw89hq9HIM+d/zRe2/K4M+1SaP0quaVl3DlnE4FerRjafijTekzjqVFPMWfsHP4eWcV9/m1a6jU/DzwsIg163kRkuIhsEpFC+/dwt7HlIvKUiKzB6sw7B8uWf1lESkTkZbetLhaRvSJSICKvSDP+cOwWzDuB67HqrfzGPjdURD4XkWwRybevOzS0h4i0F5FtIvJb+75B/4DtP/g9cL2t+1ZbfquI7LZ9AgdE5O6T6X2mnNSpYnfP2QCMskWjsLr+rK4nq98BCOAt4G7ba9UL+AbAbnE0G/gt0Mpef8he8z6QCkQC1wJPi8hFbnteYc9phdWH+mV7z67A/cAg+7yxbns2xPlAV2AM8LiInN0qTQaDwWAwGAwGg8HQADu+WUrOkUOMuulWPL28Tr7gJFhtlJ106DCNL774gvz8fK655hoCAgJaQNuGycrKYubMmdTU1DB9+nSioqIanfufI1m09/Hi2rYntiYu/OIgLg8Hj25MZOShTfhfdz29wttRsHAfOeVlpJdvxxnchs8zvLizl/WuOtGWgPOj2LMug5heYQS08jm239GjRzl8+DCDBg1iw/wPyM9I45I7H8DL1/eEszd9cRA/fwfBHzxL0Lhx5ITuxOnpILrTQ0yZ9zzLcp+nlUcsn10+B/kklfuO3sDF+UOYVfAr2rdZyNaUIu57fxXupUXbtOlFZLtb6RJ2+ExerzuJWA1hHq4/ICKtgUXAv4Ew4B/AIhEJc5s2DbgLqwXxdCzb/n47q+N+t3kTgEFY9Uivw7Kvm4WqOoFPsRw2YPkdZgIdgRigHNuOr6d/HFaHoZdV9Xlb3KB/QFW/xGrB/IGte197fpatezBwK/BPETmvubqfDs0N91nBcQfKSKwXv6qebEUD66qBHiISrKr5qvqdLb8d+J+qLlVVl6qmqeoeEYkGRgCPqmqFqm7B6gB0s9ueq1X1C/uDmgPUvjwn4GOf56Wqh1R1fxPP9FdVLVfVrcBWt30MBoPBYDAYDAaD4QehsqyMNfPmEtWtB12GjDjj/ZzOStLS3iM8fAzJyXls3bqVUaNGNZiG01IcPXqUWbNmATB9+nTatWvX6NzNhaWsLSjhF9Ft8K7Xxrhibz4Ve/L4wKuayfuX4uHnR8z028mds4uqihLWlZdQU5XOBo9O3HZ+JxxHDxLhCiFySGfSU0soLayi+/ATo1Q8PT2JDgtl08KP6XnBxXTs04/6pO8tIC2pgNislXgH+dPm3itJaVVCgMZz/aez2FExh2ifgSwa/BrlryfTJT+KlKGlhN/Wi9CKQOaWTOe88F0s21HKnR/NpcZVc2zvXj1/TVDQ4DN4wyfwOPCAiNQPfxkP/B979x0fVZU+fvzzzGTSe0ISSKWFECBIkaYgCCpdESxYEGxr37Wuvbd1V8W1rG0V6ypFinSQKgIhIARCC6T3kF4nk5nz++MOMECACNn9rr8979crL51zzzn3zE384z6e8zzpSqmvlFLNzuo9+4EJLn1mKaXSnNdtZ7jH60qpSqVUDsZJlVMf2pkVYBwHQilVppSap5SqV0rVAK9walXgROd9nlNKfQzQyvjACZRSS5RSh5VhPUZ+l6Gn698WWhtU2QBc7Ix8tXNm9/0FI9dKMMYulJZ2qkwGxgLZIrJeRI4WQY8GWgp4dADKnQ/6qGzANcxZ5PLv9YCniLg5MxP/CXgeKBGR70TkxJTPJzp5nlNTTmuapmmapmmapv0bJS+YTX1VJcNvvr1NjuaUlCzGZivH12cKixcvJiYmhmHDhp194DnKyclh1qxZuLm5MX36dMLCws7Y/72cEgLdzNzUPuSEduVQVC3JpM7LzOqCg/TL3EHwzdOo/LEQR10jm2vtVLrtxYHQrs9FTAsxc6SmnISgOALGdGTfpgI8fS3E9Qo9Nmd9fT2pqakkJSWx48cf8PD24ZJpt7W4rm1LMvFwayZsx1winnmG4ryPOYI3D2aGUKBW0M9vAt/6P0XNrHRK7WV82PdHBl15BZ7xQbS7qzfuJgt/rxnCFYF1rN4ewKTv/kxuTS4AJpMHAy48U2Xi30YptQdYDDx+0qUOGO/Prk5+n85t5W3O9305EigHEBFvEflIRLJFpBojdhB4NEer041APieWRW5NfOAEIjJGRLY4jwtVYsQjQk/Xvy20NqiyGQgA7gA2ATgT0RY42wqUUpknD1JKbVNKXQmEAQuA2c5LuUDnk/s75wsWET+XthiMh3tWSqlvlVIXY2wrUsBfWjNO0zRN0zRN0zTtP62qpJjtSxeSOHQEEV3iz3s+pRS5uV/g5RnPqlWHcXNzY/LkyZjN5rMPPgc7duxg1qxZeHt7M2PGDEJDz/zueqCukWVHqrg1KhQftxPXVL+9GFtRHW9Za3k4cznmwEBMQRdjy6vlcPYuDrp50lSVRkVgHH8ZcQG/Lt+MIFx4y6U0NjSTmXqEbgMjMLsdf8XduXMnzc3NdIuJ4nDKFvqMHo+Xr9/Jy6LwcBV5+yuIPrSUwJHD8b3sEjZX7+Ol7EhqLbuZGngff8m/hrqNBeyLzeOPHf/C7aPuORYEc2/vQ7t7L8AS5Mkz1R243suTtLRBTJp3O4sOLzrhOFAbeg7jXdw1wFCA8S7s6uT36ZMX0+aLcybAnYBxugWM3CrdgIFKKX+On3hxjSI+DxwBvnUJtpwtPnDC2kXEA5gH/A0IV0oFAktPuk+ba1VQRSnVgHF26yGOPxgw8qo8RAu7VETEXURuFJEA57aiasDhvPxPYIaIjBQRk4hEikiCUioXYwfMayLiKSJJGEeFvj7bGkWkm4hc6nyQjRjntBxnGaZpmqZpmqZpmvZ/YsO3sxAxcfHUW9pkvqqq7dTUplFQMJqioiKuvPJKAgJOra5zvux2O8uXL2fRokXExcVxxx13EBR0an6UE8YoxV8zC/Eymbgt8sRTKw5rM1Urs8jzNtFQ8CvR2fvwG3szjfvrsdalscW/O8memfg21zL5iquo+XYfh83FdO7YCb/gAA4mF+OwqxOO/jgcDpKTk4mJiSHzl/W4eXhwwRXjW1xbypJM3B0NRFemEP7M0yz+5S1eLvXFZinlRY/XuGV7T+wVjVRP8OQh71e5tuf1dA3qesIcbgEetLurNx6dArivwYs7JJiGnGk8ueF5Ht3wKFXWqnN82i1zntT4HnjApXkpEC8iN4iIm4hch3GsZvEZpioG2qTGtvOe3YF/YVQAest5yQ/j/bzSedLluRaG24BrAB/gSxExtSI+UAzEyfEqRu4YKUFKgWYRGQNc3hbf7Ux+Swml9Rg7Tn52advobGvp6A8YSXCynFt87sLY0oNSKhln0higyjn30YjaVCAOIyo1H+NM1epWrM8DeB0julXkXNcTrftqmqZpmqZpmqZp/zn5+/dycPNG+k+4Gr+QtjmdkJv3BZWV8ezZU8GAAQNISEhok3ldNTQ08O2337JlyxYGDhzIjTfeiJeX1xnH5DRYmfTrIRaXVnFPTDtC3N1OuF6zPg9HjY1Xayr446HlWGI70VyXiFuYg82F9fzgbye25gABPhG03+tDiVs1taqBpD69UUqx75cCwuL8CYk8fkIlPT2dyspKkhLi2ffzOpIuvQJv/1MDTMWZ1eTsLSc6cwUdHnuYLLHz1MEf8UHxdf3fuHBnAO5RfoTcn8QzZa8T4RPBXb3vavF7mjzdCJ3RA+9+4dzc7M4f6yOIq3+S1Vk/MXnR5HN42mf1IkYQAjByl2AkaX0YKAMeA8YrpY6cYY53gCnOqjx/P8d1XCcitRjv9ouc9+6nlCpwXp8JeGG8q28Blrc0ibNIztVAOPCZM1hypvjAHOc/y0Rkh/OY0AMYJ2QqgBuc6/m3cjt7F4NS6glOClIopWZz/EjP0TbXrTWjzzDffIyHcnJ7HsYfQktjnj/pcxbHt/KkAi1m/3Edd9KYo23DT7dOTdM0TdM0TdO0tqQcDtZ99Sm+QcEMmNg2L9uNjQXk5W3g4IFJREREcNlll7XJvK6OHDnCv/71LyoqKpg4cSJ9+569qMq8onIeP5gHwPvdY5gcEXzC9eZKKzUb8tns4WDA4U14HynCc9DjmAO9yNrwObM6X0mFNJLUVMylMdPBochLaMSSbqFbt26U5tRQll/HJTd0O2He5ORk/Pz8qDqQBkC/8Ve1uL7kH/Zhaa4jPqYJ/6uuZOKsGSRaI3il4DY8HR74j47Fb1gUX+37ioMVB5k5fCbeFm9sVjvbl2VRll/LkMldCIowYhtiNhE0pStuQR6MXZ1DaG4Iewe/y1bH+WemUErFnfQ5F/A8qe1noN9pxg9voW0zEH9S28nvy9PPsKbnMY7unJYzuHLyvT9qaV1KqUZglEu/M8UHVeqG5AAAIABJREFUyjCq+rq2vQ+8f6b1tLVWB1U0TdM0TdM0TdO087d/03qKDh1k9D0Ptlja91zk5H7D/n1DcDjcmDJlCpY2KM3sKj09nblz52I2m7nllluIjT05dceJqmzNPJGezw/FFQwI8OG97jHEeHmc0q96RRZ2h4OPa4uYmbYSrz5DwK0TuGcyM3IkhywOnoptYJDtKtzxIPDmBPbN3kC3bt3w8PBg36YszBYTXS8MPzbnkSNHOHz4MEMHD2LPN5+QcNEl+IeemkC3OKuanPQ6OhduIOqjZ3h9/ULCrRX8JfdBPLwdhEzvjXu0H0V1Rby/832GRg5lRPQI0rcVs2neIeoqrWBxkPtyOReO70ify2IwmU2ICP6jYjEFetBvbjrBm5sZcvX7LD7jKRzt90oHVTRN0zRN0zRN0/5DbNZGNvzrC8I6diZx6Ig2mdNub2TzLzuoqurGVVeNP2vC2N9CKcXmzZtZtWoVYWFhTJ06lcDAwDOO2VJZy337sim02vhzxwjujwnHzXRqrtCm3Brqfy1hjqmJ2wvXYrI1YY6diFuEJ+8lZ7IlJokpHdsxJMuGn3sgITf3IKephIaGBnr17MXO1Tns3VRA1/7heHgdf7VNTk7GbDZjPlJEs9XKhafZDbTls8242Wz0uaYPWR7uLD/wCe/m3Yu4lRF+9zBMoUZ+1L9u+yt2ZefemIdY+PZOCtIr8Q03saT7uxzxLmZk5lTsCxSHd5Ry6bTuhEYZx5B8+0dg97YQ+dVe6n44pa7L75aIrAO+Vkp9+n+9lv8Grc6pIiLTRWS3iNSLSJGI/ENEzvxfk6ZpmqZpmqZpmnbM9iULqS07wohpdyCm35Li8vR27vyOzMyuJCR0oHfv3m0yJ4DNZmPBggWsXLmShIQEbrvttjMGVGwOxesZhVz96yHcRPixT1cejItoMaCilKJySQZ1bsLGqkySUjfgO2wiQjA/F6bwTXQvepgsPIQZf0cwlV1r8OoWTGpqKl6eXhxYUcemuYeI6RHCxdceTxprtVrZuXMn3bvFk7ZmBZ37DyQ0+tRdNUW7csgrsdDJvo/Qm67j7oWv8EzR9fgrD4I6Lcbk3NmyKX8T6w5v5NaqJ1k/M5eyglqi+tTzSfjDlHpnMt7akw2Rn7Ey/jMKCkuY/WoyyT9mYG82aqYEJIbgNSMR2qBctohkiUiJiPi4tN3uDHJo/0da9V+xiDyMUZ74UYzSyoMwEsuuEhH3FvrrHTCapmmapmmapmkurPV1pCz+gU79BhCV2LNN5qysrGDFioN4ezdx1VXTjpX5PV81NTV88cUX7Nq1i+HDh3PNNdfg7n7Kq98xGfVWJuxIZ2Z2Mde1D2Z1/270DfA5bf+GPWU0ZVXzvq2OR7OXYw4IRPyGU9nBxHP29oQ4THzQuT2OzHp+Lf+JjlcPxmq1sn//Acw1wRQcquaSG7ox9u5eePocP+q0c+dOmpqaCG5upLG2hgFXTmnx/r98uAG35gYGPjaJV9cs54bS9nRv7Eht53/g39dIDdpoa+TLeT9y085nYU8g3QaGEhC+ib/XP0+Nt41OYfGsCt3HmIQJtLNU822vlzgUuJ1tS7KY/eo2SrKrAYiKD6HT4y2m/zwXZuCPbTWZdv7OGlQREX/gBeB+pdRypZTNmez1WowsvDeJyPMiMldEvnZW+pnuLJX8uIgcFpEyEZntLJ90dN5pIpLtvPaMM+o2ynnNQ0RmikiB82ems1QyIjJcRPJE5GFnlK5QRGa0/aPRNE3TNE3TNE1rO78uX4y1ro4hU25ok/msVitffvkJdjuMn9AXzzbKz2Kz2fjzgiXM8wyifuzV7O7Ync8Kyvi6oIx5ReUsLa1kTVk1mytr+bW6ni/zjzAq5QBZDVY+7RHH2wkx+LqZTzu/anZQtSyTPDcFVWmEHErDe9h1NJs9eTQrjyazhfdCgzGnV5Ju/RVbR4WXXxALvliH3d5MsEc01z5xIT2HRZ4QRFJKkZycTIf27Tn08zoiE3rQIb77KffPnr2SQtWBblEN5AUFUZe6kSuqhlAct4iQ5i3QbSxFmVX888WfSNp7OUERvlx8jT/pm9/gS8dCSoKtuLt5kFmbRc/QnszOW8CuoEIGhPdiV8w8lnX7mIKSQua8nsLm+YdottnxD2ib3w3wV+CRlk6NiEiCiKwSkXIROSAi1zrbBzpPm5hd+k4SkVTnvw8Qkc0iUul8v37PdfOEiFwmIvtFpEpE3sOl8IuIdBaRNc73+iMi8s3/2omW1uwoGYKRUfgH10alVK2ILAUuAw4AV2LUlZ6GUd74fuAq4BKMOtF/x8jCO1VEEoEPMKoDJQOvApEu0z+FsRvmAkABC4GngWec1yMwdsxEOu8/V0QWKKUqfsN31zRN0zRN0zRN+49oaqhn+5IFdOp7IeGdupz3fA6Hg7lz51JRUUfffgfpnvBSG6wSGu0ObtmQwvqoBNyAX+sckFF41nEXB/ry9+4xdPA8/W6Wo2p/KcBe3sg79iqe2LsY946dUdKbf3rVs8/hy3MOd6IqbDjiLexYsZJLRj3C3NdTOFy/H09fH25+dBQW91NfZTMyMigrK2Nglzj2lpUy6o57Tuljr6xk2/z9uPnF0/eBMTz81bs8dWQ0xe1yqek0n15lI1g7r4C9GwuotzRRP/AAiSZ/Vn20gJ0XNpHVrg6AnqE9efGiF4n2iyajKoN/7v4nSzKWID5Cx4Bavvd5jUE5E2EFpG8tYEjSqYlyz1EKsA54BOMdGQDnkaBVwLPAGKAXxsmSPUqprSJSB1zq7ANGueFvjz4W4EHn3FHAMuAeYKaIhGLEAmZgvJffB9wFfHX01sBrwAbAH5iHUQ3oT231hf/btSaoEgocUUo1t3CtEKNc0wFgs1JqgbO9QUTuAu5zlkhGRJ4HckTkZmAK8KOz3BMi8ixGPemjbsTYGVPivP4CRsmlo0EVG/Cic01LnTWxu2HUvNY0TdM0TdM0Tfuv8uuKJTTW1jBo8vVtMt/KlStJT0+nc5dk+ve7HZdNCOcsr7GJm3ccYJ/JizHWKj69YhgCWB2KBoeDRruDBoeDBruDRoeiwfnZ3SQMC/LD1IqjR/Y6G1U/5bDNZGdoRQqWkkI8r3mGzSJ8VdfMsEYTl/l74xHlR3LtKjx8LyRlOZg9a2j2rWTgwItaDKiAkaDWx9uboh1bCY2Jo+MF/U/pk/7KexT7D6L3QH/+sf4X/liSRIVXHbW9/kZ4SSM/Fd5MxuECSrseINlzNlPSEtiem8P+0T7sNGVjFjOP9H+E8V2v4/GD+eys2cvnPTvyysWvcM8F9/D5ns+Znz6fZo9mdnZeQnq7Xxl56EZWbLCd76/H1bPAJhF5x6VtPJCllPrc+flXEZmHsfHhBeBfwFSMQIsfMBYjMINSarvLPFki8hHG5oiZzn5pSqm5ACIyE3j4aGel1CHgkPNjqYi8BTzXll/2v11rgipHgFARcWshsNLeeR0g96RrscB8EXG4tNmBcKCDa3+lVL2IlLn06wBku3zOdrYdVXbSWuoB31Z8F03TNE3TNE3TtP+opsYGUhbPJ+6CfrTv0u2859u2bRtbtmwhruMROnWqJzx84nnPuaG8hj+kZVFvtXJ19j7evulazM4giZdZ8DKboA2qNFevzsZhtfNlUwmvJi/Ga8DFFNsieYFaQu3CM6E+0Ajm4RFkvBGIydKHyPhAAnvVkb9OkZSU1OK8FRUVHDhwgN4xkWRs38DY+x85Jb9M7caf2XPIgjlCYRkUzYXfZeGugnCbUEh5ZRXZh68jo9BC6KV21u37ipE72lERWM7WKRb21+/Dz+LHV2O/osoUweUp6eRbmwhwM3Plr+l83rMjA02h/NE2naurL2K2dRFLgjZQEXiA2Re8Tt+c0ef/8JyUUntEZDHwOLDP2RwLDBSRSpeubhzfUfIt8IuI3A1cDexQSmUDiEg88BbQH/B2jjsaaDn53V2JyLHPIhIOvAMMBfwwUoz8T50gaU2i2s2AFePBHyMivhjbin5yNqmTxuUCY5RSgS4/nkqpfIwdLlEuc3kBIS5jCzD+KI6KcbZpmqZpmqZpmqb9ruxauZTGmmoGt8EulcOHD7N06VJi40KIilpOXOxdmEznHu1QSvFudjHX7zqMV1Mjk7av5ZERF+Hh4XHeaz2ZraSe2i2FLKSJP5RvBFsTpriJPGduxKrgmcZ6vGoFNSCceR/sRszR9Bruz/h7e7M/fS/h4eGEhbV8jGbbtm0IUJu+F/924XQbPPSE6/baOg69/A7FYf1JGB7F4bkbiG9qT94IB1W2OaiqYA4XjqX/ldFs/+UtBu0NprZ/KHMvymF//WFCPENYPGkJK6r9mLgjHQeKhX26srx7J8LswvU7DvPVZzuoWpJJiCOQh/s/zLJxS7i79924eZvZ1OmHFtd9Hp4D7uB4Go1cYP1J79++Sqm7AZRSezE2K4zhxKM/AP8A9gNdlVL+wJMcz5tSCEQf7ShGpCraZeyrGLGAXs6xN7mM/Z9w1qCKUqoKY7vQuyIyWkQsIhIHzAbyOB75OtmHwCsiEgsgIu1E5ErntbnABBEZ4kyA8zwnPvh/AU87x4RibG/6+rd+OU3TNE3TNE3TtP9LtsZGtv34A7FJfVpMmvpblJaWMnv2bNq1a0di9814eobTvv3VZx94GjXNdm7bk8UrGYWM8LEwZtNyLuuZSKdOnc5rnS2xldRTPucgjcCvtlxit/6E36hJfNjkyW57M1dXN9E/pD2WSF92ZtVis9rw9FzD0Ov6UV5RTn5+Pr169Wpx7qamJnbs2EGnsBBKMtLpP2ESJvOJx6HKP/+cQ979cLMI+UcKGVbfgRXRu+h7YXtq6/ZSfGg0g4cqNmd8QEAZpIw3Mzc4GavdSqBHIO9f/hX3HSznxcMFXBEawOr+3ei2swLTmzv46KdKetYrnrjAix+ndyL8/j74DYsiNCyCey64h1VTVvFgvwfb9Hk6j918z/E0GouBeBG52fnObhGRC0XE9Y/uW4zKQcOAOS7tfkA1UCsiCcDdLteWAD1E5Gpnld8HMHKcuo6tBapEJBKjYvD/lFaVVFZKvYERrfobxsPeihEJG6mUsp5m2DvAImCliNRg5DsZ6JwvDSOR7XcYka9aoARjRwzAyxhJclKB3cAOZ5umaZqmaZqmadrvxq7Vy2iormLw5KnnNU9dXR3ffvstbm5ujBvXg9q6rcTG3InJdG47Sg7WNTJm+0FWlFXxTFw4F25eTViAP6NGjTqvdZ6sudJK+dyDFL+9nYbCWt5w1HFfxjLMgYFs9RrCtzTR22rijgCFanLQNCCCnL3lNNVtpdeIfogIe/bsAThtUGX37t00NjZiKs7Dyz+AnsNP/A7KZiN/wWqKw/rTLiGAi3PN/OKXythpk9m+4WMczRbiq0rxuMCLspS9LBhexAFyCfMOwyxm7h74FjfurWZTZS2vxUfxaY84PA5WUrUsE8+EEOLv7csPY5IY1y6AFwpLef5QPg51/CCHj8WHW3ve2qbP1elFwAdAKVUDXA5cj3HKowj4C0YRmaP+hZErZY1S6ohL+yMYu1dqgE8wgjU45z2CkZfldaAM6Apschn7AtAXqMIIwLT5lpz/dq3JqQKAUuqfwD9Pc+35FtocGOey3jrNmFnALDh2lOg5jJ0vKKUaMSJgD7Qwbh0uR4ecbXGt+xaapmmapmmapmn/GTZrI9sWzSOmZxKRCYnnPE9zczPff/891dXVzJgxg9LSJ3F3D6VDh+vOab4fSyr50/4cvEwm5vTuQsUv69lWUcH06dPb7NiPvc5GzbpcajcXgILGpFBu3pvNWEc6XvtSsU+6mxeUgwi78KeiPXjEDsJvWBRrfynCzWLH2rSLxGH3opQiNTWV2NhYAgICTrnP0TLK7Xy8KEpJ4aLrbsbicWL54qrVa9nTbiwe7kJCfhV57qU4xoWyb2ER9tB1eBS3o98AD1786A1WDyjB4uVJz+AEdpTsYFjiczycZaGTl4mvk7rS088bW1Ed5d8fxBLlS8jUBMRiwgJ83COOp9Pz+TC3lGKrjZndY/AwtWofQ6uc/N6rlMrFqNR79PMBYNwZxufQwsYKpdQGIOGk5mddri8H4k8zZxpG8RpXb55uDf8/arvfcAtEZLiI5J3m2gQR8XaWfvobxo6UrPO8X5aItG1oVdM0TdM0TdM07Rzs/mkF9VWVDJ58wznPoZRi0aJF5OTkMGnSJPz8Simv2ERMzO2YzZ5nn8CFzaF48VABd6RlkeDjyaoL44moKGHbtm0MGjSIuLi4c17nUQ6rneqfcih6Yxu1P+fj3TsMdUdPrj+cj4encO32BVg6deHP9s7YlOKmokK6du6LW6gXNTH+5B+ooNm6jU79+uIXHEphYSFlZWWn3aWSk5NDcXEx/nWVWDy9uODyU2MKm384SG1gF3oHmhGx8VXiesLSksjPXYLZvYFepXtZldfE+s55NHgrhnS4iJTiFIIjZjCnphPXRASxsn88Pf28sdfZOPLlXsTDTOjNiYjl+Cu1WYRXu0byVKf2zC+p5MZdGVQ328/7mbYFEZklIv/20x8iEiciynlU6H9Cq4MqInKDiKSISK2IFIrIMhG5+DzufSXGtqQCjC1E1yulTk52q2mapmmapmma9rvT3NRE8qJ5RCX2JCqx5znPs3HjRlJTUxkxYgQ9e/YkM+t9LJYgIjv8tkDNtqo6Lks5wAe5JUyPDGV+ny4Eo1i4cCHBwcFceuml57xGANXsoHZTPkV/3Ub1qmw8ugQS/qe+yNg4bpm3E5vdwUdeB3EUFLAsYSKpJphQL4y2VEOzO4GTupC8NAsPL2isSqb3ZWMASE1NxWQykZjY8k6frVu34ilQeiCNpFGj8fQ9sSjs/uV7yDAn0iXQRrjNxF8jv2CU41r2bSwkql8y3s2eeDUH8XZdCkcCmhjfZTwrslfgCLiCbM9Lebd7DH/vHouPmxlld1D+7T7sVVZCbu6OOeDUXT0iwv2x4bzbPYYtVbVctSOdImvblFN2biIocW5MONp2u4isa5MbaOekVUEVEXkIo0b1qxglkWOADzACI+dEKXW7MyNxgFJqpHOrkus9z7/QuqZpmqZpmqZp2v+B3WtWUFdRfl67VNLS0lizZg29evVi2LBh1NSkUVa2lujoGbi5+Zx9AqDS1sxjB3KZsCOdmmY7X/bqyOvxUbibTKxcuZLq6momTZqEu7v7Oa1R2R3UbS+m6M0UKn/MwBLmTbt7ehN6cyL2YE/u+DKFvIoGPuvnhvr8E+ouGMyb7h0Y0ezG5PTleIb1w2dgBCVWO4WHqnCz7CMgLIS4pD44HA727NlD165d8fb2PuXepaWl7Nu3jwiaEDHRb9yJr6cVRXWsX1hIu/p8uuDJyoBfaB/Qm+INDpIuB4dbGu1zK3jIw5v8sEYGhl3IwkOLsHr1I7zDDFb2j+eaiOBj81UtycR6uIqgq7viEeNPwc9bOfTyX7BXVp68NK6JCOabpM5kNzYxbvtBDtY1ntPzbYEZI9nsv83/0i6TtnDWoIqIBGAkwLlXKfWDUqpOKWVTSv2olHpURDxEZKaIFDh/ZopIiwfxRKS7iKwTkUoRSRORiS7XZonIP0RkqYjUASNEZJyI/Coi1SKSKyLPnzTfzSKSLSJlIvLUSddavS5N0zRN0zRN07S20myzkbxwLpEJiUT3aPnYytmUlZUxf/58oqOjmThxIiJCZtb7uLn5ER017azjlVIsKK5gaPJ+vi4o4w/R7dgwIIHLQ428JIcOHWL79u0MHjyY6OjoU8Y3NTZjrT/9DgtbUR2VizMofDWZijkHMXlbCL21J6F39MIjxh+HQ/Hg9zvZnlPBe0ND8HvpSWjfgfsix9JVmZiQt4cOiZdi8vfAf3QcWxdl4u3vRln2SpJGjUFMJrKysqitrSUpKanFNaxduxYLisr0fSQOG4FfcOjx9VntLPswFbE10jHcj2ZpZn7oFiJ+7kvSpVGE99qCYGJJoxs/ByrC7YFsL0vF5t6Rfl3/zJJ+3eniffx4Vd22Imp/KcA0uD0rxMYdH6xl12NPsHfdOnaPGk3F4iWcfPDikmA/FvTpQpNSTNyRftbfWSv9FXhERAJPviAiCSKySkTKReSAiFx7UpdQ5/UaEVl/tFKvc6wSkXtFJB1Id7a943wPrxaR7SIy1KX/AOdJlmoRKRaRFnOpishk5w6bns7Pc0SkSESqRGSDiPRog2fyf6o1EajBGMlv5p/m+lPAIOACjPrUC4GngWdcO4mIBfgR+AwjK/HFwEIR6e+yS+UGYCwwHnB3zjsNSAN6AqtEZKdSaoGIJGLU0x6LUY3oNU5MYNuqdWmapmmapmmaprWlPWtXUVtexui7H0REzmmONWvWICJcc801WCwWamsPUlq6gri4+3Bz8zvj2OwGK48fzGNteQ29/bz4JqkTSX7Hd3o0NDSwaNEiQkNDGTFixCnjG2ttzP1LClVHGgiN8iWyWxCR8UFERPpg319O3Y4SbPm1YBa8ugfj3T8Cz/ggxHT8u768ZB/L9hTx/LAOdHrzcZpFeKHfDGqUFw9YzfRqKEbcBxB0VRdy06soyaqmfacSKvPkWPWe1NRU3N3diY8/NUdqQUEBe/fupauXmaLmZvpPOF5aWinF2q/3U1FUT/+cpbQPvYFvQ5YSmd+LpEtiGDI5lk2/zKe+1sKHvp4EV1ooD7FjxZ/B3V/go6RuuLskmK09XMHS+fv4yRfWp6TTsNnBOEcaf3ziBap9/bhk8y88/sST+M5fQNxLL2Dp0OHY2F5+3izu25WbUjM44WjGuUsB1mFU7Hn6aKPzSNAqjASzY4BeGO/Pe5RSe53dbsRIZLsVeAP4BuO9/KirMCr2Njg/b8PYYFGFsTtmjojEOQvLvAO8o5T6yll45pQzbiIyA+O9fJSzBDTAMuBWoAmjOtE3GO/sv1utOf4TAhxRSjWf5vqNwItKqRKlVClGSaWbW+g3CPAFXldKNSml1mDU0natLbZQKbVJKeVQSjUqpdYppXY7P6dyvAQUwBRgsVJqg7Os8zOA4xzWpWmapmmapmma1ibszTaSF8yhfXwCMb16n9Mc+fn5pKWlMWTIEPz9/QHIyv4As9mHmOjppx1ncyjezS5mePJ+kqvqeLlrJEv7xZ8QUAFYsWIFNTU1TJo0CYvFcuL67Q6Wf7KHmopG+oyKwcPTTMnGfEpnpVH6xjYqf8ygtqIRe/9wQh/uR8hNiXglBJ8QUPl43WE+25TJ9V2DGfD+K1gLCnm29zR2Kl8et3vRPfUrvBLG4pUUimdCMFt/zMAvxIOC/QuJH3QR3gGB2Gw29u3bR/fu3U9ZI8BPP/2El72JI3t20vXCwYREHt9ts2d9PunbiolvSMEz8XIqTA3MD1rPJX6XMey6eI6UrcFmK+fLekXPKkVliB9W5WBYj5f5tHdv3E0mlFJszy7nqdm7uPiTzTzmqGdLs5WLe0Dni4UfxlxOpDWfy1nN+sFDuO7Fd9leUMrBseMp/+prlP14gtpYLw/WXHhycZ3z8ixwv4i0c2kbD2QppT5XSjUrpX4F5mGUQz5qicv781PAYBFx3ab0mlKqXCnVAKCU+lopVeac702M8szdnH1tQBcRCVVK1Sqltpy0xj8BjwLDXQIqKKU+U0rVONfwPNDbeTrmd6s1O1XKMLYJuZ0msNIByHb5nO1sa6lfrrPUsmvfSJfPua4DRGQgRj3snhg7VzyAOa7zHe2rlKoTkbJzWJemaZqmaZqmaVqbSFv3EzVlpVx+533ntEtFKcWqVavw9vZmyJAhANTXZ1JcvITYmNuxWIJaHJdSVcejB3LZV9fI2NAAXu4aSQfPU/OkHDx4kJ07dzJ06FAiIyNPub5p7iHyD1Qw8upORDQ7iGuw4fAyg6eZ2mBPshocZObW4CjIQ9bkExbrR7sYPxprbdSUN7KlrIa5Uk+3Jhg96z2kNI03LryZ7KBY3jT7Em5NJbjzSMTTQuCEzmTsLOVIbi3dBjgoPVRD71FGgtr09HSsVmuLR3+ysrLI3L0Lv4IM/ELbcemtdx27VpRZxc9z0omK8yBqxS782g/hvXaziTnSi+FX9UJMwv7Mj6loFjyrmin3CcZur2Z4z9d574LBAHy4/jDfbs0ip7wRd+BiMdE7cSmHOnixQKZgsdr505IvuOmKaiRnE4OitvKPkCd48NHnuGztOh577TUqFy+mw0sv4uncZWMxnduOpZYopfaIyGLgcWCfszkWGCgirgle3ICvXD67vj/Xikg5J75Xn/w+/ghwm7OPAvyBo2esbsPYxbJfRDKBF5RSi12GP4qxySHPZT4z8ApGoKcdxzdFhGLshvldak1QZTNgxdgKNLeF6wUYv8A05+cYZ1tL/aJFxOQSWIkBDrr0Obn6z7fAe8AYpVSjiMzk+C+xEOh+tKOIeGPsqvmt69I0TdM0TdM0TTtv9uZmti6YTUSXeGJ79z2nOQ4dOkRWVhZjxozBw8NICZmV9Q9MJndiYm5rcczfs4t5LaOQ9h4WZvXsyOh2Lf+P//r6ehYtWkRYWBiXXHLJKdfTNuazb10ew+MD8F2XRy3gmRCMT/9wPLsFIWYTCYCtyU5RRhUFByvJP1DBga1FePu7U+IrLDA3kODnxd9KNmAu3cGnPcZRGtWX70cnEhZYQcHjaZh730DgxC6Ij4XkxZkEhntTdGg2IVExRHY3Umykpqbi4+NzSplnpRQr5s3BJzcdv3ZhXPPsK/gGGclkG2qaWPHxHnwCPbigdg11vaeSY6phedAG7q58ichuQewr2khTbSr7qsw8UF7PjA7VXJLwJO/1vRwR4d3Ve3hzdTYJQek8FODN5VXx7Byylr8HTiajOYhLS7K4++036HdrH7w3Ga/H00sqSOhxmK8jPmHppSPY2vMC3vjkb1ivnkzonXcQ8oc/YPJo8/SezwE7gDedn3OB9Uqpy85yB5+KAAAgAElEQVQw5tiuFOeRnWBOfEdWLteHAo8BI4E0pZRDRCoAAVBKpQNTRcQEXA3MFRHX9/HLgeUiUqSUmudsuwGj2M0oIAsIAI7N+Xt11uM/SqkqjO1F74vIVSLiLSIWERkjIm9gHMl5WkTaiUios+/XLUy1FagHHnOOHw5MAL47w+39gHJnQGUAxi/hqLnAeBG5WETcMaJkrt+ntevSNE3TNE3TNE07b3s3rKG6tITBU6ae0y4Vh8PBqlWrCAoKol+/fgA0NORRVLyAyA7X4+4eesqYXTX1vJ5RyLh2AWwYkHDagIpSRvnk+vp6Jk2ahJvbif9/Pf9ABdnz0rk8yJ2A0np8+ofT/okBhE5LxCsxBDEff9WyuJuJTghm4MROXP1oP+6ceQmD7uvFFw3VxIR68753Fubl37MkbhD1/ccz59FLiOrlS9FLb+LRYzLunfzw7hvGoe3FlBfU0W2AF8WHDxoJakVoaGggPT2dnj17YjafWBQ2ee1qalJ+xtPfn+uee+1YclqHQ7HqszTqa5q4/ObONO4uxd8zkC/DFxJe3ZlxY4ZSVFfE9ylG4ZxpmWX87G1iYMdbeX+g8ftasSeHt1ZnMaj9Dv7ROYwrarvzz8tCedB3Eg3mMD50t/HMc08QH6/wLvga+s2AG+fhpXy4ZHsmD6dP4c3YJprDg7nr8Zd4c9w0Sj/4B5lXTaI+JeU3/z2cifNIzffAA86mxUC8s5iLxflzoYh0dxk21uX9+SVgi1Iql5b5Ac1AKeAmIs9i7FQBQERuEpF2zg0TR3fHuJ5KSQNGY8QRJrrMacU4DeONUV34d69VJZWd56cewkiEU4oRBbsPWAC8jJEsJxXYjREte7mFOZowgihjgCMYJZmnKaX2n+HW9wAvikgNRlBktst8acC9GLtZCjEiXHkuY1u1Lk3TNE3TNE3TtPNlb25m6/zvCe/UlY4X9D+nOVJTUykpKWHkyJHHgh7Z2R8CZmJi7zilf7ND8cj+XNq5u/Fmt2h83cyn9Dlqy5YtHDhwgMsvv5z27dufcK18ZwlVn+0hydOMd5QvYff3Iejqrpj9WldmuaSmkVs+S8bNJLxam0fDR2+yLawbbtMe4IPHL8FcUUDWtddhCrgI8XAneEoCyqHYtjiL4A4+lOVtwM3dg8RhRtLc3bt3Y7fbTzn6U5B+gJ8/fR+xuHPjS3/FL+R4kGnb4kxy91Uw7Lp43FPWYuoyjlRzNZsCfmGYjMY3Vrh71R/o5V5NZZ0nsfXN7IoaxidD/wTA3oIK/vjdDuL8c3i930A258Rx3Qg/vjY1MyMylHU9Y+j59CNY/KFdx8Mw8T2YMBO6jkLu2oS070uPfeVcsvoqFnetZECAL4tHX8bkp97lcLOQfdO/Jb3ni4APgFKqBmN3yPUYu0+KMBLBum6R+RZjh0s50A+46QxzrwCWY5wsyQYaOfF40GggTURqMZLWXn80F8tRSqldGLlePhGRMcCXzrnygb3AyXlYfpdaXX9aKfUNRmbeljzA8QiZ65h1uFTkcQZCTt1nZlyb3kLbXFo+cnT0+hfAFy5Nr7hcazzdujRN0zRN0zRN09rSvp/XUVVSzIjpd57TLhWbzcaaNWvo0KEDiYmJADQ2FlJQOI8OHa7B0yPilDEf55Wyu7aBT3vEEWA5/atdXl4eq1atIiEhgYEDBx5rb65opGJxBta0MiwoPMZ2InRo5G9af1W9jVs/30Z5jZUXasux/PQmOf7hhLz2BtMuiqduy1byHngA986jcWuXSOCEzrgFe7J/cyGVxfWMnN6VlR+sJ+GiYXj6+GK329m0aRORkZF0cKmiU5xxiDkvP4XDZOKSO+4nMOz488jafYSUpVkkDI6g+0XtyZyVi1e7SL4KX4BvUxA3jbqKFza/gEfTYQL9FSH5Zezy8uXjqz5HRCirtTLjszV4mK28cWk7ns8KZnkfNxK8PfhnQgz9AnwofugWbIUlxEwwYbpzOUS6HO/yb49pxnLsq54gassnVH83mc+v/pi54RfzgoJbHn6RKWvXwRuPtPq5tkQpFXfS51yMSr1HPx/AqO7T0tjpZ5lbTvpsx6jSc6tL8xsu11sMyCilsnA5zqOUSgHCXbpcedKQL8+0rt+DVu1U0TRN0zRN0zRN01pmb7axdf73hMV1plPfAec0R3JyMtXV1Vx22WWYnOV8s3M+ARzExvzhlP7ZDVb+mlnIFaH+jDvNkR8wyifPnTsXf39/rrzySkQER5OdqlXZFL25nYa9ZexvtOM+tTvthkX9poDKhoOlXPH2evYVVHNLXR0RG97DavEg6sMPGXdRPJU/zCfn9ttx7zwYS+wovPuG4TOwPXa7g21LMgmN9qW+chc2ayO9LxsLGLtUqqqqGDZs2LG1lGRlMOflp2lW4N33IvpfdLwKcPWRBlZ/vpeQKF+GTe1G/eYdmEL6s8ZUw56AjQxqHkWqezKrc1YzwNef+mZIKmkgqO90LGYLNruDGf9cSFm9mVcureXL7E4sD3fjofo9rCz/kn6bX6b+2cGUL91KUA8TPuOmQV4KpHwOv34D+duNhZgtmEf/DdvkD/FucOD3za1cX/o1awYmEOfryZzRI1v9XLXfl1bvVNE0TdM0TdM0TdNOteWH76ksKmTSn587p10qDQ0NbNy4kS5dutCxY0cArNZSCgq+IyJiEl5eJ1bpUUrx5wN5mER4tevpAyFH86hUV1dz66234uXlRf2uUqqWZmCvaqKhnRcbD1XT5+ouxF7QrsU5WlJnbea1Zfv4eksOcWLmeocicctH+NsaCP1sFpG9u1AycyZlH36Ez9DRmNtPwS3Mm6BJXRER9v9SQPWRRsbe04sNX35BeKcuRHTuisPhYOPGjYSHhxPvrJpTmp3JnJefBpOZ2qiOjB83/ljQqbHOxrKPdqMUjL6zJxZ3M/mLDoBEsyBiLWaHG1MGTODhrffi6xFJT490qksdoISYQcaBhke+nUdqoQ+PDT3E4aKhzAkzcXf2ch4r/RSaG3E01FG4LAQ3b6FdQhGsOykNiJhg2kLoOAwAS6+pNIUlYPtmHP4/voBb4T7Wj/6Av2QU82yrn7D2e3LGnSoislxEXmyh/UoRKRKR/9qgjIjMEhGdQ0XTNE3TNE3TtH+bwvQDbJ0/mx6XjKRT3wvPaY6NGzfS2NjIqFGjjrVl53yEUs3Exd51Sv95xRWsq6jhyU7tiWyhbPJRycnJ7N+/n1GjRhEVFUXD3jLK/7Ufk4+FpkujWZleTczACC4YFX3aOU6WklXO2Hc28s2WHIbihg92OifPonNVPtHvvE2H3t0peORRyj78CP/J1+Le7QbEYibkpkTEYsJuc5CyNIvwjv5YLCUcyc0myVlGee/evZSVlTF06FBEhCM5Wcx56SnMbhasHROI7NT5WLClobaJhTN/pbywjstv60FgmDcNBwsxEc18qSfDbw1J1sG8V/IBIaY6bg/MwyzQJ7+O5tjB4BfOeysWsTDNm8mJh4mxDeONUGHkkXSevqAjXDML3Dw5sjeIphoL7d/5DPMLxfBEHjyWiePeXZRY/kju5kjq378NqguPPSP38D6437WdkugIvFNmI7Mu5ZkOrctPcyYikiUio1w+Xy8iFSLSYooN7T/jbMd/vgBuklNDnzcD3yilmlt7o//mAIymaZqmaZqmadpvZbM2suz9t/ANDmHE9DvPaY6qqiq2bt1K7969iYgw8oQ0WovIz/+GiIir8faOO6F/WVMzzx7Kp6+/N9MjT60GdFRBQQErV64kPj6ewYMHo5Siem0u5mBPTFd1YdViI7Ax/MZurdpd02iz89qyfVzz4WZqqhrp1NxEyKE1PLniZQYXpRHx9NME9OlNzvQZVC9dSuhDD+HR7VqayxsJviEBt0AjX+reTQXUVlgZOKETqauX4e7lTfeLLkEpxcaNGwkJCSExMZGyvBxmv/QUJjc3uk64hhqbnVGjRiEi1Fc3sfDtX6korGfs3UnE9jQq+ZZ+t4t6FOsikrGbmmgf0Z4+9vU8FFZLkLmBlMPudK6x4t57Kst2rOWtddCvfR43hV/Ig97Qqb6Kj/qEYW4ogy8m0lDtS9k+LwKmTMZ36FBw8wAPP+p27ifjhjsp+2oODeVeZC92I+/m8TRlZx57Xhbv9gRN20JGUjdMBanYPzi3Y2GnIyK3AO8D45RS69t0cu03OVtQZQEQAgw92iAiQRgZfL8UEQ8R+ZuI5IhIsYh8KCJezn7DRSRPRP4sIkXA5y5tj4lIiYgUOss0jxWRgyJSLiJPutzLQ0RmikiB82emiHicNP/DLnPNcF67E7gRo3xzrYj82JYPTdM0TdM0TdM0bcM3s6gozGf03Q/i4e1zTnOsXbsWgBEjRhxry876EKUcdIy795T+zx/Op7rZzpvdojGfJhjS2NjInDlz8PHx4aqrrkJEsB6uwpZbg+fACJZ9uAcPLzfG3NULN8vpKwYdtSe/ionv/sxH6zOItNYybvdS/rLyZf6wZxEdenQl+pNP8B08mKzrp9KYlkbkzLfx6HwFjXvLCRjbCc/OgQA0N9lJWZZF+y4BBEeaOLjlZxKHXYrF05ODBw9SXFzM0KFDqSouZPaLT2Iymbjyz8+RsieNzp07ExcXR12VlQVv7aCqpIFx9yYR28MIqDSml2Oq9+ErsXLEZy1RBDDcdxZJ3g7WVfvwwYEAEqtAmSzs9Y3hkfmldPCr4i89o/mDzR031cw3Pf3xTf0GVjyB6nw5hTujcQsJJfyxx4z1V1RQ8PgT5Nx6G5iEmFmz6LJuPaFThlN7qJaMceMpefNN7LW1AFgsQURPWMnei/phVdW/4a/izETkD8CbwBVKqV+cbXOcp0mqRGSDiPRw6T9LRN4XkSUiUiMiW0Wks/OaiMjbznfqahHZLSI9ndfGicivzvZcEXneZU5PEflaRMpEpFJEtolIOP+DzhhUcZZEmg1Mc2m+FtjvLI/0OhAPXAB0ASLhhKNiEUAwEAvc6dLm6dL3E4xSTv0wgjfPiEhHZ9+ngEHO+XsDAzDKOrvOH+Cc6zaMGthBSqmPMSoVvaGU8lVKTWjNw9A0TdM0TdM0TWuNrNRf2bliMX3HXklMz6SzD2hBcXExO3fuZMCAAQQGGoGHxsYC8gu+p0P7a/DyOvFYzobyGuYUVXBvTDjdfb1anFMpxaJFi6isrGTKlCl4e3sDULMuF5OvhfXbSqivaWLM3Un4BHi0OMdRzXYH76xOZ+J7P1Oblc09u37g/RWvMDX9J8KGDSHu++/o+NWXiLs7WVOn4qitJfbLL7DEXkj16my8+4The9HxCj57NuRTX9XEwImd2LthDfbmZnpfNgalFBs2bCAwMJCErl1Z9OarOBwOrnnmVQ5k59LQ0MDIkSOprbCy4K1fqamwMv7+3kR3Dza+s0NROieNEmVnT+gWatyPMCK4hN2N7mxxn8CCSkWv/YFcoZpoih3E7bOzEEx81KeRh8uDKfAy8VmUiZiVD0Lq9zDiaY6UX4Q1/RARLzyPyc+Pqh8XkzFuPFWLFxNy5510WrgQn0EDMXl70+7lf9D5yZH4R9VS9smnHL5iNBXfz0bZ7VgsgSQMm8/+kZed099IC+7GKKU80llZ56hlQFcgDNjBqZV7rwdeAIKAQxyvnHs5MAzjvT4A432/zHmtDiMWEIhRVehuEbnKee0WZ/9ojI0YdwEnlFT+X9GaIzlfAItF5D5nmeJpwBfOI0F3AklKqXIAEXkVo/b1E86xDuA5pZTVeR3ABryilLKLyHfAx8A7zrraaSKyFyOAkomx2+R+pVSJc/wLwEfAM875bcCLzmNIS501srvx/0m9a03TNE3TNE3T/vs01tay4h8zCe4QxcVTp519wGmsXr0aT09Phg49djCAzKz3AYiLu+eEvvV2B48eyKWTlwcPxp5+Q0BKSgp79+5l1KhRxMTEANCUV4P1UCUVUX7k7ynnslsTCY/zP+PaDhZVc/uX27FkpPNo+lqG5e8Ckwnfiy7Gp39fHA31lM2ahS07h8aDB3GPiSH6448Qj2BK3tuJpb0PQVd3MaoNORQ7V+WwdVEGUQlBdOgSwPL3lhGZ0IPQ6FgyMjLIz89n3LhxrPn8Q47k5TD5iRfwDArml1++onv37vh5BjP/rR001DQx8f7etO8SeGytDamlSDV8LI3Qfj6+dhPrq90YnXgvX6d+RJc8HwaH+eNed4Q3i8IprgvmkwvS+LS4H1tjPfmrRw2Dl0yHZitM/Y5GOnHk3in4T5iAR9d4cu/8A3UbN+LZqxcxn3+GZ7duADgcigabHR8PNyzXvf3/2Lvv6Kiq9eHj3z0zKZPeOymkUELoAiJFKSIdFGwIAip2L6j3WrBg7wUbFlCxIYqK9NC7QAiEkEJI771N2qTM7PePM4QAAYJwf69ez2etLCb7nLPnnGFkrf24n+fBry4J15RMivMiKXr+eSq//x7vJ5/AfvBg+vT7EWW/wmUbDewAjrcdlFJ+eeq1ZUdJpRDCWUpZbRn+TUp5yHL8e+Bdy3gz4Ah0BQ5JKZPbzLmzzVvECyFWAMNRMlqaUYIpYVLKeCD2Sjzc39FFgypSyr1CiDJgihAiBmW3yI2AJ2AHxLbJwRNA2/1jpZZATFvllp7XcDqSVdzmeAPgYHntB2S3OZZtGWs7V9u6LvVtrlWpVCqVSqVSqVSqK277159RX13F5Mefwcr6wrs9zicrK4vU1FRGjRrVupukoSGXwsJV+Pvdhq2t3xnnv5tVRLaxiVW9Q7HVtp9wUFhYyKZNmwgLC2Pw4MGt4zU7cpFWGvYnVBA13J+IAT7nvS+TycyTv8ZzbOsB5iVvpF/JSUw6W7RuwciKTOr37KJ+zy7QarHy98c6KAi3O2fhMW8ewtaeko+PIbQC95ndEVZapeXx10kUplXTuY8n187oQnbCMaqKCxl88wwAdu/ejaOjI9qKYpL37GDwzTMI7tWX6OhompubGdBnCL+9fYTGhhYm/as3PiGnW0jXGTIo+T2FLGwp8tlFRksLTkZPAkO7sDt3JxoJQ1McmBSVQq3RlqWV43gy+DApZeGs6O7FXY1lzNxzC7gGw60rMOn9KZg5E62zE9adQ8iYOBGEwPvpp3CdMQOhVZa7ZbWNPPTDEY7mVDHr6iDuvzYMt+nL0X82jKCwQmpmvUnJex+QM/cuHK69Fi9LCtEVcD9K9sZSIcRdUkophNCi7DyZjrJON1vO9QBOBVWK2szRum6WUm4XQnyEUp8lSAjxK/C4lNIghBiIkp3SA7AGbICfLXN8i7JL5UchhAvwHbBQStl8pR7076KjxWO/Qdmh0gWIllIWCyE0KAGQSCll/nmuk5d5fwUoqUOJlt8DLWMdcbnvrVKpVCqVSqVSqVRnOHlgr7Lwnz4Dn9DwPzWHlJItW7bg5OTEwIEDW8czsz5GCA3BwfefcX5ibQNLcku4zdeNIa6O7c7Z2NjIzz//jJ2dHVOnTm1tO9xcUk9DYjnpJolroCODp4Wd955+jcnmudUJWNfX8Nn+z7HW6LDqMhY7Tw02wa5YB96GdXAQ1oGBWPn7I6yszri+4rtkWkrr8bgrCq2LDcn7C9izMhUEjJzdjS4DfRBCEL9lI3pHJ8IHXkNOTg5ZWVlc3a8vu79ZSkjvfgyaegvV1dUcOnSIyLDe7P4qi+ZGE5Pn98Yr6PQOm/KKveSuWYVHw018TC3mlmqE1GB2aKC/d3/eP/I+4YV23Ox7El1DDTONzzDB/QRBdRrm9O7B8NoKXoydDuGj4MYvMJl05N5zD40pKVgFBFC2+APshw/D97nnsPI/3dY6LreK+7+LpaKuiWERnizbm8kPB3O4a0gI901cgt3Pt+HkF43D+nVUfvstZUs+JWPSpEv/orSvGBgJ7AI+QQmy3A5MBkYBWShpOZUomx4uSkr5AfCBEMILZTvNv1GyQ34APgLGSimNQoj3UQI1WIInLwAvCCGCgQ1ACrDsCjzj38qlBFWeAXoCCwCklGYhxBfAe5bUoBIhhD/QQ0oZfYXubwXwjGWHjESpwfJdB68tBjpfoftQqVQqlUqlUqlU/3C1lRVsWfoJPqHhDJgy/U/Pk5SURH5+PpMnT8bKEpior8+iqOhXAgJmYWNzOr3HJCWPncjFVafjuVC/dueTUrJ27VoqKyuZPXs29vani+YaduZiArKaJVPujmy3MO3++Cye/imOrBYrMEtej/0OR1MLLre/gtcjo9DaW51zzdlqdubSkFiO8/gQzF52bPz0OJnHyvALd2Hk7G44uSs1YGoqykg7fID+E6ais7Jiz5496PV6Mjetxt7VjbEPPYbQaNi9ezeiyRZDnBtSmpnyaB88Ak4HlIqL15G162t8Tj7AAZpJdzShcY3BttmeBVfP562Yt0BKXjEYCLCr5rGWeRj1emY1H2NavwUEGRv4/OgdaIc+Ctc9jam2jpy778KYmAg6Hea6OvzffQfHsWPP6I60MiaHZ1cn4uVkw/czarBq/o0HB17HsthAPtiexnK9FcsC76L/0WVoAgfhfvfdOE+dSukHH0JiwkU/x46QUhYIIUYCu4QQ7wGpQCNKLRQ74NWOziWEuAql1uoRlBoqRk7vdHEEKiwBlQEowZvNluuuA8qAJMCAkg5k5h/oYt1/AJBSZgH7AXtgTZtDT6AUuTkghDAAW1F2s1wpLwOHgXiUnLEjlrGOWAZ0t1QiXn0F70mlUqlUKpVKpVL9w0gp2fL5h7QYjdzw4KNodR39/9NnMplMbNu2DU9PT3r16tU6npn1IUJYERR47xnnf5lXRlxNPS+H++Nq1f57HjlyhISEBK677jqCgoJax1uqjNQfLSGr0cQ1d3TFxcvuzOsOpzD9qR+4/YdEslqs8DbVs9ohhbDSDGz73YT3gtEdCqg0pFRg2JyNvrcnZU42/PjSQbITyxl8UxhTFvRpDagAJGzfgjSb6TnyBgoKCkhNTcWpqQ5jVQUTFzyF3tGJ8vJyjh08gXt1XxDinIBKXt535Eb/it/Rh0nXankVI33kYZp0Rnp06sr+/P0YTUZerLOim00BX5ivZ6P5al4R0czr+S8QJr5PXoDzTZ/AyGcxGWrImT0HY3ISNhERaKysCFn1M07jxrUGVBpbTDz923Ge+OU4Azu7seJOPYai56io2Et5/jPc5H8/30/bwtjwfG45OZxDIoqWtY/SlH8Mnbs7vi8suujneCmklDnACGAaSoHabCAfJchxKTVGnVCax1Ra5igH3rIcewB4UQhRg7LBoW1RGB9gFUpAJRll58y3f/Jx/tY6/C+BlPLadsaMwNOWn7OP7QQCLjRmqYcizjpnyFnzP2L56cj8wW1ep6J0DVKpVCqVSqVSqVSqy3J8+2YyjsRw3ex5uPt3uvgF5xEbG0tFRQW33XZba4pOXV06RUVrCAyci42NZ+u5ucYmXsssZISbI5O9XNqdr6qqiujoaEJCQhgyZMgZxwp+TQOzRNvLi/D+p3e/HN8Vw9trj7NL542QjgghuSvKlQUj+pM7dgLCrTN+L/8Lje3Fl4vNxXVUrEgBTzuONZpJXnIc9wAHJs/vg7v/meUuzSYT8dujCe7VFxcfX6JXrkSn0VCXdJTRc+9rTafavmEfzhU9sXGwZuqjfXD1UXbeSCnJzPiAmq15+GTOYb8rPF9ZTe+aYtKC9mFrtuP2rrezYNcCbqptYGppKdvruvOK9k7e0H3NC92eIlevYUXaB4TM/BK8I2mprCRnzlyaMjJwv3M25UuX4v3001j5+rbed1G1kfu/j+VoThX3XxvKg0PtOXLkRqxt/Ynq/RNmYzpFRb9RXLKB0T5ruT7AlwNFvfDOyEOz9BYOjfqFSYO6XfSzvJi2613L75kodU3a802b82afdd1OLGtpKeU2lIyU9t5vFUrgpL1jK1AyS/7x/lx49SxCiE+BfCnlS1divsv1V7sflUqlUqlUKpVK9fdVVVzEzm+WEtijF33GTPjT81RXV7Nt2zZCQkKIiIhoHc/M/ACt1pagwHmtY1JKnjqZh5TwRpdOZ6SgtD1n3bp1SCmZPHlya5AGoDqvBplSQZmVlkEzlGSCyqJSnnplJdF2QWg17ggkfs62LL69H/2CXMmeMQ/ZZMTr6YXYBLUfxGmrKb+Wsi+PU2E2E1dmxJBaTd8xQQyYEILW6tykiIwjMdSWlzFizr2UlJSQnJyMdVkhkUOG03PUDQDkpBZR9Ic1VtY6bny8X+vuGilNHE14AZvtdrgXTmJLoBUbqgppMQm8XGpIsCvilohbeOngSwxqMPJcWTnpZnfu0/yb8fbJJPvdzj53W14r2snQme+AnRst5eXkzJ5DU04Ofm+/RdGLL2EbGYnrjNtb73lnWimPrE2gXicYOzWCIocW1sXMxt7cyLPNj9FwuIB1fXvSrdsAIiKeo7R0C4VFvxLZspk0Dy1O1fU4xM9h4oFnz/k8VP8bLhpUEUJkoXTc8ZNSlrUZP4qyEyRESnnff+0O/4S/2v2oVCqVSqVSqVSqvyez2cSmT95Do9Ew5v75CE2HKiicQ0rJmjVrMJvNTJw4sTVIUlubQnHJeoKC7sPa2r31/PWl1WwtN7Ao1I9Ottbtznns2DHS0tIYO3YsLi6ngyAmk5kTSxPwA0JmdENnpaWhycTcT3ZxTB+Iqw4qTDpu7h/AcxMjcbDRUfHdrzQc2Yv9dXfgOv3qc97L1GLGUNZAdUkDVSX1lKdXU55YTq1J0mCSOHnYMvWxvviFtR+MkVJyZOMaHNzcCe07gJ9/WglmMz56a0bd/QBCCGoqjGz4WKk7Mu7BHq0BlcYWI5sPPkbEvijsKyKJ6+9GZEMKL2XpGKKpItM9BmtsEELgZihicWkFdXprZhc/hb21mRutM5gVPIopFQXMufkh0OpoLikhZ85cmgsK6PTZpxg2bcJUUYH/p5/yZnYJB6pqSaiupwYJvV0BWF1Xw5MNb+FuziHW/U3udk69BWYAACAASURBVOnHJ7klzE3IZGO/CBx0enx8JuHjM4nGxmKKin6nMGMpOudyHjM/yuUUHhVCbEJpefzcWeOTgc+AgLM64/5lCCG+BvKklM/8/76X/4aO7lTJBG4DPgQQQkShFMD5yxFCaNu0bFapVCqVSqVSqVSqPy123WryTyQy9sFHcfLwvPgF53H06FHS09MZO3Ysbm5ureOZmR+i1doTFHhX61idycTzafl0t7fl7oD237O2tpZNmzbRqVMnrrrqqjOOHfo1DZ+GZswBjrh1c6Opxcx938RwtNEWnZBIGxs+vbEnN/RQWis35ZdQ8vbraD1C8H/jUZCQHldCwckqqkrqqSppoKbciDSfbrBqJcDRWktAT3c8gp3oMdwf6wukC8Ws+YXcxHhGzLmXsvJykk+kYFtTydT/PImVjS111Y389m4szY1mfK9pITBcSVfaXVpEVuwTXHN4DFZ1/pimdObaxjQe/iIRnX8v/E1w1O04kzpPZFvi93xfXIZWp+FJ8x3k6nx5VfMTz3R/GPemFl6/to8SUCkuJufO2TSXlBD4+Weg01G18ifcZs3kVWtnlmUX494MdSV1dLG35cEBQUQ626Mp/ICC3ENERDzP6ICpAPR2suPmuHTmn8jhi8jg1mCZjY03QUHzCOx0NzW/TqWw4fClfF3asxx4RQjxvJSybafbmcD3lxJQEULo/qoBmL+jjoZZv0VpqXzKnbTJ0RJCfC2EeNny2kMIsc5SILZCCLHH0n4ZIcQTQoh8IUSNECLFUrEYIYSNEOJ9IUSB5ed9IYSN5dhsIcTetjcjhJBCiLA2771ECLFBCFEHXNf2flQqlUqlUqlUKpXqzyjNyWLfym8JHzCYbkOv+9PzVFdXEx0dTVBQ0BkBkJqaJEpKN9Kp02ysrFxbxz/ILiG/sZlXIwLQadrvirthwwaam5vPSfvJOl6GYW8BVkLgOzUMk1myYGUcu9LK0bc0EuBoRfT8Ya0BFSkleQ8/hWxqwOeVV8hMreHHlw+x6bMEkvcX0lDTjFeQI/1uCGLU7G5MmB7GWFcrJndx5uaXr+b6e6PoOyboggGV7Pg49q74hi5XD6X3mAn8svwrkJJxU2/E1dcfY10zaz+Io7bSiMEtgRHjBpNvbOKh+Djy9/+boX/ciK7RH6+5PfGyr2T/wlfZ6d+HqCYtmZ5/IAQcLzjIR8UluJslK317sqZqBP0McRwPnUCmgxXv2FXh4u5Lc0EB2TNn0VJaSuDSL9D37k3R84vQeXuz/sbbWZZfhndZE/U78nnK14sdk/tys78HbrXRFOR+jr/fbQT4z2x9tiGujiwM9WNdaTVLckvPeXah0eA04Ru61IV0/AvTvtWAOzC0dW4hXIEJwDeWNfXbQogcIUSxEOJTIYTect61Qog8y3q8CPiqzdh/hBAlQohCIcQUIcQ4IcRJy1r+6TbvdaE1+6m5Hmsz1xzLsXnADOA/QohaIcTay/0g/mo6ulPlADBTCNENOAncClxD+514HgPygFMh1UGAFEJ0AR4CrrK0gAoGTvXzWmg5rzdK6+TfUVo4dzTx7HZgHMoXyhq4o4PXqVQqlUqlUqlUKtU5mhuNrF/8Jjb2Doy658F2a5p0xKl2x2az+ZwASEbmYnQ6RwI7nd6lklHfyJKcEqZ5uzLIxaG9KUlKSiIpKYmRI0fi4eHROl5baWTH18kMt9Ni3dkZnZ8DT/4az/rjhXg01VKvteaLe67By8m29ZrSj1ZiTPqD2nELWL+riYqCBFx97Lj+rkhC+3mhaRPUqY8roWJNGrYBjnjOiURjd/HOQIbSEtZ98CZu/gFcf98jHNkaTXFtHf6uTvQcdh1NxhbWfhBHVXE9NW5JuPUN4/3yBtbHH+HF0u/pcWwmWltbvO7qBy0VZMy+l7cH3oUOibXPNk76HaKzYwj/OnmQLk3NHIjw4Z2T8/GV1Qxzref14HBuKS9i9LQbaMrLJ+fOOzEZDAQuW4q+d2/Kly6l8eRJSl55nYUFlfgZJZVHSvnsjn5cH6kEnqqrj3LixFO4uAwkIuL5c74LD3Ty5KihjpfTC+jpqGeIq+MZx81WDiSEPg2Mv+jndT5SygYhxE8omx12W4ZvBk5IKY9ZWiuHoqypm4EfUDr2PGU51wdwA4JQNlcMtIzZAv7AbJQuQFuAfkAgcFgIscJSEPdia3YfwNky12hglRBitZTycyHEYNT0H+D0bpVdKC2T8s9zXjPgCwRJKdOAPQBCCBNgg9LmuNTSpvmUGcDDUsoSy7kvoOSFdTSo8ruUcp/ltfHP/oOnUqlUKpVKpVKpVAA7vv6c8vxcpj39EnZOzn96nri4uNa6J23TfgyG45SVbaVzyHysrJwAJQCzMDUPa43g2VC/dudraGhgw4YN+Pj4MHjw4NZxs8nM5qWJ+Eoz1lKD04hOvLw+mZ8O5xHhqOFkjQOLu5oI9z694K9PzCX51y1kDlpEXb0Hrk6y3WAKQN2hIip/S8U62AmP2ZFobC6+lGxpamLNu69ibmlh8uMLMZQUs3nDOnB256ZZc2hpMrH+43hKc2tpGqxhlT6CXBdv/PKO82HBGgIT7kTjocP77qvAXM/J2+exrP9U0hwlbn4fk2Cbz9Xeg7gqMZrr6hs4FuLAu2XP0tiiY1zJDr69aR6+xhZeHtmP5vx8smfOxFxfT+CXX6KP6kFTXj6lH32MadhwZnsE4y81lO7J5YkxXVoDKkZjAfHH78PG2oeeUR+j0SiBpJqmGt6MeZOYohiu8rmKSX7DSa71ZV5iFlv6d8Hf1hopJRlHDrH7+6+pyM/t2BfmwpYD64QQD1k65c4ClgtlATwP6CmlrAAQQryKElg5FVQxA89LKRstx0FZu78ipTQJIX4EPgcWSylrgEQhRBLQC6UcyMXW7M3Ai5a0og1CiFqgC5fW3vlv6VKDKruBENqk/rTjLWARsNnyF/W5lPJ1KWWaEGK+5VikECIaeFRKWYBSCDe7zRzZlrGOuiLfUJVKpVKpVCqVSqVK3ruT49s3M3DqzQT17P2n56murmbTpk3npP0AZGS+j07nTKdOs1vHNpVVs6OihhfC/PC2aX8XSHR0NHV1dcyYMQOtVts6fnBNJkXp1Uzw02PtoWdJeglf7stkYIgbBzMrmJWzl0kvvgCANEvSDhWx//MYarvMwNlVy/U3dm03mAJQsyef6vUZ2ES44n5HNzTW2nPOOZuUkq3LPqE4I40p/3kWU3Mzq956mUY3P3p0j8TZ2ZU1nxyjILWK3UOd2OWnw8lkz+NB3txwYCMux29DG2yF9+z+IJuJnfcg67uOY59PBnbe32Fr48iiAa9RuP057qmuZr+XPdts7yU22ZX7gqtJCpxEnr0VP2qrcXT1pODNpzFVVRH8/XfYdu+OlJKil15ECsFDE2/FSaOhYls+o7t4cd+wUABMpnri4+/DZDLSp893rSlaMUUxLNy7kJL6Egb5DmJbzjZWp60G6wAM3i8wJSaGDx2byF4dTV5yAq6+/kx6fCGP/7T+op/bRT7TvUKIMmCKECIGGADciJIlYgfEttlgIDidGQJQagnEtFXeph5pg+XP4jbHG4BT26UutmYvP6tOS32ba/+ndTioIqXMFkJkoqTZ3HWB82pQUoAeE0L0ALYLIWKklNuklD8APwghnFCiWm+gFNYpQNmGlGiZJtAyBlBHm6K4Qgif9t62o8+hUqlUKpVKpVKpVOdTWZjPli8+xq9LdwZPn/Gn57lQ2k919VHKy3cS2vlxdDpl50i9ycyzafl0sbdlrn/7xWnT09OJi4tjyJAh+Pr6to5nJ5ZzJDqbgT3c0OTV8IeXFYu3pzE8woO9qWVcXZjAQ8NCwMqKtNgSYtZlUlFYh11zAwN8q+j30px2gylSSmq252LYko2+hztut3ZF6DpWljN+6yYSd25l0E23IiX88Oy/afT0Q2i0BAwYzDuLD2OfWsu6/nY0+AtGJcbw8uSxWB07howfAmH1+MweDUIS/cTjbAnowx+Bv1NnV0yYfhj39Z/I0j3PsCI/nX32evJDh/Dtnv6M7OqJPucgm4feyMySYq69ZQwmgwHDxo04T5qEbffuANRER1O3azc/3TaHfGc3HA+X0cnehndu7oVGI5DSTGLSv6mpTaZXz89xsA+nydTEh0c/ZHnicjo5dmL52OX08uxFi7mFuJI4dufvJjptJQHxNuxLi6fJRqIZEUr42GkE+vft8HfnIr5B2aHSBYiWUhZbapg2AJFSyvNllFzumvlCa/aL+Z9er1/KThVQgimuUso6IUS71wohJgAngHSgGjABZktNFX9gH2BE+Us/FTlbATxjibZJlNyv7yzHjqHsbOltmXfRJd6zSqVSqVQqlUqlUl1US1MTa99/A61Ox/hH/o1Ge/EdGedzvrQfUGqpWFm5ERBwuhfIh9nF5Bmb+bV3EFbtBDgaGxtZu3Yt7u7uDB8+vHW8qaGFHd8k4+ZrR0CTiWonK+YfzuK6Lp4cy60mQNbzeOJq3Bdv5NDaTA5vyMLZSUfkyRX4a4oI+/JXxHkCKtUbs6jdnYddXy9cb4pAaDtWZqHg5Am2f/UZQb36orO25ve3X8YtJIwqe3cqvP1Z9mMWvbOaKBvmwWtjg9my9DN8fHxwSW2gdo89DQEnCZ09G7SCZa/8hy2eJpK8v0UnnaFoLl69svj3nn/zekkZZiFo7uHLsqR5ONlKnu5axI2eE+lU18zz1w8AoHrtWqTRiMvNNwNgqqmh6JVXKQjuzJdDRtEt20hmuZHvHrgGZ72yQygz8wNKSzcRHvY0Hh7XkVKRwlN7nyK1MpXp4dOZ5jGNfav3EV0ZzahRo4gM70Jt0jE0m3bTAvzRdziNPbUUlv/Adzt2oNfpO/TZdcA3KLVMegILLH9XZiHEF8B7ltSgEiGEP9BDSnk5nZzbutCa/WKKgc5X6D7+ci4pqCKlTO/AaeHARyhbkCqBT6SUO4QQPYHXgW4o+Vb7UfK+QCl46wTEW37/2TKGlPKkEOJFYCtKIOYp4N5LuW+VSqVSqVQqlUqluphd331JaVYGU/7z7GW1TzYYDOdN+6mqOkxFxR7Cwp5Ep7MHIKuhkU9yS5jq5cJg1/YzJrZv305VVRVz587Fyup0atCBNRnUGZoYc0MQLdFZvEsD14R5UGxopKnFxDM7l+A38QYSYms4vCGLLn08CfzlfUxFBwn4+SeEVftpRtUbM6ndnY/9IF9cJoW2G3hpT11VJWvfew0HNzds9HatXX9OOHnTmJeLuTaY3llNRI0NYtjkUA4ePEhdXR3DHHtRG12EwecQAbPGITXw2OIHOeiZSI1tBQNdxrD14NXoPfbyR/F2olpgfF09WZ30bK17i5TiRr66sx9vHd5Lqb+OJcXZOLhehZSSqpU/Ydu9O/oekQCUvPc+zeXlvHDXvxjeYsPuxELent6L7n5KbZvi4nVkZn2Ir+80/Pzv5KuEr/jw6Ic4WTvxatSrlMeX89Pmn3B2dsbVxZmNX33OzspiZEsLkcNGMujmGcTkGYivruXnQXMw1h1nd95uYojp0Gd4IVLKLCHEfpRaJ2vaHHoCJdBxQAjhgVIDdQlwpYIq512zd8Ay4GchRBWwU0o55Qrd01/CRYMqUsrg84y3oORpgVIp+NT4e8B77Zwfj5Lz1d5cRuARy097x18BXmkz9F2bY7PbOf+cMZVKpVKpVCqVSqU6n9RD+4mLXke/8VMI7TfwT89zKu3HZDKdk/YjpZnUtNewtvYgwP90w9JnUvPRCcHzYf7tzpmTk8PBgwcZMGAAgYGBrePFWQaO78wjapg/tUeKqMJMVaA9XnZW7Esv4x3XIgKqCinvO5W9P6cS3N2NsIQDNOTsx+2ee9FHdm/3/RqzqpWAykAfXCaHdrjzkdlkYt3iN2gwGHD19ePkgb1cc/MdxPuFUhu9HunUja4pkl6jOnHNpM60tLSwb98+hjn0QnugGoPPQazGNdOgceP2T28i2zUdJ6Mr/+o+n/e3NiNEC1rX3US4RvBZSTHNOsHhwPl8t62RmYOCaD65htUBA5iSks/YO68HwBgfT+PJk/gsWgRAQ3w8lStWsHr49XTv1pNNv53k9oGBTOsXAEB9fSZJyU/g7NwfR//7uHvL3cQWxzLabTS9qnsRuyYWO72eiUN6UX/oKEdj9mJraqTZ3pmmgE5kVvhi/DaH26x1+NXV8U3sCaZ28mGM3Qye7XAflguTUl7bzpgReNryc/axnUDAhcbOWt+fGhty1vztrtnPM39wm9epKF2D/iddavqPSqVSqVQqlUqlUv1PqS4pJvrTxfiEhjP09jsva65jx46RmprKDTfccE7aT0HBSgyGOLp3ewutVkkH2VxWzdZyA8+F+uHTTnHa5uZm1qxZg7OzMyNHjmwdN5vM7Pz+BHZO1uh9bNAfM7LaWcOwbt68FZ3Co9d1pscLr1J97e3EbCjD29mayKwijHu+xCo4FK+HH2j3/qXJTOVvaWidbXAe1/mSWknv/v4r8pISsHVwoKqkiEmPPs1B386kfL8cWzsn/FLd6TLIh2tuCkMIQXx8PMEVrkS0eFAfkEhlr7UEei5j9tf3k++QQe/Cnnj18eCdw7/RUH0/Nl7rmdF9Gv9yicTuyExOhoby1qH+hHlZ8cAAe64/1puQmmZGFB/CWq+0L6786SeEnR1OE8YjW1pIfmohtU4uZM+8i/0bMugZ4MxzE5TgktncQmLSv9FobCiwH89D625D36TnHjkHm9hU/LS/M9bTiEddGo07y1me2Rc7jZnI7pFU+s4itTSWYmMyhpoCvOlBpNGOyrpGktLz0Jgu9Mmp/s7+a0EVIcQiIExKeYcQIhBIApzbVBdWqVQqlUqlUqlUqv+vTC0trF/8JtIsGf+vJ9Dq2k+H6QiDwcDGjRsJDAxkwIAzN+k3NZWRlv4WLi4D8fGZCkCDycwzqfmE29lwT0D76Ua7d++mrKyMO+64Axsbm9bx4zvzKcutJeymEKqjM7ETGqLGhfHAj3GMifTm9qoE0l0HcURcg7NG0N8WzOk/Iltq8X97KcLaut33q9mTT0txPe4zu6Ox6XhNmRP7dxO7fjVCo8HKRs/0Z18l2tqJnzdupm9jA8HWvTE72DD05nCEEJhMJko2pjKgJQxzWBW5we/g6PsEz3z6EXl+qfTLiSDL9yQJJUm0lN2FRlfL2xMnMSH0euo/CsdoreFN46tU1jfz5ZyreGHvdircg7lz20Y6D+8FKLVTDBs24jxhPFoHB2I//hS79DR+mf8kWYcr0WkFn8zoi62V8pw5OUsxGI6SZO7LiW2v80KdF+H1ZQTwKtY0gwlM9QFkVHdld74DDeZaZox0wStvOfS5CtlnHklJSWzYsIHs+v1cM+Ia9F2ieCytkIf8PZVWLVeYECIYpeWx1Vnddzp6/dNAZynl3ec5ngXcLaXcehm3+T/tokGVK/EhSilz+Ie0U1KpVCqVSqVSqVR/H3t//IbCtBQmzH8SF+/2Go12zIXSfgDS0t7EZKqjS5cXWnd/fJxTQo6xiVW9Q9stTltYWMi+ffvo1asXYWFhreM1FUYOrsnAoaszKbvSuBFb/ihdx7YlENXpal4I8qLo1yLiOo3HXqdhzI2dkSmbKFt5EO+FC1tri5ytpcJIzbYcbLu7o4907/Czl2ZlsPGjdwDwCQ1n8uPP8FOdiTeOJHNLXhqBvuHUHbVixKwwbOyUoFXGT0foUeNHY5CZnM5PY7aLYvm3BaT5xeFaZ88J9xQ83IMpLtTSXBfCQ6N8mBjej4o/FuJWUcbmoBlsTTHx/MTuZKbsZLVnCHPT8hG5+wnpMxMAw7p1yIYGXG6+mfS0TDSffcqx3v2pdu1JalwBX88ZQICr0mi2tjaFjMz3saYbs/btxFk2YaaAGrsgiJgBYcNIL+vMllXVaDQnqGlYx9DbZ+M1fhKsqIW1jyD0rkRGTiAkJITNmzezd+9e3JOTmd17IB/ll3b48zwfy9rcG6UZzCnXX86cUspXL+d6lZr+o1KpVCqVSqVSqf6hMo7GcHjtr/QaPY4uVw+5+AUX0Dbtx939zIBEZVUMhUW/EBR4Lw724QBkNzTyUU4xk7xcGOLqeM58JpOJNWvWoNfrGTNmzBnH9qw8SZ3ZzLGaKp5stiGj7jgHbSSdy1MIr0xke3ofaq2GYG0jmfr8QDTpx8n5YDGOY2/A9Y7220RLKalakw4CXCaFXvBZzSYTtZXlGEpKKC/IZde3yzCbTEQMGsLYhx5jeXEVC0/mcWdWArY21pjSfPDp7ETXQUrQqnp7NvpjRnLtKrEd+Dst1S1s3hZBtW0ZBttyPFvsMNk5k1WdjWPtQhwdbXhoeG8a6rKw2fMZBr0T/0oby6huXkzoZsPwQ750aWxmYFEMJZ5euPkHIKWkcuVP2HTvhm2PHhy56z7CkVTf/iDr9hewYFQEwyOU3UFmcxOJSY+jkc502ncCWwl7gh4h8oa7cfMNwmyW7PstnbgtOXgFSgpTthHQrQf9J04FjRZu+RaWT4JVc2Hmr9gFD2HKlClERUWxdu1abLdtYEZIBO927Kt0MRPbbniw7FT5U4QQuj+zu0V1pg4HVYQQs4G7gQMorZWrgAeklBstx0OAr4G+lnNS2lwbTJstSUKIOcB/UIrZlAJvSCk/s5x7LUoh2vdQKhibgKellF9Zjo9HqTIcitKyeZmUctGlP7pKpVKpVCqVSqX6p6opL2Pjx+/hGRjMtbPazXzosFPdftpL+zGbm0lJeRZbW39CQh5qHX8uLR+NECwK9Wt3zj/++IPCwkKmT5+OnZ1d63jmsVJOHitlrz+8XGOmpqWCjU5afjEP5zX9UBx1mWSWB4Jsxsk1lvIkK5qeWoh1UBC+L7183hopxsRyjCcqcB4fgtbZmtqKciqLCjCUllBdUoyhtARDaTHVpSXUlJcizeYzru91/ThGzr2fL/JKeS6tgGkN5ejLign2uYqKbMGwh7sgNALD9hxqNueQpinCZnQJFVU7SUgbgF1FV+Kj3qWnY1fia05g1WLFzOBXWHJCy0uTw7DRQdb6GYTUN/Oczb9wstfz+rhOPLrrEAanTiwvOMAfqQl0HzYCIQQN8fE0njiBz6LnOXDwMD327yZh6q28c7CSa7t48vCI0zt/MrM+oqrqJK5HOxFsOsHOzrO4dtZLADTWN7N5WSI5iRVEDvOlMPlLhBCMffBRNBpLepS1Pcz4Gb68AVbcBrPXg29PQkNDeeCBB9ixYwcHDhzo+BfqMggh/IBPgSFABcpa+wvLsUVAD8AITAIeFUIEYCnbYTlnJsp62wHOjAMJIQYAi1E6+jYAvwCPSimb/vtP9td1qTtVBgLLAQ+UdsjLhBD+UkoJ/AD8gbL9aCCwHvj9PPOUABOADGAYsFEIESOlPGI57gM4A/7AaGCVEGK1lLISqANmAYkoX4gtQog4KeXqS3wWlUqlUqlUKpVK9Q9kNpnY8OHbmJqamLDgSXTnqS/SEVJKfv/99/Om/eTmfkVdXSo9oz5Dq1WCI1vLDUSXGVjY2Rc/23Pfu7y8nJ07d9K1a1e6dz/doafJ2MKOFSlsdjOzoKoWO60L2+wKWdESyINeroy/qQdrPndGJ2sIdDlCTsEJ8ub/jKuxCR59BI2d/pz3am5qpCw9i+afi2m2aWTj9iWULs/EWGM4fZIQOLi64eTpjX+Xbjh6DKeyMJ+0mAPoHR0Z++BjBPfqw5KcEl5IL2CCs56gw0dx8PSl4pgtkUP98ejkgGFrNoatOeQ7VBPrnEJE/fc01bqhjbuTP7q9jJuNC8m16QC8d+17vLtGh79LIzdf1Ymc9E/wTU4iy6Yz3xr68FX/ChZuiWWzbyCPn8zCq28PmqPXE9KnH2ApUKvX4zh+PMVz5qG1d2CJXX88rWx47+beaCzpVtWGY6SmfkXD8YGMafid3Q4hDJu5WJmjqI4NS45jKG3g2hldqC3bR8HJZMY99BhOnl5nfpB2bjDzV1g2Br67Ce6KBrfOWFtbM2bMGKKiolhk6UD0X/YjkAD4AV1R1svpUsrtluOTgekoa2oblI0MAAghuqO0YR4HHARe48yuPiZgAXDYMr4ReAB4/7/4PH95lxpUyW4T5VoOfAJ4CyGsgauAUVLKRmC3EGLt+SaRUq5v8+suIcRmYChwKqjSDLxo2Yq0QQhRC3QBDljaNZ0SL4RYAQwH1KCKSqVSqVQqlUqluqg/fllBXnICYx96DDe/gItfcAExMTGkp6czYcKEc9J+jMYCMjI/wMNjFJ6eo5Qxk5lnUvMIs7Ph3k7nFqc9VZtFq9Uybty4M3aWHFybwerGWkZSQTebTiRpTvJScydGO9nxyL39WftRPIbyRnqf/Iqrfv+CsqVLqdxzhJM9wklbuRy3Pdvodf14mhrqKc3JojQ7k6rCAnq7Xke4Uz/2la1G62ND+FWD8AgMwc0/AGcvbxzdPdFZKbVQaisr2Pjxu+QcjyN8wGBG3/swegdHPsou5uWMQiZ6ujApK4Ej9fX4yf4Y7XQMuCGQiu+SaUgsxxSuZ1XB73gEb0NPEyUH7yPX+WsKnaoJsA6gvKmSOZFzaKntyrHcw7x+YxRNDSdo+uMNbBvNPNV0G7OtDXxtDGOTnzUPpx/l0W7N7E4uQ6vTERjZC1NtLYb1G3AaP46dew/QJSGO1WNvJ8+oYdWcvrjaK4Esk8lIbOxC0uOGcWfDr2Rp9XDTG2iEhuyEcjYvS0SjFUxe0BuNpozNS76ny9VD6Trk2va/DM4BMPM3+HIMfDsV5kaDo5Ly5OfX/o6kP2G1EOJUys5OYP6pA0KITsA1wHhLC+Q4IcRSlADKqaDKH202JDSctXNpGrBOSrnbMt+zQOv2KillbJtzs4QQn6GsxdWgyiUoOvVCSllv+QtwQNm5UimlrGtzbjbQqb1JhBBjgeeBCEAD2AHH25xSflZuV73lfRBCDAReR9mlvdLl7AAAIABJREFUYo0SXfv5Ep9DpVKpVCqVSqVS/cNIKTm0+mcO/PIjkcNH0X3odZc1X1lZGZs3byY8PJx+/fqdc/zkyRcBSUT4c61j72cXk9XQxMpeoViftasF4MiRI2RlZTFx4kScnJxax0tza1iyPxNHWcI0m0BKZCGPmTyJsLbinQeuJnpZEiVZBqKSvyZ4RA8ajh2jctmXuEyfzsRFz3PywF4O/b6KHV8rLWicvX3wDAwmqtcIfE74YhXlxB23fXA6paUd6bGHiF7yPs2NjYye9xBRI5RaLx9kF/NqRiFTvFx42knHl4cPExHcg8oDkhGTAjB8mUhLRQPO40NYnPY1qSHbGGNXQ1X6tejyk9g+6iT+dv7k1ebhbefN/L7zmfjRPgLd7JjS24Pjh+bSK8vIPnMUBhlFahdXtvpa82TRBubXrYTBMWT+9ggB3aOwsrWl8scfkQ0NONw0jeannqHUzYNluij+MyaCngEurc9z9Og7HNjflVtbNmMljHzSdQhvBF9P3NYc9v+Shpu/A+Puj0LvIPj2yXewc3Fl1N0PXrjNtGcEzFgFyyfCd9Ng9jrQu5z//Es35QI1VfyACillTZuxbKB/m99zLzC3X9vjUso6IUR5m/eKQEkJ6o+yhtcBsWdP8k9zpQrVFgKuQgj7NoGVQECefaIQwgYl92oW8LuUslkIsRroaAP0H4CPgLFSSqMQ4n2UoI5KpVKpVCqVSqVStctsMrH9q085tmUj3YZex+h5D17WfCaTid9++w0rKysmTZp0zkK7rGw7pWVbCO38b/R6fwB+La7k/exibvFxY7jbucVpDQYDmzdvJjg4mL59+56+d7PktS+PkinK+FLrSpM0skjYoNPoWDpvELHrMslNquAq/wIcdxzBcczD5M+fj023bng/sxCNVkvXa4bTZfAwKgrycHRzx1pvhzRLSj6Jw+TQiNeNkecNqDQ3NbL7u6+Ii16HS2AwvrPuZ729G68cy+BYTT1VLSZu9Hbl/YgAvlq2FAcHBxqSPejma4vTgQLM1lo8745iRdlqfuFnnnXQYzIK7LZ7sObWbKgR5NfmA/DkgCdZG19IYoGBt6f3Ijd2CSE7bLA2NfNey23YDbBlq4stz9kW8UDKGzDtK6orKqgoyKPnqLGnC9R27cquxBTCstJ5f8Qs+oR6cdeQzq3PlJwczaZNNVwjk+gss3nB3Y2p1zxNzPosYtZlEtrHk5Gzu2Nlo2XrsiVUFuQx7ZmXsXXoQFPbgH5w63fw/c1KjZWZv4LVualX/wUFgJsQwrFNYCUQyG9zzjlr9DYKUeqlACCEsAPabr9aAhwFbpNS1ggh5qPsbvlHOzc0+idIKbNR8qpeEEJYCyGGABPPc/qp3SWlQItl18qltIFyRIm+GS2Fcm6/jFv/nyOEsBVCHBJCHBNCJAohXrCMhwghDgoh0oQQKy0pWwghbCy/p1mOB7eZ6ynLeIoQYkyb8RssY2lCiCf/r59RpVKpVCqVSqW6FM2NRn5/5xWObdnIgMnTGPvgo2h1Vpc15549e8jPz2fChAk4Op4ZIDGZGkg5+QL29uEEBs4F4EBVLfOTcxjkbM+bXc5NOZJSsn79ekwmExMnTjwjSLPs5yQ21pTweksjDlonvtU0kih0fDytF9pGSdK+QvqM9Mdl4xLshw6l9J13wGwmYPH7aGxsWucRQuDu3wlrvVLbpe5AIc15tbhM6IxGf+7/by9pbGZNfAKLH3+EuOh1JPQewnNjZnN/WTMf5xRT0dzCBE8X3u/aiQ+7BRJ3JJbCwkJCXHoR1ggRDc1Y+Trg9mAUbxV9xLtJ73J3Qx+cnUphdySVDwdxtDqRJnMTTtZOhDiF0MXpap5dnUCUtyMDY5Kw/z0cx5YYfjVfQ+3IAexxceXFEE8e2L8A/PpC5FQyjyqbJUL69MOYkEhjcjL6qVOx//xTsn0C2OvWi7en90JrqaOSmprIqlV7CNQUcq35ADscXcgKG4421puYdZl0vdqH6+/pgZWNloyjMRzbvJ5+46cQFNW741+Q0BFw4+eQ84fSFcj032+yI6XMBfYDr1nWhT1Rmsx818EpVgEThBBDLOvFFzkzZuAIGIBaIURX4P4rd/d/X1eypfLtKEVsK1AK1n4DnLPPyRLRegT4CSW4shZYcwnv8wDwjhDiI2CXZZ4rup/qb64RGCGlrBVCWAF7hRAbgUeB96SUPwohPkX5j2uJ5c9KKWWYEOJW4A3gFkuRoluBSJRtYFst270APkYpIJwHxAgh1kgpk/4vH1KlUqlUKpVKpeqIekM1q994kaL0VEbOvZ/eY8Zf9pz5+fns2rWLqKgoIiMjzzmelfUxRmMeffv8gEZjTXq9kTnHMwnUW/NVVAg27aT9JCUlkZKSwujRo8+ozbInoZi3D6exsDaVUJchxGoNfGPSseiazgzq7ctPrx3GwdWGCJlAaUUFwtoKY0ICAR99iHVg4HmfwWRopDo6C5twF/S9zqztsqeihpfS8tEe3Mm1f2yi0dqG4zfejV/PvrzkqKe3ox3dHfTYak8/R01NDdu2baOTTyChJ6zxsNXgMNiPpuscmb39LlLKU7klfQbhw77BnO1D15kPcFPcwwD09OhJfFk8/+n/JI+tjKelxczCYokGM01Wb9OkEbw14FkyNVa8Gu7P3MxvoaYAbloKQpAZdxhnbx9cff0pWvI5wtaWA2VVdC0p4rmR83hqQiRB7vatn/OqVT/hbFPG7dr91OqcedrNjicN84jZkUXXq324bmY3NBpBvaGa6CWL8QgMZsitsy7tSwLQ40aoL4cNj8Paf1369X/ObSjdfwqASuD5tulCFyKlTBRCPIiSHWKPkuqT1+aUx4HPUTr5HgVWAiOu3K3/PV00qCKlDG7z69dnHRNtXmegFJttb44s2qT3SCk/RlmYt3fuTs6sMHzGPUgpV6FE0FTtsHRiqrX8amX5kShf9lO7epYDi1CCKpMtr0H5XD8SSlh8MvCjpfBwphAiDTjVHy7N8veNEOJHy7lqUEWlUqlUKpVK9ZdSVVTIL689R215ORMfe4rwq66+7Dmbm5v57bffcHR0ZNy4ceccr6tLIztnKT4+U3F1HUhZUwsz4jPQCMH3PTvjanXuEqy+vp4NGzbg6+vLoEGDWsfTSmq49/tYbq08xFC3EVRoGlhggls6ezJ7Yjfid+RRnlfLmHsiMSx6HZ2vL7XbtuM2dy6Oo0Zd+LNZl4E0mXGdHNa6KyalzshL6QUcP5HM9TFb8MlJw7VHbyY+sADPs4rwnm3z5s20NLfQL8cfF63AYXIoGZ2LePj3WVhVOzDrxEKC+61EI5roe9XLPJT9IY2mRqI8ojBJE/4O/mTnRHAoK41nsCJUc5xK90/wqatgco8lZNrqeatLADOdBXz7HnQZB8HX0NLURE5CPD2uG425rp7q9euxGTUKr5UrOB4Yjr7vYGYMVIJLsbGxrFu3FgeHEmY7HUFbWMFjnYIYXTObvINGug46HVCRUrLl8w9prKtl2jMv//kOUQPuUQIrO1/7c9e3cdba/NRYFmeutfNQOu22d/2ii41JKZejrBdPeaXNsd0oHYXaeo5/uCuS/nMhQohAIUStEOL8FY9UV5QQQiuEiENpXb0FSAeq2hT/zUNpV43lz1wAy/FqlLy51vGzrjnfuEqlUqlUKpVK9ZdRlHaSH559HGNtLdOefeWKBFQAtm7dSllZGVOmTEGvP7NOhpSSlJTn0Wr1hIc9SYPJzOzjGRQ1NvNNVAhBept259y8eTP19fVMmjQJrVZZNlXWNTHjswMMKvuDaY59QKvhPnMLvV3seGluf+oNTRxam0FAV1e861NpTE3DVF6Ovl8/vBbMb/d9TjGmVNAQX4bTdYHoPPSUNjXzn5RcpkfvwnnFZ8z6ZQlBFcWMmHMvc5556aIBlYyMDI4fP05UUydsm/XUDvbnN7to5myaQ1BeL6YnPI6rrgKnwMN0cpnOz6aTHC87jpfei3t63kNieSIjve5m8dZ0rte0MJYmysI+JaelM3N6vEqya2fe7dqJmX4esPstaKqFUYsAyEtOoKWpkZA+/TCsX4+sr+d4sxk3QxUroibw5rReCCE4duwYa9euxc2tjMn+B3DOT+FAt9E05Y/AO6mHElCZ1a211XLCji2kxRxgyG134hkYfPEvxoUMfwKuf/ny5vg/JoTYKYS4+//w/RYJITqapvSXctGdKkKILJT0Dz8pZVmb8aNAbyDEEh1rl5QyB0vnHtX/DSmlCegthHABfuPcaOL/CSHEPGAeQOAFth6qVCqVSqVSqVRXUsaRGNa+/zr2zi7c+NQLl902+ZT09HQOHjzIwIED6dy58znHi4vXUFl1gC5dXkJn5c6DidnEGur5IjKYfs72550zLi6OIUOG4Ovr2zr+wppEPAvjuEPnhquNN6+a6zFba/nswaux1mnYuzqdZqOJoTeHUbbgHtBq0djb4//uOwir89eLkc0mKn9PR+epRzfEj8VZxSw/nkTfQ1uZlRqPtY3t/2PvrKOjur42/JyZycQ9gRBPsODu7oWipQIVKAXqLXWqtL+6l7bUaGlxKC7B3UJwCASIkRAhbhMfO98fd4AACaUt1L77rDWrM+ceu3eGrnXe7P1u2t85lna3j8TeqeY9V8dYWsmaxStxtToSaA7liJtgv90X7Duyn8EJDxFU2ALPsmRCQ7+hEjtK/AfwzbYp6DV6Ft6+kNf2voa3PoDV+zyoI0p5zupFefBnbLEbxs6GjYj2aMWXTYK5288LCs7BoZ+g7TjwbQxA8rHD6Oz0BDVtQfq7HyHCw/HfuZ19jVoz7v4h+Lk7UFJSwoYNG/DxMdM+eCP1TxRjCuvF7IQwOqQPuEZQKcy6wI7ZMwlu3pJ2Q0b85jP4TYSArk8BT//JaUR34GMUiwYLcAZ4Rkp56E/O+xbQQEp5/x8c3xulZHO5rakIxdvlkz+7txtce76U8ub8I/8D3KinSjJKbtbXAEKIFigllFT+wUgpi4QQO4AugIcQQmeLRgnksgN0Bkrp63QhhA5wB/KrtV+k+pja2q9efyZKzh3t27e/nsu0ioqKioqKioqKyk0hZtsmtv70DXVCwxk19U2cPTxvyrwVFRWsXr0aHx8f+teQWmMyGYhPeA83t1YE+I/hvXOZrM0tYlp9f4bWqdkC0mg0snbtWry9venVq9el9p1xOew/cIwp5Rk08hvNDmlkm8bC8sld8HV1IOtcMWeiMmkzIBixex2VJ06AEAR8/hl2dete9z4M29OwFFQSOzqUt3ceIDx6K/eePYJWq6Pt0FF0GD4aJzf3G3om5/fHsWZzJEWyhO6eXdh8PpsdTX+mKkVyX9xrOFZ5UD9nJ8HFW8h+qAo3n4E8tvMlJJLpfaaTVZ7FgawDhFdM42RRJTNwQ++1jaOt+7I8O5AE91C+bliH0X5eyoLb3gatHfR+BQBptZJ09CCBzVpgTkiiMjaWlKYtCDJWcbrfWD5rrQTUb9y4EZOpivCgNbRNkghHT2ZXDKFlaiPqtXG6QlCxmM1smPEZGp2W2x5/DlGD/83fgRDCDYhEMYddglIApgeKp+Y/gQtSykCblUQAyh/X9wghbpdSbvub93ZLudFfyDyUEsgXGY9iRAuAEOJ2IcQxIYRBCJFmU7ouXgsVQkjbgf1iGNE7Qoh9QogSIcRmIYRPtf6dhRBRQogiWwWb3n/mBv+/IYTwtUWoIIRwRDGUPQPs4HK5q/HAatv7NbbP2K5vt/myrAHG2KoDhQENgYPAIaChrZqQHsXM9vcYDauoqKioqKioqKjcdKSU7FuygC0zvyakZRvufvODmyaoAKxfv57S0lJGjRqFXQ2RIOfOfY7JVEhE43eYn1nAjNQcxvl781iQbw2zKWzfvp2ioiKGDRt2ac7SKjOvLT3G8IL9dPIdQjYW3haVfHJHC5oHe2K1SnYvjsfZXU+r9o5kv694dXg//hjOXWpOcbJWmak4lUfBsngMu9KJCtAye/M8Rsz5hDZxR2ndfzCTv/qRXvc/dEOCislQycYZy5mzcTHlVHF7p8FsyYtneYtP8c4M4+5TL+Kp9aJdyhzCs7Zh99FtWGUV75w9SqWlktENR9MjsAc/xfyEXVkXTqQ4MQELzfS5GIcG8GVWfRLdQ/hSnGF0kC0AIf0wxK5UIj5c/QA4u38PxdlZNOvZl6IlS5B6Pf5xp9nWshuvTRyEEIK4uDhiY2MJCY2jQ24VdsX5nPB7DePxRpSGZTBycqdLggrA3sVzyUyIY8DkJ3H19qnp9v8uGgFIKRdJKS1Sygop5WYpZQyAEEIjhHhdCHFeCJEjhJgrhHC3XesthKhuOIsQIkUI0V8IcRvwKkqxklIhxIlq3UJqO7fXhlRIl1JOA35CKYRycc0vbXqBQQhxRAhRoyerEMJOCLFICLFcKNWF7YUQ04UQF2yv6bY2Z2AD4G/be6kQwl8I0VEIsd+mKWQKIWbYzq63hBsVVaIBNyFEE5s3yhiuLMtUhiK6eAC3A48JIUZeZ757gQlAHRSF7QUAIUQAsA54F/CytS8XQtT+fyKVq6kH7BBCxKAIIFuklJHAVOA5m+GsNzDL1n8W4G1rfw54GRTnZxQF9DSwEXjC9o/XDDwJbEIRa5bY+qqoqKioqKioqKj8LVitFrbM/Jro5Yto1rs/I198A72D428PvEFiY2M5efIkPXv2JCDgWjvBouIjpGfMJzDwfg4Zg3g5Pp2+Xq683zDwitLI1UlPT+fAgQO0b9+e0NDQS+2fboojMC2KTk6N0WsceIEKJnYOYXgHJVj89N4L5KaW0HV0A/KmvYY0GnFo0Rzfx66sbmvKq6Bkbwa5P53kwtvR5M8/gyEmlyO6XNIPfk37k/tp0b0XE6fPpP/Ex3Dxur5vCijC1fmdZ/jh82+JzjtJQ99QHnn6MX4+t5LN9WfTN+leeiTfTUCgMx2PfYRXSRJBs2eSXr6G6DJ7kssN1HOuxyudXiGuII7t505Qmn4brSjjfpxx63SSn44XkOAZyBvZa7mr++iLC8OWaeDsa0ujUSJKopbMxzc4lAYt22KIjCTHzROp0RD+6BN4u9hTVVXFunXrcHO30NouCt/0LDL9J7J3bxAJvoe4++HuVwgqSUcOcHjtCloNGELjLjWe9y9jroINU+GrNrDiETi+EIprDOC/WcQDFiHEHCHEYCHE1Yrhg7ZXHyAcxYJjxm9NKqXcCLwP/CqldJFStqp2ucZz++9gBdDWJn6Acj5tjXLWXwgsFUI4VB9gCwxYhRKBc7eU0gi8BnS2jW2FUkDldSllGTAYJUrGxfa6gJIa9Szgg5K10Q+livAt4feUVL4YrbIL5TB96Rdjq9hzkRghxCKgF8rDqIlfpJTxAEKIJcBwW/v9wHop5Xrb5y1CiMPAEK50IFapBZtS2aaG9nNcrt5Tvb0SuKuWud6jmttztfb1wPprR6ioqKioqKioqKj8tZiNRtZ//SkJB6PoNOoeut1zf61Cxh+hpKSEyMhIAgIC6NHj2oO2xVLJmTNTcXDwp6rOkzwck0KEswMzm4Wi09S8D7PZzJo1a3BxcbkilejI+UIidxxmvCGOhsGPskWYCA3x4KXhStnmylIT0auT8G/oQZ2sQ2QeOIBwcCDwyy8BDZUJhVSeLaAyrhBzXgUAujpOuHQLoNjfjm/mfIzfhXPU79SNHvfcj3dAUE3bqxFjfjk75q3nQGEseo0dI/sO42hFPMOX3YkQOsYefw1nkwfturnjOfNZhJSEzJlNVOViEssMLC10xNPBk2/7fYu91p6Zx37AeGEMeqvgbZFPoNdHzMloyfyGU+henMWjY95SvEgA4jfC+X1w+2dg7wpA7K6tFGVlMvKlNyjZsAFreTm+5eXs7DWUJ/q0BpRIIIPBQPvmG2iaaKTMuSmrjt5Ggu9h3AaWEeYZdun+DLk5bPzmC+qE1af3uN/wZy1OhyXjIeMwhPaAxC0Qs1i55lUfwntBWC/lmvNvi1U3gpTSYPNUmQr8CPgJIdYDk6WU2cB9wOfVqrS+ApwSQkz4E8vWdm6/US6gVCbyAMqklNUDMz4TQrwONAYuRse4ofxB/wQwxZZBAcq9PSWlzLHt5X/AD8AbNS0qpTxS7WOKEOIHFH1i+u/c/w3xe0WV3UAY1VJ/AIQQnYAPgeYoCpY9sPQ6c2VVe1/OZSPbEOAuIcSwatftUFJXVFRUVFRUVFRUVFRULmGsKGf1p++SeiqGPuMn0/ZmmIpWQ0rJ6tWrMZlMjBo16lJlnuqcO/c55eXJ+Debz72ns3DVaZnfMhwXXe3FT/ft20dOTg5jx47FwUH5Q32V2cLLy44zMH8nTT27AhoWiwp+HdfjUjRF9OokjBUWug3xI2vsRAD8P/iAijgzJd9HI40W0Answz1w6eqPQ4QXOi8HivNymfvWq/jm59D+4Wfo1e/65ZaveAZWSdrW00Tu20yOKCbcK5gyD0eePzkNgz6fjmlDaZLbGScXe/qM9MQ0TYmYCZkzmzXmI8QmzWN1kT31XAKYNWgW/i7+pOTGsvaoxFQRwgfaNbSyW8wWz9t5I/xpnAqq+HFI38uCisUMW94E7wbQVnEtMBuN7F++mHoNGxPetiPn3v+EcnsHLEJwx5svApcjgQKDUulQbEBbVUlk7iQqw/PZ7beYyDaRl+7RYjaxdvqHWK1Whj3z8vXLJ5/bCcseUiJV7p4LTUeA1Qo5sZC8G87tgpglcPhnpb9fC0VgCetV+5w3+l1IeQYlGgUhRARK9sh0FP9Tf+B8te7nUc771zfZuT61ndtvlABAohjXIoR4AZiIsleJIqJUTynqjHL+H1tNUIGa782/tkWFEI2Az4H2KF6wOuBIbf3/LDcsqkgpzwshklGiRiZedXkhSmjRYCllpRBiOlc+nBslDZgnpZz8B8aqqKioqKioqKioqPw/odxQzIoP3iInJYnBTzxH0559b/oahw4dIjExkSFDhuDjc+3xpqjoMKlpP+PjP46nUr0wmKtY07Yh9exrP5Tn5uaye/dumjVrRuPGjS+1f7MjCbeEvQSYy2ng1oqNmBjWKRhPZ2WunPMGYvdeoFWfICo+eQNZWYnroIHoAttRsOAsDhFeOHf0w76BBxr9ZUEnLzWFue++gba8HO9Hn6dXr543fP9VmSXsWrCJAyWn0Qot7rpAFhJJvimTDtm30SS3CxqrjoYd6tKhnZbcJyaBRhA8ezY/Gjaw+vR35JjtCHf1Z9aQBXg5eEGlga8WvoQp/1FGa3Zxh906Tvb6jIdkeygx8kPzUDwdqz2/4/MhLw7uma+Y1AIntmygND+PwY8/R+Xp0xhjY3ECYsY+REf/OlgsFtasWYOjo6SF+07qnsrneMVINPWbMd/rcUY3Go2/y+Uz+e75v5CVGM+w517Bw68eNSIl7JuumOV6N1T249tIuabRKOKJXwvo8gRYTHDhmCKwJO+CgzNh/29m4vwupJRnhRCzgUdsTRdQghQuEgyYgWwUAeJSoRmbpUd1i41bVVRkFHBUSllm8095CSUVJ1ZKaRVCFKJEslxkMxADbBNC9LZF4MDle7toOxFsa6tt798Bx1DEmRIhxDNc9he96fyeSBVQxBRP20OpPtYVKLAJKh1Rcq82/4H9zAcOCSEGAVtRVKrOQKKUMv26I1VUVFRUVFRUVFRU/l9gyMth2XvTKMnNYcQLr1O/3TVZ7n+azMxMNm3aRIMGDejQocM11y2WCk6feQkHh0BWaMZzqrSIuS3CaOZSu5eLyWRixYoV6PV6Bg8efKn9bJaBhZsOcU/RYZrVGQUIIjVmlgyJAJRokd2L43F01dPYPpG8qCi0np74vjCNvJ/i0Ae74n1/E4TuSsvMtNMnWfHxO5QILenjn+GVnt1v6N6llKRtPM26/ZvJ1hTjYnEnyv0Y6R7raJc+kCFnH0WLjobt69B+SBhOJRmkPjgBodXi/8ss3suazarEVYCGCEcNP9/+K672nlCQTPoPA4kufo0gkcsLwkDa0F3cW16OqczIPdKBAY2rBVYYy2DH+xDUCSKGKk0V5RxYtYTgFq0Jbt6SY8++jF4IilzdGfXikwBERUWRk5ND8ybbaZ0mKKMOJ8z3kdhsE5ocDQ+3fPjSEgkHoji6YQ1tBw+nUaduNT+QymJY9TicjYRmo2D4DLC/TtCG1g6COiqvXi+CqQJSo+F/f1z4s0Wm3I7ifZIuhAhCiVCJtnVZBEwVQmwAcrnsk2IWQsQDDkKI21HO6a+iZJdcJBsYIITQSCmtf3iTyj4Fiogzyfa6mDLkiiLy5AI6IcTLKJEqVyCl/FgIYc9lYSXPdm+vCyEOoYgo07js8ZqN4hHqLqUsrraWASi1PbfHbOveEn6XqCKlTKrl0uMoOVEzUDxXlqDkTf0upJRpQogRKLW3F6EYzBxEeQgqKioqKioqKioqKv/PyU9PY9n7b2CqqGD0a28T2KT5TV+jsrKSJUuW4OzszKhRo2r0aElK+pSKivNYGy5kZmIR4/29Gehz/co5mzZtIjMzk7Fjx+LiohzKLVbJ1GUn6Je3AyetJ2FO4azHxN3dQnC0RZyc2Z9JdrKBPmPCyZ8yUimf/O13FC5LQWgFXvdeK6jE7d/D+hmfUezmxfphE1jXq/MNec1IiyR3+VmWnoqkQhjJdyhlg+cW2mT2p/e5+9BKHcG+FTTzycA55yAVnxeQt2cPQq/H5+fveC75U6IuRAHQxtHMG+0fx9Xek9KcAzh+N5gPqh4nGy9+kFasbZ5lsjSTZzQTmFDKe49cJWrs/wZKs+HueZfSgY6uX0OFoZjuYx4gPzEZzeZ1aKTE+PAj6J0cyc/PZ+fOndSpk0NHcz72xXlsKXyVhnfV4/NzKxjXdBy+TkqQRlFWJhu/m45fg0b0vL8W65Hs0/Dr/VCYAoPeh86PX05NulHsHKF+n9835lpKgE4oxUc8UFJqIoFviHk9AAAgAElEQVQXbdd/RhEzdgMOKIVFngKQUhYLIR5HqcajRTlvVw9aWIrib5ovhEiWUrb9A/vzF0KUokSeFANRQG8p5UXRZxOKX0o8SqGbL1AyVa5BSvmOTVjZKoToi1LIxg0liuXift+19T1r83Q9Z4vAaYpiqDsTJTLmGPArcPND2WyIK1OVVFRuDe3bt5eHDx/+u7ehoqKioqKioqLyLyYrMZ7lH76FRqNh9KtvUyc0/KavIaVk6dKlnDlzhgkTJhAcHHxNn8LCgxw9NhYv/wd5tFCpULO9Q2Ocr+OjEhMTw4oVK+jWrRsDBgy41P7TnnOsXfgrPQv20TloMgE6T57XVrL4f/2w02mpLDOx4M1oPOs60TbmSyoOHcJz/Dj04XdQfjwHnwnNcWh0ZSGYI+tWs3PeT1iCw/m2zz3M7NDsNwUfAKvRQv6CMxxOPMEBuwQOexwlqLA1zbK7IqQOv+yDhJ7fhFNFDgDCyQmdlxd2gYHYvfo0U86+T1xhHBLJoDohDHZIpkH9Z8lPX03E7r2sLe3JVPPDPKjT8LC7D28M9GZdvgG7Y/n8OqIVXRtUS7EqzVEq69TvC/fMA6CitIRZT00isGkLhj//KpuH3EnQ+bPk+dahx7YtCJ2OuXPnkp6eTLemi+l5Kp9zZe1JjviU+XU/Jr4wnvV3rMfTwROz0ciiaS9SnJPFAx9+hXudGqxHTi6DNU+B3gXumg2htUSy3CBCiCNSyvZ/ahKVfxy/N/1HRUVFRUVFRUVFRUXlL+f8yeOs/uRdnNzdufO1d2v3vviTHDx4kNOnTzNgwIAaBRWLpZwzZ6bi6BDMIu4ntbKYlW0aXFdQyc3NZe3atQQHB9O37+U/mKcVlDMz8hB3Fh3E2b4ZgTov1mJkfK9w7GzzHVybTFWZidZ1M6g4dAhdQADOfcZTvCoJt/7BVwgq0mpl14JfOBK5Eq82HZnWbjBjgv1uSFCxlBrJ+eUkpRlFHHCIp0rCoLNPoJFavO2z6NzeCZ/Q7mg9h6Pz8kTr5YXGUUl1Si5O5sEtj5Bdno1E8mCDAbSqXAsSzp9+j5CTet4wTGa5tRdh2jIetPjxU39f1hUUYRdXxIQGda8UVAB2fgjmSuj35qWmw2uWU1VRTrd77mfNJz/QOOUMAH5vvoXGzo5jx46RnJxMg/r7aZ+lx2zWcVTzGOUtj3D05FHe6/4eng7K89o5bxY5yUmMePGNawUViwk2vwEHvoOgzoqg4nZrfm8q/35uuqgihPgeyJBSvnOz51ZRUVFRUVFRUVFR+f9H/IF9rP/qEzz9Axn96tu4eHrdknUyMjLYtGkTjRo1okuXLjX2SUz6mIrKVCrqL2buuWIeDfKls0ft/hpGo5ElS5ag1+u58847L1UQklLyyvIYeuTsQCsFbUMGYzVJou2sPN5ficDJTSvh1K50mnb2xfjJM6DR4P/xdxSuOId9I09c+14WfcwmExu//YK4qN00HTCENyJ6EKjT8lb9WoukXKIyp4T0Hw8jSiVL9YdBCvzyWqP3rWLQ/e0IbVxztSApJZvPb+bt/W9TbipDSiv3+jrRumo1CKjjNpAjWySPF/ejEj197aN5pWoA2wfV49uiItxzqqhTInl5cMSVE+clwJHZ0P4h8GkAQFlRIUc3rCWia0/SC0yEzP9eeb73jKVVv96UlpayefMmPDyK6eCYiUvSeXaVTCbkvjAeix1P36C+DAtXisyejdrNic3raD/sDhq073Tl2uYqmD8aUvZAp8dg4DuXDHJVVGrihkUVIcROoBXgJ6Wsqq2flPLRm7AvFRUVFRUVFRUVFRUVTm7fzJaZM6jXsDGjpr6Jg8vvrep6Y1RUVLB06VJcXV0ZOXIkGo3mmj6FhdGkp8/D3X8iL2Y40dBJw8thtUcwSCmJjIwkNzeXcePG4eZ22Zdz6ZF0Co/toU15Om4uQ/AzaVmFkcl9GqDRaJBSsmdxPPbOdtRb8z5WkwnvJ5/BsLUQrYser3saI2yllqvKy1j96XukxcbQ494HmdugPZm5RaxtEX7dCBopJfsObcdntQWNRcu+8nKMnpW4GvS0G1WXTr2aYbGUUloah8lswGIuwWQ2YDYbSCxKYWbCLk4ZcrATAimtjPc20sevFYaSCnKq+vLp6macMfkToTvDJ9o5eJg+5XgTN6aJMgJNgrwTeXw2uQtOel31TUHks6B3hl5TLzVHr/gVi9lE8+F3s/epF2hjMlIVFEzL114GYOPGjVRVVdKq8Tbqny4ky9gITeeH+OzCW7jqXZnWZRpCCAouZLD5h6/xb9SE7mPGXftQdrynCCojvoU299X67P4OhBApwCQp5da/ey8ql7khUUUIEQr0QDGcGY5iDFNTP62U0nKzNqeioqKioqKioqKi8v+XvNQUtvw4g5CWrRn+/KvY2TvcknWklKxatQqDwcCECRNwcnK6po/ZXMbpM1NxdAxhjnUM2UYDkW0b4aC9Vny5yJEjR4iJiaFPnz6Eh1/2f8kpqeTzlQcZVRSNxi6IdmFtMJeaOG0neap3KADxB7PJTCqmQ2ge1sjj6BvUR+PSHWNmIXUebYXWWYmeMBmrWP7+NLLPJTL4iedIiGjDstjzvBDqR1t351r3djjrMNvXbOCucz2ostixr8xElksyGquF2ye2IyX/E37dmEldp1w04rIPZ5kFNhjs2FuqQ5FrBHZC8ErzodzW9GmS0nfx875g9mR0QWhLCKg7j3VFGymzjOZMWF1eCNNQT2jI2ZrKxC5hdAy7Kuro2HxF1Bg6HVwUQ1lDbg4xWzfSvM8Aps9fy8MJp7BqtDT57hs0ej0JCQmcOnWK4JAYOhY5o6lK47jDsySG7+BM7Bm+7PMl3o7emIxVRH7xAVo7O26f8hJa3VXH4ZS9sO8raPfgP05QUfnncqORKuNQSjUdAMZjE1VsdbErUGpG9wJGCCHuB9KllK8LIdYC1W2OnYCHpJSzhRBdgS+BRigOwFOklFG2eXcCe1AcelsC+4F7beWUEEIsRRF5HIETwGNSylhUVFRUVFRUVFRUVP4TSCnZ/ssP2Ds5M+SpF26ZoAIQHR1NXFwcgwYNIigoqMY+iUkfU1mZQVH4ryxNNvBsSF3auF0rvlzkwoULbNiwgfr169OjR48rrr21+hQdL2xHJ614uN+GT6mZFRh5uH9DhEZgrDSzf0UiPn72uMx9G7RavB7+iLKoAjxG1Ecf5Aooz2jTd1+SmRDH8OdexaV1e6YejKOtmxPPhNRgvArEF8bz3a5ZtDjYhLGWXhRZJftLS6jQlFPlVEBEQxMzoyNZe24cJqsdLnpJUz9BM389FboktuUvpJJCAFztPRjfbDz3NL4HZ50Liw+l8l6kjgpTZ3Ree+nWIJXp+U5oijScCHuAKRF26KQVcTCPcA8nXhzU+MrNlebA5tchuCu0HX+pOWrZQoRGsMo7gkkzlGI3fq++jH2DBlRVVREZGYmzczltvZPxOnqOYxUjcX8ggp+OPcSI+iPoG6z42Oz45QdyU1O44+W3cPPxvXLtiiJY+Sh4hStVfv7BCCE0KGWRJ6OciTcCT9mq/MwBYqSUnwkhAlCq/DwppfxGCFEfOAT4AO7APJSKQjpgH/ColDL92hVVrkftsuqVjAMW2F6DhBDV/4XeC7yHUgt6b/VBUsphUkoXKaULcBeQhVJv2gtYB3wFeAOfA+uEEN5XzTsBqAPoUcoiXWQD0NB27ahtXyoqKioqKioqKioq/xHi9u8h7fRJuo95AEdXt98e8AdJS0tjy5YtRERE0Llz5xr7FBREkZExH1f/ybyZbk9zF0eeDa1ZtIDLqUROTk7ccccdV6QSbTyVRWL0HkLKz6Nz6EbbYD9MSNL1gjY9FI+UY5tTKSs2En5oJsJqwevhlyjbX4BjK1+cO19ON9q/bBFxUbvpPnY89Tt2YcqZVKqskhlNQtBpri37uyl+K99+upqhO29joLU+uToTu8pSMUoHLI7H0GhNzEgKZ0XiMPo18eej0S0Y3iaEnEotc0/GsDotUhFULK6Ea8Yw1u8HWrrcQXymmaEzdvDqylMEuFygd+PP+L5/OF97vI5b+jqWBT3NAw08QUD3Aklubhmf3tXyUsnoS2yYCqZyGPYl2J5ZfkYap3dtp7JdTzou+AkHYxUOHTrgdZ8SSbJjxw6Ki4tpEL6LiLhKDBZfLL1e4P3EN6njVIepHZUUovjovZzcvpmOI+8irE0NBXjWvwiGC3DHj0rq0T+bB22vPkA44ALMsF3bBfS2ve8FnAN6Vvu8R0ppRdECfkEJkAhGCZa4OIfK7+A3I1WEEN1RHvQSKWWeECIJRfD4wtZltZRyn+19ZU21z4UQjYA5wB1SyjQhxANAgpRynq3LIiHE08AwYLat7RcpZbxt/BKUtCMApJQ/V5v7LaBQCOEupSy+sdtWUVFRUVFRUVFRUfmnYqysYNf8n6kTWp8W/QbdsnXKy8tZtmwZbm5ujBgxgprOMmZzKWfOvoyjYyg/mu+k2FzK0tb10dfguQJK9Mjq1aspLi7mwQcfxNn58gE9raCcN3+NZlThPuxdg/B0a49noZHlGHm4fyOERmDIq+DY5lSCXPJxSTqIfUQLLIZG6Hx1eN7R8NIez+7bxf5lC2nWqx8dR9zJj+m57C4s5dPGQYQ72V+zr1O5p9j5y1nurupAsIOWRLscjpflYGdtjF3VDvL89OyrDEW61OPnB1vTN6IumaWZrM/7lHzvozh5g7POnfbukzEXd+RUejkfxyYDyQAIbQnDG69iiN8hejedgzExGNP2z/mw0QN8FTySTq5OTHR05ek1R3i4ZzjtQq5K+4nfBLEroM9r4NvoUnPUkgWg13O6HEacjgFHR4K+nI4QgjNnzhAdHU29egl0NjnhUHaWI87vs9srkpT4FGYNnIWr3hWL2czuhbPxDQmj2933X/ulnVwGJ5dA71chsN1v/Wz+CdwHfC6lPAcghHgFOCWEmIAiqnxmi2bpCXwMvGEb18t2HSllPrD84oRCiPeAHX/ZHfyHuJH0n/HA5oupN8BCW9tFUSXteoOFEO7AauB1KeXFSBZ/4PxVXc8DAdU+Z1V7X46iviGE0KJExtwF+AJWWx8fFM+XfzVCCEcpZcXfvQ8VFRUVFRUVFRWVv4sDK5dQmp/H0ClT0WhqN1r9M1itVlatWkVJSQkTJ07E0VYe+GoSEz+ksvIC2WG/sjalhFfD69HEpea+oKQSnT17loEDB15RkrnSZOHxOdH0SN+IXpqRoi8t/J0x5lVQpNfQsFsgAFErEhFIgrZ8ATodzn1ewJxvwvv+lmjslWeRmRDHxu+mExDRjP6Tn+RsWSXvnctkkI8b99W7tjJSdlk2c35axQOmHnjpNRzWJZHnaEGX04Bz5nOIYAdMVh39u3fg6X4R2Okkb0a9ycqElUgkrnpXnmrzFHc2vBO7apVw4nMzmbLhc5ILirjP9TBdQww08B1HZWwAWVFJvNu2BVu92jHSyw3P5FJePJxIfV9nnhvQ6MoNVpVA5HPg2wS6PXN538lJxEfv5VizLjy/eDYAgZ9/js7Li+zsbFauXIm7exmtg89S58B5kozdMd/ThoUHH+H+JvfTsV5HAE7t2EJxdhajXn4Tjfaq31NxOqx7DgI7QI/na/1e/2FcfZ4+j3K2ryulTBJClAGtUSwz3gEmCiEao4gqXwEIIZxQzvS3ARfrcruqPqm/n+uKKkIIR+BuQCuEuChy2AMeQohWts+yxsFcyvVaCOyQUs6sdukCSvRLdYJRcsF+i3uBEUB/IAUlF6wQuFZW/neyF7hCHhVCREgpz/5N+1FRUVFRUVFRUVH5yyjMzOBI5Eqa9uxLQOMmt2yd/fv3Ex8fz+DBgwkICKixT37+bjIuLMLJ/3HeSdfT1s2ex4Pq1DpnamrqpVSi6iWZpZS8vvwY4ceXUK8yA4+gEbjp/fHIq2Q5Rib2b4TQasiIKyTpaC71c3fgUFWIx7h3MWVW4TW2MXZ1FP8WQ14Oqz55Bxcvb4Y//yqVQsMjsedx1Wr5tHHQNdE2KRkp/Lh4Fg8XDsBOK9lhH4tfGz0xm/zY4lSGq5OgozDRe+hwendoRnJxMs/ueJak4iQcdY483upx7mt6H3aaK8sKpxSnMGX3Y+SJbL7VVlDHrYo8jRPOSSOJjcngpR72nNe1YnBOEps2O2Cn0TCqTQBP9WuAg91Vwsb2d8GQARM3g05/qXnd/NlU2jsyOPoIDiYjbkNvx7VPb8rKyli0aBFarYnGjdcTcdYZs9WO8r7TeOfUa4S5hzGl7RRAMfKNXr4I/8ZNCWt9VdqP1ar4qFjMMOoH0N5wcdy/m6vP08GAGci2fd4F3AnopZQZQohdKIERnsBxW5/ngcZAJylllhCiNXCM/865+i/jt341IwEL0AIwVmtfguKz8lu8BzgDU65qXw98LYS41zbXaKApEHkDc7oCVUA+ivHtP9tF6AYRQgxDeQYuQoggKWX1CKBfUcpZq6ioqKioqKioqPxnkVKyY/ZMtHZ29Lxvwi1bJzU1la1bt9K0aVM6duxYY5+yskROxU7Byakh31QNp8JazldNgmv0KlH6l7Fs2TLc3d2vSSVaEJWEceMsQiozaDXwQeIOedKukZ7KnAosei1BXQOxWiV7liTgpK0i8MxqHFr1wmKog3OXeji1UoQcY0U5qz56G7PRyN3T3sfB1Y1Jp1JIqqhkccv6+OoV4aOgoIBTp04RczKG8qJ8HjYMoEJYKeknaeCSxle/tuOAm8RTZ2WgUzahwfXp2b4Z807PY/qR6ZisJnwcfVg5fCUeDh7X3Oux9H08tWMKWnMVs7KyaORejyhvCz6lt7EtsZSXu7lgbynh8xPv865hMo/2CmNC11DquNVgNpx+GA78AB0mQdDl72LfsWMUnjpGlXsobc9tQ+PlRb333sNisbB06VJKSgy0aLmJplWhuBfvJdbjeRbbryGvIo/5febjoFPWOrFpHaWFBdz+9EvXpndFf6tUGhr+NXjXr/0H889jETBVCLEByEU5E/8qpTTbru8CPuVy1d6dtjF7qkWhuKL4qBTZPE/f/Iv2/p/jt0SV8SjeJqnVG4UQM1DChn6rPvZYwA/F8+Ri2yNSygVCiKEo1X++AxKBodVSjK7HXGAQkAEUoOSHPXYD4/7pnAKCUNKY5gghQlDuMRMw/Z0bU1FRUVFRUVFRUfkrOHf0IMnHj9DrgYk4e3j+9oA/QFpaGkuWLMHDw4Phw4fX6KNSZczj+ImJCGFHQr0ZbD1XyjsNAmjgVHMFIovFwooVKygrK2PSpElXpBIdTsrm0E+fE1yRRp8JT3JiuwvBATo8cypZgZEH+jVC6DTE7s4gP6OU5rHz0Ont0Td+AF1dZzxuV0oxW60W1n39KXnpqdwx9U28A4P5IiWL9XnFvN3An9Z2SvTNqVOnyMjIQCMFLewD6FDSlxyrBae70zh5YRFfbHmYIkc7BjpVMbStI0cPG2nZrSUPbXqII9lHcNI5Ya+1Z/Zts68VVIoz2LRrGq8WHKCe2cx3wp+gEe+SoI3Fmv4LX2QNYkNbJ1xKDWyJnURK2MNEPTEAF/tajp0WE6x5GlzrQb9pl5ozKqpYPfdnPOwcuGPfLkAQ/ONMNPb2rFu3jpSUFFq2SqaOixG/PTHkWCJIu60zaw49z6OtHqW5T3Pleywv58DqZYS2aktg0+ZXrp11Crb9DyKGQpsHfuNX84/jZ5QUoN2AA7AJeKra9V0ooslu2+e9KAEJu6v1mY6SVZKHEvnyGUpQhcrv5LqiipTytlral6BEmNR07cFq70OvM/c1aS7VrvW+6vNsbAa2UspSlPSf6sytbZ1/C1LKZOBbIcQpKeVuAFsJrBAUwUVFRUVFRUVFRUXlP4vZaGTHnB/xCgiizW3Dbvr8Ukr279/P1q1bcXNzY8yYMTg4XCuSWCwVxJyYjNGYh1+zhTx0ppwuHs5MDPSpcd6qqiqWLFlCUlISw4YNo169y9V5cgpLWfzhuwSXp9J9wuOUFYdTXpJOSIADlWVGHPU6fLsEUFlm4sDqJDzKUvDNPYbLXZ+AVoP3vREInWKIu3vBbM4dOUjfhx4ltHU7NucV83FyFqN83fE5vI/PTpwAwM/Pj0Hd++F2ogr3XHsSKi1UdltASnweX514DJ3Q8paugOFPDuGbb77BI9yDyfsno0FDfff6nDecZ+bAmYS4VcsuuXAcGTWDuWmb+cTTg5Z480r7aeR7tiAhP5ayvGV8YZrG6fq+eBSZ2JA1nUCdlaDRT4LddY6c+76EnFgYswgcLld4+nzDJvwvJBORWoq9xYzng+NxbNaMQ4cOcejQIZo1c8DdfS91D4Sjl0kYBrzN+zHv0sSrCQ+3fPjSPEfWraKyxED3MVclWZgqYcVkcPBQKg3VIKz9E7nqfP227VVTvziqpfHYCrrorupzgctVgi7yw83Y5/83bkrSmBDieyBDSvnOzZjv/zMXBRXb+wyUaBUVFRUVFRUVFRWV/zSH166gODuLO19/F63u5npblJeXs2rVKuLj44mIiGDEiBE1GtNKaSH29HMYSk7SpPl3PJrmhKSC6RHBaGo4eJeVlbFgwQIyMzMZPnw4bdu2vXStsrKKr19/g3qGZJreNZHwpj1Y+sEh2rSvg0dCAaswcn+fRmj0Wg6vOkdlmYkWZxbh2GE0mNzxuq8xOk9F9InZtokjkStpPWgobQYNJbG8kidOn6eJo56m+zYTk5lJly5daNu2Le6VDmTOOYGlVMvhMjOVjZeTW1SXGYkjcZSS9+0zGfzOQ8z/dT4maWKBaQGt6rbC19GXyORI3u76No3cWvPT7iROx8VRlJVMYbmRbIc2uDuH0bUin2DXDI6efxO/vGyyNfX4Tvcqybr63OPqyhdNjWi+26ZU0rGrObIHgLxE2PUxNB0JEUMuNe9PSsZz1TzcyiXhhdnoAgKoO3UqKSkpbNiwgbCwenh6fYFdchPCK/dS1ng8X5nXUWYq44MeH1zyfik3FHNk3UoadupK3fAGV669/R3IOQ33LgXnmsWy/wJCiFKg5cUqQf8EhBCvAuFSykl/915uFjdSUjkFJbTIv3p6jhDiGIqjcJiU8tFbtsObgBBCAg2llIl/915UVFRUVFRUVFRUVK7EkJfDgVVLadSpGyEtWt/UuVNTU1m2bBllZWUMHjyYjh071pjyA5CQ+CG5uZtp1PANfihuysHiXL5vGkKI47UligsLC5k3bx4Gg4F77rmHiIiIS9csZhNfvz4Nj7wEPAfcy213jGT5J0dwcLHDtaiCcsBbp8Ojqz8FmWXE7EzD/8I+3LVm7AIG4do7EMcIpYpP6qkYts36ltBWbekzfjIGs4UHTyajk5Ku0VsprSjj3nvvpVGjRpQdziJ75XEKKSamxAFz3dMUmQbwXZoON7OZ7+rl0v65h1gUvYiks0kkeSXxQrcXqLJU8cnhTxgVdj9HTjXg1Tmb8XFMp3fdKCIaX8DHNQd3+9JL92eW3uSXRfBL6RPsdovASSOY2zyMgT7usOYp0DlAh4m1fylSQuQziugy+ONLzcaqSjZP/xBHk4nOSedBoyFkzmyKiopYsmQJnp6ehIZEUlXuSJPzF7A6+7KzdSd2HPqAF9u/SH2Py74oh9Ysx1RZdW0J5XM7Yf8MxcOl0cDr/HL+edhKJ/eUUg6u1pYAJNbQ9oaU0uVv2OZ1kVL+JzxRq3OjEnAyij/K1wBCiBYoOVkqtxghRD2gQEpZ9XfvRUVFRUVFRUVFReVWsGvuLAB6jbvOQfx3YrVaiYqKYtu2bXh4eDBx4kT8/f1r7Z+WNoe0tJ8JCnyQ4/Yj+SExhYkBPoyse623S1ZWFvPnz8dsNjNu3LgrSidbzCZm/e9/aNJiKW03nOcn3Uvsngyykw106FwHz7OFLMLI5F4NEHote5fEozVVEJ6yDseBb6IPc8NtQCigVEJa+/n7eNYLYOgzU0Gj4cmTySSXVzLsxD78dBrGTJ6Mt6cXhaviKYvOJs4xidO5Xjg4V3DB1JL5WWX4VJXzc9MKgh68hyk7piAPSjzsPHjn3nc4X57KlB1P4y7bMnd9U/QimTHOG+ndcQtSKymwOpBQYaKx7230CB2LKc6DWWfK+TnEjkqdYLy/N8+H1cNHr4PSXDjxK7S+9/oRIMfmKQaxw74C17qAkp614NuvcMnJICK9DJ3Vgu9zzyJ9fVn8889YLBbatS6nwnQazxNd8dWsIanLK7x9bDrt67bn/qaXxZOSgjyOb4ykac8+eAde/m6oKISVj4F3Qxjwr0yy2A28fLHsse2saAe0uaqtAVf6p6jcQjQ32G8eV1b7GU81HxMhxGwhxLu2972FEOlCiOeFEDlCiEwhxISr+n4jhFgnhCgRQhwQQtSvdj1CCLFFCFEghIgTQtxd7doQIcRp27gMIcQL1a5NFkIk2satEUL429ov/phOCCFKhRD3CCE8hRCRQohcIUSh7X3g73hufyXzgLNCiE//7o2oqKioqKioqKio3GzOnzxO/IF9dBp5F24+tZcr/j2UlZWxcOFCtm7dSpMmTXjkkUeuK6jk5m4lPuFdfHz6IwKe55mzqbRzc+LNBteOSU5O5pdffkGj0fDQQw9dJaiY+fXj9ymJP05i/QG8/NxEKkqM7F+ZRN0wFzzOFhCDmf529rh1C+D8qXzSzhQSmrwOtzZ3oPPwwntsBEIrqCwtZeVHbyM0Gka+NA17J2c+PneBzfkGuiTE0LOOF5MmTcLbw4usWVGURWez02cbew0SLU7EGR2YZywjoCyfBR0h+ME7eHTLoyTFJ+FT5cPg/sNZeeo8T29/HnOFP5XnbuM53XL2ur/K0O4nEHonfigO4eMsRzq2+p4hAR8RudGFwcVGvq6vp6unCzs7RvBB4yBFUAE49BNYqqDLE7V/OSXZsPl1COkObS8fMY9v3UBB9G4MrkGE5WdhFxKC134/qegAACAASURBVKRJrFy5kpycHLp3aEF51SzMGW1pxx4M/q0Ym7qces71+KTXJ2jE5aPtgRW/YrVa6XLn2MvrSgmRz0JZDoz+EfT/yhiBQygiysVwrh7ADiDuqrYkKeUFIYQUQjSA3zxLjxBCHBdCGIQQSUKI22zt/razdYHtrD252pi3hBBLhBBzbXPGCiHaV7s+1bZOie1c36/auPm296G2PY4XQqQKIfKEEK/dqod3q7hRUSUacBNCNBFCaIExwPzr9PcD3IEAYCLwjRCiusQ7BvgfSp3sRJTSywghnIEtKC7EdWz9vhVCNLWNm4VSPcgVaA5st43rC3wA3A3UA84DiwGklD1tY1tJKV2klL/a7vsXFBPYYJRSUjNu8Fn8pUgp+0spw4Cf/u69qKioqKioqKioqNxMLGYz23/5Afe6frQfdsdNmfP8+fN8//33JCcnM2TIEO66664aDWkvYjDEcCr2GdxcmxMe8RmTYlOx1whmNgtFr7nyuBQbG8v8+fNxc3Nj4sSJ1KlzWQSymM2smf4RmScOcbheL9546WHsdVqiViRSVWnGs6QSAAcHHU3Gt0DqteyZdwqn8ixCjBew8++K15jGaN3ssVosrJ3+IcU52Qx//lU86vqxIjWL6am5NM48z6P1AxkzZgz2enuyFx7Eck6yOXwp0QYdvmUhxAnJSvsqwg0XWDDAG7+7hvDY1sc4m3uWbmU9EY7uPLophZ8T30BrtWdqjpYo3XM83SuY3GHDKLFm8UuOlWyjmV/6/QxnghgSHcfUAPB00bO0VTjz2jekoXO152qqgEM/QqPbwKdh7V/QhpcUo9hqBrGZCXFs/+UH0uqFMzI6CiEEQd9/x65duzh79iztmnfGYPgUq9mF3no3MBmYrC3C3yWAWYNm4eN4OSqmKCuTk9s307L/INzr+F1e9+gciF0JvV8B/zY38lP6xyGlNAIHgItn3J7AHpTqPtXbaopSqe0s3RElYOJFwMM2PsU2ZjGQjmIHcifwvu3sfZHhtj4ewBpsZ2ohRGPgSaCDbb1B1easie5AY6AfME0I0eS6D+Ifxo2KKnA5WmUAcIbrG6iagLellCYp5XqgFOUhXWSllPKgrY72Ai6rakOBFCnlL1JKs5TyGLAcuKvavE2FEG5SykIp5VFb+33Az1LKo7Y0mVeALkKI0Jo2J6XMl1Iul1KWSylLUESdXr/jWdx0hBDP2v7bzCZcXYGU8uxfvysVFRUVFRUVFRWVW8exjWspyEijz/jJ6PT6PzWX1Wplz549zJ49Gzs7OyZNmnRd/xSAiooMTsRMRq/3pkXLmbySmE98WSXfNQ0lwOHK/Rw8eJClS5fi7+/PhAkTcHd3r7a2hfVff8q5Q/vZ492VJ5+cgL+HIxcSikiKzsLRS0Njs+C8m5ZeL3TCoYEHMdtSMRisNExajVO7h3HrH4JDA+Xv0Dvn/kTqyeP0n/w4gU2aszsphSnx6dQtKWR6y/r079cPIQT5K2MwnzZxOGwdG4sqaZLTlVg7M2udqmhSeJ65oxvgNaQPj299nISsBIbnj8VUWsmWEm9cA2fhoC1mYWY845sHoHkyipW+GrKyl7C7REdQveF8GvEzH0WZGKsvJdtVx+dh/mzp0YweXm5cw4nFUJ4PXZ6s/UuK2wCnV0GvF8FHMY8tLy5izecfYHByo9W5bBzMRjzuHE1ieTm7du0iPLAxpRmbcPBIo7XPOOzPLGOBmxtV3uH8NOinKwQVgKhlC9FodXQadc+V60Y+B/X7Qvdna9/fv4NdXBZQeqCIKnuuattVw7jaztITUc7SW6SUVillhpTyrBAiCOgGTJVSVkopj6P8ob96BsteKeV6KaUFRS9oZWu3APa29eyklClSyqTr3NP/pJQVUsoTwIlq8/wr+D222vNQFK8wfruEcb5NMLlIOVDdJCerlmshQCchRNFVe5xnez8aeB34UAgRA7wspdyPopxd/FEgpSwVQuSjRMqkXL05IYQT8AVwG0q0DIDrxTy037i3W8Vx23/fByKEEBVALHASOCWljPyb9qWioqKioqKioqJy0yktLGD/soWEtWlPeNuOf3geq9VKbGwse/bsIScnh+bNmzN06NDrRqcAmEwGTsRMxGo10rbNAhbnCZZlF/JSmB+9vFwv9ZNSsmPHDnbv3k2jRo2488470V8lAO1ftoj46L3s9ezMoLvvoVsDHywWK8fmn0HjLulu1pDuIOg3tQsarYZyg5GDK+Pwzo8jILwTjs2DcO0TBMCJLRs4tnEt7W4fSYs+A9l79DiTs0rR6/TMbdOIVkEBABRtSaDykIET/tv42niKkclTiHEws9neSKuCZH4c3wGXzq14ctuTpKWmMTh/GMaqctIdw2jp/SV7NVVMpw5NJ8wlSlbw3d4nucvxLPnCmTs6z2XVCT13VBnQuguecfPgqdZBOGuv+dvvxS8B9n8D9VpBaPdrr1tMcOAH2PkB1GkKXacowywWIr/8mBJDMUnNujNm709oXFywTprEqvnz8XavizGxCv8Bkfh6DcF5z1yytTrWBTWvUVDJS03hzN6ddBg+GhdPxeiX1GhY+iDUawl3zwVNLffw72E38IQQwgvwlVImCCGygTm2tubUHKlS21k6CFhfQ39/FG/Pkmpt54H21T5ffa53EELopJSJQohngLeAZkKITcBztjLONVGbPvCv4IZFFSnleSFEMjAERc26FaQBu6SUA2rZwyFghBDCDiWcaAnKj+ACiiADXEoj8qb2aJrnUSJnOkkps4QQrYFjVKvl/VchhIiQUp6VUu4AkFKOsLW7AM2AFkB/QBVVVFRUVFRUVFRU/jPsWTgbi8lEn/GTrxtNUhv/x959R0dVrQ0c/u2ZJJPeE1JIQhJCQoAQIKFXQUBARJSiFBt67WLHa8WuiMq1IiLSe5feewslIYV0SO+9TDKT2d8fZ9CoIISrn1c9z1pZZM45e88+c2bB2i97v6/RaCQuLo7Dhw9TVlaGu7s7d9xxBx07drxmfyZTI+fjH6Wu7iKRkQtIafLhtdRUbnJ1YHpAqx+va2pqYsuWLZw5c4YuXbowatQotL8ILKTFnOD42hUkOYTh2XsYDw8IQjZJ0ubFg74eD6FBIwRdHu+KRqtsFDg87xhNJg1hlfHoujyA64RQhEaQFR/H3gVfExjZjb5338PW7dt5vQZqXD1ZFu5PZy8liFB9NIvavYUkuh9jlvYotyVMJ1Yn2W1tILo0jW8eHohN5zCe2PMEpcml9C/vT7XUkiT86W89kyVWNjwbcCsBnR/gkdOzOZp7iGe8JbYWOjp3Wc/08w0cs2zk1kYL3uwTgrf9bweoSN0Jpakw9tsft/T86NJR2PKsUsI4ZBiMnA0WSlDq8MrFZCfEcaDnCF4xJyu2eeVllq9ejYXGCtL8CBjxKVZWLjgUWmJXms6XbTryxYiFuNm4/WoYR1YtwcrahujRdygHipJg2Xhw9IVJa0Dn8Ks2f0HHUFJtPAgcAZBSVgkh8szH8qSUmb9s9Btz6Wwg+JfXo8yxXYUQDs0CK/789o6V5u+3DFgmhHAE5gIfAFOu+y7/QlpaAP4BwEVKWSuE+H2Lxyt+QImcTcGcEwVla1ANkI6yDegHKWWlEKIKMJmvWQ4sF0IsQ9ma9C5wQkp50Xy+EAhCyd8C4ICSR6XCHM17/Q+4l+t1VgjxDfCGlLL88kEpZQ3KfrkTf9rIVCqVSqVSqVSq/5JBr6eqpIiq4qIf/6wsKiT52CG6jxmHi7dvi/prbGzkzJkzHD16lKqqKry9vRk/fjxhYWFoNNfObiCl5MKFlykvP0Z4+4/APpppp5Lx1FnweXgAGnNQoL6+nrVr15KWlkb//v0ZNGjQr4I15fm5bP18NmU2nmS2G8768ZE0VTZSvCSR6pwqjogmHsUa3cggdO5KYtTC9DJSUwz45R/GtdMY3Ca1R2tvRUVBPps/eQ9nLx9GPvUCe/bs5bOCSrIDQnm/rQ8DzAGVurhiKjZdJN3pPO/Z7lECKlZa9lsb6F2awtdP34IuNJCndj+F8byRyJpIijWuxDR6crfrG3zrYsPIwBFkW9pyx+Y7sbWw5Y2wbjjWHsbU5gvGxNdT1mDgrSLBtAkdEdrrCHgd+1wJXHQY89OxmmLY9RrELgMnP5i4DEJH/Bh0ST1xlFMb11AQ3oMhZ8/gUF+HiIxkU04ODfWN2Bd0InTgcTQ2megcH8R93wecc3Dh/vEbrxhQyU9LJu3UcfqMn4yNvQNUZMPisWBhA1PW/3Y1or8QKWW9ECIGeAZzblKzw+Zju3/ZRghhxdXn0vOBnUKIH1CS3noDDuYtQEeB98xJbduhxAMmXWuM5pwqvihBHz3K3Psvv0ToaloUGLnGPqj/mpSyWggxFPjY/KNB2VP1jPmSKcDn5pwjyZgfqJRytxDiVZT8Ky7AUZQkt5e9gbIcygZ4CPgUJRluCUoEbjbQ7G+A/1fdUbYipQohZgJf/olbkFQqlUqlUqlUqhuWfvoEWedjzcGTYqpKi9FXV/3sGo1Wi4ObO+169qXH7eOv0tOv6fV6Tp06xfHjx6mtrcXf359bb72Vtm3btmilS0bmJ+QXrCMwcDqtvMYwKS6D4kYjm7qG4GqpTI+Ki4tZvnw5FRUVjBo1iqioqF/106ivZ+NH71BnlOxoPYwlU7tjmV5J4ZpUqusNvGuq50ONLU0BDrj3UaoINTWZ2PXhHiwNVoQ5u+FyWwS6AEca6upY/+GbAIx54VXOnY9nUVoWZ8Ojmeztyr1+SkJcfWo5pSsSybLL4C3HzdyWMJ1zFhr2WxsZUJrMFy+OQRfoxzPbn0EXq8Or0Ys8nR8HK124y+ttvnWxpJ1zOw5kH6S+qZ7xoeOZFNCF1MQniHF6ic8veePZYOS783oGPNDl2gEVKX8qj3zzW6C1BFMTnF4Ae96Exjolh0n/58HK7sdmZXk5bP/qE+z9g0l19Ob+k8swWlhwtF9fykpKcSjpSFgPsHBfjcahNyW7P8daSgImrsbF9srBkcMrFmPj6ETXEaOhthQW3w6NtXDfVnAJuGKbv7ADQC+UQMplh1BWoFytlPLV5tInhVKt9xOUVB+FwGPABeAu4GuUOXM58LqU8ldBmyvQAe8D7VFyuRxFmYf/LQkp5Z89BhUghBgDzEL50j0rpdz2Jw/pdxUVFSVjYmL+7GGoVCqVSqVSqf4AUkqOrVnOsTXLsNRZ4+jhiaO7B44enji4m39398TRwxM7Fxc0LchrUVdXx4kTJzhx4gR6vZ7g4GD69+9PQEDLJ8o5uctITn4VH+/xhIW9y8cXC5l1sYAP2rXmHl9lsp6cnMzatWuxtLRk/PjxV3wfKSVb5nzIheOH2dhqFE9NGcHg3AZqj+VjctHxSFEZD1vqiLC0wvfZKCycdQDse2U5iSWtiMjfT/s7JuA2JRwpTWz48C0uxZ3ljn+/Rb2ljk+37mBz575EOTuwKjIYK42GxuxqCr85Q4E2j1c8lnBL4uNKQMXGyIDiRL56ZRyWAb7MWD8DqwQrbLQ2FNgEs73IgTG+H7HLsRw/Bz+yq7Pp59uP56Kew9fGgYMnbuc77mNfUzf6N1nw+oFyAseFYRvh8dsfZnEKbHlGCaj49YTJa6AkRdnqk3cWAvvDiNng0e5nzRr19Sx7+VnqKitY2/Mu3vr6LRxrazg9cQKZUuJY0Z52IW3xiH6d2vo81qfW81lOHvW9HsVm2HtXHEpWfCyr33qZgVMfpNvNQ2DhaCg4r6xQadOnxd+TP4oQ4rSU8tcROtVf2h+xhUd1A6SUG4QQW4GngRVCiCMoyXzUqj8qlUqlUqlUqv9ZpqYmds//kvN7dtBhwBBufuhxtBa/zzSjurqauXPnUlNTQ1hYGP369cPXt2XbhS4rLt5JcvLruLkNIjT0LQ6UV/PRxQLubOXCVB83pJQcPHiQffv24e3tzcSJE39W4ae501s2kHzsEEddetJ3QG+GFBqoOZaPbS9vnj9+iTBLDV2wwOW24B8DKhlLtpJU7I5XeTzB0Tfjemc7hBAcWPI9mWdjGDLtMbQubsxfvpKdnfvR2saa7zoFYqXRYCiqo2j+WcpEGW+6r2BE0hPmgIqB/gXxfPH8rVj4+/Dqklexz7BH56ijxsKLrXlO3BTwFbtsywl2Dia9Ip1/RfyLx7s8jpRNbD39JG82PU8WATzl6MSkNTk4RHn9dkDFoIdDs+HwJ2BlC6M+hfa3Klt9YhaAvSfcMR863vGr/CpSSnZ8/R/KcnMwjnmY0VvW4VRTzbmePciUEvvqYIL8Qwgdup+s7CSWlNoys6SSJkdfbAa9esXhSCk5vGIR9m7udL5pCKy6B/LOwPjF/1MBFdXf1x8aVBFCfA/kSClf+YPfpw2QCVj+ourQX40tcBpYiLLkKk4I8TXwqpSy8k8dmUqlUqlUKpVK9QuGBj1b/jOL9JgT9Lh9An0mTL6hpLNXYjKZ2LBhA3q9nmnTptG6desb7qui8jTxCdNxdOxEp47/Ia/RxKOJlwi1s+bDUD8aGxvZsGEDSUlJREREcOutt2JpaXnFvrIT4ji4dAEXHYIxhA/geR83ajakY9fLmyXlNVyQDSwRDujauWDbTUl6W33uPAd2VmCltaazdyBukyPQ2FoSv28Xp39YT+SwUQRE9+Lz7xawJbwHFjodSzsH4WppgbGygcJ5Z6gyVvOW12JuTn6Es1oN+2wM9Ms/z+eP3oQmuA1vzn0T6yJr7HxtsKmHb/I86Ba4kFPWWXRw60BCaQKT20/mscjHAFiWuIJXq+5Cq7VhYbAfHRemoXG3wenWoKt/kOn7lNUpZRlK0tk2fSH7pLLVR18BPR6GQS+B9ZWDUac2rSXl2CE6jbmbb1MvMvPUEZLCwkht0wbbutYEuIfRZ3IjcfFfEVNnRf8KHf76WhgzTwngXEHGmZPkpyZz84OPY7HtaUjbBbfOgfajWvANUalu3DWDKkKIiyiT/UApZa352DRgspRy4B86un8Ac6mpaPNPMNCIUl55jvnPyUCiEGKslFJNWqtSqVQqlUql+p9QX13F+g/fJD81mcH3P0LksJG/a//Hjh0jPT2dUaNG/VcBldradGJjH0Kn86ZzxDzKmix5ID6DRpNkfsc2NFRVsnz5coqLixk6dCi9evW6amCourSEzZ9+QI3OmWM+Q1jRP4S6VWno2rmQGuTAZ0uS+Upjj5VOi+vYEIQQGIuL2ff6Guq8B9BDluAxoiu6Nk7kXkhk17wv8O8USc/xk/lu4UI2BXak0saOFZ0CCba1pqnWQME3p6mvreM9r8UMTP0XZ4Rgn42BPnnnmTO1O7punXn787fRVmhxDrPBLyeLZ0uG0y54BSlWF4hqFUVMYQx3hNzBC9EvYALeSTzNl0UdaGtZxuKu3XBYnYG+zoD7fR3QWF1ha1ZpOmyeDhcPgqUNWNpC6g7lx9ZdWRHS/wWlbPEVNNTVsmf+VyQd3k9I997Mq/Zk+sZPyQxsQ1xkZ6wbPGht15FbHgnmTMJoyps0JNd68UJxshK8CR1xxX5ryss4sPg7XLx96GA4CHErYdAr0O3eG/uy/A8TQtQ0e2kLNACXc3H+S0q59P9/VCq4/pUqWuAplKo6fwhzPeu/8iqTG/UsSlmsr4DjwGkpZWOz84uEEC8C36GUWFapVCqVSqVSqf5UlUWFrH3vdaqKCxn99EuE9Oj9u/afm5vLnj17aN++Pd26dbvhfhoaCjkXex9CaOkSuYBjNVY8npRMtbGJuR3aIAry+Gb1aqSUTJo0ibZt2161L6PBwOaP36O2rp71rcbywchIbDdlonG3xnJsMI/MOsB4rAiVGpxvDUbrpKNJrydm8jNkB95HgLEYv4gQHAf7U1lUyMbZ7+Dk6cktTzzHqjVr2ODsQ5azBx+H+dHXxQFpaCJ//mkMZQ185LWUnhn3cVoK9toa6JMbx5yx4dgM7MXLi1/GvsIe13BB1/TD3Ft5H62DVpJvFUc/334cyj3ELW1u4dWer1LcaOSppHT2lWsZpDnFN90nIGLKqLhQhvOtQVj52P90w+l7IWGjUi65Ou+n4y6B4N8TWncHv+7gGvTrMsrNn2VyEls/+4jq0mJ6j5vEpdY9GfTxG+jtbImJisJWr8PLMpLbpnchM2cGDfoClpbasbDJFdFkhFs+uGL/RRczWP/hmzTU1DBmRAe0Jz6F6Aeh/3M39F35Xyel/PHhmBc+TLvOpLGqP9i1a44pZgHPCSGcf3lCCBEmhNglhCgTQiQLIX6ZwtvdfL5aCHFACBHQrK0UQjwmhEgFUs3H5gghsoUQVUKI00KIfs2u7y6EiDGfKxRCfHylwQoh7hBCXBRCdDS/Xi2EKBBCVAohDgoh/meCE1JKPynleCnlJ1LKY78IqFy2AAj7/x6bSqVSqVQqlUr1S0UXM1j+6nPUVZZz5ytv/+4BlYaGBtasWYO9vT233nrrDW8nMhqrORf7AAZDOR0ivmV2ngUTYtNxsbBgW9cQHFMTWbx4Mfb29jz00EO/GVAB2L/wG/LTktnuOpC7b+pKxKFCANzv6cArS2OxNUoe1FhjHeaKbVdPpMlE2qR7SPAejW1TDR1b+eI6IRSDsYENs97CZDRy2/OvsmvvPjYbNCT4BPKYvyd3eyvlgvM2xkOegS88VxB56W7OmJSASu+883w8xBerkYN4cv2T2F6yxcnDxJDETTxcNRmXwDVU6mIZFjCMQ7mHGNh6IG/1fZsVBRX0O3mBw+W13M985nbpja5UQ8XWTKzDXLHrrVQooioPVk5RquecXawEVJz8YfRnMCMbHj0Goz6ByLvALfiqARVTUxNHVy9j5RsvIgRMnPkBQUNvZ/uKdURmpXCsbx9s9E24i16Meaor1fU7KCzcxI4qC15wH45j6m7o9wy4Bv6q7/TTJ1nx2gsATJw0CP8Ln0KH268agPknEEJohRCvCiEyhBAlQoill+fvQoh7hBApQgg78+vbhRA5QggX8+uvzK+rhBAnhRA9m/XbRwhx1nyuQAhx5WzB/2DXG1SJAfYDPwv7mR/KLpTyxJ4oZYy/FEKEN7tsEvAW4I6yneWXy5LGAD2Ay21OAZGAq7nf1UIIa/O5OcAcKaUjylaZVb8cqLkc1AfAECllvPnwNiDEPMYzVxjD/7pi4KY/exAqlUqlUqlUqn+2rPhYVr7xIhqtBXe9OYvWYb///1Vu2bKFiooK7rjjDmxtr5xH41pMpkbizj9KbW0qru2+YGqaNZ9nFTHZ240tkUEk79nJjh07CA0NZdq0abi6uv5mf/H7dhG7axvnXLriFdGdKflGjOV63KaEczC1lO1ZpbyvtcPC2gKXsUqJ59xnnyXB2Am9zoWujo64jQjEwsOGrZ/NpjQ7i1HTX+R8ajqbsgs41rYTIz2ceDnIG4DK8/nImCq2Oh2ibe4YYoyCPbYGeuXH81FXG7TjRzBtyzScUpyw1sGYopXc1/QMFgFr0Vuf5/a2t7M7azc9vHrwcPd3mBB7iWeTs2mjKeRdOZ1HQrpjbx1G2fILaGwtcRnXDiFNcGIufN4dUraDVqfkRhnzFUyPg65Twdrxuj7/yqJCVs58iWNrlhHWZwBTPvgMlzbteGXBQe45tZEDAwdgaTDg3tiN25+KxtKulIQL/yazQUOPxlB6HvkGWkdDn+k/61dKyektG9k4621cfVsz6enH8Dz5hlJp6Pa50IKqUn9DzwFDgb5Aa5Sqsp8ASCkXAueB2UKIVihlku+TUpab2x4DOgFuwEaUOfjlpEKfA++a5+AhwIb/n9v562hJotrXgCNCiDnNjo0CLkopF5hfnxVCrAXGATPNx7ZIKQ8CCCFeBiqFEH5Symzz+feklGWXO5RSLmnW/2whxCtAKBCL8sVoK4Rwl1KWoGyXaW46cD8wUEqZ06zP7y7/LoR4AygXQjj9VZK/SqXu9YE/exwqlUqlUqlUqn+uC0cOsO2LT3D18WXsSzNxcHP/3d8jNjaWuLg4Bg4ceEMlkwGkNJGUNIPy8qPk+n7Bw2nOSKlnbocAhjvZsnLlCjIyMhgwYAADBgxAo/nt/2cuzEhj97dfUuzgT5pfP5Y4OWE8U4LLne1ocNHx+txjfCBsCTAJXMYEo3XUUfSfz8g8mUN+p1sJsZb4tHfDvpcPh1YsJD3mOIPufYgKqWHtqTPs7TaQTva2fNY+AI0QGCrrKVwVT4FVKU0l4Zw2aNlja6BHQRIftNFjemAS92y7B6+LXtgb7LA35jCGmTT5rkJjk8aksEmsTFlJe/dOhLR9nVtOZ2Kj1fCCSyydyt6ijd/9tPadTMW6NIwl9bg/0AltVSIsfUophezbDYqTwc4d7t0CTi3LZ5N05AC7530BSEY8/izt+w2iuLqBB787yshd33GmexQmjYaQDC0DPhqKcytrTsQ8SYNRjy7HjnG5+yFoIExYCpbWP/bbZDSy7/u5xO7aRkj33tzyyHQsl49R8rvcMR8sdC3+rvzNPIyS9zQPQAgxE0gQQtxvnk8+hBJY6QuskFLuutxQSrno8u9CiHeBl4EgIBllDt5OCOEmpSwF1Dyfv3C9K1Uwr/r4AZjR7HAA0EMIUXH5B2Vlileza7Kb9VEDlAE+VzoPIIR4TgiRZN6qUwE4oaxyAXgAaAdcEEKcEkL8MqXz88AXzQMq5mVQ7wsh0oUQVcBF86nf/18BlUqlUqlUKpXqbyjmh/Vs+c8sfNqFMWHmB39IQKW0tJQtW7YQEBBA//79b7iftPQPySrcxhrHL3ghz4tgG2t2R4cy2NaS77//nszMTG677TYGDRp0zYBKXVUlm2a/i97Chh/cBvNhRAC6MyU4DGiNTVdP3vz8FE9gRQ8scB7TFtvOnlT+8AP58xaRFDoZR0tJmJMNLuPakXhoL6c2rqHzzbfg1K4Dy7ftYGdkX1x1ViyKCMJWq0GaJOfn70Vj1JBSp+G0wZbdtga6Fybzvkseqve7YwAAIABJREFUjU/exT3b7sGqyBq/Kj/SjK583DQK27ar0dimM63TNNamrsXDdSDZrjP4JKuUW9ydWOi5i85lbxLQ+h7atn2J+vMl1J4qwKFvK6zTPoRvBkJlLgx6GUpSbyig0lBXx7bPZ7P1P7Nw8/Nn6oef0b7fIBLyqxi84hQdU7ZQG9yKWns7ok/F03vmU3j4O5B58Stqq87RlNLIlNyL0H403L0KdD/ld9HX1rD+g5nE7tpG9G13cuvTM7A8vwSyT8Dw95Uyzv9gQtkj5wdsbTYvP4sy33cDMAdE1qPsEPn4F+1fMqfyqATKAWt+mi/fA0QAKUKIE0KIYf8f9/RX0tKSyq+jbJ+ZbX6dDRyQUt78G238Lv8ihLBH2dbTLNMRstn5fsALwGAgQUppEkKUAwJASpkK3CWE0ABjgTVCCLdmfQ0FtgshCqSUa83H7gZuA4agBFScUL4o/8zNdiqVSqVSqVQqVQskHtrHgcXzadejD7c8/iwWVla/+3sYjUbWrl2LRqNh7Nix1wx2XE1W9gKOZm3na8uvyax24jF/T2YEelNVXsb8JUuoqanh7rvvJiQk5Npjamxk0+x3qSovY12r23iiRxiBRwuxDnfDcVgbtq1Opne1ke7CEufb22Lfw5u6s2fJfeFFktvfj1FnT1drS9zHtqUgP42dcz/Dv2MEHUfezjeLFrOzc28MVjoWRwThpVN2WpzasAufIkdOmAq5oHdmt72BqOIM3tMkUfX8wzy68wE0pZGEF3tQLG2ot3WhR4dNJFWk8ljkY8xPXI7e/UHidN3xNcHiToEEVc7j4qWv8PWdTEjIKzSVN1C+LhUrdyOOF8ZCdTZE3a8EM1ZNBVvXFgdU8lIusPXzj6gqKqLXnXfRc+xEshqNvBiTxp68AkYXHMLC1Zr6Bg19jhwh6N6n8WnvSWVVLBkZn+ByoY7BxfXQZTKMmgPan6apFYUFrP9gJhUFeQx9+Ek6DRoKFVmw+w0IHgydJ7b4e/J3I6WUQohcYKyU8vSVrhFCdAfuAlYD/0GZIyOEuBl4AmW+nIQyT67mpzl4EjBBCKFFSfexTgjhcpVcoP9ILQqqSCnThBArgSdRlg79ALwvhJgCrDBfFgnUmD98gBFCiL7ASZTcKsebbf35JQfAiJJDxEIIMQP4ceOeEGIysENKWWyOvgGYmrVPAIYDO4QQBinlJnOfDUApSumpP6yCkUqlUqlUKpVK9XfSUFfHgcXz8W4bysjpL6D5g3JW7N27l7y8PCZMmICTk1OL20spyclZxjepx1ksZuEgbFge4c8gN0dyc3NZulRJqXjPPfdcV3lmk6mJrZ99RO6FBHZ43kxUpw6MPFeBpZcdrhNCyYorQXM6nyiNFjk8APse3jRmZZF13/0UenSj2KML4dZavLp6YvA2senfSqWfvvc+zJJly9kVEkmBjQMLO7Sho4OSNyY+7jSeJ63IpIpLVc7scGzEp66Sd2qPUfDugzyyYQ4NRdMYZCpBI2oY3t6G7Z4nOJgTw2ORj/F1xnmKPd/EpHHkodYevBjoRWHW52Re+gofn4mEtnsdTJKypXHQWIdr1aMIL3cYvwuERklM28KASm1FOcfXrSB21zYc3Ny58/X3SHD35e7zFzlcUk5UZgp356SibTLSNi2TjvGxWEdE02bKKIzGWs6cfZiQpGoCShqg1+Mw9O2fJZrNTU5i46y3kCYTd778Fn4dIkBKpbwzwK2f/mMT017B1yhz8/ullNlCCE+gh5RysxDCFliCUnl2BUrajvvNaTIcULb4FANWwKsoK1UAEEJMRUnpUWpeySJptjBC1fKVKgBvAlMApJTVQoihKMuHPkZZXhQLPNPs+mUoK1x6oaxymfwbfe8AtgMpQC1KYp3mAZjhwMfmL8UlYKKUsr55RnApZax5W9AWIYQBWAQMA3JRth69CjxyA/etUqlUKpVKpVL9oxxft4K6qkpuf+G1PyygkpaWxtGjR4mKiqJ9+/Ytbl9QV8HchFVsrXbnkniEfs62fBEeiKfOktTUVFatWoWdnR2TJ0/G3f3a25aklOz7/htSTx7lVKt+mPw780yxRKPT4nZvB6rL6slblki4Rsu5Ds6MHuiPsbiYi3fdTb20JqX9JNystYR66LAd6sPKd2dgMjUx5NFnWbl2Hfu8g0h1acXMtj4MdVcCSLmlOTSsyUaLA0mV1uyzMVArTLx3cStbnhjPF4tSaNJPoL9VGl6aakZFerLMOY2Dlw4yOvh2ZuVArfM0Qmy0/Cc8mC6OtmRe/ILMi//B23scYe3ehIyjlK7NprGsNa66L7G4+VHo9Rjkx7Y4oNJYX0fMD+uJ2bweo6GR4IE3k9J/BKPL9BTkZxKddYl7LyZiQSOts3PoHHsO+7p6XO+ZiscTjyOE4Hz8i3SMTcWjzEDjwBlYDZjxswBJ0uH97Ph6Dg5u7tz+4hu4+vgqJ2JXQPoeuGUWOPu3+PvyN/YhyoKDvUIIL6AQWAxsRtlpkng5F6p5UcQOIcRe8/nbgXSUFSqzUAIsl41CmYPrUHZ+jJdSGv5f7ugvQig5a1SqP1ZUVJSMiYn5s4ehUqlUKpVKpbpOpbnZLHr+ccL7D2bYw0/+Ie9RU1PDV199ha2tLQ899BCWlpbXbgQ0mEzsKqliWW4WByoMNKGlvVUN97UJZbKPOxohOHfuHJs2bcLT05NJkybh4OBwXX2fWL+KwysWkerZjVOeffnWyRWPIj2e/4pAuFiT/N4JHIwmvnWQvPZSP0RFOZl33okhv4DzvWdQbuPPQFstAQ92YNu6z7gYe4YRT7/E7pOn2WvvztGAMO7zdefdEF+EENQaatk+ZwnRJe05Ut1EjDCw1t7A7ZmHiYvqRnqpDTpdDc/q9lPQ6E6Yvweng3PZenErHdwiOCoG02jblX/52PFKSFssNYJLl+aSlv4hXi5DCC/3h9i1lBZPQm/qjnOb09hPGAMubSAnpkUBlSajgbg9Ozi+dgV1lRVYd47mZI+h7NLYIIHbKippFRuDoBorvTV9ju3CszAPq7bB+H74IdbhSsHXguzV6NY8jFOlkdJBL+Ex4Ke0ndJk4ujqpRxft5LW7Tsy+tl/Y+Ng3rxQUwSfR4NHGNy3DW5wm9ifRQhxWkoZ9WePQ/X7upGVKiqVSqVSqVQqlepvTErJ/oXzsLDS0e+uqX/Ie5hMJtavX09DQwNTp069ZkBFSsm56npWFZSxobCccmMTzpQzUnOKaSGD6O7T98frDh8+zO7duwkMDGTChAlYW1v/Zt+XJRzYw+EViyj06MABp57MdXfF41IdrneHYeFpQ/qHMTgYTbwp6nl0SndEVSWZd47DmF9AQafbKLHyI8JK4NXflxPH15F5Nob+Ux9k/5lYDls7cjQgjLGtXHjHHFBpMjWxcOUXjC7pxQV9E/nSwE67RvyrCjnXKYLMMkvaB51mYeVaVtTdhIOdHfFBJWy9uBUnnTtHtCMwWHfgnbbePODXCoCsjC9JuzibVjUOhB9cgZTWlFrMosEUiPNof+x791NutgUBFWkykXz8MIdWLKKqsIAa/7b8MHgi2Z6tCbS25KlKA9rTJ6gx5COMVrQphegDixEmE0533on3zDcQWmWlk74sAZuVj+BQa+Rsn4fp1iyg0lhfx9bPPyY95jgdB93MkGmPorVo9r3Y+jwY6mD0Z3+5gIrq70sNqqhUKpVKpVKpVKqfyThzkouxZxg49UFsnZz/kPc4fvw46enpjBw5klatWl31usIGA6sKylhVUEZqXQM6IehtlUG0YQn9XRyJ6DALKytlW4/JZGL79u2cPHmSjh07MmbMGCwsrm/Kk3nuNDu+nkONWxDr7Pvwnq0jQdn1ON/eFut2LmTPOYuuppHXRT3ePXzo7Ig5oJJPY0hXUloNw9NCQ9vWdmTpUjm9ZSMRN48gNr+YI9KSA8ER3OzmyJwwfzTmbS7fHPiSofFRlBpNpDXVsN9WSy2SIHcTsTWOdAw5wvripWwx9qccJ0R4I+svrUcIHbmuT9BkGcicMH8mtHKCtD1kX5hFqm0qnsUNhBc5Iwe8QWlSXxqy9bjc2Q67KPPn3IKASmrcWXYu/g59ViYlrq3Yf8sUGkI6MNrdiU4p+WQdOkllUz4gaKx04PYLB7C/mAqA20MP4vnMT5khZMUlmuYPxr7ewNrONzPu5g9+PFdRWMCGD9+kLC+HQff+iy7DR9E8zQNJP0DiBrjpVfBod13PVPVzQgh/IBFwklI2/dnj+bu45t8wQoiLKCWQfaSUJc2On0VJShsopbx4owMQQuwHlkgpv73RPlQqlUqlUqlUKtXvw9jYyL6F83D19SNy2Mjfvf+amhrOnz/P7t27CQsLIyrq6rshUmv1jDqTSqWxiWhHO94KaCKwcAaiPpmgoOm0CXgEpTCoUkFo3bp1JCYm0rNnT4YOHXrdVYQK0lLY/PF7GJ1ascR+EE9aONDHqMFtWnssve0p+CoWUVrPp9pGzttqmN3Lh8xx4zDm5qINCiGx22NYlDYSaaPB2F3Lnq++wr9TF3K1NhytaWBvx570dLbjmw5tsNQogYL1yevovMsfrbQgtqmEZOyIszDSwZBDbKM/Pt7nWFW4gBTLLpzTByOCBKtLViOxpNH3XQxaT74Ob8NoJy18P4ocwxlSQuzxMHrTofdH4N6Nku8TacypwnVCKLaR5rLD1xlQOZSUzP7F32KbnkSVvRPnhowjvN8g3tVpKTl4huSdiZwX9QhpQaXBHf/kBIYlHUDr4IBJSFxH98djaBvY+w4UJSKLEqEsA51W8F1oCFNGLfnxvbLiY9n8yfsgJXf8+00COkX+fDD1FbDlWWjVCfo8dV3P9O/ov52bSymzAPurnVfdmOtdqZKJUn7pMwAhRCeUSjoqlUqlUqlUKpXqb+T0lg1UFhZwx8tvob3OVR7XYjAYSElJITY2ltTUVKSU+Pn5MXr06J+vRmim3GBk6vkMLIRgX1Q7HKs3k5IyEwsLJzp2WYKLS48fry0uLmbt2rUUFBQwdOhQevfufd1jKy/IY90HMzFa2fK9/VDu1Ngzwd0Rt6kd0FhrKZoXh7GwjjXSyDpTA58ODqVsyl0Yc3KxCgrk4p1vU3ayhJ52Whx7u7Lm+7dx9vKmwS+Yo2XV7I7sR0cHGxZ1CsJGqwR5ThWcompZMdGmcM7KEor0Tuy1q8SjsZYEq9Y4OF9ko2Y9jRZebDb2xeSoZ4NpA2isEQFz0Es7FnRsw80OGlg6jrzGcyS3s8fddRAdI74EvaD4uwQMuTW43hWGbScP5WZL0q4roLLmUh7G6Y8ysKwCk5MrjrKJQSeOcCEhlgNODiAEbhVVtC7Ox6Y8n0CKcbGuwm6MB9q6dHSORoRmJaxZCUKDySWASmsD5QG2HHKwY8iQ1VhbWCOl5Oz2H9i/aB6uPq0Z8/yrOHt5/3pAu16F2mK4eyVory/vzt+YOjf/H3O9f0suBqZifnDAPShVdd4GEEI4mc/dAtQB84B3pZQmIcS9wDTgOPAAUAE8KqXcJoR4B+gH9BRCfAp8L6V8XAgxBxgLOAGpwHQp5SHze70BhAN6lCzFWcA9UsoY8/kZwIOAJ0rloJellOtb/tGoVCqVSqVSqVT/LNWlJRxfv5K20b1oE9Hlv+pLKXOcQ2xsLPHx8ej1ehwcHOjduzedO3fG09Pzqm0NJsm0+Ivk6g2s7OSLKesVLhRuxNWlLx06zP5xu4+UkpiYGHbs2IGVlRUTJ04kLCzsusdYV1nBundfp9FgZJHbCHpYOPJ0uA/uE8IQGij+9jyNebUcrDPwrVMj/fxc6PDGYxiys7EKCsIw4wsuLMsgRKchoKcnm/fOAUDXKZojxeXs6jaQAFsdyyKCcbBQcopkVWXxw8JtTNMPJEdTR1aVE8dti6nW2CAt7bDSlbEuOA7XhHQWtXqNuuJydnrsRGfljNF/DpUmLUsjAulrK2DpOMqqz3ChkxOurn3oFPEFsl5QMv88hsI63Ca3xybc7fIDga3PKb/f88NVAypfZxWR9eF7TM3NwRThQ6W3LaU2NdhYFNGvqQr3hkocRQ1Wjnq0LqafPzd9PY0mG2TURERAN6Rne/IN8aRkzqLR2MjWSmdu7TqHQOdAmowG9sz/ivN7dxIc1YMRjz+Llc0VYgMZ++HMIugzHXwif33+n+dac/OR5t+DgUpgvpTyDfO5NihBGUsppdG8a+QQcBMQARwD7r68CkYI0ROlym84SvXdp6SU+//g+/vLud6gynFgihCiPUq544lAH8wPDuWBOgFBgBuwE8gH5pvP9wAWAu7AQ8B8IYSvlPJlIUQffr395xRK6eZK4ClgtRCijZRSbz4/GiXocp95DJ8DPc3n0lECNQXAOGCJEKKtlDL/Ou9VpVKpVCqVSqX6Rzq4dAHSZGLg1AduuI/y8nLi4uKIjY2lrKwMCwsL2rdvT2RkJIGBgdfckiOl5OXUHI5U1PBxiCsibTIFtekEBT3zs+0+tbW1bNy4kZSUFIKDgxkzZsx1V/gBaNTXs+79mVSVlrLWYxR+lm58MLCdsmUFKF2aRMOlamJqjfwQYElTRQNPbpiF8VIWVkFBOH+xkDWzz+OqFXTp7cX+5KVUFBbgPXA4x4rK2dV9MG7WVqzsHIyblTLtqmms4aPFX/J46QjqtCbOlWsosCsmxtIerbYOgG/76wk+uII1Hk9xqbCS0+6nsXFyo8z7XfRSw+rOQXSzlrBsPLUlpzgf7YWtrR+dOn6GrBOUfBuHoUSP+9RwrENdf7rhpE2QsQ+Gvw/Ofr/6PExS8mZ6HltOxDAn7SS+t1fjoD3z4/kmLGly8uFSkxfHa+wx2nnRp0snvFoHYrJ2J+vlT9AnX6TN8mVowsKor88i6cLLlJcfpVx48EWBgUej32Bwm6HUVpSz6eP3yEtOpOfYCfQeNwlxpe9FYy1sfgpcg2HgjF+f/2e61ty8FiXokgB0BHYJIc5JKTdcpb+7URZHZAPbgOeAGUIIX2ALMAXYDgwG1gohwqSUxVfp6x+pJev5LkfEDgBJQK75uBblQUZKKauBaiHEbJQP/3JQ5ZKUch6AEGIh8CXQCiXw8StSyiXNXs4WQrwChAKx5mOHpZRbzf0tBqY3a7u6WduVQoiXgO7Axhbcq0qlUqlUKpVK9Y+SkxTPhSMH6HnHRJw8vVrcvnlOE4A2bdrQr18/wsPD0el0193P/NwSFuWV8mhrZ9rmP05tfRZdIr/H1bXPj9ekpqayYcMG9Ho9w4cPp3v37tedPwWgyWhk88fvUZSZzm7P4Qhrb+beEYFntA9SSio3Z6BPKCVB30RKgA3HS0qZmbwB+4wLWAUH03rJctZ+EIdokvTp2YrjeRu5dP4s3n0GcbK0il09hqCzsmR157b4WFsBYJIm3l43m6kZw7G2hMN1dRisa9koQSP0NDXpeHukln4Hn2aD/QQSizUkOCeg9XekxGUGJrSsjQyio07C0gkY8k4Q2zcYoZF0jpiHqNNR/G0cTeUNuN8bjnVbl59uuLEWtv8bPDtA9IO/+jwaTSaevpDNvvSLvHxqNRG9shBSsrnhAVqF9aX9zT3ZXyR5fXMiNXojTw0J4aH+QVhqNUiTifwXZ1B/Lgnfz/6DLjSErOwFpKfPRggNl3R9+TTtNI93eYpx7cZRmJHGxo/eob66ilHTXyS0V7+rP6h970L5Rbh3K1jaXPfz/Qe42tycX6wkiRNCLAcGAFcLqiyQUqYACCFWoSxgAJgMbL0870YJzsQAI1AWTKjMWhpUOQgEoiwvuswdsERZDnTZJcC32esfgydSyjrzvsmrJsgRQjyHslXIB5CAo/l9ftUfynYjayGEhXkJ01TgGaCN+bz9L9qqVCqVSqVSqVSqZkymJvYumIuDmwfdb7vzBtqb2LBhA4mJifTt25eoqCicnVteNWhvaRWvpeYyzM2eW6peorommYhOX/8YUDEYDOzevZsTJ07g6enJ1KlTf7Ny0JVIKdn1zWdcjD3DafdB5Nu1YfWUKHzClbwjNYdyqTmaxyUgx9aSjQ01jM88RHTSYayCgwlctZK9c5Mpr2igX7gLiTW7SDl+CJ8e/Thb3cienjfTZGnJms7BBNr+FEz6av93DD3ZBy8rLQmyhipTE0frc6hybwtSwwMDLZic9B5bZDSxNT6kOKVQ5ltHrvPbWGssWBcZTIhlEyybgCn7KHGDotAbc+gauQTLRg+K58XRVNWI+30d0QU5/fymD82Gqhy4Yx5ofz4FrDE28fCJ8+hOneLp8lOMddpJk1FLaudFDB11E5VGI89tiGdHQiGd/ZyZdWcEIZ726GNjKdu2jartOzAWFuIxfTqa3m2IOT2BqqqzuLkN5KzswCexC5jcfgrTOjxAwoE97P72S2wcHJn45oe0Cgy++oPKiYHjX0LUA9Cmz9Wv+2e62twcIUQP4H2UVSpWgA5Y/csOmvnl3PryPD0AGCeEuLXZeUtg33818r+h6w6qSCkvCSEyUSJTzdcDlgAGlA890XzMn2bRsmt13fyFEKIf8ALK8qIEc16WcuDKGax+3jYAJZ/LYOCYlLJJCHHuetqqVCqVSqVSqVT/VOf37KD4Uiajpr+Ipc66xe137dpFfHw8gwcPpl+/31h58BtSavX8K+EiYXbWPGL6mKrKU3QI/xh390EAFBYWsnbtWoqKiujRowdDhgzB0rLlSUsPL1tEwoE9ZDh357RjGEvviaJtmBJQqYstonJrJuXWFsSW1JPQxY7wPUe4N3YjuuBgAlevInFTNskpFYT62FJsd5yEnbvx7d6H2Doje3veTJWFFasjggi3/2llxY7EPXht9qKdlY6L0kBalRZ97SGO+SjBgoEdTbyqOcSufEtOyc5kOGRwwS2Fatd3cbHUsToymACtElCRl46QPGQoFQ0xdAj/GAc6UvRNHKYaA+4PdEQX4PjzGy5Nh6OfQcQECPh5At/M0lI+WfkDwUUXCTJlcTfrMeo1aB/bT2f/9mw4l8vMzYnUNTYxY3gok9301C2eS/rWbRjy8hCWltj164fDS89RFppJ3MnRWFjY0SH8Yw5XNvLx8TcZGTiC0cZeLHrhCUpzsvANC2f0M//+7VLdxkbY+Dg4eMOQN1r8jP/ufmNuDrAMJT3GLVJKvTl36Y0sMsgGFkspf720SfUzLU3n/QDgIqWsFUJcbtsErALeMa8ScUVZKfLRdfZZiJKL5TIHwAgUAxbmxLOOV2p4BXYoQZpiACHEfSgROpVKpVKpVCqVSnUF9TXVHF6xGL/wTrTr2bfF7Y8ePcqxY8fo3r07ffu2vD1AmbnSj06j4RXrpdSW7CA09C28vEYjpeTEiRPs2rULa2trJk2aREhIyA29T8zqtZzctJoSh45sde7KV3d1ISpMSZirT6+gbFUKDY5WHMqqIaWTDZbb1vFY/CZ0bYMJXL2awqPFHNmfi6u9JZYBScRs3YJvt54ckNac6d6LIgsdizsFEuVk9+N7JhUmk/1dGUMtW5FvaCJJm4uf8RDPeA8FJEFeBr6NtmP/ikMckYPIss/irNtZtJ6PYm/jy4YubfHRGGH5BLh0hKxhk8mr20qbgEfxsL2F4uYBFf9fTJukhG0vgFYHN7/54+Ha2lrWb95N6oVYXKWko7Gcsdp1NFZrKB7wCa18Q3l8+Vm2xOZxi10t022y0L73KdmXssDCArvevXB74lHo6UO1IZHk/C+pyUymleco2rV7lYP553j7+GsM13cldGMVW3M+xNXXj5FPPk+7Xn3RaLRXf0hSwpZnoDgJ7l4F1tc7FfzHudLcHJT5dJk5oNIdJWfKzhvofwlwSggxDNiNskqlJ5Ampcz5L8f+t9KioIqUMv0qp55ASVabgVKVZx7w3XV2OwdYKIR4BGUZ09MoiXBSUJLsfIISJbue8SWa87kcA0woS6GOXOc4VCqVSqVSqVSqf5yjq5bQUFvLoPv+ddXyxldz/vx5du7cSXh4OMOHD29xe1DyeTwQn0m+3sDHbvuRxcsIDnqO1r53K5P/9etJS0ujXbt2jB49Gnv7q2YRuCppksR9v4kDOxZQbRfECrc+vDa6A8MjfAAwFNZSujgRaW/JnqxaLnnp6brqc6ILL6ALa0+bFcuoOV/OnnXpCK3AJyKfmC1r0UZE835IDwqcPXDUavi6vT8DXH9Klhsfd5EdS48xVhtEFUZywxfQo6CSRwwDMQprHG0NbJjUnZPz7mO/HESebR6n3U9j6zyAIps+bOoUiI+2CZZNhMxDFI+cTlr1Ejw9biHA8zHzlp8G3B/o9OuACsCFLZC2G4a9Cw5eGAwGdvywlzOxpzBJI5aNrRgSVEeP3E/Rl2o5W3MTXUbczbSFMWj27WJNzkHsCrIxaTToekdj9fBNGMI0lDYkkFE5k6akWgBsbYOI6DQXD48hnMg9zhfLX+POjABsKksRre0Y+dQLtOvZ57eDKZftfgPOLob+z0O7YS1+1v8UvzE3fxQlL+nnKDlXVgEt3osnpcwWQtwGfAgsR1lMcRJ45MZG/PclpJTXvkql+i9FRUXJmJiYP3sYKpVKpVKpVKpmii9lsvjFp+g8dASD73+4RW0zMjJYsmQJfn5+TJ48+Ya24kgpeT45hyX5pbzmlkhoyav4+0+jbfAMLl26xNq1a6mrq2PYsGFER0ffUNDGUFxH0rzt7IldSK1dKxa4j+T5kR15eICSz6OpsoGiL89hMkr2VxjIqzhL31OLsDfocbltNL7vvUN9XAkHvksgo8FEcJdaEvbOJTM0kjUDx+LSZOTJEH+mtPbA3lw2OT+9kqMbU4grimGSqQMaCyM5vV+iVUUHZh8wsdttHFpNEzufGkDZ2sf4oSiIYpti4v0SqNdYk+Mxk/kR7RnhrIPlEyHjANWjXuN07QJsbYOJDF1E+XepGEv1V86hAtBYB1/0ACs7ePgQJeWVLF6wjMraMrSN7mT7tmdmp3S89r5AXbGhcaEWAAAgAElEQVQV8ad98F2xiae355CfkMLXh2dDv1YwxB99q0qq6hKRshEAe7tQnJyjcXGOxtk5Gp2ulZKXZ+cKDq1ejGONBc6+vvQdN5l2PfpcubLPlRyZA7teg+hpMOIjuIHn/b9MCHFaShn1Z49D9ftq6fYflUqlUqlUKpVK9TcgpWTv93PR2dvTe/ykFrXNz89nxYoVuLu7M3HixBsKqADMyylmSX4p9zoXEFryKj7e4wkKfIFDhw6xb98+XFxcePDBB/Hyank1ImmS1BzJ49Kmk+zPWYre1oXFbsN4bsRPARWT3kjJggRM+ibiNCYs4hcz6tIhCm1dCJ7+OJ7330t9fAkJixPJaDBh9KknYe9ckoM6cKLrICYWXeTd20dia65uVJxVzYlNGVyKLyXf9QLjjR2wsjCR0/1tfK2HsOOH/exu8wIg+XZqNNWHP+OHoiDKdGVUh9dQWV5Naaun+XfbIEa42CpbfjIO0DD6A2LrF2Nh4UinkM8pX5CmlE2+N/zKARWAw59AZRbcu4XY+EQ2bdyMyQhVFp2JHxXKmqbdOO55ldoadzIPWlL/0H08sjmLpPwqlpfso/zJBhoDMhEiCwdtR/z8puLsFI2zcxSWlj8tfJAmE0lHDnBo1SKqCwrROGrp98jDRPcfcf3BFIAzi5SASsc74JZZf7uAiurv65pBFSHERWCalHL3Hz8clUqlUqlUKpVK9f8h5fhhchLjGTLtMWzsHa7dwKy8vJylS5f+mN/ExubGSt3uLq3ijbQ8BtnXMLj8cTw9bsHP7yWW/R979x1dRbU9cPx7bknvvfcQQui9g/SugCgdpYpd7MqzPMvDZ0MRe0HpJYCAgjSB0AKEDiEhEFJI7/X28/vjXjQIKLH81Od81mJ5Z+bM3HNn0LVmu8/ey5Zx4cIFmjdvzvDhwxvVjvkKU2k9ZavTKc/IZU/Raurt7FnqPYiHhrZidm9rQEWaLJQuScVYVEehSzluiW8RUVvA3qAWjHx8Kj6DB1GfVkb24lRS6sxUOhqwO/MJFZFxqP1CmF2YwV1TpuBgb4/ZbGHnl6mkHyrE3kkDzUsZdjEBLzsVuS3fIzRiFCmvLeetJlPBoGFWr3B8yw6w6pSOKrtq/Lr5sytzNzUe4xgZ1pb7w/zg28fgwk7Mw9/mpOUbjMYK2jZfStWSYoxFdfhMSbi6bXJDZRdh3zsYmo3h2+MlHD++Ha3BnUqnlhzpE8BW3Xoc9ryGwaUt2avyuRATyQeGBC6WV7OoqR511gEM4WZiYp4mOGgcGo3zdb+mtqKcLe+/zaUTR6l2k6R2rGfe1E+J9Iy67vgbOrsBNj4EMf3gtg+hMcGYfyAhxF3Ao0A0UAWsA56WUlb8mfP6p1IyVRQKhUKhUCgUin8Ys8nEnqWL8I2IokXfATd9Xm1tLUuWLMFkMjF16lTc3W+QJfEL9pZXc8+ZSzRxMDKx+h58vLrj4vIgH330CXV1dQwbNox27do1ermPtEhqk/Op/DYTvaxnb+06ai0GVvmNYPbQ9tzbO8Y6TkrKE8+jO19GvfEw9usWobNz4qPmI3jm3iH49OmFoaCWy4vPsLfehA4L9oVLcIuKQu/kTnM7FZMmTsTBwdop6fTuy6QfKqRN/zCMAZUYVnsT4qCiIGYt4V3GcObfi3i2ZVcslQHEBzozMkLH0lUp1GrraTegBW+nfoDJsSXNQ0bzRlwo4uQqOPwpsst9pNqfoKroOM2bvod+lcSYX4v3pGY4NLlBQAVg81MUCH/WFDSnpOw4TjVhVHs1YVNnJw6ULcbhyAeYY28l47/HKXFyYnnCbWRXmlg0viW+j9xF3gw1zk5RhIXejRDXr4OSdfI43773Brq6GjI6qDgaUMjngz9vfEDl4i5InAYhHeCOr0Bj17jz/2GEEI9i7ZY7BdgBBAPvA9uEEN3klTVaP47XSClN//8z/ee46RCgEEIlhJgrhMgSQhQJIb4SQrjbjn1pe7gIIYKFEFIIcZ9tO1oIUWY731MIsUkIUSyEKLd9DvljfppCoVAoFAqFQqG4nrN7dlJVXEj3sZNurngoYDAYWLZsGZWVlYwbNw4/P79Gf2+B3sjsM5e4/fgFPNUm7tM9jJ9bU6oqJ/DVV8vRarXMmDGD9u3bNzqgYirXUfLZKSq+voAqzIkD5s2UV5SwznsgU4d35b5bYn4YW7U1i5r96ejOfoj528844h/HvA4TefKB4fj16YWlzsi5T09ypNqEziChZgs+od6Uunjj4ubO5MmTcXa2Zm/oao0c3pRJSFNPAto4Urq6lHgHLcUByYSPGEHOwi082VxDfWUv7DWCeYMDWLp6HTq1nv63RLMiZyNG4Yhz4H180SIa++JUa9ZGeDcyY/woLNpEVPijiA1BGHJr8B4fj2NTrxveB3nuW46cz+NTy2hqavS4l7VA5Z/AsaaXOJj6IJ5HPkB2mEnWRgMmk5nvm7bijF04i6d1osmejVSGZGHyMhAd/dh1Aypmk4ltiz9izStzKZEVrO2UTUpgAe/2fZcE74RGPTMup8CKCeAdA+NXWuu/KG5ICOEGvAg8IKXcIqU0SikvAXcAEcBEIcQLQog1QoglQogq4C7bu/hTQogLQohSIcQqIYRXg+tOtr3nlwoh/iWEuCSE6Gc7Zi+EmC+EyLP9mS+EsLcd6y2EyBVCPGqLEeTbOvD+ozQmr+ou259bsLZAdsHa/xqsVYV72z73wtoFqGeD7SQppcX2fV8A4UAYUN/gGgqFQqFQKBQKheIPZjaZOLh2Jf5RsUS2vrmamWazmTVr1pCXl8fo0aMJDw9v1HcaLZL3s4volpzKt8WVzPQu52XjDIIdXEk7N4Dvv99HQkICs2bNanT9FCkltSmFFM4/iiGnBrfbIjlYvpH8i+ls9unDuBG9rwqo1B4ronzZRuqSXkJ/8QzvtxzFJ81vZeHkjgT26o40S5IWHOVIXj0legtm/V7cfOsodPfHztGRKVOm4Or643Kpw99kYqg30WpAMHsXHKedvQNlbheJnNyH0iV7eSwgg9KSuwDBv2+LYfmazzAIEwNawgFKyK66iN53NovbtMHHUgsrJ4KDO6X9Z5GZtYAAv5E47+iGIbsKr3FxOCZ43/Be6KorWJ24lk30w9s9COfcVviGuRLq/CabTt6Hh64ERn1KWUE8+uMnOB3ky67wgayY1YWW2nqKP/uQ2lFa3N3a4OPT9yfP0MiW4+t5bc6dnNy0kbTQas4NdeH+/k+y7fZtdArs1KjnRnEaLLkdnLxh0jpw/JnMG8UVXQEHYG3DnVLKGuBboL9t163AGqxdf5Zi7dZ7G9Z38yCgHFgIIIRohjXTZQIQCLhjzX654lmsrZRbA62AjsDcBscDGpwzDVgohPhHPczGLP+ZALwlpbwIIIR4Gjhti0Ttxtq2SYU1mPJf4F+283rZjiOlLAUSr1xQCPEK8P1v/REKhUKhUCgUCoXi5pxNsmap9LnJFspSSjZt2kR6ejpDhw4lPj6+Ud+3t7yap9NzOV+np6dzHWON83EvScHOLpbDh7pSVVX4q5f7mGuNVKw9T/2ZUuwi3PAc04SdiZ9yMeUQu717cOttg3mgb+wP4/U5VRS+ugD9qTXU+oTxVKexVDg4sXJ0FGHdO2CxSNa/foj8S7UIrQVj1SrcfVWU+4Yj1BomT56Mh8ePRVrLC2o5vesysR392fbVfvpoPal1KCdiZmeqdhzmYcMGcmseAKmlR6wXSckv42OIomVgOrLFFNbteYx616F82H448c4OsHI6VGRjnLics5eex9kpFp/kcRgyq/C6Mw6nFr43vBeXL19m9eJPqDQG0TYogNyj4XSL/J7Y+q9wqNVj6fowql6Poc8ppPDtURS6ObE7tgefPDSMGD8Xch9+gZquBkyOeluWivVZZJRnsD5jPUeSNtMqxR4VAjksgSeGzSTGM+aG8/lZFTmweCSoNDB5Pbg2vhDxP5QPUHKD5Tz5QDsgDTggpVxv218vhLgHuF9KmQsghHgByBZCTAJuBzZKKffajj0HPNjguhOwZsYU2Y6/CHzEj+/7RuDftjl9K4SoAeKAg7/Tb/7La0xQJQjIarCdZTvfX0p5QQhRizV61QN4CZgmhIjDGlR5F0AI4QS8DQwCrkSvXIUQaiml+Tf9EoVCoVAoFAqFQvGzzCYTyetW4R8VQ1TbDjd1zsGDBzl27Bg9e/akQ4ebOwcgT2fghQt5bCiqIFhr5Bm7xSTUfIOjYxMq9dPYm2TA09ODGTPu+FXdferPlVG+Jh1LvQn3wZG49AjmQOJyTu/4jsPubek3ahQPNgiomCp15D44F0PqNuqbdWJ65EgsWFg5MpTo7u2pLtOR+FYKtSV6nBx0lOV/SmjzeC47emIym7lr8mR8fHyumsP+xAx0DrWknU2nL15IrYHwma3Rp2fzSOrrnJdTkSZvHLQqpPgvHiUJeLtU0PnO/zDsm7EY7aKY0+5B+nm7wd75cG4TcsCrnKvbiNFYTvilpzFm1OF5exOcWt94udXhw4fZvHkzrpZq7vAsI/20JxODHsetPou9Pl1oNvptvALjsdTVkf7I45iQpESE8cSzDxHt50LtgQNU7tpM7X/VeHn1wNOzMzuzd/LJyU9ILTpDp1QvOmS74BQawJhHn8cnMLTRz+sHtSWw+DbQ18Dd34JXI2uw/LOVAD43qJMSaDsOkPOTY+HAOiGEpcE+M+CP9T3/h/FSyjohRGmDcdeLAwQ12C79yVzqsK5q+cdoTFAlD+vDuCIMMAGFtu3dWKNcdlLKy0KI3ViL53gCx21jHsUateokpSwQQrQGjgFKvyyFQqFQKBQKheIPlrp3F5WFBfR+/F83lRWSn5/Ptm3biIuL45Zbbrmp7zBYLHyUU8zblwoxSxNjNdsYaFiEh1ME1eZZ7Nyhx2Ix0a5de/r379/o7j4Wg5nKby5Sm1yANsAJn6nN0QQ4ciBxOQfWLOOsSxydxkzgoX4/BlTMtfVkTbwXw/mDGBK6My1yBHohWT4inPjubblwtIhtX54FvYUIx1rS8j6m1cChpNWbqa+sZMqUKfj7+181j5yzZezJTiLEEkQ/jTf2ahPed8UidAYe3/wAx51vxVxhzeQI99mCU4kPdqgYd9czTN79MHqziT4JzzI7LBAy98COFyFhJIVRoRSdfYvAuimoTnviMSoG53ZXf3dDe/bsYefOncQ61zCybhVFBTHc6rWWQodgHor6D/f1m4ynsz1Zn39F2Qcf4FBdwclwf7rcPZPoYB+k0UjBK69QP8oFs6ac6KhHSc5PZs6uOTSVodx1rAXmokraDx9F97GTUGt+XftsAHRVsGQUVF62LvkJaP7rr/XPdADQA6OAVVd2CiFcgMHAM0AIIH9yXg4wVUq576cXFELkY31Hv7LtCDRcY3YlDnDGth1m26ewaUxQZTnwpBBiM1AMvAqsbBCV2g28Aay2be+ynZPUIAvFFWsdlQpbYZznf9v0FQqFQqFQKBQKxc2wmM0kr12JX0Q00e06/uJ4g8HAmjVrcHZ2ZsSIETcVhNlfXsPjaTlcqNfTUXWacZaFRDh4oDNNZ9f3evT6Olq2bEnv3r3x8rpxsdUb0WdXUb4yDVOZDpeeIbgPCKe2qpxlz71E6fkznHNuQsId03mk/w/viJirqsi8cxrGzNPowzrzWPgoKtVmFg0MJaFTC75feo6zSXm4aqCZs46DhUvpM/1ejuUWUFqaw8SJEwkODr5qHpX1lbyw+VU61Pekr4M7Gq0e9wleOPq48dRbg9nr3RljYScctSrsNLlYNGcJKu/GLX378uq5T8mpOEVg6CO807IDojof1kwF7xh0A+eSdnwMzjTDdV9P3PqF4dIx8Lr3QkrJjh072Lt3L61DXRmR8zZSqgm1P8O+Vg8x3m0oz8dG4Lp5K8kLFuBeVsAlr1CK432wbxpD14EDAShbupT6ggyqu6vw8x1MJR48uns2HcrCaJ6iQesAg59+kcjW7Rr9vK5SU2StF1N4BsYuh/Auv+16/0BSykrb8psFtiK0Dbv/5AKLgaevc+qHwCtCiClSyiwhhC/QVUr5NdbaKweFEF2BI8ALXJ30sByYK4Q4jDVY8xyw5A/5gX9TjQmqfI41zWcP1uI432EteHPFbqxBkz227b2AU4NtgPnAMqxpSXnAm1gL5igUCoVCoVAoFIo/UOreXVQU5nPrY3NvKkCyefNmSktLmTJlyg+dbn7Oyeo6xp44jxelPC4/opt9DUbjWPbsrqe+vpqmTZvSp0+fX9U1SJotVO3Ipvr7HNTu9vjOaIF9lAdnkg+yeeHbmAx6DgX1Y8zYkYzr9GNyvSE/n0tjJmAuLcIQM4R3owaSYWfkmYFNaRbrz+pXD1NeUIePM7RTSfZVbmLE089w8Mw5srKyGD16NFFRVy9POZR/iHnrFzAsaxy9HJ1R2dWgGV2FR0xvXn15CN8GhKLPHUaIhz25FfVogtfSu7wz7j4+rLTsZ/el5Wg9BrGqx2S0FiOsmgLGeuSUTaReeAmLyYDf3sk4tw7EtW/Yde+HxWLhu+++Izk5mS7uxQzIeRsBXLbrTuad8xiTY+CuS+eJeOlFLAWZ1Lj6kNq2PWWmMuycHLh1xn0IlQpTcTEl7y1EPy0AC5cJCJ3FjJ0P4FmmJv4Q+MfGMuzhJ3HxbHwA7Co5h2HVJKivgNGfQZObb+OtuJqU8r+25TlvANFAFbAemCCl1N/g3+13sAZKtgohgoAiYCXwtZTyjBDiAWAF4Iz1nb0Ia0YMwMuAG3DStr3atk9hI6T8aWaQQvH7a9++vTxy5MifPQ2FQqFQKBSKfySL2cwXc+5B6+DIpHnv/GJQ5cyZM6xevZru3bvTr1+/X7x+cX0V/Q+dxGiu5y3Hj3CVvTlwQEd1dQ3R0dH06dPnmmyPm2UsqqNsZRrGyzU4tfXDY0Q0ZpWFL959n+rD2ymx80bTbzJzbu+Bp7MdYM3iKF+5kqJX5iGlQLaexHL3lixz1XNLnC8PhAVyYN0F1I5qXO2q6WZy4ahpDz0fn8aBo8c4dOgQAwcOpEuXH7MpdCYd7x57lx0HDjLp/Cy6OTkiHcrRDTpE004v8dF/x7HAsxRD1v2EeriQWaZH65XEA15QlutAbit7kquW4erZj/UDX8PP3g42PwnJH8KYReS415Ce/gJ+aZPxF7fhO70FQnNts1aLxcLGxBUcO5NOLw7Qm2SkVHHM5Rk8Z9zLrA1bmZK4jHZppyh3dCU7KoTLaj2O7h60HTScVgOH4uhi7V6U99TTlO7fSPELJvwDbuWD/FqSL+1jSkoCdkLL5NcW4ODyG8pjSAlHPoPNT4FbEIxdCgEtfv31/uaEEClSyptrufUnsS0lqgBipZSZf/Z8/g4ak6miUCgUCoVCoVAo/obO7dtNRUE+Ix595hcDKhUVFWzYsIHg4OCbqqNSUXWKKcdOUWxuwn8cDnHuUDfKy0sIDQ1l1KjRREZG/qo5SympTS6gYtNFVHYqvCfG49jch4Mn0tmy4HVcq/PJD2rLpAcfoFXkj11x6g4fJv+llzGkn0fYu6Lp9iCbZQCbvU1Eax0ZVKpmb/J5fOM9qCk+Q3dTBJn25xn0/BwOpaRw6NAhunTpclVA5WzpWZ5JegZzpiPTL95HRyctRodyym5ZQtsOi1j06QMs9MnCculhPB0dKK3ORWi0PBwnKDvpRLGvJLlqGYE+/dgw6HUc1Bo4tcYaUOl8H3WRrclIHoZzeQt8aofgPbvZdQMq5sp81n21kNOlGgaQRAdxFqPZnlMh88nwD6d09v28e+wAdVp7zkWHc8lJhWugF32HjSKhd1+0dj/Wr6k7dozK9esxvhQN4gK7al3YnfMt9+T2QF+ey6gXX/ttARVjPXzzKBxfCjH9YdTH4PQbM14UfwghxHCsS4kE1gyYU8ClP3NOfyd/SlBFCCGxRr4y/ozvVygUCoVCoVAo/iksFjMH167ENyyCmPadf3as2WwmMTERKSWjR49GrVbfcKyUkpycL/jvhQyOcgcztTlc3FqFv78/48cPJTY2ttEtkn+YR62R8sTz6M6WYh/rgdeYOCrVMG/+EuwPrsVeCHxvm8Ujdw5DWMzo0tLRpZ6latM31O7dC4DKzR+7Lg+zx+hKUoSG0EITA0wqylQ1tLgtlFPbExmh7kqpWyVdn5rMqVOn2bFjBy1atKB///4AmCwmPj/9OR8c/4BW5T25LfM22jqpqdXoKO4+j3YdlvL5upd4V3sQVeY9gBs+6j2kGrsxqvVp7Mrj0HGJZIdNNPHvz8r+/0Wj1kBRKmx4AMK6YOn3L06njEcY1QSen4nP9OaonX9SDLa+HGPSO6w5cIk0GcEw7xyal2ZgNqs40+R9DmzcRa9TL2MRKs4H+5Pp6YhXdBMG3zqaJp26ofrJc5RmM4UvvYxs5kW5dxom1x58eGYV4/S90J29RI/xdxHUpHGts69SnmVd7pN/Ano9Cb2eAtW1QSLFn0sIMQFrc5lsrPVYBNa6KmNlgyUtQogPgctSypf+lIn+xf1iUOV6ARBbX+sYKeVEIURvYImUMuQPm6VCoVAoFAqFQqH4VdL27aE8/zLD5zyN+IUX26SkJHJychg5cuTPFpI1GEo4m/okO0srSBRz6aWqR+xIIS4ujjFjxqDR/Pr/d6s7X07ZqnQsdUbch0bh2CWQpfsz2L/0M2IrzmDyCGJEx854pKWQNXYJ+rQ0pN5a/kE4OgKgCYnDoeU9HDLYk9vKjYhTZUSYtAQ1dSeig4Xvl7zHCNfh1LtaaPH4YC5cvMiGDRuIiori1ltvRaVSUVJfwuO7H+dI4RHuMMyi7YXmtHRUU2o2U9T1eVq2/BdfJH3Fh9U70FycSbU5iC6eq9lbPoJo/1JuiepHyrcbOeN9nGZhPfii7+uoVWprB5yVk8DOBcYs4lLWp1TXniQw9V4C7uyG1sfxx5uhr4aDH2LY9wErDL24SATDmrjTPO0zLFLNibB5VL73Hn0r8sjy8SDDzx3/tu25dcRowlu0vmFQq2JNIrqzZ9EtaIZQVfBK2jG6a1vjtO0yoa3a0mH4qF/9/MjYAYnTwGKBcSshbtCvv5biKkKIS8B0KeX23+N6UsqlwFLb5vSfGXfP7/F9/6uU5T8KhUKhUCgUCsX/KIvFzIG1K/EJiyC2w893W8nKymL37t20bNmSVq1a3XBcWdk+zpx9lHyjlg/VbxNmsRCzezvN4uMZPXr0rw6oSJOFyq1Z1OzJRePniM/dCVi87Zn84hIiMrcRYyzHp9JI+xNJsDuJKldXHJo1w3P8eOybNKF2/z6qNm7CvlVXtGHjOWdQoW/uiePxUlyFmi4jQynM2MSJj9MZ4DcM4WhP1P0dyS8uYNWqVfj5+XHHHXeg0Wg4UXyCOd/PoUpfxRPiv/ifdqSZk5p8o4VLEetpFT+MpalH+PzyZtQZs6gVgQz0/Jzv9F3RqlSMHdiLpHVfoLcrxy8+gvf72AIqZhOsnQllF2HKRiplMZmXFuBa0ImInpOwj3T/8YZU5sInfdDVlLPM8W5yhBNDYgJoce5FjMKFZMMofN56DSchORwZQHrHbtw7eQpB0bE3vsmAuaKC4rffRjUonnL1cZJq3HFV+9HuoAMmF8Hg++b8YvDtuiwW2PsW7HwZ/OLhziXgHd346ygUfzO/KagihHAGNgP2Qoga2+4mWHtjvwPEY22hnAjMkVIaGpzez9ae2RdrdOx+qVTNVSgUCoVCoVAofjdp+5Moz8tl+CNP/eyLcn19PWvXrsXDw4MhQ4Zcd4zFYuRi5jtkZX2IxrEJH2v/g6nOQtfk7bRpFs/IkSN/drnQzzEW11G2wlqM1rlTAO5DozAV5TP34cU0rziMvdlED0dPIjq2wSGhGQ4JCWhDQhBCYMzPJ/fhh9GdOInTkDsQ2j5kG6HY14Hy42VU2EP/XnqOJf6XpvYdaBE4nhoXNcFTWlBprmHp0qU4OzszYcIE7O3tWXluJfMOzyPAKYAX7RbieKCOWEc1hWrJMUMxLTsUsqbQg6UZW1Gdn4Ve7csslwV86uiFuawpnboEs3XXYpoZJfpWahb2eQ2NSmMt2vrNHEjfDEPfxBzajtO7hqDRuxLj/zRObX7SFen7/1BXV88Sn6cpKKthQKAbbdKeox4PThz0JyhrA8UuTqzo2w/74bfzWtd22N1EMKT43XcxV1dTc3sQOr2GnVVq7ivsTG5BCmPmvoyTu0fjH6CuEtbNhrRvoPntMOJdsPvljlGK34cQYgbwJOCFtQvvPVLKPCFEBJAJaKWUJtvYXVhXmnwqhLgLa+ZLd2FNa3oLmIC1228WME5KeVoIsQjIlVLOFUJ4Yl0q1AlrPGGf7ftyG1w/CegDtAQOAOOllCW246uBHoAjcAKYLaU888fdnT/ebwqqSClrhRCD+cnyHyFEIPAI1vVYIVgDL/dibc90xTCgA9b2TCnARmDLb5mPQqFQKBQKhUKhsLJYzBxMXIFPaDixHbvecJyUko0bN1JdXc3UqVNxcHC4Zkx9fQ6nzzxMVdVxggLv4GNmcLqgikGnk+kZF/PDkpnGklJSd7iQio0XEFoV3pPicYj3onzFCtZ/uRGVnwNaAdMWfIyHf8A159fs3UfeY48hjUbcHnwBfVYgl/QWzltAn1fLYbsKejvsp2qLO329xmMRajY0dWb62JYYjDqWfLYEKSUTJ05E66hl7r65bLiwgR7BPZhp9yh163MJc1CjD3fm4IkKQrp+xyZ9MOvO70Ckz8Kk9uQdu//wgq8ac/Y0XDztSa3byvAiA7oAA2+MeA2tylYfZdc8OPol9HgMOkwnbd+z6EQW0bqX8Bzc/OofVnSO2uNr+dJpJqXltfRx1dDx8ktUGZzI2a7Gq6aE3W3b8cbY6cxqEcdjEQG/WL/GXF1N2ReLKF+xErvZt1Bl2Mx3lXY84DCF7INb6Dx6HGHNb5yhdF1V+ZC+BUfVn6YAACAASURBVA68B2WZMGgedLoHfmUtHUXjCSH6AP8BBgBnsBaaXQH0bOSlBtjOaQJUAk2xdgH6KRXwBXAHoAY+B94DbmswZjwwGMjBGgt4DHjKdmwzMBUwAK9hTbBo3ci5/qX8Ict/pJQpDTYvCSE+AnpxdVBlnpSyAqgQQnyP9UYqQRWFQqFQKBQKheJ3kH5gL2V5uQx7+MmfzVI5duwYZ8+epW/fvoSEXFsmsbw8mRMnZwLQPOEdtps7szwtlzZZaYwKD2LYsGG/KqBiqTNSvvY89adLsY/xwOuOJpirism+eyrZJ1LZ1743zarPMOSRp68JqEiLhZL3P6Bk4UI0AWE49JpNTaYnJ+rNFJskwteOlKIkBtbn096uHy5enpwMsuPVJvYs7hmPxMzSpUuprq7mrrvuQmev497N95JalsrsVrO5VT2G0q9SCbNT4dgzmM3bU3HwzmdXoIWt6UcgfRaonVmqfZF3Q/0pzJoE0hlzxHGGXMwGjRfPTHwardoWUDnyBeyeB20mQp+5FKZuJ1+/Aq+KQYSPGHtNQMSw/WWWiZGU6jV0M+bRtWI5lVUOFG53okrrynuPzmFvbFPejAvjzsCf76hjqa+nfNkySj/+BHNlJS6DB3KqxRHqDYIE97vJ/3IXIfHN6TJ67C8/NCmh4BSkbbZm3OQds+73ioIpGyGi200/f8XvZgLwuZTyKIAQ4mmg3Jal0hhGwBVrMOWQlDL1eoOklKVYV6Jg+75XgO9/MuwLKWW67fgqYESD8z9vcO4Ltrm6SykrGznfv4ybCaqYgZ+Un0aL9aZflxCiCdbUofaAk+17Un4yrKDB5zrgN/TrUigUCoVCoVAoFFdYLGYOJK7AOySMJp1u/KJbXFzM5s2biYyMpFu3a8dVVZ3kxMmZ2NsH0LrVp6QZvXjySDrBFcXc6+vC0MGDf1VARZdRTvmqdMy1RtwHR+LcLZCKlSsoevMtLCo1Xw2YSLOsrUT3HkR856vnpc/I4/LjT6BPTUET2hlDy4kcq1NRbDSh1gj8WqvIPPAV97h1JNSzOypPO5K6+PCQuZr5TUPxkyZWrkykoKCAsWPHkiWyeGLTE0gkC/supEV1AiWLzuKuFriOiiU5bT+GOg/Otz3M1sxLcH4WdkLDErvn+b5pd3ad64+02OPUOp2Ygt346NsxdMRQ3F1s9VHOfWNd9hM7AIbNR1dczLnMZ7AjkIR+r17TOtmclcyqdDV5+NKlLIlb3JKpKnWkaJc730d14ZP776PawZ7lzSPp4eV6w3ssDQYqEhMpef8DTMXFOPfsge9DD3FQtQ37/I2cF23w2JKNyc6OIQ8+dk2HoB+Y9JCZZA2ipG2BqlxAQEgH6PscxA0B36ZKdsqfJwg4emVDSlkjhCgFgoHLN3sRKeVOIcR7wEIgXAixFnhMSlnVcJwQwgl4GxgEeNp2uwoh1FJKs237uu/6Qgg18AowBmsZEIttjA/W7Ji/pZsJqmQDEUDDSFUkkG77fL06KB8Ax7CuwaoWQjwM3P4b5qlQKBQKhUKhUChuUvrBfZRdzmHoQ0/cMEvFZDKRmJiIRqNh5MiR1wRHamrPc/zEVLRaD9q0+ZJavJhw+CQOBgNPOkmGDRzS6JbJFr2Zys2Z1B7MR+PriN/kZiAryLn7buoOH8a5e3fW9hlHxMb3sPMPY9j0WQCYqwzUnSym6rsDVG96G6mvwtDnQdIC2nA5rw6QRLX2oK5yD07H6rjDfyxqrRa3fuFcaOXFoyczGO7rTkJJHgsXb0an0zF8xHB26Xax8OBCYj1jmd97Ph4X7SldcRaBxHlcU6rdLpKxyInigJNsrbmE5cIsnC1mljs9z+ZOj/PWIX+Q0LxLGoWFS2ldMZiQ0BDatW5n/cHZB2HNVAhqg7z9C4qz93D+9H8wOZXROmYJdm7uV98fi4WvVy0mg0g6V+9ngHsyVfmOnD8YwJKhU/l6SC+8tBo2tIwi3uXHLkGr0laxO3c3ZosZi9lEkyNFdN2cjWepnuxIZ3aMieZSZAXiwlxG2J/BQW1PXGZ3zmRvZ+RTz+Pq5XPtw8rcA4c+gQs7wVADWieI7gO3PA2xA8HFt1HPXvGHyQPCr2zY6p56Yw2o1Np2OwFXgiPXrqOzkVK+C7wrhPADVgGPA//6ybBHgTigk5SyQAjRGuu7/838x2A8cCvQD7gEuAPlN3nuX9bNBFVWAnOFEKewPrA+wHDgSvnwQsD7Jyk7rlgfWo0QoikwGyj+XWeuUCgUCoVCoVAoriEtFg4mrsArOJQmnW+cpbJz504KCgoYN24cbm5uVx2rr8/l+PG7EEJNm9ZfotH4cseOZMrVDjynNTCm74BGB1R0FyooTzyPuVyHS/dg3PqHUrF6FUVvvolQqwl8+SXS2/Tk8otP46cSTHx6LkIvKVl2hvrUUowXd6M7vZLKkA7kdb2bggITIr8OoYZmXarJS9pAG5c+uHp6oot0IeTOePQuWu47ko6vVkOXM4dJTD1LUFAQfYf0ZX7afHbl7mJo1FCe6/wcxn2lVGxJo9os8bgzDumfw5Z3z2IimE1eyZguzsTTWMd8n495tv0HHDpQBxYTt3RNJqXoa4YZhqExaxg+bLg1QFV0DpbdCe4hlA97mgvHplJZl4JG7U3ToHl4h3e+5h5tX/0ZJ2t96Knfxy0uh6jJs2fr2dasfeRRdoX70tzJgcUto/C3ty4kkFLyztF3+Oz0Z0S4htM+3ULvLfn4FegoDHEm8Z5o8pp5EKQqY6jII0AUocGMunYqKTu20374KKLadLj2YWXthyWjwdELWoyxZqNE9gTttfV2FP/vtEKIhg9iObBcCLEMayLEq0CylPISgBDiMjDRVpJjCnDdlkxCiA5Y66UcxRqM0fFjJklDrlib0VQIIbyA5xsxd1dAD5RiDfS82ohz/7JuJqjyb9ufvVjTey4AE6SUpwGklOeEEMuBi7Z0nmZYC9F8DDyBNWq1EmswRqFQKBQKhUKhUPyB0pP3U5qbzZAHH0eluv6SjpKSEg4cOEDbtm2Ji4u76pheX8yx45Mwm+to23Y59vahzNiymzNOXkylllm9ezUqoGIxmKnacoma/Xmo3TS4dAZZc4icac9Td+QIzj16EPjvF6nz8OGzJ16hib6QPvc+hpPRhaIFxzBV1mLKWU1OXjk5PV6gUnjhWKvC0VWLrrYYJ6e9lH5vRzef2yjEwrlO3owc2QyAJ1KzyazXM/psMnnlxfTv35/IFpHM2jGL3Opcnur4FONixlKxLoO6o0XkGSw4D4/CPiSPte+cwlARwvqILVTm3oGvrpLhzVMZH/Qmlv2lCEsNbdqtJz03k9sNtyOLJZ27dMbf3x+q8mDJaCrd7LjYIZqy1HvQGDzwz51C7NAHsA/0vOY+7d+3j/2pl+lr2UNX7VHqS7Usz+zFluf/xT6NhX7ebnzULBxnjfWZWqSFVw6+wqr0VcymF4OXF6E7dQq7yEi85t+DV2s13iVbKCn5HoulHq3WGz+/O3EU3dnw6mcExDSh+9hJ1z6w0guwYgJ4hMP0beB47VwVf6pvf7L9CtZskkSs7+v7gYYFcmYA72MNYHxmO349bliX9URhDah8B7x+nXHzgWVACdakize5ukjtz/kKGIg1i6bMNu/ZN3nuX5ZQuhgr/j+0b99eHjly5M+ehkKhUCgUCsX/NGmx8NUTD2Axm5ny5sIbBlVWrFjBxYsXefDBB3Fx+bG0odFYydGj46irz6Ztm69wd2/LG9t28YbanZ4qIyt7dfjZgIq5uhpdairG3MsYc3MxXK7FYmqO0LpjuLAD/dl1YDYAoHJ3x/+Jx3EfNQqAx99eSWDyEoI792FYt3FUfH0BRAWXzu7gvHN76pwDcfN1oEWvEE4mZXExdxcutUdI8OxNC/f2nNRYyO0ZyIz+sQghWHnpMg9lFtMmO40x5lpGjBiBxcnC1O+mUlJfwnt93qONS0tKF6diyKriXL0Z+y6BxPWqZ/X8k5irAtgYtZPMki54a+uw6+hCBgE4p5RgliWERy8mrCSAqOoo7O3t6dmzJ507d0ZtqKZ6WT8uepRQ4qlGo/bE6/xgvEoG4DetHVpfp2vu24kTJ1i3bh3dOMQt5v2YqtWsOdOd5c+8RAoWpgR580psCBqV9d4bLUbm7p3LjrRvePlkHOHbzqIK9cfugd7URJZQUrqrQSBlIH5+Q/D06IjZZGHl809Qnp/HpNfewd3vJytB6srgs/7Wf87YYS1Aq/jdCCFSpJTt/+x5KH5ff0j3H4VCoVAoFAqFQvH/79yBJEpyshhy/6M3DKhkZWVx7tw5brnllqsCKmZzHSdOTKO2LpNWrT7B3b0tu06nskA6EWIxsqhX+58NqOgzM8maNBlzSQmotNg3uw1tdF8QNQgO4trLF6/xL2IXEow2JASNnx/CVhx16Y4TeBxeg9o7hP4hQ6hYm4HKIY9TR4+SETQcT09B15HxFDjBgi++I6hgGz7mWloGTSDWLpC6BE8GjYtHpVFjsVj47nAKT1Ra8NPVMTcugi4dO1CqK2Xad9Morivmo/4f0cwcS9F7xzFVGzhSZ0YT60mzbrUsfessqho/tocncaG8Gw4xdmRHh+Krs+B1uBSzuEwbz+00udQBLVo6duxIr169cHZ2pqbiFBeTJlIcWYNG5Uq4x1Tsv26FxsEF35kt0Xhdu3wmIyODr7/+mubyHH0s+zHXq/j2dAdWzH2JFGnhX9FB3Bvq+8O915v1PLbrMUr27uST7S7Y1ZxF91wMFUGZWCyL0VZ4Exg4Ej/fwXh4dESlsr7y6evq2PDmyxRcOM/wOU9fG1AxGWDVZKjIhskblIDK35QQ4kPgspTypT97LvDXm88f4ReDKkKIS8B0KeV22/ZYrIVob5NS7v5jp6dQKBQKhUKhUChuhtGgJ2npInwjoojr1vO6Y6SUbNu2DVdXV7p06fLDfotFz8mTs6msOkGL5u/h7dWdgpJSHswsBEcXlneKx0l94y4/xvx8sqdNA4uFgFffR5fmgLnShHPnQNwHR6KyH3rDc9PzKzi2+D0iNI6MjLmb+pRihP0Zjh26wKWwwQREO5AW78EHm48Qm72LhJpzaJxCGBw1E6c6gcfwaIK7BCKEoKysjPUbNvCeWzDS3YsvOzSjTYAfJfUlTNs6jcK6Qj7s9yFxJaEUrzgOWjUHdBbMPo60HVDHkvkXsav3Yb/7Lk5Xd0e0c6fC05nRdg4k7ckhQn2OBC7jVNEU3whf7hx2Jz4+PlgsJs6efZz8/LWo7S1EOg3Az3sulYuzUbvZ4zO9BRoP+2t+e25uLitXriTQUshI8xakSbD9RGtWzf0vR6SFl2KCmRH6Y0HYWmMtj347m2YrUrj3mAVTPzvKRrtgkOcI9B9NgP+IqwIpP5xXUU7if56nNCeLwffNubYjlJSw8SG4lASjPoXwLij+emzv5kFAkJSypMH+Y0BrIFJKec+fNL3r+qvN54/QqEwVIcQUrK2Sh0opb7QWS6FQKBQKhUKhUPw/O/rN11SXFjP4vkdumKVy9uxZcnNzGTFiBHZ2dgBYLCZOn5lDWfle4pu+hp/fQIxGI9P3HKbIM4B3I3yJdXW+4feaysrInjoNS009Pg+8S+1hHWp3NT7TmuIQ+/P1OHRGM++8vpDOUkvPiEnIcgMYt3H0pIHssMH4xrvybGExkd8dYkjpfrTmepq3GUULUzzSKPG+Ox6HJtbvOHXqFBs2bOBocDR5nr68FRdCmwAfSutLmf7ddApqC3i/7/s0zQ+hdOVZNAHO7CnWUaMSRPcrY90HFTgYvDhl/p5kVQ/s2rpQ7+XMv339WLZmP31U6bibTZTb6xkyYgi9W/X+4Xfk5a0gv2AtoZfriYx+BLPXdEq+PIvGywHf6S1Qu9ld89tLSkpYtmwZzsYa7jIuAwlJxxJYM/dtdlksPBsVeFVApUJXwesLJzBh5UU8BNS8HEqV1wVcnJvSqulnuLm1vO49Li/II/GVf1FXWcltTzxH5JXORA0lvQEnlkHvp6HlmJ99Zoo/XSYwDlgAIIRogbXo61/OT9os/8+66abyQohZWIvQDLwSUBFCrBZCFAghKoUQe4QQCQ3GLxJCLBRCfCOEqBZCJAshom3HhBDibSFEkRCiSghxSgjR3HZsqBDimG1/jhDihQbXdBBCLBFClAohKoQQh4UQ/r/TvVAoFAqFQqFQKP6WaivKSV6/mpgOnQlNuP7LtclkYvv27fj6+tK6dWvAmrlyLm0uxcVbiI15lqCg2wF4YfsejngGMNZZzR2RwTf8XnN1NTnTZ2Cu1eB22+vUn9Hh1M4f/4fb/mJABeD1zzYyqNpM78Cx2DmDKXsRKWkWssMGENrOh9fLixlesoV+Rduxx43BQ54loaYJwk6D372tfgioHD58mMTERGRENMnhTRnq6864QG/KdeXM2DaDyzWXWdh3Ic0KwyhbmYZduBuHTJLSCj3qyEPsX1mFg8GdTGMS27174tzBlRovD+aoNRxak0hPzqJRVXLY7zAzZ8y8KqBiMlRyMe0VPCqMxPrfhclzKiVfnkHr64jvzOsHVKqqqli8eDGivoapus9RqyycOBbJ2rkL+dYieSTcnwfCf3zNKSi8yIbpg5jwyQXsu7tQNs+Oau8coqLm0KH9+hsGVAounGf5vx7HUF/PmOdeuX5A5XQi7HwZWt4JvZ78xWem+NMtBiY32J6CtQAs8MN7+Mu2zz5CiE22d+cyIUSSEEJlO/akEOKy7V09TQjR17bfXggxXwiRZ/szXwhhbzt2lxBib8PJCCGkECKmwXd/IIT4VghRC9zScD7/q242U2U20B3oK6U80WD/ZmAqYABeA5ZiTTu6YiwwGGtbpi+xViYeCwwAegJNgEqgKVBhO6cW61+SM0BzYJsQ4riUcj3WvzDuQCjWVkytsbZzUigUCoVCoVAo/rH2rliM2Wik54S7bzgmJSWF8vJyxo8fj0qlQkpJRsZ/yM9fTUTE/YSFTQXg65TjfKl1J04aeKP9ddrt2lh0OnJn349FxOHUbRCgxefuWBzivG5qzt/tP0fvM2VEet+Cxl9Hzda3OW3Xmcsh3YnrEcS8nGx6Z28goPYyGqfeDO85CLvUcuwi3PCe1Ay1s7Wt8N69e9m+fTvhcXF8EtkSX4vkjbhQKvWVzNg6g+yqbN7r+x4JRRGUrTyHXbgbpx205BwvpcL5GyrSOuFkcKbQbjfr3Xvi2cmTGjuYef4U5Zcv4KuCUx6nyXA7z2u9XyPBJ+HHH2E2cmnbbRgdDcS6DKM+4BHKlqSiDXbB9+4EVE7aa353fX09S5Ysob6qgik1X+LqqCPrqA+rnvmC1SbJPaG+PBH5Y72TzC2JFDz3PK3sTJS84oHRsxh3t/bEN30VZ+frdscF4NLJY2x44xUc3dwY/cxLeAVdJziWcwjWzYawLjBiATSyTbbiT3EQmCSEiAfSsb5fdwOuF7h4FMgFrqQ8dQakECIOuB/oIKXME0JEAFfS2561jWsNSOBrYC7WTj03YzwwBBgG2AETG/Hb/pZuNqjSH/geONVwp5Ty8yufbRkl5UIIdyllpW33OinlIdvxpViXDgEYsfaobgocklKmNrjmrgZfcdLWrrkXsN52njcQI6U8CaTc5PwVCoVCoVAoFIr/SUWXLnJ61zbaDRmBZ+D1s0p0Oh27du0iMjKS2NhYALKyPyY75zNCQiYTFfkwABfzC3iysAYHO3uWd275Q7eZn5JGI5fnvAiug7APCcGprT8ew6JQOd7c60XGqQIC1p7H0ykas08ONSsWkBo2ijzvdrTsF8qC/FxankvEvz4PB+fBDGndBW1aOU7t/PEcGYPQWINCO3fuJCkpifjmzdnSpC2ZpVWsbh2NylLLjG0zyazMZEGfBbQsiaFsRSp2oW6cESZSD5Zy2WkPbsYuOJnsKXXfxVJ6E9rJA7+iC7TIy8RskeS66jnptRWD2sDo2NEMihz0448w1KFLHE+OTxYBIg61z/OULbcGbXzuSkDlcO29qKurY+nSpZQUFTK+ejnBrhUUHndly71vsMgEU4K8eT46CCEEFr2e9GcexfLtdmqHS+oGCdTqeuKi/01w8DhsCQfXlbpvN1sWvo13cAijnn4RFy/vaweVZcLyceAWBHcuBc21NV8Uf1lXslV2A6lYWxRfjxEIBMKllBlAEoAQwgzYA82EEMVSyksNzpkAPCClLLKNfRH4iJsPqnwtpdxn+6xrTPv1v6vGZKrMBT4VQkyTUkohhBpr5skYrJEvi22sD9bsE4CCBteoA1wApJQ7hRDvAQuBcCHEWuAxKWWVEKITMA9rlood1oe92naNxVizVFYIITyAJcCzUkpjI3+3QqFQKBQKhULxtyelZPfiT3FwcaXzqHE3HLd3717q6+vp378/Qgjq6jK5ePFt/HwH0yT2Xwgh0Ol0TEs+TaWbF0uahhDkdG2nGgCLwUjes4vAZSAaO/Ca0AzH+Ou8tF9HQUE1J744QnyFCoSWYv12HBZtIK3NLPKdm9J+aARLygoJPrKcIF0+7m4jGBjbGlV+De5DInHpEWwNOFgsbNmyhUOHDtG6bVu2x7Rkc2EFL8cG09JZMmPrTDIqMni3z7u0KW9C6fJzaENcOVFTSfoFExc89xFQ3RIXi5ocryOsMvWgV3Q1IaeOojWbOW9xJz8smRLtGZw0Tvg7+PNEhyd+/CG6Slg2lguOp0DtRKDzPMpXp2Mf5Y73lARUdtfWtKmurmbx4sWUFBUzqmotMW6FFJ92obBvd15wjOTOAC/+0yQEIQTSbObcw7Mxpe8j698SJ28zPj59iWvyIg4OgT97j1O++ZpdX31CSHxzbn18Lg7OLtcOqq+AZXeCxQQTVoPzzT0/xV/GYmAPEEmDpT/X8TrwArDVFtz4WEo5T0qZIYR42HYsQQjxHTBHSpmHtRBuVoNrZNn23aycRoz9n3CzNVUKgb5AD+B9277xwK1AP6xLciJs+28qFCWlfFdK2Q5ohnUZ0OO2Q8uADUColNId+PDKNaWURinli1LKZkBXrClFk6+5uEKhUCgUCoVC8Q9wIeUQ2adP0vX2cTi4XOflGaisrOTgwYO0aNGCoCDru9H5jHmoVPY0afI8QlizPuZsTyLV3Yd7vZzoG+R33WsZ8mvIe34rqJuicasl8JluNxVQqag1sP7Dg1S9dYj4ChXnq49RU5qIw3frONdtDvnOTel8WxS7qEa783OCdfkEeI9icFgL1DUGvCc1w7WnNeBgNpvZsGEDhw4donOXLhyMa8OawgqeigzgTj8HZm2dRXp5OvNvmU+7inhKl51DG+xMSt5l0i+YSPNJIqi6Oe4WFRnBORyXYYx1OU3U5XPU2PuwQXiQFp1ItUMGIS4h6Mw6Xu3xKk5aWy3QmmJYNIyq8hQK/O0J+D/27js8iqp74Pj37mZTNr33TkLvVUBAQMCCinQVULHriwVFRREbdlEUQUAREQFBEUSCgPQOoQUIkN57L5vdbLm/P2aRFrC8+vMV5/M8PmZn7s7c2VmUOTn3HKc7MH6fS5DrY/i5vIbm9Cow1V1w/ZWVlSxcuJCK8nKGVKyhjUcOJWc8cIs2c0+ze7g1wIuZLcLRCIGUkuQXJ9NQv4vi5y24B7rTpvUs2rWdd8WAipSSHUsXsW3xAuK69WT41FebDqhYzUrr5IoMGL0E/OJ+9f6p/rdIKbNRCtbeCKy6wrhaKeVkKWUMcAvw1NnaKVLKpVLK3kAkyjKft+1vK7BvOyvCvg2UUh2/FMUVQlzUl1s57R+6qH+w39z9x77WagCwXQjxAZCKUtekHOWDfeO3HksI0RUloHMY5cYYOZfp4g5USCmNQohuKMGbjfb3XQeUAclADUo6kw2VSqVSqVQqlepfxmoxs2PJ5/iEhNFu4A2XHbd161aklPTv3x+AiordlJX9TGzsFJyclFILi/cfYrWLL10x82L79pccQ1oltTtyqdmQic0IjgGpBE2991fnaDRb+fGHU0Tuz6eLRk+RsYBieYyItCRMeYWcHvIqRQ1e9B4Zx3HHBooXzCbEVER04Bi6e0ah1Qp8722PY6gSHLBYLKxatYrk5GT69evHrvB4FuWU8Eh4ABODXXno54c4XXmamX1n0rWmNeVLT+EQpGf/6TPkmgNIDthBbEVHXG1mzkRVoqmvobuujDxXP/JFFOnm7ThHbcDNyZPaRgv15nre6fMOHQLsZSOrcuGr25DV+aRe1xmHxhL0P12Dl99qtLXZiBIzrLoPdHpofiO0HUGJRzu+Wroco6GB3nnr6BacTlmmO+4hBr6MH0bbsDhmt4xEa18mcfzdlzDVJlBztxU3j050aT8fne7KRX+tFgub5n/Mye2baX/9DfS/96GmO0BZGiFhMmRuh1vnQPS1v3oPVf+zJgLeUsp6IUSTz/VCiJuB00A6ymoSK2Cz11QJBXajPIs3cK6myjLgRSHEQZQAyUsoK0QAjqFktnSwH/flv+C6/nF+V0tlKWWOEKI/SqrRtyipQPlABcoaq4d/46E8gA+AGJSbuAElNQngEeB9+/Kg7cAKwMu+LwglcyUMqAO+QUl9UqlUKpVKpVKp/lWObUygsrCAYc9OR+vQ9F/ri4qKOHr0KD179sTb2xubzUJK6mu4OEcQEX43AMezc3m1yoyPVsNX13bi4hoI1ppGyhafxJxXhznvEE6xDQQ+P/WKc7PaJOt2ZUHCKXrgTq3FRErVBsJKUnBNS4f4lqSMmkVREfS9oznFXlaOvP8uwaYi2oSOp41TEDp/F/wmtEbrqdT6aGxsZMWKFaSlpTF48GAOhsQwO6OQ8SG+DPMsZ8y6+ymoK+C9vu/Rw9Ce8q+T0fo6sudYEoW6CE4Ebad5aVccHErJDizGw2Ckwd2bteGdsOVZMDotxsn7FK46N6pMVdwQfQPPdXsOH2d74d2yVFh8G5hqKbt9GlVFMwk4NQ7XmTQyZQAAIABJREFUMBdcylYj2o6AYfMhdx8cXwknV5N/YidLuB2Elj65G+gdkkpViRuGth1xakjkULuHmNc6Cp29ds2xBe/SUL2c+tttePj0p3O72Wg0V651UlNWwk9zPiT3ZBI9R95Jj+FjLryHtUWQulH5J30bNNbCtZOh451XPK7qf5uUMv03DIsDZqOU66gE5kgptwoh2qGU3GiJkqiwB3jA/p7XUZ7Xk+yvV9q3IaVMEUK8CvyMEoh5HnjwT7mgfzAh5b8uO0f1N+jSpYtMTEz8u6ehUqlUKpVKdVVoqKtl4aT7CYyNY/jUVy8JhJz11VdfkZ+fz+OPP46Liwt5eUs4kzKdtm3mEBAwmFqDgQE/76fA1YM17WLo7H9hRoSUkvIvkzGeKadh/3z0HQIJefcdhLaJLAj7+K0nikj79jjXG3UIKcku2khA9Sk4k4IuLAzXByaxMy2I0txa+o9rQWOQhiWvTCPQWEyPyPuJ0njh3NIHnzEt0Dgp5zEajSxdupScnByGDh3KscAIpqbmc3uAJ51tW5h9ZDZ+ej/e7P0mratjKF+cjMYddp84TYlbDElB22hV2hWjWxoNLtXUSUdMbbryrYsX3skn0PgsQqOrAiR+zn681PMl+oX3O3dhBUdhye0gNNjuXMHelMnYahtpXjwb/9BvEQfmwKMHLlhKk5mexrJlS3G01DOmZAUh3pU0GrRkxw2ieUkCS1s8xG0j30SvVSoyHF4xm4bMWRi72vDxH06HNm9dsRitlJLkHVvY8sU8pJQMuPchWvcdADYr5B9SgigpG6DI/mzsHgLxgyD+BogfrHb6+RsIIQ5JKbv83fNQ/bl+V6aKSqVSqVQqlUql+vvt+3YZJoOBvuMmXjagkp6eTnp6OoMGDcLFxQWzuZqMzA/x8uqOv/8gbDYbD23eQ467H9MD3S4JqAA0JJViPF2B8cS3OMW5EvL2W78EVGyNVmwGCzaDGZvBjKmmkRWbU+hR0kC81oX8kl3oy/cTkHIGrZ8fftNexNx9COsXnKLRaODGh9qiDdKy6NlnCTFV0Df6EQJwxe3aUDxviEbYszcMBgNLliyhqKiIESNGkOwXwtRTOfT3MGPKm8GHRfu5PvJ6pl8zHadsG2VfnQSdiZ1J6ZR6xHA8aBvxVS2o8jmKTWslxRZE1JDr+Lq4Cs/TCWj8V6PVaLBhY3jccJ7q8hQejh7nPoSs3bBsDDh7wrjVZKZuxGjLIbJ2Kn63ByHmfA5tR14QUDlz5gwrVqxAWqDV0T0EtqjCbNNxKLgtXUs3Uunkyy23TP0loJK4fgGGsg8xd5UEBT9AqxZTLntfAQzVVWxaMJu0g/sIa9mGIRPvw7PyCHx3P6T9DA0VIDQQ3h0GTIe4QRDYWg2kqFR/gT8UVLH3sc4EdFJKyx94/1QgRkp532X2ZwH3SSl//iPzU6lUKpVKpVKprlYVBXkc3biOtv0H4R8R1eQYm83Gxo0b8fLyolu3bgBkZn6E2Vz9S7efWTv3sdnNj0FaKw+3anbJMaz1ZipXnsJaXYBjbCecW3ag5JPj2AxmrAYLWC4tbXgDUFWTTUleAh4ZZ9C4u+P75JP4jLuL9ORatsw6jou7I8OndEC6WJj51DNENNbTL+phPDVOeN3aDLfuSjFWs9nMsWPH2LVrF3V1dYwZM4ZU7wCeOJFFB80pclLn0Gg18fI1L3N73O0YT5ZTtvw00lLD7sxCyjxiOBm0g0ijP7VeKVRJF05o4+k3ojNzkjPxLP4Cnf8hpE1HoKsvr/V6je7B3S+8oNPr4Nt7wSsCxq2mOt1EbvV8XK1tiB4+Ac226WA1QZ9znYGSkpL4/vvvsZmtdDmwmUGtTyMdNdzUaTYBMV34T4AjPdydEHpPAPbu+AxT6dtY4yVhIc/QvMVDV7z/qQf3smn+bBoblKBa50gbYvkQqC8Fva8SQIkfBLH9weXKtVhUVx8hxMtAMynlXZfZfxJ4VEq57f9zXlezXw2q2AMcgShFbc4a9N+cVEr5m4vaqlQqlUqlUqlUqnO2L1mIg6MjPUddviZGUlISxcXFDB8+HAcHB+rr08nLX0JIyCjc3VtyJCOLD40awjAy79quTR6j9NMd2Bq1aNwD0eidQQq03k7oQt3QuDqg0evQ6B0Qzg58uus07FtO2+wThJeVo9fp8LnvPnzvm4jGw4OD67I4+GMmwbGeDHmwLRZbA+89OYUYq6BvxP3onZzwvaslznHe1NXVcfDgQQ4ePIjBYCA4OJhhw4aR4ebNQ8fOEFW/gvyKn2jh04K3+7xNtD6SqjXp1O8rxGoqYXdpLeXu4WQE7SLIpsPkVMFRSygm3zh6DIph3p59eNkWoHEvQloduavNSCZ1nHSuuw+AlLDzfdjyOoR0hDtXYkixkXHkHazRtbTs8CraxnI4+Dm0Gw1+SlDqwIEDJCQkYDWZ6blnC31apeHgYePTvvP4uNtQWrq5XPAZ7z7wGabiN5EBEBXyMrEtxl32npoM9WxdNJ+T2zcTEB3LDRPG4Xf0ffguAYI7wKjFEN4DNL+1wavqn0oIcTcwGYhFaeDyPfC8lLLq194rpWz9187u3+e3ZqoMPT9rxJ6p8ocIIRz+SHaLSqVSqVQqlUr1b5d9/CgZhw7Qe+wEXL2azkIwm81s2bKFkJAQWrdWnp9S095Ao3EmNuZJ6uvrefxYCmYPPxZ1jMXF4dL6KGVfbsBSqgchcQx2w/eetjh4XlowVUrJtJWJuG7+mAHpZ3A3NuI1ejR+jz6CLiAAS6OVjZ+fJC2xhBY9gugyshkLl6+jcvNyWjiF0TP0Fpy8XfC7uzVVGgMbf/iBY8eOYbVaiY+Pp2fPnkRGRnKgup77Dm7Dt3wOtaZcxrUaxxOdnkCUWyhecAhLmYmGzO3scYqk0suHEt89eAIGqWO9OY7OzSNwbOXNss2L8XRfBVJDoHMYMwe8RXv/i7odNRpgzaNwcpWyrOeWjzGcqKX4hz1U9tpIoP8tePq0h5+eB2sj9HlGaWe8cydbt2zB2mCkz47NdGuei2tgI5VD5/Jo51GXfHbbD8/BUvQ+wgmaBb1BZKvRV7zvG+bOoq6ynB63j6FHZAPa1cOU9sjXvwY9HgGtWtnh30AIMRmYAkwANqN08ZkDbBJC9Po75/Zv9af8yRNChKB05emN0gnobSnlAvu+l4E2KF1+zvbGDuO8lCQhxDiUisJuwMyLjt0NmIVSmbgB+A54SkrZ+GfM/WojhAgHFqNkF0lgvpRylhDCB6VbUhSQBYySUlYKZbHmLJQe5wbgbinlYfuxJgAv2g/9upTyS/v2zsAiwAVIAB6XasVjlUqlUqlUqr+UzWZl++LP8PAPpPONt1523P79+6mpqWHYsGFoNBrKy7dTXr6NZs2eR6fz5YUf15HiHcYkP1fa+Hhe8v7KVetoOO6EcACXlt743NEKjWPThWnfXXuM6M9fpntOJloPD8Jnz8Gtt/JcV19lImFuEiU5tbTpE0JBfSUJzy+ikw1cg+7Ax9Ebx3APDNe5seLn1aSmpuLg4ECHDh245ppr8PPzA+BYTT0Tds1DX/E1Ho7uvDFwLr1CelG3M5vqhGxsjfVUJq8lMeZGyvSlGFwP4yi1ZDb6s12GMaFXNIc0taQdeBm95zG0Nh+8XDWsHrYCd0f3Cy+oOg+W3wGFSTDwZej1BIZjpVSsOENF9x8QDoJmcc8oHXUSF0L7Mdi8o1nw3WoKTxyD+lqu37qNVtFFeEY1QP9peHe+45LPbevRmVhLPkFrgrjwtwnrMKLJz9dsMrJz2ZccWb8W75Awxk5+nODj78NPuyG6DwydBT4xl/0uqK4uQggP4BXgXinlT/bNWUKIUSjlOc4u+XEUQiwGhgE5wAQpZaL9GFnYS20IIZyAt4GzUb8VwLNSStP/ywVdJf6scOZy4AQQArRAiZKlSym32PffCowExgNOwLNn3yiEaAXMRXmo3w+8idIy+Swr8CSQaN++HqXt8od/0tyvNhZgspTysBDCHTgkhNgE3A1sllK+JYR4DngO5T7cgNJqKw7ojnIvutuDMNOBLijBmUNCiB+klJX2Mfej3K8EYAjKfVGpVCqVSqVS/UVObP2Z0pwsbn7iWRwcHZscU19fz86dO4mPjyc6OhqbzUxK6gxcXCIJDxvP+j17WenmT5zGxpTWl9ZRqVydQO12GxoXJ1w6+OIzquUvBWMv9tmaA7R980miqiqgXRvi5n6KlHrqDxVTnFLJtj1FNFpsdNVrCUkqJRaQLi2okybco/wweJpZX72fghWF6PV6+vXrR9euXXF1df3lHPsqypm4+Rl0hoN0CerJu31m4GVypmhGAtY6DywlZyh1a2Bf8xupdD+FzcGA1ujLVpsvOVpPnru5JQvO7MFoW4DOrYqWXl05VXWQGb0/vTSgkrMfvrkLzA0wdjkyfjD1+wqp+iEda4syqjy2Exn+MM7OIbD1WbCaqe02iZfnLsS9NA+HijIG7NxFREgVfq3roNN4pXXxeaSUbDjyAg7l36ArETQLeY3QHk0HVMpys/lh5ptUFuTRacjN9I6sQbd+LOic4ZbZ0PEutfDsv09PwBlYdf5GKWWdECIBuB44g5LMcDtwD0rywmygRxPHe8G+vQPKM98alF+qT/uL5n9V+q1BldVCiLNLdrYBT5zdYc+M6AXcJKU0AkeFEJ+hBFDOBlX2SilX239uuKiS9QjgRynlDvvxpgGPnd0ppTx03tgsIcQ8oC9qUKVJUspCoND+c60Q4hRKStitQD/7sC9R7uOz9u2L7Zkm+4QQXkKIYPvYTVLKCgB7YGaIEGIb4CGl3Gffvhi4DTWoolKpVCqVSvWXaWwwsPubrwiJb0l8j95NjpFS8uOPP2I2mxk4cCAA+flfYzCk067tPPLzi3mtoBqLbyCfdW6Jw0XBkooV66nbY0Xj4oVTMw98x7S67Hx+WLCK9h+9goulEevI4cT/53mqN+bSkFRKvsnGEYMVrQZc9RayTGfIqsygygb6Fp1wiNKQkXGQxpJG/Pz8GDp0KO3atUOn011wjg0lJTyx9XEcjCe5t93jTGo9jsolCRQkaRGOHkjjEbK7deHgmQzqPA4DAmt1C1Y5OmFzcuTZG1vywcEFaD0ScHLw5pluL/DWwRkMjxtOr9CLVkkc/grWPQWeYTBhLRbHaCoXnsCUWoVjvBe5reega/AhKvJBqCmAxC9IiRrOh1//hH99FR65GfQ9eAxfPwMhXauh2UC4aeYFQY96UykJO0fho8nBMUUQE/gCoQPHNvn5piXuJ+Hj99A5OTHioQlEnp4FO45Dq1vhhnfBPfCy90Z1VfMDyi5TTqMQ6IwSVNklpUwAEEJ8xXnP7xe5E/iPlLLEPvYVYB5qUOV3+a1BlduuUFMlBKiQUtaety0bJcPhrNwrHDvk/P1SynohRPl554pHWRLUBdDb53zo4oOoLmW/Tx1RMkoC7QEXgCKU5UGgBFzOvz959m1X2p7XxHaVSqVSqVQq1V9k73fLMVRXcduUaZdttZuUlMSpU6cYOHAgAQEBmM2VZGR+hI93L1xdezL1x+/JjGrNsxF+NL+oYGr5kg0YjmgRTno07g74jm/T5DlkYyN7XphBs7UrqHfSYXn0SSIC+lLywWGEg4Zjnk5kZdWRr7WSo0umQ9F2sFqx+jTDFOCBzXgG11xX2rZtS6tWrYiOjkbTRGHV5fn5vLzzSXSm00zpNp2h6c7kzHwTh+B+CId6XK515ufUjmRkJdLoWYHO5E2lIZgfnJ3xd9fSt5MPHxx5BgfPFKLce7JwyOtM3DiRAH0AT3d5+tyJrBbYNA32zYGYfsjhCzEkm6n68RBIiddtsRhiT1J1/ADN41/BwcEd07bp1Fpd+DwvEv/GCiKTT9D9xGkcApyI6FeLCGgNIxeB9lyQ6Ez+OlKPP4WP1oLbWgdieryE/4hLCw1LKdn//Qp2r1hCYFQMt3Z3xn3HA+AaAKO/hpY3//qXRXU1KwP8LlOnNNi+H5TnvbMMgPNl3hOC8ux+VrZ9m+p3+DOW/xQAPkII9/MCKxFA/nljrlRvoxClXgoAQgg94Hve/rnAEWCsPfPiCZTsFtUVCCHcUOrPPCGlrDn/f75SSimE+MtroAghHgAeAIiIiPirT6dSqVQqlUp1VUrdv4fEtato238Qwc2aNzmmqqqKhIQEwsPD6dmzJwAZGbOwWGpp1uwFvv5xHZtCm9HG2YFJMed+HyalpGzBzxjTnUFjRAgNPqNbNllDpTE7m1OPPo5P2hkK/HwJuXkK7gU+GIrKcOsVSkK1gcqdJeQ5m/A2rcW3MAeL3h1jcBTuvgF0aNOKli1bEhYW1mQg5axPsrL4eN9kdKY0pnWaRrfXE6hy6oYudAC6IBtySA+WLNxCtVMK0smKW0MARlnIdy4xtA10wuaVx5rC19HqTYxoPpmXuk/gg0MfkFmdybyB83BzdFNO1FAJK++BjK3Q/WGsPV6icmUmxtMVOEZ74DMiHo23A8cPvINeH0tw8ChW7Emk++EElnAHeqORTomJNMvMpiG2OS37nECj84U7VoKTsrTIZrPw85En0FStx60aPNb602rqQpxbXZoFZDYZ2TB3Fmf27qRFr74MCk5Dd2wRdJoA178KLl6/9SujunrtBUwoS3tWnN1of/a7AZjKhaU0fk0BEAmctL+OsG9T/Q7/dVBFSpkrhNgDvCmEeBqIByaipBL9Ft8C+4UQvYEDwKvA+f+VdUdpE1UnhGgBPAyU/rfzvpoJIXQoAZWvpZRn19sVCyGCpZSF9uU9Jfbt+UD4eW8Ps2/L59xyobPbt9m3hzUx/hJSyvnAfIAuXbqohWxVKpVKpVKpfqeSrAwSPnmf4GbN6X/PQ02OsdlsrF69GpvN9ktx2rq6FPILlhIaegcnT1axEFesOkfmtGuG1v7LNmmxUTJ7K+YiZzDlI5xDce0ahHOzCx/epZRUr15DwauvYjNbqWxzPXFxI9DUanDtHoTHdeF8sz+P4p3FNIo6fIsWggBTQDyBMd0ZNLw3YeEhl82wOf88r6em8fWhKegaM3ijx2u0fT0Bjf9taPSe6AdFsutkMScXrsSkL0JYnWjvfJzjFj8WWm+gW6SeFOtqrJotCE0w7w9YwOCwNhwtOcqik4sYET+CnqFKwInSM7BsDFTlIofOpkE7mMqPjiHNNtxvCke2raSgZinluTsxGDIIiprFoO+SGJs9m6/l7dBoY8DO7XhVVFPeezg9W61BY7bAXWvBIxiA6voMtu0bi5sow2W/Br/SfsR++gFaN7dLrr2mrIQ1786gJDuDa++4m666A4gDy6HfVOj37CXjVf9OUspq+xKdj4UQNVzY/ScP+Ap4/nccchnwohDiIEoixEvAkj931le/P6tQ7ViU7j8FQCUw/fzlQlcipTwphHgUWAq4oiz1OX95ydMoD+ZTUDJWvgH6/0nzvurYu/l8DpySUp7fSekHlLZbb9n/vea87Y8JIZajFKqttgdeNgBvCCHO9uobhNL7vEIIUSOE6IGyrGg88PFffmEqlUqlUqlU/zKG6ipWv/sazq5u3PL0C5ctTrt//36ysrIYOnQoPj4+SClJTZ2BVuuK3mU0M7bsJbNFZ16IDiLe1RkAaZMUz9yOpcIRW80RdLHXII02PG+MvuT45Z99Run7M6n3icC39wP4ufrj2iUIjwEROHg5882ebFK/z8QTCw6Vy8AlACe3Qdx8Z29a9Aj+TddqlZLJyaf4Kek5HM25vNv7bVq+vQ48ByBcPcmK9CLxu8PUep7G6mJE42FmgnUBb1VOZL3sSFhkIid1m9Doq9E6X8d3N71GrJsnRouRabunEeQaxOTO9qKxuQdgyQhwcMQ6ai1liRoqi76hsVU2pvBsUo0nsR1Wmp84OYdRIEdz9wFvbstYR4EpHHdDLX03bcei9aV0zHP083ofUV8FE36AACUB/2TWInJTZ+DWaMNjpY7owS/h+/zYJgNLeadPsnbmm1gaGxn27EvEVG+BbfOg+8PQd8pv+vxU/x5Synfs5TLeA2JREhBWA3dKKU2/Fry8yOuAB5Bkf73Svk31Owi1E+7VxZ7xsxM4Dtjsm6eiBEBWoKR0ZaO0VK6wB2Fmo3TwMQD3nNdu6177ewFmSCm/sG/vwrmWyutRihtd8YvUpUsXmZiY+GddpkqlUqlUKtVVzWoxs/K1FylOT2X0K28TFBvX5LiSkhLmzZtHbGwsY8cqD+1lZVs4lnQ/0VHPsmy9hQXxXWnh6c66rs1/yVIpnb8VU4YD1spdeA0bSe22QnzHtcKlte8Fx6/56Sfyn3gSTWhnnDtPpMK1kjaPDkHnpwdg6f4sdi9JoaVZi7n2W9A6Ehg7hiEPtMMn2PWS+TbFZLNxf9JxDiS/gJOlgA/7vEfchwlYDe3Q+Eaxq95Cri4Lg1sOEg3RzU8xJH0nD5oe5ZRXMU4+e0FrwGyNJSRyLN/2GY6PTvnd8XsH3+PL5C+Zf/18rgm5BrJ2w9JRlAR7UxxzLVW1J2jUK6sdhHDA3b01np6d8fLsjIGW3JVQQLlLNbcd2oST3p2gskJ6bttDUWBvnMeM5drGKYiqbBj3PUT0wGKpY+uhB9DU70eXIfBYH0iLGZ/j3KJFk9eetHkDmz+fi2dAALc+Mw3fvARYPwXa3wG3fgJXWCal+ucRQhySUnb59ZGqf5I/nKliL4KaCeguU334/LH9gCVSyt+zvkv1B0gpdwGXC08OaGK8BB69zLEWAgub2J4INF29TKVSqVQqlUr1X5FSsvnzueSfPslNj0+5bEDFarXy/fff4+joyNChQxFCYLM1kpI6A70+hsRDHvwY4IlNp+Oj1lG/BFQqV+3AmK5B1p8h4Ln7KP/sDC7t/C4JqDQcPUr+lOfAJwZLm1s46nmYoc8/gUaj1Fv5clcaq79LY6DZEXPDLoRWR0DsaG5/ugvOrrpL5tuUWouVcYePcCZtGs7WEmb3/4jouRswV8eiDYxih6GGTPfTWHR12Jw03BT+PSKtjpvdB2AMW4mTxgzG1lS5D+XGVr2Y1SICZ60SiDhacpTFyYsZGT9SCaikb4VlY0mPDSYrsAaNcTeu1uaEBIzAJ7QHHh7t0GqVAr5bUkq4f38q8TVJDD56EquXH5HZWXQ9epgTLe+n2R196VwyCVGRAXeugIgelFUmsv/wRJxkHW4/afCxXk/Ml++idbs0uGS1WNi2+DOObviRqPaduGnSFJzT1ykBleY3wS0fqwEV1R8ihPgUyJdSvvYr47ahPKN/1sS+CCAZ8JRSWv+SiV5FfjWoIoTIAu77rct5VCqVSqVSqVQq1R935KcfOb5lI92HjaZFzz6XHbd9+3YKCwsZNWoU7u5KYdSsrLk0NGShd3mONSW1ZLZqwYvRwb8s+6ndtpfanbUIzAS9dDtV3+agcdLiNTT2gmM35uWR8/AjWHTuuHa9nwPORxj57Iu/BFTmbjzO4o253NHgiNWcgaAYr5DR3Pp4598cUCltNDMm8RCFmdNxkRXMGfAJUV/txJDpjkNEK9bbMijwygapwT1C0NM8ny8rfdgRoQeOYq3pgKfXLWQ1i+GJ6CCmRAehsQeOGiwNvLj7RYJdg5ncZTKkbIRv7iIlpjW5gTl4FPQmPvhlPG6ORGjPBS9sNskb21P5oqSAIcfXEWy1YPHyo2VyMt2LD7G381Ta3dmH1hmPQfEJGLMUS0RnTiRPpbTwG1yqwOsrRyLumI7vyNFNLvdpqK1h7QdvkXsyic43D6PPHXejSd0Aqx+GqGthxELQ/llVGlRXE/uzeQgQIqUsO2/7EaADEC2lbLr40u8gpcwBLi3+o2qS+qdVpVKpVCqVSqX6H5GddJRtixcQ26UHvUZdvu9DXl4eO3fupH379rSyd5KpqTlOVvYcPD0H8e2mSvZ26U8ndz0PRwQAUH8wkYqlp9B4ReJ/fydMqQ005tTiPSoerfu5ei3WmhpyHniQxnoTntc+R2LjIW566XG0Dkqw5M2VO1l8sIb767UIWy3ScgxX39u55YnOuHo5/eo11lis7Kys5bXTJ6jNeQUXWc28gXOJWn2IqoO11MV1Z6P2AAaHeixWR9w6JJFRnsgiJ2+kowPmyq4Ea4ZgbBVDnk7yQfNwxgZfmGXz8ZGPya7J5rNBn+Gavg3rNw9wOqofRcGH8KroR5t+M3EK87xwXkYzd6xNorg+k3H7EtD6BCKdnOmamEh316MU9ehFj1GDiT7xCOQdQA5fSJG7gdO7+mK1VuO2S4M+MYTm7y3AuXl8k9denJHGDzPfpL6ynCGPPEnrvgMgcyesvBuC28PYZaBz/tXPUPWvlolS0/RjACFEW0D/t87oX+4355QJIbRCiPeEEGVCiAzgpov23yOEOCWEqBVCZAghHmziGJOFECVCiEIhxD3nbfcUQiwWQpQKIbKFEC8KIdR8N5VKpVKpVCrVv0ZlYT5rP3wT39BwbnzsKcRlln80NjayatUq3N3dueGGGwCw2Uwkn3oGnc6Hffti2BXfAYuDjlktI9AKQUNSEsXvrkHrE4fXTZFoXN2pXp+Fc3Nv9B0Dfjm2NJvJm/Q4pqxs3Ls+TIYsotODt+Hu64fZbOaZeT8wP7GGOw1WHG0abOa9OHoMZeh/uuId1HQNFZuUHK818FF2MbcdTqXlziQeSvyJupzp6Knh80HzidmSQvH6FJJaRLPG8SANopFCpxqcu2/nm9oT7HHwwFTWn/r0ZxkWP4myzs2odNawvH3sJQGVw8WHWZK8hNHNR9O9PB/jstc5ETaUovBD+FqG0PGWeZcEVE4U1tDj+4M4p21m5N71EBiO3mhicEoGzaLAq4UR/zEvEH1mMmRup2HwixwyLiX51NOIjBp83nXAWzOStssTLhtQObF1E8teegZpszH6lbeVgEr+YVg2Fnyi4c5vf2nFrFJdwVcozULOmgAsPvtCCLFICPH6ea9vFUIctTc2euO3AAAgAElEQVQbSRdCDDnvvZFCiN32Z/iNQgg/+3uihBBSCOFgfx0thNhhH/ezEOITIcSS886xUghRJISoto9rfdF8PhFCrLO/f78Q4sLUuH+435Opcj9wM9ARqEdp2Xu+Evv+DKAPsF4IcVBKedi+PwjwRGn5dD3wrRBitZSyEiXK5gnEAL7ARqAQpYuNSqVSqVQqlUp1VTMZ6ln9zmtoNFpumzINR5fL/+J506ZNVFRUMH78eJydlayGjIxZ1NenUlkxjr3CmzTvAKbFBBPn6ozx1Cnyp7yHc4f7cW7tgWv3KEo+PoJG74D3yPhflqhIKSl85RUM+/ah7TieWg8vdN2cierQmYqKCp77bB0bK3wYazHhbfHCZtmLg1M/bny4M4HRHhfMscJsYUdFLZsrathWUUtpowVhqyfavJ+oms3UNOTg5eTFnAGfEbEvi8OrEznaPohqTTYOJm/2Rm+nb2QjywvzkcYgqnIexNvZk0fuas0bxWX4a3UsaRfzy7KmsxosDUzbPY0QtxCe1EZStXwbmVFdqYheR6DbMFp3fYeLf3f7+eEc3jt1mpv3fU+gxoG64HAic3Np5xlOTmAUXbxfprH1OAJT34eUnyjq2p+ThrkIg8DrOy2FFV60+OBTglp2avJ+Wcxmtn4xj6TNPxHRph03Pf4seg9Ppa3zkuHg4q0UunX1bfL9KtVF9gHjhBAtgRRgDNCLJrr2CCG6oQRcRqC0Xw4Gzo/c3QHcAOSiNCB5GniuiXMuBXYDA4FuQAJKF9mz1gP3Ao3A28DXKMuRzhpjP89h4Etghn3bVeH3BFVGAR9KKXMBhBBvAv3O7pRSrjtv7HYhxEbgWpQPDsAMvGovapsghKgDmtt7Yo8BOkgpa4FaIcT7wDjUoIpKpVKpVCqV6ipns1lZN+sdqooLGfHi63gGBF12bFpaGgcPHqRHjx7ExMQAUF19hOycBdhsPdmX4syBazrTyUPPQ+H+mNLSyH3oKZy7PI7W1xGf0a2pXJGCpdKI/wPt0LqdW/ZT/tlnVH/7HbXxg/EP78oZl70MHT2VgoICpiz4kV0NoQxzNBJW5Y20piK07Rh4byciWinBAKuUfJFfxqriSo7UGJCAt1ZDZ6dCMPzM6eJt1FqNtPFtw6iOrzI4ajANW3ezav0Bslt5oLfZaLS6s73dGm4N8OCr3CyspgCqcx6ka0QofQbH8FJWEZ089CxqG42/46W1Wz46/BE5tTks9r2X2lU2CmOhImYdwYGjaNlqhhJQsZhg03RsJafIKC3lOmMFnUpd2eg6kAYHHb1TdtMnNBFHVxudAal1xolKSF5DeqwvWc5J6LdpMO7Qsuu2Ljzw6AJcdC5N3q+aslLWznyDovRUut46gt6jx6HRaqEqB74aBhoHGL8aPEL++BdI9W90NltlO3AKyL/MuInAQinlJvvri8d9IaVMARBCrABuufgA9qK1XYEBUspGYJcQ4vyAytkGJ2fHvwxUCiE8pZTV9s3fSykP2Pd/Dcz8rRf6T/B7giohKBGss7LP3ymEuAGYDsSjLCvSo7T1Pav8oi5BBpTiN36A7qLjZaNktKhUKpVKpVKpVFe1nUu/JPPoIQbe9yjhrdpedpzBYGDNmjX4+fkxYIDS1NFqbSD51DNohA/bDkSzvXt/bFots1pEYM3OJvveiTi1uQ+N3g2/u9tSf6CYhhPleN4QjVPUuSUwNT/9ROn7MykI7UR8y9s5VLeJgc8/idls4fXF69nVEMrN3hZiM/RIWQ4iiGtHdyC+mxIAyjM28lhyNvuq6+ngrmdSmAe6+t3szVnDscozuDi4MDT2ZkbGj6SVr1ID5vjaH1m77zCN/lrizGFs9TxJTswJRvt5syDrDBaTPzU5D+LvaSOrWTo7s/SE2NIIqdjK9B0SjdBc8A/AlqzNvG4Yj9+pdhQ1X0lF5CZCQ8bSvPmrSkBFSljzGBxfwUmX5lBt4ExxS06GtsXdUM8gSyGNwbEcdexATKdo/KIDsJxYhi55DemRegpMDni/q+WHcA2+b93Lf7o/+cu5L5Z9/CjrZr2D1WLmlqemEte9p7KjrhQW3wamOrhnHfheVSshVP8/vgJ2ANGct/SnCeEoWSWXU3Tez2efzy8WAlRIKQ3nbcu1HxshhBYl82Qk4A/Y7GP8gLNBld9ynn+s3xNUKcT+wdlFnP1BCOGEshxoPLBGSmkWQqzm8q19z1eGksUSidK26eyxLxdtU6lUKpVKpVKprgont28mce0qOgy+ifbX33DFsQkJCdTX1zN27Fh0OiVLIz39PQyGTI4dH8L2DtdToHFkSesoIivLyb7nXnThA9F6ROE9ojm2BgvVCZk4t/TBrc+53182HD1K3pRnyfeJpkWniaTWHqbTIyNw8/bh06Xfs7HKnx7uRlpmWJE4IqWOLje2of0A5dFgdXElU1JysUl4KdxGWelyVh9Yh8FioLl3c6b1mMaN0Tfi5qg8R1mtVtbMX0hScT4eWj19TS15P3wx5pAGRvt6MjfjNOZGX2pzHsDZEYraGDFr2xNt2U+0eQf1UmKVVqSU2KTtl59D6vyYm/scYfWhVLWZT3nIXkJD76R5/MvnlvxseR2Or+AT75FY91Sh8Q2gLDyAGLMVnfMN7CnT0KJnML1HNMPRCaq/GYJnSiLZgXqqtrlRaPBgwU0WHhkynWFxw5q8T1JKDv7wHbuWLcY7JJRbJk/FN9T+GFWcDMvvgNoiJUMl6PJBNJXqcqSU2UKITOBGlGyUy8kF/tuoXSHgI4TQnxdYOT8ucAdwK8rSoCyUsh6V/LZYwFXh9wRVVgCThBA/otRUOX+tlSPgBJQCFnvWyiDgxK8dVEpptacazRBCjAd8gKeA937H3FQqlUqlUqlUqn+UvNMn2TT/YyLatKPf+PuvODYpKYkTJ05w3XXXERKiLBWprNxPbt4iiotbsTF8KCku7sxsHk5vs4Hsu+9GuESiC++Ha49gnJp5UfLREbSejvicV0elMS+PzIceoczRg6juD1NhLsXlukAi2rTnwOGjfHrciq9o5NrcKhBxSGstra9tTo/bYqi1WJmamsfKokq6eOiZ4JXD23uVR4QhUUMY1XwUbf3aXtBWuOxUBl8t/oZqJxNx5jC6WmN5Ouo9nEP1DPPS81HGKRobfajLeRCdxomGdhmY9QN5Kz6Mu0M7ABf2wpA2iTG5nNod2TTmGIBaarq8S4lPMmGh44iPn/7L+Uv3fo7/zvdYq72GwI15pLVpj9nRkXb6SAqzInF1d+SmR1sQ1dYPq6ma6gU98SrKo0DoqU1owbyeRk5ECT7sN4duwd2avE8mg4ENcz8k9cAe4nv0ZvDDj+PobF8adHI1rH4EnNxg/BqI6P57vzIq1fkmAt5SyvqzBWWb8Dmw0f4MvxV7TRUp5enfehJ7ACcReFkI8SLQGRgKrLUPcQdMQDnKapU3/tDV/IP9nqDKApSlPceAGpSgR38AKWWtEGISSuDFCeUD/uEyx2nKf1CK1WYARvu5Fl7xHSqVSqVSqVQq1T9UeV4Oa955DY+AIG5+4jm0Dpf/a3lqaipr1qwhPDyc3r17A2Cx1HEyeQqNjZ58Z72To95BPBEZyEgHKznj78FmFLj2nIiDvyueN0RTsfQU1rpGAh5uj0avZLlYa2rIuO8BDAYTumsno3VwJscjiZuGP0d5eTlTvz9Ojc2Dp43ZSDoibfXEdIym353NOVRj4JHkbPKMjUyOCqSZ5QCv7J5OC58WzB4wGz8XvwuuwVRnZMsHqzlkysbq2EjPxubEyVCeiXwP70hfbvQ08V5qMsZGLxpy7gebG9bWOzF63ck9oX7cHXrh8WxGC/UHi6nbk4+10oRWU4qHbg2F15ZR6HCasLBxxMcpAZVKs4Ufdq/kji3PkJjdDEulEyc6d8BDoyFIdqcww5EW1wTRa0Qczq46jGUpmBb1w6uunlyjJ9n+Y5k84md83AJYMvATYjxjLn9P33+DqqIC+o6bSOebblMCOjarkiGzayaEdYVRX4FH8H/z9VGpkFKm/4YxB+xddz9AWSpUDDwK/Oagit2dwCKUwMkB4BtAa9+3GBiMstKkApgGPPw7j/+PJqSUf/ccVP8CXbp0kYmJiX/3NFQqlUqlUqn+dnUV5Syd9jQ2i4Wxr72HZ0DgZcempaWxbNky/P39GT9+PHq90hUo+dQLFBQsZ3nuY/wYeR3DA72Z6a4ld+JErOWVeIz+AFu9IHBSRwzHSqnZmI3XrbG4XaNkuUizmYyJ92NITCS516P08m3DwboNDJ7xNE5u7jz24XLWl3rxmC4d55LmIBsJbhbMjY934JOCMj7ILiLEyZE5rSI5nb+Kdw6+Q/eg7szqPwtX3bnWyhazlSPLE0k8kEm5dxpaAf3N7WgIkUxzeZs2EW0Z6FrNW6nJGM0emLMmYrT4o4tdj6nZvbT38OC7jrE42ttLW8oaqNtTQH1iMbLRiqNzFu7Wr7HFWUlt4UN5XSJhYROIj5uG2V44N+H4Lr7Y+B8KD3pyOKoT6XHN8HfyRua1ws3NhX53KdkpAOU/zcPp6FT0JguFju1Y330os3K/ooN/B2b1n4WPs88l98hmtXI4YQ27V36No7MLNz/x7LnaOA2V8N39kLYJOk2AG98FB6c/5Xuk+ucRQhySUnb5u+fx3xJCfAOcllJO/7vn8r/g92SqqFQqlUqlUqlUqv+CyWBg1ZvTMdbVMfrlt64YUElPT2f58uX4+fldEFApL99JYeFydpTeyE+R/ejp5cabTlZyxt2NzWDA99GPMaY04ntXSyxVJmo2ZePS3h/XHkp2hJSSvJdepvHAfrZ0upPhvm04XX2ArpPGoPf0YuH3m9hQ6sH1ukKcioJBY8MzwI+2E1sy8kQGiTUGRgR680ZcKIuOz2HB8QUMjBjI233exlGrdBOyWW0kb83i8KozaNwqKPFJw1Pq6eXeheXN1rCxejPDmt1KZ006M1JO0WB2Q+SMw2gJQBe0Ccf4u3B2cGJBmyh0QmBMr6JuVz7G0xUgQO+ThVvNBwivejK79yDPuA9NQwnNmj1PeNi9rC+r5rX0ArQFKSxe9By5mT7s6t2b0sBAvGUoMjuGFj2C6T1SyU5pzMsnb/7DBDvvRGeRFLWdyMtutezL/YpbYm/hpWtewkl7aTCkMO0MmxZ8QmlWBjGdujLw/kdx97Fn1ZScUuqnVOXCzR9Al3v/5G+TSvX/QwjRFSULJROlzMetwFt/66T+h6hBFZVKpVKpVCqV6v+B1WLmh/dnUJ6fy7BnpxMYffn6kRkZGSxbtgwfH58LAipmcw3Hkp4i3dCCJQH3EK13Zq6zhaLx94GUBL02n9qtNbj1CsExwoPijw7j4OeC9+3NztUWmTefuu9Xsa759YyMvJbShjw8BkUS1rINSafTmHmghiDMtC+ygMYHByeBbVw0N55MRyNgbqtIbvH3YMb+GaxMWcnwuOFM6zENrUaLtEnSDpdwYNlxfC0adN55nNHlEyj9aD+oE88VTqO6rpqXr5mGvnIN008nYzC74pIzmtLGMBw8DxLc+WbSrS582zoKn3ITJatOYM6rQ6N3wD2+DLfC6QhDPgXXDiTDKQ1zw25CQkYRE/MUp4x6Hj+azr6qOsYnbueepfMo03mw9YZ+NLi44l4dhadjM/rZa6fYGhsp+/RTyo6+T0xYKdg0nBkynUlZa6kuqebla17m9rjbL6gLA2Ay1LNr+WKObkzAzcuboU89T1y3nufGJf8A3z+k1E+5+0eI6PHXfKlUqovYWxo3k1Le9Xv2NTF2EZAnpXwRCAJWAb5AHvCwlPLInzjtf7QrBlWEEHXnvdSjFKCx2l8/KKX8+q+amEqlUqlUKpVKdbWQUrLh04/IOXGMIY88SVT7Tpcdm5mZydKlS/Hx8WHChAm4up5bTnPo8BQqbJIPnV/E1dGRhY6NVN39IBpnZ0JnLaBydSm6cHc8BkVRtugk0mTF9762aJyUv/ZXr19P+Ycfsi2sIzd2Go6lzkheQBY33/os9fX1PL40EaPNhcdMWVi1HZGygey7WvJFQRE9PF35uFUkgTqYsmMKG7M3cl/b+5jUcRJCCEwGM+tmHsCpxEwHJ8lujxMUaCtoHtgK87UmHjn0CAGu/tzbrC8nUt9hXZkFg8UF79xbyWuMRqtPp8O1bdll9uOVmGBaHSijZFseGr0DXn01uGY8j8g+QnnLzqSG+VJvSsTLrTvxcS/i5taS97KKeD8rhXblxSz5eiGhp5KojPVmc6d+2NDiWR5Puy4d6WXPTqnbvZui117D2uYUcSFVmHUurLv2EV47vYhQt1DmDJxDc5/ml9zHlH272PrlAuqrKuk4+GZ6jR6Hkz3ohc0GW2fAzvcgtAuMXqLWT1H96YQQdwOTUTr71ADfA89LKav+ivNJKddyrjCt6iJXDKpIKX/pHy2EyALuk1L+/FdPSqVSqVQqlUqluprsWvYlp3ZupdfocbTuO+Cy47Kysvj666/x9vZm/PjxFwRU0tK/o7x+B29bZ9LgpGeptgHbxIfQ+voS/tnnVP1QBgh8x7agdmsujZnVeI+MRxekHKPh6FFyn3mW0z5RRA59CI9CwSHTHgb9ZzIIwdOf/URmozuTnNKxVLUBWU/umHi+rK/hzmAf3mkejsnSwGObn2Bv4V6e7vI0E1pPAMBYb2bD2/to0WDD5mokQXeUeo0RXStHPhfzKT5UjEBQWF/E3DNFANgavQnLG0C2pRk4VtCvnyvrzbHc4ubKLd/lUVtiQN/GFS/d52j2L6HeP4TU6/tQbkrGRRNBu7Zz8fO7HoDX0gv5LC2XDzetpu1Pa0HYKLsukC0BfdA1GGmTbaNNXB4ehTlUvFGHuaCA+v17cbzbTJyhCqOHDzOa9+WH1JUMihzEKz1f+aUF9FnVJUX8/Plcso4eIiA6ltuemUZQbNy5AQ1VsOp+SN0IncbDje+p9VNUfzohxGRgCjAB2AyEAnOATUKIXn/n3P6t/qvlP0IILTAVuAfwADYAj0opq4QQE4AXgI72Nk/DUDr8tJVSVgoh5qK0YvJAqT48SUq5z37cXsBslMibAfhCSvn8fzNXlUqlUqlUKpXq73B0wzoOrPmWdgOH0H3YqMuOOxtQ8fLyYsKECbi5nXuor6rKJyXtFT7SPEu+LohPqcf7oUdwCAsjYuFC6vfXYs6vw3dcK8wlBmq35eLaNQjXzkrNlsa8PFLvf4hSJw8yx01hdLaNXEMa3SfdiYu7B4vX7+anQicGOxag+z/2zju6qqLrw8++yU3vhSRAAoQOoXekI12kShUBEVEUKygWxIZiFwS79CaggAgoICC99xBIQiAkpPd+c8t8f5xLDAiCgr6+73eetbLInT0zZ58zh6zML3v2Tg4BsRHfLYzFUsyQYF/eqx1KnimXib9M5EzmGd6860361egHQEmBme0z91LfYiPBKY3tTqcpFTP7g/aTWZwJQLCTI3WdinF3COdAXDcuZFaiu4rkkDGcEmWjR/tcdkoXqtsUU9algJsj/g0P43r+LcwOQmz79iQaYjBYLlGj+vOEho7GYHBGKcX0c5dIWfEtG75fimNpKUZvC7Hd6rDfsRnBycm02bsPJ7MZywnIcXfH4OGBCnDB42kh7HIGORUqM8Y/iPiME7zQ8gWG1xl+1XEfq8XC4R/XsP+7FYjBQKcHxtOk5z0YHBx+W7z0aFg+DHLioc+HWv6Ua44M6ejcLiLiBbwGPKiU+snefFFEhqDlO7n/mv5GtOo8TsDw68y3CmgPuKJV+X1UKRVZrouviGwAOgBngBFXqg6JSFtgFlqF4GjgSaXUXrttB7AbrVpwQ7RyzmOA2WgawDngPqXURXv/WcBAwBuIAZ5SSu36K8/oP8Ht5lSZjJaoph1a4prP0co1jVVKLRSRe4EPRGS63Xa/UirbPnYfmiBTgKa0rRKRcKWUGU1QeUsptUpEPIF6t+mnjo6Ojo6Ojo6Ozj9OzMG9/DL/c8KbtaTrg4/+LjfHFeLj41m6dCne3t6/E1SKigr5dec4VrqP4IShEdMt+dR85jGcatYg7OuvKb1spWBvEh7tKmEMdiN1znGMIe743KuV/rXm5nJ29DhKSkrZMPoFHkk1YbYa8OkbTnCNWpyJS2TmznQqSRERyVbE4EdifVcWBygGBvnyUZ0w0opSmbBlAon5iXzU6SM6h3UGoDC3hE0fr6OFJZhzzgnskhic3J1wbe5GfkIenmLgAb8iGrhVZte50Xx9IRwfCvjEbRkfGnuTletNlzYxxLn1wlxs4p29hQRUTMM750UMMWkUNOnLMd+zlJrPUTFkCOHhT+PspCWCtdpsfLFgOe3nf0Xl9FQALtavSHaDSkQTjkd6Ou26DKb2a69h8PDA4OaGGAzk556i4PvBhMSnkFCxOoNcbPg6GFnUcxENAhuUPXelFPEnj/Hr4m/ISIinRos2dBk7AU//q8s7E70ZvhunRaWM/hGqtLlj74+OzjW0BVzQ8puUoZQqEJGNQDc0wQIRcQVWA+lo+3DrdX7+bAIeBEqBd4ClQONy9mFAL+AosBCYAQwTET9gA/AEsBy4D9ggIjWUUpnlxvYAMtD2/vuAiWgRNvOA6WjBGQCHgNeBXOBJNG2gqlKq5M8/on+e2xVVHkFboCQAEXkNiBSRB5VWq/lh4BSa6LJCKbXlykCl1KIr34vIW2hRLeFoL4EZqCUi/vZFOXCbfuro6Ojo6Ojo6Oj8o1w+F8XG2e8TUr0W9zz53NWRDeW4dOkSS5cuxcvLi9GjR+Pp6VlmKywsZOOm8ez1q8cv0pMHTbl0emYiro0aEfrF5yizkezVx3AK9cSjXUXSvzqFCPiPrIsYHVClpURNeAySLrOs/9M87OeOW4YzqaHJNOs2hBJTKY8s3E+pzcjI4iRsDk3J8LOwoIEb9wR6M7tOGEn5iYzbPI780nw+7/Y5LYJboJRix7mdJK8+TYfihhx0ieSYSsPF0YXSRlmsjN9MuLOVpzyc8Uhuy7TzbThrC+Ve9yiCq3kzNW4EBbnutKofi4tLD06VlvLxuQKaGj/AJW071OpJftv7OZbwGiJGWjT/Hi+v3wSP/D17OT5jBp3j4rA6G3APLSalaW0uuNQkXfnhkZXGA8+9RIUqlcrG2GwW4mM+xmPTTEKyTBysFM5DxlI6VurMm+3exNvZGwBlsxF7eD8H1qwiNS4Gz4BA+k2ZRo3mra5eOKVgz8ew9TUIaQjDloF35Tv4Buno/I4AIEMpZbmOLRlohraf9gJ+Qos+edK+N/8dSql5V763J7HNFhFvpVSuvXmNUuqg3b4U+NDe3geIUUottn9eLiJPoEWhLLC3zS8X1bIJqHcllYg9QuaNcn4sKefWByLyMlDb7v+/nr8sqogmc4UCG0Wk/CIZ0LICZyilMkVkDfAo2oMvP/4FtBCgYEChKW4BaC/BaOBVIFpEYoFXlFI//1VfdXR0dHR0dHR0dP5JspISWfvu63j4+9P/+VcwOrtct19CQgJLlizB09OTMWPGXCWo5OXl8cMPzxNZ0Yfl8gA9i3MZ+eyjuLVuReicOYiTK2kLT4BB8BlUk8yFZ7DllRIwvgGOAa4opTg3dRoOx4+wuMMDPHJPU5zXZZFjzKDxxIEAPPX1Fi6ZXHnSKRZrTgNKjMV83rUiPQK8+KxeVdKKkhm3eRzFlmLm9ZhHXf+6HEo5xNd7v2TgqbZ0KG7IAXWOuDwPHLxSiAuM5GDSGe51sDA53ZmvTzXnc2tf/IxmuoQXsjkxlJLTHji6pDKqvoUKpW2Z4WTh0YQYhqQ9hqFyA+i2kVxfV46feBBHB0+ahL6C29n9kL2C4sgzpG6KpTjBQrCbhcBW+bhXKWWPoTm7VAsM2AjIusz90966qlx1UdEFYg4/RviB/XgU2fiqUjXmOiuebvosY+qPQUSwWiyc3fMrB9etJutyAj5BIXR7eBL1OnTB0Wi8euHMxfDDJDi1CuoPhH5zwcntzr9IOjpXkwEEiIjjdYSVELsdoDVgBIbfSFCxp/KYgRZlEgjY7KYAtIgRgJRyQ4qAKyF0FYH4a6aMR8vvcoXUct8XX+dz+fytk4Fx9nkVmih0TUjYv5e/LKoopZSIXAYGKqWOXK+PiLREO7u1Cu38VD97ezdgEnA3EAUIkG//F6VUFDDUvtDDgO9FxFcpVfpX/dXR0dHR0dHR0dH5JyjMyea7t6ZjcHBg0Auv4+blfd1+ly9fZvHixXh4ePwuQiUnJ4fVq9/kUrVS5sskOuRl8syLT+LVqROVPv4Ig7Mz2etiMV8uwG9kXXJ/OI85tQj/0fVwDvMCIP6TT1Ebf2BNg56MnTKSos924WIMoeqjHXBwdGTR1iP8lAC9nBJxTK6IzcHG571D6BzgxZf1q5JVnMa4n8dRYC5gXo95lFhKeGjzQ6RfuMxrCRPxtnhyJj2Oy86VKAo+SIYxnXNOp/kwM4+AnEDusz1BrDWQKv5mUnJtbIt1J8SxiLF+DvSx1OVUoo3xLR3pmBnJyzkfYhj6FdS9l+ycA5w4Phonp0CaVpyKy4LhmHJspJ/2If+SM1YXA2ltggnPvUxkUW12WjtjMoBjfhZ+5mKGvzyjTFBRykbi5SWkHXmdBqezQDkwMSiQWN9A5rV/h6ZBTTGXmojcvpVD678jLz2NgLCq9HliCrVat7t+dFFeEqwYAUnHocs0aP+snj9F559iH1pF3oHAyiuNIuKBdkznRaAysBk4CfwiIp2UUqnXmWsE2v78buAiWj6TbOx78puQBFS5pi0MLTrmTyEi7dHSgXQFIpVSNhG5VT/+Fdzu8Z/PgZn24z4JIlIBaKWUWi8ibsAStFJPK4Bj9n7zAE+0Iz7paElzpqFFqgAgIg8AG+yRLrloatV1FTYdHR0dHR0dHR2dfwtKKTbO+YCivByGvvI2PsHXL6ebmprK4sWLcXNzY/To0Xh5eZXZMjMzWbHiY13ilj8AACAASURBVDJrZfGV4XGaX47jpZmvEnDPPYS8+QZiNFJ0Mp3Cfcl4tKtE8fE0THG5+A2tjWttPwBS1v1I8adz2BXWlN7vvEDCV0uo69QCx/a+OAX78vqaoyw4kEwVcqh32YY4+rGyvRtNK3rxTUQ18k1ZPLT5IbJN2bzf4X1mH53Nrsu76FnUnhfjn8diE2LijxLt25DU4N0YlAUP772sjDfxtfMrLCitiIso3FHEZxppgAujcaaVzRMnSzFZjqeY2qAOweZ0Pgsz4zBgPzgYycz8lZOnHsXVNYwmdedi/HIgyccDyT5roMRg5LsOPSj2r8nQrfPZ3KgzSZVDcLRZcY2PpX6jxtw9/jFc3LU/gJeUJBEVNRXjuV9oEl1EptGFcQHe1KjZm9VtpuNiNXJw3WqObFhLUW4OIbXq0GXsI4Q3bXHD3DckHIJvR0JpoXbcp07vO/sC6ej8AUqpXHvKjU9EJI+rq/8kAouBF+x93xURZ34TVjKumc4TTaDJBNyAt/6EKxvtPoxAE3cGoeVB/fEv3JYnYEHTBhxFZCpapMp/DbcrqryLFia0TUSC0UJ6FqPVsP4AOKOUmg8gIqOAn0Vkm90+ADiPFqHyHtpDvMI9wIf2l+AiMMSewFZHR0dHR0dHR0fnX0vMwb1cOnWcLmMnEFyj1nX7ZGRksGjRIoxGI6NHj8bb+7dIlrS0NJYu/YKiuol84fAYEfExvPn1XKq+8zbefbTT9JaMYrK/i8EY6onNZKE4MhPvPuG4NakAQO7hI6S/+ALn/KtR+4OZpK9fTrglAmsFyGpYiftn/UpsehF1nHLol5mMzdiMQ+E2AuoGsKBBOCXmXMZvHk9qUSpzuszhk2OfEJ0VzcfqVWrHVyDLbOXS+Z+JD76b+ICDuNsU1Z2P0SGpK/dbuhJXYsMJKFJCHaOF0WEu9PVOxTl9Aw5pW/jWtzuv1nyCUgdn1jWsh59/d+3e03/m9Okn8XCvReNG81Dzn+DiqkJKco1srNaG8+0H0+rUObzSNrKlR2dsjkbcclJxzs7g7gcnUK9DF0QEpRQpKWuJjn6VKnFZVI0v4LirO1NCQni0zUvcE9abwz98z9FN6zAVFlKlYRNaDRhC5boRNxZTAI4vg/VPgldFeGAdVKh7Z14aHZ0/gV0syQTeR6uWmwesBUYqpUzl32Gl1Bv2PfVWEelyzVSL0BLJXkYrOjMNLW3HrfiQKSL3oFX/+QyIBe65jnBzK/yMFuESDRSiFb5J+Avz/MeQGxyx0tG5ozRv3lwdPnz4P+2Gjo6Ojo6Ojs7fhtlUwvxnHsXZzZ1RM2dd9+hIdnY28+fPx2KxMHbsWAIDA8tsycnJLF48H2u988x1e4TqyRf5bPcOar46HWOQJpgos420z45jyTbh1qQChXuT8OxYGe9e1QAoibtA5OBhZIsThR98TuXCGEyb0gj1rMP6Zn68fyQeN4OFds4JdDY6kH4xnHRPK0eGVufbJjWwWAsYv3k8cblxzO06ly3xW1gbtYb5he/im+hEgsnMqfRvKfEcSLrHRQxeF6hgUXQ3teNhHLmAFRAq+mUypUY6A7I2QeIhAOJDuzCl+iR2Kj9ae7vzQZ1QqrtpweopKT9wJmoynp4NadxoHsVfzyR57neUGJz4senDeHhE4Ju9h8zADHJ9fPB1MFB67jiVqlSj96TJZRFBpaWZnD03jcyUn2gY54h/cirfe7izqmZb3ur0Hk7Jxfz8xWyykxKp0aINrQYMIbh6zT9eWKsFtk6HfXOgWge4byG4+d3m26Lz/xEROaKUav6f9kPnznK7kSr/GkRkJDBaKdX97x5/u9fS0dHR0dHR0dH53+Pguu/Iz0in1/Rnriuo5Ofns2jRIkpLSxkzZsxVgoqWsHYxqtYlPnd7mLDsJBY4QtVP51wVPZGzIQ5zUiHurYIp3JuEW7MgvHpWBaA4IZHTw0dhtVi5/PIMOvqVsn/RTtpVGMBqVysfH46nsVcxEZZoGntUJDnKC6tRceyeqixrUgNlK2bi1onE5sQyu8tskgqS+D7qO77IfB2fDCcii0rY4DKPMJ/hKKd8gv1OkVkSQMvSFow1KBJtVoyORcwJWkePzB+1jA7BDbF2mc78oF7MSDFjEJhZvSIPVPTHYL+vpKSVRJ19ER+fljSsO5esN94ka+V6LH5Gvm8+jQCzF8XG7cTVNOBmdicwJ42SlETaDhxC64HDcHDUtjQZmTs4c+Y5DIU5tIw24pqVwvt+PkibSXxd72EOrlrB0Z/W4xUQyKCX3qBqwyY3X9SiLK1c8vlt0HIC9JgBDsabj9PR+S/GXoimplIq9j/ty7WIyBjgIaVUO/vnAqChUiruP+XTH4oq9go9HZRSvcq1xQCx12mbppRa8VecEJFOwBKl1HVrkNnPVfVWSnW4pj0ALUlOU6XUUrS62n+JPzP+dq+lo6Ojo6Ojo6Pzv0VuWgqHflhN7TbtCa3X4Hf2wsJCFi1aRGFhIaNGjSI4OLjMduHCBZYtWwZhyXzlO5qgkmxWN2lExfCqV81RdCKdwv3JuNT1o/BgCi51/fAdWBMRoSgphZNDRmIoKiLq2bfp374GK1+eSueAkZxXFlY72niwejG2y6ep4RxOyllfbA5GdvcIYtFdtXBUJh795THOZJ7hg04f4O3kzdO/PMW7GVMIyfThSFExX1b9lHaXhuNiMFLPPYadpgDqqxAedCwh3+yCr1MKW2QaAY7VtASu9QcQ7VKJZ85e4nBSEV38PHm3diiVXZzK7ikhYSHRMa/j79eBOhWmc3nsIxQfP4lLzVKWN3wX37xSsv33ogxQKz2d1MwEjP7+9Jv+FpXrRgCglJW4uI+5GP8pFSyVqX48CUwFTAsNp0+vuVTOcmf51KfJTUulcY97aD9iNE4urn+8oErBiRWwZRoU50Df2dBs9F9/QXR07gAichEt/0k1pVShve0h4H6lVKe/OOcOtL3417fhVy20SkKd0aoOxaOVVp6llLL+1XlvBaWUx817/b3cLFJlJzBVRByUUlYRCUF7SE2uaath7/t3sQR4U0SqKaUulGsfBpxSSp3+o8E3KDmlo6Ojo6Ojo6Ojc0fYsegbxGCg46hxv7OVlJSwZMkSsrOzGTlyJKGhoWW2mJgYvl2+HOWfyfxKw/FVRazr2JGK7ldv+s0ZxWR/H4NjBVdKzmXhFOaF3/A6iINQmJrO0ftG4pafS8yUtxg5pD3fPP80dVxb4yyuHI3w5GnvJE4dPU0lazg5FwOxGqzsuCeQb3o0wEUsPP7LExxPP847Hd6hUWAjhq0fxgvJD1EnO5TjxSbm1viUrgn34Wnyp5W7YpvBhJuDIy+YfbBYXajtGMlGz3k49PoE6g/ErGDupVQ+PHUOdwcDc+qGMSjI96qom4sXP+d83HsEBnanWt4wLg0eiSU/h8pts1hT5UU80qPICrDgk51L7aREzkgJte/qyN0PTSxLRmsypRMZ+RTZ2fuoXlSXkGP7yBJY0Lg3kzq8x6nVa1i19Sd8gkMYOn0mletF3HwxU8/Ahmfh0l6o1BxGroaKjf/im6Gjc8dxAJ7kzyWW/R2i/We87Qo7IlIdOADMBxoopZJFpDYwHS0Jbc6fnM/h7xZi7jSGm9gPoYkoV36KtAe2A+euaTuvlEoCEJE6IrJFRLJE5JyIDLkymYj0FpEzIpIvIpdFZLKIuAObgIoiUmD/qljeCaVUIrANGHWNfw+gJdhBRMaIyO5y11Ii8pg9iibG3tbd7lOuiHwqIr/alb0bjX9ERGJEJEdE5tpfvOv1nSUiCSKSJyJH7GWhdHR0dHR0dHR0/h9w8eQxYg/to/WAoXj6B1xlKy0tZenSpaSmpjJkyBCqVatWZrsQHc3yJUtQLtksrDsINzGzrk2r3wkqtiIzmYvOAGDJNuEY6EbA6HoYnBzIz8jk0OCReOSkkzDlTfoP78aHL7+Ge64jNT0aUNAogBbVCjl19BD+RVUxpQVhpYRtfQL5qnsjPAw2nt7xNAdTDvLmXW/SNawrU3ZMZlRcT1pm1+d0sZnPqn5N35QheOSH0MzVgYtuuyiUUlYVV8Vi9aCd4yF+visTh0kHIGIQJwqK6XH4HDMvpNAz0JudreowONivTFCxWAqIinqB83HvEVShL8G76pH40KPkYaN6txSOVepBet5lsgIshCcl4Z90gVh3A70ef5Y+T0wpE1Sysw9y8FBfTKmHqXvGSNUjuzntZGRfnxkMDXuGdS+9xKlfNtO870AeePeTmwsqpnz4+SX4vB2kR0HfWTBuiy6o6PzbeA+YLCI+1zOKSFsROWTf8x4SkbblbDtEZIaI7AGK0IrMtAfm2Pfhc8pNdff19sLX4TVgr1LqGaVUMoBS6pxSaoRSKsd+3VUikmL3aaeI1C/n0wIR+UxENopIIdBZRLxFZJGIpItIvIi8LCLX1S7s+/Ya5eaaKyIb7JrDAbvoc6Xv37Jv/0NRRSlViqY6XTl20wHYBey+pm2n3Ul3YAuwDKiAFknyqYjUs/f9BpiglPIEIoBt9rClXkCSUsrD/pV0HXcWUk5Usatfje3XuhH9gVZAPftRodVoJab80YShtn8wFrQqRC2AhsAQtOzI1+OQ3Rc/uz+rRMTlBn11dHR0dHR0dHT+R7BazGyf/wU+QSE0u2fAVTaz2czy5ctJTExk8ODB1Kr1WzWgjMREVixejDKWsLR5P4yi+L5pXcLcro5kt5VayVgQiSWzGAQc3I0EjovA4GYkJyObfYNG4ZeZROrk1+kyoCNvPTsVl8vnaFFpIAY/Fyy1S9m6dSte+VWR3MpYVQ6/9Pbj6x5N8XZUTPl1Crsv7+aVNq/Qt3pfPjz0IS1OVqdLTkuiiq3Mq7SCPhmDMGQF09A1GdfAjzhlMHDGUoF0my893M+y+NF+0OsdbM5evBOXTO8j0WSaLcyPqMqX9asS6PRbDpLs7IMcONiHpOTVhAaNxXN2IZmzPyWqRgNqdo5jv3NLfqUKpUYHapktZOanYqlckftnzipX3cdGfPwXHD06ksCLGTQ5mIp3ViprarXD54EduO03sWbmqzi7ujH8jffoeP+DGJ3/4FdzpeD09zCnhZaMtslIePwINBsDhpv9DVpH5x/nMLADmHytQUT8gA3AbLQ974fABhHxL9dtFPAwWhTJGLT9/eP2ffjj5frd6l74brR99h+xCaiJphEc5fepNEagHR/yRNMaPgG8gXCgI1owxdibXOMKw9CEHl+0qkQzytn+ln37rfyU+JXfBJT2aA991zVtv9q/vwe4qJSar5SyKKWOAd8B99ntZjSBw0spla2UOvonfF0DBJVT2h4ANiml0v9gzNtKqSylVDHQG4hUSn1vPwo0G0i5yTVnKqVylFKX0CJ0ritTK6WWKKUy7ff8AeAM1P4T96ajo6Ojo6Ojo/NfyLFN68lKSqTT6PE4Gn8TD6xWK6tWreLChQv069ePevXqldkKU1JYMmcOea4OrGzbA6s4sLxBCLW8g66aW1ltZC07S+mlfHAQxEEIGBeBg5cz2Zm57BkympC0eDInv0rjbs2Z9dQTeKZF06zhODxtTpS0dWftjz/gkVsVp4JQrNYktnfz5quebfF1FF7c9SLbErYxteVUBtcazPrY9Tj9Wkjf7I7ElFhZ4f8TndPvRWX608TtKM51vmGRqRn5NieOWirTrWIJn77wJFKpCSabjcfOxPNRfCqDgnzZ2bIOvQJ9yj0PEzGxb3P02AgEA3WszyCPb6No3wG+bT2IiLqn+dGhB9udW+FSZCOoYhDJscepXL8Bw998H99gLZDdbM7lxMkJJJ98i4ijOdSJTeecdzAJo76jbtXn2fLaW5zZtY3WA4dy/8xZhNS8ya/kGTGwuD+sHgvugTBuK9z7Cbj7//E4HZ3/LK8Ak0Qk8Jr2PkCMUmqxfW+6HDgL9C3XZ4FSKtJuN//BNW5pL4wm3iT/kbNKqXlKqXyllAl4FWgkIt7luqxTSu1RStnQNINhwAv2MReBD/j9qZUbsUYpddC+519a3u+/a99+K9V/dgKP2VWvQKVUjIikAgvtbRH8lk+lCtBKRMqfm3JECysCGAS8DMwUkZPAVKXUvltxVClVJCKrgAdEZB8wEnj2JsPK17euWP6zUkqJSOJNxpcXXYqA6ybBEZHJwDj7NRTgBQRcr6+Ojo6Ojo6Ojs7/BgXZWez7bjnVmjSnerOWZe02m43vv/+e6Oho+vTpQ+PGv+1FTElJLHv3XS6GhPBzizaYBRbWcqRxQK2r5lZKkbXyHCVnswBwCnLHd2htjAGupGXksXfYWGokxZL77DQqNglnwfNPY7DZqN/jSarFOEOEF0t/+R63nGq4FlfCYjnPro6+fHZvFwKMBl7c/SI/XfyJZ5o9w8i6IzmTdpqotXsZkdWb8yYLa90P0SyzE5ic6OC5m8PVD7AhqQ8Rks9mS1VaVfNlzri2ODg6kGex8uCpC+zOKeDl8BAeC6twVe6U/PxIIs88S2FhDIHmu3Cbk0nemdnYKoeyLKI3fZ2384NbL4psblhNQXj5pZKzZysNu/aky4OPlFX3ycs7yZFjDxEWm0CDhCIKHI2c7TyFoEpD2LHway6fPUOFqtUZMPVVgqpV5w8pLYJd78Oe2WB0g17vQYtxYPh91SYdnX8bSqnTIvIjMBWIKmeqiJYktjzxQKVynxO4NW5pLwxkAiE3mkREHNCiRe4DAgGb3RQA5F7HpwB+S3Z7hWvv4S/5/Xft229FVNmHFnozHtgDoJTKE5Eke1tSueSxCcCvSqlu15tIKXUI6CciRuBxYCUQinZDt8JCYC3wPVpo0Pqb9C8/bzJQVl3IfibsutWG/gz2c1jPAV3RImFsIpLNHUj6o6Ojo6Ojo6Oj8+9l17IFWErNdHpg/FXtmzdvJjIykm7dutGiRYuy9tL4eH547XWO14vg56atcMTEgvAS7qrU69qpyVp2luJTGSDgdXcVPDuFIg5CUmYeu0Y8RMPEKAqefAFDiDvrZ04n3+hD50FPUOe4CQlwZmnsZlxzquFaEoLVFMn+Vu7MGnIvFYwOTNszjY0XNvJk0ycZGzGWtItRbPx2PiOy+xNnNrHFGEet7CY4KQc6e21lZdAJVicMo4/jeWKtAQRWqsKXY1rh7OhAisnMiBPniS4q4ZO6YdwX7Fd2DzabhUuXviTuwmwcrS5U+C4Ex+2HkOrVSbr/UVI3/0JTt1h+CumGl7WIHENDwi07KTx1gY6jxtGsT3/7cR/F0ZiPsETOoll0Pl7FVhKqtcX77tnEr9/Ehs+exdXTi24PTyKi890YbiaM5FyCRf0gKw4aDoPub4BHhdt7GXR0/nmmox2l+aBcWxJaoEN5woCfyn2+du99q3vxG7EVLXhi/g3sI4B+aMeELqJpC9ful8v7kIEWrVIFOGNvCwMu346Tf+e+/aaiilKqWEQOA89w9Xmk3fa2reXafkSLQhkFXCmv3BgoAM6jqVM/KqVyRSSP31SqVMBfRLyVUrncmF1o2YO/BFbYc77cKhvQEvD0t/v5CBD8x0NuCU/AAqQDjqKVf/a6A/Pq6Ojo6Ojo6Oj8S7l8LoozO7fRot9g/Cr+9gfU2NhY9u/fT8uWLbnrrrvK2kvOnePXl15ma9v2bG7cCndy+bxKKu2qXB3Rbiu1kvHNKUrj8xFXBwIejMA5VPvV8lJ6PjsemEiLS6cofvQpUsnh3OKVXHKrwuAhjxO+Jwu8nViRuxuH3FBcTBWwlBzheIQD7465nxBnR17Z8wrr49bzeOPHeajBQ2T9tIkV+35kmGkY52357LHlElJYHS+D0MXnZ7Z47uerjEnc6xSNCSMZPnVYPqYF7s6OxBSWMPzkebLMVpY0DKeT32+/AhcVXSAycjJ5+cdxi3TDa0EJblWq4/DOi3x8rpj2v8wnvWl1sn18qWe9wDFrT6qkr8daVEC/yS9To3kr7bmZMvhx9320On+GykklFLr6UHLfHFLizKx96UUspWaa9elPm0HDcHZzv/nC5SXBwr5QnA2j10O1Djcfo6PzL0QpFSsi3wJPAKfszRuBT0RkBFoAwyCgHtr+90akouUu+atMBw6JyHvAB0qpFHvi2FfRAik8ARNaRIsbN6laZK8wvBKYISIPoOU/eQZ4/zZ8hL9x336rmZd+RUsqs7tc2y57W1kpZaVUPtAd7QxUElrozTtoZ5VAOwd10S6oPIJ2hAel1FlgORBnzy58VfWfcvMrtGo/Vez/3jJKqQw0UeddtAWth5bkx/Rn5rkOP6Mpf9FoYUkl3HpIlY6Ojo6Ojo6Ozn8ZNpuV7Qu+wMPXj9YDh5a1FxUVsXbtWgIDA+nW7bfA7eLjxzky6QlWt+3IxsZt8CGDz0NO06761YJKaUI+Ke8eojQ+Hwd/F0KmtiwTVGJT8/h5zCRaXDiCacxDRKbHcm7HZo75NmX4qGcJ35uFyQjLsvdgyNEEFXPxbs5VKWD6xIlUcnbktX2vse78OiY2msj4mqNIfmU6P25czUDTMGIkg8PFZryLg6jgaKCHz88cd97OawVP0Mx4GR8p5ZxTTRY81A5fdycO5RZy79EYSqyKNU1qlAkqSikS4uZxYG8v8tNO4PuNAyF7G1D5g8/59eHneHdfJP7ZRzjRpjklPu4MtP1EQkl9KiR+hwuKYa++Q43mrVBKkZL6I6fWt6LPweNUTirB1OQBUjsuZNlX69m5ZB6V60Yw+v25dBo17tYElfxUTVApzIT71+iCis7/Aq8DZS+/UioTLc/ps2h73ueAe+x74RsxCxgsItkiMvvPOqCUOg+0AaoCkSKSi5ZX9TCQj7Zvj0eLNDkD7L+FaScBhUAcmgaxDJj3Z327hr9t3y6aTvH/D3tJpkRgpFJq+3/an/91mjdvrg4fPvyfdkNHR0dHR0dH57Y5+ctPbPlyDr0nTaZuu06AJiasXr2aqKgoxo8fT0iIlmKgcO9ezk6ewmf3DWdTozZU4hIfBB6gXcRbXKkQqqw28rYlkL/tEigwhrhTYWJjxKjZNxxPJO7FV7g7bh+mQUPYn32JvKxsfg3qzKuD+hP8cwKFVis/chqn/Co4WF0pLdpGQnAxj097g6oerryx/w1WR6/m4YYPM87YmeQpz3E2MICIiuOINaZwJtMbg82Jak4GWnj9RLTDz4wyv0RFhxzudkjkkgTx8sRRhAd68HNGLhMiLxLibGRFo+pUcdX+fmqzWTm2sR85blE4nxGCz7TE2vcBTplKOXEyEgebCQeLheoliTTwukhd20nW5d/LxcuZVKgSTv/np+HpF4DJlEr06an4HdpApRQT2e4+2DrNYfvmg8SfPIZfxcp0Gj2eao2b3fqiFWbAgj6QkwCjvoew1nfuhdDRuUVE5IhSqvl/2g+dO8ut5FT5n0FEeqCViC4GpqCdn7oVpUxHR0dHR0dHR0eHkoICdi9fRKU69alzV8ey9lOnThEZGUmXLl3KBJW8LVu4NOU5vhgzng0NWxNOLG95/8xd9T8tE1TMaUVkfXsO8+UCMIBjkBuBExoiRgMlZisz1hwn7LN3uDv5FCU9evJr/CkKcGJz2ADe7d6eCpsukWexsJl4XPJrI85CUf4asr3MTJg6k2oebsw4MIPV0asZFzGO4UdciJ81koLW/Wjk342zzglEpftisBlp4GqgvsdmEtnAaMt0XKSYdoYUCsSNFx8eTnigB4suZzA1OpFGnm4sbhhOgJO2nVBWK2e+GUZOjShcTtUkx38kB2ukk3dgP1YE99I8upfsIcIrBkd3K4nFDfmuuCeJyRlUb96aPpMm4+jsTFLSSjL3v0zNs+k4ldrYEdoEHIZx9MOvcHJxpfPo8TTq3qcsee0tUZQFi/pD9kUYuUoXVHR0dO4od0RUEZFXgRpKqfv/jO06fRcAiUqpl++EX9ehDVrokBNa6FF/e7llHR0dHR0dHR0dnZuyZ+USSgoK6DJ2QlmFm9zcXDZu3EhoaGhZHpWcNWtJeukl5kyYxA8NWlFPzjDN7TvuarQQg0GL7DBdzCXjm9NauWRnBwzuRgLHNcDg4khsWgGT5+9h+A+zaZgZR373LuxKiSHTPYQtIb14tWYNgrckkmezst2chVNJGNk+JpwuLaTQx53hL75JLV8f3j74Nt+e+5YHqg6h/yfHST98AsfezxFiCGOHx1HSUqrgohxo6e5IVbetpPMDQ9RrWJWZDo5pGMXG/fcPp3qwN+/EJfNRfCpd/bz4MqIK7g5aQlibyUTcGw+T2uEoBZlh7MpuhSH3AgajI1UM5xls24KnUzEFZlcO5A8iurg9+Y7HsKZG07zvQNqPGI3JdJkzBydT4cgOGqSZuOhkZEWdroTH1ibh1I806NqDdsMewM3L+/oLcyNKcmHJQMg4B8NX6Ed+dHR07ji3LKqIyBi0s1nVgTxgDVrt6Jw/GvdvQin1KlrCHB0dHR0dHR0dHZ0/RXr8BU5s3kjDbr2oUFXL62iz2Vi7di1Wq5UBAwbg4OBA9qpVpEx7hbmPPcPaiBY0Vsd5zmkJbRsvw9HREwBLZjGZi89g8HACqw1lUwSOi8DgYWTV4QQ+WrGXV/Z8RVheCrGN6xGdGs8F/wh2+3fgCYMX9aJySEext9iEwerLmaAMqp1djFO16kx88XXcPT1599C7LD+7nGHuHen73I+YHH1wH/Q+yuTAV4FrMCa0IABn2nu4EOS8jRy+Y7C8iclqpbEhj2BDPp179KZOtco8ey6BZclZDA/x471aoTgaNEHJmpdH/KQJJHY/hNXmxuno1tT0L6Z9zjrCTCkU4IIpxoGj+U05VOEZnALAWrwWMjPp/sgTRHTqSkLCQnIPvkmd6ByczDbm+fqyO7AZ7Q4GcDnlND0eeZKIztctLvrHmPJhyWBIOQ1Dl0CNrnfsXdDR+acRkYJyH93QcoNa7Z8nKKWW/vNe6cAtiioi8ixakpvRwC9oNaI/BbaIyF1/NFZHR0dHtY+xqwAAIABJREFUR0dHR0fnvx2bzcq2+V/g7O7OXUN/C8A+ePAgFy5coG/fvvj5+VEcGUny628w94kpfFe3Ka1sh3jS+DWtGi/H2Vkr22srtpCxIBJlUxgMYC2yEvhwQ0o8jExbeYIDu47z/sGv8S7O41DVIHI93Njq050E5zAmZDvR2d3GeZsiqsBCgasLl/zOUevUeqo0aU6/p6fi6OTMB4c/YEnUEvpnhzPg7V9waXkPDlXuJd9SwNuh8wi72J3KNg86ubnj47STAsNyBstMCkptBIuZRo5J1KkXQcsWzXgo8gI/ZeTxdJUgnqsWXBahY05NI2H8eFKbn8Uaojhzsi13WY/QLvMw231bEZXXnirLd5MX3JAj1R8kuHYBCadWYHR2Ycj0t/GqaOD4vv6EHDtAg3QTJv9wxnkaKDIH0X67M0XWbAa9+DphEY3+/IKVFsKyoXD5CNy3AGr3vBOvgY7OfwyllMeV70XkIvCQUmrrjUfo/FPctPqPiHgBrwGTlFI/KaXMSqmLwBC0DL/3X9PfKCLLReQ7EXG6znyrRCRFRHJFZKeI1L+mi6+IbBCRfBE5ICLVy41tKyKH7GMPiUjbcrYdIvKmiOwVkQIRWS8i/iKyVETy7P2rlus/S0QS7LYj9rrVOjo6Ojo6Ojo6OldRWlLMuvfeJDHqNO1HjMHVQ4s2SUtLY+vWrdSqVYumTZtiLSgk6Zln+WroaL6r25R2lr08YZhFs0Zf4O6uRbYoq43MpVFYMosxBrhiyTbhP6ouMWLl3k92E7l9P5/unYtHSR77qlYgvlZb5vgNIEtCeSzPmR6eTuwvsXIu30psiBFj8BFqnVpP/Y5dGTD5ZRydnPn46McsPLOQ3tHuDP8iBt8Rr+BQ8V7iHBKZVG0mAUmtqGYOoKuLNz4uhygxLGCI4W1yShXOykBXl4v4+fnRrU9vRp7SBJW3albi+fCQMkHFFHeB+OHDyfO6QFE7C4kJ9fAottGS43zUbAkRqidhS/eQFtiMkw0mENYokbhDC/CrGMrItz7E7LKbCxu7U3/7HoIyLRS0ncTAoACKsnxo/aszzi6uDH/j/b8mqJiLYflwuLQPBn4J9e69Y++Cjs6/FRFxEJFpIhInIhn2fbCP3VZHRCwiMlZEEkUkXUSmlBs7095/uX0fflJEGpezh4rIOvu8cSLySDnbXSJyzL6vThGRt+3t7iKyQkSy7BV+D4iIr93mJyKL7P0TRGS6XEk0pdkniMg5+9gNIvJb3fp/IbdSUrkt4AJ8X75RKVWAVge7LBZPRFyBtWihSEOUUqXXmW8TUBOtHPNR4NowpWFoIo4vEAvMsM/tB2wAZgP+wIfABhHxv2bsKLRImurAPmA+Wm3rKLQa2lc4BDS225YBq0TE5WYPQ0dHR0dHR0dH5/8P+ZkZrJj+PBeOHaHrg4/SsGsPACwWC2vWrMHJyYl7770XESH1jTc47OTKirZdaFl6mAkOs2jUYDbe3treRClFzg/nMcXm4FzDl9KEAnzuDWdlei4DPt1L+IUTfLh7LlZLCfvq1GRDlfuY59yaxgZPZjQIo7m7kV9zzaSbFdG1zbRx/hWHI9tp3ncgPR59inxLAU9vf5p5p+fR7TiM2+eF/6NfYS2qzA6vgzxb5T2qJbUjojiMrq5euLtdwsznDDPMJN1kAOVEX+9EXMRK9wEDGR6VwMHcAj6tV4UHKweWPZPiEyeIHzECs7GIrLFCQYEv59Ma86BpJUfrPcOIo0fJ+fxzkoLbkN5rIn4h+zi7ay1123dm4MvPcyn2aVx/eJEGZ3Jw9K9L0YObGFMchf8ZMy0OuFKhWnVGzPgQ/0qhf37BLCb4dhRc2An9PoUGg+/Ie6Cj81/AZKA70A6oDJiBj8rZHYDmQA2gNzBDRMLL2QeglS32QTud8jFoYg3avn8vUBHoCbwoIlcydc8B3lJKeaHt89fa2x9COxlTCQgAHgeu6ANLgVwgHGgJ9EfbxyMiQ4GngL5AEHAMWPKXn8o/wK0c/wkAMpRSluvYkoFmwDnAC63u8wngSXWDWs1KqbL60vYkttki4q2UyrU3r1FKHbTbl6KJJwB9gBil1GL75+Ui8gTaw15gb5tvr5ONiGwC6l0JiRKRVcAb5fwovzAfiMjLQG27/zo6Ojo6Ojo6Ov/PSb1wnrXvvEZpSTEDpk6/qoTvzp07SU5OZujQoXh4eJD7ww+kbdzIjHc+xduay3jjLOrXeZOAgC5lYwr2JFF4IAWXun6URGVhbB7E5JhkfopMYWLaXvrsW0OBs5EddTuzpHInzEZnZnSpRUNfV5KWRnOwyEaRsw1jrXTaZp4iMfIkHe5/kBZ9B7I3aS8v73iBbFMW9++wMty3P8be/TEllfB1he9Z4/cL9VLvonVufTq7uuPiWITN9jYjDG+SZHJCKQd6B2XgkZtJ6+49GJ+UT2JJKfMjqtEt4LfksAU7d5L45FM4BPiT/aIHltJIDl/szeSieaRVaEPIjjTytm4iIbQLrg+OpuDIIjITL9Fx1Diqt61E0vpO1IlJwYAjqssrWFo/whO/TCJgVxY1Ezyo3aY9PSc+jaPT7wLeb47VDKvGQuwW6DsLGg+/rfXX0fkv4xHgfqVUEoCIvAZEisiD5fpMV0qVAIdE5CzQEIiz27YppbbYxy4Gxtrb2wEuSql37J+jRWQ+WkDDr2jiTS0R8VdKZaJV28XeHghUV0qdRgtqQESqAB2Ae5VSZqBIRGbb51tov483lVLR5e6jSESClFKpd+ZR3VluRVTJAAJExPE6wkqI3Q7QGjACw28kqNhVrhnAfWgP2GY3BaApVQAp5YYUAVfOjlUE4q+ZMh5N+bpC+YdcfJ3P5c+hTQbG2edVaKJQwPX81tHR0dHR0dHR+f9F7OEDbJj9Lq4eXgx7/T0Cw6qW2RISEti1axeNGzembt26lF68SMqrrzHrsWdJc/XgBfUatSrfR8WK95WNKY7KJHdDHM7h3pTEZGOt5M6o2ESSsvJ4/dRyWlw4SaaHB+vvfoRvCaZ+RS/mjmhK9N5Ezqw9R4ZFUeieS8V6eajoI1y+dJGeE5+mRrt2vLN/JkvOLaVSJry9zY0WQ16jOM6T/JxcZlT6mmOeUYTl1OPu9Lvo5OmIs9kJB9sLjHCcTnyJK0oZ6BRWSFD6RUJr1Waq8iTPZGZFo+q09in79ZmctWtJfnkazrVqYprWhuLsz4mKb0dP0z7cHIW07W5YTm0isV5/KjxyD3tWfoyyWRkw9RWc1I/IgvHUyDNjCWuOod+X2Pyq8dKWZ/FZH0/FTHdaDRjKXUNGIoZbCaa/hpwE+P5huLQXer0Hzcbcxurr6Px3Idq5vFBgo4iU34sb0E55AFiVUhnlbOX32nDjfXgVoKqIlC9Q4wBcyecyGq0YTLSIxAKvKKV+Br4BgoHVIuIBLAKm2edzAdKvHCe0+xlb7nqfi8jcctezoEXf/NeKKvvQjvMMBFZeabQ/mF7Ai2g3uBk4CfwiIp1uoCKNAPoBdwMXAW8gG5Dr9L2WJLQHXJ4wtOiYP4U9f8pzQFcgUillE5Fb9UNHR0dHR0dHR+d/FKUURzf+wI7FXxNUrQb9n5uGh69fmd1kMrFmzRq8vb3p2bMnqrSUy89OZn9EYzbVakgXy680c0ujevgzZWNKkwrIWn4WxyA3zOnFmJwcGJGcimNhOu8dn0fN1FRyqlRlTven2J9u4YE2VZjcvRY/zTtF3ulcTECuzwVqRjiRd3A3BdlZ9J8yDUs1b4atHkBsSQI9jth41LkH/hMnkL8rjQSXJN4JnU+CMQX/wkr0SepFxwAzLjmhuBqnc7/rc5zPc0MhNKuWT6OiZMyeXswKqYVVwZomNYjwdCu7h8xv5pH23nu4tWmN6+vjOX9uNBnZYRRYA7mrcC0Jp6tTGhlNaudH8O5ZhW3z38E3pBJ9nhiPbd+jVIg+i83ohLXvRzg2HYsC3tv6Os7fRuJb5EaPR58kotPdf23RItfC+ifAZoUBX0KjoX9x9XV0/jtRSikRuQwMVEodudYuIrcTPJAAnFVKNbjBtaOAofYAimHA9yLiq5QyAa8Ar9iPGf0MRKIdIyoAfG8QjJEATFFKfXcbPv+j3FRUUUrl2kNuPhGRPK6u/pMILAZesPd9V0Sc+U1YybhmOk80gSYTrQzUW3/C1412H0agiTuDgHrAj39ijvJ+WIB0wFFEpqJFqujo6Ojo6Ojo6Pw/xWa1sm3Bl5zYvIGaLdvS6/FnMDpfnXJv8+bNZGVlMWbMGFxcXEid+Q6Z588zc+an+FlyGOn4JbVqfYijo/ZHXmteKZkLIxEXBzAIpsJSJtgKqJR3kQknFhGWmUNOmw48GjYASx7MHdGUZlV9WffWQfLSSzEYFYWBZ+jSri7Hv12I1Wxm0Euvs61kPx+vm41bkZWX9nrTe8wMSpMDKdiZxi6vo6wK3EgKuThbPOh3aTAdg7NwS2vBJbe5PG64n6w8N0BoUD2VwR6uRKfms7FpB4wuLqxpVINwN2dAE5nSP/yIzK++wrNXT/xff5mtu3rhYHBmQ+lgFqVMI/eyJ9lnIX/Uq1gDU9m17GuqN29Fx67+OK/sgVtRKYU1WuLWfxniEUiRuYgPV78MG6PwETfue+l1wiIa/vkFKy2En6bC0UVQqRkM+hr8wm8+Tkfnf5PPgZki8qBSKkFEKgCtlFLrb3Pe3QAi8pT9Gha0fbijUuqoiDwAbFBKZYpILtopECUid6MFRpwF8uzjbEqpCyKyH3hXRF4HCtHyoQYppXbbr/GyiJxWSp2zJ7ft8m8WWW6ppLJdLMkE3ke74Ty0BDQjlVKmcmE7KKXesAsrW0WkyzVTLQJ6AJeBLLTwn0dv0YdMEbkHmAV8hhYedM91hJtb4We0CJdotEX8CE0R09HR0dHR0dHR+X+IqaiIH2e9w8XjR2hx7yDaDx/9u2Mo0dHRHDlyhLZt21K1alUKdu4ka8EC3p/2FtlOLkzjXSoH3EVgQHcAbKVWMhZFYi0yo8K8sJ3P5VWKqJd9mn4nVlIxp4CzHe/haZ+O1Pd3Z+6IpqRmFbHplf0UldgQdxNejXJo4h3CgXmf4uLpSbcXnmf6/7F339FRFe0Dx7+zJcmm90oKofdeFERAEEUFFUUBFVBUsKKICiqgAgqKDRVRQIpSRLpSBASp0gkEQgmk9952N5vdnd8fd3nfvIqCYPvpfM7hnOzeuffO3lnKPMw8z5FX2W9Jom2ykxc9+lN38rMULj+Hs7iQz0JXUqZPpMQOdjcHdyUPoVNUKn7ZN7I8cC0fWjvjqIxEJyTjb4uhhT6YDRs2sL9ec9xDwlnWOp4Idy2fiXQ6yXvjTUoWLcL/nnsIfvllFq8ZTJ3AIpYWjeDT1I9wmCElIRrdSzMQxlSOLd9Ap759aGVYjc/ag1hNbpgHvIdXCy09w6HkPXz1yVRCM4BAH4a+9DbBdWJ++4DlJMDXD0FRMnR9Bnq8BHrjVX0HFOX/uelo6TW+F0KEo22VWQRcVVBFSlkjhOgLzEBbTOEGnHT9DHAr8I4rBpCKVrCmxlWxZxZauo0KtOS0y1znDAKmoQVcvNDyukxx3W+JEMITbcVLNNrOlg3A3zaoIn4h/Ymi/K7at28vDx48+Fd3Q1EURVEU5WfKC/JZNe1VirIy6DXiMVrecNPP2pSUlDBnzhy8vLx45JFHkMXFpNx+B9uuvZ6Jtwykj2M3wwyz6NxpEyZTFNIpKV5yCktiIdmRnkRmmVkgrbhZd9NxzzpCK8xs7nIH74R04b7OMbx8S1PWbDlH2bpMHE5wBhXTtk8I2bu2kppwmLpt2uPRszFTjk/HKm08dCSAoUNnoPOMp2DZSSpkFW9FzqVHURlL/bzI9kmlb/JQgoJTuDfvbjb7/MiHIpCi8nB8PQx8OaIzQboqPpszh9SAEHI79+TL1vUINGr/5yodDnInTaJ0+dcEDh2K75jneOfL1+kc+wWHy65lSEIhkezh1MFmeLy0CIs9nfUfzqDHtUG0MG9AX11NUaPmBPRfhcEzlJoaG5/Nn0j5tgR0UhB/Uw9uH/w0BuNvDIQ4nbBvFmyZBJ5BcMdsiL/+kqcpyt+BEOKQlLL9X90P5fd1WStVFEVRFEVRFOWfKO98MivfnKRtqxn3GrEtW/+sTXFxMfPnz8fpdHLXXXeh1+lIf+EFivQG3u51GyG2Uu41fkh8/LOYTFoNhfLNaZiPF7DVA3pkVrGXGiIdm2mwazOBVVYWdr6HlRGdeOfOFvRtGcGnHx1En1SFSQ8ejYtp1TqA3QtnU2O10vn++1lT8S0bklYQXyiZ4H4Xrd9+kZLvM7DuTOKMRyrLwmYzKK0Zn4R4kul3hG7nBpIfdIJH8geT63aaZe4tKCp0EOnvwbonulKSm8Gcr1dQYXTH0qkby9vUx9ugB0Da7WSPG0/5unUEjRqJ24hRjP70C+6ov5xiayh9t9qICNpDTm4cwR+uw2rJYdPk9+ne2kLbktVUeBux9H2JkJZjEUJw7MhO1s2egUeJHUesD/c9NZk6dRr89sGqzIfVoyB5CzTqC/0+BK+gS5+nKIryB7qqoIoQ4hMgS0r5+iUbX+X5V3svRVEURVEURakt5+xpVkydgLuXFwMnTCXoIttQioqKmD9/Pna7naFDhxIaGkrh7E+p2vsjb06eQaWbBy/o3yPQFE90nWEAVB3KpXBbOh85qxlhdSdP56TGvJLGO3fjZ7Exo+N9nGp8DSvub4evm4FZL+3CrcxBkAdE9dZjzsxmy6z5hMTF42wTyHM5U7HoHdydHMgzgz/Es24T0ucfxJhmZ73/TizGxfRLe4L5/sdJDt5L+/SbCQg8y8N5g6jUFfOsKYb0whoahfuwZlRndvywnT179lDk5Uv1tT1Y0L4J7q6tTtJmI+u5sVR89x0ho0djHPogo2at5o6YuegMdup8EUiD4M1Ya3zxm/w91Y5q1kyeynVNM2lXfZbiYB+MQ74hNKA15vIylnwymdJDSThMDsKG9GHwrU+hu5LqPme3wOqRUF0Bfd+GDiNAqBoTinI5hBCTgPpSyvuEEDFo23f8pJSOv7Zn/wy/GlQRQmwE9kspJ/zk/f7AbKDORcosXzYp5cg/oq2iKIqiKIqi/JrsM0msmDoRk68vAydMxTc49GdtCgsLWbBgAQ6Hg6FDhxIeHo75yBEKPviADSNGsi8okv4cpq7jEI0bLUenM1KdVs7J5aeZ5DTzos6Emw7O5X1Jg8MHMNkcvNpxGPqu3Vg7qA0nj+WybfE5THaICJA07OfF3mXzKMnNIbZTW5YaN3O6upLmRUaer/84rV9/iOrsSs6/swODWTAvdAnXW5NIz53BKt9tJEbsoH5BW24OPcx1qY9wUsCzBm/KympoVcePeYOb8cWihWRmZnIyIo7Qa67j4+bxGHRacMJZXU3mU09R9cMOwsa9iLxzIC++/zk311lFYGA2bt+E0Nh5GKOXE/2wr7CZ3Fj18ji61D9Ma2sOJeGheA/9AaN7OAc2rmb74s/BZievuTuPjZxGfMgVrE5x2GHLRNj7IYQ2hQfWQljTqxx9Rfn/SQiRCoyQUm65VNtfIqVM539LKStX6VIrVRYAU4QQE39S7uh+4MtfC6gIIQxXE3BRFEVRFEVRlD9C1ukkVr4xAU8/fwZOeAOfoJ9XGy0oKGDBggU4nU6GDh1KWFgYjvJyssc8R0GTpnzUohMRNeXcYXiLqKhB+Pm1wV5m5dxnx3hOmnlC50EcOvZlfEmj4wfQ2yXjO4+gwx29GdO9PpsXnyTzcDH+OqhTT49HXDYbZy7Fw9uH8qbwWuBK/MyCl+x9uPvp19GbTGTtPo3tm2wq9VVsDnmffvpr+DFrEMeDd3Mg5ltCqyJ5PjCRemcfYY0MYJqowV7tpE20P5O6+fHp7E+wOp1sadKBLq1b8mbDOuhcqz2cZjMZjz+O+cd9hL/6KhXXd+fDD2Zyfb2NhISm4bHNRMTxYgK6mJFdn4Xo9qx9YzydojfTrKKYsuh4/B7YSWFWPms+fozytEzyA61E338Db9zwHEbdFSSRra6Erx+Es5u0lSk3Tgaj6WqHX1EU5Xd1qbV3q4Eg4LoLb7hKGt0KLBRCzBdCTHa9310IkSmEeEEIkQt87nr/eSFEjhAiWwgxQgghhRD1Xccudv4YIUS+65zhte5bu22AEOIbIUSBEKLE9XOd3++xKIqiKIqiKP9EmadOsGLqBLz8Axk48eIBlfz8fObPn4+UkmHDhhEWFoZ0OMh5ZQLVBQW8PvghrAY3xnovwsvNl3rxY5E1TtI/PMp7NVX0EkauwUBixirqH9+H06nj5W6jePCJuxjeIIKlr+8j83AxDdx1xLcxklv+LXu+/hK3QHe+anacVdGp9K9qxNq71nPvQ28DBo7O24Rcl88pUzJZQW/QyeN5dif15IzfUXbWXY6fw4N5ZBNw9j7elHWZgg2HlLSI8GJonWJWrfiaKi8fFrfpTq92rZlWK6DiqKwkfcTDmPftJ/LNNzjfuAnz5nxE+8brCAlNw7TOF98N7sRcXw1hLaD7i3w35w3a+C+hWUUxlfXa4jtsP6mnzrDopdHk5aRxrKOdeya+yVO9x11ZQKU8Bz6/GZI3wy0ztF8qoKIoAAghhgkhdgkh3nbNh1OEEDfXOl5XCPGDEKJCCLEZCK51LM41Jze4Xg8XQiS52p4XQjxaq+2l5ui3CCGOCCHKhRAZrm1G/zq/ulJFSmkRQnwFPADscL09EDglpUwQP9/HGA4EArGATghxE/AscAOQAnx6if6EA35AFNAb+FoIsVpKWfKTdjq0oM1AQA/MAz4Ebr/E9RVFURRFUZR/qcyTiax8cxLeQcEMnDAV74DAn7XJy8tj4cKFCCEYOnQoISEh2FJTyX5xHJajR1kxdjzHA8IYbDxLmPV7GjR9F4PBh7RZCXxXUUUOTl7GRHrWViKPf0+VcOP9m55i8mO3Ur6vgDXbTmM0wHXeegobVXN49xwcNdWciylmZ7M0Gpv9eL/TZFo27Q5AysETmNekEVDjxXa/9XSKt3Hk7LuknTaT5XuWLQ0W4CkN9Mtqw+NVvUjEC6jBqBc09pP0MZzk6JF8Khs2Y3FYPZ6Jj+C5uHAu/DveUVpK+oiHsZ46Rdjbb7HdIUn85kuat9iOr3cRxhVR+G4rIf6ROhgq0uHO2exZN5NGzlnEF5mxNLkB77uXs3vfRnbPnEW5yYb97hbM7DkRXzffKxuo3OOw+B6wlsHgr6BB7ysccUX5R+uEtrMkGHgEmCuEiHLtMFkM7AVudLX7FljzC9fJR1s0cR7oBmwQQhyQUh52Hf+1OXoVWqzgBNAc2CyEOCqlXP27f9q/sctJVLsA+EYI8YSU0or20Bb8QlsnMFFKWQ0ghBgIfC6lPOF6PQkY8iv3qgFec20bWi+EqAQaAT/WbiSlLKJWnWohxBRg22V8FkVRFEVRFOVfKOPEMVZOexXf4FAGTpiKl3/Az9rk5uaycOFCdDodw4YNIygwkOIvvyT/7RkIo5GiSa8yLyCWGIeZvuINAgO6EhZ2G1krz5KWXspsWcUX0p2q/KN4H1lJidGL5YNf4PVbruPA56cpzTMT5AUdjAaS6pZy5vs52A021l6Ti9MdxseO4J7uT6ITOirLyklYuInYrHDK3cpJi5zD9W3HsGGFHaulikTfFPY2mQ32AHJTHudjpydN0HFPHX82FJXT0FBEa1sKVRjJubYna4y+vFIvksdj/ps7xl5URPqDD2FLScFn+jS+ysigpPgsjVr9gJepArmiGSHfnyb4sZvxLJ4LvV/j8KkNROe9TUy+BVurARhum8WH66ZStXQvZi9Jl2ee4OZm/a58oM5ugeVDwd0XHtwI4S2u/FqK8s+WJqX8DEAIsQD4GAgTQrgBHYBernn5DiHEul+6iJTy21ovfxBCfIe2U+VCUOUX5+hSyu21zj0mhFgCXI+24+Vf45JBFSnlLiFEIXC7EOIA0BG48xeaF7gCLxdEAgdrvc64xO2KfpKHxcxFkugIITyBd4GbgAt/I/oIIfQqg7GiKIqiKIpSW3piAqumvYZfaBh3vzLlogGVnJwcFi5ciMFgYNiwYfjabGSMGEHVnr14XXcdpufH8nBiCjUGIy/5r0VfYaFRo1fJ35ND1f4cXpYVvGErxcvpS9nh+RS4+3Hs6ckM9oliy8wE3EyCxv6CWJ2B/aFpZH+/lOIQHyyhLehU5k54VCPM5jqs+PE89pTztEiURDlD2OG5g/DGfpRbJzF9WS7JRifngnMx1p0LDk/aZFxDT48C2pibcqa+O5+kpXGNsYiImgIiYmPZ2rgd31udvNGwDsOj/rvVyXLiBFmjn8FeUIDl1UmsSkgAQyGNW3+P0c2OZeX1NPl+B6Z77ibEshBZpyPHDPmEHZ9DVK6VmnZDOX/tKKbPu5dG26rBz8TI194hIjT2ygfq4Dz49jktEe3gr8A38sqvpSj/fLkXfpBSml2rz7zRVq6USCmrarVNA6IvdhHXtqGJQEO0HSGewPFaTX5xji6E6AS8ibZKxQ1wB5Zf1af6f+hySyovRFuh0gjYJKXM+4V28ievc4DauU4uOpBXYIyrL52klLlCiNbAEUDVVVMURVEURVH+I+3YUVZPfw3/iEjufnkynn7+P2uTnZ3NokWLMBqNDB06FP3OnZyfMhXpcBA+aRLlPXowYM9RzviHMsq3CO+ypcTVfQZbtj9Va48xTZYxuCyBZn5dKf1xOg67g+SRE4lMN3EkM53gGB0NK52464xsMx6mbN9W8urWxcsjiAq7CaddUJGSRFVqEgD+Ti9Kdb7sFCYSLY0oP+wBZIAXGPXFmOI+JaTGjWfzBU4fX7LLbaw17UZm1nC9HoQUdO7WjY/8ojhYbuH9xjHcE6FtdZJSUrp0KXlT34DgYJLHPMvBhASM/mZaNNmE0+BB0Zp+dNi6HGOXHsQ2S0eeriJjB3r6AAAgAElEQVQpPpCQw58RmVeNtf0jzI2KZd2CYfQ8GIxXSAjDX3//os/2sjidsGUC7JkJDW6Eu+aBu8+VDrmi/NvlAAFCCK9agZUYfj5XRwjhjrYD5AFgjZSyRgixmsufVy9GS8Nxs5TSKoR4j1r5W/4tfktQ5WWgJfDMb7j+V8A8IcQitOjYK7+te7/IB7AApUKIQLTImqIoiqIoiqL8R2rCYda8NZmAiEjuemUKnr5+P2uTlZXFokWLcHd3577+/TFPnEjllq2Y2rUj8o2pHJGCBw+dodgvhGeC3elS/hp6z3hCfO4na8YxNjpKiSvYyI2ht2M5uwJ9fiqre4wjOFGP2bOa6BZ2GmW5YTEY2VK1GWvGaYobtMQkDCQRyYh7bqV1rC/fr1lJ+EkTJVRx3pBBvsFKQxw0BJxOA3bpSZF7Nt7CiVdmL3ToOADoK2uwGtxIqfEjKjKCh/u0wSc0lGGnszhRYeGTZnH0C9WCHY7KKnInTKB8/XoM3bqxo307Ms6dQx9uo229tVh0weStG0TXrXMw1GtI/FM3IFY9SFq9KAKTthFeUE1ms0E85UimYts2+hyKICA8kkETp115QKXGAisfgaS10OFhuOlN0F/uFEVRlJ+SUqYJIQ4CrwohxqPtNLkNWHuR5hdWlxQAdteqlRuBxMu8nQ9Q7AqodAQGA99d7Wf4/+ay/sSSUqYKIfYArbj4YPzSeRuEEB+g5TtxAq+jRcGqr6Cvtb2HFhUrBLKBGagktYqiKIqiKIpLytFDrHl7MoFR0dz10usXDagkJyezbNkyvLy8GBAfT8mQ+3BWVRH6/PMEDn2Ar86m8HxGCcLozqfxITRxLCGtIJOWzReS+sEJMqqLKMxfTr+gm9Dln8B6ahvftRtNoKxDdJMAdIZ0GqX5UeiuY0fecqqFBVtcY+y4k+rXjBnDe5ORe4hD75+hS0VDcvXZFNv9cC+KwWQQ2GQldq9ycvwSkbIEf3SUGipppU+nRf0hWA6bmGbUkWCp4ZleDXnqhvrk2ezcm3COFEs1nzevS+9g7XNbT58m6+nR2NLT8XrqKdbrBPm5uehj7XSKXk6FqEvG+uF0++EjjH5exH30JnJZbyo99fjkFRBYaWNXRBeesPxIg/wQ+h6uQ0B4JAMnTL3ygEplPiwZBFmHoM9U6PwY/LwQhqIov91gtDyoxWgJaxcCP/uNKqWsEEI8hbYYwh1Yx2+Y7wOPATOEEB8CP7iuc4V/IPz/JbTkwH/SzYRoghb1cv/JvizlH659+/by4MGDl26oKIqiKIpylfJTz7P45TEERcVw1yuTMXn/fCtJQkICa9asISQwkBsyMnCsWYtH06ZETnsTt/r1efVIErNLqwmxVrG4XSPC9YkcOz6SsNB+2NYNxJGfwca8ZTTzbk47Q2PK9r7DviYPUe0TT4uekVTkHKd5TiipnrA36wss/gEIkyfnHYHEte7C+FtbsXXFEhocD8cg9ZyttpJs8cDkY6TG6sDhcJJf9xTrAucT5F6Jn8PAaelkusOPHp0WsW9JJi9gplhIZgxsxa0tI0mqtHDfsfOU2h3Mb16X6wJ9kFJStmIFua9PRu/ri8/k11l+7Bjl5cV41C2kdfh6ymQrktcPo8ueOQRWphG18CNqjj5BQFoKNTodOgfMDWrIR35mBrj3xP/bDPxDw68uoJJ1GJYP0wIrAz6DJrdd3aAryv8DQohDUsr2f3U/lN/XH762TghxB7AeLeHNNGDdLwVUhBDbgS+klHP+6H657jcJqC+lvO/PuJ+iKIqiKIryx7JZLXzz/nQ8vH0YMP7VnwVUpJTs2bOHzZs3U8fdnU5LluIoLSX48ccJHvkoZp2OoXuPsb1a0qyiiCXdO6KrOcSx44/h7d0Yy+47MeSeY2v+1/gag2nrdw0lBz7hUPMnsHiG0+HOOIqPH6RlQThJnnYO5i7FGhaBXRg47Izlibt60yPIxIkZ39CqPI48ew0JZvAMD8Tb5KCyuBpHZAWrQj/G7JVLH72Zo1Y3knVOXvVuSs9On7B29nEmOKvw8jKybGgHWkf7s7O4ggcTU/DS61nTpj7NfTxxms3kvvoqZWvW4nlNZ0wvvcSX69bi7nGKxm0S8PcopJzrSf72XlofW0ZgyVl8ZjxKevpjNE9LQwKWGg9Gh4eQHuLFG6FPcm7uKvyuJqBiKYXvX4cDc8EnHIZ9C3Xa/T6DryjKn0oIMQQYKqW88a/uy1/pkkEVIURXYDrQDHAAScBoKeWBy7zHo8B817k/oC0RuuqAhhCiO/A9WvZhgFJgD/DWb+jbFXHd+wspZZ1LtVUURVEURVH+PN/Pm01JThZ3vzzlZ5N+p9PJpk2b2LdvHzH5+XTc/gO+XboQ+twYPBo1Is1Szb37E0lxQJ/iLGb17YnZst8VUGmIe+ZErImJ/JC/Covei1vjB1N4aC2H695HldGLyFvqkJd8gDb54Rw3VXKodBOO0EgKnV6c92rEx/d1x+tQFoVLzuKNDwer7FT7Q1CdADJPlWDwc7K3+QoSvHfR1cdA55IyZum98BA65rZ8mubRg/lo5j5m2s00CvVm3kMdifAzsSynmDGn06nv6cGXLeoSJauoTs4mc/RobOfOE/zEEzgH3Mnyle8RV3cXvr655FRFYHSbRvLXwcSnbqVO9m7sE1tzXv8B1x4qBuCcI4ThMR40iu3IB8HD2Pruu/iFhl1ZQEVKOPYVfPcSmIug06PQYzx4/HxblqIov04IcS9artPmQBWQgrbdZ5b8E7eiSCm/BL78s+73d/WrQRUhhC/wDTAKbX+UG1rN6svOiSKlvOlqOngJ2VLKOkKrHxUFPALsFELcIqXc+gfeV1EURVEURfmbOblzGyd+2ELnAfcS07zl/xyrqanh688+43R+Pg1On+Eam42weXPx6twZgJ3FFQxPSMZWU8NDpVlMvP0WKir2cvz4KEwe9ak8MBbLiUMcKlxHkZs/rZo8SNnJ4ySE9cKGnTMtfYgpOkaztCDOGArZbzuE9AkgwR5JTLOWLGvVgPKFJ6gptXPOUUVypRuhcUZKM+04S0vJbHyEDb5fUi8glEnVZnKzHbzt60Mzgz/v3bIQf2c4z7+3h9U2K73rB/P+A+0wGfW8lZLDjNQ8uvmZmGPfg/dnwyk9lELu4SB0Pv7EzJ1DfoQH+3cOp3GTs1TavFl9/j5ujr2fM8syCC5JpGHBCkpe9UZ4/kinAxXoHZK9hDMq3o1H2oyil601G96dceUBlYLT8O0YSN0JUe1gyNcQ2fr3GnZF+VcRQowBngceBzYBlUBr4DlgLlefv/TCfQwqZcfludRKlYYAUsolrtcWamXzFULogPHAw4AJ2Ag8KaUsu9hqDiFEKjDCdd/x2lviduCclLKVq1msEGI3WqWhvcBgKWXhr3XSFY3LBCa4qgFNA9q77vk+cCfgB5xFW2Wz86fXEEIY0RL4uAGD0MpITQMGupp8Bbzg6vsGwF0IUVnrOdUB3geauJ7TCuBZKaXt1/quKIqiKIqiXL2SnCy2zPmYqMbNuGbAoP85Vnr4CEuXLSXXZKJNaird7xuC7803I3Q6pJR8klHAa8lZ+JsreMZaxKN33kZZ2R4Sjo0EewzpK/piK19CvjWNIs9IimPuJCStmCPeTXCrzmNupB9PBeRSP8FEoiGLI4bzmKUXO+3xjOnTkRuya6hYeJJCfTknq4xUOp14B3uQlWLDHl3C8pAPEb52RoY1pdfJ7/hI+LDF14fbwq9lwg3vU5xpZdCcnRyx1/BI22hevKsFNpuNJ/YlscLioH/aYcYtnU5BkYOsSgPIADxDLIQN8OeEbhVFyWsIDIStKT05WTGAIX51SFmRjs2YT0vDpxS9ZCfIXEqTA+UYpIPDOl9eaBTGR12mInensG7VVMLi63Pni5N+W0DFZoYdb2mlkt084dZ3oe0w0Ol+38FXlH8JIYQf8BrwgJRyRa1DR4AhrjbuwBS0eaw7sAp4RkppcR1/GG1eGwjsAkZKKbNdxyTwBDAabd5bVwhxIzATCEdbldIMWCSlnCOEGAaMkFJ2dZ1/WXPvf5pLBVXOAA4hxAJgKfCjlLKk1vFhrl89gHy0oMSHwP2/dlEp5UYhxFQuvv1nMHAzkIEWvHgOePFyPozLSuCxWnW5D6B98cqAp4HlQog4KaX1wglCCBPwNVopqfuklA4hxGtAZ7SonwTWAC9LKV9xlZr6acAoAm0J1kG0AMsGtK1O7/2GviuKoiiKoii/kb2mhm/em47eYKDvk8+h0+sBsKWnk/ree6x3OCjz86N3aCjXjh+PcHMDwCElzyWlsSSvlLqFOYx2t3P3nf0pKdnNkcOPUphYh+JDYVhqvsXDzYeChjewxVaPCaUGkoQ/wWUnmBoezo1xUOe4lX1u+WTpi0l3+JNojGZxt/Z4bc+h0lrDfpFFQVEY7u5lOBx+lFVa2d30awrtu7nH1I3uuYfRH9jKs/WDSDMZeMr7Vgbau5Lw/mKWHkwj2mnn6XAj9Xdu4tjiDMbdNIAjjZozfO1X3L9xJY4gT9xbNcO3RQfcGjekMnAHe4uW4zSvpLQknvdP3kuDoCbcXlIDP6wnRu4nqOMxSm+30yDNnZj0POxOQaFOzyftrmNR+9c4MHcBaceO0KLnjfQcPhKD67ldltMbYcNYKE2HVoOh92vgHfIHjL6i/KtcgxYoWfMrbd4E6qHNY2vQquZOAMYJIXoCb6CVTT4BvI02z+9W6/zbgU6ARQgRjDZPHoZWFehxtAUVi37h3pece/8T/WpQRUpZ7sqp8gLwGRAuhFgPPCylzEOLhr0jpTwPIIQYByQKIYZfRZ8+l1KecV3vK6Dfbzw/G22ViT9QJaX8otaxGUKIl4FGQILrPV+0FTYJwNO19qANQVt1k+/qy6vAbOCVi91USnmo1stUIcRs4HpUUEVRFEVRFOUPtePLeeSnnqP/2FfwDQ5BOhzkv/U2qatX80O367D5+jJowAAatmjxn3NyCgqYtnUnpJ3joWordaMi6d9vCCmnNrJv42sUHKuL3aLDx6hD37Q/84mmvMrBy3ZvMqodxGZ8x4IGDQgM9aZVahoH3IqxYGOfLYoaYxCrQ+KRWzIo8rOyo7gcaQ3Gw82KpdqPnIhTHPNYwCPb9dQ7aQe+51ic4N3bgxDA+KUOWqauJpvV+KLtbwfguI60+tGMve9x0gPDmbbvY+7pEIzbK1vRBUYBUF5+nKRT46isSKLcGkzxyUYMLPuOmOpArCu3E1hwDFsnC+V3OKkxOGmXYMC/PJs8mxdhblXs6DSIifWfYP3rUzCXldL7kSdpeUOfyx+M0gzY8AKc/hZCmsCw9RDX5XcaaUX51wsGCmtvyxFC7AGaogVbbkL7I6OllLLYdXwqWmBlHNocd56U8rDr2DigxBX4SHVd8o1a594NnJBSrnS9/gBt0cNFXcbc+x/pkolqpZRJaJEphBCNgS/QAgWDgEggrVbzNNc1w66iT7m1fjYD3r/x/Ci0lSWlAEKI54CH0Poq0YIowbXadwaMwKCfJPW52GeL/KWbCiEaAu+gbTvyRHsOh36pvaIoiqIoinL1kg/u48iGdbS9uR/123dCSknu5Mmc2/Qdu/rciM7Tk+H33UdUVBQVFRUkJiaScPw4udnZ+AGV7h5EBAaQmZHB9DffwFiUibEwlCCPcPIjOzLLpw4lFgd9In3pXOmgoqqaJqe/JKVTCw7rQnnEfJJkQwVuDgPf1tTDw82TxcYIyDOzPzibzOQAhM6EDh2Veid7Yj/h5hOpDD5cic5dT0CrclY1NTIr1oe67lG8VfcZfNoEM23taQ6WWunl4eDZbmY88ndzojSdUS3GYjV6sjSolK5jPwa99s95p9NOWtonpKTOBHxISrqOwoJGBB48iT1MT+fojZS09ORA5zDcgmpoWBxM6NlMdDUWtlii6O6VRU6DnjRw68fXk8bh6R/Ava9OJ7xeg8sbiBor7J0JO2aAENrKlM6Pgd74h429ovwLFQHBtfOdSCmvBRBCZKLNwz2BQ1raUUBbcKB3/RwJHL5wQEpZKYQoQptDp7rezqh1v8jar6WU0nWfi7qMufc/0m8qqSylPCWEmI9W0Qe0VSGxtZrEAHYgD+1Bel44IITQA7XX/P1RWYnvAA5LKauEENehJfG5AS3C5hRClKB9sS74DjgGbBVCdHetwIH/frYTrtcxrvd+qe+z0PayDZJSVgghRgN3/Z4fTFEURVEURfmv8sICNs16j9C4elw3RFsoXTT7U1I2bGT7TX3wCQhg4MCB5ObmsnXrVlJSUpBSUunjx/H4ZkRUlTIiOpTsIycwpyZRHRxBdVA01YGx/OiI5Kg9lOtiA+hv9CZ7bx4Op53WCR/h1Taep0Qs9xgTseiqCbH587E9HA+jnkWekQirZK1MxZkcjk5UI5wenA7ZRVTeeiYsNaN3SHxbGfGvm8bE+DA2Gd3oHdubyV0mcyLDzIQFq+jAfl4MP0ao4zTiiGRTndsY1W4mAW5ufNWmIY29TP95DmZzGidPjqGs/AhOW2v2HWyIf1Y5A3Z8icDAEdt1+DQ/RzvO0ONcGvrz7uhqzpBSGcBiXRSDg/NwEMKx0mtJXDuT2JZt6Pvkc3j6XmZlnjObtNUpJSnQtD/cOAX8o/+IIVeUf7u9aIlo+6Pl8PypQrT8ns2klFkXOf4/83chhBcQBNRuW3uum4OW2uJCe1H7dW2XOff+R7pU9Z/GwC3AMillphAiGm2Fyo+uJkuAF4QQG9DykUx1tbULIc4AHkKIW9ACF+PRliRdkAf0FkLopJTOq/kQrsGNREuCO4L/bhnyQQvyFAAGIcSLaNGy/yGlnO5K6HMhsFLo+mwvCyEOoH2xJqCt0rnQ9yAhhJ+UsqzWvcqBStdzG+W6r6IoiqIoivI7czocrJ/5Fg67nVtHP4/BaKR05SoyZs1iT/9+GE0mQkJCmDt3Lna7HT9fX+rFx/OpKZhk/1Bu3b6SRmcT2Acg9IQ1KcK7YR6zTw4lhlKaGzJpYyrEL7OKzNxgokU18funYYr0Z3xYW/o7T+CJoKG1HhOd7ugMgiV+kRjKnWyy5WEvD0UHVLiXU+FczPBN6XiUW/Hp2JDgiB+x+NgYERdHosPBEy1H8rBXQ07OH01E5laWiEIwggxtg7XhS7zu35t5pdDS28SilvGEuWurP6SUZGcv42zyFKRTkJPUleSCusQnn8M9s5rTzYZiaWsmsNUKYnMLkVVGjPYanNLCrsIY3gvz5rF6QQSdTGd51Q3k5fxApzvu4dqBg9Hp9L/2+DXF52HjeDizAYIbwv2roF7PP3LYFeVfTUpZ6kpL8bFrDrwJraRyS8ALcKKl7XhXCPGElDJfCBEFNJdSbkKb4y4RQiwGktDm7/tqbf35qW+BD13FZb4BRqIlrL2Yy5p7/xNdaqVKBVqSmmeFEP5oW2q+Aca6js9DC2bsADzQBvVJAFcFoMeAOWjLjaajVei5YDlwH1AkhEiRUra9gv5HuirwCLRkOHuA7lLKC0GfTWj5Us6gfdne5X+XM/2HlPJ1V2BliyuBz2S0L8GxWv2d7Gp7SgixBDjvWoHTFG1v2ado0bkjwDJA/a2iKIqiKIryB9i7YglZp07S94kxBEREUbljB5kTJvDjrbdgNhhwWiyknEvGVzqQBZkUZVQz+7ZhVHr6cvf2lXTz9qIwpBcOUyV1eyymsCaQiQdH0jE0midva0rWzlMcPbmfQvfTuAWfxZmYgAjxYun1fWhqPoe/9KRNdTOelFU49DqWBAbhWSzZ5pGFtTAEgZMc02ZuPLKVkNwKTK2aEdqqBE/bdk4HujMmtAFZNhvTjHHcvH4KoqaKetKNJGdLvOqPwv+OwSTpAhh1Mo3TpVYeqRPC+PgIPPRa5ZxqWyGnTo2nsHAr+tJwDie0w+zwxZRaSKJfPxpEWolsv5C2lceJPmTDaHdQFXYt3x01097/PF1D0omJ64oz4RSLcjrh1JvpP/YV6rfvdOmHbzPDrndh9/va9p7er0OnkWD4DYlsFUW5Iq4FAVlo886FaPPc82h5UPegLYCYAPzoSjSbhbarYpOUcosQ4hW0VS4Brvb3/sq9Cl15VT4AFqBV/znIxcs2X/bc+59G/G8aEUX5Y7Rv314ePHjwr+6GoiiKoij/AOmJCSyf/DLNut3ATY+NxnI8kdShQznc5VrOBgUBoK8swzP7PCFR0VjqNeHt2DbY9HrG6y10MzVk45LTFMQepFurOeRbQthz7FlG3dGFMJMHWxckUZpnpnGnMDx++ILj7sXkRkT85/6htmC6OJvxoLOQUp2OecHu1Cvy43BUERmJvjixE547m+anTuIWF0dovxZ4FS9CCjvbYtx5Q4RSabfzbm4eHfHkG1t7vrG2opVsy/A72uDZIZw5mQVMPpeDv1HP+41j6BH03//wLSjYQtLJF7HXlFP5YySHa7phrHaw11yPXt4hxEWtpKXHRqKzLRgdEtn4Vo7bW7P5mx8o9q0hqYuT2T5xJG/dy57CWIKj6tBv7AQCIqJ+/cFLCUnrYNN4KMuAFndruVN8fzHtoKIotQghDkkp2//V/bhSQggd2kKJIVLKbX91f/4uflNOFUVRFEVRFEX5K5nLSlk/820CIqK44cGR2NLTyRg5kvNNm/43oGKuoFV0BDdPfZMt5zN4LL0YISUfhfngPOzFpITjuDfYw31NF1NcHkPDile5Z3RHDmxMY9fWE3gHuNN3WD0cE1+gJi2B2269i3M9e7Noy37iLT501zfkIWchxToDMwKt1CsMJb2pjfQ93iDttDgxk3B7AaFjRhEgNiIyZ1MREsb3flbeqvFFL63MK5dUxz9Nm6NN8JIevK7zpOsDLSiv68PDx86zrbiCG4N8eadxDMFu2j/Z7fZKTh9/hdySteiz9KQkdiLDVI+cGh+cXn6MjVlJfQ4SVmhB54S8+N4Edx/Pt8s3cG7/D5yLrMLeux4ftB7Hts/mkFEYR+M2Lbhx9ESMHh6//uALz8L6sXB+G4Q2U1V9FOVfQgjRB9iHlqtlLNoukR9/9aR/mT89qCKEGAIMlVLeeIl2nwBZUsrX/5yeKYqiKIqiKH9n0ulkw8fvYq2q5M5xryKqqkgb8TC5fn4cqF8PAJ3VTLv4GPo8/Dif/3iIV806PKWTd0OD+WpFOrurLfRouI17Gq9CFDXlptAZVDUPYfm0Q5QVWGjeLYo2rXXkjhiOoySfwEfGMj+6PvPXF9DLGkB/9zgedxaTo9Mzzj+PjsVNKG/jxsHtFvRS0PLY+wT4Wqk3+i6Mh99ACh0FsdEcKStiSk0gwVLwcaOHWVTQnbk/ZtNRZ+A1Tx/ih7dgu4eT0QdOYXY4ebNhHYZGBnGhgkdh+mZOnnieGmM5ut3e7HfeSpXJDatbBU+FrCC+PBNTvpNqvYHNYd2J6jWBGK9IFk6fREl2FgcbF9PhtgHc6ujEmldexlFTw02PPUPTbj3/c4+LP3QJ+z6B714BowlumgYdRvyn6pCiKP9416CVZHYDTgK3Syktf22X/l4uuf1HCJEKjJBSbvlTeqT8I6ntP4qiKIqiXK2D61bywxfzuOHBUbTs2p20YcMpzMpic9+bsdntCJuVa+rHccPQh5m6YQufeAQT6LTTPQc2niykBskzrbfQPGwdPgUdiImdzonTlZzam4tvsAc97m+CX14iWU+OBqmjZsRLPFZmoKjMzHDrefqa2vKcqCZJBw/7n2VoaQccLX1YvSsHo11P64T3MIZV02ZABIaUdTiDG2CrSmej3sCk4EAaeUbyRs+5TFidza7kQu7BjSeD/fEb2pTJxcUsyC6imbcHs5rG0dBLWzlSmreP0/vGUemdhr5QYEnpwVFLMI3Faa712E+YpQIJpHvWYWade/BqPYgxDeMpPnmMNe9OxVxjZk+7Mh675UWMO9JI2LyBsPj69H1yLIGRl9juU2OBb56BhCXQ8Gbo9wF4h/7xA60o/1BXu/3HNTePBCJdxVUuvH8EaA3U/ZWks5dz/e3AF1LKOVd6jX8jFWJWFEVRFEVR/vbyUs6xc8lC6nfoTMsevcl84gkqTp9m16B7sVVXI2psdGnaiJ6Dh/Lexi3MMoUQZLNh/bGEb6xOWhuNPNP1G2rcvsUj41bKqh9i5cJz6PSC1r2i6XBLHBVLvyBz+tvofCI50vdJXsl0cE3JHp7DhDPwWl6QZpJ0grv8Exha2g3R2I9VezJwsxtod+QdymPM9HywO/oD7yPdvRGFZ5kb4s8n3r5cE9GZJ5q9zvB5SWSXWBiHBwMahZHdL5ZByemcNVczMjqEcfERuOt0VJQmcnrPi5R5JKEDAo43Jp84oiwH6cVZjNJBpdODQ4buvBn1IOUtGjO9UTRNjTqOrl/NjsXzKfG2caqHgUltp3B89jKKMtNpf9uddL33fvQG468/8LIsWDYEso/A9S/C9S+ATvdnDLWiKL8uBa0i70wAIUQLwPMv7dG/3BWvVBFCPIyWYTgQ2AWMlFJmCyHi0AbaKKW0u9puxxXxEkIMc12vq6sM1DvAELTqQWnAICllohBiPpAppXxZCBEALEKrRGQAdrvul1nr+jvRqu20RKvfPfhC9E4IsRy4DjABCcAoKeWJK3heyhVSK1UURVEURblSNdVWvnhxNDaLmfunz6R02nRKV6xkz/BhZFos4LDTrXkTet4zhOXbdzC22h1hdyL3ltDUrOOB5iE0iPiIfHsiVQmPU5Adg9AJmnWLpG2fWEwekDtxEmWrV2OIbMu3bQayveoE0dV5VAR24YjRmzIk6Bzc5HeIl0puwBDvz/ITGRjNetoefZfU+FJue/ZRPDc8A0CZjwevRwazyaajb92+9Ax6kjHLEnFzSKY4POh8XQyrWvoy6Vw2AUY9M5vE0i3Qh6qqFM7seYFi3SGEFQLSfPF2+hJWmIwvlVTrDGQFRJGY1499jhvY2RaGmKqoX5BJznp0zEkAACAASURBVJlT5KeeRzqdpIZVwc2NGezsyb4li/Hw8uamx58lrmWbSz/wtL3w1f3aSpU7ZkOTW//gEVaUf4ffaaXKHKC/lLKD6723gRK0SrV1XT/PBG4GzGgllqdKKZ0X5uJoOVEeQqvu+5iUcoMQYgrwIlCDVhp5vpTyCSHE+8CdgB9wFhgtpdzpuvcktEq4VuAOIB0t1cdB1/EXgYeBULRKQC9JKVdd6ef/u7qilSquksNvADcCJ4C3gaVAt994qRtd5zREK4ncGG1gf0oHfA4MRCvPPA/4ELi9VpvBaF+cDGADWonjF13HNgAPAjZgGlopqNa/sa+KoiiKoijKX2D7wjkU52Rx10uvUzV/AWUrVnLygfu1gIrTSffWLek+YCC7Dh1mYoXE4a7H+2Ap91WaGHBHNPm5U0g6Hkt5ymB0egPNro+kXZ9YvPzdqcnPJ+2Rp7AmJKBrdCsfxTbmhDWVdN8mHNW1whNo6O/G8cCddLWdZVzWo+ijfFiVlIXRLGh35B0ONiritnHj8fx6BABZYb68FBLMoSo7DzR9AK/K2xm5KIGGegNTpSdRAxrwvIeVdclZNCvOYVjqUcxJVrb7b8fhn4nOIYnIsRGS5yCkqhAngvP6KLYHdiCv4CbMhyopNOXiWzOX/l+XUgkcdzNiDXXndHwZ2QFmbrtmEJG7KthzeAHxbTvQZ+TTePr5X/phH5gLG54H/xgY+g2ENv5Dx1ZRlN/sR+B+IUQTtPLF9wJd0IIqoAVU/IB4IAj4DsgB5rqOd0IrjxwMPALMFUJESSlfEkJ04efbfw4Ar6HN158Glgsh4qSUVtfxfmhBl+GuPnwIdHYdO4e2uCEXuBv4QghRX0qZ83s9jL+DK93+MwSYJ6U8DCCEGAeUuFap/BY1gA9aMGW/lDLpYo2klEVotbRx3W8K8NMSTp9LKc+4jn+FNrgXzp9X69xJrr76SSnLfmN/FUVRFEVRlD/R2QN7ObZlI+1vuxPfE6fJ/XgWGQPuJNFmAym5vm0rut8+gFOnT/Pc+TxKgsLxPlzIkFIj994eyYFdaynKHIRO6GnerQ5tb4rDO8AdgKq9e0l9+hnsVWbWtBvMoqgW1OiMmJw13KA3cb3Rg61NssmqXM74os70Kn8UQ7An36YUIioctDvyHttbVHH9mGeJXvko4CSjbhxjPOwkVdl5us2zHD/ZmjVHz9BLZ2S8hw/Fd8bSNy+T3HI93Q9t5O6gTfg2zkPnbsOr0k5kspXQfBtGp6QIf753NudkgS/VVUaotgLfABBqCiauRQvKQwQ7nQnsqTmGh5uJfvX68ahsx9EFS0ivKKfHsEdoc9Ntv56MFsBerQVTDs2H+r1hwBwwXUYQRlGUv8Ii4AHgByAJyHK9r0cLsrSWUlYAFUKIGcD9/Deokial/AxACLEA+BgIQwt8/IyU8otaL2cIIV4GGqHtAAHYJaVc77reImB0rXOX1zp3mStu0BFYcyUf+u/qSoMqkcDhCy+klJVCiCIgiv8O6CVJKb8XQnwIfATECiFWAs9JKctrtxNCeALvAjcBAa63fYQQeimlw/W69pfADHi7ztUDU9AiYyGA09UmGC3apiiKoiiKovwNVRYX8d3smYTWrUersGhynh5Ncc/u7DEYQEq6tmlFj9vvJDMzkzH7jpEa3QDTqRIGnIdW0UY2LUsH0Yy6LRx0G9QN7wAt+at0OMh87wMqPvuMTJ9Qplz/MAVefjSsSubWsFhuNodhCTAwx3s7/c6G0tr8DNIAxqbBbDySg6PcQrsjH7C9lYnYh2+k05pnwFlDbvNrGetIJclq4NnWL7PqhyiOZ2XzKO48EOzH5/ElzMrJxmQ183zBQlq03YlbTQ3h+VYiM6vxqnFgF24cl005KJuxv6YBEXZ3/Kor0Msqqvzc8ezZhv7XNWVr0XbeO72UfHM+dbzrMLbt83RyNubkho3sPvgRgVHR3PniJELj4i/9oCty4asHIGMfdH0Wer4MOv0fO7iKolyNRcAOtO0+C2u9HwwY0dJqXJCGNk+/4D/zZiml2RVw9f6lGwkhnkPbKhQJSMDXdZ+fXQ9tHu4hhDBIKe1CiAeAZ4E413Hvn5z7j3ClQZVsIPbCCyGEF9rSoiygyvW2J3AhOBL+SxeSUn4AfCCECAW+Qqt9/cpPmo1Bi4Z1klLmCiFaA0fQamRfymCgP9ALSEVbClVymecqiqIoiqIofwHpdLLho3ew26q5ofet5I55nqpWLdkcolWf6dSyBb1uv5PCwkJe2fg9h+q1xC2jgttO2GnhrSc9rQb/unvpeltXYpv2/M91bXl57B8+iqDzSWyO6cDXDa+lQ/kBOmTn0bHBPbibwynSFSOKJc8UX4fFvRrvXlGU+nuxcfFJHGXltD36IXta1EcMsDNw6wywV1PScSDPVe7ihNXA8EZj+HhdEFXmcqbYJI3siTzu7cmPfh1pYUlglOd7BEaVEpdiISbLgg4o923EOmddjjnqkeJeF7/qeFoVC6SAwkYmwq8No009C1tSlnL3969hc9r4P/buOzyqKn3g+PedSe+dJJAGhN57EVBQFAsq2FDBvi4W1J+sbW1rwa7o2kFAUBEUpSNFKYK00FvoISG915nJlPP7497sRpYSQLGdz/P4MPfcdu4djJ4357xv77jePNXjKeLzfdj05Wzm7Z2BX3AIva+5ke5Dh+Ht63fqF300DWbcDPZyuGYytBv2K32jmqb9UpRSR0TkMHApRsCjThHGapAkjPLHAIk0fOLDzxKuikg/4BFgELDLzMvSoLG0iCRh5HMZBKxVSrlFZGtDzv2jaWhQxVtE6v9Ung5MF5EvMKYbjQPW15VvEpFs4GYR+Qi4BWh2vIuKSHeMfCmbMYIxdv47k6S+YMAGlIlIBPBMA/tdd64DKMYI9Iw7jXM1TdM0TdO030Dagtlk7tzGBcNGUPXkM9hjG7EwtTmI0KFlC4YMv4bKykpenTWHJc074V1i4+Itdrp4WSmrUMR1/YKBw0YTFvnfnJBrv1yAvPQMga5a3u94Fc6Aau7e/yUtnCHEdrgDsYSh3E4iicBVtA/boa+wF6Tzw9Zh5Mb1xr8mhw67P2VrmwEUD1rFc5u3Iu5aanrezoPVy9hm8+JvbcYwaXYU/rZ83sqfSHkb+FuP/yPH2phr1HSultnE5leResiBj9NJYeKlfF2UTH6FLxXeUYRVpNA5zx9ngJWg/lEMHJTAAUcaU3c/x/tLN+Hv5c/VqVdzQ/PrsO84wsa3Z7ApO4uQ6EYMvO1u2p1/Ed5+DQimKAVbpsGChyE4Du5YCrHtfsVvVNO0X9gdQLhSqlpE6sb1boyJCi+as0QiMGaKvN7Aa+Zj5GKpE4yRtLYQ8DITz4Y08FqBGEGaQgARuQ34U/6QaWhQZeEx2y9izCaZhbEc5yeMtVt17sJYmzUOY+3WTye4bgjGsp6mGAGVxcBrxzluPPAFRuQtB3iDnyepPZmpwMUY0bkSs9+jG3iupmmapmmado7lHzrA6ulTadaxK8ETP6XaamF+1854LFZSmjRh2IgbsdvtfDBjJl8ntQWHm/6ba+hZa6Xa4ya+1yT6Dbn7PwGVQ7llLBr7HOdv+o6s4BiWtG1Hs9qdtN+TR6N+dxLm1QYUuHCzMmwLnpahXNe8G1m7U9i43o3NIYhtBY1y9rKr9TUU95jCc4f2IsqNq9ONPGhfzeZq+Fv8cOZ94UvX5JXc0GwOPwb0Ywp34YeLN8J/onXOdzRNLya00kltbCc+UoPIzfTglEDCylKItkfglxRE72sTSWgfxIIj8xm95hEyKzOJD4xnbLexXNbkYg6v+onvP32RqpJiopNSuHTMP2jZ6zws1gYu2XFUwYL/g+0zoOn5xgyVgIhf7fvUNO2Xp5Q6eIJd92Mkqz2EMcaegFHopSHeBj4VkdEYS4weAr7DSIhbjTF2z2pg/3ab+VzWYkycmIpRxfdP55QllTXtl6BLKmuapmma1hBOu51pjz+I01bDgKIaqo9ksPT8/tgDQ4gMC+O+Bx7A7XYzZfp03g5tQpF/CL3TKrk404NbXDTu8z49LriFuMZXU1TlYPz0NXSc8jrtig+TFpdKbrTQuKKStjWBRA0cC3YLLtzMjljOwqQC3hz8T1r4xbJm1gF2r86h1tuGU9US6ArFY3EQlPgct9mNWfXu5hfyUFgZy4sLuKmqBft/6siR9uE81O0DpnkeYIV3T3qF+PGszyJi1rxMfJ4dd0AES5rdzao94ON0EFiViK89kebdGtFrcDKecBvT06czc99Myh3ltI9qz6i2o+gd0o3tixewbclCHDXVJLbrQPeh15DUofOpk9DWl7cTvroVSg7CgMeg/1idP0XTzpGzLams/T6daU6VPzwRScRYZxZaL9mtpmmapmma9htaMXUipbnZDAiIpOLgAVb27409IBg/X19G33cfSilmz5nDFJ9wCoPC6LyjisFH3HgsLpr0H0/HnsOJjb+K95cfYOVnc3lo4xf4umvZkJRAeSh0zykjse31+IS3A7uw2+8QTyVNoWubu1jY/RkOphXw6fQ1OGwuBMHL6UNB6CHSI2dwqWUN11RVgMULFdOKJ6O9WJ5XwLAdPrA7gnVdWvFi+zd43fIv9lhTeSDOj5t33Elc+k4sHmFPu1v4KLsToduz8Hf74l3ZgYRuqQy7phUZtoO8tftlFv6wEJfHxaDEQYxqO4pU7yTS5n3DlKUTcDudpPbsQ/ehw4ltlnp6L1Ypo7LPokeNqj6j5kJKv1/lO9Q07dwTkSnAUaXUkw04dgX/WzpZO0OnDKqISAZGLpIUpVS12XYncLNS6vxfq2PmfeOBeKVUUb32LUAnsz8ZZ3p9pVQmJ8lyrGmapmmapp1b+zf8xPbvv6N1eAzudZtY07Mz1WExWK1WRt9zD15eXixZsoRPyx0cSGlGq71VXLHHiVidNDn/NVp2uIiklDuZsPIg+W+N59l931PiH8j6lFhC8GewLRm/vldiFS9cuHk3fjY5HZJ4rdlUqrdk89HYZVBj/O9xiX8ue2N+pH3gWm4VSC3JwqI84BOM8gnkhaRWzM/bwBXrPDQ7mMKznYfyRNspTPK/jT2Syudea+g991kCamopimvFeMtDeG3LJcyaiTiiyfNvxdjHe5Dn3sH9P97D2ty1+Hv5c02LaxjZeiSRKpgNc2fxyZIXcDudtOl/AT2vvo7wuManeIvHYa+A+Q/CzlnQbCBc/TEERf/C356maeeKGRTpCMQqpRy/cXf+8ho6U8UKPMC5T/J6GBiBsSYMEWmPEeDRNE3TNE3T/kQqS4pY8tG/iQwKIWzDZn7q3IqK2CQQ4eaRIwkNDWXdunV8vvcwG9v1pOmhGq7dWou3Vy2NB71IUvOeNG/xKD/tL6Tg1Ve54eAqMiNC2N8klu618cQmXIQ10AgkZPrm80PfoyT7tiFsjZWtX6ZjxYrCSl7wQYobT+LvjsO0d1uwlFQbiVw73QRH0/CUHuHVyE7MLNjAJWke2mY14+VOo7g6cQ2rGnVhq+rCksNP0CFrDTX+vnze+EEO72uLt/8+lEWx39aMln278PTAGF7Z+DTLMpcR4x/DA10e4NoW1+LtgI1zZ/HNkgW4a520Pm8AvYbfcGbBFIDcbcZyn9IMGPiUUTLZYvnFvjdN084tEUkG+gHlwFDgq9+yP5pReachXgPGikjY8XaKSCsRWSoiJSKyV0SuM9tTRKRMRCzm9gQRKah33jQRefAk950GjKq3fQs/r8ONiPiKyOsikiki+SLyoYj4m/seFZH1ddmQRWS0iOwSET8RSRYRVW9fhIhMFpEcESkVkdn17nGXiBwwn2+uiMQ38L1pmqZpmqZpp6A8Hr57701cNhtNdu1jfeumVCS0BBGGDBlCSkoKu3fv5rMf17KsdTdSMmzclGbHz6uWJhf9i7ikVFq3fYmDBVUsfOQFhh1cxf7oCOxNe3Fp2FU0bnUjrkCjYMWKRpt5uvEESpcrmN6M8MxkrFix+ZRiTxrHmJBH+KBsNx1rXVhSB8Mlr0B8F9gyjdqso7xqa87nlt0M2ANJWYlMaHs78aE5eFq5SHP15Ycdf6dD1hp2xrXgo/yPyNofhytwN5X4sZgO3DLqInp0yOK6+cNZeXQlD3Z5kO+Gf8eNSdey7etvmHDf7WyaP5vUHn249c33GXLfw2cWUFEKNkyAiReC0w63LjDzp+iAiqb9wY0C1gFTMMbH/0NEwkVkvogUmmPb+SLS5JjDmonIBhGpEJE5ZpXduvO/EpE8ESkXkVUi0rbeviki8r6ILBKRKhFZIyKxIjLevFe6iHSud/xjInJQRCpFZLeIXP2Lvo3fgYbOVEkDVgBjgZ+t0RKRQGAp8DQwBGgPLBWRnWbG3wqgM7AJ6A9UiUhrpdQeYADw5knuuw4YKSKtMTIO3wD0BV6od8zLGCWbO2HU5P7C7MvjGMGgy4AnReRzjJk2A5VS9uMk9JoGVAFtzT/7mM83EHgJGAzswihH9aX5LJqmaZqmadpZ2jjvGzJ3bielsIwdyY2patoGZbHQqVMnevbsSWZmJpPmL2R+h34kZzsZscFGgLWW+MH/IiI2jg4d3+VwsYMPx4zjjj1L2B+bRHzrK4kNbYfTXY1dHCgFM3w3oTJTuMr2CILx/4IqsIRI7xVc6TsDf0cthCVBn/shNAE2fIRn/mNUFoRTXtqdz4Pz+GJAGZ2PWEk6FM/Gdn8nTzm5ocdeltgH8v3OO4mxF/JD6EVs3zGSyuh9uFU1O1xxeGLbMOGapkxOf40laUtoG9mWF897kThLFOtmfM6W7+bjrHXQqk9/eg2/gcjGCWf+Qm1lMG8M7J4DqYPhqg8hMPIX+rY0TfuNjcIYQ68H1olII6VU/jHHWIDJwHUYq04mAe/y8wq6ozCq5B7GmLjwDnCzuW8RcDtQC7wCfI4x3q5znXnuLoxKwWuBZ4CHgX+Z/bvAPPYgxsyaPOBa4DMRaa6Uyj3jN/A7czqJap8G1ojI28e0Xw5kKKUmm9tbRGQWxgv7F7ASGCAi2eb+r81tO0ZJ5W2nuG/dbJWVwB6M0sgAiBEZ+RvQQSlVYraNwwisPK6U8pj1uTcD1wOvKqW2HHsDEYnDCAhFKqVKzeaV5p83AZOUUpvNYx8HSkUk+WxyumiapmmapmmQuXMba76cSniNgyNR4diat8Vt9SIuLo6hQ4dSVFTEh9NnMrddL1LyFNesryHYy0ncRc8SFBVCp86fsK/Axfv/eJN7ts3mQEInWnS4jkBrOIXOIqK9o6h2eUirduPn6QBAcJSV4pgVNLF/zrU1+dhE8AlNhCveAeVCrXid6o2bqTgaRuXRRIq8nXwytISNSULzHD86H4ijtucYVhY6uKPvRrZUtmPR7rvxExufB91NfmZHaqK34cCbH2pbMvS8TnRpncW9K2+koraCMZ3HcH3iMLYtnMeCxQtwOuy07N2P3sNHENnkLIIpAAe+h/kPQUU2XPQc9L5fz07RtD8JETkPSAJmKqWKROQgcCNGqeP/UEoVA7PqnfcisPyYy01TSu009z8FbBWRW5RSbqXUpHrnPosx/g1VSpWbzd8qpTaZ+78F7lFKTTW3ZwD31etL/eVJM8zxdA9gzpm+h9+bBgdVlFI7RWQ+8BhGcKNOEtBTRMqOue408/NKjLVeR4FVGDNeRmLUzP5RKeU5xa2nmeelcMzSHyAaI8fKpnozTwQjGlfX7wwRWQ5cCrx3gnskACX1Air1xWMEZequVyUixUBjIOMUfdc0TdM0TdNOoCQnm7mvv4hvrZMyfx9cqW2p9fIhICCAUaNGUVZZxZsTP2Vu6660yPZiyOYawrxdxF70L3zDrXTuMoVdecI7T7/H/6XN5GjqhbRtfSXiESo8QrR3FJke2FHjweWBxNgCjkZO4RDpjCktJ8zjwRbZDP9+D6N8grF99gTlm7KoyArCbYuEoACWXR7P1GZHceKi255wetWG0/jip3lgRx5D2xyipMqHGfv+QbW/D69axxGQFU51WDp5nlA2WVrw9IhUfiydyD9WLaJ1RGve7fUmJT9uY8rrd+OsddCy13n0Gn4DUQlJZ/cyS4/A4icgfT5ENIXbFkFCj1/mi9I07ffiFmBJvUIuX5htPwuqiEiA2XYJEG42B4uItV7l26x6pxwBvIEoESkCXsSYJBEN1I3XozDyuADUnxljO872fwrCmJMc/g9INpuCzGv9aZxuSeVnMAIMb9RrywJWKqUuOsE5KzGW4Rw1P68GPsQIqqw8wTn/oZQ6IiKHMYIidxyzuwjjS2urlMr+n5MBEbkM6A18b/bj7uMclgVEiEiYUqrsmH05GIGjuusFApHUmzGjaZqmaZqmnR5bVSXfvvQMrpoaPFYLlmZtqPH2w2KxcOutt1JU7WT8h5+wqmVb2h3xpd/uGqJ9XEQPfBFLqI1OnWeQlu3D2+M+4el1n1PZaQStkgZQ4XKhxEqIl7DNUUuGTUj2S6MqfhazIku4p6ycHnYH9qhULJe8hnXvJgrffI2KPdXUVnqBNYTaFqlsjbHweYtMcqMyiC/z4+IKP9p3SSI+/Alu/P4wraLLaeHawX2HZnAoNJrxvuNJTrdTEbGLPE8w+TFdeXRQDW9s/xvljnJGN7+DVgcC+OHJcbidTlr26UevYTec/cwUpw1Wj4c140EsMOgZ6H0vePn+Ml+Upmm/C2be0OsAq4jkmc2+QJiIdDzm8IeBlkBPpVSeiHQCtgD1c2DU/+GTiJFKowhj5suVwIUYkwhCgdJjzm1on5OACcAgYK1Syi0iW8/kWr9npxVUUUodMKfzjAF2mM3zgZdFZCRGrhEw1ltVKaX2KKX2i4gNY33WS0qpChHJB4YD7zfw1ncA4Uqp6rrEsmZ/PCIyAXhLRO5TShWISGOgnVJqsYhEARPN89cDO0RkjlJq4THPlSsii4D3ReRejJwqvZVSq4DpwHQR+QJjhs44YL1e+qNpmqZpmnZm3C4X894YR3lBHgqFf0pLCnwDARg+fDgZVRY+mTaFvc2b0uFwMF0O2YnzVUT3fx1naCEdO01j3qFAvnj3C17YMB3pfT8JMW046nAThItQXy82VLuxyg6ap/7ApOh8BpbkMDG/ErwDUK2H4Nx6iIK7bqc61xcQ7I2iyYgNIcMXdjQvYUvLcrwsVq71D6Z3kyJaNB9LYNHljPhqG15+Nu7x/4zLMtewulEb5ka+Q9Mfj1IeuZtijz/ljdvRvNVC/rVhAe18WzCmZghZH6xiq8tF6/MG0HPY9UTEH5sz8jQpBXvmweJ/QnkmtBsOFz0PoWdYJUjTtN+7qwA3Rg7T2nrtM/l5cReAYIzJB2VmAtpnjnO9m0VkKkbg5DngazPoEQw4gGKMVSFnUwE4EFBAIYCI3Aa0O4vr/S6d7kwVMF74yLoNpVSliAzGSEbzJkZSnG0YU3zqrAR6KaWy6m23ot6ympNRSh08ye5HMfK9rDODKNnAB8Bi4GPgP0EUEbkD+ESM0szHGokxRSod8MFYc7ZKKbXMXGM2C2Pq1E8YCXM1TdM0TdO006SU4ofJH5K12/j9XGhic476G5V5+vbtS1p5AN99OZPKlEZ0OBRBy2wHCf4Woru/S034Idq3fZ/Xtoew4fO5vL7lWwIHPIZPYAw7axykuMsJCIpic7Udh28Wy8/fjDVrN+OzKohzOnB7h1O6zUHpV2tx2ax4AkLJTAjjUJAfKjwUv85NWRW9gwOOUnpGpXKZ7x6i/fxo2/Jz1MZI/rFqB4WWciaHvEHngn3MSL6AquZv0WTmTkojd1Hu8aY8oT010R/wU3oWd5T3h+05ZLjX0KbfQHpefe2Zl0aur3AvLHoEDq2AmLZGZZ/k887+upqm/Z7dAkxWSmXWbxSRdzGSzC6r1zweY2lQEcbKizf4eZJaMNJsTMEYl68ERpvtUzGS0GYDJcBT9fadFrNwzRsYiWw95rXXnMm1fs9EKfVb90H7C+jWrZtKS0v7rbuhaZqmadpvbNOC2ayYOhGA6JgEjsTE43a7SWnajO2+7UnfnkZwYx+ScpJJKHKRHOZNXMvPKEtaRqOm/+LRHe2oXJTG+3uWEdzlNmxevmy0F9CnphqfiKbstRdwwO3LovYv8UBFJgOrq3C7oGRPEEW7Q0CBq1kie3y8OOoNiR270OnyK1nsXsfEXZ8Q5B3EqMYJpNSuJzKyH6n+z3FkTi5PlZRSYjnKtOBXiK4tZVrrS+nSdTwb3t9AYdBmqpSiOLEbZVEfE5JWTPtDoQjQpv8gel51LWGxcWf/8uwVsPIVWP8h+ATCBf+EbneA9Ux+T6pp2rkmIpuUUt1+635ovyz9E/hPRkQmYVRkKlBKtTPbIoAZGMmBMoDrlFKlZvWktzHy1dQAt9arcnQL/y2f/YJS6lOzvStGRNMfo3zWA0pH5jRN0zRNa4BDmzf8J6ASHxxJRnwiboeD6EZxzCprQmXedppFC40zEomqcpHaJIi4iLkUJC3jQOST3LO6GVFrtzExew9BPUaT6XHyo+xleA34RLQiv3Ybex3t+LHlv5mWl06w20PxwRAKtwQiQSE4+nVgS3UpJS4HyR27cMM1I8gLtfGPdc9zoOwAFyf0Z7DPXqy1G2na+P8I3X0RSzem85qlmGHey/i7z3wcHl8+6DyckX1eY86baRQGbMWGm+rkHtQGfULzxRXElATRql9/+l53E6ExsWf/4qqLYMfXsPpNqCqALiON3CmBf6pcj5qmaX9If/igioicD3ymlDrLhal/GlMwapDXr5T0GPC9UuplEXnM3H4Uo4x0qvlPT4xlUz3rrbvrhrEGbpOIzDWrI30A3IWRo2YhRkbpRefguTRN0zRN+wMrOHyQ2a+9AECS1ZeMlu1wVFcTFhnDp4VJBLoLaR9qJzYrlQCnok2HKGJrlrKz5TI+936TzWvD6LYjg9cqS/FvfRXrayv4MaCIu0ut+Ee2pLJm798sqAAAIABJREFUAetrB7Ot8VJurthAiPJweFkUJPag+ppmbMjaT015HimdunLx8BHYY3x4afNbrFi7gkYBjXi+802ElnyGF4G0DJxC9Zwq3lZzCbTsZaHPAsJUNUtDe/ND87Y81uc+Fr67gxzLJmottdiSuqPck2k1r5IAgrjkvjG07nfB2b0wRxWkL4AdX8HBH0C5oUkPGDEdGnf9Bb4RTdO03wcRSQR2A6H1qhP9YZwyqCIiGcCdSqll5vYNGAPrq5RSp6zec4JrJgOHAW+llOtMrqEdn1Jqlfl+67sSON/8/ClGWetHzfap5kyTdSISJiJx5rFLlVIlACKyFLhERFYAIUqpdWb7VIy1eTqoommapmnaCVUWFzH9qbEoj4emNjdZA/tRVVZGUFgEU4qSifF10tW7gsjsVLAK3QY2JnTPKqb0yOIrNR421nD1gUIeUgrvuM58XZPLikBvXrB7ERzclMri6azwvpz84EMEyLdcYquhujqEwhvvZ+Pmddj3bqVpl+70Gn4D1vhw3t/6Pt+u+5YArwDu63QPPa2HKS6YQJjf+UQduZrd1Z9QbMlirG07wd52lob35tOkIXQOSeOB1hexfFoxB2vW4/SuoTapK755k2myrRq/2BhGPPICkY3PsKKPq9YIoOyYCekLwWWD0AToOwbaXwuN2v6yX4ymaX8o5tg8AEhRSlWbbXcCNyulzv+V7xsPxNcr54yIbMEoUpNyNoVczDwxQac88HfqtGaqmEtC3gQuU0r99Ot0SfsVNFJK5Zqf84BG5ufG/Lw++VGz7WTtR4/Trmmapmmadlw1lRVMefgeXE4nKWXVFFw+jJLiYvyCQplUlEKzUKFnbTFB2U2pDrBw/tVNKV6zicd6hnLANZKEzaWMOFrFMF8/rJZQJpXvYl5YIh9YFGFeiVQc+YL1Mb2ocbspCp/IM5udeLXzsKS4BXt+XEbTLt3pPXwEgYlxTN45mWnrpuFSLka0GsE1jVuSf+Rtim1ZRLkup6oijYqae+mVV4mfy82yiF68l3QtreL9eKtZKhGhd7Ny+kF25SzD6VOBJ7Y1wdsnEZBbS2i31twy5gW8ff1O7wV5PJC1zpiRsms22ErAPxw6jYD210FCT7BYfp0vR9O0PyIr8ABnV5XnTBwGRgD/BjCLvwSc4z78LjX4J7SI3I2RNfjiuoCKiPQSkZ9EpExEtplLceqOXyEiz4vIGhGpFJElZnUegFXmn2UiUiUivUXkWRH5rN75ySKi6kooi0iEiEwWkRwRKRWR2Sfo5xgR2S0iTURkp4hcUW+ft4gUiUjnhj73n405K+Wc5EARkb+JSJqIpBUWFp6LW2qapmma9jtiq6xkykN/p9ZWQ0JxBZVXDCe3uBgv/yAmFzelY5QXPey5hBxNpDjUSt9bWzIzPYPRXRPIt0XRZU0JDx2t4pqAYCxuJ1MKV/JpWBL/9PElzh1G1d6Z7I0LpcaRQGb0VB5Y6Ca8aTlFjjAyVAw3vvgGl499gmW1G7j0m0uZsGMCFyRewIzB73GxTzpH9o7Faa/A6hYC82bSbedu2maVsTqkG5d2eo9Xer3Gu4NH8lL3m4kI7c6mRdms37ECp28pXsExhKz/HJ98O9HD+nPnP14/vYBKTQmsHg9vd4TJQ2Dbl9BsIIyYAQ/vg8vfgqTeOqCiadqxXgPGikjY8XaKSCsRWSoiJSKyV0SuM9tTzHG7xdyeICIF9c6bJiIPnuS+0/h56eZb+HnKCUTEV0ReF5FMEckXkQ9FxN/c96iIrK83vh8tIrtExO90xv4icpeIHDCfb66IxJ/Gu/tVNHSmymjgPGCQUmobgIg0BhZglCL+DhgEzBKRVkqpuhH0jRh5O7IwloiMxcjn0R8j0hVWt/xHRC4+RR+mAVVAW/PPPsceICJPYyxHGaCUKjSXp9wMzDMPuRTIVUptaeBz/1nki0icUirXXN5T9y9PNlB/fmoTsy2b/y4XqmtfYbY3Oc7xx6WU+hijrDXdunXTyWw1TdM07S+kpryMTx+5H1tlBXGllajLruZwUREWHz+mlqYyIMGHRqV5hOYkUxDhRfxNzfi/w9nkpATTuXg9seuSucHhoG1wJO7ig8ws2cjk1Et5zMef7rXe2Hd9Q17CIXJqHiYn4nvuWZFHcEQlPgFO1uYmMvQfT7LFcpB3Zj9AdlU2PeN6Mqbj3/GrWErWrlsBsDo9NMnLJSHLjq/Lw/dhPXg9+VbSw9rxaosmnO/y4ejqfLbsLeXo/lLKfPfi8C/Ar9aN18aFlAfV0nL0cG7uf3fDX0zhPqN6z7bp4KyB5H4w6CloeSn4/mFnv2uadu6kYYzNxvLfwiIAiEggsBR4GmMc3h5YKiI7zfLGFUBnYBPGmLxKRForpfYAAzBWpZzIOmCkiLQG9gE3AH2BF+od8zLQDGNJkBOjrPPTwOMYwaDLgCdF5HOMmTYDlVJ2o37Kzxx37C8iA4GXgMHALuB14EvzWX4zDQ2qXAQsB3bUa7sZWKiUWmhuLxWRNIzAxadm22Sl1D4AEZkJDD2TTpqBgCFApJksFYxa2vUOkTeBHsAFSqlys/0z4CkRCVFKVWAEgKadSR/+4OZiRBJfNv+cU6/9PhH5EiNRbbkZeFkMjBORcPO4wcDjSqkSEakQkV4YiWpHYU7/0jRN0zRNq+N02PniqbHUlJUSUVmDf/+L2FZeDlYfPqtoxWVNvfEuzCc6J4nicC8KropjYn4hsT4VXJexlKBNF3C5l53EwHCcWetYXLSVDzqN4EnvAAbXeuHYM4cS/+VskRdw+B9h5KYNUF5NUD8HxY4AGo18jEcPjmN74XZahrfkg0EfkGLJY3/6XbjdFVhdHhJy7CQctePj8vBDaHdeb3ob271acrXNm3v2CPnzdjGz2kj9p8Kd5IbswkcVE5ifj6U0jwONq+g1chQ3d7791C9EKSNXyroP4MBSsPpCh2uh52iIbfcrfxuapv0JPQ2sEZG3j2m/HMhQSk02t7eIyCzgWuBfGGPoASJS94vxr81tOxACbDvFfetmq6wE9lDvF+xmZdm/AR3q5eYchxFYeVwp5RGRUcBm4Hrg1eNNdjjF2P8mYFK9irWPA6Uiknw2OV3O1unMVHkSmCgid5hLSJKAa+svrwG8MYIvdfLqfa7hzJPPJAAl9V7qscIwvsDr6wVUUErliMgaYLiIfIvx5Txwhn34QxCR6RizTKJE5ChGFZ+XgZkicgdwBLjOPHwhRhDsAMb3cxuAGTx5HthoHvdc3b8YwD38t6TyInSSWk3TNE3T6lEeDzOefYzy/DyCbA4i23Rhs8uFsliZUd2a61t4U1ZQRFJOIhWhXqwfEsXWqmquLt1GWMZh4g4MYoCfg0ifMOy7v2VD+QFe73UXT3r5MtjpRfXB76gun893nccS4hCGZCyBvEJcwzsS4plNWsubeL7wQ/Jr8nmh7wucFxFDevqjpNuz8XJ5SMk2ginebg9Lw3rxZsqtbJfmXLDLxmNHKhCgNMKP5HbhVFqLWbNzNeFlGQQ7bPg6HbjdDla3L+LSoXdwS4dTBFRqa2D7DCOYUrQXghrBBf+ErrdBUPQ5+T40TfvzUUrtFJH5GKtA9tTblYRRzbWsXpsX/51YsBJjosNRjJQcKzAmHtiBH5VSnlPcepp5XgrHLP0BojFyrGyqN/NEMHLA1PU7Q0SWY4xB3zvBPU429o/HCMrUXa9KRIox8nxmnKLvv5qGBlXyMZb3rATexwiyZAHTlFJ3ncF9j7cUpJqfJ7qJrfc5C4gQkTClVBn/qxRj5sxMEblaKbWm3r5PgTsxnnWtUuqEy1X+DJRSI06wa9BxjlXAvSe4ziRg0nHa0wD9KxVN0zRN045r1kvPkH/oAAF2JwnxzdkQFIQSC7Nq2nBray8OFpbT5mgTaoK9mH9hGPm1tfzz6E/kHvClZXE/egW68RM/qjZ8yD5bAS+cdy+PW7wY7PajOmc1rn2zmDH4EhIrm9KhchE+B3bhuH0U4TnvcDg8jKeDD1NiK+X13mPxKfyALZn78XZ6SDlqIyHHjrdbsSi8L2+l3MJudwrddlYzNj+X+DgHAa0qcNcWUJibydbFRxGliAMQCxFNmpAfXMOCiEOM6Hcnd3U4yf8CVxUYgZRNk8FWCrEd4OqPoO3V4OV7rr4KTdP+3J7BCDC8Ua8tC1iplLroBOesxFiGc9T8vBr4ECOocsrKvkqpIyJyGCMocscxu4sAG9D2RGNuEbkM6A18b/bjeGsnTzb2z8EIHNVdLxCI5CQpKc6FBlf/MWd9DAJWishbGOutNpq5UJZhzFLpBRxQSh09yaUACgEP0BRjPRbAVuBRMWpUl2Osu6q7d66ILALeF5F7MdZV9VZKrap3zAoRuQn4RkSuUEptMHfNxggENQJebejzapqmaZqmaadn3lsvc2T7FvxrnTSPSWJNbCMUwlxbS25vY2FzmZ0uGbE4Aqx8NiAIq8vNuIMrOLCvKV1cgXQNElxuJxVr36Sgtopn+t/Po1Z/Bip/nIVbcG+dxseXNqNF2VCa1O4iausirPeNZtf6r+jXvJq7k1pQVVvOI+1HYMt4Eo/TRdOjNhKybXh7FPMj+vNWyigO2BPptdXG87YjKPtqSvMPcjTfeAYVFE6x8iMwIhYCgug1aBC5CSVM3j2FQlshd7S7g9EdR5/4JWSuhxk3Q00RtLoMet0Dib3hf3MGaJqmnTGl1AERmQGM4b9pOuYDL4vISIxcI2DkN6lSSu1RSu0XERvGhISXlFIVIpIPDMcYMzfEHUC4Uqq6LrGs2R+PiEwA3hKR+5RSBWYe1nZKqcViFK2ZaJ6/HtghInPqpROpu87Jxv7Tgeki8gXGDJ1xwPrfcukPnGZJZaVUppkcZhVGNOtKjEDFdMANbMCYxXKq69SIyIsY68C8gUuUUkvNvxTbMaJcr/DzHCwjgbeAdMAHY5nRqmOuu1REbgfmicgQpdRmpZTNXEc2AvjmdJ5X0zRN0zRNOzWlFIs/GM++davxcbpJiUlmTVwcCljibMFtbSysrLHQZ38UTn8LnwwIJtEJ92YsJn1fR7parHQI9KHMkYtz7bvYHDae7jeGR3wiOE98UKV7qdo4gTeGhtOx7O8EqRKarZtAwENjmL1qMd1aFHNrfCy1FisXNb8dS/47tDhSQZNsO1YPzI06n/HJo8isjOe8DTZGB5bjcq8m+9BmgsIj6H/T7aR7Ipi8rZgW7gxiLZU0SkrCu73w4qE3KNpURPfY7rzS/xW6x3Y/8YvYNAUWjIWwBBg1Gxq1PVdfgaZpf03PYYyTAVBKVYrIYIwJEG9iVPvdBvxfvXNWAr2UUln1tltRb1nNySilDp5k96MY+V7WmUGUbOADYDFGAZP/BFHM1BSfiFGa+VjHHfsrpZaJyFPALCAc+AkjYe5vSowVIH9uZlWgFkqpm3/rvvxVdevWTaWlpf3W3dA0TdM07RemlGLJx/9m5w9L8HK7SYpJYWtMDApY427G0GZefOcJ5YKt/ni8hU8uCKZvleKy3EUc2t+Tzt4eWvsHklW1B0/ax/hV1fLEeffyt7BUeorgqsyh8sc3+K5Hf/y9rsBbuei2fhxx99zEnI2r8IRXMLPlAZR3ANYmjzLa/hYX7d5HeKWTb6IHMT5hJHnljbhgj4MrE/xwO9azf/0PePv60n3oNdSk9uHN5Ydx5h+kh89RfL2sRHQM46vqryiyG8GU0R1HnzyY4qqFxY/DxolGWeRrJoF/+ImP1zTtL0lENimluv3W/dB+Wac1U+XXJCIKSFVKHfiFrxuBMcVo5DHtK4DPlFITf8n7aZqmaZqm/VUoj4elE95l5w9LEI+H6PhUtkZEALBbkrm8qTDbGsUlW7zweAmfnh/MLbkumpR9T+ah3nTzs9PCN5R9FZup2TmZpHInz/e+nXvCUumKC6etCtvqd9mVegtB/u1Jrt1H7NpPib/nNhbu3ky+XyXL2mTi44LCiLE8VzKeIenpuN3e3NH6SdbaujN4vZNh7UNwt9rE9mVz8bhctL9wCEWpA3hmUxH5G9fTzy+LSO9y/GP8WR6ynOzibHrE9uDVjq+ePJgCUFUIM0dB5k/QZwxc+CxYrCc/R9M07RwQkQ+BbKXU8791X/7MThlUEZEMjASyKUqparPtTuBmpdT5Z3LTsw1oiMizwD8xliAB5AJLgBeVUrn1jrsLGI+RUHfVsdc5i3s317NeNE3TNE37K/N43Cz58B12rfweFAQ3acm+0FAA8r3j6BLjYaZfE65cr0Dg6wtCePJADWX2dZQf6Um3gCqa+kSws3wNFQdn0r7AwdtdrueWmC60wYmr1o191Xh2trqKhMv70mn6OFTGPqIfeYTvM3az35HBsl7FhDodXOLuyHlFL9D9cBaH/Ztwa7sXCEuPYGqHOIjexcY5E6kpLyOlex+ym1/AkzsrCDy4kU7+JfT2LUesQnr0Xnb67qRHVA+e7/j8qYMpADlb4Eszf8qwiUaZZE3TtF+ZOZ7uCMQqpRwnOk4p9fdz1qm/sIbOVLFilCIedzY3M2tX/1JZumYopW42c7K0wKi7vUlEutYFVpRSE4AJv9D9NE3TNE3TNMDjdrPw3TfY+9MqlFjwSWhBdlAQSoHDLwKfcCszI1px/WoHomDZoDBe215GmmsPAbmd6RpQTpJPNFvKvsfv0FLaZ9qY1mYIVyYOINUDVo8F25rXKL1yGBf17UjBY6MRb2/iP5nIyg0/sik3jSW9Swn0CJ/kFuAdvIq4nGoWRfZlTPKj9NuquLerm22LX6E0N5uo5q0p7Hkjr2TYSUrbymCfYqw+LpSPIj1wL/sD9tOpcScmdZzUsGAKwPaZMPd+CIyG2xdDfKdf96VrmqYBIpIM9MMo7jIU+OoEx1mVUu5z17O/LksDj3sNGCsiYcfbKSJ9RGSjiJSbf/apt2+FiLwoImuAGoza1v2Ad0WkSkTerXepC0Vkv4iUich7IqdOk66UciqldgHXY1QVeti8b7iIzBeRQhEpNT83OUH/40Rku4j8w9yOF5G5IlIiIgfMGS+IyCXAE8D1Zt+3me23icgeEakUkUMicrzSUJqmaZqmaX94bpeT+eNfYe9Pq/BYvfAktaY4KAiXEvAN4FBUOEviO3L9mlqsbtg5IJzXNhaxpvoIgTkt6RpYRpJPNJuL5hG3dznxmaVM6HAV57cYSnO3BR/AvvbfRNw3ihYxvuTdfy/eiQkkfzWTjenb+SH9O77rVYzLGs6X2ZnEKg+NSmt4IeVu/tb4SW7Y6uBy7x9Z8embONyKnG7XM1W1Je/IboZYt9PGO5/S4DxWxa5icZPFtOzSkk8u/4RPLv6kYQEVtwsW/xO+uQsad4W7luuAiqZp59IoYB0wBbilrlFEpojIByKyUESqgQvMthfM/fPMMWzdPx4RudXcd6rx/PMissYc7y4xk9DW7f9KRPLMc1eJyF8uQ3dDZ6qkASuAscCT9XeYOUsWYJRymg5cCywQkeZKqWLzsJHAEGAvxkyVxhx/+c/lQHcgBNgEzAO+a0gHlVJuEZkDXGw2WYDJwHUYM20mAe8CVx3T/xSMbMSvK6U+Npu/BHYC8RiZkJeKyEGl1HciMo7/Xf5TYPb9ENAfWCQiG5VSDcqgrGmapmma9kdgr6piwTuvkrFtMx5vH2oTW2L38cOprPh7CasSmpEdlsytyyuxuhRFvcJ4YlMuM2sraVTZmG5BpUR7RbMldyYp+7dAaRnju93EiCZ9iVNu/Cxe2Dd8TMSoy7Bv2Ejl0qWEXHEFsc8+w9IvprBwxyxW9CjG6teYqeXZNHE6qPQK4M72z7Hdmcwj2/ZiObqEI3Y72Sl9OWoNoXl1Bv183NT61rIjYC+ZIZl0bdKVh5s9zMDEgfh7+Tf8BdSUwNe3w6Hl0P0uuOQlsHr/ei9c0zTtf43CqOyzHqPKTiOllFkUnhuBSzHGpj4YpZMBUEpdUfdZRIYAnwDfN3A8fyPGeD4LWIQRF3jM3LcIuB2oxajg+zlGGee/jNNJVPs0Rgnkt49pvwzYr5SaZm5PF5ExwBUY0TOAKeZsEgBOMgHlZaVUGVAmIssxvowGBVVMOUAEgPkXYFa9e76IUYqpvjYYQaLHlVLTzeMSgL7AZUopO7BVRCZi/OX94Xg3VUotqLe5UkSWYMzG0UEVTdM0TdP+FAqPHGbuG+MoL8jD4+uPLbEFdi8/7MqbEIuDxS26Uuofy60rKvFyKXzaBDJqVw4zq13E2oLpGVRJmFckuzOmknxgO05HLa/3vpO/x3QiyFJJsCcM2+ZPCRnckYr583AcPETMo48SNupmvv3wHebkfMPWruVEBjbn/coDtMnNJD0wiZFtXyYsJ5cHdy6lOnc3gQnN2OCTSqpPEa2kgNzAHA4GHSSkUQhDU4dyWcplNAps1PAH97jhaBrs+85Y8lNdAEP/DV1G/XovW9M07ThE5DwgCZiplCoSkYMYAY+3zEPmKKXWmJ/txxt3i0gL4FNgmFIqS0RGcurx/GSl1D7z/JkYy44AUEpNqnftZ4FSEQlVSpX/Es/8R9DgoIpSaqeIzMeISO2ptyseOHLM4UcwZqPUyaJh8up9rgGCGto/U2OgBEBEAjD+cl2CUcMaIPiYtWU3AQeAr+tdIx4oUUpV1ms7Apyw9JUZ6XsGI7eLBSOx747T7LumaZqmadrv0p7VK1jy0TtYXG7cvoFUJ6ZSY/HFLoGEU87Slt2oDoxl1PIqvJ2Kxo18SM7N49sKL+Kc0Ce4lkBLGAfTP6bxoXSqxcqrfe/h4fCWBFjLiXZHYN/5Ff5tQyj95hssFguJEyfg37Mnn7w9jtnOeWS2sNE1pg+v7F1Co7ISZsdcwCOpD3Hpptmk7M7G7nFh6XkFK0uctPQqItc/l/2N93NR6kU82PxB2kS0Odkv9n7OXgEHf4B9i2H/YqgpBrFCUh+4dgokNDDviqZp2i/rFmCJUqrI3P7CbKsLqpx03C0iocAc4Eml1GqzuSHj+eOO00XECryIMbslGvCYx0Rh5Hz5SzjdksrPYMy+eKNeWw5GtKy+RH4+w0Qds//Y7bMmIhaMaNoys+lhoCXQUymVJyKdgC38PFHusxhBly9E5AYz2JIDRIhIcL3ASiKQfby+i4gvxoyYURiRQaeIzD7mPpqmaZqmaX84bpeLVZ9PZvPCOfh5oDwmjtqoeMqVHx7fUCJqC/ipWTsIjef6pRX4OhXtQq3YJYOVRdE0cpXRLzgAH4svmTs+JPpIOsV+QbzW+288HZxCqKWSQFcIts2T8A/ZT+2GfHzi29DkvfewNGrEuNcfY3Hg95RFuLgtvAP3bpqFl9vFE83GsDSkE3fOfxtrXi2RLVrzU3Q/PEX7aOlVRXpoOomdE/mu33f4WH0a9rClGbD3O2NGSsZq8DjBLwxSB0OLi6H5heB/3PSCmqZpvzoR8cdMbSEidUEOXyBMRDqa2yccZ5vj5S+A5fXSXkDDxvMnciNwJXAhkAGEAqX8xcbCpxVUUUodEJEZGOut6mZiLAT+LSI3AjOB4RjLauaf5FL5QNPT7+7/EhEvIBUjQBKLsb4MIBiwYSwlisAICB3LiRFVmw1MFZGR5hSon4CXRGQsxuyTOzBmtdT1/SIRsSilPBhr1XwxkuS6zFkrgzFysmiapmmapv0hVZeVMm/8y2Tv2YWPslCSkoo7IJhDrnCiI4IJrchkV1wyxDRnyJIyAmo99Az1YlfIbsoPNyfCk8n5IXGIWDi680siMnaTGRzDv/vczJsBOwjxRKGcVmrWjicoeBuxbUuxtAcV4Ma19lneOpjD7MijKG9v3nLChZvnkxEUw+0txhGftZcRiydhFV9Srx7Fe4f9aF28kwCrg/VRG+jTpQ9P9HwCq8V68ocsy4St02HXt1BoTsSOagG9RkPLIdCkB1hP93eQmqZpv4qrADfQHiN/SZ2ZGL/gP5UXgUCMqr71ncl4vk4w4ACKMVZrnFW14D+qM/mvxHMYiWcBI3eJiFwOvA18gLGc5vJ6U5KO523gUxEZDUxTSo05g35cLyJXYUTBcoClQFelVI65fzxGJK7I3P8GxySpNftfKyLDMP7STBKR24ERwIfmeaXAM0qpuhkwX2Ek/CkWkcNKqS7mmrOZGMGVecDcM3geTdM0TdO034WcfXuY+/o4bOWlKP8QihOa4rZ4sdGVQtckL6w5B8gKj6Y6uRP9l5QRYvfQv4kvy2QzXgdbESs76RvaHgcOKg5MI/rQJnZFJjOp92W877cIb9fdKGcZ1SvfA2ceRb6B1KYOI6R1NPaMDcwq+J7PYgNp6nLydvZRGrs8jE++kQ8iruH65VMIzSmlUWozvAfexlvLd9HTmg6+LpZHLeeabtcwpvOYEy/1cdpgz3zY+hkcWmm0JZ8HXV4yZqRENjt3L1rTNK3hbsHIbZJZv9GspvsO/12xcSIjMCYhlNb7+Xi3UurzMxjP15mKUSgmGyMNx1PA6IY9zp+HKPWLr8TRtP/RrVs3lZaW9lt3Q9M0TdO0k1BKsW3pIpZP/hCry0NlXCLOiBjKXD7khzTFJ6yWxvlHqPH1Z2eb8zl/eRVhNg8DunkzO2sn4dkJJHntp3NIN0o8uUQf+hdlOz2sjWvDjO5DeNPiIZTWqKr9VK/6AI+zEuf9qRS1Sgc81HpgZqkPaTVeDKi18WpOEVkh8dzW4mXCs48y8MeFWDweuvRvwvcx97Jj0zo6euXiCKplafgS7u15L7e1u+14DwY5m2HLZ7BjFjjKISwJOt0EnUZAWOI5f9eapv31iMgmpdQJc3Vqf0x6PqOmaZqmaZqGs9bBso/eZffq5XiJN2XNW+P28eNAbTjBSTGU+grdjxzGERhMWrOeDFleRbjNQ6+LXXy9PouYgmA6+OeQEtiNPDlCo23PU3bEwuKkHszpdDXjJYxQrLhyN2DbOAWi/bG/0JFSZxoxMZezytmDGRvHU+pr557Scm6EKK7NAAAgAElEQVSvrOK15rfxccR1XPnDlyRnHiQiwkO/ri6esF1P0ObldPQqoyK6gh8Cf+CpPk8xvMXwnz9UVSFsn2EEUwr3gJc/tLkSOt8ESeeBxfKbvGtN0zTtz0MHVTRN0zRN0/7iirOzWPDGOAqysyA4ktL4JNxKOGBpTEmbKIrdLnod3o0nshGLm3Thhh9thDsUrYfkMnu5D/FlZfQKaUSUX2vybdsJXPcxleUWprW+mI0tBvGuBBGKFcfehdTumYPq05jSO2px1G4jvumTjMsMJX3fc1i8XPw7r4hQ/8b06jYB3/z/Z+++o6wqr8aPf/ctc6fd6Y1pTKcMvVcBG6goRIOxYIklamJiYkn09xqNiRpNYowlaqq9915A6b0OMMwMTINpTO9z79z2/P44Z15GXgQEFdTnsxbLOf0558xacjb72buTH7/wME5vNxPOuxD/8FO44rX1jPVtJNLmpjallg1BG7j/pPuZnTF7/w11N8EHt0DROxDwQep4mPs3GHYuBEcevwetaZr2PSAiFwOXKaVO/7qPP9ZrfRUOOf1HRLr6LYZiFKHpa0d8jVLq+a9xbNp3iJ7+o2mapmknHq+nl3VvvMyGt15DKXClZOGNiKLDY6EhOZ11mTkMr61gRE0ZvqgUVsQO4+xNbpx+IXHqJratyiC1awdTY8cRZA2mvewDrCWfgfLwh3GX0500hAdUOGEKPDuewbNnHZ5zk2g5uQ6bPYrtMXfxj50roesNUr1e7m9q49msq3g2Zh4zln7C2NI1BEXFc8b1N/GvEj+rNhcy01FOaJCFHSnbKbOW8eDMB5maMnX/TdVsgpcvhe5GmPgTGLUQEgYfv4esaZpmOpbpPyJyG3CSUuqMfut2A6UHWfdbpdRLR3mdmcBzSqnUL9h+K3CmUuqkA9bHYdQkHaOU+l41bTlkpopSKrzvZxGpBK7qV7BV0zRN0zRN+5aq2LqJT//1KO1NjdhtobRm5KCsNmr8oewaPpjdCSmcVbyZlMYa2iMy8HdkcX6xi6ikIPxpH1O0dBB53q1Mip+Jix66Vv8de1MJXWEh3DTxZrLCE7hXheHwe7FUPYynfg8d14bSlV9Jb8h4fu+5Gjb8nQC7mdnTwzm+JM4f8ziOti4WvvA4iT0NDJwyi8iZP+TSd0pId5dxWlA9kTFRfBqzmBZp4Z+n/pNRCaP239TmZ+D9myA8Ca78GJJHH78HrGma9tVaDtwqIlallF9EBgB2YPQB63LMfb8uzwF3i0imUqqi3/oLgO2HC6iIiE0p5fsax/eNO6aJpCJiFZHfiki5iDSJyPMiEmVuGywiPhH5sYhUi0ijiNzS79j7zP1fFJFOEdkmIqP6bU8TkbfN85aLyLX9tk0VkS0i0iEi+0Tkj+b6MBF5SURaRKRNRNaJSLS5LUZEnjH3rxKRO81e3X3nvEZESsxj3xeRlGN5NpqmaZqmaSeizpYm3v3rH3njj3fiamzGm5RBS+5QvEoojktj8bSTqIxN4qqCtaQ01tAWnEtaeRqDGvzkn+KiNfllGlfHMzKwl2nxp9PurcW/+M/YGosoi0/nipNuZYozhrvFicPTSkTvXbQ17aXpZh9d+S0st/+Iq9sWElz6/3CpXVzX0kFQ9MVcMuxRBm0s4Edv/od4XxcnXXczq5NO4ZaXNjDNv40h1npShqbwduxbdNm6eHLOk/sDKr5eeOcX8M7PYeBU+MlSHVDRNO27ZgNGEKXvm3k6sAQoOWBdWV9HXPObfJH5jVsiIuf3nUxEzhSRnea3eI2I3CwiYcCHQLKIdJl/kvsPQilVDXxGv47ApksxugEhIpeLyMp+11Ii8jMzi2a3ue50c0ztIvKYiCwTkasOcfy1IrLb/M7/u5gtjA6y70Pm936HiGwSkelH8ay/lGOtqXIzcDowDaOF0hPAg0Bf2XUrMA4jWjYcWCUiryulys3tPwDmYbQo/gtGG+SZImLF6Jf9HLAAyAAWi0iRUmoZ8Chwr1LqVRFxYvTRBrjKvKcUwAuMZn8P7+cx2kNlAZHm+SsxWjv/CPglcDZQAdxpXnvWMT4fTdM0TdO0E0LA72frx++x8qVn8fW6CXY4aRyYDWJhH0FsHT2Byrhk8nt6mLNpFd2BLvAMIXdfPKG5DjKHPseqNXmEV0YzMSKIjPDptDWsx7buOSx+Nx/mzODR/LP4qQjnKyfULyEm/hV2N1lpudGFOziYR7gNV6eblPrbCODntlYrfxr8Dzw+4fyX/8PAtkpCM4eSNv8Kfrq4inj3FuaHVGMLEnanVPC663XSnek8dupjDIwYaNxYezW8fInR3WfajXDy7WCxHt+HrWma9hVTSnlEZB1wErDJ/O8KjCk3/dctByPhAFgE3AGcgfE9vkhEdiildgL/Ac5XSq0wExEylVLdInIGh5j+Y3oa+B3we/NagzACO2cd4pj5wETAZU4Veg24HHgH+BlwNfDsIY6fC4wHIsx7fRf46CD7bTDH1Q7cALwqIhlKKfchzn1MjjWoci2wsF8k7C6gUESu6LfPneYNbBCRYmAE0BdU+Uwptcg89ln2B2OmAcFKqfvN5V0i8iRGStEyjIBJnojEKqWagXXmfl4gHsg20442mOceiPELdo5Sygv0iMjD5vmeNu/jbqXUrn730SMiiUqp+mN8RpqmaZqmacdVXWkJi/71dxory3FipzEtj47wCFrFxuacYZQOSMcO/Hx3K/bqtfRYfES05OOzxTHgzD14Gxez6c2TiHNtYVLcDGIdyfQUvYXs+gAldh4ZewmfpI3gt4RyqteNv+g+4kdVs8NqoevH3VT70viP/TZGtrzO0vY1DPN4GB40iV+NvIExO9Yzae2nOAIecuctZBG5PPRWMbOde4m2tdAW2sbKmJUkO5O5Z/g9nJF5BnaL3bix8mXw2hVGpsqPnoMhZx/X56xpmvY1W4bxXfsgRlbKQxhBlWv6rfurue9coFIp9aS5vEVEXsdIWrgL49t5qIgUKKVagdYvMY43gcdFZIpSajVGlsqHSqnGQxzzR6VUC4CILAAKlVJvmMsPYyRsHMp9Sqk2oE1ElmAEcf5PUEUp9Vy/xQdE5HZgEFBwhPf2pR11UMVMt0kDPhCR/tVuLUCs+bNfKdXUb1sPEN5ved8XbBsIZIhIW7/tVqCvnstlGJGxXSJSCtyhlPoYI9qWBLwmIuEY6Ue/Nc8XDDSaWUJ94yztd70nROTv/a7nA1IBHVTRNE3TNO1byd3VxcqXnqFg8Yc4rHYcobHUpg2kLTiUjWmDKEvJwKYCLGj0Mm9HI2utBbiAiOYR1OXGMDn9n9SvnYC7eiAZ9jLGDDgP8ONa9xi+fVtxOyL53cQrKY9O5gGCmdC9jt4tTxM2MoItcb30jvKzyT0FT9r1ZG69kaWBDs7q9LI57X/4b1A6Z731MkPqC1GRA0j74dXcta6dMM8OFoRXIj4/W2O2EZwZzP0j7mdW+iwsfTO3lYLVj8DiOyE2Fy54HuJyj+ej1jRN+yYsB34mIjFAvFJqt4jUY8y+iAGGsb+eykBg4gHf1Db2Z4OcB9wO3Cci24BblVJrjmQQSqkeEXkVuFRE1gAXAzcd5rCqfj8n919WSikRqT7M8V8UO/gcEbkZuNK8hsLIbIk7zLmPyVEHVcwbrwHOVUptOnC7mdJztKqAYqXU8C+4dhHwI3Oa0AXAGyISrZTqxUhvukNEsoCPgUJgNdAFRKuDtzuqAm5RSr1+DGPWNE3TNE07ITRUlrNt8UcUrVyC1+0mzhbKnpQMWmLi2ZicRVlKBtaAYm5bN1dv9VBlqWWltRyLLwiPfxQVp7Yxac+bVL03C1zLmRA9hfTwIfQ2l+Da/CTW7hYaYwfy6/FX4A8O5wnaGe29n4YN1TAwgZLBTfTmK7ZbL2Ni+lB+v/5K2kXxg94Enhl8H+kVJVy07J9EeDtInnYmKyLH8viycmZE7SDdb6Nd2nENd/GbSb9h0oBJ9PtHMejthLevh51vwdB5MO/v4HAev4etaZr2zVmDUcriamAVgFKqQ0RqzXW1/YrHVgHLlFKnHexESqkNwDwRsQPXA69gJE18cXvgz3saeAt4A3BiTMc5lP7nrcNIYAD+N2HjUNONjohZP+XXwCkYmTABEWkF5NBHHptjnf7zBEZk6wqlVJWIJAATlVKHe6CHsxJARH5pXsOHUTfFppTaLCKXAu8rpZpFpB3jBSkRORUj/akY6DCPCyilKkRkLfAnEfk90A1kA4lKqZXmNW4355eVmHPKTtZBFk3TNE3Tvi28nl52rVlJwaIPqNtdgtVuJyUyjmqHhc1ZuWxOy6E0KR1rIMCs1mZ+WqRo6K3lY2s1fnzYPLFsThvOiIiV5C/NoKEpmBjLBiYkLyDUEoar8A26Kj8m2Ksozp7Mb4bOJ9lq5xHLLvJtv6d6rZMeZxwtJzfhyVE0xt5CXPVmflnxCgmBADnOc3kqZS7TPvqI0VUbsYRGkfKjW7h/WytBvc9zTpiNyO4I3MluLj37UkYPOEih2ZrN8Oa10LwbTvsDTPk5yNf6d2VN07QThlLKJSIbgRuBe/ptWmmu69+p9z2Mb/VLgL72yqMwkg3KMKYBvaeUaheRDiBg7lMPxIpIpFKq/RDDWQG0Af8EXlJKeQ6x74HeBx4VkfnmOK/FmHFyrJwYMYBGwCZG++eIr+C8h3SsQZU/YTz8z0QkCeMFPMvho1SHpJTyisiZwAPAbUAQsNP8GYz5YX8VEQdGsdnzzWNSgMcxUn06MYrTvmwecyFwP0bAJQyjrss95vVeFJFQjIyXNIz5ZB8COqiiaZqmadoJrbmmim2LP2Lnsk9xd3cRnZTM8Jx89tY1siI1l82ZQyhNSMUW8DOhvoqf1FhxtzWwxFaD3+InyB1HS3gWa4dHcFFRIWpjMt097zMscjRDIufgdTXQsP0Rwur24Ihy8P7wq3g0NpORWLk/uIlB6g7qtzhp63XSfHkHvjQhPP5XfLbp37xr6WWEx0ZB2j00N7m58PknSHA3kTR6OisSJ/KPnR8wPLySoW15WGwWZp4zk5ljZv7fm6zdAkvvh10fQmgcXPIWZM34xp+1pmnaCWAZMBkzEcG0AiPb5H9bKSulOkXkdIwaK3/FKH9RgBF8AaN7z6Pm7I8SjCk8KKWKReRFoNzcNrSvhmp/5syVZzCavDzzZW5AKdVk1lV5GCPj5XlgI9D7Zc5zEB9j1FnZhZFI8SCfn3b0tZCDz4bRtK/WuHHj1MaNG4/3MDRN0zTtO8Hv87J7/Rq2LfqQqp3bsVht5IydQIQXduytZnNePttSs6mKTcLm8zK8tpIL2304GrrYZavDTwCHKwEHA3ltZDzZ3fVM3BzA272aUH8t45PmkmBPpqNmBZ7tr2D39rJ30Kk8kH06pVYLJ2PjjsQgEsrPp60shJbGUGputiCxPlLUmdxT8SHbHUEMJpeVyb9hwrIVTCldgd0eTMJZC/lzdSHB4UsY35pLXG8cqVmpXHDuBYSHHzBFvnYrLLsfSj6A4CiYcj1MuAaCv/Z/eNQ0TfvKicgmpdS44z2OE42IWIBq4GKl1JLjPZ4v61gzVb5xInIxcJlS6vTjPRZN0zRN07Rvks/rpeCTD1j/9qv0tLcREZ/I5B9ehK+2kTVV1WzOGcq2/Km0hkcS6u5hfHkhM9vbiWsTKqUBZYMQTxLBXanszrPxSUYcCzfuIXJvIy7Xp2SHZjNqwOXg91G743GcpVvwx6fz5IhLeNsZTRLCPTiYnWfH8/ql1LdG0KXs7Lk9iPBgD86qBH4R+Jh2u50g50J2+kbwo5eeJK2rmvickSzKyGJT62PkORwMr5+Iwx7E2T84mxEjRny+bkrdNlh6H5S8D8GRMOt2mKiDKZqmaV+GiDwFVCulbj/eYzmQiMzG6OLrAm7BqHuy9rgO6igdcVBFRC4AfoVRUbgbqMBI1Xn8C4q/fi2UUs9jpAdpmqZpmqZ9L6hAgOI1K1j54jN0NNaTPmwkwy6/hurN2/hgx242Zw5m5+CJuIOCiWtrYtbODUzp6SWkW1GjWui2CJGWNKQ+iaBED09NCCGs08FP3yvD37kMS6CRiUmnkuUYQltHCbLmP4T4Xawecwl/ShuBEuFKHCxMjiJ+cAd1t11FwOugN9ZCxW+CyezopKLCx02RbTgsYexLup38LTXM2P4vHCjCTj6Tv/iXESKLOaVjErGuaLJzspl3zjwiIvoFSuq2GZkpxe+ZwZT/MYMpkcfv4Wuapp1gRGQpMBJIMpu1fBtNBl5gf6mP+Uop1/Ed0tE5ouk/InITRhXdn2HMU+rCKHJzM3DFV/UiRcSmlPJ9FefSTix6+o+maZqmHZ29OwpY/vyT1JeXEj8wk9HzFrB7cwFLe3rZmp5HaUIKAbGQUbeH4fV7GN9txeaBKkszFhEGhGXi2hOHwy5UjSjimQHTOWdTM9m71hNwbyI7ajT50VOwKzttpW8SVLiIurSJ3Dv8TEqDQpmBlZ/ZQ8gdGUTPe3fTsa4MlMAgD1XXhDCsspUXfDaejowgyDoQj+0yTlu8iJTOWpxJmbw3yE95yCqyurIZ0zaSIKud2bNnM2bMmP3ZKfWFsOReI5jiiITJP4WJ10JI1PF9+JqmaV+hr2L6j4hkYBSabQeuUUq9+gX7WYH/cIJmqnyXHDaoIiKRGB11Lv2ibjhmwdh7gPMBB/Am8Ku+SJOIXA38BojBKKhzbV+xGxFRGEV1fonR3SfTLKjzCEYF4OeBfOBZpdS/ReRy4Cql1DTz+IeAczFaS+0GfqmUWnF0j0P7uuigiqZpmqZ9OY17Klj+wlNUbt2EMy6eMfMWULmnho+6etk8cBC10fHYvR6G7Ckhv6mWET3hCLDX2oRYLGQlD8ZVGk1vm4Xw7LW8PjyJ2o5hLFi8BVvnUgY44slPmEWsJY6W9u0ErX8ZF/DCqAW8Gp/JQIQbCWFCvAf38odxl5SjMPKzHZN76JgjpJR3cnt0NKtDQvA5ZjFiVyJjC9dhtTvomTyUV0LexxGwMqv9dMI6rWRkZDBv3jyio6ONm/T7YOVfjak+QWEw6acw6TodTNE07TvpKwqq3AH0TZ3JU0rNNdc/hTGVZiAwA5gHLMQMqoiIE3gH2A7cAJwJ3I3RFbcd+I9S6nfmuTIwZqZcDvwBCAUeVErdY26fADwG5JnXfF4pdaO57VVgOhCCURj3OqVUobntTOAvGK2bO8xz/uVYnseJ4Eim/0zGCJS8fYh97sN4GaMAL0Yazx3AbSJyMvBH4HSgEOMhvgSc1O/4+cBEwCUiccBrGC/wHYzsmKsxugodzAbg9xi/CDcAr4pIhlLKfQT3pmmapmmadkLpaGpk9SvPU7j8UxyhoYxfcDF7m9r4e3ElmwYOpiEnhvDuDqZuX8Og1maGemPBEU25bR8iwtBBI+gtC6Nto43g6L04Zn3GXyIvZ9zaDmbufoZw6WB40mzSHNl09zbRvfkRrE0lbMw7jT9kT8dms3EDDs6RXtTGv9NWux1ltyCAP9ZG1Gmt2BI8UOrn0qQEamxBxPbM5aQllUS6yokfPoUXEmqoCXqD7I6JjOvKhIDitDNOY/z48VgsFuNGWyvhjWugai0MXwBn/AlCY47no9c0Tfs2uBSjm886YK2IJCql6s1tF2EES+ZiTKtZCCAisRjdbT/py1oRkW7zXIUYJT4WichWpdRb/a41DRiEETxZLyJvKKWKgIeAh5RSz4pIuHl8nw+BKwAPRvfd5zHiBGBkzpyvlFohItFA5lf1UI6nIwmqxAFN/afliMhqYChGsGUO8BNghFKqxdx+L0Zg5TaM1kz/VUptNrfdBrSagY9K85R/7HfsAqBQKfWGufwwxjSjg1JKPddv8QERuR3jxRccwb1pmqZpmqadENzdXax/+zW2fPAOgYCf7Cknsc/t49917WwaOIRmZxThXR3M2LaGIS3NDJEBqOg0drXvAQXD8wfBXhe1S5wE2TqZGP8SoyyLaC5IxlcXj8e1l6ExU8iNGE0g4KWn6C0Cuz5mX+pY7j7tNsqDwzkTG9epDuJqHsfq2UqX1YE3YMem/MSO68A3NZSo1m7WdQZxU3Iy4o1gSvEIcvcWoMJjCTn3Sv7c+iShlnrOaD6X0E5hQFoS8+fPJzY21rhRpaDgJfjgFhCBc/8FI84/vg9f0zTtW0BEpmFkorxitiUuwwikPGju8rZSapX5s9ucYpmM0Yb5aaXUn/vOpZRa2u/U28w2yjOA/kGVu8zZJwUiUoBRx6UII5EiR0TilFJN9Cswq5T6b7/x/g7j2z9SKdVuHjdURAqUUq1A67E9kRPDkQRVmoG4/vVOlFJTAESkGkjESAfa1K9quwBW8+dkYHPfBqVUl4g0AylApbm6f+/o5P7LZv/r6i8anIjcDFxpHqeACIxAkKZpmqZp2gnP43ax5cN32fvxf0iQesanJ9BKCCXeKran5tIYFkmKu5aZlRtJaWkh156FJT2LnTWlqLYAw6PaiGtxUfzpKLwqhpGh75EX+QFbrdn8s+Yq3G3VZIY6yE+/ihAJxle7gt6t7+BxRvP4jBv4MCqZYTTxkvUjxvAZNms7rYEwGouc+H0WZGo2yeeNxlL0FO7GVh6Ji+KZ4HDyqgcyttiO1V9L0sz5vGJxUNbxAIPdKQzvOBO7zc6s2bOYOHHi/uwUVyu8dyMUvgHpU+AHT0D0wOP7AjRN0749LsPINmkyl18w1/UFVaoOcsxZGDVRn+i/UkQmYsw4GYaR1eIADqzPsq/fzz1AX9/7KzFmixSLSAVG8OU9s47LPcACIB4ImPvHYcwsOQ+4HbhPRLYBtyql1hzZrZ+4jiSosgboxZiTdbCaKk0Y86jylVI1B9leixFNA0BEwoBYoP++/Qu71AGp/faX/sv9ich0jAK6p2BktwREpBUjqKNpmqZpmnbC8nk8FCz6kPVvv4q/s4krczYTYvVgTGOHszqBzs8fs5dkXveeQUdVOKMpJLe3nS27F7LNl47NWUNRSgXvto9lxN4kEnoKSAjqZuqA84gNSsDlqqJn7dMEPG0sHnkeDyYPJQIfd1mWcz6LUKqegrYUVEE84c092CaMJ/OGSwnsuI/Crf/gxSgni2PSiG63c2ZBOvFtXnoTUnCedgl3F39MYsQy5jROJtwTxuAhg5kzZw6Rkf269lSsgDevha59cPJvYdqvwGJF0zRNOzwRCcGoYWoVkb5ghwOIEpGR5vLBCqb+C4gGPhCROUqpbnP9C8CjwBlKKbeI/I0jTE5QSu0GLhQRC0Z909fMKUbnYsQNTsVIoIjEyEYR87gNwDwRsWPUVX0Fo77Kt9phgypKqTYRuQt4zAxwfIzRUnkEEIYRffoX8KCIXK+UahCRFGCYUupj4EXgRRF5ASNV6F5gXb+pPwd6H3hUROYD7wHXYhSsPRgn4AMaAZuI3IqRqaJpmqZpmnZC8vt87FiyiLVvvERXSzPBUdGMG9iKw+plwdC/UhyZQXx7MxNqishrryI9xMmokXkUtvaytKQVp93NdOdqyhrOo6p1EK3B8FkiOJrsTCqoJ8e1mozwPLKSLyDaHkNvoIOeTf/GX7uZirwzuCN7Mi1WO/MDwlUSRYU7h0vTc7ls2etkF1ViT0km8cHb8fs+45Vll/NKRDgVyYk4e0KZWJhF3t5OeoLsxM+9mNfa46go/S8TLG4y903HGeFk7nlzGTRo0P4b9nlgyT2w6iGIzYYrF0HKmOP3AjRN076d5gN+YDhGvZI+r2DURjmU6zG+2d8VkbPMKT1OoMUMqEzAmEb0yZEMREQWAh8rpRpFpM1cHTDP2Ysx2yUU49u/75ggjAyW95RS7SLSwf5Mlm+1I8lUQSn1JxGpwcgKeQYjqFKO0dFnNcYcqjswCuXEYWShPI7xoBeLyG8xslyizf0vOMS1msy6Kg8DT2MUttmI8XIO9DHwEbDLHNODHDzlSdM0TdM07bgKBPwUr1zG6tdeoL1+H47oGPZl5dOSncw11e/x7ICz2RQ0mAnFxQxqrSLZmcgpF15CVFIsL7/8X2pr2yHORaV/Ipbi2SgFG0N92DylzNldRFSggxznaDISTiFIgujx1tOz7Tn8lWvoThnLn079H9aHOBnu6eXPtnAcDjd/TKxnwWdv8vsPKpDgYGJv+Bm1OTXcv/sWPg5x4I6NxulPZGT5IEbsqkLhgmGTCRl1Fn/YUMyg6KeY2zUAh3IwecpkZs2cRVBQ0P6bbtwFb1wFdQUw9nKYfa/R5UfTNE37si4DnlRK7e2/UkQexfh2XvxFB5olNX4CPAW8LSLnAD/FqEn6KEbNlVeAI229Ngf4q4iEAnuAC5RSLhF5BqMzUQ3QAvwWuK7fcZdgJFBYgRKM+qvfeodtqXy8mSlF1cDFSqklx3s82tHRLZU1TdO07ysVCLB7/WpWvfI8LTVVBEXHUpA+hK2DRlMdncCr225kRMcufh1yI0ndncSGRTP7zNnkDM5g1doXWLK0Ep/fQnlkPsPKYonwQGlQN1b/dpLbykkOiiA3YiyJIen4lZ/u5iKshe8SaNtDIHkMr2afxNPRA4jye7jOGs5JYufN0L2MWPcCWWV7sTjDCV94ASvyanm95iOK7RaClSLalkVo3VjGb9tOkKcXW+ZgEk+/hH9vaaG1czvTgkuJdUcTHh/OJT+8hMTExP033dsJax6DlQ+CPQTmPQqDzzp+L0HTNO0E8FW0VNZOPCdkUEVE+vpuu4BbMNoqZ5lpStq3kA6qaJqmad83vT3dlKxewdZFH9BYWY4/IZl1g8ZSkDWMrpAwwnu6Ob/0E+5t/RvvM4udwdM5fc6pDBqcyoel77F8dS2Rtb202SMIbckjpTuURqsbpbYQ315Gdng2Wc7RhNmcuL09eCtXIrs/AgKojJm8kz6Wp8JC6RULZ4Q1cKXdR133PoILl5BUVo8tLIqoK69kRV4zT+x+gXqrItvrxxk6lNr205i2YTkR3YdaScsAACAASURBVO1YEpIJn3EJT+720NHRwvjonaT1+AlYA0yZMYU50+bsL0TrdcGGfxvBlJ5mGHI2nPkXcH7RTG5N07TvDx1U+W46YYIqIqKAXKVUqdl66ecYVYh3Ar9QSq07jmO7HLhKKTXNXO7CaCFdfrzG9G2jgyqapmna94EKBNhbuI3CpYvZvX4NXk8vLVlDWTt4HCUp2fitVgbW1zCwuoMBnRX8Th7HQzA1ZzyPIzuGpyo2saY+iNGF5cS6OunuTSa9NRO3BOi2bCW5Yw+DI/IZGJ6PVax0dNRiKXkfVbMRS2QqZJ/CWzEpPBseQhfBjEnYyg9y3ic5vP7z41RQ0mnjg1Yrey1W8ns9ZAQPY7lawElrFxHfUo84nVjGns/TDaGE99Yz2llJdK8fAFeCi19e8EuSY5KNE/o8sOVZWP5n6KyD7JPh5NshZew3/Qo0TdNOWN/1oIqIzASeU0odtNHMd9Vha6qISCVGkZnMvkrBInIVsFApNfNoLioiSzEe9r8Ptl0p9Tvgd4c5Rx5Gu6ZZgB1jLtdTwENKKf/RjOtIKaXCD7+XpmmapmnfF231+yhc9ik7l39KR2MDbXEDKJoyh8KUXFqdUdj8PkaX7WREVRddli5iLN1Mt2wkWnVQPfcW/uUp5J0tQxlSqphVvw0VsBHaNowYTxRt1h2kdO9lmnMoqcmT8eOjvX4zQTvehe4GrMljYeqveCsYno2MoiMQyvC4Qs5P2kR+UTjqfYU9YMOaFUfYuWdQPCDAkzveZKfykeH38kNfKp+E/JiErWs4r/o5cAQRyP8BL3niSKmpY46jHkeQwuVz0ZLcw9knnc1pg05DRCDgh22vwNI/QtseSJsE5/0bMqYd71eiaZr2nWN+m1+llFpsLl+AUct0vlJq2VGeMwOj7ZxdKeX7akb6/XJEhWoBK3AD/ar3Hg2ze9AxtzsWkWyM6UFPAsOVUnUiMgi4E6PicNuhjj/I+axfdyBG0zRN07TvFq/bza51q9i+5BNqigppc0azK388hacMpSkqDpQipa2R6Ws+ZWK9h6JIO0G2LsJwMHl4NrN2Psr22Fzmd4yGNsUZ21aTSjvSG0VM+2C6qSbau52pjhwSk8bi9Xvo2LMW687XsKOwZ8yA5NG8GdbLiyFOmn2hDIrczc8TtpJf1EXEC6VYe3oJzssg7hd/oGbkAO5dcgNrtteT4PNxXnci60Iuonnnds6tfR5sFvzJJ/FJcDJpvkbm2qoQoN5ej8pULJyxkKmpU41gilKw821Yci80FkPSCLj4Ncg5FeSY/6qnaZqmHYaIXAb8FThLKbX6eI/n++xIgyp/Bn4tIo8ppf5PwEJEpgAPAXkYnXhu6HuxZlbKKmAmMAZ4A5gOTDJ7YT+llLrePNWpIvIhEI/R9ed6dfD5SXcBq5VSN/atUEqVYLSB6hvTq+Z1QoAC4DqlVKG57SmMei0DgRkYvbI3AI8AZwA9GC2n7lVK/Z82TwdMVXoKo/NQBnASxnSli5RSZea+D2H0644EdgO/VEqtOMg9aZqmaZp2AuvpaKe+vJT6st3sK99N5bYttNmDKckbyc4F11Mfa9QNSWxvZvbmlcxev56Q9JFsCYWq6F4sSpGcm8rUURVYlt6HR8GPM/7AmPIacqt2YydAWGcW4g4hzr+TGaFpxEQMotfnprN0ERS/g9XqIChvDippJJ9E+njaAvu8UWSGVvKz5K3MqHThe6SIQE8PYVOnEnv1VbQMTeGupb/ik/eLcQYCXNjpYKflIjpK93Jq/TsouxV/wlQ2hcWQ6mhmmpTisXrYFV6BM9PJlROvZELShP3BlN2L4LO7oW4rxOXBgqdhyDnQV1dF0zRN+1qJyDUYszZmK6U2musmYQRZhmLM4rhBKbXU3LYUWAGcDIwA1mB8szYBy83Tthk5EJyG0cEnRym10Dw+g37ZLCISAzxg7hcCLFNKzT/IOH8BXAucjtG19zal1LvmNjtQB5ymlNryFT2a4+JIgyobgaXAzcDt/TeYD/R94BfAixi9p98XkRylVLO52yUYwYoSjEyVFA4+/WcuMB6IADYB72I8/AOdCtx2mDF/CFyB0cP7fowgzah+2y8CzjSvGQT8EyPwkQXEYvTorgP+c5jrgNEi+gxgM0Yb6HvY3zZ6A/B7oB0j2+dVEclQSrmP4Lyapmmaph0H/QMo9RWl1JeX0dnciAKaoxOoSMtj11k/pjYxDYD4zlZmFG3m1DXLyZRItmbmUTQ4F6t04lI2ktIVc4ZtZ1tXC//YNZWHG6v5Z/qPmbm1nHBPIzavk/DOgeSF7SPH4SRUjac30ERP6Qv4d65EhdnwnjQQ97B41nttvNLaQ5U7htSQWn47uoSTi5rpfWAdHr+fiDlzCLviEjY7m/l74SN88kYBNqU4v9NPg3subZVtjG5eRcBuRyXOZHOYk4FBDQyROlpD2lgfvouU7BRuGnUT45LMqf+BABS9AyseMNojR6bD/Mdh+PlgPdK/TmqapmlfgeuAacApSqkCABFJwfgmvwTj+/kU4HURGayUajSPuwjjm7UK41v5ZuBWjMSACiCqb/qP2TjmUJ4FuoB8879TDtxBRO4A5gMzlFKNZrvlhRjf+GB8i9d92wMqcORBFYA7gFVm5kV/ZwG7lVLPmssvmhGpszFqnICRjVLYd4B8cVrofWYmTJuILMEIghwsqBKLEfD4Qkqp//a73u+AVhGJVEq1m6vfVkqtMrd7MYIgo5RSnUCniDyA8Ut5JEGVN5VS681zPY8RIewbx3P99ntARG4HBmFkz2iapmmadpz5fV7qy0upKSmitqSI+vJSOpsb/3d7ICqG8sSB7B4xncrUXLrCnADEdLUzuWwHJ21ay4jKaspHzWBP1hBqxIVPNeEN9zM8r5m0mK3Uef38xXUVaxjFp6U/YbV1KtWVsYRLE6GdAxkSgGHRQdg9I+m1VtBZ/ArsKMAXG6DrAj+d44T1zWG8XzGFup5EksOauHVcIaevK6P3f1bQGxSEOn8uW2fFsrRtBZs2XUovivBAgLmdvVjapuOqDjCwvRhfkANJnMkWZzTptlrypIuG0Aa2R21nWNYw7h1xL6MSzH+H8nth+6tGN5+mXRCTBec8AiMuAFvQ8XhdmqZp33enAUuA7f3WLQQ+UEp9YC4vEpGNGIGLp811TyqldgGIyCvAOUdzcREZgBGciVVKtZqrl31+F/krMAGY1e/7+zngtyISoZTqwPjWfpbvgCMOqiildojIexjRrKJ+m5Ix0ov624ORjdKn6ggvs6/fzz3AFxWEbQYGfNFJRMSKkS2yAGMqUd8UnjiMjJEDxxTH/mK3fQ68h6Mat4jcDFyJ8ZwURhZO3BGeV9M0TdO0r5irq5O6XcXUFBdSU1JEfdlufF4PAGHRMdjDwmnLHUZhZAIV6YPYFz8AJRaCfF5SWxuYtKeEsTsLGFxaSs/AUexIymZZQhwWaccf0kt6ehPZybvAX02HxPKa9Se87R+LBQt/2/chy9tnUmuLIMgXSk5XHGOC4wi1ROD2luHd8jr+PeuR8HisYy4kKHUy73k8vLpG0eKFQUlObsrzMOajpfQ+v5Y9aWFsuS6PNUktlLjeRZVBos/HD3pc5LrDKemegr+qB2dXI73BoVgTp7MlMpFkSxV50kVjSCNronYwdtBYnhj+BPmx+cZD8rqNbj6rHob2vZA4DH74Xxg6HyzW4/j2NE3Tvveuw5g98m8RudIslzEQWCAiZ/fbz44RfOlzpN/ah5MGtPQLqBwoCvgJ8KN+ARWUUrUisgo4T0TexAjM3HCUYzihfNl8zTsxprg80G9dLcZL7C+dz2eYHFgX5Vj7OC8GzsMoVHswFwHzMKYJVWJM62nl80Vy+4+hCfBi3MdOc106UHMsgxSR6cCvMdKvCpVSARE5cByapmmapn2NetrbqNi6iZqSndSWFNFcvRcAi9VKQmY2+TNPoS4grOp0szMqkT0p2fQ6gkEpEjpbGVtZwvDyEsbs3EaKy0vz4EkUxuWxKi4Rm/hQwXXEJzWSm1qO3VINWGgLm8snchcfdkbh6YWzgkIYuWgTRQEPAWskA7oSmU46EaFOPFTQte1JVHkh4hxA8NgrcaeO4i8RXpb1+nB7FMMGOLndUc/Qdx6luLeS/45wsOFmB7X2XqCM7HY/13R3MckVYIdzGivdg/EU7SKiuw53aCS2uPFsj8sinkpypJKm4CY2RRcxKX8STw57kqyoLONh9XbCxv/C6kehuwFSx8OZf4a82boAraZp2omhHuP7chnwGEaQpQp4Vil19VGc72Df5t0YHYD7JPX7uQqIEZGog9VbxfjuXgi8IiI/6JsdYnoauAojDrFGKXVM39snii8VVDELs76MUT+lL93oA+AREbkIeAUj2DEUeO8Qp6rHqF1ytO4ENojIn4EHlFL7RCQHow3z9RgdgHoxMlpCOUzXIqWU30yBukdELgVigBuBvxzDGDHH4QMaAZuI3IqRqaJpmqZp2tco4PdTsXUTO5YsonzzegJ+P47QMJLzBjN46gwicgax0QPvVe5lqz2c1ogYAEJ7XWS01pNbs4cJJYUMESEyJZ+N4TlsGxFHgWrBJh7sIRXExjaRk7KHUEc1ABER4ylz/pLXugezsr2XYIswR4LJX1NLR8dntDg6CPWHMcubxwBbDH53C93bHyGwZzsSm0bIxJ/SMCiXu8NC2NbcA50BRg0I42LXdtyrn2JpipsH5lnoCLZhUX6GuO1c3NHMKT3dVIcO4cWEi/i0PoSxG9cw2LURZbUTnDKJkoh0nGoPGVJGs6OZbTG7mD5iOrcNv42UcDMp19UGax+HdU+Auw2yZsL0/0DGdB1M0TRNO8GYWR+nAMtE5EGM8hMbzFooizGyVCYBpUqp6sOcrhFjZkcWRtMZgK3Ab0QkHWOmx//WMzU7734IPCYiP8OoqTJZKbW83z5LReRi4A0RObuvVAbwFkYgKBH40zE8ghPK0VQW+z3G/CcAlFLNIjIXo/vP40ApMNesJPxFHgKeFpHrMCJqv/gyA1BKlYnIZOBuoFBEbBgZKU8CncAzGJWIa4AW4LcYEbxD+TlG959ywI3R/ee/hzzi8D7GyNjZhRHte5AjnwqlaZqmadqX1FpXw44liyhc/hndrS2ERkYx5sx55E6dQXVUAksaW3m4ooqSxgDKYsEWlUxyWxNDdxUwem8Z40WRm5VPVfwI1nrjeMdVR0igiTApJyGpkciYVhKja7BZOwGIiBhFZNzlrJCTeGqfh921vcSLl4uqFEmby/HZ62gLaYUgP6M9mYwOZEBvB64d/8BXs4nefCH0tMtoHTaZm6x2duxtRzq6yI93M9r1NtWNm/ljBnjPFIIDVvJckZzVWM9ZPQ14rFG8kngmV6dPIbdyM+mL1pLmBosjFHfuFCqsocRIO8mU0+JoYWN8OSePPpk78+8kLsSciezphnX/gFV/A3c7DDoLpt8EqWOP2zvUNE3TDk8ptVdETsbo3uPGmKnxJ4zmMX5gPYf/BkYp1SMi92DUT7UDc5RSi8xkim0Yszru5/M1WC7B+LYtxmj6soT9XYT6zrtIRK4A3hWRM5RSm5VSLhF5HbgQoyvwd4IcvGOxpn21xo0bpzZu3Hi8h6FpmqZ9B3ndbnatW8X2zz6hprgQsVjIHD2OATNOozwlh8WNbSxtaafHYgOliO9sJbW1kcyGGia1dZAXn0UgMpeC1k4q2/fip5H4sAaiovYRFtlMbPQ+guzdADgcSURHTSI6eiLesEm82Gzn6ZomWn1+hrcGmLS5lfCuGvzBHXgcxr8vpfrjmOjPJrLHg3vHq/hrt+Iea6XzNB+BoN9xryuVkrJWLNYGBsRuI5LV1ER2oUSIdkOOJ4HJbjeXdhdiB5ZGj+e9mJn4o5oZsqsA1xYHAa+FQFgE3XHJEGpMk++x9tAY0khbZBuzx8/mwiEXEumINB6azwObn4blf4auesidDSffDgNGHI9XqGma9r0gIpuUUuOO9ziOJ7MrUF5fu+bvAh1U0b4ROqiiaZqmfZX8Pi91pbvYufwzSlYvx+NyETkghZBT5lKZnc+Stm529PoBCHP3kNbaQFpLA9kNtWQHIvE7cinrcVBKF15LI3lhlaTH7CEyqo7IqAYcQS7g80GUqKiJtFsG8FlLJ4ubO1jc3E54h58Zxd1kVrdgtXXiDq3DZ+vBoewM8iczxJ9CSGcH3uJ38e3bjC1rKvXnbaYqOoRn9v2aoqoO7M4CIqI24XEYNQQzGxVZnigyLIn8yLuZAf4W6oLieDVhDqWRSQwLWoF/o52eMiv4A/jCIvDEDaDDaaUxpIGm4CaC48IYnzWGycmTGZ80nhBbiPHgAn6jm8+Se6FtD6RPgVPugIGTj8t71DRN+z75vgdVRCQG2AJc0n+60LfdMQVVROQpoFopdfsR7LsUeE4p9e+jvqD2raWDKpqmadqx8Lh6qN1dYnTsKd5J3e4SfJ5e/OFOemfOpTInnzVuRQsCSpHY0UJ6Sz0ZDdUMaGxEVCwVtly2WULoxM3g4GrGxxaSGrOHqKg6QkK6ALDbE4iNnfK/gRS7I5WCTheLmztYUt/GvtpuEtr9pLZ4ya7pINzjxxNWizukAb/4iQs4GepLI707CLV3Hf69q7EE6onMsdEe/iPWzt7KG/uGs8MF9sgCbKGlIJBVpxhbYyU+fDD54fuY5i1AIXwWM5EVMVMIjd5Nas0eGrfF42/yIErRGx5OVZqVvXFtdAT7GJoygrPzZjApedL+6T19lILi9+Gzu6GxCJJGwCl3Qs4pumaKpmnaN+TrCqqISAZQAdiVUr7D7DsT47s89asex2GuezXwN4zyH9d+k9f+uh1xTRUzKDISSFJK9X5tI9I0TdM07Xuvu62VmpKd1BTvpKa4kIbKclQggIiF8JxBNM27mPUxKewgCL8Ijk4Pqa0NjGquI6O6Amd7C+5ALKuDc3nXkY/T0s1pSdu4OqaIWGcF4eEtZiwhhKioiSQkzCQmeiqhoZm09Hj4dFcTW9e0sq92Hc4WHwntHub2gCAExIcKbsIfWk9rZDtWZSErkECuK5bIvSVQ8QTe7kYcySkkji0nNKGbN3sv4dHUTuobg7BFvk1ItI+4dmHGaj+TvFYcKYmMii8mOvARNZZ4/pm6kH2RUQwOXkRKwVo6F4VQ745AWby0xgaxMauVZmcUU1Im88expzM8MQf5ouBI+TL49PdQsxFic2HBUzBkHlgs3+Ab1TRN046ViFQCVymlFh/vsXxZSql/YdQt/c45oqCKGfmajlH59xzg1a9vSJqmaZqmfd/4fV6qdu6gbOM69mzbTGtdLQA2exADcgcxev75VGQO4ZOAg5U9HnxiIaKni+FNe8jaV8WA2jKCutrp9kewMTyPkrAJZES2cHbmNkKc1XSEgMfioNIbS5l7PI7uHOz+ZHAFE9jtgy4flq46bF1VhHb6ESAFSEERYvETYwMV0UZzUAN11hb8EiBcBTO6N520mlZCS95Ete+F6Ey6s3PITGiiKbqMe6zj+DQmAnfoasTqJtTvYPr2AHOrehiSAJEDunGKiw5rM4tjplARNYzwiEJiWjfSuzqF6n2JSCCAP0ixd6CwLjWI/KTT+d24c5iUmXjwQIqnB6rWQsUKKPsM6rZCRCqc8yiMvBCsR9OnQNM0TdO0gznS/6teCqwF1gGXcZCgiohEA88CE83zrgKuPaCFU7aIrAcGY1QI/rFSqsU8/lWMwE0IUABcp5QqNLc9BfQAmeY+BRitm281x1MPXKiU2mLufytwNZCA0W3nf5RSbx7hvWqapmma9g1wd3VRsXUjpRvXUbl1Ex5XD7YgB+nDRjD85NkkDRpKWUwiL+zZx6J2F65uKyGeLoY0VDO8spSE2nKsnU30BuzsCB9EScwkRma0MWlgAzlBTTR05rKy6WwSKuwktPtxugJEeftPe+4GuvFbAojNT5gKEImdyGAb0RYhxOanztrAHmsT262t+CVAaCCIDHcsyU0ukktWQVMxBEfSkJlLxcw0Inua+Ch5H5ucGbjCqhFLKQTsDJQwLi5q4/T6RiJSvATl+2i3hPFh/El8EjudsBAv060vErWjk9bPnHR1xaHEgzssmG2pHjoGjuDSkefxwIihBNutn3+Qvl6o3ggVy40/1Rsg4AWLDVLGwpz7YOyPwR78Tb5eTdM07WsiIlaMjjyXAx3AAwds/zHwayAVo2Xy/Uqpfxywz03AbzA6Bf0/pdST5vpIjK64Z2B8g/8LuFcpFfgab+lb7csEVf6KEVRZKyKJSqn6A/axYLQ0Ph+wYrQjfhSYf8B5ZmPM93oGeBjoq/r7IXAF4MH4BXkeGNXv2PPNYwuBD4A1wJ3ATcBd5vhmmfuWYQRf9gELgOdEJEcpVXeE96tpmqZp2tegrX4f5ZvWUbpxHdVFO1CBAKGRUQyaPI3scRNJGzaSol4/T5dU8MGeTtpqe7H7vGQ21TJsbxVJtXtxNJZi9XuoDBnIntQpxIwOJygKMlvD6WnKonWjYmCzj0FeBShwBrAnKrwh3bgsrVjc3YR3BUjviiJbJREsQYgILl8nLtVJQ5CbbbYWqi3N+CVAcMBOekcw6XsqSShegSXgQ9mCaR2QzqK5WVQPzuX/s/fe4ZakV33uu75KO598+nT36Tgz3ZODNIqjNGgkJKQHsDBcIYQk2xIYXZLB98IFjOVr4BIMCMP1BRsMAoFhEEFI1kgCJQRGcXLomencp0/cZ+dU6Vv3j9rdfaanZ6YnaRTqfZ56qnaFb3/f3nXOrvrVWr9V32hxbOIUSWkFEYWkxo7Rdr6jcIzXDdZYXItwCkpnT4m/mn41f7Pjm7ivdoDX2A/yimO30nxgluMbOxCbom5Ke6rI7fsmePHzvpPffOEr2DZRPPch2hSW74Bjn8lElJOfh2QICGy/Dl78A7DvlbD7xRBUnquvOicnJyfn2eNdwBuBG8ieEPzFedvXx9uPAq8AbhORL6rq7ePtC8AEWVDma4APiMhfq2qTTFCZAPYDM8DHgRXg957VEX0N84RGtSLyMrKoku2qWheRQ8DvqOqvP55RrYhcD3xKVafGrz8NfE5Vf3L8+krgTqCoqul5x04CTWBSVdvj94lV9V3j7T8EvFtVrxi/vgb4rKpOPsYY7gT+vap+8GI+lJxnntyoNicnJ+cbkzSJWX7oEMfvup2jX/4C9VMnAJhZ3M0lN76I/c97IeHOPXz82BKfXFrlLuPT9gsYa9ndWOWS5XUmluqUNx5kYbhCJB6bO/ex+fyDbNr9VOtldm0k7GgmOGeeoU0Ztl9aoT+7zH3JFxisrHB1Zx/X9i5jZ7qAiMFqyigdAKCOx2m3wXGzwZJpYMUSJA47NwfsefAO5pZPIEC/Ns+hXUU+e4PhxOJuenFEW49CsAlAcTDFZY0S38lxXlaqM92JMQpD6/ORwkv5y73fzN9vewHbk2W+9dStTN7fZLTiItaixiEpFKmXlN6NL+X7Xv0Wbtg1ey69JxrA0U/Bgx+BBz8Kg6xcM/NXwb5XwL6Xw56XQnHqK/jt5uTk5OQ8GZ6uUe0ZTxXgp4BbVfW3x+tfC3yMxzCqFZG/Jrs3/42xUe1tQPXMviKyTmbz8UVgCFyvqvePt30/WVbIq55qv7/euZhIlbcDH1fV8a83fzJe9+tbdxKR0njd64Azv+hVEXG2iCanthxyAvCAWRGpAz9PFlUyB5y5LJol83GBLMXnDMMLvD77KEZE3gb8GLB3vKoybisnJycnJyfnWaa1usLxu27n+N23c/Leu4lHQ8QYFi+/ile97Z04+y/nM0tr/EZnyD1Hm7SXM//7ovHZ0axzYLNLtDpksn6KA+37qaR90kqV5g2vYLV4LTMbJW74bIKjYGVAWg3ZfmWN2asLHHHvZuXIYXS1wPOOHeTm5JsBSG1CZEfEEuM7AUOJOea3OGLWqTstVKAQWvaurLHn8APM1TdIvCLL8/N8/JtfxB2Xz3DY3aDDSfA3gVOo6zDZnuWVR2t858ZpLt2xTMXJrmW7vYA/c27m1rnX8+W916Mi3HTik/zQx/8fnJMxWGXkeCTlGsMg5fB8yEtv/hf8m5feQuCO03t6G/DQRzMh5cinsmiUoAaXvQYOfgvsfxWU88ubnJycnG9AdvDoe+uziMjrybI6DpBllJSAe7bssnme+DLg3D2zd157J8giWnIeg8cVVUSkyDidR0RWx6sDYFJErjtv9x8HDgIvUtXVcaTKHcBWB7VdW5Z3AzFQB94CfBtwC3CcLNyoed6xF4WI7CHL+3o18E+qmo4jVfJ6gTk5OTk5Oc8C0XDAyfvu4fhdt3PirttprWXZtrW5bVx+0yuIphe4e6T8ifg8wBzt1RG4ExQqBba1GiycWEY3I9JWSHXU5WC4xEL3QQwVkvnraZWuZLJXZftxWEAZVNo4O0P2Xj6Lc2nM6skTNI92mPnUTl4bXorhAKkmhOmASEb4TgHHuHRQHpLTLJs1un4WpVLp9rn85AkWl5aotbqsT85w/65JPv/Kee5Y7JAWVxA5DYAJK0w3a1y6tsDLO5u8Olpj28JJ/FKK7oJWzeVvCs/n/y1+L/csXE0xHXHZyfv4nk/+V2ZOriNWsY5LVJsh8T2Wqmsc373JO1/xI7znitdmUSn1hzMR5dBH4NTnAc1MZp/3vZmQsucmcP3n6JvOycnJyfkqYYVH31sDICIBWTrQ24APqmo8jlS5mPvhOtk9+h7g/i1tn34mOv31yhNFqnw7mXHNNWReJ2e4lexL2kqVLGKkJSLTZMrY+bxVRP6QTDj5v4EPjEWPKhACm2Qq2i88yXFspQwomSHPGZOeq59Gezk5OTk5OTlj4iiksXSK+qkT1E+dYPXIQyw/eAibJrhBwI6Dz2d01c084BW5t1zmxOQEQz8AIIgjplstZk+tUl5vsWNjk8W0zUSyiek3EK1inFnwdmCnX0GQwSSyMAAAIABJREFUlghCwKT0ZppU5xwuvXqSKEroHWvi39/nsi/t5mquIdWUftKmpy3KXg1HXMQUOKRNlqMHaLh1BqWshPBUo8E1S0vMrjVoBw4P7iryV7dMcGhXTBpsApuQ+FTbk2w/tchVqxGv2zjFgeJJyvMhhekYqWVhtfWpgHtn9/I7xe/hfxVeylx7g0tOPsD3fem9VOtZsK11PeKJOZJShY4ZcWj+AZo7XX7kxh/kTZd9O86wBZ//bbjj/bB2b/ZBL1wLr/pJOPj6bPmxyiXn5OTk5HwjcivwwyLyYTJPlZ/css0nC4TYAJJx1MprgXufqNHxvfmtwM+Psz+myTJA/tMz3P+vK55IVHk78PuqenLrShH5LTKT2a31sd9LlhpUB5bJHIi3mtRCVh3oD8iq/3wG+IHx+j8kM6E9DTSAf7dl25NCVe8XkV8lM7K147b/8am0lZOTk5OT842KtSmt1ZVMPDl5fDw/QWt1BVVLwakwX9qDu/MK+i99CffUCjw4UWKtWkYlEy9qgx6z9Tq1RovtrQ121U9R7W1QGBjEmcE4s6i3H/VehF89Z6gaurA+G0N1k+t3VLl2wiFaV4KliMXbwGUWq9N0kgatdI2CU6biTVLyJjipTb7AYTZ1hV4hQY1BrGWmvsni8U2ipM2RbSkfe6lycrqFOFmGsjuYZG5jnv3rLjcfafDCzjK1bauU5iOKizGyW1GFYWA4Pl3l7rndfLR2M58dvYy5lXX233+Id5/6FfwwQgFbLBPO7SQpVYmssFpocffuf0DKPu+69p18z8E3Uzz5OfjAv8wiU9IIdjwPXv/LWUTK5K4LfS05OTk5OTmQZWYcIKuK2yETPb4JQFW7IvLDZMJLAHwI+Jsn0fYPkZnVHgVG4/f6789Yz78OeUKj2pycZ4LcqDYnJyfnqw9VZdBu0Vw5TWt1hebqMq2VZZqryzSXT5PEWZCqNQ7O4hWE8wdYqc1wslJmqRywXi4QuR4Abpow024y3dhkYX2ZfcsPM1VfwkiAcfdi/H2ovx2XGkImulhRRtURo0qfuNDH+jFzEzNcU5mi3A9xVxJm21UcHFJN6cQN4nSIa3xq3gzGOKxJh6NssGzW6TiDsyLKVLPJ9GaLKB3y4HyDf7o8pllpjcdt8Hrz7FgvcnAZXnW4yTXhMuWFkPL2mOJMhHEsqtD3fdqThjvm9/OpyRdzt72W7kaZHcun2Ld0mO3rS4gq1nFIyxMk1UniQplO6rBRjNncs8yqcx8i8ObL38y/3vU6avd/CO78E+gsQXEarnsz3PBW2HbVc3Mi5OTk5OR8RXi6RrU5X50846LK41UEyvnGJRdVcnJycr6yWJsS9vuMel1GvR7DXodBq0VrbfWseNJaWyYaDs8eo45LtLCbxvQ26hMLrE7MsTIxQb1SITXO2f1K4ZDJfpeJTovZ5jq7lx5m2+oJnDQhNQ7diUuxxQNUdDvVURlBUH9AYfYYxeopUrfLpoSMihWmvX1MxzWmeiXmWjVmhjUAEk3oxJvEaYhvfAJvgo4Tsmm6rNGhbtp0zQAdp8VMNpvMr63jDkOOT/T53IEODy92QQRNfZz+ThZXC9xwbMhNx5rsD+tUtw0pL0SUt8e4fgzAmjtFs+pwdNscn5p+EXdxHb21EttXTrNr+Rg71k7iWIsCaaFAWp4iqU4QuiXW1GFzfkhr7hD15AgAi5VFbtn5ct5hZph54H9mZZARuOSbzvmkuMFX5qTIycnJyXlO+VoSVcbVe9+vqr/7XPflfERkL3CMcbUjEbkN+FNVfd9z0Z+Lqf4DnP1QrwMWVDV81nqUk5OTk5OT85hEoyHNlWVOH7qX5QcPUV86QdjvY9OENEmxSUKaJNj0URUVz+J6Pr3KBOs7L2NtZjvrU/OsT83SqExinUw8EVWqoz5T/Q7XHl9iurnBTGOVmfUV3DgiKZXplyrUi2WObb+E0ztfzq5Rme11w8LQgyEEU8dJdv4jS5VjHC1sUEjn2T5aYLG/k+sGe9kf7sQdX4oM0yHDpMOabRE5EAc+reKATdOjLl36ZnS2/14UMlVvsdBsUWu1WC9EfGl/jz99VZ9+UdA0wAx2s+PIpdx4eMDNDy2zIzpMZWaYRaO81FKoZmLSwPgcr9Z4YG6Rv5+9kTvlagZrJRZOLLH7n45xy/pfnxVRkkKJdHKOsFQlLVXoacApzzBcqLNZ/gc66QaCcO3Utbxtx7t5nQ1YOPEF5NO/DaM2TO6Gm38arn8LTCw+eydJTk5OTs7XJSLyMuCXgavIvE8fAH5UVb/4NNt9D3Cpqr71abRRI/NNfROZF8saWerRz22pJPysoKqvfzbbfyIuSlQZK0EvJytv/K3Anz/Gfs6F1ufk5OTk5OQ8MapKOOjT3azT3dygs75Oe2ONxtJJNpdP02tukkbRo44zrosRg4hggbhYpl+q0StV6BcrDIpl+oUy3UqN+sQsm7UpQu9cBZnyaMB0r8NVJw9Ta7cotdo47SH91Kc6M0tp9zZGBxe5vxxwHx5BLOxuRFzT2OTg+pDysRpiXcQdEk09zMkdRzgxcYIg9blssJvnb9zM2waXUKIIQKopcToilhEDIzScARtuh3qhw4bpEMlYEFJw45CJZou96xtMNxrU2m1WaoY7LrH87bUhR7aD1SJmsIuFjSleeajHqx86xSXO3RSnYgpTMcFNluLkCGOUFGG1MsEdM1fzsZmb+ET5ZUQDn0tPHOLSOx/gNafPiChCUixnIkq5St+rsWGqrHsgM13iyVNscB+hHVJ0i7xk+0t49faXcHOYUD38SfjIz0HUg8JEFo1y3Zth7yvAmK/EqZSTk5OT83XGWLT4MJn36K1khrQvJyv48pwiIj7wCaAFvA44RFae+fuBFwIfeZLtueeVfP6q5qLSf0TkZ8mMZD8PHFDVN47X/wFZxZ89wCvJyiK/lXH6z7iqz9+Q1cT+EeBbgJ8DLiETaH5PVd8zbmsvWQjPO4D/SFYF6NdV9efH218I/BcyQ54h8Meq+mPjbX9OdkIVycx6fkBV7xtv+xYy455dZCY+v66quXvxV5g8/ScnJ+cbHbWWYa9Lv9mg26jT29ykU1+nvb5Op75Ot1Fn0GqRxo8WTSArazcslIhmtxNOzdOrTNIulGkWK7QLJXpBgUFQYOAFpM6Fn3EEcUSt36fUG+D0IuglRB0lsgUWpmrsna+wMOtBbUjdj3ggNhwZFJlrWXZvhhxotNjWUIJe+WybUXGdjcmjrEycIJAR1/UOcm3vUhbtNpyxYW2qCY64DImomw7r0mZN2myaHqGJzw4wSA1Bb8DMRpPFpWPM15dx05TVSZ879lvu3m+5b7cwMDXMYJGd7TLPOxHxxlMPss9bpzgVE0zFBJMJxmTXN7EYVkvT3DVxKR+dfjkfmfgmBk6R+foK1x39EvuPP0yt2cz66QeklUlGpQlWvVmW3Cl6xT7Btg20fJzN5DCxzb6fvbW93LhwI7dsexEv6GziP3gbPPx3kAyhNAOXvxGu/NZMSMlLIOfk5OTk8PTSf0TkRuDvVHXyMbYb4KeAd5HdF38U+CFVbYvIq8hSeRa37H8ceCdZoMXfkJVcDoEjqnrdOFPls2QGuNeSFYJ5y4WiTkTkncDPA5eoau8x+veT477NA6eAn1bVvxpve8d42xfIqgz/f8DPPs549vLI9J9Pj8f3u+O23gl8DvhXZELPu1X1tvF7/Qvg/wQWySok/ZKq/s6F+nyxXGz6z9uAXyMTVT4nIttUdW287S1kYskbydSyt447OwPcBnz8jL+KiPTHbd1HVub4b0XkTlX96y3v9TLgIJl48gUR+UtVfQD4DeA3VPWPRKTCI8sk3wb8S7Kyz78E/DFw/Xjb7wHfpaqfFZEpYN9FjjknJycnJ+dxUWsZdNr0W00G7RaDdov+eN7brNOur9NvNRl1u0SjIZz3IMOKYRgUGRVKDAslhjunGRbKDIsVBqUyg8oUvfIE3VKFTrH8KLFEVClEIX4Y40YxpX6PStRGohSNLBopaagQCWXxmCgV2Ttf5MA87Lkkplbqsy4xD43aHOr1ONSZ5/5mjYnTsNAUXt3o8x3tEaKZOBL7Ke3KKqcW1xAzYGda4+BgO6/pX8/k8OXZmDSlT8iq06ItfTbp0qBL1wkZbRFQCklAua0sNLvMrh9n8fRhCmNBqVcw3L1X+eDzhbv3uKwX5nD6O7hqM+Vff2Gdlw1OsVA4QmEiwd+RIONLxJF4LJemeWhiF5+rXcunqi/joeI+VAy1pMkNJ7/EP//S+5k+vYYXhZkvSrFCY2Yvx8p7OBFUiafaTM6tEHufYzM6jqI44nBF9Qpeu+3NPH/mGp6Hz+TGYTjyCfi738oq91QWMrPZK78Vdr8UnIvOsM7JycnJybkYHgJSEXkf8KfA51S1uWX7O8bTzcA6WRXc3wK+9/EaVdWPisgvcOH0n7cArycTQW4D/i2PLN98hluAjz6WoDLmCFkgxCrwncD7ReRSVV0Zb3/ReFzbAO+pjmdLW+8ji5b5PuD3RGSnZhEl62TaxVHgFcBtIvJFVb39Itq9IE/4iz/O29oD3KqqdRE5Qvbh/vp4lw+q6pmSxSPJDON2kJVMfp+q/sqZtlT101uavltE/gdZhMtWUeU/qOoQuEtE7iLzcXkAiIFLRWR2rI59bku7Z0s8jfPBmiIyoart8XFXishd45Nu64mXk5OTk/M1jiaW6HSPtBPhVD2k7DJMu3Sbdbr1DTr1DTob63Q2s3mvsYkXBBQqVYq1GsVKjUK1SrFao1ipUqjWsuVqFRD6rQb9ZpN+u0m/2aDfatJrNhi0mvRaTYwaHHEx4qBi6AcB3UJAp1hgUKrR23mQQanKoFxjWKwxLBQZ+gFDP3hECs75GGsph0PK0ZBav8d0owWjlHSkJCPBT3y2OcL+qT7bJkZMVmIm5iKqhZCiOyQwA1wGEIckYUh3oJzul1jubGPl6C6OD+ZwBvupDZSJgeWV8RnBJ7seSpyQfmWDzZkuEynsSkss6gSzySUEvSuJSenIgBY9jnobtM0J2jKgJX0SsWfH4ahDEPs4vRGzvTXmN06z+9RpJnpZtHLkwPFt8MnrhMPbDQ9tK9MoTrN9WOIlrS6/eGyVK8y9VMtfxHjAYqZNDbXIqfICD07t4PbJK/hk5SYeKBwAEVyNubT3EAdO3sVLT32CynqXoN9GrEXF0C7NsjS5k8PTVcyOHoXqEl39MN2kMe50ketnrue75l/HS4o7uGLYJ1i5B+76GKz8CqTjSOuJ3fCCd8GV3waLL8hTe3JycnJynjVUtTO+N/8JsjLHCyLyEeBd44CH7wF+TVWPAojI/wXcO47MeKr8vqo+NG7vVjIrkAsxA3z5Cfq/1ULkz8b9eyHwwfG6ZVX9zfFyIiJPZzwnVPW/jY97H1nGyzZgVVX/55b9PiMiHycTe549UQV4O1m0yZkwnz8Zrzsjqpy6wDFvILsq++2tK0XkRcAvkkWZ+GR1s8/3Z1ndsjwAKuPlf0VmfHNIRI6RiS8fHvu4/DyZ2jUHnLmSmyVLMfoO4GeAXxSRu4GfVNV/uohx5+Tk5OR8FZL2Y6ITHUZHmwwermM3IsTKo/YL0yE27eOkIRUpUC7sYsfUPpw9AWkaEw2HxKMR8cqQ4bE63dFp1FqyhwOCIDji4ogHKKkmjCRlrWBYLk+xvGsHm1dN0pqYpl2dZFAoMwwKqDz6xtpYSyEOKUUhQRwx2eswFyc4cYITp5g4RSILsRKkULKGsnGZqgbsmEvZMdNjutqm6teRqMmoMaK7mTJsl4ibcySrVdKkSDOusJHMY+MCkniY9NFpQFPjaeTGjII6id9jWIuw1jKReMymAXMU2GaqFGQP3XSUiSVej2NS5y45RdsM6MsjU7grtkA5CdgxLBJ0OhSbJ5nYPMZ0o05hLNhY4PQs3LHXsDRXYmO2hNZc9tqIa8IO35k0WeyexvTGAo8LUcll6AYsVac5PDvPl6au5NPlm7jHuYZYsqo5O4enuGr1Pl5w+h+ornUJWl2cOOufAgO/yvHaIsvbKgz2D4iCk2zGt2M1BWBPcQ+vmr2J509cxo2psNhexVm+A+78VRiML3/cIuy4Hl74Lli8EXbemJnNyqPPvZycnJycnGeDcQbHOwBE5HLg/cB7ge8mC2w4sWX3E2T3+9uexls+1r35+WwC2x+vIRF5G/BjwN7xqgrZPfsZztcVns54zvZbVQfjwI/KuB+vB/49WWaMIbMdueci2nxMHldUEZEi8F2AIyJnOhYAkyJy3Zl+XuDQ/0Z2zfYREXmdqvbH6/+ELGTn9ao6EpH38sgP8jFR1YeB7x7nir0J+MA4xehNZF4utwDHgQmyaBQZH/dF4NtExAN+kMzUZ9fFvGdOTk5OznNHEsf0mw3SVkhyesDwcAO7HOINs58uqymNcJV6eJq21vHnykxMLFANJilSQCJwhoo/dIhG0B0OaY9C1ruWkRFSAwmQFlziYo3EQCIQGyERiIzQCTzqtSqt2jSdSpaGs1U0cdKU2qhPbTRgurGOGyU4UYpEKU4CXmrwcSm4AUGxTLFUYaJcYWF6wEyxz2QhouJ1KbltPGkhtslo2GLQDhm0E0adEtHaPPHROZZ6c0S952OjR17PDAJLP4Chp0RBQlQKiUwb6wwwDCjZhFKqFKxQSoQJ61GzHkXx8cQhFYjFIXaU2A1p0adOyhdlRFdGqJz7mQ/UpWZLLMRVioMihW6XQnOT6toxip1TePG58sy9AE7Nwf1XCcmkYa4acVmlww0m4jWp5YwUkXQNcWKIMETGsBKUGNUM7XmHu2cu4U73eu7nah7iCkINqPVaXH78Af75+q3MbDYJWn2kP0DGlyOJ69MqTLA+U6S1w9LZ3qRpjjFK7wWg4lW4ZuYa3jR7Cy/yZrhy0KO8di/c/UnY+C+cvayZPQgHvhl2Pj8TUeavBMd7Zk/ynJycnJycp4iqHhp7nH7/eNUyWYbJGXaTXeqskQkUpTMbxoEJc1ube5rd+Tvg50SkvOXe/ywisodMI3g18E+qmorIncDWJxPn9+HxxvOUSuiJSAD8BZklyQdVNRaRvz6vH0+aJ4pU+XayUk3XkPmVnOHWcUcejx8k++A+JCJvGKf0VIHGWFB5IVka0ccvpqMi8lbgY6q6ISKt8Wo7bjMkU8dKwC9sOcYni2D58NjQpsO5SJacnJycnCeJWkschcSjEdFwQDQaEY+yiI9oNEKM4Ho+jufheB6u5+N6Ho7v47gerp+9ttbSa2zSa2xmpq2NTTobG7SWlunV6wx6baItN+hbEbIqN44RjBjU9QndgE6rSjce0KtU6Zcr2XyuzKAwQT9YYOAXGPgF7JNM0ShEIbVRn7lem10b6xSjlJoatnkBi7UqO+cK7NpXY6Lo45kuLkPEtkmSJlHUZNjv0himNPqGzsglGvpIs0hzVKQ1KsGoDMNpGO1GRxVIHpkSZLH0iwM6pS7d2RUir4urQ0ppSjFVPDU4ZI9fLKBWs4XzPPMV6LvQJ7tK2YpRwcPFVYOHg68u07bMjriA32tTbawx0Vij2F7D9NuYOD57bOoo69Nw50HDiTnD8hzUqhFXuSOuGsK1owKhBERBAJVJ1qYGnC7CKDCEgSFyDE2ZZp0F1nUb6+k2Vobb2ejOUj7cY7pV5/LGXdzU+gTlXhfRcz/jahyGhTKN2QXq08LGzib18ilC+zAAnvE4MHWAl8+8getq+3h+DNubpzCnvwS3/6eszDFAYTJL37nqn8GuF2RCSmHiSZ0nOTk5OTk5zybjyJQ3AH+mqksisossQuWMLcb/AH5CRG4jM2D9hfG+iYg8BBRE5A1k998/RRYscYY14DUiYlT1qdwv/xGZuPMXIvKjZP4vU+N1d5IFP+i4X2fMYq++YEvneLzxPIUuAueyZTbIUoxeD7wWuPepNghPLKq8nSyP6uTWlSLyW8B/JlOkLoiqqoh8H/AHwAdF5FuBdwO/Oj7+M2TizAXdiy/A64BfE5ESWejPm1V1KCJ/SFaZ6DTQAP4dWZmpM3wv8FtjNe5BslyznJycnJwLkMQxjdOnqJ86wcaJY9RPnaC9tkI4GBCNhiThs1e1zzdFSm6VolNlKpjHFAyqKVHcpi0DVopF1me20ZicpT0xQa9UpVcq0Q9K9ILiBSveBHFEMYooJyk7w5jJBGYKBQrGQazFpCmOVcSmmNRibIJJY0wa49qIqhOzZzplYTFmqthBh136rR6tVkS969FdK3L6+CTHRzVs7EPsIfEkTjKLlzh4iYOc9/BDSLEmQU1M6A4YeX1ip4sN6thCBJLiYHEAR0BFUcmuAmYsEIKoUKZAWQNKGlBQDweTTWpwcHAwuGdfn5uMBceCLy6ORog20MFRaN6D9OqYThftjtD+I6+p4pKlMaUs7RYenHU4NissTwv1GszHRbb1J9neKXNd7FE1Paq7NhlONTghFgYha62dLOluTvi7OcEi3W4FXVcKwwGT3RaTnQaT7QZ7Og9wWXzX2fdVEawXYIMCvelttAOfzWpKY7bFau04oWQPxM4IKDfNvIFrJi7h+lTY1d3EWb0bvvwhqD9Edj0nMH8FXPntsOuFsPhCmLk090PJycnJyflqp0tmwPpjIjJJVtXmw8D/Md7+38kiUv4eKAAfA34IYBxg8G7gdwEH+GVgaUvbf05WcGZTRI6p6vOeTMdUNRSRW4D/APwtmaCyRuaX8nlV3RSRXyWrIGTJTGf/8bHae6LxPFVUtSsiP0ymQwTAh8gqHz0tLqqkck7O0yUvqZyT89WFqtKtb7Bx8jj1k8fZOHmc9eNHaK2uoDa7mRYxBH4RjwCjDp74+KZI4JQoOCUKTpmiU8V1fDAukZNFVahaVFNUU+x42arFagKakqRxZibqlTBegdA4nC6knPISVguGRjGgXSrRLVfGoknx0YauqhTiiEKaUhQouS6FQoAX+BgD1sYkSUg6GCG9Ac4wxB8mBCNLIQTfCp4aPCBQ8FTxNcWzKa6muNbiqkViDx1VcEYBbuSikmJNhHUirAmxJiJxB+CEIClgQVIUBbGZIIKenVvRxw0wdVQI8AjUI8CjrAFlLYzn2XLRevhqSG2K1R6+eZiCs4QRRdTB4pLgkWJIFUQGOPQQOpiwgeluIN0+tp0Qtl3CjoemWadUlLCq1Gccjs86PDQnPDRnWZmBYSBI6uEPpyi2J5nruyyK5ZLJHrv3r1Cb7AIQpy5HhpdxZ3gNx/r7CAcBlWjAZK/JZGczE086Ddw0PTtuK4a4UMJ6PsZ1US8g9gtsFl3Wy0M6lTU2iscJ3REAZa/MgakDXDZ5GVdP7OcG67KrW8dZvQeW78gElDMP2qrbYfv1sPN5WTTKzuflUSg5OTk5Oc8JT6ekcs5XL7mokvMVIRdVcnKeOzS2dJfXWT50iNWjD7F8+BD11RPEybmok4JTpurNMOnPMxNsZ9Kfp+pNYcQhIqEvI+raZ8V2aDCgKyMGTsKgYIh8h9h3GXkBsXFIjUNqzJa5Ofs6EYM1DpHr0guK9IISAz94lNmnl8QUopBSFBPEipcKYgEb4SYRhWhEcNb4NSaIUwqxoRj5FKMCxbhEIS7j6LmAzEzciEmdCJUYKwkqCVZS1CQoKSopamw2F4uaGCsRmAQ1NrMzOw9XHUrq442jQx47UsTBxeCpc1Y48dUlUBdfHTx1cRCsWlJSElJCiYjMCLFt/HQTVzYInCWqzhKz7lE8E5LGQjI0pCOHZGRIzsyH2XI8nuxIED33OXdLhqUZl+PzwtFtKSfnlaVZiD0BBX9YZaJdYkfdYf9qwpXDLvv2NomvtISLgAf9uMjRxn6ON/fQbE8ifaU66DLZ2aTWa2O2XGOkxiEplLGulwknfgHrB8S+TzuArjekH7To+HW6fpuO3wGBXdVdHJw+yIGpA1xV2MblccJsewVZuxdW7ob6g+cElMo22HFDJqLsuCEzlq0uPCN/Rzk5OTk5OU+XXFT5+uQZEVVE5LeB06r6H5/i8T8F7FfVdz7F478HeLuqvvapHH9eW7cBf6qq73u6beWcIxdVcnKePdQq8dqA8EiLaKnLqNVlY+ME9c2TbHaX2BwuM0yzMrmCMOHPUQ4WEH+OoVel7Rdo+JaukzDwU4YeRL4h8R1S15B4LkPPZ+QFDL2AkeuhFHBTl2IElZGlPEwpj0a4qSC4me+JglEQBVHFqGIUjFUcq3ip4qaMJ4ubWvz0zHrBsY9O57ng+LEoMVZGpKaLlR7WDMCE4Fqsa7GOErugF5OCq+AgOJqZzGYpNgXKZKk2JQ0oEVBSn5IGOGqwW9KPDYKIQQCLkmoMDLE6QOlj6WIZkDJE6QNDjAwxDHDlzDQiMF0q6QYmjOgOHbpDj+HQZTj0SAYOMjAEfQiiRw8hFWiXhVYZWmVoV7J5oyIszcLJeaHv+ZQGRSY7LttasLMRs78+4LLBgJ0aE8wlDA/C6p4CxwoLbA6nabdrDFpFaCulTo/qoPuI9x35BYaFKolfQo1DybEYP8D6BUIX2kGXrt+i63XPTkN3xGxpnp2V7eys7mB7eTs7y9u52pTZN+wRbDwIq/fA6r3Q3eIGU9sJ267OhJMzIkrtcQsP5OTk5OTkPKd8NYoqIqLAZap6+Lnuy9cqTyiqiMhxslymHVvKKiMidwDXA/tU9fiz2MecrwNyUSUn55lDVUnqQ8IjbVr3nWLtwYdpdFZoRWu0knU64ebZfSWYYHNqJ0vTO1iZmqdZq+G4UE2HiEDo+sSuSyIGYx38RAhihyASCpFQDIXKMKEyiiiHKcUICrGTVVoZp7RwNsUlIUVBDVlIh2Tbxp4g2SRYEaxYUhOSypDYDEkkUwYcdShYn6INqGiBkvVwNUWIUYnAxKiTYJ2EWFIikxKamKHExJKe90FBiaydsp6ZZ8s+Lq5mkSMuDq6eiyRxMlmEM7+PNmsKQ4wjPZQmfRoMtEMkbayj5VHcAAAgAElEQVR0cOjiSZ/C1kn7FLWPm6bYREgSoZM6dFOHYewwig1RZEhiQxo52MggkcENwQ+hOIJC/MghWaBVgUYVNqvCZg02yy7tsken5NEvuwzLLnFZCBwoGUvZSSk7MVU3ZtILWQhCZlylNI66SRKh2Zuk2Zum260y6heJ+w7aBb8dUur1HpGxNCiU6JSn6BeqhF4ZdQJ8sUybEH/sa5OKpeU3aQQNmkGTYWnE3oU97J3cy47yDhbKC+yo7GB7MM38sIvbOAL1w1nazubDsPEQxOPiAeLA3OWwcDUsXJNN266B8swz8eeUk5OTk5PzFePpiioXEkBE5D3Apar6VhF5FfB+Vb3o6ji5qPL0eSKj2jMcI3MW/k0AEbmGLSWZcnJycnKePGGSErgXF40RbfbZ+PJhVu55gI3jR2l0V2hF6wzskG6lRrs6RW9+mnr1eaxPL9CamKFfqWJdh/lOk+2tTfa1Grzg5FE8mzzxG56Pm03DMly4Js+jMVZwNIv4cFQwCGacP2Mw+OpmAoYIKooVSyIJMX0iSWiQsiEXNqD31KGkAUX1mbFFiuqNBZQilbH3iI9PiBLaDiENYmkSyyapbDBihCMxRhKEGIcYQ4KRGEey156EBDKizICq9vHiJEutGRqq4xSbcOjQD10GI48kMfRioZ8Ibqx4cQmjF/6p9MYTwMiDfgH6gTAIDMOaMAocIl/oTxhG04Z4SmDK4hVSZtsJsxuWvSuG69cKOB0fAg/reYSuz8AEdJ2AjVKReqlAKwgYOA5dI7SsciK2+KOIwnBIud+jNDxXjtghpEzIoFCiV6nRmpphMDdB5JVIHIeCEzKnESWrlMf9t4R0/DZLYwElLIfs3r6bK2ev5A0zb+CK6YPswsU0jmeCyfLDUP9YJqC0TvKICoq1RZi9DG546zkBZe5y8AoXedbl5OTk5OTk5HxluVhR5Y/ISij/5vj128kce38OYFwfe0lVf0ZEZskq/ryM7KHafcArVdWKyE8APwzUyCo6vltVP3GeulYgcyV+PZkz8cPAG1V1TUTeAfwsWU3tOvAzqvrH4/XvVNWXjfujwI8APzp+r98HfmLch3cA7wLuIKsMtAL876r6ifGxnyZT9373Ij+bnJycr1PCwYDW2gqt1RU69XXSOEatxVqLWktqUyKrxGqJFCKFWCEyhtC4RMYhVOglSjNOaSVCSw1dHPrGJTIufppQSiNKSUQpjSgmMcUkphSHFOIYLwoxcUjbJDQrVTrVSdpX7aBdu4ZWdYJ+uQKSCRVenLDQ6nPJ+hovXjtMOerg6uCsMaoTl/DiWby4xlRSo4yLMQmOSXEkQUyCSIpIes5kVRSVrHTx2eoxCIJg1IyFkkwsMQgxKaHEhMSEkmTLEhOac+tGxKgozpbyvR4uHg4ldfEp4Vk3KxWsgq8OBfXxKGKkwNAautqjLZv0pU5PVhjRJtI2Vtu42qakbSq2w07bBwW1glqIrDCwhmHqEScOSeKQJIY0MdjEkKRCnAicmSIHd1ghGJZwLqDvhC40K9Auw6AkjHwY+RA5gjqCekARtAKmDG4Avm8JKgluGfwyFAIoGvCMUCP70UIAFbxejZlWg0p/xJHNa/hQ/2bupchILHbB4mxLcTXCTyOK8ZBSPKAU9imN+hTXN3BQZoCtMR2x69Et1egXajRm5xl6JUIvIPEUnJSSGzGZhlRTw2ziMS7GjMXSNV2afpcTXoeoGOHXfKamp7h85iDfXnoRVxIwN+wijaNw5Hb4wgegcRSSLVKcV4KZS2DxRrjuuzMRZfayrAKPXyYnJycnJyfnySMiZeA2IBCR3nj1AWAR+A3gCrJnY38B/Jiqbk0gvmVsgzEH/DHwg5qbr140FyuqfA74XhG5gqzm9JuBmxiLKufx42TlmebGr18MqIgcBH4QeIGqLovIXjLR5HzeDkwAu4CQLMVoOD5J/vP4+AdFZDsw/Th9/mfAjUCFrPTzg2RiDWSlqD4AzAJvAv5SRPapauMJPoecnJyvcawqm3HCepSwMopY63bZaLZodDs0Oj2a/T6dMKJnLUPjEPkBkRcQe5Mkvos1DonjkjoO1rnYf6FbUKU2SNjWCFlsJ6QOhL4wKkPfsSSuZgapWFQsQoqrFi9NKI9CJvshO9sjShvHCZIIRxOEBB0LIWcQ6+DGVbxohmpSZpeWmXc9Jh2Pou8hwcWYi2R+LYqSaJpNVolREhUSNWT1bmJSjUk0wsVl0pTwxMMVFxEz7pfNEoIEBEURIpQhMBAzdhnpM5A2Xa1jotME8RoTYRM/7lGJ+pTjIaUoxIsSNIIkMkSRQxIZCAVjHzmmBmUaPP5NusO5H6LIgdCD0FdCTxl5MKgIzQVolYVOBeISaFHxvJSSkzAtKRPqUrYeexkwGwxhUuhP+zRqHqkaNDK4dY+kXqTTqDGMSxgXxIXIMXQkoE/AQAMGNqCvAaF1wCpBFOKEEcXhgNKoz2LyWS4Uzxt6AcOgzCgo0itMsFFZYDRO7UodAWMxJsWThJoklMRQSVwm1QFSYAApaKqM0hGJnxBXgFpKdarK7Nwsi7UJdqsyHw2ZGnbxu2vQOgFH74Mvfehcug6A8WBqbyae7H8VzOyH6f0wc1nmhZKXL87JycnJyXlGUdW+iLye89J/xvfN/wb4EpnAchvwbuC9Ww5/I/ACsmc7XyYrNfzRr1DXv+Z5MncEZ6JVPgM8AJx+jP1iYDuwZ5yX9VkAEUnJakFfKSIbj+PDEpM9VLtUVe8m+1LPKG8WuFpETqrqClmUyWPxS2ORpCEi7yVLXzojqqwD7x2rb38mIj8OvGE8xpycnK8Q8WjE/Z/9JPFohFco4hUK2RQUUGvpt5p0N+u0V5dpHDnCoN0E1axkr1VQi6pirWKNQ+yWaFXn6dRmaZcLtMsFeqUy/WKZXqFMr1CiXyhhL3hDV0LKBXx/Ai+Js4oySUIQp9SGFq8fopqgCFbB2qx8cGpTrE1BU1ybleQtRjE7+ykzYUopVlxrESyYBGvirCSviVATP2553QtiDUZdxHoY6yJaQqyLYw2+CkUr7KTEHmeSminheO7ZPBNVJdWEQVon0ZNkNll9xOmSmi7q9BFnhJEQV0I8QgJCPBtTsIAqYhWsjnWSM8s6Nh6xJNYhti6RdYnHy4l1SKxDak0mxFgHk1oq4ZDJKGI+jJFISUeGNDLY+LFvuLuuxyDw6BWhVYLetNArQLeYlfy1ohgLTio46uIYF+M4GMdFcJDYRWI3c891lGxnRR3FCiQIKYIipCrgGBzPx3geFcdFxZAmDunQIU6E1RjWEsXEFidNMTY9N7cXTl067wsle2g0xAd8oCaG1HVQ1yH0C7S8Gp3KPNGUR+oa1IBjLJ6BgloKjkeAi4uhDOfJSOd8ZlJriZyE2I2zOtJFl3LJZ7ZUYKFcYGe5xM5CwKQITtSD7mqWnrN8Au4/CaP2I7vulWByD0zuhn0vz0ST6f2ZkDKxC8zFpbbl5OTk5OTkPHuo6pe3vDwuIr8DvJJHiiq/qKotoCUinyILbMhFlYvkyYoqfw/sI0v9eSx+BXgP8HHJSmT+V1X9RVU9LCI/Ot52lYh8jCzsaPm84/+ILErlT0VkEng/8NNj5e1/A/4t8Hsi8o/Aj6vqocfox6ktyyfIzHbPcPq8cKbzt+fk5DyL2DTl3k//Hf/rz/+YfvOJA8TEmcd4e8C/GkxA6pSwThHER9TFtQYvFTxgLoK5OlCH1EAvEIaBMvItsdslMZsgI4QRjh3i2BFGE1yb4hDjSgrohcUOFYz1MUmAkxRx1MMAKhZrYlJnROKMsM7YXdQF60JE1qRRL0tncRKKXkzRTbEqDEKfXuQRWUGtg7EujvUw6iMECAVStVhtUdURM8ZlQUrMUqXm1CiYIuYC3iyxjemka/TlJOI9wKR7BzvkNFUGpJGQDDNfkDQ0hEOXUegTjjzi0CEdGZIQRiODSfyn/F07JDgkBBfYljhKtwj9okevBJ2ZTChplIVGReiUoFeETlHoFaEfKNWRMNeGuZayre0wM3ApRw7lUYkoDQiNS5wYOM82RoG04BEViowmSiS42BRMajFpghfFOGmcCWpJjNFHCiJWLJEHsesQez6J65G4LuobpKw4bkoiHiNbYGjLRPhYcVAxWDHoeGJs1IsoIjGOifEJ8WWER4Ij4Aq4Cr518dOASQyT5312oQkZOSNiL6bn9RgGDl7BoxAUKBUC5hzDNmLmdcRc0mVmVKc6WMPrriFhF9oDOE8jeRRbRZNdL87mZ6c9UJp+VCnsnJycnJz/v707j7csKwu7/3vW2sMZ7lRjd1V3Vw9A20xNIAjmjYKaQEB4UfOSREEBhRiDAwoxoPJR0YQPkry8xigvgtAgs6JvwARoBQUShk6DNjTQDT3QU3V1zXc490x7r/W8f6x9q07drlvD7b419fOtz/6cffZ09z7rnntqP2et5zFmQwWOpmVbkZM6JhyXiFwNvIU0iqNDigF8ZdVmD0zM90mjPcwpOuWgiqreLSLfAX4IePkJtlsiDQF6jYg8AfgbEblRVT+tqh8APiAiM8AfAb9LymsyuX8FvAF4QzNE6OOkoTvvVNXrgetFpE0aevQO4PvWOJXLSPlcAHaRcrisuEREZCKwsgv42Cm8DMaYh0BV+fYNn+dz730niwf2k5VHb7XbfpqZYjOzfgavmxhk2zmUzzKMUzhNAYPaQRRSURkRoqTnwSljn4aYSIw4DU3lFqEYOcqxw6nDa47XEpg+8XkSiH50tEeJHxP9mMoPiX5AyJepy8Vj9slCQRHbzNRb6IxbTEnOVD6i016i2+rT8oFitIV8sI18sAUZrvEtvoC6VItYUaJGIhGPx8mlyKqb2KjKgBEDnWfk5gmyH+/uYJN8lV18GzdQxgsZy4sl+xdnuHVxB1mvpjV88GdvFOi3hX5X6Hegv1lZLpTlQhjmMCrS8JhBBsMs5Q2pPdQ+BbBCM187Ofr8eI8OxjlQQNulKjRt0ZT8NCidClq1Y/u4ZMewjdSzcGgKxi0YQNYb0Vrq40NkBIwcDPMW87ObWZyaY6k7w9LU7NHHqVl67SkiHmpF6ph62YSml00AYsQFkKBIjGRVTaseUWhNJoFSB3Slx1RYohuWaLGMjyN8SPtloUWmGTPRs1kjmdY8KLLz4F80CKlSTuWE6D2SCVnhaeU5ncIxVWZMtzyzZcamVsbmVsbm3DHtlDIqrh5CNYDeA3D4Nth/NyzsBp2ohOSy1HNk0+Vw8bXQmoNyBsrpNLVW5ieWldNQTFnQxBhjjDm33ANcQRo5suJKUooOOCb7+xH/Lymf6I+r6lLT0eGFG3mSjzSnmxDg5cCmptfIcfcVkecDtwJ3kL4HC0BscqpcAnweGJL6Oz/orkJEfoCUhPabwCIp6hZF5CJSfpZPNfv2SP2m1/IrInIDKcr2KlJ0bsV24BdF5K3Aj5CS9nz8VF4AY8zpqauKPd++hVs/8zluu/ELDAaL5K7kyqlruWLmGqZliiiz7FbhNqk5OHJkdRr+EdLIDADGLnJoqgcSKARaKCVKCbRUacVAqZGMgEOBJihBTKV8U6iEgFKRbncrlFoitQ9UrqZyFSM3IqwuzQuICmUs6YaC7miWTvR0g2NKHVPeUWae3OXkrk0pM/jYTn+9KmARatdjLIsMwwIjduNZwNEjACGrqfNA8B6NLTR0kboDsY1QIJqjMkLlIIXsoy17mJb7mJO78XGeMHBUy56q7xn3MpaXSvpLJXcsbcdNXMqoFXlg84B7rhbu3+LYPwOLXVjoSEq0WkAePJ1K6NaOdnC0g9CqHaUKeYQ8Cj5kdEJGJ2YQCqhyVHNizInOEZuhK5p71PvmeYaSoZIRyanqgtG4JFSKjAPZcEwxHNIaDmkN+nQHPdrD5YkhNMsEN2BhZhOHZy9icNkUw+k29VRJ3S5wLiJjGPS66Dij0JqdS33KxQVaIVDEmkwUx8qUgm9CBI0puKIp/YvTk+f7iFJClpF5pcyUTkvxXnEu4twI54eIU8Qpzivi0zxO6Tpluxe2ucCWMGImDCiGS0j/EPQPwNJBCOOTnsPEbyd0t6UcJpc9Ha69IvUk2XRFCqRM74T15P8xxhhjzLnmw8DrReRmUqeBHwT+T+AfNev3AltEZFZVV/qkTpPuq3sicg3wb4H9Z/a0L2yn9b8sVb3jFDZ7DPAHpES1h4G3qurfisi1wJtIAYwK+ALwM8fZ/2LgbaQkOj3SL857m+O9mjT0SIGbSL8Qa/koqVvTLKka0Tsn1t3QnOcB0i/eC1X14Clcm1mn+SrwpfkeO8uci8ucwpIUXlBUldivCYeGjPYvsXDHHpbvO0B1oM+w1+POxZu4t/8tStfmyVuexczma7nZj/nsWMl6Oa5K34Y7ydjiYLYQZjPI8wqyETUDhixRyTIVJUMkVZYhVZc52FSVGcvplwp2KnS0oK05s9qiXc/Q1oKOFnRo0dWSaTqU5MjKmCDhSIZTJRL9EsH1qKVHLQcYyAIDt4++38uS38OhfB8L2Zgl5+hHhy478iVHqycUAiWRAqWF0pJIS5VSlDZKm0hHI2GUMern9PsZC33hwLJQ9Nq0+u1jrieKcnBOuG+Lcu93Cbs3C/tnMka5Z8tixrb5jO6gZGqxQ2cxBwSn4GPA66nkAEmC8wTfJO11nug9URw+BvJqQF6PycKpt0dwnlHZZly0qIuS5bmtLOUXQ+nQPEckZQ0pQ0iVbGrgcJ0mUoLUSCTKQaJEokQC4Uip5iCBcdoCFSVIILqIOMFljtxntJ1jygldgSlRpohMU7OJEXM6YDYsMj0+THfwAPn4ELISNHsoylnoboHOFpi9FHY+Kc13tqbhNUU3DcPJWukxbzdTJ5UZzjvgC+tRYowxxjwy/HYz/S9gE6kjw4tV9esAqnqriHwQuFNEPPA4UvqMtwP/ntRj5cOkYIx5mMiFWCmpKan8mCZR7up1L2Oi/LI5M/LvepxuedsHgHQ/uq3I2FHmXFIW7ChzdrYKdpY5l7YKrmqXbM79g4Y5mLMrjgJhfkh9aEg4NKQ+PKI+NGC8r0eYHyH1se21OD7EF8d/z03FPIe27qTbvZyLR5vZejinWIiEmH4XtmbCRZmwNXe0XOCwW2KfHGbe7WNJ5pl3MJCjQ0dFU++UUoUST6meQgtKSkotKbVFSYsMT9aUAPY6MY/D6wgvA5A+wQ0JUlM107iZhi4wdDVDCQxcTd/VLPplDmVLHPI9DmQ9Dvgey34AmpKjtoeO7ihj05Jn66Iw1/NMDxztoaOsPD46FE+VOcbeE7wjqwNFCJR1oKgjRR0eNJV1QFSJThhljkNTwkJXWOg6llpCry30C2Gcp8DG9KCkPWxRVp5yHPGr/s4PixaL03P0212GRZtR2WJUNFPZYli0qPOC2qfcIUE8vg5IrCFUSKjIqgGu7uOqHi70gSFRKrxArkKhQhGhHZRWDUWAMkAelCKm16vKhVGhDMuacVZR+dRbKLqKlo6Yc5HtXuh6R+EdpfeUPqPMPG2f0cpyWt7TznPaPqdwHgd4VRzgtOmVouA04lBEFaeRctSjGC7glg9Ab3/qIRKPEwQSlwIc3ZVpW/N827HL2ptTYlaNJ5k0BUi6W9M+2frz1RhjjDHm/CIiX1HVp57t8zAPr3OqP7CIfIZUAuqPT7btmdbkd/kOkKtq3dTx/pCqvuesnth54uJe4DU3HqafjdjfDuzrOA5MldzcbfGZokVfju25Mpt5rmqXPKpTcuXKY6fkqnbJ9HEScl6o4jgQ+zVxuSL2K+JyhVYRv7lFtrWNny4Q99CDT6qKDmrq+RHhcAqYhJX55jH2j95wBg30wxL3cpA7sz67y8AD056D0x0Od6ZoZzNs121cvfjP+D/21hQP1BwYKzXgicx5KPKKg/nd3JLdzlddj7bzkM1QuxRAEYXN2uHSsJmtOsvWOM2sdslxBBlRMaKSIbUbEGRAlD5R5olumbEbsOj7HJIhB2XIfBwwrwN6oc8g9sjrSGsMrYr0OIb2WGmvzI+gPXa0xsJcDdtrwUehcp7KZ4wyzzjLGOUdhtkMozz1BNHjBQI1DUKqvVJ7R+1z+kWH+c4s891ZslBRVkPKakBZjyjqEUU9Ro47JPbB2sM0HflxCL3OFEvTczwwNcdyZ5phu0tVtqnLFsG3CCih7jPWRQJ9IkvgDhDcPMEfBA6h0k8HrFeuAcqmB03plLJQilxptZRCla54piQjE38kMWsUISLElQStOMYiDHG0xfMoV7ILx0V1zZZqxOxwiU7/MPng8Lp+j09IHIhPgQ+XQXtTCobMXAI7ngTd7TC1vQmWbDs6395s5X+NMcYYc94QkbeRCrP8zjr3/zXgKlV9xTr3fzHwUlV99nr2X3Ws8+Ke+6RBFRH5XuDNwONJ+VFuAX5JVW98KD9YRH6LVDb5Jx7CMWZI3Z/+ObCZNJTnLx/KeZ0qVX3umfg5F4p2rHj0wj0MZcQuGTJiSCUjxjIkUFE7x6AoWSq6LLRmONiZ5WB3E387PcNHWp1jjrU18zyq2+LxU22eON3m2ukOV3da5A9DcOFMCssV1b5l5u/Yzd477mTYG6CxRGOBhjTVOCoHIw+VE8YOgkA7QLtW2grdrmdmc5vZ7VN0t06RbWuTbWnhunlK5joKhKUx1eE+/X2HWNx/mMMHDnF4YYHF5R5LoyH9UDEQGDphkAlDn6ZBJgwdDKcdoznPsChY6k6zODXLUvciZuIlPHop8uhe5MlLgUcdrNn8nUi/Ug7UI/bWkQOuQn0f2vOM3H76/iB7c49mK0MWOpTaYU47bIlzbA3TbI0zFET2un3cI7v5mvsyh+O99Kt9FKOK9hjaI6WzEgAZNUGREZSVkNWe2eiYxXGp91TeUXlH7R1VNnfM89o5ghOCcwTn6DlhqQN0T/b7JKjLiC4j+rzp1VEwzlssdmfZvX0Hu3deyu5tOwj56iTtgCpFMzwmiqBNAEKdA420RkPaw2U6g2U6wz4SIyoOQfGaemNkqqmMs0ayGCiaqV1XlOMRnXqJKr+PUbaX3O2jHQ8zE0ZsCoG5GJlVYbPkzIlnRh3TCFNR6cRAK9SUoaKoR2T1CDmNoUGnrZyFmZ2w6Sq4fCfMXJqez16S8oHkrRQUQZrgiEw8XzXv/NHgyZFHZ8NjjDHGGHPeE5G7SFVrd6rqgYnlf08qg3ylqv7sQ/kZqvrGh7j/+4H3P5RjTBzrvLjnPmFQpQla/HdS7pI/BQpStZ3Rxp/aiYlIAXwamAeeQ0qOuxX4N8Dzjjf0B0BV303KsbL6eJmqnn5CBnNKXMzYNbqclnMUAtmqG5wxFcNBxVAqRlIxomIohxjL/Yz8kMW2stDNONAu2dPpcFd3mvd3tzLy6Wa1QLmmXfCkuRmunWnzxKkO13RbtPyZ/YZZVRlFZRAjgxBZrMbcv/swe/YusOfAAnt6S+yvxhzyynzuWCxz+u0OoysvppCMLEKm6aY5zdPcODfzEQRlORN6mbCcCctZyqMBS/j5eYoDNWVVUdQVCoy9o/L+SAnYOFvA7MWIXpSCM0FpBSijkkcoIhRB06MqRYDZGGnXabriYM2j7o7sXE5leeeDMh8iB3TIN92AOlsmFH3qzhLB91F/tMeFV5jTTWyKs8zVXea0y0yd01qeR5d2E+dvwh/ajS7shmqZHcBFwDDPGBQZozxnnJWMvWeUZwyKnGGecbjl2d9xRyoDrdk+QPA5lS+osoJxVjDOC8ZZSZ3nKT9InlP5nDrPqLOcKs+psoKqKBi0OgxaUwzLNtH7NMwkxjS0RLWZIkWoaddjLhr12HXXN2lVY8p6TLvu0Q3zbK0PsrM+yFZdZkDGkuQsS0bfZQzJGJEzdAU1BZGSoAU+1jgZojJGZIxzYzIqCsaUjGkxpq1jpnXIRRzkEnps9crMuKI1OMGfNpelKi8rFV/aK/NTUKxUgemmwEa2ajqyrISs3QxlkVR5JsbmMax6bJb7PPUSmdmZfoYxxhhjjDkV3wF+HPivACLyRFKpZHOWnDCniog8FfiUqs6tsd4Bvwb8a6ANfBL4BVVdEJHvJw3luXRi+7uAV5CCOR8j3f6MgDtU9UnN8J//SUqccy3wReBFk1G4iWO9AviPwKNUtbfG+b2uObftwL3Ar6vq/9ese1mz7n8DLyGVmvqNE1zPFRw7/OczzfX98UqeFuBLpApJ88ArVfUTzc/6KVJioEtJmZZ/V1X/6HjnfKG6fMfl+hsv/U0k5kjI0eCRKGgtSIBMSBVdnKPjHVM+Y8aXTPsCt8Y3zEMq5v2YA2XFni7cNV1w68w0d0212NMSglOuygJXdjpM5wXTec5UkTOVebre080cXe/SvHe0nGMQIr0QWA6RhdGY+cGAheUBC/0xS6OK5SrSi5GhKqMYU/mp6PDqcCp4dZSRI8GKdlCmapiulOlama6U2XFkpgrMVGldNwit+NC+RR9JZOAiAw99r/Q9LGcpl0QrCO0IrQCtKJTNVERZqei6Ul2WGgiqE/NQK2m4iEKlyqE44oAsMcyG1Fk/BVGyZXSizEwWhSmKZtjOLHPaZS52yUfLyPxudP4+4sK9DPr3cntngYOdNv2sQ8wy8Kl3gYojABLCg+IkCk3+jzZ1VhCzDHEeL0KO4hHwGeo96jPUpSo0qdfC8V/rVCvo6Fx6FlFi8xNjKg1DBAmIBJwEHAFPqjrkieREOjpiuy5xiS6yTReYoccMS+QEQjmD23QFMrcLpi6C4Tz09kFvH9rbiwzn1/U7oOKI5TS0ZnGdrUinSX7a2dxMW9JQlsnlrdkUFLFeHMYYY4wxG+6h5lRp7qf/GPhhVf3uZtl/JhWI+Q+k8sq/Bdynqq8Xka2kDgXfS6qc+w3gmaoaReS1wC8CM6RKQq9U1U9PjigRkVbz855LKtNwG/B8Vd3b3AP/BqmgzAHg9ar6/tU5TJt8p68Cfqn5WdcBr23O4WWke1kfl1oAABd3SURBVO+/B34S2AP8nKp+utn3M5yj6UEmnWz4z7eBICLvAT4EfElVJwe7v6yZfgDYR6rM8wekF2RNqvpJEXkjxx/+8yJSo90LfIKUrfh1xznMPwU+uVZApXEHqWfNA8C/AN4nIo9W1T3N+qc313URkK/3eiaO9R5Sb5mfAd4pIpdoilrtA54P3Ak8A/iEiNyoqn93Cse9IASp2V3e2/SoeLBSM0otKLQgjyVZKJBYQF1Q15FQVTCuKagopKZ0kam8YDbvcNl4lscuz+D3e1KIIFUCOZwF9rSUg2Wf2jkqJ9TOUTthIEJP0lCalSmKUASlFaHV9N7YGZSrIqmXRtC0fCJAkZx8WESlNQs6ZEEH9BjR04oDsWJEpNZIbCqUqEuP0cUjFUxiU6UkSEjzRBwOpx6nDtE0L+pwlUfGDlGPqG8KC6fjrxQYVtE0uVQ/ViVtlerJHn1UVs+DNue0IlfPFp1iU7yYTaHLJu2yKU6Rh0A1OIAcvo9R71ssDx7gO/U+7u/AwfYUg3aJdIQibiKPx/ZSCM6x1J1tEqlOUZctNCvwztFSpR0CZT3GU5PLmGkGzNBjsy6xjQU2s0hXBk2QI+CIE4/Hzq+sS8tOga56XCXmbWLRRbtbyTY/Cpl7MsztOmbyrdk1Dy8A9QiW90NvbxNsaR6RFARpzUJrZmI+TVJM4S04YowxxhhzofsS8JMi8ljS/fqPAf+YFFRZ7TXAfaTAB8D3ACoi3wX8PPDdqnp/04HgeIkrX0qqpnsZqTPEPwAGItIFfr/Z/1sisoOUjmMtPwo8FZgCPgV8ixSsgXQf/RHSffQ/B/5CRK5U1UMneR3OGScMqqjqYpNT5bXAO4CLReTjwL9W1b3Ai4G3qOqdACLyq8DXm54Z63Wdqn67Od6fAi9YY7stpJLJJzr/P5t4+uHm/J5GKrcMcL+q/tdmvm6S6qz3eu5W1Xc0+70HeCspWPOAqv6Pie0+KyJ/RQr2PGKCKmU1z6P3fpRYTBHKGUI+TZ1NE1ybSJsoJVGUMTV912eYVccNwBSa04oFRSw5FBUXKzQeIoz3E8MYxmO6QZjKC2aykk39Ljt9CxCcOASHSDMhONJjmhdqIjWBmppaK6pYMYo1Iw30QuRQjIxjZCyBkQTGUlM3wRD1TVDERYILBBeoXU0t4ZhAxIk4FQoycs3I8c18QU5GET05GR5HIFIRqCVQSXqsJVBRpfOXQEU4cl0Oh9fmsblq3wRm/MQr4SZeC9FmXmXiVRK6sWC6gunBmGx5kfF4kUF9H8v1ArvDErdoj2VfM/Ke6By0SBNdFBi0uyxNzaapO8NyZ5q6KCHLyRCmwogdg3181+Aeroq3sTMeYrpaZoplpujTYoQIDLKScXuW0NmKn76YYnYXrdl/hKwkGHXHyWNyPBpT1ZdYQ6zSMJVQTSxbmUIaBlPOpKBGOZ3my+n0vJjG+ezUgjMnkpWptO7spSff1hhjjDHGPBK9lzTa4rOknKe719iuAnYAlzfpMf4ngIgEoAQeJyL7VfWuE+y/hdQZ4ms0999NUCUCTxCRe5pOC3vWOAakkRqHgEMi8nuk4UsrQZV9wO81nRE+LCKvAZ7XXON54aSJalX1FlLvDUTkGuB9wMoLsRO4e2Lzu5tjXvQQzumBifk+KZp1PAdJvyBrEpGXAK8GrmgWTZEiYCvuXbXLQ7meI+etqv2mHPBUcx7PBX4TuBpwpDFvN5/CMS8Y45Cz5/DOiSVLzfRgRYy0NVJmHYpyFt/kdIhFm5A5xpky9kMWsx4DqqanxVEHgFwzyliQ6wJO/ZHqJUf7XzQ9L1SZ/JeSXnKkd4aKHukdEiUQiCfM2VFqRksLOuS0tEURsxTMUHCxyb8RwpGytFJXaBijoULrCtWaQKDW0AR3AkEDA61Z1pqgASXiJcNLnoItZHTJUk4WMjKXk0mGdzkO4cgQP+XIlR95HeToIJfQHL8+cg41tdaMCQStqQgEAuPQJ67qnaPAuCzplV167a30W12WO9Mszc0xnOoS8hJ8RoYwPe5z8Wgf14zu4cmjr/DYpTvZxCIFNf28zag1Q9WdI27fgnQvxk8/mWL2Utqzl5NP7zhSlaWdt2if2q+fMcYYY4wxF5L3Ap8jDff5kxNs959Iw4H+qrk/fbuqvklVbxeRX2rWPV5Ergderar3H+fnXAZ8SETmSLGAX1fVZRH5V6RRJe8Ukc8Dr1HVW9c4j8n77rtJ990rduuxOUlWrz/nnVZJZVW9VUTeTUoGC2ns1eUTm+wipWLYS3ohjiTMERHP0W5HsGYH+lP2KeA/iEhXVZdXrxSRy0m9a/4J8EVVDSJyE8feEq8+hxNdz7q+NhaREvhzUiTxo6paich/44S35uc+EXkO8F9I3cT+WFXfdKLt+90Zvv6UZ1IMK/LBiNZwQHswoBwNKccj8mpEXte4WCEqgCOMRwwHD4DsSUEAJwSRI5VaPLDJtSiLGfJyBpd3cVmJ+LxJNiqMfE1w1ZHzWGlwaYIKq/OaehwZjkwzPJ4Mh49NUERBVJGYkpG6OkBdoWGEViNCPWAcBoxjn1EYMB8HRA0cQxUfVxKaAiqoOqI0g1GcJ0h6jM4TnCN6T8xKgu8QMw9O8HVNFip8CPjYx8UaFyIuBkRjU6llZciOoOLQprRtdI4g/shj8J7gPLXLqJuEtpUvqLMOVZaStNY+bRe9Z9hu0+9OoZ0MCkFyIUNpj2tay2M6yyNmRj12jQ5z9dLNPH7pTi6WA3RkmeHUZnT2EvwlV9HZdg3llmfB7GUwvQO6W+n43LJsGWOMMcYYcwKqereIfAf4IVJOz7W2WyINAXqNiDwB+JsmDcWnVfUDwAea4jR/BPwuq9JeqGoFvAF4QzNE6OOkoTvvVNXrgetFpE0aevQO0miM47mMlM8F0j32ZPDmEhGRicDKLlL+1fPGyar/XEPqevNhVb1PRC4j9VD5UrPJB4HXNvWj9wNvbLatReTbQEtEngf8FSkBbDlx+L3As0TEqa6rVud7ScGdP2+ibN8GNjXLbgLuIt1V7m+u5aeAJ5zkmCe6nnWcIpAqJpXN8eqm18qzga+v94BnWxMg+0PgWaQxejeKyMdU9Ztr7dMKFY8aHEZV0NJRtTqMt86xnGVU/ug09p6Yg5YRLSKxgJBDyJsKNt4zJqc/Lql7nuzwmO2HDrDj8F42Lx1iemGR1nhAVlegMSVhbZpOELx4nHi8ZLiVeVbmHRorYhwT45gQx9TUCApOEJfK3mqWAhDDrEXft1jOOyx1uyzmcyznO6iKVDFmXBTUec6w3SJ0MijAF5FWVtHKBrT8kLYbUMqInDEFY3Idp6BLODpJDa4GVwu+AmqhdlMMJKeSjMplVJKloIhkVC6ndp5aMkBYybPqmoCQoEjQI0Ei11SwyWLEhzqV6A01ZQxkMZDFmiwOKWJFHgNbBoe5cnE3OznANg7TliExc4zb08TOZmTzNtz0RRSzu5ja9mO4TZfD3OXQ2ULXcn4YY4wxxhjzcHg5sKnpNXLc+3oReT6pSu4dwAJNjYomp8olwOeBITDgODlVROQHSAMBvgkskoYDRRG5iJSf5VPNvj1OnGjyV0TkBtJIjlcBb5lYtx34RRF5K/AjwGNJwZvzxsl6qiyREse8uunuM08qsfwrzfp3kXqkfI6UNeF64BcAmoo5rySNlfLAm0k34Cv+DPgJ4KCIfEdVn3I6J66qIxH5p6TI2V+TAip7SflSblDVgyLyf5MqCEVSt6jPn+Swa17Peqnqkoj8IqkkdQn8JedZ5O04ngbcPpF75kPAD5PebMe1Y+clvP63mpLnoYbBYeLyfuqlffTm72V5/n6GS/sYDxYIdSDUgaoXqKtAqCq0qtE6EIMSNFIXkdoJdSZUHc/SXJulokMvn+FAfjHLeZtl36Kfdah8hpeAlxrnUsUW72pEFNcMhmn6cVAwpmBEeeRxRB4qimZqhRFlGJNXgWwExUhwQ8jG4IcOFxVcyqrhKpAaGHu0V0BeIHmJL1pkRUmRd2gVJUWroCiEotxE3r4I35rBO9/0otEmn0nqUeMgBYvq1DMm1CNiPSRUA6p6mboaUo9HVNWQajzGiZJ5h3ce5xxeHM6lYJJzad43z73PUk4QlyGSI65EXIbIStUcl6bWbMpZspK7pL35yDUbY4wxxhhjNp6q3nEKmz2GVHhlG6lC0FtV9W9F5FrgTaQARgV8gVRsZbWLgbeRRm30gA+TOjdsI6XZ+BNSR4abgH97gvP4KCkfyyypGtE7J9bd0JznAdL9/AtV9eApXNs544QllY05HhF5IfAcVX1F8/wngaer6s+vtc9Tn/pU/fKXv7xxJ6WaqqZUfRj3YLwM42Y+jJuSsXLkUYGoNbX2CVWPOvQIcYgrZsk62/Gt7WStbfjWZiTvWtDAGGOMMcYY85A81JLK56OmpPJjmkS5q9e9jInyy+er08qpYszpEJGf4WjEsyci3zqF3baSopTm3GVtdG6z9jn3WRud+6yNzm3WPuc+a6Nzn7XR2XH5yTcx5xsLqpj12E1KNrTiUo5TxktV3w68/XQOLCJffqRFb8831kbnNmufc5+10bnP2ujcZu1z7rM2OvdZGxnz8LExDWY9bgQeIyJXikgB/Bjnf54YY4wxxhhjjDEPI1WV4w39ada9+3wf+gPWU8WsQ1MN6edJiXw98C5V/cZJdjPGGGOMMcYYYy4oFlQx66KqH2djSl2d1nAhc1ZYG53brH3OfdZG5z5ro3Obtc+5z9ro3GdtZMzDxKr/GGOMMcYYY4wxxqyD5VQxxhhjjDHGGGOMWQcLqpgNJyLvEpF9IvL1iWVPEpEvisjNIvKXIjLTLH+aiNzUTF8VkR+d2Oc5IvItEbldRF53Nq7lQnQ67TOxfpeI9ETk300ss/bZIKf5HrpCRAYT76O3TezzD5vtbxeR3xcRORvXc6E53feQiFzbrPtGs77VLLf22SCn+R568cT75yYRiSLyD5p11kYb5DTbKBeR9zTLbxGRX53Yxz6LNsBptk8hItc1y78qIt8/sY+9hzaIiFwmIn8rIt9sPl9e1SzfLCJ/LSK3NY+bmuXStMHtIvI1EXnKxLFe2mx/m4i89GxdkzHnDVW1yaYNnYBnAE8Bvj6x7Ebgmc38TwO/08x3gKyZ3wHsI+X+8cAdwFVAAXwVeNzZvrYLYTqd9plY/xHgz4B/1zy39jlH2gi4YnK7Vcf538D3AAJ8Anju2b62C2E6zfbJgK8BT2qebwG8tc+500ar9nsicMfEc2ujc6CNgBcBH2rmO8Bdzd8++yw6N9rn54DrmvntwFcA1zy399DGtdEO4CnN/DTwbeBxwJuB1zXLXwf8bjP/Q00bSNMmNzTLNwN3No+bmvlNZ/v6bLLpXJ6sp4rZcKr6OeDQqsVXA59r5v8a+L+abfuqWjfLW8BK0p+nAber6p2qOgY+BPzwhp74I8TptA+AiPwI8B1gsuKTtc8GOt02Oh4R2QHMqOqXVFWBPwF+5OE+10ei02yfZwNfU9WvNvseVNVg7bOxHsJ76MdJf8/sPbTBTrONFOiKSAa0gTGwiH0WbZjTbJ/HAX/T7LcPmAeeau+hjaWqe1T175r5JeAW4BLSe+A9zWbv4ehr/sPAn2jyJWCuaaN/Bvy1qh5S1cOktn3OGbwUY847FlQxZ8s3OPofnX8BXLayQkSeLiLfAG4GfrYJslwC3Dux/33NMrMxjts+IjIFvBZ4w6rtrX3OvDXfQ8CVIvL3IvJZEfm+ZtklpHZZYW20sdZqn6sBFZHrReTvROTfN8utfc68E72HVvwr4IPNvLXRmbdWG30EWAb2APcA/1lVD2GfRWfaWu3zVeAFIpKJyJXAP2zW2XvoDBGRK4AnAzcAF6nqnmbVA8BFzfxa7xd7HxlzmiyoYs6WnwZeKSJfIXVRHK+sUNUbVPXxwHcDv7qSb8CcUWu1z28B/4+q9s7WiZkj1mqjPcAuVX0y8GrgA7IqJ445I9Zqnwz4XuDFzeOPisg/OTun+Ii35ucQpAA/0FfVrx9vZ3NGrNVGTwMCsBO4EniNiFx1dk7xEW2t9nkX6Ub8y8DvAV8gtZc5A5ovwP4c+CVVXZxc1/QQstKvxjzMsrN9AuaRSVVvJXWDR0SuBp53nG1uEZEe8ARgN8d+i3hps8xsgBO0z9OBF4rIm4E5IIrIkDRe2trnDFqrjVR1BIya+a+IyB2k3hG7Se2ywtpoA53gPXQf8DlVPdCs+zgpT8H7sPY5o07hc+jHONpLBew9dMadoI1eBHxSVStgn4h8Hngq6dt1+yw6Q07wOVQDv7yynYh8gZTf4zD2HtpQIpKTAirvV9W/aBbvFZEdqrqnGd6zr1m+1v+tdwPfv2r5ZzbyvI0531lPFXNWiMj25tEBrwfe1jy/shkjjYhcDlxDSkB3I/CYZn1B+s/ux87CqT8irNU+qvp9qnqFql5B+vbpjar6B1j7nHEneA9tExHfzF8FPAa4s+n6uygi39NUW3gJ8NGzcvKPAGu1D3A98EQR6TR/654JfNPa58w7QRutLPuXNPlUIOUrwNrojDpBG90D/GCzrktKsnkr9ll0Rp3gc6jTtAsi8iygVlX7O7fBmtf0ncAtqvqWiVUfA1Yq+LyUo6/5x4CXNFWAvgdYaNroeuDZIrKpqRT07GaZMWYN1lPFbDgR+SAp4r1VRO4DfhOYEpGfazb5C+C6Zv57gdeJSAVE4JUT3+j+POmPugfepaqTiVLNOp1m+xyXqtbWPhvnNNvoGcBvT7yHfrbJNQDwSuDdpMSOn2gm8xCdTvuo6mEReQvp5k+Bj6vq/2i2s/bZIOv4O/cM4F5VvXPVoayNNshpttEfAtc1+deEVGnma81x7LNoA5xm+2wHrheRSOr18JMTh7L30Mb5x6TX+mYRualZ9mvAm4A/FZGXA3eTAsYAHydVALod6AM/BaCqh0Tkd0ifUwC/PfH/CGPMcUgaWmeMMcYYY4wxxhhjTocN/zHGGGOMMcYYY4xZBwuqGGOMMcYYY4wxxqyDBVWMMcYYY4wxxhhj1sGCKsYYY4wxxhhjjDHrYEEVY4wxxhhjjDHGmHWwoIoxxhhjjDHGGGPMOlhQxRhjjDHnNBF5n4hct2rZM0XkoIjsOFvnZYwxxhhjQRVjjDHGnOteBTxXRJ4FICIt4B3Aa1R1z8P1Q0TEP1zHMsYYY8wjgwVVjDHGGHNOU9WDwC8AbxeRLvCbwB2q+m4RcSLyayJyh4gcEJEPicgmgGbdR0TkARGZF5HPiMhjV47b9ID5QxH5pIgsA98nIs8XkVtEZElE7hORXz4rF22MMcaY84IFVYwxxhhzzlPVPwP+Dvgg8DPNBPDLwPOAZwCXAj3g9yd2/e/AY4CLga8D71116BcBbwCmgS8C1wEvV9Vp4FrgsxtwOcYYY4y5QIiqnu1zMMYYY4w5KRG5CLgD+HVV/S/NstuAV6jqZ5vnlwG3AR1Vjav23wrsB6ZUdVlE3geMVfWnJ7a5H/gN4MOqunQmrssYY4wx5y/rqWKMMcaY84Kq7gUOAN+YWLwL+MtmeM88cHOzfLuIeBF5s4jcKSKLwO3Nuq0T+9+76sf8KPAC4J5muNDTH/4rMcYYY8yFwoIqxhhjjDmf3Qc8S1XnJqaWqj4AvAT4IeAHgVng0c0+MrH/MV12VfUGVX0BsJ00dOhDG34FxhhjjDlvWVDFGGOMMeeztwFvFJFdACKyXURe0KybBkbAQaAD/McTHUhE2iLyIhGZUdUKWALiifYxxhhjzCObBVWMMcYYcz57C/BJ4NMisgR8AfjuZt11wP3N9I1m3cm8FLi7GS70cuAnHvYzNsYYY8wFwxLVGmOMMcYYY4wxxqyD9VQxxhhjjDHGGGOMWQcLqhhjjDHGGGOMMcasgwVVjDHGGGOMMcYYY9bBgirGGGOMMcYYY4wx62BBFWOMMcYYY4wxxph1sKCKMcYYY4wxxhhjzDpYUMUYY4wxxhhjjDFmHSyoYowxxhhjjDHGGLMOFlQxxhhjjDHGGGOMWYf/H3/yfdqUyjvIAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "years = range(1929,2010)\n", "names = np.array(f.by_col(\"Name\"))\n", "order1929 = np.argsort(pci[0,:])\n", "order2009 = np.argsort(pci[-1,:])\n", "names1929 = names[order1929[::-1]]\n", "names2009 = names[order2009[::-1]]\n", "first_last = np.vstack((names1929,names2009))\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 15,10\n", "plt.plot(years,pci)\n", "for i in range(48):\n", " plt.text(1915,54530-(i*1159), first_last[0][i],fontsize=12)\n", " plt.text(2010.5,54530-(i*1159), first_last[1][i],fontsize=12)\n", "plt.xlim((years[0], years[-1]))\n", "plt.ylim((0, 54530))\n", "plt.ylabel(r\"$y_{i,t}$\",fontsize=14)\n", "plt.xlabel('Years',fontsize=12)\n", "plt.title('Absolute Dynamics',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Relative Dynamics')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = range(1929,2010)\n", "rpci= (pci.T / pci.mean(axis=1)).T\n", "names = np.array(f.by_col(\"Name\"))\n", "order1929 = np.argsort(rpci[0,:])\n", "order2009 = np.argsort(rpci[-1,:])\n", "names1929 = names[order1929[::-1]]\n", "names2009 = names[order2009[::-1]]\n", "first_last = np.vstack((names1929,names2009))\n", "from pylab import rcParams\n", "rcParams['figure.figsize'] = 15,10\n", "plt.plot(years,rpci)\n", "for i in range(48):\n", " plt.text(1915,1.91-(i*0.041), first_last[0][i],fontsize=12)\n", " plt.text(2010.5,1.91-(i*0.041), first_last[1][i],fontsize=12)\n", "plt.xlim((years[0], years[-1]))\n", "plt.ylim((0, 1.94))\n", "plt.ylabel(r\"$y_{i,t}/\\bar{y}_t$\",fontsize=14)\n", "plt.xlabel('Years',fontsize=12)\n", "plt.title('Relative Dynamics',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 2 0 4 2 4 4 1 0 1 4 2 2 1 0 1 2 3 4 4 2 0 2 2 2 4 3 4 0 4 0 0 3 1 3 3 4\n", " 0 1 0 1 2 2 1 3 1 3 3]\n" ] } ], "source": [ "import mapclassify as mc\n", "q5 = np.array([mc.Quantiles(y,k=5).yb for y in pci]).transpose()\n", "print(q5[:, 0])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Alabama', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']\n" ] } ], "source": [ "print(f.by_col(\"Name\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A number of things need to be noted here. First, we are relying on the classification methods in [**mapclassify**](https://github.com/pysal/mapclassify) for defining our quintiles. The class *Quantiles* uses quintiles ($k=5$) as the default and will create an instance of this class that has multiple attributes, the one we are extracting in the first line is $yb$ - the class id for each observation. The second thing to note is the transpose operator which gets our resulting array $q5$ in the proper structure required for use of Markov. Thus we see that the first spatial unit (Alabama with an income of 323) fell in the first quintile in 1929, while the last unit (Wyoming with an income of 675) fell in the fourth quintile.\n", "\n", "So now we have a time series for each state of its quintile membership. For example, Colorado’s quintile time series is:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 3 2 2 3 2 2 3 2 2 2 2 2 2 2 2 3 2 3 2 3 2 3 3 3 2 2 3 3 3 3 3 3 3 3 3 3\n", " 2 2 2 3 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4\n", " 3 3 3 4 3 3 3]\n" ] } ], "source": [ "print(q5[4, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "indicating that it has occupied the 3rd, 4th and 5th quintiles in the distribution at the first 3 periods. To summarize the transition dynamics for all units, we instantiate a Markov object:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Markov Chain is irreducible and is composed by:\n", "1 Recurrent class (indices):\n", "[0 1 2 3 4]\n", "0 Transient class.\n", "The Markov Chain has 0 absorbing state.\n" ] } ], "source": [ "m5 = giddy.markov.Markov(q5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of transitions between any two quintile classes could be counted:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[729. 71. 1. 0. 0.]\n", " [ 72. 567. 80. 3. 0.]\n", " [ 0. 81. 631. 86. 2.]\n", " [ 0. 3. 86. 573. 56.]\n", " [ 0. 0. 1. 57. 741.]]\n" ] } ], "source": [ "print(m5.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By assuming the first-order Markov property, time homogeneity, spatial homogeneity and spatial independence, a transition probability matrix could be estimated which holds for all the 48 US states across 1929-2010:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.91011236 0.0886392 0.00124844 0. 0. ]\n", " [0.09972299 0.78531856 0.11080332 0.00415512 0. ]\n", " [0. 0.10125 0.78875 0.1075 0.0025 ]\n", " [0. 0.00417827 0.11977716 0.79805014 0.07799443]\n", " [0. 0. 0.00125156 0.07133917 0.92740926]]\n" ] } ], "source": [ "print(m5.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fact that each of the 5 diagonal elements is larger than $0.78$ indicates a high stability of US regional income dynamics system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another very important feature of DMC model is the steady state distribution $\\pi$ (also called limiting distribution) defined as $\\pi p = \\pi$. The attribute $steady\\_state$ gives $\\pi$ as follows:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.20774716 0.18725774 0.20740537 0.18821787 0.20937187]\n" ] } ], "source": [ "print(m5.steady_state)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the distribution at $t$ is a steady state distribution as shown above, then any distribution afterwards is the same distribution. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the transition probability matrix in hand, we can estimate the first mean passage time which is the average number of steps to go from a state/class to another state for the first time:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 4.81354357 11.50292712 29.60921231 53.38594954 103.59816743]\n", " [ 42.04774505 5.34023324 18.74455332 42.50023268 92.71316899]\n", " [ 69.25849753 27.21075248 4.82147603 25.27184624 75.43305672]\n", " [ 84.90689329 42.85914824 17.18082642 5.31299186 51.60953369]\n", " [ 98.41295543 56.36521038 30.66046735 14.21158356 4.77619083]]\n" ] } ], "source": [ "print(giddy.ergodic.fmpt(m5.p))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, for a state with income in the first quintile, it takes on average 11.5 years for it to first enter the second quintile, 29.6 to get to the third quintile, 53.4 years to enter the fourth, and 103.6 years to reach the richest quintile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regional context and Moran's Is" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus far we have treated all the spatial units as independent to estimate the transition probabilities. This hides an implicit assumption: the movement of a spatial unit in the income distribution is independent of the movement of its neighbors or the position of the neighbors in the distribution. But what if spatial context matters??\n", "\n", "We could plot the choropleth maps of per capita incomes of US states to get a first impression of the spatial distribution." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AREAPERIMETERSTATE_STATE_IDSTATE_NAMESTATE_FIPS_xSUB_REGIONSTATE_ABBRgeometryName...2000200120022003200420052006200720082009
020.75034.95611Washington53PacificWA(POLYGON ((-122.400749206543 48.22539520263672...Washington...31528320533220632934349843573838477407824158840619
145.13234.52722Montana30MtnMTPOLYGON ((-111.4746322631836 44.70223999023438...Montana...22569243422469925963275172898730942326253329332699
29.57118.89933Maine23N EngME(POLYGON ((-69.77778625488281 44.0740737915039...Maine...25623270682773128727302013072132340336203490635268
321.87421.35344North Dakota38W N CenNDPOLYGON ((-98.73005676269531 45.93829727172852...North Dakota...25068261182677029109296763164432856358823900938672
422.59822.74655South Dakota46W N CenSDPOLYGON ((-102.7879333496094 42.99532318115234...South Dakota...26115275312772730072317653272633320359983818836499
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5 rows × 92 columns

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" ], "text/plain": [ " AREA PERIMETER STATE_ STATE_ID STATE_NAME STATE_FIPS_x SUB_REGION \\\n", "0 20.750 34.956 1 1 Washington 53 Pacific \n", "1 45.132 34.527 2 2 Montana 30 Mtn \n", "2 9.571 18.899 3 3 Maine 23 N Eng \n", "3 21.874 21.353 4 4 North Dakota 38 W N Cen \n", "4 22.598 22.746 5 5 South Dakota 46 W N Cen \n", "\n", " STATE_ABBR geometry Name \\\n", "0 WA (POLYGON ((-122.400749206543 48.22539520263672... Washington \n", "1 MT POLYGON ((-111.4746322631836 44.70223999023438... Montana \n", "2 ME (POLYGON ((-69.77778625488281 44.0740737915039... Maine \n", "3 ND POLYGON ((-98.73005676269531 45.93829727172852... North Dakota \n", "4 SD POLYGON ((-102.7879333496094 42.99532318115234... South Dakota \n", "\n", " ... 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 \n", "0 ... 31528 32053 32206 32934 34984 35738 38477 40782 41588 40619 \n", "1 ... 22569 24342 24699 25963 27517 28987 30942 32625 33293 32699 \n", "2 ... 25623 27068 27731 28727 30201 30721 32340 33620 34906 35268 \n", "3 ... 25068 26118 26770 29109 29676 31644 32856 35882 39009 38672 \n", "4 ... 26115 27531 27727 30072 31765 32726 33320 35998 38188 36499 \n", "\n", "[5 rows x 92 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_table = gpd.read_file(libpysal.examples.get_path('us48.shp'))\n", "income_table = pd.read_csv(libpysal.examples.get_path(\"usjoin.csv\"))\n", "complete_table = geo_table.merge(income_table,left_on='STATE_NAME',right_on='Name')\n", "complete_table.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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/PI4pyn9QRPpMT4njnL4Gc522YAp63qzRa7uMaEQ1kagXy8mIiPwa094n4Z7blszAG817GPMAfqfaG9tiGbZYnTz8ERNl9ixmtO/udMtjsVgGhtXHwx8v4uNpTPHSWEWbLcMIG4FhsZwEeKG/b8IUdDq1n8UtFovFMoSo6VxyLTBNTM68xWKxWNKAqjZhutkEQmlEluGNLeJpsZwkeOHJX0q3HBaLxWIBVX0FEwZtsVgsljTi1Sz5Yr8LWoYFNoXEYrFYLBaLxWKxWCwWS8ZjU0gsFovFYrFYLBaLxWKxZDzWgWGxWCwWi8VisVgsFosl47EODIvFYrFYLBaLxWKxWCwZj3VgWCwWi8VisVgsFovFYsl4rAPDYrFYLBaLxWKxWCwWS8ZjHRgWi8VisVgsFovFYrFYMh7rwLBYLBaLxWKxWCwWi8WS8VgHhsVisVgsFovFYrFYLJaMJyvdAlgs6SZQUfY/wM3AR3zllS+lWx6LxWIZqQSrV00EHgHudRav/L90y2OxWCwjmUBF2feBU4GbfOWVTemWx2IBG4FhsQBMAS4Bbku3IBaLxTLCyQGWAp8MVq/KSbcwFovFMsKZC1wNXJduQSyWECdVBEZNafFkYDOQl8r9zvvB7VXZ44tKw6fpC1WvcOTIklTKkXYmz97uu+kT89MtBoB2dbQFf35HF1AUx+LZ3r83AOVDJ5XFMnJwRQT4DXBTKvd71nnz17/uzecsD5/W0dD6XO39VeekUo5MYMHPP1XjG5Vfkm45PJ4BLohjOfH+HQtcDPxnyCSyWEYQrsilwMOp3u/nXvrlUcfnjA+fpo8+3kogMCrVsqSV+fOelYXzz0u3GADa2Lidtc/Fa6/nev/eAFQOkUgWS0KcFA6MmtJiASipqj1cU1p8BvAEMC9V+xeRbCKdJk6UaSc7/s7RZMgxS3ZuHpNmreHInosSWG12oKLsLuAw5iF/EDjiK6/0ByrKsoFxQJuvvLJ5CES2WE4aXBFxVdUV+QDmPvpEqvYdTR+L44w8fQxoUB0y57inkbgsdwarV10AVAMvAkecxStboTvVxA+0OotXdiVVUovlJCKkj4HVwEXAWk4M3Aw5IuQRee+LdPaadrITCOSSKcdcVLQYn28zgcCpCax1eaCi7KtAPfAgcBSo85VXaqCibBTm2Np95ZWtQyCxxdKDk8KBAUwGXoMZ7VsK7CKFDgwc6Z2KIxJM2f4zhWBQ+l8ohbS15Pa/UA+ygY9637/q/funQEXZHuBtwFSAQEXZeuBO4L++8kprOFssvfmoK/ITYCZwPJU7dnyO9pooIzRdMqiZ9BwaiFF7mfcJsSNYveoe4HzgSm/a0WD1qruAHzuLV9YPUkaL5WTkHFck31V9whU5BajDOBRThPh6TXIkkLr9Zwja+9GUVgKBMQmuMRH4rPe9wvv3rkBFmQ94Pyb9TwMVZQ9jbOSXfOWVGXbQlpOFYeHAqCktngr8CLgf+HtJVW1j+PySqtpDwG9qSouzgLOAbcDlKRPQhEpHThuJN21mOTBy8ztpOTbYrbw1yrTlwL+BOwIVZVOBJuD/fOWV/vCFAhVl+b7yyrbBCmCxZBquyNeAIPAHV7W613zVu7zlzsBENDURXzrXoPE5TpSX9sxSTakjox5DyRh5nAd8PmLaeOBLwM3B6lV3AO8D/sdZvPJg+ELB6lX5QLuzeGVGnRSLZbC4IpcA7wH+AvzbVe3oMV91nbfcZEw9g02k0oER3YE8Au9DzZgHkYigjtNCcNA+7o9Fbhp4rfe5KlBR9gHg70BluDMjUFEmQJ61kS0DZVg4MIB84I3e56c1pcWPAbXAEeAYRhE3YRwXrUANsB+YngrhJHoERip2nVloMLNGOQvH+anfP5R7+HbY908FKsq+CPwVOAW4A1gcqCj7DNCBuYYbfOWVf4vciCuSi1H2m13VjUMpsMWSJJYDVwF3uiKvAM9j9HEdZhRmPMZIPoLRz38B3pUKwRxfNH/yCPVgaEa9JBRhnF5D9ZxYBDzkfb8hWL3qAeALgA94M/Ah4K5g9aptnhy5wAORjg4AV2QJcBrwFy/03mLJZCYDb/c+Da7Io8ABjP5tAWZh7OO9QAFmAOY8jF2SCqK8a4zAQb5ghh1yVlYTnZ1DuYdHvX/fhInUeDewBRMpfyfQHKgo+xnQDowGNvvKK5+K3IgrMha4HnjYVT0ylAJbhg/DwoFRUlW7s6a0+CHMS14u8LoYiwYwudZB4CVS5MCIyswZrew/kLbdpwXNHO8ygHPhG+cHd1UPpcEczijgm94nnFXhfwQqyh7FODnu9pVX+l2RbwD7gPtd1Z0pkNNiSQY/xjgwAJZ4n2j8HlgHNGBG3NKiI7IKcmdmFeQc9h/vnJyO/aeNzHr5ng28ACxLwb4EeL33CedzEX/vDlav+ivwHWfxyr2uyJUYQ/lPwH3WeWEZJjwA7MbcY2OJXTi5Ebgdc3/sxrTGTAW976NZMzexfceFKdp/ppBRNjIL5/uprknV3iYC/4gyPbyoaTBQUXYvxm548Mt3/KEA+D7wONZ5YYlgWDgwPG7AFFa8so9lyjB5WH8Ark2FUIbe4RYyftwlev45a1j7XCJFJIc3GWbqydjJM5k8ew2Hd6fzN+gA/gw8iSmctTEiJ/BOV9UfdU2LJUNxVe9zRW7B6NpY/AmTPhLA6OWUGG9RM/ocmT73xuX7d/3zxX1dze0zUiGHJSqZ0HXgWcwL3zPAc6GioB5PAP+xjgvLcMJVbXdFSoEqjBMjGn7gZkydr2dInfMCogwiycL5F6rPeYot2y5OoRxpJsPUyswZZ7Npy0YCgUVplKIeY0c8DTzjK6/cHZrhlle2uiLvtzayJRrDxoFRUlXrryktvovYDoz1wK+AZkzocuqIZjEDFBVdSEHBXo4fn5lSeSzdOGdfWxR88Gfp2PVx4CdAha+8MmYoTjTF7KWUFAFtrmrL0IloiUWgokxs8al++RMmjSqaQ2AvZqT9rRjHckOqhJIY9YfEkemTls1Zvf+JTSPIgZFxL+KnATsxefip5r/Al4EnYtXBiKGPfZjw5lxX9fDQimiJhpcvj9XJsXFVj7kidwNfjDI7gLGR7wfWYFKsU0n0KNg5xQvYtqODYDDRguuWJCAiotOn1bFnbzp2fwj4FvAzX3llTDs3Uid77dnzMDbyMVd1SHNgLNEJVq+SdNeTGjYODI/nMSN6kWHAXUAhZpS7EdNNopVUjfbEzq8OUrpkFy9U5dLRMSklsqQVzawaGAAFhQVp2OtLwE2+8sqtiazk5V3/AFNf4GfAHzHXvCWFBCrK5gOPByrKvuMrr/xeoKKsCJNffxnwY195ZWPfWxgZeG1SH8BEV0TShdHVL2J0c8ry6aJUJOqmYNrY6aNnT6hq2VN/BnrydybJOPeFIdUt9tox9S9+lYjB5YrkYRwe7weeA37jivzBjgamlkBFmQP8AjgHWOL9vRi4EKjylVc+m075MoxHMGlSkS1SD2MczfdiBldSXTgxuq4VGc3pi55l46al+P0pKfKcVjTDUkgAcnN7d4gZev4BrPSVVyZUZd8VeR0mTXsCJrXkj8CO5Itn6Ytg9aorgL8Fq1fd4Cxe+USwetVU4ExgPvBzZ/HKlDwjh5UDo6Sq9nBNafH3ONHiMkQ28GlMfNYZmHyp1BGjUJqI+CgquojLLkH37lvNqxtXpFSuVJOJ1vKosWNTuDfF1Aa4w1de2R7vSq7IHIyhPAqTv7rAVe1VWM4y9AQqyuZhRmpnAV8JVJS9AWMohwzCDwYqyt7rK6/8V7pkzDA+R3QHxkvA/8MU73JJZcX7PtSQk+VbOH3FaQQ6ul6pfaBqyoiriZEZpLKt7qvArc7ilS/Hu4Ir4mAq6y8DrgDe6ar2Kr5sGXo8Z8XP8AoAByrKnsZ0opnqLRIMVJR9F/i87WYAruqznlP5xohZ44BSTJe+64B7UixaLBu5kOnTVui0qW28uvF59u0/O8VyWfLzktEdKl7aMG1Yv5dINJUrcg7GCX06UI3RySltz24xBKtXXYaJ5MoHfh+sXrUfCL9vVwarV610Fq98dahlGVYODI+/Y8LhvoCpphw+PT3E4VOVmTNWaGHhGtauO3lrYmRi55W8gjGIHER1av8LD4qngY/7yiufryktFn5XfDqwrKSq9jexVnBFijEtAa8BZgIbMbVeFrsiC4EXXdVUj1aOWAIVZXM44bwAEzZ+acRiM4G7iZ42MeJwVetckbcAX8F03wnxBu+Tkfhys5fMfcOy2t0Pv7yj41jrvHTLM4RkoFJOyehvHWag40fO4pVdgYqy8Ziis+t95ZXbo63gpe69H3gLxmkJpqBnvSuyAthtCy2nDs958VNMe9AQF0Qs5gDlmNolD6RGsozHxXTnewemAw+YkPvUplYngIjks2Tx2Vo4+kk2bbkk3fKMKMaMmczQdocC48C6F/ikr7yytqa0OIvfFZ8LTCipqv1nrJVckeXAp4DXYOyxP2BSpM52RdowNrKNiEsRwepVKzB6NtS9aAa9beHlwNcwz84hZTg6MLZjRkYC6RYkUWRM0UW6/Kwn2bRlNi0tc9ItzxCQcSEY4svORpx2dGguF1Wta9px5HOHntm6Gjib3xW/H6NsZ2CKd3Y7MFyRHIwyLsNEWkyh5wtGMSZUeZz3d7sr8iZX9SGi4OUC5gOTMLVfZgGXA9td1ZgPBUtvAhVlszFGcKwCaOGkI+Qyk5lCakfV+ybOV3bxOcWzrlmy+fBzO9Y37Ti8fGiFSg8imaeTGWKnira2/oaazV+irn4hcGfgX49eg0k/6MSM3nfjilwMfB3jmJxE77aSPyRMJ7gi9wC3uarBaPv2ojemYwomgqnZNRO4y1WNOyrPAphz/944lz3p08ESoB3T8WH4nZPi2ctxnCfZsesU2tuHetDJApCbO44hvFY0GNx4bNOB8roXdh0GruV3xZdjnMljMfZwt63qiowHvgGswNjBEyM2dzmmJXYoIvaAK3Kpq7ol2r49G3kMpl5GEyZC/wJMoWabnp0AwepVFwIP0jNwIBYp0T3DzoFRUlXbWVNa/Ftit4lKPQmYiDJxwiV64XkNBIM7eOLJiXSdVHl/mTjaB3kFRznePGcoNr3vserdxw82/jTG7FNqSoufCwR19ZpdR3KAd2IUaSxG0bNuSx5wrzfCvcubtgmj1L+IUeTj6X3e/9cLIwWj6APWS90v78M4kOJh+BmGQ8uTmBbXpekWJFGcbN+pUy9cyORz521r2HTgQN2G2pOqIr5mYs61aYU+JGhT82qeefY2zOhzJA3AQ4GKsldefmHnzvv/tO46TEh9X0Q6NG8FjrkiP8Xo8hcwzor3AB/EhDhHOjhrgbs854YC+Tb8uW88h/L/JLCKdSqfYBem49mQj4AmGxEpYPasS3TWzIN0dm7gv08uTbdMJz0+J4/otQWTwtbKtbNRHo4x+8aa0uJrjnf51/532+FZmC45OX1sbkrE39OAf7kiN2M6/h0D9mFq5Hwe040yWi3E66Hb4Zxn9XFcfI7460qmRB8PV0P8tZgR54xA/f6uRJYXkbH4/Q0nmfMCiF79P904V96Wi1FuSUdV+8ofLAXO9jlyx4p5kz8yaVRulUCitS0KMCFbrwIvY4rUvooJdZ5AdKfRFzEh1HswD6aPJbjPEUWgouwcor/wxMIayz05EzOakhG0t3Ul/Ps4Wb4FjdsOnXSpJLEaZKWZZcArQ7JlVR+xHelTMTr57Wcsm/uFG2+9QLKzfVs4ES0RLx/C6OBnMAbzXkydhjOJrhuKMXq7EagBXnBFht3gUaoIVJTlY7oTJMJwtWWHggJMxFHUKKFUI44oSkLd1ERkKo1NTUMlk+UE4jhZzJ8bNYIhSfQ1Yn8ecHlBdtadrzl12s352b6QjZsIc4F1mBbCmzG277OYAb5YL9z/dEXqgK1AoytyWYL7HFEEq1fdhImKiRcbgdEHd2FGNU7FnKh5mNHqtBQAOvrgM22Ty65ObKWDh06+9piZGa6MzDptMdm5G+nqSGevay5fMOUSgLauQP3hlvbag83tzUda2/NaOwNL6dvrHMKhd5RGOPUYpwaY8LtQKsqNrsgTrup6V2S0bc3ai29jwrzjxTowevJ7TKSJNpvtAAAgAElEQVTPWowxUYAJxS+l74ijIWH9M1vPueaGs5pFpDDedYL+4Pau5vb5QymXpZssEjdSk86iM2cvXXTmbLq6Ap3799Rv2rH5YN2ubYd0/576ecGgxlvjpoDYBnojRldnYfR7DsZmacFEF/zAFckHumyEXA/ehKlDkghWJ5+g8bWnTft+bpZvrU/knP1NbW3t/kDxnobjk460dpSkWhgNqux6ruaVuectSqy2xe4944dIpPQRo8V32pk392y27xyqzo1xedF9juRcv2jGclWlpdO/71BL+75Dze1tR1o6xnQEgvFGd+Z5n2h0YeovhWySCZywl//HFdmKid4YZW3kEwSrV2UDv6R3emVfpEQfD1cHxjRM3mokTwKDLQB0GBNq2sYJI0swoZ+hG7GHEmp6sqpz4o0rjjv5ufG37ByVmg6vKSUYUG3e+0LvGSLxtSiRng1ptXudE+feDCmK+VPE/C2ChJonqnrrhe9PcJykFsEIdvlrjm06UN92pPm8RNfNz/ZNKB43akLxOHMNtHcFju5tPL613R/017V2BOqPd0z2B/W0fjbjx7SiyseEjD7mqv7dFZkJvBUThfFBTF0MBS51RQLAR1yRb7iqGVvQK5UEKsoEmJPgajmBijLHV16ZESNcGYAAn8S8nIWzA2MQDeZh1oQZ5W7D6ObwfYbooVs0qPrqhtrcJWfNifveFEdGO1m+1qA/cFIp5kBbR33WuMJInRx6nvVHNMMzpFslYhmJ8dGwT/h2kxqyq6pHqat/hU1b5ia6bna2L6d43uTTiueZCOpgIBjcvvnAywf3NzQfq2v27955JPdYfcsyeremjOQFYJv3fSumkJlgCoJ+HRO1UYWxu6a5ImcDF3vLVCQq90nMnAGsM2RpScMNV1VrSovPwrSbZNZYY5YunFjImp1HqvY1tQ041c8RuvKyfPUFOVkNhTlZzXPGj2oTAOmO9VINM/VCN37bfauP67kliUWEjR7VQl39QEXNTHx5QUbPiGIjx4ueGCY0J15jzBfzXc001EHVO/miniOle0ueok5Yd/ZFV2vH8/Uv7wFNbGBZRCjMzZ5RmJs9Y8EEMwbR1N61Z39T297OQDBwuKVdjx7vnKMniq3H4ijwb4zDYgfwO2A9xk75ACYd8P9hBsBzMZH9NcB7XJEPu6o2AsgwicQdWynRx8PVgRHr5EyKMb3D+xRywuDah3n5C2DCjrK99eeRYC5YoPk42/7ftzdPuuXqhnFXnX1uXCvt2XuSpY8AwQ708IvL0i1GJNp6fB8dbfE7l/qhq7Xj+Z1/W5+0aJ+8bN/4BRMLu6+bhrbOXet21z/d0N51NiciMxQ4gokWeAPwM1f1t5HbclX3uiKrMC9+m6MsszJZcp8kvJfEoi/ARLpk5khKGnBVg65ItFGPeRjdGunYUIxxEV48rAOT8jQd8/LXhElLWciJ2iT9OfW6ua9ybcvGqt2rr7/5vKX5BTn96tqOhuPbVDXjdNdg8eXnTsCkbGQSAUgspLwvVLWRtesaaGpOSptyx+c4CxfNOGPhohmh7fP3yrWrN728Z04gEAyvk9MKPIy5lnOBD7uq0VJbH3XNi9ssoDKimKctJBdGoKJsGonVvghxkr3pDpqoo9CnTS5q3tfUuwlQliMtCr5AULtHWcfl52xr6uiaUZDtqyuZXLRjamHe6Nws33RHZBon2tjGx55DbP9QxQvTPvim/FGL5/YbCauqxzhc198L6rBDRk91nCnLMk0foztefknN+1FSaN5Vt/rAU5uToo8BivKyZxXlZXdfD3sbj7+0Yd+xg8e7AuF2eADYiSn+ewvwCVf1qSib2+SKfA/YArzgqv45Yn60dUYkwepVgqklkuggVEr0sWg8A+MZRk1p8SmY0YzIEZEOTBcHB6PAWzDFXEKVbI9gPHHjMYZxsmld8MvP4MvP7ddbpetffJWm5uksK91Ilz/I+heHf+uo/LwDsuLiaekWIxzt7Gzk8dVBTqRTDJrGrQefPLRu+8UMcYG8+6r3bujwB5dioi2uclWf8HKnp7uqu6Ot41Vdfp4TLy1bMKOCb7VhcScIVJRlAz/HFFZNeHVgNVDpK6+8O5lyDVdckUcwlcUjeQkTyVaAiaIYCyzx5gUwo9YFwHwSC1GMiwsuL1lzxWtL+21d3X60Zc3uh166YMwpU5+ftHRO0a77N4zzt3YM+yr4835w+wvZ44syzWB+ChN5kBS0o2MD69ZP4vjxRB2RCbHuyc3PPvLPF0NRPb8G3u057+a5qjtireeKfAD4iffnYeAA8ClX9d9DKe9wI1BRdh1wDwNLO9uHabH4DV95ZV1SBRuG1JQWvxnTtrIHqlp3oLm9+nBLe44/oL65E0Z1js/PWS6eA9ofDG7xB7Qlx+dMdByJpyNXQkhu9qZTfnVnv45oVa3jyTV+HKeLc5bXUbvnODt2XtjfepmOLLrgOeeyW85Jtxzh6L6tNcH7vn8aSSrCr6p6cM2WDc276vorkDwogqp678t7GjE2xUHgAld1pysyAfC7qlHTFF2RyZgaTJM5MYD9BPAhdzi+EA8RwepVE4C/M7BndSsm+uUXzuKV/0qqYGEM1wiMxUQvEpJL3yd7ErGjNAbN+NdftMGXn9uvsQzAsqWLgEYRuUhVg+Tk1NPZOaHf9TKZDKx4Lzk5Y/TMJRuo2byLzs6kVLQes3DqJc219a8eP9BwejK2F41AUDtzfU5bhz8I8BVX9QkAL1e6L+fFWZhOJaGXllO8T5MrsgZj5D3gqu4ZKtkznUBF2XhMFMubBrgJH6ad127AOjAMse6FM/tYx4cpNjck5OZlV1969ZK40kjyxo++aOGtF9SJyLkAE86cvfrQM1uHvQODGO0+08xiTLrnecRX+6dPJDd3qZae8TTPPDukDoyGYy2dPp9TGwgE24CPhVqp9uO8mIaxs45hnOiTvc+/XJEjwCrgPld17VDKnskEKsqKMN1ePsvAa+bMwISDfzVZcg1zoupjEZk4vSh/xfSi6L7iLMc5JWvoyu/5Z3zsrXHVehGRiXrJRS1AlojM0gXz9rBj55AJljIyUB3LjIUlcs5rn9YXHp1CoGvBoLcnIlMvOuW01v0NjcFO/5hkyBiNlg7/ntwsp77DHzwT+ICruhPAVY05+u+K5GKeP1sxetgHLPI+73dF/gH8FXgwlgPkZCdYvcrBtJ79BAMfaBgFvBF4PFlyRWO4Vm7OJdOKNokcnnjTZRfEv7g4IjIu9J3zztk+dMKlCFMBPuOQaVOXsmxp0hRpMBDcOZTOCzAFjZZMG5uPCYf7Uk1p8cdrSotjjkC4IiWYsLn1mNy+SASjjH4MPOEVjxtR1JQWf7+mtPjFYCC4A5OKM9iQyRmBirLLAxVlSUtPGo54rcgyrnbEFa8rbfVl+eJ20otId8/5onmTSnPHFQx/izkzx5PGY2pVbU7aFrduS1r4cyyuvv6sS3xZzm7gis9/+5YZgYqyL8Va1hVZ6IpkYwzlHxA9AnASpnbMM67I64dE6AwmUFF2XqCi7FXgL5jRuvMHucls4JxARdniQQs3/BmdbgEi8Y0d/dKoMxbEbTeJyOhQZIg4zizOXLJ66KRLERrMyHcu5+xrL5Tl1xzuf8n46GxsqxpK5wVAUV727JljCo4B73/rmbMfrSkt/mZNaXHUQQdXxOeKnIqpS/Q4pi5RJD7MS/c9wO/dDG3hNVQEKsokUFH2uP7niYeAjZhn02CZF6xedbWXipJ0hmsERsKFE4eayW+7Zof4fAPuoywF+efosqWreWFD3HljGgj6j2yoXWtq+YAGVDUYRBXEEQgr0hOKjRBMmcvI3RMqzCbd1TIjSpZq6B9vmvdFpPsf35jCjomXRQ0jzwSSZsqrP5CSFr4zxxR0vPXM2RXA2zAdHb4XuYxrnGDvBQ5hvKbx8DIZ0mKtPzxHy4XAAnoWBfRhRm+zr3r90vbzVpw2NmxeeJkrAZymHYeDmPaHEjjeud8pzJueBPGu8j4fxjiaRiqnkYZuI30xanTuhrPOmz/g6A4RGTP7daVd2yrXdmpQE4kSeBGTuhiuPUNFL3uUX4tCZKHLRAkvrglA4Hj7qOy41cIwpr1jyF/YROTgp7560+8wuvP3QC+ngyviAy7A1HF4L/GlRQUYqrayScYz6hcByzGpX+HXbDaQM27WpMCHH/5GyKGknHjWhK5NB8hC5BpUF2PaHiZDH2dhHCGvBCrKzvSVV2am+y41ZJyNPOvOdw7YPgaQaVNXaEPjWmp3x+3o6mppP3hs04GtIRs56A+qBr0ql33byOHzuifT3Zk6bOHuJTV8PYlmI+fq9JbxV8QrfcpJ2v0SaO9MRVelwPKZ448vnzn+N5i2yztLqmoPRi7kiswC/hdjP8cbgf9i8sQcWlyR8cBFmCg0OGFzdHe/etc9d3bNPHP+KHrayOEFuH1MmTyaQ4cvo6srvJvhYLnd+1yA6VKXVIarAyNpxWGSga9o1IaiFUuX9L9kP4wfN4tTFz7FztpF/aaTONIV7Ax2NNTsT1ou8WCR7LqtE/tfLF0kzQOoAe1K1rb64L8Yb/BdQCfw2ZKq2h5OB69wYqgYrYtxdMTD9ZjRrieSJGvScc1o+P9ijmlsX8v6spx1QJ/Fc1v3HVuNdw10tXY0ZifHgRHiukBF2U985ZVJ7XQzjMio+j0i1L3mxuWJVbyPzvgpFyx8qqW2bkzLnqN9Vu4XR7o0qNlAOxl0PgKNLa/ClHSLMfT4/bFa5yWLFuAGTP2WXwFf85VX7gtfwHu5/yGmwv164MvEF+XqA74E3JZMgZOJd2y3AR+n77QwOts6XsSkMsZEW1p3oxqycZIduVmMcfhvSPJ2hwU1pcU5DD6aJankLZz1VM60CYO3VefNySUr62l27jwHo29j40hXx9HWQ5lkI+cGqp4e/6F0SxGTpNnIwa5AKpyHP/Q+f8N0D/l55AKuyFmYOlsA64g/bfh24Ef07HyWUbgip2G6Db6BflIx88eO3scJB0cvVBUam57z/pygwWBAHCeZevl6hsCBkZHhTHGQOZ51n7N7/g9uPyOewp39IT7fPJk752KWL63pMSM7uxERP7m5R8jKaqZ49rNceXkd+flHBrvPpCLJU4CZTFZBzrKZV5/+ZP6UMRuHcDerMG1SbwN+W1JVuy/KMk9yYoTPxUQpxINDgp12Uokrcj1QjYmY6NN5AZCV7etXjwXau7qvTX9rR2sC4kTLb2/ypq/EKOa3jmDnBWSSPgbeUHbB7kVnzh50vRsRcYrmTloxbcVpJU6W78Q1IwR9uVnHnBxfk5Pla80enbt/wc3nHZi4tHjNYPeZdEZKTbKLzm9l+rT15GQfG6I9/BV4HcZIPuIrr/xLlGXehXFegIlQ+HgC249pXKYbV2Q68CCmcGmfzgsAn8/Xvy4MBgOcSDtLpOVeG6ZgXyS1GPmuAC71lVeOSOeFR0ZFV2ZPGruu2H33xcmIyJfc3LNk4fwLWbjg2R4zcnKOGhs5p46cnKOUnrGaSy+p0eysVAw2xU9mZyUk7WExaub486acN//J3PGjYtYHGiRtmAG4BzERut8tqart0V7HK3gffp38HBM1Fg+jSWJXlmTiijiuyMcxDtq3EEcdqaycrD6DFUQEAoETerizM5HnaLTf+Ign3/Xe5wsJbC9uhl0ERk1psWCKEmYEk265er9k+ZJbrbmwcCnz5jzDvLnj8AeOk5szQ0TGAJNUNSgi5wH4rrhkH79+Iqm7HiQjxFqGgiljLim4egydzW3rjlXvp3Hrwfja58ZPqP3pf0uqamO9GA0mNjwj2/e5Iu/AGKJx88oLu9qWnjM/6jwNBgNN2w+/ePxQY7dzx9/RFa9RcxSowOSwfwGYhknV+YOvvHJbIjKe5GSMPi4Ynbvh9KXFSa1+LiK5M69a/LyC5hTmjQXUl5t9BoCnj0cBjD995uzOxrY1TTsyaNBmhOTxis+3kDNOR4PB3ezb/wpbty2hsytpnaeAd4R9/0qMZfp1tvZBpurjGRhH+bx412k6dGxR0B8IOlnRHcva3LyLqpcPAnO9SX2PpPck1Eb8OUz04XZgl6+88q8JbONkZz4ZNDg54xO3Jr8zXfHs2cBTzJo5ia6uJvLyzhCRLFUdL6Ym0wqA/OuvWstjryZ99wNnRKhjRCR3zMKplxQtmKLtR5qfqn95z7gk143Lx3TIAPh2SVXtgSjLjCIx3RLOMaK/mKcVzynzTRJzjvPy/Wu3X/y+66KGYmog0MGWbevo6jphN/n9x+Pc9IvAI8D7gO9j0iEd4CfO4pVDPsA+7BwYmJeIjCkYV/+3/44ONDQ/NemWq5IWpiYiozhloSkIGuE485Rz6I9kGmgnO0PiXMkpzD93ynnzySrIWVP/0u74OtAkRtRCgq7IrQzsxTEAXBSq2JwpuCKLMc6CaxJdd/a8ydENZVW23rO2CQjvFU6wwx9vtMTfMO0PH8O0hZrgK698OVH5RgAZ48A43tJR/OsfPvrUm2+7aNHoovykdXXKm1gY9d7uoY8BX152xrw4DAOSbs2L48xm1szZOmVyFavX5BIIJLvArh/YGznRy0P+6AC3+UNMulzG4IoUYKrQf5L4Ry0ByB2VVys+Z1G0efrChtUcqVsBzAlfJc5NN2FSKr8OTMV0LlnjK69MRb79cCJj9DHAvm/dc2DCGy89POaS0uXJ2qY4TjFz5xQDPWzkSH3s5GRnzLtCxjME0XoiIvmTiy6eccWizr2PVW9sO9gYVS8Mkli27EB16m7gkkxrqeqKXAV8h9gd32IRLD771Ki2kLa07mHNMzOJTHvt8rdFWz4KvwB+hil86gP2p8JxEWK4OjAyhuDxjtObnq1+btItaaldmVnu3Iy63XsxpNJNOGPWRYVzJ62rf2l3VvPOI8v6XyMuDmAKRPbANSO+PxrA9nYDP3NVn3VFZgM3YQzJL7mqaUtH8rpYnM/AagfoBZeVRDWM/Mc7DxFlVDTQGdOBsRlTTG6bt953vEJwW7z50dJ4LMkpwJcsxu/ZVXexmsKAqSezNDJkulYeIiQnp1SvuHQve/evZ/OWZQQCyXqRudVXXhnNuPsSMCvBbbUB/8G0/hRX5A3AazBtVf81ODEHzVJMaHbCDqDSGy+uixn409oazVkRq9DpLkwY9yhMjvuffOWVR715O8jAEdIMIZP0MV1HGs5tfXnb6jGX9FlGaGjINH2cgW1UU4GI5My8cvGp7XUtTx1Zv3NKe11zspxsjwE/jZzoipxBglEKHq9idPlubxtvwQz6fdVV7RyMoIPBNRH4F5K484Ks3Owds5cuPDXqzObmOqI9t7q6OmJsrhoT4fUSxn/wB2fxSsWct5QzHB0Yc9ItQCSF5y6K9WMPNZmmnjOZIT9XOYV550676BScLOe5xq2HBtwBIYw1JVW1vUK5XNVWV2QrJs86ES51VXe6IgsxCihkOE7EtGBNC65q0BVpIL6K/ZHI3l112+edMrVX67wDT23eQpQ+1oGOXgN2hzH5lHuANcBaX3nloQHIMuLwnE/F6ZYjnOxs35bRhXnpGoXMLIdBZg0ipRRxnJnMnjlTJ098gSeeSpZT+ZEY018awLa+56p+xutc8ndOdDV5uyuywFWNFhadKp7FFMJMmF3rN0Ut/qZHj23ieNvZUWZF0/v3YHK7/wEc8JVXPj4QWUYoc9ItQCRjLlsWb/eHJDMyUuiGAyLiy59UePGs1yxpq32galdnw/E5SdjsY5HF7T02YYrfJ9JB7ChwhquqXh22f4TNa8akr6UFV7XRFUnkWLrxd3TN6Tze3pZTkNdDz6oqVNdET7Hp6op01mwEqjCpjseAPzqLV6brvbeb4ejAuDzdAkSSM33iUFdAj0WmhStn7sNCNWVFFkcXT2xv3JqU99+ohXRckRISd14AfMYVeRmTwx2uzK51RSTNIXMDbk17rL6lV1HOoxv3rW0/0hw1rSvY0RV5nX7WV155d6CizDfCi3EOhCUkr+VWUsgryGlKV+kHrzVf5pDZ/ovUPL9yc6OPPiVOE7HP6EA6iLzWFdmEyR++IGx6ASYa7U8D2GayCALx5kH3oKut09fR0taaOzq/O+pF/f7jPLd+PNE7jkS2wH3OV175NquPB8xl6RYgkpwp49PzjBghheWTQjAlnUMQkfxR08ftT5IDI1axybiKW0ZQALiuSDa9ozeuJY0ODI+WgawkIg0Ha3bXzV52ymk9Zqx/8Un8/uhRzx2dkQ6MtzmLV24IVq/yOYtXZoxOHlYOjJrS4nGY1pIWg3VgxMumzfvobZBFkzey93d/y/VaPrsgJxmhZgFM3+pobMaEcvWKOuiH98aYPgZTUC1pIblesaEJmOPoAFqiOUhckfMxIdQXDnRfD/31+QXLzu/ZgOXYxn0xH16BrkD4ffMHX3nl3QDWWB4Q7063AJlF5qrADOMljO6sipgeeQKj6eNoy4WWjb58bu5UOjoG20/2577yysYY8+4FEq2BdAaxCxYvJYkODK8N6jiMA8EPNLuqvULRXJEijIP7LQyw/+7R2kPnvfLgs+uWv/WyE4Wt9x94hditrvMxDhMH48h+I1h9PBBqSouX0E9L8ZGF1cfxoIFAQF99Kov+9TGc0LHx6OOoy+eMLRiQczSCw8DvYsz7N6ZuWSKpg3nE7paxNNmDfK5IPlCE0cdtrmrUc+KKvAX4NAOMiFPViX+54ye1t//3u+HToP5o7HSUrq7wqJZyZ/HKDQCZ5LyAYebAwPTmnZpuIXqRvpHrTBtfy9ynRVaWwwAVQKLkjCmgaP7k55u2H44WLhsv1SVVtVHbtHopF5+lZ4jbYDmLJDgwXJHvY0YPS+jpAW90RX6DMVRHY4zVUzHG1qD0kONIKzA+9LeqEmjvilkrp6O+ZUl7XfO2vImFjwMfHMy+RzKuyCyi1GhJO2nVipmlkjVzc0gKMPWsIkffk46IoOed8zyrnxqsAyNa69QQP8PYJ8lKp0pKyosrch1GriWYVMEQAVfkSWA1poWrgzGmryBMlw6UgnGFPR3Ixxra+1jc8eQ4AzjVV16ZWe3hhxffSLcA0UmXHsow9Zeh6lh8Ph/i5JIiG7lo3qTOo6/s2dfV3D6Y9tEPRrZODeGqHnFFKkhe+85xmNSsQRW/d0UKgVUYfbyAsEFoV2QfxqE9FlPY2IeJtF4ymH0C5BTk9ey819FZR8/nQU9qa2fo3DlNkpP9KcyzLSMZbg6M16RbgKgE06aUMqsikCB6rGETggPiEHp6CIKIg4j5F3E8V4d05ygKgoaeNqredw17AEU/ybm54yU7u/9+zVMm51NXP4iDS4ymnUeWDnIT42pKi6WkqjbWxXU/pqjkYB4A4byJvg30eNkNnBll+hjgI0nYfi+ysnw9QuvUHzyO9unoHHPwma2/mnP9Wf9nR/kGRcIdY1KBoulzpGaafdrUXK/HGjZ77VRDOtnoYUeM/jX6Wky4dX/6mNA/0Y/U8eVIQX48hbbnYgqtDrkDA4CDB/t6gY6XmC/2rmqHK3I3pgBcMrjEFZmUhOLKezGGd6Sx6sOkGgxJusHoiWN61rVobu6vneFY4HrrvBg4NaXFBXjtQzMNDdpBPgDRrqAe2L4JcRzE6WkjOz4f4mBsZcfxdLaE/jO6WUM+aUVVTwye9qGTiyZOk6zs/tMpps5tYmdqmqxpILirq7l9sHWq+nO0/pjkOTDA2MiDTSPpwESGRDv2GcCdg9x+VPLHjOrpwGhuPkBfDoygTqB64zdYeuYvvSKdGcmwcWDUlBafzsDy/oeeDGu3ky6yC3Jg3fOn9b9kUqnTiRNe5LRT5tLQeIjmlnaCnkfplAVLJTu7UFVh246UptsUzp7wUvOuusGMos3CeF6jPlG8QkOvkjwHRjJC+sCE9H2d6LnOQ0J2TlYPL3zdhtr1xOho0tLhP1BzuHGrb5/smL96kzWWB8fKdAsQFauNu8k7enA86+qTVQMiHoKan7+OeXOECeNnsmv3NlQhGFRmTJss48eXeMu9CCSj0HF8TJmSw+atg93KdcDDfcyvHuwOwvAxwJzncFzVKlfkRYzDKGWMmlDUPaigfn8rLa1R0xo0EPQ3bj/8Yuv+Ywdm379hTeokPCm5iQF0jUkJ1kYGID/f7wv+7a7U2shO1i45ZVmtXHDDGfrq0xvpOB6ksz1I4bgsOevq88Tn82lneyu11fNSJZL4nLlZo3IP+ls7BhNRv6KmtHh0SVVtVD3pqh5yRepJXo2uQdvIrmqnK3IPA6uZNGAKxhX2HOzevLUp1rIH9x/b+eQjr+yeNGXsuivfdldGt6geNg4MTBXU/2BCHDOKNKrmzE3ZSB0TqatfwZq1YPrCn2DP3qD6fDWcdkoTKb7Wp16wcFLhnEmr61/ZM6OjvmVB/2tEZSExHBge0VrSJUoDJqTt6cFuyBWZCDxECp0XAK2t7V1f/eQf94gjXSLid0QmEgi+7Ah+x/wdFEEFtKnDfwrGuTHWFfmPq1qTSllPMn5Az+KDGYGmUy9ajezQ1nYu1d231YmWjvv2o3CQcWO3cPayLDMAmSLy85Zx/rlrOHRY2LFzoPV2FvYzf0BV4qPwW0zNoKjh0YnginwBeMPgRUoI3f2pHzXW52Z3IdKF4wREg34R/OJzusRxAggqIupv7ywMdgbOAagpLV5ZUlW7KsWynkz8A9NJK9F2vkOPps2tbDVy0D9HN62bo5vWQUStMX3uoU5Gjdkg598QxNhvKUFEsouvK61v3Xdsc90Luxb52zoH0qVmLCaKILoDw3RIS4ZOrsGkuA3aweqKlAK/GrRECbL96Vf9Xyl9727HcfziiF8cGetDX/b5nK6sbJ/fcSQoIgRV5Vhdy5nA3M2v7mteI/KSq5qelvRxMGwcGCVVtcGa0uLd6ZYjKunzYNginn3jEAiUUF3TQW7uOqCNgbXqTBjxObNHzxo/u6sgu+YPP3hsdWeXP9/U5WgAACAASURBVAdQk02DmhdqwRHUEekR/xc6iRNH5e4uibp18FrvJSNf8Tuu6pcHswFXJBf4FCZFJPXVxhWCqrMSSOXaCbwL02rLMnB2pVuAqKR1rC/TVGDGMZVjDVN5fPWrurjkWZk29bxU7FREshhTdBFjirj/pw8/VLth2zgBFUcQERxHgo4jiOOoz+eoCN0JjGLWp2hswQtvKu9zN8moW1ELvDtagc1EcEVWYMKdUx61mpflvFjgc5ap/0R2Xj+3pAKfBCqHVLCTnJKq2oaa0uIGMtGBYf0XmUoOrY3L9T+/O0LuqCoCLSmLwvDlZC0umjuJI22dTz1cuXaLqjqE2ciOmLGIWDayCMElU8ce7GMX84H+08v75w5X9aHBbMAVGQd8CygjRe8g4QT9gdOAGUHizph+Gnh/JjsvYBg5MDIaW8Qz08mlo+MSTNjyWanc8bgJhSU3vOuS7F99/5GZmCrHcXOktaOvEbiVGA/0YLgD+NFAV64pLZ78/J6jbwQ+T/hIa2ppwlTsT4RHgYlpbht7MpCh5y+NNTAy7ZSkb+Szb/z+09mybR3TUl+T+7qKD722YsXHNhw/2pyo3njpTTFmuCITgHcMUrTVDMJ5UVNanNXY3nnlvzYfvB24apCyDJiFEwsTrTeyCzgEZGNyxC0DJzPv97Q9azPsdGSYON2oTqK95SLgAKa4csqYv2jGxedcuXjtYw9UnUtig7JN/9l2iItjz799kKJ1AW8G/jXQDdSUFi98dMvBW4FyUlXvqTevArE7jkTnIUzDjP3JFyd5DDcHxg8DQb1S0cmCOIoGVAkEVQN4gyXdbZ8Fr0IZjnHiiU8ER8An0rd96+la9QZggqrevz1DLbr31dXZFfB3dnVG2waR/++JCODL9imqQYy5qV5IR5izUfAKqYUcymbYyBg6g32JTR6azheHuEiLfDNmT1hwu3vjse9+8e8tqn0UzunN91yRKyNftF2RZcBPBinWXkz0RUKP1JrS4lzg9Rhj/dpphXlr9jS0FmIcCWjvB5Dj7UDEvFma8GEkvMWWKCqqOOY7DooEVONx+GzEGL5ZmH3nYx48YFJZfJzoepKH8ci/D3ifK7LYVd3oiswFjruqhxI5Fxaex4QtX4M5z0FM21w/sVutOWGf0O8T730Z9LYb+jdCTxpUCfj9gV6tjDWkh8N1c08EEbKyHEQk2r7C9yPesYb+dgBHM8wppplrMkNb25na2LhNxowZaIrdgBARyp/47tJfv+PrT+3ZsK0P+7cX73FFfumq9kjr80KV7wcGEgYdzjdd1e2JrlRTWnwGRh/fWpibHcz2ySiUUI6zRKRUdf/tTQwKBEVi62NAVHEUzQpq/zZjliO6p+H4Bp8jvtwspyAQ1C4AERFHyMr1+XJG52YVePuahKnP8VvgLuDjNaXFeUBJSVXthkTPhYWvBIL6C8xzUBQNBJUuTy/1ZSP7wmxkJwEbOdI+jmojd7Z3dToDtJEdR3B8TpDQMfS0kaX7Sg7pXnN1OwhCl78ryjbTR2bbyPnAc6TYgQFw/qUl58+aO2nLqh88mkhhzyJM0eRPRs5wRVYCHxikWA+5qv9MdKWa0uKxwFsxOvn8cQU565o7upT4bOSgQMC7/3rYHarqeOsaHa44AdV40sj3A50YGzn0CdXEcICsXJ9T6Diinf7gGG+bXwXucEWmu6rtXurL5mSkNSaTYeXAKKmqfdEV+SvwMW9Sf5WtE+EoPavaehWA4/AIfuZXF/KZgaU1XXTF4qcvu/aMAeXkqmoyKquPJJZiRrlSXqk7vyBnLKbqfiJcjmk12p3q4LWu/CmDu3fbgFvjdV7UlBZPBm4ArsX01b46NG/m2IIVM8cOTd2wxvauZ9bsPFLc0unvq1CpH+gvDP0ZTK2GJ+lZ3LMCuNZV3emK3Az8cVACjzC8dr6fwVwbySbafRrSxX3WWDne2rH8/z795wHv+HPfurmTgYZ5asal9WUyeTz7fJZedXlAHCeldXPEcXoXNuuffOCdhI3seal8dwLnD1Kkn9N3gdBuakqLszHdQ14HXAksCs1zRHjj6UOTQRBUPfhsbf3+PY3H+4xi3LC/4Xz6uEenF+W/dPHcSbOBRnqmdX6gprT4JyVVtVtqSoudmtLiU0uqajcn7QBGACVVtfe6Ih+G7oHpbBKM/IxBtI5nQrz1rl5/54BTE97xwSuenD1vctSi3P2hHV0Z9Y6Tud7kblYAG0g8qnXQjBqdN5B0j/e4Ip93Vbsjt1yR5cD/DVKcPcBH4124prR4AabW0Gsw91z39bp85vhzl88cdGfqqOxtPL76ud31Z3UFta9zl0c/keevXzRjp8+Rua8caHh64+Gm0PvoOMyz7fPAK5guLAM3rIaAjLq54+R+Tjgwkkkme0ZjMQz0YcaRrEJrCfGjrz/wnCpRK7H3RdHYgi8GKsq+hYkceMOHP3v96zo7u3zArtA4hIbaHHp524Du2bSvtmbtdp/PEXFE8P4VR4Rx+dmHZowpmFBTWpxXUlUb0wlWU1o8B5NiEhphB+MESAlj8rIvOGf2hKce33aoLwdGPEl9ofukBlPw6RpMQeDZrsgDwCOYvGHrwEicfaQhNcsSH5LpzzXVOQQCTThOUSp3+9I/nl6/+fENA3kp+uDLS2atzfY5m4HLbjx95i1tXf4pwK5QhE94X8NuFLbUNe8UyArpZEcQR0SyfU5w4cTCGp8jszBtqKNSU1qcBXwaY1iHIvl6RRoNFY7I1POLJ4zf83Kfxfgb6CcqNBDU0LPkAKZ19x3e9xeBf9eUFv8CM7qaUcbyMOJ+6CuyfkSRUTZyZivjbmJ2qBhKfvSNBwbyW42bVpj3pZrS4t8Ap6jqm689ddqFirZxQieHIhHDt68Hmto2NXf4RzuC+BzBs4/FJyJTC/M2ThiVO7emtHh3SVVtTLlqSosvAL5Hz1pDgy6IHy8zxxSsaJjU+XT1oaa+BsH7fef5/+ydeXxcZfX/38+dyWSyp52kW9qmTfem+8LSHahAUUEQBCqoRRFBcQNRv/yAUb+AILihgoitX1BABRUQkE3o3tIWuqZ7mm5p2ux7ZrvP749nppmkk2SWO0uSeb9e80oyc+/z3JncOffc85zzORLpAUGRLfOdY3UtGU1O9zjgX8DtdiGGoTpsJdR3CXpnAON9oBQwWmyml9iWDiTWCaXSrhOd0YRXExYSDoerpaay8dSx0srKzWv3a/W1zWGJqaVnpA5DpeoDkDswI6j9rI1tVTmF9d0FTD4L7N47o/BXqKBEGTAdtbKXinKQv8q5qzcx/Z7kpVsmjMhJ/+hkQ8sUXQY0xMEcj89h/gcwEXXBeQ+4AfiPXcpqY462/2GXssEuxF9JBjAUiWWRewc7d3/M7JlRzYqTUlJ7/MzJ6rLTNRv/763ao1v2TSQ8W5Zq0sSLeLOBLCYNiym4mPj5I20DUKtagVgEPLp3RuFPgQ9QTvAg1IroBFSmwhe8v/sT04wfIYRlXmHe6o/Laye1ujyDAmxSQw8BDItJ86X1f4DKLvwhqiRyIVA5afvRHQYecn/kGeBRg8eMm2XrUya1vVQrkRmK0qQZHM1JWlscDZUV9eUHSk5Wbv+wNFvqcno442RbUy7EW0YihCDbGlxi/oA0ywm6zsaeD9wKvL13RuFKVAeSOlTr74WoMuUpKFHOuDI+Pzu3stlRcqbJMbmLTXq8adCUEH9LhsW8ZvLg7MoPj9esQwXTlwH/SrTSER+9MYAhMKZ9ZKBxexuJZQyVinCiMwQ4EO1J/vzUfz8qP16zAKWEHHuCO5unAH/w/u4hxu1Pg0EIMWjKkBzn6aa2DU6Pnkf3gaftqIwAE6rTiBu1sleBUlTeicq2wC7EVJRgXK1diMHAFLuU70XxrfRlYq6qnSQ4EloDw0dl1Uyp67rQotdX9fhHB/f96Ys/nci5afCJRAoqXfc+lO1KSP9seE7a4sPVje+1ujwWlEPf2R/zqXXVogIxZpQddgMVA9ItR4AzwPuTth9tAdg7ozATVcJ7yFsic6n/60lCIhr+cfzsSGQzJ5b9S2wNDB/jUWW3UQ1g/Pp/Xy13Ot0TUYtKkRDN//Gl3kcgTa+EwGLSisfnZe2oanZ8oEuKgJGdNvH/fFYDzd7fDwOuVLN2XBOiFvhg0vajRyfB+1dwtpPVGbuUrXYhioB8u5Sbo/1+QiEhL5A9kOhOSH8m4b7cXRD1jhlXXn/ByKceeyOeTmioRj3Y4EVMHQKnW29452BFg1uXS7xP7UQZ4Dmo1bsM1Ordv4B37FJKuxAFqHauh4HhdinPqaO2S7kLVdcHarUhKeAZPnHreJCkT5BNdc1u8vOilhU3bOroMdlDBm5pqKiZG605DCbY60ZM7bGUkm0na9ecbnJc4n2qCtiEygzJQwUq9gL/Bv5ql7LWLoQZpRGyFzDtPFXnuqa8tsZ/3EnbjzbRsWTk9Si/lb5M0h4nKIkVTemWqB/qJZ+aUf/mP7YaMVQs7jsS9t6mrtVZtr6sarBUGdQ6sBlVNjITlTliRmmCvGSX8iM4u4DXCJx2uPURk7YfPWdR1y7lar/fS1GVDwlFbwxgGNHXN4EI304IITLG3TQvKGFIqctSoYmx0K4sHuBA/BX3/QVMdb9t5NnnlO6CifauArmo+jmdjm/Mt5/m93cLMDyYY48Co6I9QX1dcz3x7Mcuo2ZwY2rI1xw5s8OtS/963mnen6u9j+MoJfubgB/bhbCiMi4OoFb/ko5wFLEruex4tQdLOPJmFU7Jm1XYo02WHn2XMGnT6Vos2r/Liu63nej0Wnv3CImOOGvffR1eilBiiXqnsX34xttFHMSNz1JfX09+KA2aQsPjdDsdTa19MVMoplmP1S3OA4erm/y1Q/JQ581RYCOqm0gu6tr+L7sQmSg/831URsZzXmc4SfToYz5y+GgWc3GwPvLBP29wo7JX/G2tP527X/lsbWB73P772a5bdXvLi+v2lvfkI0uEaB5/07z4+Y9dl7oZRk1Vo1H6Pb0oLmQsUkreO3S6Rbbf02hwVmtvM/B3VLlLFmD3Zhuno8roK1F6OR/E8piNpDcGMH4c7wMwkkib7gkhgvL6hEmU07HLSuREdisbF6EgLy0o8bOoeMytLY6Gfzy3IZT2kIYjIz6zukCIqA3dGYfb01Dd4pwU4KUtqP/hN1FpydtR2Rh/9v6+0y5lPM+v/sQ1qMh/XyLsE1wIEZQYpTCbUkksexzfFSaXOxgx3rDwuNye95/45zZHU2tYnQwCEO5nZXywIYb2GGDHqboKVIq5P6dRTvB5wO9QwbC9wDso8bdtwPFQW3YnCR27EGnA/8T7OIxERrbIZyZ4P8+/I058Ca49ZjQRKB85KqL3tdVNpzav2T+t5y2DIrGyIzRNosdGDvBMk6PErcvRAV56FRVIfhzVRnUnykd+FWWP99r7QBfLXhXA8NbkXNrjhkkCkVhf8viSDaxFrdzrfo/OkXTN7wGcs7qZ4vfTDOw6XV47/Omf/6cIv9Z2kaCZtPCu3lFwFYUlpW3oHde4yn/5V+MHD4BJE6k51pTd9W0ufwdkOyodbg8qBa4i6RjHB28LyZ/E+zh6Kclz1p+jxybKk+UbkTLXKwatnxWFFuggJEiBxOStI1fXMylVoFhKM1L6etybkNKCyXSGeRdk/+LyH1S21DYZFbxAU1lH4WD4NXjEL3+z7vi3vr7E6HG7YlxeZlZVs6Pz078CXkZ1eKr2b2mYJObcTrLEOlwSScMt3teHScB/UCv73fnIvgxsn23z95nb7bEKhAhg/8bV+7R3X/s40rbTZ4nAHhuOtXjKwYzZc0X1s6tiMl9WqjkvxSQOuTxyqt/TLwNPoLLimuxSBpWB1BvpVQEMEiU62jtJJOMM8Q+oLARKMCjQ4GXxwb3lb2OkcGeY9+YyCjf10uVOlS53zC6sZk1LvWTs4BlvHTi1udnp8aXFzUBpXoyzS9kYq2NJEhCJSkdMEjrxdlATjUG43QdQGlfGXBs8Hlvbu6u3tdQ2jTNkvMgx/BrsqauL6Xk0Iid9ZutQz8btp+rm0u4/PgQcs0v5l1geS5KAJH3k8EkkEfNEuD7MQgUthhg4pm3v9mOGCF/4Ee5nZfg9iKe2JhMhKo0etyvSLeZBl48fyhv7Th3ySDnW+/RnUYKb8SsJjRGJdlPbE2+hWok1xftAjCKGscN4Bww6kwjn3hhU1wrDOHLwdLx0PTog3cbnsA1YduEmU05GcD2qDCLFpKXPLhiYgarX89FAH7IBvRW7lDoqIy5mfc9jRKLZyliQCA7zAlRLZ8OorWxoRWXcJQKGpoWLlBRX9tJLI1XwD21OIRg1MGNSVqp5S6eXTsXyOJJ0yWPAA/E+CCMRsTPHieCT+ohNDUL3DEKV6Lp62jAExKny2pkGjgcJdL0e+oP7DsaqfMSHNcWUP21oThXqf+WjPKYHESd6VQaGN1X8ObsQp1Aq1/GuE4uYBMp+ii2LF54kxey7CfX/EPxFREX76wJvOkL7QyJASr8oULvInaTz9h3xFVa2tLjYvqMchzMfKUdF+ramzxldWXYo/g0tpEc3/IYk9xNzNXdVXcxOWLdHb33rQMWOJqf7gk4v/SxZNpIY2KU8YBdiGare/fyetu8l9DujXLX9qLt276kSkP52F0C269QBHWyysq1CiM421veakN69fQUfKHlh2XEzUCUigEbuoNmjP8gcYRuspZgC6d+ExKChuYHqg+OFocHfrIuX7kTTio0cszuklByobNy4/VTdNFRXER9bUSKdSeKMt3znx3Yh6oFfxvt4jKA/LvJpKSaJyhD2t7c+uvCRO7zmv42/bdY6bdf5d398z51AdXvLA4aG/m46Mmnq8J17th+bFek4fiRGBobZ7E6fOWtU89YPTxg6bhdIKWlz69Wv7y2v8UjZ2Ud+NBbHEG96VQDDh13Kd+1CPAzY430sESNErG7EEsY4A5BqGS40Lf7ZCpYcWLIIeejweg6Vjop0uCmzRk1++7WP61qbHbkGHF3YSN3YAIYpN6sqJT/3PM1i/njgp+Zv8HoVEsDT2kb9u1s7X2DVfgOy3J76JhO67OpC3OFvl0f3/HP3idEmTexx6/JyoLNhhqSznFDYpWy0C/FZ4BiJtYqVJEjcLU6zdHvCKqfrydCEaogq1h/EnH70zOir55QLTUTU8tpk0goWfqJ4/dp39syPZBwD0DH4u5F/29c9gNl28xc3IDTwiwbVv/m67q4843+zol5ITZVaWpruqavzpct35xdIgA1lVW0n6lsGSbUiG6h2/b1kQDmxsEv5K7sQlwCfjvexREzsIhiJ4yOrlU0jy5uNYA0GBDAuv3qOae+uE27do8f7/tPQ/3f2JZ/YIVJSZmctWnwUKf19ZOEoPexpWrfGRIDLoXnoULf71Cl/0f9ufeSaFmfbOwcrppsEez2ShYCt05C1KK24Pk+8T6BI2BzvAzACkUhGM7YkQoocANLprONQ6VwjxtI0kf+d+z9z8tnfvXfmxNGqzmrtIRNuho7UjXMoLQX5x0bav9wohMgz52bNyr+xY5t5V03Dmfp3tw5Ctf86k3ftRYcaPyzB9plFGRkzxxe7TlWfPP7T52o89U09Rd3/btLEQgkWty4DfXZtwFfsUh4y6K0lMQi7lCftQpwknq2DjaO/2uSEoeCS4kNCE/OMGGvxpVPnDbRlrX7lxU1G1AR3diiDxbgAhsmkj/jZL9amDB06TwhhHvT1b53zOdW/9cYWYC7QknHeBVuF1So1q5Uh371nJppG1co/7Kh58S8Lzx28A3sBadJEi4QdqFbVnXkJpYGRJPHYTF8IYPRLeywT7T3vBAwRQk7PSJ3+3Qeu3vX7x94Y0tjQmh/peBHcQxn2GWcuWrJj2H0/GgyQNmXawrQpHRus1P371S1N69bMBdqExVKed8utFQ3vvCWHPfCjoanjJha1fLRt77Fv3p6Fx9PTou5LqWZtJLDbIwO2PT8OfL6/BJR7cwBjQrwPwAiECDv9KVT6xQkdDsJiyZVTJm9hd4khQQyTSSv40jeWNu75+Ojqf76wcXEkn/yIUVHp9NozJs0z9GtXrzMPzBZpE0bOEUKM7HJbj8eDJiqGfOXK49kLp88RmjbY9plFoByojakjB88uuHt5Y+Vzb+5vPXA80Pf2JKr12yABl6DaS/4c+CLgE+BrBr6bFIpLTOxCZADxz6gyhkRzHqNPgr3j4//ZOa3ouvNKNZNWFOlYQggxbc7oxaPHDd727JPvDampagq7S4NJiEO026RQiDhgnz57bsmgO75RnTpm3BDNau0hGCNImzFzzYjHfz3blJGxCEBK3S2PvrNDDJ6TMeib31noPrF3dePW3XNlmzOQEO+DwH7gW1az5gQGA8+iNMh8/Bu4JSmmnLAY6SPHzULEsITE8CypsEk8b30asBoC3jSHTFq6Zeo3/9+VFe+9vmPjptX7IupIkp+ZOsCIYwoZs9ld+Ls/bNTS07XUMWPniW5WG6XbLUVa2r6Rv/ytSJsydbwwmYryvvRl9NPbVsuqXSfSZ81eOOTub79f8+yfpPNUdaBFoHXAU8AFZk2MAeYAPwTuob0d+3GUPV5r8DtNWBLjyxoer2Hs1zw+JqM/psclIGJ4wVwmT9yMEGWGjCdE1pRZoxYXzyjcFsEw+pRZo8Jytq1TpjlShhWUmwcPDl2QQwhGP/qNLdnzpi5On1i4SAjRbacJU3bGgLFPfT8jZ/HMuULTfOeZB1XzvQioSysa1jrygS9PSB01pLTT7nXA94AK4EEhxECTEG3ACmA6cD2wAXjILuXTIb+XJDHBLmUz8Ha8j8Mg+qGtTCwxJt3lyTz67+0pjtpmwwRis3LSZy+/9aKI6pPzMlLDEqvU0jOa0mfN3psyfERYotHZl16+rfC3v5+cVjx1oWa19hhAGfXMn0aPeuqPi0wZGRlnn6w/sgWPY7YsXz9elq9fO/T2KxcOv+vGrQH+9X8F/hcVVJ6dbjG7gU+gAhgLgR+j6vNvTAYvEpp/GThW/AIYsZs6kWxgIh2Lj8XAWgwSUNc0bcgnPj3zwswsayRtPitt6alh6RxlLlrSYM7PrzTl5NaFvLPZ7J74/vry9GnTF1rHjpvfXfACIGvR4rET3l0zIX36jAnCZFK1JR5nPU3lY2koWyTL3izJmTFg8KiffSNbpJg7t6EuRfnIg4FvmDUtB8hEdYmZhAoqHwe+Zpfy3ZDfSy+mNwcwyoAaA8crMXCsoImh25h4Md0EQ4wccT6pFkNbIE0oLmiacV7RlgnFBTvC2F3btHrf8XDmzV3xjfSx/3ht2Nh/vZGWcf6Fu4PdL++6i9fZPrtkXcqgAUGv3mipFqspw5rl91QF8CHKwILqS38ewKgHv1Y06qe3b0gZNOAZ1DmZCwxDKV03AqSlmKpRHWIut0v5N+AR4KfBHk+SuPGRgWNlEqdOM0KI3nxdDI8ETDl1NbSOqN1bbjFyzOzc9GH5Q3LK5l88eUNauqU+1P3PNLWNCeejSp8588TI3z49cexLrxQUPvlM0J1WUoYVlI/89ZNrbF+8pbNT2/1++YPOpu5JqXtkzf71snrPbO9TGo7ahYCWPnn0onGr7i3LXTr3BeCw9/VilCDvBwDpSlAQ4C5Ux6HXgEvtUiY7QSU2RtrjHOLkIyfkrXz0STh77GUh0GLkgGMnDjuy4JLJ64eNtB0MY/f88obWveHMW/CTh8ePe+2t/HFvvN1qGmirDna/4Y/9cnXeF2/ZLFJSus5K7oR5oG2gL3ABINvqDsmj754EqRYodXcxurtYCJEzbtW9KcO+ff37IsX8vHfzIpSPfADwaAJfxslVqO/li8DtdinfCPZ4+gq9toTELqVuF+LTqItpZxGTcJiHWumdQgzbrsWwC0miXQYS00BLY4N6xTMKFxfPKERK6Xn652+WnTlVPyqU/StO1gavXD98fAm6LsTYmZVkDBgAIITIHv7I49bGD/67uvH993Ia162ZJkwmt3Q6LaaBtmrzgAGNjsOH1DGZTO6BVy2cIoQIV4BURwUuhhFY7A2A1BGD5+UsmVVT9bf3fOfkX4CpeLsKpVtM9U1OdwGw0i6ExS7lX8M8niSx5SGU/TSi7no2Sv38COrcSBJNErQdljBY5Npk0kZ87e4rAEaNGJ2/+sU/rg4pJVrCEKdHb0g1m3r0Ecx5+VXps2YfRUox4Lobmn2rdGkzZs4f/tgvV7tOHBdnfvfEBWgmj2xrTUMIMs6/cFfzpg1nz/chP7j3UMZ554dde65X7V5LU3k6nrYuRUy1FPOo/BuW1tW9u2Ww96m/odpWDwRISzH7BD+XAS/ZpfxsuMeTJHbYpSyzC/EFYCWR+/qZwERUGcECwNT95sYRQ8OUSDYwkY6lM4b6yJ++/vy5AIsv0yt+dt/LzU6HO6OnffypbHY0Fw4Ibpfsy6/Y5jp5Imvg9ctPIUQhgDCZhxY998JHTZs37a558fkRzrLS4dLjMePxaJaRhcf1ttZU95kzgwBSx00ozZy/cFHWgkVh/X+kq6VCntpYhqt5GhAws1kIoWXOmbjIWjRsY+v+Y6CyK94FrgZMQogBAjxS+ctvA5+zS/l6OMfT2+m1AQwAu5Qb7UIsRNViRlwriwpiVKBWIozuVRwQox207qaK0TzBkqABjOiIJzmd7oNnTtVPDHG3tptvvyTofbQlNzSInPwLUGll7c9brWNzLr9ibPZlyzy43Scxm23u06d3mAcNGqe3NDcf/86dB1p37RyfPX/qx6iyjVBwAB+juoWsJYgayfq125+u+tt7X/V7aiAqqn8QmGk1m1q9z+cCS1EpzUkSHLuUTXYhrgF+B9xqwJDDUdk7q1EBMUNX4wOSaFYyRiRm+AKESYuK2LOUUm78YO+gUPcbY8tcn2o2BRVQSJs2/XjBjx+a3fl5IYQpa8GixQC511xXJlJSCvXm5hKhaZqWSlFTMQAAIABJREFUnj71zJO/2VD97Kp5ppzc2rTiqSGL3Mn6I5vJHF6Mp62G+tI5QFp32+sO1zul3/31eNRNKqgFoSNAPYDFpPkH0T9jF8Jsl9Id6nEliT12KZ+zC1ENPI9arY0EDXV934u6eTLC5+4RoSWqdYoqifyeDW0H7aPiZO0hp8O9IJR9NEHprIIBPYkRK0wmfdi9D+R7Myc6iMSbbXmzcq/4FDnLPtmErtchhMl1qvxQyrCCOc6jZR8e/+6dHld5+dCBNyw/LoQI6byXzsZjuFvqRfrgqbJ8/XHcrYE66/njKv/FX//euv/Ycu/fA1D+cQtwChhqMWv1Drc+EBiFynTeEsox9RV6dQADwC7lXrsQU1HZE6HefAViiPexBnVTFlWnOUEXvvovUkYlffwfz613hbiL88obLtidmWWdE8zG2g0/WC9y8rttFSiEMJGSMgIgZciQuQCmzKzcwqdXNbetXbXeMtQ2UQgR6vm+FXVzuQMIplWhLt2eyuyF03/bsHbHYtRN6o3AIdRFpfKCkbax54+0lSNxVzS2vhzi8SSJI94bm6/ahTiIMb3IBcpp9nWeGWvAmN1MJsLtMhEqiRnATTS06AT4KyvqNx49fCakLieZFvOm2QUDggpeZC299KOCnzw8qaftNItlFIApM/Nsy8RBt39jXs4Vn3ojJX9QkZae3uMY/kh3W5Ws2j2Sqt2+8tpugxcAepvjlO2zSw6eWfX6COCTKHs+DrWgU55hMc26btqICsDd4vK8UVbTnHRaehF2Kd/w+si7iDyIAWqBxIHykQ3pTNE90T/dEq6CTiZ0AMPwY5NSNv511dpQF/iqPjFuiKYFcxNlMnsmvLv6sEhJ6bYzoBAiE5MpE8BSMNwGkDpq9IVFL7y8w11ddSxl6LCegg/nICt3lNFWM0dqKTvRXcE0CihPmzCi0l3f+H9th07OQwULl6Pub3OBuqsmF+gSTkpJ84HKhvdCPaa+Qp+o9bVL2QJ8zu+pA6j048OotPZwaqsWAcdorwuNCjGMXyRXTIIhSv8PW352SPXCiy+dumX6nNFdBy9GTFS6FuaUNu32X54StoJgggddIGtTC/LmC02EWoq1D6VOraGMazABUS33otn3Dv3a1deP/f33X8hdOvfHqHKBF1Erf48KIXI0IYZpmnhlWE56JCKoSeKEXcqfoTInAFqBTSiNk9OoVYRQxf/Golq0Bq0fEBax6wqVWNfeRA2kR+nGIi09NdVk0oIOKqdoYs8VE4de0JWvbM7Pr/QJdI745W9WF/zk4elCiB6DB12RWjhqiJaeHpJDL6VEHv/gBMihIEeqR8+YczK/MGDp3Dsm/MVeOfSOa36opVs3oMoFZgEXCCFaNSGGaEI0Z1rMK6+rqAs1GJ8kztilPA7c7vfUxygNucOoYGqorclTUT7yViASEcYeiaFpcsZsph6QiddGNdqYcgdkhKRpeMnYwTW5aSoAfA5mszt95qy9AKnjJ5ZOXLfZqaWldRu86A4tNbXNMqzgfCFEaij7ydqDG2irWQCko7um9biDonDgJ+d/q/BHt84e/didf0yfNuZXwNJJ24/ehcrGeFMIkacJUWDSxG8nDc45GuLb6TP0+gwMP3TgXuABlOjfJ4DRQBsq5SmclbWxRD/SHCuHObECGDJhVyCjclyXXjXrwunnFa3/0xPvzHQ63d129QDcM+dPGgXAoJGHaGnMpKl2CIMLD5Ka3gagfer28dRXbqKt2SU0U3ApdF0ghDZc5o7bQN3BUFYkG1DCm1k9bdgFeabMtAcGr/ikzL/psvsdR06lZVx9f93eGYVv51563sK0scOd5rzcRzKvecBQUdUkMWUlKih1CqWI/znv381AOC2L/Z3mUUA0egz3zwBG4maERMWRz8pJm33Pg9eWvfjH1c1HDp0u7undF+RmVGmpqU5z/qBKLT3D4Th0oMiUnVOXfdnl++r//erUor/8vUJYLGktH21dnTH3/IlCiEg1AkL2zWT17jXozkj8lFuy509zZs+f9rqzovqv1kvudu6dUVhuGZb3bP5Nl011nqx8vO7drR9HMH6S+HIIeBIVyLgX+BpKr2oHKus4HOagAhjbUAsRvRJvYNJBLMoUk5yDECL9S99YOnrvzuOrX/7z+sU92WNNUGYbkDUMt1umz5y913HwQIGnoT4na+mlHzkOH7LlXLbsuO2Lt8xuK9m91pyXbw217CMAs1EL40EHQaSz8Zis2Tea8K/1UyxDbT8e8f2bT3ua236i71llnrT9qGPvrFHP59946UAtNaUkZcjAF7I+95N+G1DuMwEMu5SHgIfsQvwBuAXVxvF8A4b2Oc1bUGmV4QocxpsEi+gmWs7eWaL2OQ0emjv/ngevbenJSGcOHnQy57YfV5BtSwc5AEQO1eXrsQ07TwiRIqWsF0Kkkjso5HS2rhADJxbLlooynI2jgtjcjbopjVRcsQl4S0sxP5I2fsRW4L8T/mI/CRQCN3vnSNJLsUv5rF2IP6Na4mah7LHVgKF9TvPHxEirqK8jYtirMCSiqBFlNptGff6rFzlcLs+B3zz0al5zk2NgV9tecO8PmifcfpuO2+0RKSlFemvrAelyOkzZORcM/s7d9UJoUwEy5y0wqsRpGiqDKSiRUb1q1xrqjxixyPIWMNsyxPYd4PpJ24969D2rmoAPmT7ujbzv/cFjwBxJ4oBdyi3AFrsQv0KdV+PopJcVJnnex2pUGWlvva9IHBtosJh8b0AIkTJ5+sjFk6aNqH371Y/2f7j2QJf+7egFF56c8Pc/N2gZGTZMpvFAi/NI6YbUojHzpJRtwBAhRGpa8dSIFvf8MKOEaxsJYtFOuloq5PH3M/EKIUfAEeC4KcP6BKphRcWE5x44DgwFbtKKV0Q1+ynR6XNfEruUlSi17D8AZwwcei4qFXqXgWPGksQxzolMlMMqQoj0ydNHLr7sqtldpsJfdP8Pj4qcvPOFEAOE0GxCCLPIK5gvhEjxjmFEHWvn48oRwxdrZA7fhjrPu+MAyvmJlIEokc5/Apv0PasE8HvgRa14xS6teEVUBPySxA67lDrK9hSi/rdGkQfMQDnNvfE8SdQAbr9CCJFqsZjHf/Peq+q62iZr2NDKCbffdpEQwuprnaelpY03ZedMVWNohttjLxcCq6XUT3e3kZQSGo6FLEjaBZ9GlRU8C6DvWbUMuBR4UCtekQxe9A0OAN/2Poy0Q4tpL9/ujSTS/VAi++tRPTYhxIDLrpp9wZgJQ7u811r2xM81U07ONGE2FwghzEKI7NSiMfO8+1tDLfUIkjHAUSn1vbIH0RTZUHaIyIMXABNQlQRPa8UrKvQ9q7KAPwL39vfgBSTWF9ZI/oDqYd5m8LhDgckop9kow5/Ihiqa9MabDsOYPH3kOVFc2/ixx7+64b1105ZfNzwex4TuzsVR5+sq4sNXelSBKqXaihICM8p2VKAM/TRUOusp4OcGjZ0kMfgL8AXgWlRmnFH4BD53o86jyImdeFpiBTASVQMjRpjMWmH+kJyyzs9f9ftfr/7a5vdPEgdfSUppkbUHzPLYe2U+h1lK3e19DVl7cIN+/P31suyt7UhPqAJ4XXEa5TAXev9eBlyrFa+oN2j8JHHGrs6l/wCvYuwiHyj/OBuledTbSBwjGCUx+d7E3AXjz9HEGH/FZTu/vn3DxoFjRo+K/RGBdDZmy7K3nDjqD4PXDkvdAyBbq/bqZz5erZe9vY26Q8HqXQRDCzBY37NqBKoa4BmgX7ZN7UxvTfXqie2oOuugRKxCxIRymj9GdVAIuc2ZP7oeMz82cYyzIlEDGDH5nDwejxsgf9LEsgV3f/Po+p8/UWi2Wt3DZk4PqY2UEUhXS4Ws3LGf1spJKOV5B7AedZM1CpU2NwrjdWC2ALUokd29tEeaE0ZMK0nk2KVstQuxBbgsSlNMA+pQ51M42hpnkf3UcRQJ2g4rhkfl0nWpCSH45BOPrTmxeWvarhdfmjnpyk/arLk5U2J2FICUuk7twY2yvjQL3TUfQB55Y79MH1xB86mxUjNXobuGomy1kRzyPgbTLpb7oVa84ojB8ySJPxuA76D+10aTTXtb9blEWDbY02q3gSSM7ZdSRqqhE01iYpVdTrV2NuHTy3aMuWhx/ZpHfzF5yLQpjfkTxkcgWB8esq3mgKzadQZH/SxgpDy5pkGm5a3B2ZSO7syVYELqYzGmJMtHG+o+sxGlU3MSWAD8QStekVgLIHFCJFz7IIOwC7EA+DVQABiVXtmZKuAoEYgXLVha/MFFl0/rKZAkaF+x8/+HSb/XQQVXOr+mNpiysIH07CyECFxXLHUB3tdcDg3dIxCaGkcIAUIqb1KClN5fAtgxAQhNjSMEIJB1ZW48LWakFEjv/kWjm0VKik/MMtiTMNDn4HvO/2eHdxZgfxHgNfXE2vVZNLfMCPJ4IqLqTMPGrOu+7kqfct4iAFdr2+GUNOuYWMztQzrqDssTa80gC3veOiq8A5QBTwG7k8GLvoldiHTgT6huNWGrgQdBxO2v/9/PblgXxP18IFvU2R5rdLRH7dvlZNeQnz9QvSr8X/Mb32uqpASPW1P22W8Onx1Xa/PKRgc6SoQ8O48Q4PG40bQO9rilsrG25UT1AGEySUxax3E6fxa6LrwizEo5QwgpNN+1Au9xyLPb+HwMoQW89oizckjea5Pvs5ceHWsqjem0XXHO+4oCjjZXSZ3IOTrsu48sA9A9ntNCiDShadmxmB/UzZo8sWY9zvqYB7K9VALPo2qvnwbaks5y38QuxJeAu1HZNplRmuYQygqF7dcsv3XJG2MmDO3pO+izx/6+IJxrk7v0katbUjxC07SzNrMzUgrfa3qrw4SUPtuofGSBFEKoki5lCc8ZQ7nSXjuoCYTXT9bdbgRo0qODLoXUdfJnjRJomn5uK+lO9visP+59UXh9c/Wz42tIqbIMpc9H939dbdPRm5Znd1W+PxwqnYWUGed8PgYjpXQcPXxm86j7f1NgGjBojJRS9zidx8ypqaOiPXeH42g8+ZE8s20CEPX33AXPAfXAY0C5Vryi34p2dqavZmBgl3IdMMsuxHhgf5Sm8RcvWkgYEVyzWTOjompRRVzwqV0iNT1S0cWw0Cu2fkRz+ax4zB0y6ek7aW6JyVR5g7IvFLJts+/vWAYvpNR1eebjtTSVjwVZEKt5A3ARKgh4BZCl71k1SCte4Yjj8SSJAr5W13blMP0XWBKlqRah2vtmoNquhoxQwe/oYrOtF2OLYr6S5GUTKshzlowJ8fPOukM2NW1g3caYzJVqTZk8ON10tuxUM5misTrdJbKlskSe3upCd8UreAEqo/Q6VAbrz4EvoRzoJH0Mu5R/Av5kF+JGVNAqGoxFaWqtRwl8hozVmpJFDHxk29WLHVHSTgiGWlSLzIRHlpa14Im+HI4QInXU2MELNKmf8P6txTJ4IaXHJU+u24yjfhrxvTx+FqUtcysqy9QoYdJeT58NYPhxWwzmWAzsRGV6hNSOSiZqIUV/JYqq951oIGvgPjF2ZqDV6DZUXX8L3pwWv9f8s0d0us4w0WhfAT77U3ocTbK1upnWmhyElk7WiJNAOWoVARASk8WN7vHgbs5Gd1uQugnpMaHrKUiPBamb1QqrNCPQvasVEqSGSn1sP16hORGaT0fDF833rZRo3vdgRQiQ8hBpedmoVcAkfZPFgFH1+l0xEdXm95wb9WCQUupCiIRJJ+7fxKyIpAFL2jExeV5X0evVqNXbziu6/r/rdCyN9F/d1Ohok5U9lrqktaZKOmpTcDUNIGOoBD48u6/QJELThSnVLR0NaehOK9JjRuoaUk9BelLQPRY/2yvPrsCCREozSA2ffUZzIzQXQviO07et7j02ZZuFSEdyguTXoE9jFyIXuCHK06ShghfrgVnev4OmjyaJ92Zi8x8R2ilsww4zYHCg4NUhoBpV7hyKj+y/jc9X7egju5pqZWutC0fNACw5qVhy9nHWHisfWZitLuluE7hbM9t9ZN2E9Ph8ZBNIU3smjtfnldLktce0j6k5EZovIhTYHkM+QlQiZYVevj5NGza/J6H9fkF/CGDEajVjGuoLFVI/bF3qCVl7bCiuZhdK48A/Oc33JZZ+Dx/C7+cZgmwlZwTa0i9VkDEopeOz7bmCnTg3/U4ZKfAZIHE2R1zILW/Wyu3/vRAE4vJbPtTGzBiLSg2r9U3kN94cg95SxwM2pSIyh0HmsJ42XYPq8hBNGlD1sj6OoUq+kgGMvssYQgzyhomvDnsNqptDSvebd8DnPPRVWlH22Ie/PYZ2p8+/3M6/LGYUxrTD7ZmBw6zarY/u6Wh//WtOOhDYHqtdfN1whDdtWtBcV6u/+NO56B4zIyYe1K74qlWYU4ajyif8bbFElT4Z3kJdCA3S8xDpeT1tWibU5x5NnKj36luFdgAe2qqtWG1GC6InSQxagU/EaK75QKn396Jgd9JjKBQXJxpQ4uU+IWqf3fW/EffdjAeyxzUYr4fTJdpN93+MJd2vw0bQ9rj9uXbtAuHvI+uv/U5QcWQCmsmtff6+gyLbNpLA9tiCastuOCIlE5GSSU8JnEItWhsp1hmIzj6yA3UdSgYw6B8BjG+hVPCDNpgRYPM+eiwpEZrQpS41iyWl7+dgSHcBSvA0HLpsbxcVzMIqLNbJRg8rpWzFF6jItp0URdPnEAWH2CC2EJvAn0BlfwxDZZysB4poq96XdJj7LH9DBSRvjtF8i1A36916JEITupRSM5tNDjrWSfdFNCITG2sy6kB6QrhbRwtLWlTspHRYtoAUCCG1Bdc4hDklbC2rKLMZFUCJNhbUd2US6rr7N1S77Dx6b2vMJN1gl9JhF+IWVIvrWGi9FKEyS7stKfHZYySkWMx9OZgMKjARic+5pudNDCQ1NUWkRMFH1vVKNFMVgCiatpOsgfNJzGtxI2qRLRYl+ado/16+g1rkm+J9vt/T5wMYdik32YX4BOqmzIi+vMHgKykZQgAB0R8+/LlSk1krOHLw9ObCMYNio3sQ1xh2RGUZMc1Qka1V6SIrrNL57sfdu/FDWXcml6Lp28WYGZVCnZOJwjpUWqdPCyOiTg4hkA78GRXYeRY4jqo1LAJKYnQMSWKIXcpGuxBfRN0sXR+jaSehVjI2E2DVZtnVs9fMnjfuAqfDfbi2pqlGCBEvbYreQuyC7rozV0p5WghhqB6FbGveqa95yUJh8W7MqU4GDDHcIY+AElT7ahdKYHEascp4UbXW+4CfoVY+a4FptFWXY7X1/cWWfohdyhftQtQAbxKbzLN02ktKZtPp3M7ITK35zgNXpwFy+4elW4YUDOjr9jjSzzy23r2jro0UYyUhpJROuf4fh7GkpTFmxsdi9uWNQohECV40AbtQ9ng6KvshFgvioBZe/oz6rryN8pFH0VY9BKvNmNbxvZg+H8AAsEtZahfiU8ArRNj2NASmocofdtEpUtfc1FadMyCjqGj8EKPbUiYqkRjY2BrnttqopLdrk+ctZvI8UM7/lmjMEQZngNPErsyqMybga97f/wf4B6qV6mW0VQustr6eOtovsUspvat+6cCnYzRtNip4sRqVlXE2MHryeE36HCEsqdaUSUOG9Qodtf6Fx1mOOdXQAIawZkwzffKrvj83EbsAQXc0o0pQQy15MpIrUd+Nq1Cp6W8D76L8mGRWXB/FLuXbdiG+gOoUFav7gvkogf1M2hdPaG5yDJRSVmiaNmTm+WNiVj5MnJf5eguyrTZVZBqr+y6EsIiF1/r0qmpQ5fiJQBnq/LzQ77mcGM4/DLgJWI4KdD2Lyoi7Jukj9+063w7YpdyIUtQ+GsNpB6FW/9b6P1lX05ysX0pUXE3DpZTR7IIRcBU4hjhQAkibUednXDrT+OGfYTMdtfKoEZt01iRxwtuV5BZUUDmWLEb1Vj9bmnbmVF1/i1pEmtUWW7/B1RTNkpVtKL2heAUwPKjsoNWo4PYi4he8gI4aVS7U9SGddl2MJH0Uu5R/QZVcN8dw2gmo8+sj/yedDndVDI8h3kRqj2Oro9dWY4vyDI2o0rV44UD5CHtQukM9ChRFEX/NEw8q6OfBanMQ20BKQtJvAhgAdinfQAkWxbJmzIzSw1iP+mJQU9XYr6NmIRJrkVOB9ByL0tjrUCrc8eAUSmciFdXaLJ5BFFBZKC8B3wX+iDLOm4DzsdpOo5znJH0Yu5RVwDXAj4jt6tcsVFroAYCmhtYcKaUzhvMDMp7izZF+1tHvoeePI2oySGVAFvHLRF2NCthmowJrWXE6DlABvRe9j2tRq6AacDVW229J2uN+gV3K36Gy4vbHcNoBKMHw1b4nmhvbGmM4f7yJ1B7H9n7C2VAoZVR6wzhR92bh6uVFym5UiUYqMBMojtNx+Hgb+Beq1HYN6l7oKay2K72vx9hnSTz6VQADwC7lQeApYu2EqcjZEaB83Xsl8YwuxgGZKLVsQSKj5az5K7zHkq20i/90hQM46X1UoVYFo1nzPBflKC8Gvoly3m8GzLRVFxNiq7UkvRO76g7xELHvPDMcGAlsaGpsy2tqbNsV4/l7cxA7tsEX3R2t+VxAoDbW0eYEyiFdTPfXgzPebU+jtCiiWcLha6e5yDtfPmr1sZS26sFEvwNKkgTBLuX7xD4zTkN9HzYDzZvX7u9P9ya9S1tG6haic8wmVDArHvcL673zdieA14jyj0+hfORGonsdvxT4DDATq20JkInV9hht1Rbaqs9HBb/7Nf1CA6MzdilfsAtRBmyI8dQTgZqJUwo2o2qbkiQkIhoXzz2om3Jfdod/S1no2K/aQXvLLF+vas37u8V3kH4PjcBtEH0XgjSUoKwvLdODMn6NKCc5HZUqHKiw0YVyaEtRzq1RbEelwL2PcuLrUWncqVhtewycJ0mCY5fSaReiABVoi0W3BR9WVPu5NRmZxquq92FiG3wRWjTmq0PZNAvtdtj/p46yk4J2QU2frfW3xym0217fa/7bQXsLRJ893oda4avye92FWlGr8P4+jsDthnVUIONjVFDBqGL0GlR5bRNq9V1itbV5gxeV3qy4JP0Eu5TftwtxHHgixlOfD5SOm1zQEON540mvC2ZHSWBzIyqQ2tlHBmX3/IMmrZxra02oe1rffW3n10Wn8fDu04S6N5O022S391GDCh4PRGVkBMqSc6CyORsxrp2tDnyIKvNeTVt1NlZbA23VOYAbq22zQfP0avplAMNLvIzGwLra5qFxmjtOiEiitXH4Pwmja5D3oTIaLuxpQy/dthjrgnV0LcYZqIZvC8poT+xh3BTUavVw1AVmIB0deBNqJTtUZqBKRr4DXA5ci9XWTLK/db/ELqXbLs7pIx8rFkldHkOL4fQy5qVxRhLbY9dMRl8DWlBdwi4mOL2JZpQzG0rNsS+LL9D4SwM8V4tyli8I8Jo/Gu1dHDbR3tLW58CbUDY6VA2hgaj32Ya6gVgCfJgMXPRr4uUjFzU1tB6P09zxoHdlKAvNSftCmlFsQ9nX7rKE/VmLKs0Pha585K40Pc4R/O6CVNQCoAfl6/sHS8ze10NdsNZQQe5NqLK+lbRV34XVVh/iOH2a/hzAiHXK8ln27Toxo/RAxZpkF5IERQgjjbNEOczBBi8gvPS8UIWGXIRec93Ve9iCik6nBznOWuB3KANfBZR4gxdJ+jdxs8l//PVb7lu/c7kuRFSyr85FRNRaun8hzEZ/VjsILZvMQuglbSkoZ7anALGPQyjB71DoKthRharnDvZmoA74f6gVRF8GxoEQjyVJ3yNu9viNf2ydP27ysI8ys9JiqRnWm4PKsUOY2jA2gFGBCl6MDeUoDJw/EG2oDLhQ5jHRtb1fjSqRCpY/oCoEWlAlKyX9veNIIPpzAOMEcDdK0K0Rlbo2AJWyE/X6+1df3DTpznuvPGkyacb2I+oKEUfjLPVIIsxzUfXC56GcqzTA2CbU52BoAKOV4J1YH+EYqnEooxusmv48VEZFKpELi85FOeu5BE579lGK+s79K2mMkwTg+6h2ulWo82gOyikwtIVmIE6X1xUdK61cUzhmUGyCyr3bVa5ElXwNRGWWRTejUDN8gTJU/atyoDCMeSoJ3vbPRfkkH6FWCSMJpOWhgtMb6T5w7gZ+ATyM1VYbwXxJ+iZvAz9HnU8u1A2YLyMzqlkDukc3v/LCJsvyW5c0CCFi1ZEsXlY5Ui2D81GLQrNRPrKNaP5/hMnoLn11hO4jhyN43J1v2hkrSh9pDSp7IpTgSiAWo7IpZtC9j74B+G6yRCQ4RHTEZHsvdiFygEeA26I9V2aWterb938mTQgR5Rty0L7y6G6Rmhbsioyh6EffqcDdGorxCEQryqnbg7pZj5piuyj6dK0QwojWirtQTn6oQapN9JxKHIidwLQQ96lGRdON+Dx9YnOBLkavA8ux2vpTbWuSCPGWlVwDPI36LkWV2+5atmHQ0Fyj6li7Zszo9WLc2FDLxIwi1NWgQLhQgQANVXIwiigtiIgh560WGUMiPV5QQZcSQsuGAxVUCCfIu4HwaqLDKSHsiq7+17XAp7Ha1hs0T5J+gl2IQuAZApdCGcrYiUN33fiVJbFp9X7ZUpcQhpcPB0MVxrTq9PnIm1AB0WAzYkPDnH5SK1xq1MLrelT2bm6I+50g9G4lElUmlxnifqFks/XEXlSAaVCA1x4DfoDVFusGE72W/pyBAYBdCDMwBnVy56JWW25HiWR9HqVKa8bg1j5F44fsvvEri/NiEbzwEscMDGlEWrYvK8bnSB5EGaNG1KpACioCbQRGZWC0oGrjQiVUY+4jnH6DNoxzmAejAiEfojJmfBwCvpwMXiQJBrsQw1CChnOAE3YpX/aKLn8bdfPpJPR0+24RmtC/+T9XfpSdmx794IWaMTbTRA+fzQW1OuUTxWyiXQTTiKADGKcX5xPPDJVwy9vCdfLHotTujbhJWIwKpMyh43XtjmTwIkkw2IVIR12yaselAAAgAElEQVTb81FBy8PAZ4E7vT+zUT5LV1oCYTH/4skbLlo2LZaizvEyykbdsPp8ZJ/d3YW6VjajbPVQjOgmpJmMat9ZjzqvQvV3PYTXBEGgzt1Qz6kphKe5EYhJqJKQg6iFWB/vA/ckM5NDo98HMFCBi4uBl1BfjHK7Skv5vffhy8rYQXhppAG59gsLTJqmRZqV0EswJIDRmc6taHWUkclDRbRTUMGnwyjHrQgV9SxHRW8dqP+95n09m/bMASNanUYSFAjXcQ33+zwftVI3i8gzMdJR0f8/oG5q6oG1STG4JCEwAXUjfBCV1YNdym2oNrsA2IV4GPiBURMuvnTKhuzc9K5EcKNBX3NUcjk3S2ETKlPDgrKpKSjbnImy13NRq4YlqDRqJ+2K8R5UKYVAGKKu2oxKCQ62xM6fcP9XI73zhrpIMRgVbOns5IbLPOA91EpiPeo79ZIB4ybpH6QCnwBeRl3f670+8oPeB3YhJqDOL0PuKTRNeC5aNm1unDIiYk20rgWdF8/qUUKWvtI/HeUTn0T9j33lDYdQgsL+guomYDRQgDAZFXAJVYvIx0nCE44H9RmEwxzU/cU8Ii/PGYr6/H/n/VkP/DMZvAidfh/AsEvpAZ70/hlQtMguZb1diHu8rz+CcrwiQtNE//nspYyFyrLGuRHSfbQbyFZUm8axdMwO8OFAGahsINKWirWEr6NSTfgrGZEExBajSlCmEtlKxBlUqch7EYyRpB9jl/L9IDZ7jnZV8XuITDOAlBTDhSKTnFsGt4+OWRk7UAHTrjLnSoBaRERdrHxs7Waenggn6AHKjpYSXhbeRFTwJxQh0K54BPhJUig5STjYpaxFlfCB8k8CcQj4EkqH6xeoxaOwMZk0F8F1COoLxKpkIIeOXTiaUfc0Pptch/IBZxJY86EKWI3SuY5UE2I/4furlYQfwAj3XiQNdX+xhvCCLv58DNyE1VYS4Tj9ntgorvdy7EIUAK94Hev5gJ0IjM7wwrwD5hTTKGOOrjegxytY4+/4paGiqF2lq6WiDNR0eeKDk/rxD45I3b0vzHlrCb/kKJJMhVGoQEy4TAOOeh/h0AQsTQYvkkQTuxCZQJVdytftUv4Q5VCUhjue0IQ+bc7oWAnFJQLxSpXufCM+HZUZ1xWTgfny1Icz9OMflMqGY6sjmDuV0GuffYRb0gfhlfX5SEGteq6JYIyHsdp+kAxeJIkyI4AX7FK+jPIjnotksPMWTvhICONqxxKceGkeZNCxpCQXtbjXVeAoD1hMW81i/cSaQ/rxD45IKcP1NxsIP8jVEuZ+EFh7IhQWoQIQ4ZZDH0T5yMnghQEkAxjBUQd8CsAupcsu5Y+Ai1BpViGz/NYlnn6SGqeQutE9o6OLs3EUzobRSD3cWr9CVKlKOESiE6GhSmYiYRQQbg/2O7HadkU4f5Ik3WKXsglY4A1kYJdyPWrV6I1wxlty2dQN6Rmpsay1ThIKujMXZ0ORdDVFcs2MJIsjki44kQaLUlElVeEEtt8D/jfC+ZMkCQYTXnFcu5R1dim/AHyZMDpsmFNMjouWTQtHq6a3EmkXktjjqBuLs2E04dvVcYRfzhGJLR9NZIt8oHyNnWHs1wrcjNUW1n1jknNJBjCCo9UbWT6LXcq1wK3hDNbc1BbuFzcS4ini2X/KZRRuwi8hidS4dpXiGQoLUOU0oRjaHSiHOUmSqGIXQrNL+Q9vIEM9J2UDcC1hBN+qTjekSSldRh5jEPR6Fc84EEmZT7g3Cc2o1OtwiXTFD1QApZnQnGYX8EestkhWK5MkCZYj3kDyWexSrgQeDXUgt8uTqntkwHLuKNPbRTzjQbifWRvh+8iRLIiaiSBb048FqMy4UPz1dwgv8JGkC/rbjWW4XGAXotQuZUWn519DncAhiT7+9qf/vuAr375s3dDhA2MnGifiKRoXEw0Mw5Fl/9G8H5r0e+h+Pz3eh0QZcu9D1Imh57tEeli+a6QXUaOCkgvpuQ3gIZQa9KdQQp29byUhSW9koF2ISd4g8lnsUrbahXgNuCOUwXZ9VDa7saGl5OavXRKp9k3wxNUe99KFC9HhsDvbYt/DZ499+HYKd9WuAtWlLFzGoJz1cHU0fBShgjD1dB1QaUYFsN8Dvo7V1trFdkmSGM1ldiHet0vZ1un5vwH/E+pgD/3gryO//9B1BywW83hjDi+h6bUBDFn6mqmTj9zZJnv8nmv3kYW5WgxfmC0sWeEEh8MtBfRRFeH+PhbRsyZGCcpHngqUY7UZoeeUxEsygBEEdik32IUIFC10A28Cn+li1zaUQ+F71KRaU+qvuuGCoiEFA86PztF2gYxPdFlK6ab3n2c+wwtBiQDJTIQp3JrjcKPSPqZijMMMqh7Sw7nv2fdcKXAJVtsxA+ZKkiQo7FJW2YXY2sXLq4EvENjJ0VH6NP42uXrh0uKcCxZPjFSUrDfRF7I/BKEJsoUbRK8msgCGCdWNxYg21WZUa8TOCx8+e2xFnfvrsNp67U1Rkl7JOwQOjJ5GCejO6WK/Jvz8Y6B6SMEAx7Kr54y2WMxGtK3sDfSF76rPRw4uOC7dQzFZwg2kR1LSB6oLi1HkB3jOF0AXqO/Fg1ht8cgo6vP09hvLmGGX8pzVDLuU0i7ED1Dp9pWdHlV2Kc9J3/Q8vnwZ8C8iS4MKh3hF/lz03vMs7M9MNpRViDTbhDB2jdS4ZmOMUjKo/9tGlPPhQtXwrUOJGO0APsBqi0SkLkmSsAhkj738HaVu3konewzU2aU85zvteXz5QSJXVQ+NOAWUvfTOAMa5/7pQyEN1SAo1La7zinI4DEUtdhhxHRyBalc5BVUu1Qy8iDrfX8Nq22vAHEmShIRdLVQFer7CLsT3UMKenX3kansAEUjP48u/j1/L7BgSr6y43hzAcBNet5iBtJzZStaIrgJbXeEg8rK8YpQPa4TOyljUosli4ASqg+Dfgb3AFlQwOdKy8CRd0FtvLBMGu5T7US2BgsJ01/Nveh5fbgMuAT4NfJLI2l8GSbJLYBiE/6E1nZwubcVVwmzNC3FPI86FQaiAgxFCsRcCH6KyMZ4GCrDafmTAuEmSGI5dSgn8OsTdxgMzUKVQnyJwm2WDSdrjkJEyktKXSaiFBiM0KUKliPagQ6QUAtu8v6/z/v0aVttHBoydJInh2KX8APgg2O1Ndz3/iOfx5auAZSh7fBmq3XK0SRrl0Al/ka9qVxoZQ9uEZg4lW/gUHTunhItR2kApqIy446js6b8AJ7DafmrQ+Em6QSh/L0m88Dy+XANm0e48h9urvlu0rzyyW6SmG+FAhYSU0ilLX+tdXUja2YFq9RcSLmnihGlqrVNaBoR4TdQxoD5dShxChKbL0tN4AB5dr9f1Lle++xM6sNvtdn9l9uzZZ+J9MEmMxfP48iHAFSh7fCmq3ZyxjBm9Xowba0RZQTisx5iShtiSM2aDllfcpSaPy+3hxOla2hxuOttdKXEKgZkQ7at3v4iuX1LiBjQhjNEekVLVluu6bPLoeiPJG6+kPe7DeB5fbkFpcn0KtegXSUlX11y21BWn7oC7UKW/vZEmutCkcEkTJ/VROEgLZKB0tFSP0LSQPm8j7LF3HEN9ZF3ShpS6rssGPfzWsn2JmNjkZAAjwfA8vrwAuBKlq3ExBmXJaF9+ZJewpgdtJKW7daus3OlnKCR0kJ7zafJIbzqy9NeJkCDaT6zWypgHTgwirFKMI55xLdlDxqbm2WwmIULK1g5ZELYLnBhbouRGaEcRWrJcBNB1XVRWVuZUVFSUTJ8+/cp4H0+S6OF5fHkqyg5/BriKyOtvFUWj14vxIQcwtnPuDXggA+MnKAy03+D6hNaGokoqehcpmcfEiIssQoiAWWpHTlaRlZ2LbeBAAtjdZsILRBmhJ9Slkx8mOoh6hFZKaNeXPknSHvcfPI8vF6hsqqtQNtm4bLnLljqFEKH4TWuA3E7PdWWPO//0F4a3otqK9ka6FHov84whO284A3OzzrXHWkoL5nSrECLUoK4RttSN0gwyynhKwI0w7UeIZPCC2NnkZAlJgmG66/mTwJPAk57Hl+ei0ug+g1oRNNIJ+g/wf3R0dH2GFXS3k5bTk4AHCF8ArbezCFXHNjeEfeqcppzsPJtNCzF4YRQSY4MXEqFVJIMX7WiaJvPz8+srKip6a2AuSZCY7nregRJqftPz+PLbgfNR9vhqInI6ZWfj4EIJMPrb4nZ73P69vhtjShF6H66mkfLMx1vF4FkBAxhtDjejAgcvjA4gxBnRjNCOJ4MXiqQ97j+Y7npeojo7lAAPG7zg13k193eoMi0IHHxwAJcDt0YwZ2/nPJT2w/DOLzhICxy8EObWMIMXRmF0YwEPQjuWDF60EyubnAxgJDCmu56vA14AXoh8JfCcVJs9WG0vdrW1sNoQxSvQ96xKAe4Lba4+RWi1ctmjdtIoFoUZvDDCIxWEv9oYCAmi1qCx+gyapkl6azvKJGFhuut5HSVqu9Hz+PIfABNR9jj0lcBzEx/btOIVXdpjH/qeVRtRmRiRdivqnTjqBkkpa4UQA859UQYKXrQB6RHMaIT4tbF2QtCAEC5Dx+zlJO1x/8TgBb/OVnmdVrzihe520Pes+idQ4J2vP2KmiwCGhED2GMxWIgheGOEjWzFOIw7ADaLBoLH6DLGwyckARi8hwErgBahVwBG0R4ShY2pa+6OtuQprxja/ITcFOfUDwBsocZqiSN9HL2QxcBJ1keoJl8gsGEyjM7QZpATdBehm0EBLIcLVNQMzZkQVqiQlSZIkXrwrgXu9D99K4GdQ2hIaXdlh38PtPk1H8eegAqVa8YoD+p5VhcCD9MeVP1fTSJpOrCZrxOIg93DTVQlIu92lG7trRI2tkR3AHKDVGDhekiR9ggALfktRmhm59GSPAaR0IoT/PdGhnubUildIfc8qXwbIn+hTmV5BM4b2Vs49INwIU+AM4eDssREBDIlx974SoZ1GiHh1eezXJAMYvRDvSuAG7yOqaMUrJLBJ37NqMark5OJoz5mAHCOYAIbJulOk2WYroeQg8bSB52zmmYpWelrBlAqm8Eqvjx07xhdX3MLp02cQQvDVW7/Mt775TQCuv2E5+w+o+6a6unpyc3PY/tE2qqurufZz17Nly1a+9MUv8Jsnfg3QihB1/heR06dPm66++uqikydPphYUFDheeeWV0vz8fI+u69xyyy0j/vvf/+ZYrVZ95cqVZQsWLAhZ6fngwYOW6dOnF999993lP/7xj08DXHfddaPee++9HJvN5j548OAe37YrV64c8NBDDw0rLS21fvDBB3sXLVoUcL6qqirTTTfdVLh///40IQRPP/102dKlS5u7ei+hHnOSJN6VwN96H1FFK15Rqe9ZdRvKLv2QyDIMeh2yavdMMgsqhNCC6dgUWFOoo931PhfQ7oYUwKirq+Mrt97G7j17EEKw8pmnufDCC8X37vk+r/37dSyWFMYUjWHVymfIzc3F6XRy29duZ+u2bWiaxq9+8QuWLDk3NlNTU8P1NyzncGmpeciQIYVG2V2HwyFuvPHGwt27d6e73W5x/fXXVz/88MMVO3bsSL3++uvPiiWeOHEi9Z577jl5//33n9mwYUPa7bffXuhwODSz2SyfeOKJoxdddNE5cz7xxBO2xx57bCjA3XffferOO++sBli7dm36l7/85VFtbW3axRdfXL9y5crjmpZMnkhiHN4Fv9e9j6iiFa/wAC/re1adAFYCk6M9Z4KRT7B6cabUNiHEuUGe4O1xSAGMW778Ff79+hsMGjSI3Tu3+56Wd3/vHv79+huisz32cezYMSZPmYb9gfu5+67vAjCqaCxZWZmYTCbMZjNbP9wM0OSffdGdPe7KHgZLV34wwIMPPjjomWeeyTeZTCxdurT+qaeeOgGwefPmtNtuu62wqanJpGma3L59+16HwyEuvPDCib59T58+nXL11VfXrFy58njnOQPtn56eLhPFhievGkmCQitecQIV0V4Z72OJA8G18PK0jdOPf7Bedzsd0tXS5PdoVo9m9ZBeSx3IaJ8dywGeNqTH0dRprCbpbmmS7la/R8fXNeF2Pf6zRynZvZNNG9bx2989RUlJCQB/ffF5tn+0je0fbeOz11zNNVdfDYDVauUnP7Lz2KOP+B2EaALR6H9YDzzwwNAlS5Y0Hj16dPeSJUsa77///iEAf//733NKS0utZWVlu5988smjd9xxx8iQPmEvd9555/DFixfX+z93yy23VL366qsHO287Y8aM1pdffvnQnDlzmrob86tf/eqISy+9tOHIkSN7SkpKSmbMmNHW3XtJkiTR0YpXSK14xf8C1wL9S59Gd2UjZbffeT9cKA2M9oenzdmT3e0K6XK0yYaqJvWobn801jTJxpqmb9z+NffSBRc69m5a3fTx6rebJhQMapIN1fKSiy/y7N65nZ3bP2b8+HE8/FNlZ//wzDMA7NqxnXfe+g93fe976Pq5i3k/feRRLr74Ir308OESI+3uqlWrBjidTu3AgQMlO3bs2Pvss8/m79+/3zJ9+nTHvn37Svbt21eye/fuEqvVqt9www11AN/73veG33vvveX79u0rue+++8q///3vj+g87unTp02PPPLIsA8//HDv1q1b9z7yyCPDKisrTQB33HFH4ZNPPnm0rKxsd2lpqfWll17KDuWYkyRJRLTiFZtRGXhr4n0sCYvutJzjzzobQ7HHHe5ZJRLZUNOlPb75s1e1vv63P7fobpfu93rLxQvntQWyxz6+e9f3WHb55ecczvvvvcv2j7b5ghcgtFqEOJuh3JU97s4eBktXfvBrr72W9frrr+eWlJSUHDp0aM99991XAeByubj55ptHP/nkk0cPHTq0Z82aNfstFoscMGCA7rPt+/btKxk2bJjzuuuuO6dMvKv9IXFseDKAkSRovNkYt6I0OLbG+XBiSbApu9k4G+YLPKnozky/R4Z6uDLQ3akIzYKUXQcvfHgc3rS6DmNl4nFm4nH4PTq+XjBoYNbMmdMdUuruzMxMz6SJEzh5srzD0FJK/vb3l7jxhusByMjIYMGCBVhSLR63y+GSuqtZIvXOKXz/+c9/cm+77bZqgNtuu636zTffHADwyiuv5H7+85+v1jSNSy65pLmhocF89OjRkGoMn3vuudzCwkLnpEmTOlyxli1b1pSfn+/uvP2sWbPapk+f3u2HWF1dbdq8eXPWt7/97SoAq9Uq8/LyPN29lyRJegta8Yo3gQuBX9Bf2mmaUqsR2jk3zV2QjkrrVg8pM/E4uhc59tndjqiogqZpOB2ptLVk0tbc/mht+v/snXlYU1f6x7/3ZgECYQlLiIEkIISQIG5137VWHWtdKurozyW2Ha211epox07VOrXa2rGtdazVTsVqrbWiorbWpVaxLuPWurGKQhQEhLBv2e79/RFD2RJAQdCez/P4PHLvOeeeGx6+58173vO+bkU5WW5nzp3n/m3SWCdUlrk5MSY3L2eeGyrL3Ib161nBoWBiGYulR/fubEZGBgAgISERgwcNAgD4+fnB09MTly7VXFrZsuLS2H372GmTJ1UAoJtTdymKQnl5OW0ymVBWVkbxeDzW09OzRhTagQMH3GUymUGpVBptfYqKijgAUFhYyBGLxXWOGMbGxnr079+/WCwWW3x9fS39+/cv3rt3r4dOp+OVlpbSQ4YMKaNpGlOmTNHHxsYS3SU8FdAabSGs+TCmA7jXQPOnicZF87MMv449y1qaose1K2tZ/1uPHqOi1G3gMx1dfFydBTRYuvr9EX26czkUjCxjMXfv3o2x6TEAxMbuR1CQAhpN/YE0rNloYEvyS1ljZTlbq4ynPT22p4eN+sweYM8O3rhxo+/ixYuzXFxcWACQSqVmANi7d69HeHh4Ra9evSoAwN/f38Ll1vw1Xbt2zUmv1/OGDRtWZ0PAXv+2pOHEgUFoErRGy9Aa7QFao+0GYFtrz+cxUAygazOOR4EFYz3r14jGFO0GilMJijYBTUjcZixxgrGYm37zOuf3339H905hLGsoMrPGYiNrLKk8efxIpa+PiAkJklqjOCyVpazFWAYAHBo8mMpcYa6sY8Xr9XquXC43AUBgYKBJr9dzASArK4unUCiqDFmJRGJsiiFdVFREr1271n/NmjXNuugnJyfzRSKROSoqShEeHq6eOHGivLi4mHb0LgTCkwSt0SbRGu0CWPP1PPVQkh6JFEU9XLnpRupunXYUnQaAoTg8Ptw8DKAoBhxeDUdr2p278PUWYeb8xegydBReXrgEZeUPTlaUFbtBf4+HvExO9OYvqOG9u4HNvWvpEBRoiY35njHmZlakXr1UfvnSJaQlJVSyZYWlbHlJKctYzDBV0vdzc6l2LhxnFqhsTt2dMWNGgUAgYPz8/DoGBQVFzp07N1ssFtdwYOzcuVM0fvz4qnDnzz777O6yZcsC/P39I5cuXRqwdu3azNrjZmZm8gICAqrmJZVKjZmZmTydTseTSCRVH65cLjdmZWU1VzI9AqHVoTXaMlqj3QYgDNYqdk878bBTSrUxNCrh/R96/OA7K1UEULkUKEAocrXqMdcAim7cEWCLmQ/9PT7yMrlbN2+iH+gxU5yebP7g/ZXs0tdfqbCUFZvMZcVGtiS/lC0tLAXDsM8OfY7p0r0Xb/PmL91QeF+AyrIaz7Onx/b0sFFzbYDbt287x8XFCSMjI1XdunULi4uLEwBAcnKyE0VR6Nu3b6harQ5/55136hR+2LZtm+iFF17Ir+/4h73+bUnDiQOD8CiswdOf4DELzVHRg+KUg+YVAiwH5nJD4/O6MWbQvGJwBXfAE2SCK7gDvvAmnDwSwHHOcdSztLQU4/+qxSdrVsLdXUgBLBcswwdrcd61e4/z5Ikv0lXRHOZKN5jLXRmL8Q/LnTE7PDpD03TjFp9GsGjRonZz587N8fDwaNZkSGazmUpMTBS89tpruYmJiQkCgYBZunRpnaMizfkuBEJrQGu0vwI40drzaHF4rt4P37nRulsMUAWgqDKA0j8wmAsBMODwS+EizIFQdBduXhlw906HT8D1ctop87fr8Zg9fQp+O3YQri4u+GD9FzVGff/TDeByOJjy4miAZTkv/XU8J1DiT3cfMsJl4ZKlgt7PdAGfNTujrNgNpQVuKC2shMVsdayyDAdmg0tzalVcXJyApmk2Ozv7Wmpq6vX//Oc//gkJCVU7opWVldTPP//sMXXq1KoQ488++8x39erVd7Ozs6+tWrXq7owZMxTNMhkC4SmC1mhLAaxt7Xk8Bh5DlTq2CKDyAaoUFJUNitKDogphLT1VCidBPtx9dHDzzIRQpINIkggv/yQ4uTg8XllLj+kVH33CfXPWTEroxHehwfI4rIWPilI3lBe7nd7/HfX7zz+Yf/p+R8XnW7/BqXMXAFNlqydttVgsVH5+PufKlStJa9asuTt58uT2DMPAbDZTFy9edNu9e3fa+fPnk3/44Qev/fv317Dp9+3bJ5o6dWq9EeaN6d/aEAcG4aGhNdp4AO+09jxamDrloZoOZYaTRzLl5HELfOFNUFQFC7qRos+5R/Hd7lJc50KK66KneIJciuNUTNG8CorvlgEnz+vgud0Gh59XvZfJZML4yVpMnjQe48Y8X2NEs9mMfQd+xMQXx9R9Gpg/MiaxZgHLMjU0wtvb22zb4dPpdDyRSGQGAIlEYkpPT68yfLOysvi26AYbq1ev9lWpVGqVSqVOT0+v4bG9fPmy6/LlywOkUmmHL7/80m/dunWSVatW+TbuM7KPQqEwisVi4+DBg8sAYOLEiQVXr14VOHoXAuEJJgrWjPBPL+bKR8j50UiTh+Lkg+bcBsXJAM1JhzXbfBYoTjzlJMik3H3uUc6uxZSbVw4l8NBTXL4xMCQsTyz2M/YYNPQ2hN66F0f9xfL79T9yrW3dFYMffz6BbzZ8UuWA4HK5+ORf7+D3n39A7NZNKCwuhjI46I95VJa5wWLmi319kJVzHzBWujWn7m7fvt172LBhRU5OTqxUKjV369at9OzZs1UO+5iYGA+1Wl0eGBhYpY179uzxnjZtWiEAzJw5s+DatWt1HPxSqdSUkZFRNa/MzEy+VCo1yeVyU/XdOp1Ox6++m0cgPE3QGu0uAN+39jxamJb/UkvRBaA5aaA5t0BxMkHRhQBVDoqTRFGcFMpTrKOcBCWUq2cu5eqZR/FdyiknQRk8/W8ZBV6pJoY1gudUI59bfXp84bereOu9DxHUrT/WfRmN1Z9txH+2WAPNpRJ/wGLmi90FrmNGPIcLV64CJkONd7enx/b0sHrfX375xdWm0zt27Gj08RJ/f3/j+PHjC2maxqBBg8ofOKS5AQEBxh49epRIJBKzUChkhg4dWnTp0qWqhN/nzp1zsVgsVL9+/epN+myvf1vScOLAIDwqT3sCuZhHH4LlwlAUzhoKQ2EsVYDjlA+WqWAb3g5kwHVymKmYorlGiutcAK7rPdC8IsCa3+LlV+dDFabEgnlzK+As+h3OoivgCu4ClPnnX+KgUoYgIKBdQxOnYDGIql8YNmxY4aZNm7wBYNOmTd7Dhw8vBIAXXnihcMeOHd4Mw+D48eOuQqHQUtuQXrJkSa4tcZBCoahx7/Lly8mZmZnXMzMzr7/yyiv3582bl/X222/nNjTBhpDJZGZ/f3/j1atXnQDg6NGj7mFhYZWO3oVAeIIparjJE80Z8FwfKkEwAGtpvoZhwHGq6WCmKICiKqsnbKuNVWskxmspt8shcNcfijtbGq4MAQAc/iUOH234ErFfb2YEEnkq/BS/w8s/ucxkKbUdMzkWdxpcDhfqsNA6Y496bgi+/n4vUFHi05y6K5PJjCdOnHAHgOLiYvq3335z7dChQ9XRmO+++040YcKEGjt0vr6+pkOHDgkBawI5uVxeJ+vpmDFjiuLi4txzc3M5ubm5nLi4OPcxY8YUyeVyk5ubG3P8+HFXhmGwY03ragcAACAASURBVMcO79GjRxPdJTzNPIYIhVajHEDCowzA1s03VJu6egwAFGUGRZXXU2q1WhMK4PIrGBYM3H3ugMOtBP7Q4/1bN0Eg8tbDT/EbfAOvnTp2KCft0q9s2sVTmPeKFkveeBVzZ05DWXk5SkqtaSLKystxLO5XRIQpAbPJhTVWVDkF7OmxPT2sPtfBgweX2XR6ypQpjV7HR40aVXj8+HEhYM1pYTKZaH9/f/PYsWOLk5KSXEpKSmiTyYQzZ84INRpNlVZv375dNHbsWLv5/ez1b0saTs58Ex6V7wD8A0BwA+3MAE4C2A/rDmEwrInV2gGIaET/loSB1RETD6Bfteu3AJQBOPTgPg/AcwCqe0eLABx8MEZPAMp6n8BanMHCGt1gLA0Ch18AjnM2LJX2vQgc5yxQdKNinimaY2J5bndgKIg4ffY8s/3b7zlhYUpjeKdeAKBasWJF5sSJE++zHF7Jd7v3qSdFjaszRpCqC4pLSmA0GrH/4E84cnA31JoO7hOnzHB97bXXcvv371++YsWKrLFjx7aXy+U+UqnUuG/fvlsAMGHChKIff/zRQy6XR7i4uDD//e9/0xsz78YwatSooP/973/CgoICrlgsjvzHP/5x780338zbtm2b56JFi2QFBQXcsWPHhoaHh5efPn36Znp6Om/69OnyuLi4VABYv379nSlTpgQbjUZKJpMZdu7cmQ4A9t6FQHhSoTVaMxMf/QGAfzaieTKAMwB2ARgEa8nREAB8AMNabJKNIxeAHtYSfVVHRiifiAMURf8FwP8AlADoBkBTq28ZKKoQLOuF2iVmKcpams9RAuUm6G5tqmuNXCYz7ty8vgCA19y332UrDEZmwIv/ZwQg7dKlS+m33357J6PMkvbCyBciODRNSSVibFv/R8T5ywuXYPbUv+KZTpH4x9zZmDjrdWzZ+b3A178ds2/fvlTg0XV38eLF9ydNmqQICQnRsCyLyZMn5/Xo0aMCsDo0Tp8+7f7111/rqvfZuHGjbsGCBYELFy6knJycmC+++EIHAKdOnRJs2LDBd9euXTqxWGxZtGjRva5du4Y/eM49W26NDRs26F566aWgyspKatCgQcVRUVFPu9ON8Ofm3wBmwmo/OqIUwC8AdsJqDwsBSGE9wjwENe3Ox00xrAk0EwF0r3b9KKwaexBWG9kb1mqF1RJzUiZwnPRgzQKwjAtYpmn5Eh5Bj6vbjv4BMuU7/1hUMPev45zn/vNdttJgZAdETTWyLARdunQJ/Pbbb+/A3TeD5fLLUawPqj5OTm4exs18FQBgNlvw17GjMHywNeXUuk8/8TeCW7J48eJce3rsSA8f5l2q28FvvPFG3sSJExWhoaEaHo/HbN68OY2mafj6+lrmzp2b07lz53CKojBkyJCiSZMmVWntgQMHRAcPHqxR1WTHjh0eFy9edP3000/vOerfVjScaoT3i0BwCBMfPRjAtwDqJImpxvu0RlvvcRMmPloJIA5Aa5axfAmADsCHADgA/gvgNICbtEZbFWLFxEfzYTX2RwPo8ODyXACjAOwDcCDJEhEcHlpD/6xQtBEswwfHKRc810yKoi0wlfnDUilBzWgoBhznLPBcs5vyAizLUgBLUQ2IPWsxCWAsCm/ssHDyuk7RHBLmW4urV6/6dOzYUdHa8yAQqsPER3vAqsd/cdDsDoDw6tpWrT8X1nLZU1tmho3iKKyZ/DcC6ALgAKzOct2Dkt5/UKkPAzAuPjVrqUatAig6BwAHoIrBMhKA9UTtaNP6S1g/lO46gmUsHFC0xVHOCpZlAX1mOMxGgd1G1XH1uEcJvbOaa45PC0SPCW0VJj56NoCPAbg4aDaW1mhj7fQfBKtzozXpBGuZ2NcBZMBqIycCuP6gQiEAgImPdgcwItEc+ZU6LJgCRRvAdckBa3EBKAvM5YH1OzGoGsEULMBQza7HDA0KLEXRDr/4smWFvijJb1ykH4djhI/sBkVR5Mt0LVpak4kDg9AsPPhi/w2sZ7BrUwlATWu0aQ76C2E1Vqe0zAwb5BiAWQBcaY32RlM7M/HR3rRGqweA61d/z40IkwvBMnxYvdYsAAocpzxwnPJgLAkBx0kPrnMeKI6BAkvBYvACy/BA0SZwnAoe1uPcGFiWBSyV3jCVyfFHWSr7cJxzKL5bRoPt/mQQg5nQlmHio8fDWimqPqN5Ga3RvuegLw2rk/Y71NhNe2xYYI2ucAZwhdZoKxrqcPXq1fSOHTtacwGxLAWrRcyAZXlgLe1hjTCxRZ2yYFkzWFMeWNYToGhw+JmgOEWgqBbTXnuwZiMfBTmhsJicG2xM0Rb4ya+QpMM1IXpMaMsw8dEiWJMsR9Zz+w6AIFqjtas9THy0GMBPADq3zAwb5EMAOwCU0BptekONa+gxAJZlOBRFW1iWBcxl7WAxej+wkQFbWVSaX2h1XZg9wXG+B66zHhRtetxax7IshZI8KcpLHG3K/oG7z21K4P40HxV6KFpak0kODEKzQGu0RlqjnQBryNtqANW9ppscOS8e9C+BdcevNZKC/gbgEwBlD+O8AACb8+IBFnAF98AVZILmFcFZdBVcl0xQtIHi8MvgLLoGijbBUBQGU2kgKJoB10UPnms2uC76lnReANZzgZT1eXdAcRr8YgCLwYdlGU5LzolAIDQvtEYbA2tI72jULOd3E8DWBvoytEa7D9Yos8cdHloG4C0AJlqjPdcY50UdKIqt4Yig6Hug6DsAKkBxEkFx4kFRZnBcssBzTQDXOQ2AGKxFA5Z97EdrKS7fCC//FPCcSht0oLAMB+VFPo9pagQCoRmgNdp8WKMYlAC2w3oEDrAeP17uyHnxoH8OgF5onaSgP8IaBZfWGOdFfVDVS5zSvFJwBZng8PXgOGfDWXQVNL8AXKc8ysnjNpy9rgIMH4ZCDSyVj13rKIpiIfTJgIswBxxOw5UWy4v9STDA44dEYBBaBCY+2hfAHFjzXCyuHmLWQD8K1nPZvVpwetWpANCZ1miTm2vA2p5nwHa8A2x1TzJrMboBFENxePVmAX4csCwLGAoiwDJODhtynO6D53aX7Pr9AdnxIzxJMPHRUQBeBPA2rdHebkK/GQCiW2pe9fAvACsaMuhrU5/uOoRlKVQP+2VZJ4DlA1RZa0RhVE2jJF+MskLH1a9ojgne0gSKwyWVkx5A9JjwJMHER4cDeBnALVqj/bwJ/ZwA5MFqWz8OdLAeN2ySI7mpesyyLFX9GAbLshQYoxAUx0DRXAdJi1oW1mziQZ8RAZZ1vOEv9E6nXD0cJt3/s9HSmkySeBJaBFqjzQWw4iH6sUx89L9gDZVrSQwAjgCY31B0SHNQ3/k4isMvbennNgRFUWC5LvdgKqsnaUc1LEYfcJlsUCQXBoHwJEJrtLsB7H6Irt8BeBtA3fIYzQcDIO3Bc3Y31uH9SNTWZIoyAFSrGcpVuHndR3mRBCxrP+qNsfBQUeLNunrmEKcygfDkQWu0iQAWPkQ/w4NEzSubf1Y1KIH1COI/HyoKronUtpEpimLBcSpu6ec2BMXlmVhntzxUlPg5bFhRLGYFwvyG8msQmg/iwCC0RY4C+BnWbMbNQQmADQDuAXgG1uSc22iNtvWN1TZBY3YbWRqWShFLueTVCAUkEAhPNbRGW8nER78Da7WS5iIa1iojZlhzU6wFcO+xOC7aOBRFsSxFsWgoOtZickJlqSdchKQMKYHw5+ILWCubNFf1visAjsNa/SkU1qoiP9AaLbH1ADQqIo9huCgr8mNdPe4TJ8bjgTgwCG0OWqNlmPjotwBcbobhbDt7HWANTd7Q1NDkloY1V3JQdMuLNZXzKJ7ABI/2BRTX+fEtHKyl4cRxAB4kw+ODolvcG08gENoUuwEsgtUB/Kj8DmtejpEALgBgW8Nx0eq6a29eFjMXDNOwbWY2CsDhEy0mEP5k0Bqt/kEUxuZmGE4Pa64kM4A1AKjWsJHbqh4DQKOSKzMWHgAWZpMTeE6VLT8pAkniSWiT0BrtbwDWw5ad+OEohbXc00oAHwAwtDXnBZN90Z9N+T6Szb4gh/5GOzb7gpxN+T6Syb74yCVlzWYzwsPD1YMGDQqxXVu1apWvTCaLoCiqa1ZWFtdakcTgnZR8E70HjoCzpxT//nSDncmahAxLV7z++utShUIRERwcrFm5cqUfADAMgxkzZgTKZLIIpVKpPn36dONKAj4gOTmZ7+zs3EWlUqlVKpV68uTJdUpYDR48OCQ0NFRj+3nkyJHBtvZSqbSDSqVS1+6TmprK69Gjh7J9+/aakJAQzXvvvVcVBpiTk8Pp3bt3qFwuj+jdu3dobm4uSVRKINTDAwfDmwDyH2EYFkAWrOWmXwWQ9CBZ6GN3XrSU7q5YscIvJCREExoaqhk1alRQeXk5BQBdu3YNs2mVn59f5LPPPtseAPR6PWfw4MEhYWFh6pCQEM26deu8UVHiXXvcy1evI3LQCIT2GoQ33llhzV1kMrrmFhYZHkXDfvrpJze1Wh3O5XK7RkdHe1W/t379em+5XB4hl8sj1q9fX2dOtfX47NmzLh07dlSpVCp1RERE+IkTJ+qsAWfPnnXp1KmTKiQkRKNUKtVffvll1TOTkpL4kZGRKplMFjFy5MjgyspKcjaGQLDPdlgjlR+FUgApAOYC2EFrtGxr2MgtpcdRUVEKkUjUsbpO2Xj//ff9goKCNCEhIZrZs2dX5Rw6f/58DY0qKynmleTneXR+9nnY/vmqn8H8pfUU8TIbBRd+u0JV729bA3799VeBUqlUy2SyiBkzZgQyTNM+5tq2u+16bm4uZ+jQoe2VSqW6Q4cO4RcvXqxytuTl5XGGDx8eHBQUpAkODtb8/PPPrgCwYMGCdn5+fpG2NWnXrl0e9T3TXv+2YjsTBwahzUJrtG/Amo3+YSiF1Tu9AMAZWqM93RadF9DfkIK11Pw7ZC009DekjyreK1euFIeEhNTYoRswYEDpsWPHUtq1a2fNrGwtY0WLvDyx7t+rsHDeHPsDshbBxs//E5CRkcG7devWjdu3b8drtdp8ANi9e7fH7du3ndPT029s3LhRN2fOnMbV0K5GYGCgISkpKSEpKSnh22+/vVP93tdff+3p6upawxv/448/3ra1/8tf/lLw/PPP1yljxePxsHbt2oxbt27FX7x4MfGrr77yu3z5sjMALF++XDJw4MASnU53Y+DAgSXLli17ZKcRgfC0Qmu0pwH0gDWB3MNwBMASAEdojfZ7WqNtlaMPLaW7aWlpvM2bN4uvXLmScPPmzXiLxUL997//FQHA5cuXk21a1blz57IxY8YUAsBHH33kGxYWVpGcnJxw6tSp5GXLlgUaSouFoGvmGprzj2XY/O9VSDn7C1Jvp+PwL3EAgNWrVskeRcOCg4ON0dHR6aNGjaqRfC4nJ4fz4Ycftrtw4ULipUuXEj/88MN21Y3U+vR40aJFAf/85z/vJSUlJSxduvTeW2+9FVj7eW5ubsz27dvTUlNT448ePXrz7bffDszLy+MAwIIFCwLmzp2bc+fOnRseHh7mdevWkUorBIIdaI22EsBzePijfZkAlgL4DMBxWqO93lxzawotaQfPnDkz78CBAzdrXz948KDwxx9/9ExISEhITU2NX7p0aTYAmEwmTJ06NWjjxo261NTU+FOnTiXzYXETunsYf//5B9j+yQPaYdxfhtV5nrmsWDRt2tTgGv35fBYA5syZI9+4caMuPT39xu3bt51jYmLcm/IudWz3B7zzzjuSyMjI8pSUlIRt27alvfHGG1W299/+9rfA5557rjgtLS0+ISEhoVOnTlWRIbNnz86xrUkTJ06st9KYvf5txXYmDgxCm4bWaD8C8L8mdssG8DmAXwAcozXae80+sUeENVdykJ8ocdgoP1HCWgwP9Td669Yt3pEjRzxeeeWVGl82+vTpUxEWFvaHAFqPhFT6SYNud3umM3g8nsNxt27d6vuvf/0ri8Ox2rJSqdQMAPv37/ecMmWKnqZpDBkypKy4uJir0+kcD9ZIioqK6M8++0z87rvvZtV3n2EYHDx4UDR9+vQ6u8NyudzUt2/fcgDw8vJi2rdvX3Hnzh0+ABw+fNhz1qxZegCYNWuW/qeffvKq3Z9AIPwBrdGmoulOZSOsu4WnYdXjC80+sUbS0rprsViosrIy2mQyoaKigg4ICKjhiMjPz6fPnTsnnDx5cgFgTaJcUlLCYRgGxcXFtIeHh5lLU1y4eWaC51QCAFk591FcUoqeXTuDoihMjRqL2MPHAACHjh5zmvXyzFLg4TQsLCzM2KNHjwqarvm6sbGxHv379y8Wi8UWX19fS//+/Yv37t3rAdjXY4qiUFRUxAGAwsJCjlgsrlN+MDIy0tChQwcDACgUCpNIJDJnZWVxGYbBuXPnhFqttgAAZs6cqT948KBnU96FQPiz8SB67W+wHgNpCr8BiIG14t9uWqMta+65NYaW1uMRI0aU+vr61qnUtHHjRt/Fixdnubi4sMAfduzevXs9wsPDK3r16lUBAP7+/hYuBS6cXAohcM8GgJRbabiv16Nfz251nnf05CmqozocNfpzudDpdLzS0lJ6yJAhZTRNY8qUKfrY2NgmaXUd2/0BycnJzkOHDi0BgM6dO1dmZGTw7969y9Xr9Zzz588L58+fnwcAzs7OrI+PT6OP5Djq31ZsZ+LAIDwJjACwtQnt/QGUAbhMa7StnsW4XopuedXxONeGtdAoTH0oYXjttdcC16xZk1HbMK0DzSsFz+0OLIZGPSctXUfv/HaHf0RERHj//v1Dr1+/7gQAWVlZPIVCUSWuEonE2FQHRkZGBj88PFzdrVu3sMOHD1eVCFuwYIF03rx5OW5ubvVG0Bw5csTNx8fHZDOM7ZGcnMxPSEgQDBgwoBQA9Ho9Vy6XmwAgMDDQpNfrSU4gAqEBaI12C4BXYD2e1xj4ALrCmhSudZ3JLai7QUFBptdeey07KCgo0s/Pr6NQKLSMGzeuxvrz7bffevXu3btYJBIxALB48eL7N2/edBaLxZFdunTRrFmz5i5HJLkNirbAZBACQGZWNgLa/bHBFSCR4F52DgAgJzcPMi83X6B5NSwzM5MXEBBQpedSqdSYmZnJA+zr8WeffXZ32bJlAf7+/pFLly4NWLt2baajZ5w4cUJgMpkotVptyMnJ4QqFQovNga5QKIw5OTn85ngXAuFp5oGN2xfAsSZ06wzgHIDkVk3U2cJ2sD1u377tHBcXJ4yMjFR169YtLC4uTgAAycnJThRFoW/fvqFqtTr8nXfeEUPgoYfA4z4M5Z4A8N3+HzDhhZGor/pTyq108DmUc7++fZVV/QHodDqeRCKpcmbL5XJjVlZWs2zwRUREVOzevdsLsGpqVlaWU3p6Oj85OZkvEonMUVFRivDwcPXEiRPlxcXFVZ/1V1995adUKtVRUVGK+o6AOOrfVmxn4sAgtHlojbaQ1mi1ANIb0dwMwAIgldZos1t0Yo8AaypvlHg1tl11du7c6eHj42Pu169feUNtKYoCWJYDxtyocDaDwQChq4vLjRs3El966aXcGTNmKJo6v/qQyWSmtLS0a4mJiQkff/zx3RkzZgTn5+fTZ8+edUlLS3OaNm2a3XDzb775RvTiiy86PJtfVFREjxs3rv0HH3xw1/bloTo0Tde7IBEIhLrQGu1/YY1yawibHv8O4G6LTqoRtKTu5ubmcn788UfP1NTU69nZ2dfKy8vpzz//XFS9zffffy+aNGlSlVbFxsZ6REREVOTk5Fy7cOFCwsKFC2X5RcUWVJT4NvrBxgpPlrHQj0PDHOnxZ5995rt69eq72dnZ11atWnXX0dqg0+l4Wq02+Msvv0y3RfMRCISHg9ZokwBMbmRzM4BCAJmtvcHXknrsCIvFQuXn53OuXLmStGbNmruTJ09uzzAMzGYzdfHiRbfdu3ennT9/PvmHH37wOnDwoCsMFUIwFicA2BX7A/46ZlS945otZpy5cBm7t28psvXfv3+/sDnnXpt//etfWUVFRRyVSqVet26dWKVSlXM4HNZsNlOJiYmC1157LTcxMTFBIBAwS5cu9QeAN998875Op7uemJiY4O/vb5ozZ06d436O+lenNW1n4sAgPBEw8dEUgMRGND0F4J949ORGLQrFE5gabtX4dtU5ffq027FjxzylUmmHGTNmBP/vf/8Tjh49OsjuMzi8ctCcBp0dABAgbYcJ40Y5sSzDmTp1amFKSooLAEgkElN6enrVjllWVhbf5qG1sXr1al9b0qD09PQaC5KLiwvr7+9vAYB+/fqVy2Qyw40bN5x//fVXtxs3bgikUmmH/v37q9LT0526d+8eZutnMplw+PBhr2nTptl1YBgMBmrkyJHto6Ki8qdPn15leHt7e5ttUSI6nY4nEonqhBoSCAS7NEaPc2BNxvw5rdE+SgLQZqEldffgwYPuMpnM0K5dO7OTkxM7ZsyYwrNnz1ZFkmVlZXGvXbvmOmHChKrzxl9//bV3VFRUAU3TiIiIMAQGBhquXbvmBGe3qqN/Uok/Mu794YvPyMpCO38xAEDs64Os7BwalaVe9jRs/PjxCpVKpR4wYEBI7Xv2kEqlpoyMjCo9z8zM5EulUpMjPd6zZ4+3zbExc+bMgmvXrrnWN3Z+fj49YsSIkOXLl2cOGTKkDADEYrG5pKSEYzJZP/b09HR+fUdQCASCXUwAUhvRbi+sCZmvtOx0GqYl9dgR/v7+xvHjxxfSNI1BgwaV0zTNZmdncwMCAow9evQokUgkZqFQyAwdOrTo0qVLAgiE+aAoy9X4RJgtZnTt2KHecQMk/ujfsxvE7gIvNze3qv5yudxUPeJCp9Pxq0dkANak+zb7eP78+e0a+y4ikYiJiYlJT0pKSti7d29aQUEBV6VSGRQKhVEsFhsHDx5cBgATJ04suHr1qgAAAgMDzVwuFxwOB3Pnzs29cuVKHa121L+t2M7EgUF4Inhw1u90I5oOBuAFq5i3XTzaF4DiOE4qSnEYeIbUSUzZEBs2bMjMycm5lpmZeX3r1q23e/bsWbJ///40h524gnrzS9Rm9KgROHnqVy5M5ZJDhw4J5XK5AQBeeOGFwh07dngzDIPjx4+7CoVCS20HxpIlS3JtSYMUCkWNe/fu3eOazVYNTEhI4KenpzuFhYUZ3nrrrdz79+9fy8zMvH7q1KkkhUJhuHDhQrKt3/79+92Dg4Mr27dvX+/vm2EYTJo0Sa5UKivffffdnOr3hg0bVrhp0yZvANi0aZP38OHDWyWpIIHwhHIe1t08R0gBTIM1033r04K6q1AojL/99ptbSUkJzTAMfvnlF2F4eHhV0rTt27d7DR48uFAgEFRVXZFKpcajR4+6A8Ddu3e5t2/fdlapVEa4CAvA4RoAQOLvx7oL3fC/y7+DZVls370Po4c/CwAY9dwQfP39XqC0IGDTF1/41KdhNuM2Li6uMV9uAABjxowpiouLc8/NzeXk5uZy4uLi3MeMGVPkSI99fX1Nhw4dEgLWJHlyubxOKcHKykpq5MiRIZMmTdLb8l0A1l28nj17ltgqoWzZssX7+eefJ3pMIDQSWqMtAnCtEU0nwFoqtbSFp9QwLajHjhg1alTh8ePHhQBw7do1J5PJRPv7+5vHjh1bnJSU5FJSUkKbTCacOXNGqNFoKimKZiFwz94ZexCT7ERfAMCwgf1xPTEF5UVFrqbifC9bf7lcbnJzc2OOHz/uyjAMduzY4T169Oga+sblcmGzjz/99NNGH7XMy8vj2Co2ffLJJz7du3cvEYlEjEwmM/v7+xuvXr3qBABHjx51DwsLqwSsTgdb/++++84zLCysTjluR/3biu1MHBiEJ4nPAVxtRLtYAA3XbW5FKK6zBaJwx04DUXgWxXFq1sopK1eu9BOLxZE5OTn8jh07qidOnCgHgDsZWRXS4A7Mx59tZN//8GMEhkSiuLgEADByzCTce7AD+I+F87A39gd06NzN75133pF++eWX6QAwYcKEIrlcbpDL5RGvvvqqfMOGDbqmzOvo0aNuKpVKo1Kp1OPHj2//6aef6sRicYNnM3fu3CmKioqqsbObnp7Os+02Hjt2zC02Ntb79OnTwtolo1asWJF14sQJd7lcHnHy5En3FStWNMqJQyAQAFqjzQKwvBFN9wNo1hDgh6UldXfw4MFlo0aNKoiMjAwPCwvTMAxDLViwINd2PyYmRjR58uQaWvX+++9nnT9/3lWpVKoHDx4c9u6772ZIJBIzRVHQ9H8OcPW4B4pj3rB6BV5ZuAShvQYjWCHHiMEDAQD/mDsbP586DWXPgdxTcXGeTdWwuLg4gVgsjjx06JDXm2++KQ8JCdEAgFgstixatOhe165dw7t27Rq+ePHiew3p8caNG3VvvfVWQFhYmHrp0qXSL774QgcAp06dEtjWmS1btnhdvHjR7dtvv/Wx6fHZs2ddAGDt2rUZ69ev95fJZBEFBQXcefPmPWy1GwLhz8rbaLjUdSWAXx9ENbcqLW0Hjxo1Kqhv376qtLQ0J7FYHPnJJ5/4AMAbb7yRl5aW5hQaGqqZNGlS8ObNm9Nomoavr69l7ty5OZ07dw5Xq9WayMjI8kmTJlkj5gSe93ft/5GZEDW+RsLUA0d+xrI1nwAAvDw98Oasmeg+Yiw6du8lr95/w4YNutmzZyvkcnmEQqEwREVF1Vv5wx72bPcrV644q1QqjUKhiDhy5IjH5s2bq45qrl+//s6UKVOClUql+tq1ay4rV67MAoB58+YFKJVKtVKpVMfFxblv2LDhLlDTdnbUv63YzhTLPvYS7ATCQ8PER48BsK+BZlsB/LO1EsZdvXo1vWPHjo0yvpjsi/7IT5TUSGREcRiIwrNo/26PPYcHa67wgak8AGAbOJhMMZSL9++PZ1Ztk6tXr/p07NhR0drzIBBaCyY+mgdrbiJHIa8WAGG0RnurJefyJOuuPViLmQt9hgYsywHLOv7C4e6Tg0z4AgAAIABJREFURgncW/2YTmtB9JhAAJj46JWwHqN2xDwA39Ea7f2WmsdTqccsCxTnymAoF4FhHNvIPKdSylua7LDNU05LazLJuk940jgE69m9Tg7aBMNahaTNQ/t3y2Z9I++jMNWLNZXzKJ7ABM+QguaOvGj8hPjFoE1FYIwih+0oiuSLIBD+5NAarYmJj14LYA0AewYdBwCfiY92b+2kcTbanO7ag6JYuInuoCTPbg6jKmiaaDKBQPgcwBxYj1LbQwHAYdW2x8mToscURYEVeNyHyeAKhhE4bkz0uKUhR0gITxS0RmukNdrOAMJhjcSozyDuB6A9Ex/9RJRhozhODOWt0dP+3bIpb42+NUWbojlG8AQOy989aEnEmUAggNZoPwbgB2v4cpKdZjPRxjZM2pLu2oOiORZK4F4ArlNJg41pDtFkAuFPzoPIYx8AAwHEof58cC/BvsO5VXgS9BgAKJ5TJVw9G44KIQ7lFqdNGRQEQmN5UDZqHBMf7QZgCYCeD26pYA1nHg+rMU0ymTcVimMERRvAMk7229DkcyUQCACABxVGVgNYzcRHD4c1yz0NqyEdCWASgA9ab4ZPOE4uxTAZHJe65vCIJhMIBNAaLQOr82IgEx8tAbASgBzWXESRADwBDAOws9Um+STDdy4FRTFgWftBAA+SMBNaDuLAIDzRPMikXHXej4mPdgXwBazZmIlB9xBQFAWW55YGi9ELFoMIYOsm4KO5jSq7SiAQ/lzQGu1hAIdtPzPx0VMA9ADg0mqTetIReOSCBQVjhQdMBrc692mOiURgEAiE2jxItvyS7WcmPloO4GMAjYi0JdQHxeGZWHefNBjKPWAoF9XryOA61ansQWheiAOD8FRBa7RlAKa29jyedCgOvwwcfhnLuOTAUBBZ6y4DjpO+/p4EAoHwB7RGuwPAjtaex5MMRXMYCEXZALLZ/Kz2MFZ41mjgIrxPUa1eVIBAILRxaI1WB+DF1p7Hkw7lIiyEi7CQrSwtQOH90Bo3OVwDnAVtIt/T0wxxYBAIrQxbUcJhE371QmkhD26eJkrdr4ByETZYQvSxQNGmOsdJOLwCiuaS6BYCgfDE0qZ11xE8p7I6DgxXzxarJkAgEAgtzZOrx87loMCCxR8eZBfhfYqiSYnPFoYk8SQQWhHm1Lf+zObXI9mT38jZSz+0Y09+I2c2vx7JnPrW/1HGlUqlHZRKpVqlUqkjIiLCa99fvny5mKKorllZWVwAWLp0qVilUqlVKpU6NDRUw+Fwuubk5HAoigK4LlmgOGUA8H/a2QgN7+QRGhqqiYqKUhgMBgoAGIbBjBkzAmUyWYRSqVSfPn3acYbmejh//rxLp06dVCEhIRqlUqkuLy+nAKBfv36hYWFh6pCQEM3kyZNlZnPNSOna71Kb9evXe8vl8gi5XB6xfv16b9v1X3/9VaBUKtUymSxixowZgQzTJnNGEQiEZqaldDcqKkohEok6hoaGaqpfz8nJ4fTu3TtULpdH9O7dOzQ3N7dGAr24uDgBl8vtGh0dXVU5YPbs2QEhISGa4OBgTQ19chIUwUV4HwAW/Ws1VH2HsqpwVfjQoUPb5+XlVY27ZMkSf5lMFqFQKCL27NnjOH9GPfTr1y9UKBR2GjRoUEj166tWrfKVyWQRtTV348aNIqVSqVYqlerOnTurzp07V3VkqKH1CHC8htjTcAKB8OTzuPX43LlzLp06dVIplUr14MGDQ/Lz86u+C9uzQ7t37x6mUCgibHZyZmamVftojhkCz0zQHBMAXEtIwjP9BvnV7v+o9uYLL7wQpFAoImrb3r///rtzp06dVHw+v8uyZcvEtvapqam8Hj16KNu3b68JCQnRvPfee362eyNHjgy2vYdUKu2gUqnU9T0zJibGXaFQRMhksoi333676neRlJTEj4yMVMlksoiRI0cGV1ZWtkr4H3FgEAitBHPqW3/24g9SmI01/w7NRpq9+IP0UcU7Li4uJSkpKeHGjRuJ1a+npqbyjh8/7i6RSKqiKN57772cpKSkhKSkpIQVK1ZkdOvWrUQsFj/wflMWcF1ywHO7NWbc+DvJyUlJycnJ8ZWVldSnn37qAwC7d+/2uH37tnN6evqNjRs36ubMmSNrylxNJhOmTp0atHHjRl1qamr8qVOnkvl8PgsA+/fvv5WcnJyQkpISr9freVu2bKky8ut7l+rk5ORwPvzww3YXLlxIvHTpUuKHH37YzvblYc6cOfKNGzfq0tPTb9y+fds5JiamyUY+gUB4smhJ3Z05c2begQMHbta+vnz5csnAgQNLdDrdjYEDB5YsW7as6hlmsxlvvfVWQJ8+fYps144dO+Z64cIFt6SkpPiUlJT4K1euuB46dEgIAKA5FnC4Bnj63ew7eOjd61d+S05KSo4PCQmpXLp0qT8AXL582Xnv3r2i5OTk+MOHD6fMnz+/juO3If7+979nb9q0Ka329QEDBpQeO3YspV27djU0NyQkxHDmzJnklJSUhCVLltybNWuWvPp9e+uRDXtriCMNJxAITzatocevvPKK4v33389ISUlJeOGFFwpWrFjhDzi2QwFg27Ztt212slQqNQPWnHGgaQuE3jqTwCt14qtvGv6zYUN67f6Pam9OmTIl//bt2zdq295+fn7mdevW3Zk1a1ZO9fY8Hg9r167NuHXrVvzFixcTv/rqK7/Lly87A8CPP/5Y9R5/+ctfCp5//vmC2s8zm8148803ZYcOHUpJSUmJ37Nnj8jWf8GCBQFz587NuXPnzg0PDw/zunXrfJryLs0FcWAQCK0AW1HCYX8/KnHY5vejEraytNn/RufOnRv40UcfZdg7M71z505RVFRUvu1niutcSHGdCyiuc+H4qIl5HC7fQNM0nnnmmbKMjAw+AOzfv99zypQpepqmMWTIkLLi4mKuTqerm/zTDnv37vUIDw+v6NWrVwUA+Pv7W7hcq4NbJBIxAGAymSiTyURVn3dD7xIbG+vRv3//YrFYbPH19bX079+/eO/evR46nY5XWlpKDxkypIymaUyZMkUfGxvrqG46gUB4wmlp3R0xYkSpr69vHU/B4cOHPWfNmqUHgFmzZul/+umnKq1ZtWqV3+jRowt8fHyq+lEUBYPBQFVWVlIVFRW02Wym2rVrZwIAisszUm5e9ylnt+LRL0bd57m6l1EUhV69epVlZmbyASAmJsZz3Lhx+S4uLqxKpTLK5XLDyZMnXZvyLqNHjy5xd3evs03Yp0+firCwsDoO46FDh5b5+vpaAGDQoEFl2dnZTSpjbm8NsafhTRmbQCC0PVpLj3U6ndOIESNKAeD5558v/uGHH7wAx3aoIyhXzzzKxa1o309HEaZSlfXq3ae0ev/msDcnTpxYRNM0atveUqnUPGDAgHIej1fjyIpcLjf17du3HAC8vLyY9u3bV9y5c6eGJjMMg4MHD4qmT5+ej1qcPHnSVS6XG9RqtdHZ2ZkdN25cfkxMjCfDMDh37pxQq9UWAMDMmTP1Bw8e9Kzd/3FAHBgEQivAJvzqVcfjXBuzkWbjf33oL9VDhgwJ1Wg04f/+97+rvKPffPONp0QiMdkEujYlJSX0qVOnPP7v//6vjkcWACiKYgHAYDBQu3bt8h45cmQRAGRlZfEUCkWVUSuRSIxNcWAkJyc7URSFvn37hqrV6vB33nlHXP1+3759Q319fTu6urpabMLZ0LsAQGZmJi8gIKBqXlKp1JiZmcnT6XQ8iURSVR9dLpcbs7KyGj1fAoHw5PE4dLc+9Ho9Vy6XmwAgMDDQpNfruQCQlpbGO3jwoNfixYtzq7d/9tlny/r06VMikUg6tmvXLnLQoEHFXbp0qaw9LkVRsDlvt27d6jN8+PAiAMjMzOQHBgZW6V67du2Md+/ebZJD4VFYv369z6BBg4qqX6tvPaqOvTXEnoa33OwJBMLjoLX0OCQkpHLHjh2eAPDNN9+IbM7WhuzQl19+WaFSqdSLFi2S1HcExF7/5rQ3a9vejSE5OZmfkJAgGDBgQGn160eOHHHz8fExdejQoU7J17t37/KlUmmV7gYEBBgzMzP5OTk5XKFQaOHxrNNXKBTGnJycx7a2VIck8SQQWoPSwsaJV1nBQ4nc6dOnk4KCgkyZmZncwYMHKzUaTWXfvn3L16xZ43/ixIk6IXU2vvvuO4+uXbuW/nF8pH6mT58u69mzZ+nw4cNLHbVrLGazmbp48aLbpUuXEt3c3Jh+/fopu3XrVj569OiSB+9zs7y8nBo7dmzwwYMH3Z999tnSht6FQCAQatDCutsYaJqucjrMmTMn8IMPPsjgcGqeiLhx44ZTSkqKc0ZGxjUAGDBggPLw4cNu9vT2rbfe8udwOOzs2bPr7KQ9bg4ePCj85ptvfM6ePZtku1bfemTbASUQCH9SWkmPt2zZkj537tzADz74QDJ8+PBCW/SCIzt0165dt4OCgkwFBQX0888/3/7zzz/3njt3bo1qfPb6e3l5NVsy0qba3kVFRfS4cePaf/DBB3dt0cw2vvnmG9GLL77Y6mvGw0IiMAiE1sDN09RwIwCuXo1rV4ugoCATYA0vGzlyZOG5c+dcExMTnTIyMpwiIyPVUqm0Q05ODr9Lly7hd+7cqXJkfv/996IJEyY4FLSFCxdK8vLyuF9++eVd2zWJRGJKT0+v8sJmZWXxbTuONlavXu1rSxyUnp5eY0EKCAgw9ujRo0QikZiFQiEzdOjQokuXLtVIBCoQCNhRo0YV7tu3z7Mx7/Lg/U22UDvAujMplUpNcrncVN0DrtPp+NU95AQC4SmkhXXXHt7e3mZbRJpOp+OJRCIzAFy7ds112rRpwVKptMNPP/3ktXDhQtn27ds9d+3a5dmtW7cyDw8PxsPDg3n22WeLTp8+Xe8RkM8++8z7yJEjnnv37k2jaatJJ5VKa0Rc3Lt3r0ZEBgBs27bN06bHp06danLS5fo4f/68y5w5c+SxsbGp/v7+VUZ7fetR7b721hB7Gt4c8yUQCK1IK+lx586dK8+cOXMzPj4+cfr06fmBgYEGwLEdatMwLy8vZuLEifkXLlyoo2H2+jfG3jSbzbDp8fz589vVN+/6bG9HGAwGauTIke2joqLyp0+fXlj9nslkwuHDh72mTZtWr70fGBhotB1JBICMjAy+VCo1isVic0lJCcdksk4/PT2dLxaLW6UqIXFgEAitAKXuVwAu33EaYi6foTT96j3K4Yji4mK6oKCAtv3/xIkT7pGRkRXdu3evyM/Pv5qZmXk9MzPzulgsNv7222+JMpnMDAB6vZ5z4cIF4eTJkwvtjf3xxx/7/PLLLx6xsbG3q+8avvDCC4U7duzwZhgGx48fdxUKhZbaDowlS5bk2hIHKRSKGvfGjh1bnJSU5FJSUkKbTCacOXNGqNFoKouKimib4W8ymfDTTz95qFSqBt/FxpgxY4ri4uLcc3NzObm5uZy4uDj3MWPGFMnlcpObmxtz/PhxV4ZhsGPHDu/Ro0fbfW8CgfDk05K664hhw4YVbtq0yRsANm3a5D18+PBCALDpV2Zm5vURI0YUrF279s7UqVMLZTKZ8cyZM0KTyQSDwUCdOXNGqFar6xwhiYmJcV+3bp3/oUOHUoVCYdV7vfjii4V79+4VVVRUUElJSfz09HTngQMHllXvO23atEKbHvfv37/8Ud/x5s2b/KioqPZbtmxJi4yMrApJtrce1e5vbw2xp+GPOl8CgdC6tJYe2yqIWCwWLF++XPLSSy/dB+zboSaTCbaKSwaDgTp06JBHREREHQ2z178x9iaXy4VNjz/99NN7tce2Z3vbg2EYTJo0Sa5UKivffffdnNr39+/f7x4cHFzZvn37ep1DAwYMKEtPT3dOSkriV1ZWUnv37hW9+OKLhTRNo2fPniW2illbtmzxfv7551vFdiYODAKhFaBchBaq83NZDtt0fi6LcnZrcm3PjIwMbs+ePVVhYWHqLl26hD/33HOF48ePL26o344dOzz79etXXDtx24ABA0JsEROLFy+W5+XlcZ955plwlUql/vvf/y4BgAkTJhTJ5XKDXC6PePXVV+UbNmzQNWXOvr6+lrlz5+Z07tw5XK1WayIjI8snTZpUVFxcTI8cOTJEqVSq1Wq1xsfHx7Ro0aJcR2OdOnVKMHHiRDkAiMViy6JFi+517do1vGvXruGLFy++Zzses2HDBt3s2bMVcrk8QqFQGKKioohRTCA8xbSk7gLAqFGjgvr27atKS0tzEovFkZ988okPAKxYsSLrxIkT7nK5POLkyZPuK1ascDgHrVZboFAoDGFhYRq1Wq3WaDTlkydPLgKAiRMnym0REwsWLJCVlZVxBg8erFSpVOrJkyfLAOCZZ56pHDNmTL5SqdQMHz5c+fHHH+sak4yuOl27dg2bOnVq8Llz59zFYnGkrRTrypUr/cRicWROTg6/Y8eOapvWvvPOO5LCwkLu66+/Lq9eLtXRerRmzRrfNWvW+AL21xBHGk4gEJ5cWkuPt2zZIlIoFBHt27ePkEgkpjfeeEMP2LdDKyoq6GeffTZUqVSqNRqNWiKRmBYsWJALADt27PCwRUzY6w88ur1pz/a+c+cOVywWR27evFn8ySefSMRicWR+fj597Ngxt9jYWO/Tp08LbZEdu3btqkp+XDtZPwCkp6fzBgwYEAJUVTG5M3z4cGVoaKhmzJgx+c8880wlAKxduzZj/fr1/jKZLKKgoIA7b968vIf5/TwqFMuyDbciEAiN5urVq+kdO3Zs1B80c+pbf/b3o5IaiYy4fIbq/FwW3X9ydotNkvDIXL161adjx46K1p4HgUAguvtnh+gxgdB2IHpMaGlNJkk8CYRWhO4/OZvt/sJ9Nv5XL5QV8ODqZaI0/Qoe1uNMIBAIBMcQ3SUQCIS2AdFjwsNAHBgEQitDObsxVNcR+oZbEggEAqE5ILpLIBAIbQOix4SmQnJgEAgEAoFAIBAIBAKBQGjzEAcGgUAgEAgEAoFAIBAIhDYPcWAQCAQCgUAgEAgEAoFAaPOQHBgEQitjKSzgFP6wx8uce5/H9fUzeT7/YgHH04uUiSMQCIQWgugugUAgtA2IHhOaConAIBBakZxPV/vfHNYz8v6/35Pnf72p3f1/vye/OaxnZM6nq/0fZdy8vDzO8OHDg4OCgjTBwcGan3/+2RUA5s2b106pVKpVKpW6T58+oenp6bzq/eLi4gRcLrdrdHS0V33j/vrrrwKlUqmWyWQRM2bMCGQYa5LonJwcTu/evUPlcnlE7969Q3NzczlNme9LL70UaKtVrVAoIoRCYSfbvdmzZweEhIRogoODNbZnlpSU0AMHDgwJCgrShISEaObMmSOtb1yDwUCNGzdOoVQq1cHBwZolS5ZUfa4xMTHuCoUiQiaTRbz99tuP9HkTCIQnh5bS3aioKIVIJOoYGhqqqX59y5YtXiEhIRqaprueOnVKYLu+b98+d41GE65UKtUajSb8wIEDQtu97t27hykUigibLmZmZta74bRkyRJ/mUwWoVAoIvbs2eNuu/6o+vb6669L/f39IwUCQefq19esWeNrW0O6du0advnyZWfbvfPnz7t06tRJFRISolEqlery8nLK0VjVcfRZ2Ft3CATCk09L6HFqaiqvR48eyvbt22tCQkI07733np/tXlP1uKCggLbpsEqlUnt5eXWcOXNmYH3PbQk9dmTvOtJjALh58yZfIBB0XrZsmbj6dbPZjPDwcPWgQYNCHD1769atnhRF1fic7L3j44Y4MAiEViLn09X++Vu/kLKGyhp/h6yhks7f+oX0UcT7b3/7W+Bzzz1XnJaWFp+QkJDQqVOnSgBYvnx5dkpKSkJSUlLCiBEjit5++22JrY/ZbMZbb70V0KdPnyJ7486ZM0e+ceNGXXp6+o3bt287x8TEuD8YVzJw4MASnU53Y+DAgSXLli1r0ty/+uqru0lJSQlJSUkJr7zyyv3hw4cXAsCxY8dcL1y44JaUlBSfkpISf+XKFddDhw4JAWDhwoU5aWlp8Tdu3Eg4f/682/fff19HSKOjo72MRiOdkpKScPXq1cRt27b5Jicn881mM958803ZoUOHUlJSUuL37Nkjqi38BALh6aMldXfmzJl5Bw4cuFn7eqdOnSr27NmT+swzz5RWv+7n52f68ccfU1NSUhK2bt2a9vLLLwdVv79t27bbNl2USqXm2uNevnzZee/evaLk5OT4w4cPp8yfP19mNpvRHPo2ZsyYwvPnzyfWvv7yyy/rbWvIggULsufPnx8IACaTCVOnTg3auHGjLjU1Nf7UqVPJfD6fdTRWYz8Le+sOgUB4smkpPebxeFi7dm3GrVu34i9evJj41Vdf+dk0sKl67OXlxdh0OCkpKaFdu3bGqKiogtrPbEk9tmfv2tNjG6+//nrAgAED6tj0K1euFIeEhFQ4emZBQQH9n//8RxwZGVnW0Du2BsSBQSC0ApbCAk7Bzq0SR20Kdm6VWIoKm/w3qtfrOefPnxfOnz8/DwCcnZ1ZHx8fCwCIRKKqrauysjKaoqiqfqtWrfIbPXp0gY+PT71qpNPpeKWlpfSQIUPKaJrGlClT9LGxsV4AcPjwYc9Zs2bpAWDWrFn6n376qd4IjsYQExMjmjx5cj4AUBQFg8FAVVZWUhUVFbTZbKbatWtnEgqFzKhRo0ps7xcZGVl+9+5dfu2xKIpCeXk5bTKZUFZWRvF4PNbT09Ny8uRJV7lcblCr1UZnZ2d23Lhx+TExMZ4PO2cCgdD2aUndBYARI0aU+vr61tHPLl26VHbs2NFQ+3qfPn0qFAqFCQC6du1aaTAY6IqKCqp2O3vExMR4jhs3Lt/FxYVVqVRGuVxuOHnypGtz6NuQIUPK5HK5qfb16mtIaWkpx7aG7N271yM8PLyiV69eFQDg7+9v4XK5Dseqjr3PwtG6QyAQnlxaUo/lcrmpb9++5YDVAdG+ffuKO3fu8IFH0+Nr16456fV63rBhw0pr928pPXZk79rTYwDYvn27p1wuN4aHh1dWH+/WrVu8I0eOeLzyyit5jp67cOFC6d///vdsJycntqF3bOy7NCfEgUEgtAKFP+zxqu1xrg1rqKSLDu5psqGWnJzMF4lE5qioKEV4eLh64sSJ8uLi4qpn2cJ5Y2JivD/66KN7AJCWlsY7ePCg1+LFi3PtjavT6XgSiaTKCJXL5casrCweAOj1eq7NQA0MDDTp9fqHyq+TkpLCz8jI4I8aNaoYAJ599tmyPn3+n737Do+qyv8H/j4zqZBGCklImdBCCiWgiAqKigUsK1JEoyJgR1wV7KsU158obNgvIuu6ihSFFUVExLaIilIVNNQJnQmEJAZSgdSZ8/vj3IFJmEkmbTIh79fzzEOY286d8plzP6fcgSWRkZF9OnXq1Pvaa68t7tevX7VgfPLkSf3atWuDhg0bVlxzf+PGjSto166dpWPHjn06d+7ce9KkSTnh4eHmY8eOeUVFRVVY14uOjq7Iysq6IAFCRBeP5oy7jbV48eIOycnJZ319fc9VFh988MG4hISEpGeffTbS3rCJrKwsr5iYmHNxrFOnThXHjh3zau74NnPmzLCYmJie06ZNi54/f34mAOzbt89bCIFBgwZ1T0pKSnz55ZfD69qPI7avRW2/O0TUerkqHu/bt89r79697QYPHnxB0sERe/EYAJYsWRL8l7/8JV+nu7DYrojH9uq79uJxUVGRLi0tLWLWrFknau7j8ccfj5k1a9Zxe+dgtWHDhnZZWVled911V7XeG47OsSHn0lhMYBC1gKq8P52qgFWedG69avuuqhJGo7Hd448/nmc0Gve2a9fO8sorr5zrhjdv3rysnJycnaNGjTo1e/bsjgAwceLEmDfeeOO4Xl+vqSvs0ul0sM0C18fixYuDb7755gJry93u3bu99+/f73P8+PGdx48f3/nLL7/4f/vtt37W9SsrKzFixIguDz/8cG5SUlJFzf2tX7++nU6nkzk5OTsPHjy46+23347Yu3cvExVEbVBzxt3G2LZtm8/UqVOj3nvvPZP1ueXLlx/ev3//3s2bN2ds2rTJ71//+leIK8tUmxdffDHv2LFju6dPn3582rRpkYD63fntt9/8Pv300yNbt27dt2bNmg5ffPGFf137qsnea0FEFx9XxOOioiLdiBEjur7xxhvHbHsr1Ka2GPT5558H33ffffkNLU9jOKrv2ovHzz77bKdJkyblBgYGVjvn//73v4GhoaFVV1111VlHxzGbzZg8eXLMW2+9daz5zqbxmMAgagEeYR1r7U5r5Rnq3Hq24uLiKsLDwyuuu+66MwAwZsyYgh07drSrud6ECRPy16xZ0wEAdu7c2X7s2LFdoqKien3zzTcdpkyZEvvhhx9W6+JmMBgqbVu+TCaTl7VlLCQkpMpkMnlqz3sGBwdf0I161KhRcQkJCUmDBw92OGnQypUrg++9995zPw7Lly8P6t+//5nAwEBLYGCg5frrry/asGHDue5qqampcV26dCmbOnXqn/b29+GHH4bcdNNNRd7e3jIqKqqqf//+pzdt2tQ+JiamWgb8+PHj1TLkRHTxac6421CHDh3yHDVqVLcFCxYcSU5OPtetuXPnzpWA6v48ZsyY/F9//fWCbrpRUVHVWr9OnDjhFRMTU+FMfDt48KCndVK6WbNmhTWk7A899FD+2rVrgwDVqjhgwICSyMjIKn9/f8sNN9xQtG3btgt+d2pj77Wo7XeHiFqv5o7H5eXl4pZbbuk6evTo/Pvvv7/QmW0cxWMA2Lx5s6/ZbBaOLv6bOx7XVd+1jcfbt29vP23atOioqKhe7733Xse5c+dGvv7662EbNmzwW7t2bVBUVFSvcePGddmyZYv/7bffXm3upcLCQv2BAwd8rrvuuh5RUVG9duzY0X7UqFHdfv7553aOztHxK9p8mMAgagFBt44sEN4+tWaDhbePJfC2kRdMFFSX2NjYqoiIiIodO3Z4A8C4EWrcAAAgAElEQVT//ve/gB49epQBwK5du7yt633yySdBXbt2LQWArKysXdbHsGHDCtLS0jLvu+++agHfYDBU+vn5WdatW9feYrFg6dKlIbfffnshANx0002F7777bggAvPvuuyHWSThtrVix4mhGRsbe9evXH7RX7j/++MOnuLhYP2TIkHMTBsXGxlZs3LjRv7KyEuXl5WLjxo3+SUlJZQDw17/+tVNxcbF+wYIFDrPEsbGxFT/++GMAABQXF+t+//339r169SobPHjwmaNHj/pkZGR4lZWViZUrVwaPHDnSqR84ImqdmjPuNsTJkyf1N998c/cZM2Ycv/HGG8/FvcrKSmRnZ3sAqhL+9ddfB/bs2fOCCddGjhxZuHLlyuDS0lKRkZHhdfToUZ9rrrnmjDPxrVu3bpXWSelqGzpYk+1vyPLlywMNBkM5ANxxxx3FGRkZviUlJbrKykps3LjRPzk5uczxnpx7LWr73SGi1qs547HFYsFdd91liI+PL5s+fXquM9s4ikFWH374YfAdd9zhsPdFc8ZjR/VdR/F4+/bt+6x1+oceeujPJ598Mvull17Kmz9/flZubu7OrKysXYsWLTp8+eWXl3zxxRdHbPcZEhJiLigo2GHdvk+fPmdWrFhx8Oqrrz7r6BydeX2bGhMYRC1AH9TB3OHucdm1rdPh7nHZ+sCgBt0vbt68eZn33HNPl/j4+KSdO3f6vvbaa9kA8Mwzz0R37949OT4+PmndunUB77zzTp1dxBISEpKsf8+fP9/06KOPxhkMhp5xcXHlo0ePLgKAGTNmZP/4448BBoOh508//RQwY8aMWs/Nng8//DD49ttvrza2cPz48QVxcXHlPXr0SE5KSkpKTk4+m5qaWnTo0CHPefPmRR44cMAnOTk5KSEhIWnOnDmhALB06dLAp556qhMAPPfcc3+eOXNG161bt+S+ffsmpqamnhwwYECpNkN15tChQ+O7d++ePHz48PxLL73U6co2EbU+zR13b7vtts6DBg1KOHLkiHd4eHjvf/7zn6EAsGTJkqDw8PDe6enp7e+4447ugwYN6g4As2bN6piZmek9c+bMTra3Sy0tLdVdf/313bXb+SVFRkZWTp48OQ+oHt8uvfTSsuHDh+fHx8cnDx06NH7OnDkmDw8PNEV8e/TRR6PDw8N7l5WV6cLDw3tPnjy5EwDMmTOnY7du3ZITEhKS5s6dG75o0aIjABAWFmaeNGlSbt++fROTkpKSe/fufdY6ftrRvmzPxdFrATj+3SGi1qs54/HatWv9Vq1aFbJhwwZ/azxZvnx5IFD/eGzd5+rVq4PHjh1bLYHhinhcW33XUTxuiKeeeqrT0qVLA2tbx9E5tgQhpax7LSJy2o4dO4726dOn1tl9rXL/b2ZEwX8XRdpOZCS8fSwd7h6XHf7UiznNV0pqrB07doT26dMnrqXLQUSMu20d4zGR+2A8puaOyS2TNiEiAED4Uy/mhI5/7M+iLz/rUHnyT0/P0I6VgbeNLGhoCyAREdWOcZeIyD0wHlNDMIFB1ML0gUGW4HsfONXS5SAiaisYd4mI3APjMdUX58AgIiIiIiIiIrfHBAYRERERERERuT0mMIiIiIiIiIjI7XEODKIWdvbUKf2OJUs6lGRne/pHRlb2GTu2oF1IiLmly0VEdLFi3CUicg+Mx1Rf7IFB1ILWPv98xJyYmN7fTZ5s2DR7dqfvJk82zImJ6b32+ecjGrrPHTt2eFvvYZ2QkJDk5+fX99VXX+0IAJs2bfLt06dPQkJCQlLPnj0Tf/zxx3YA8M477wTHx8cnxcfHJ/Xt2zdh8+bNvvb2/cUXX/gnJSUlJiQkJF1yySU9du/e7Q0ApaWl4pZbbukSGxvbs3fv3gn79u3zqk+Z//jjD5+UlJQELy+vflOnTg23XTZ69Oi44ODgPt27d0+2fX7y5MmdOnbs2LvmPb4///zzgOTk5MT4+Pik5OTkxNWrV/vbO2Zubq7+yiuv7G4wGHpeeeWV3fPy8vQAYLFYMG7cuJjY2Nie8fHxSRs2bGhXn3MhIvfWHHEXcByrnnzyyU7x8fFJCQkJSQMHDux+9OhRT+uyNWvW+CckJCR169YtuX///j3q2pet2uL2ihUrAuLi4nrGxsb2fOmll+p9Xk888URURERE73bt2vW1ff6tt94K6dChQx9r3J0zZ06oddljjz0W1b179+Tu3bsnv/feex2sz69evdo/KSkpsXv37skjRoyIq6ystHvMefPmhRgMhp4Gg6HnvHnzQqzP//LLL+3i4+OTYmNje44bNy7GYuHNCYguFs0Rjw8ePOg5YMCA+K5duyZ369Yt+e9//3tH67La4jEArF+/vp2Hh8clCxcu7GD7fH5+vi48PLz32LFjY2s79rRp08KFEJdkZ2d7AI2vU9ZWp3333XfP/QZcddVV3a3HdHSOztb1MzIyvHr37p0QGxvb85ZbbulSVlYmgMbX9ZsSExhELWTt889HbJw1K6qqtLTa97CqtFS3cdasqIYG7z59+pRnZGTszcjI2Lt79+69Pj4+lrvuuqsQAJ599tnov/3tbycyMjL2vvLKKyeef/75GADo1q1b+caNG/ft379/74svvnjikUceMdjb95NPPmn46KOPjmRkZOwdPXp0/rRp0yIBYO7cuaGBgYFVmZmZuydNmpQ7efLk6PqUuWPHjlVz587NfOSRR3JrLpswYcLJ1atXH7C33aOPPpprPdcxY8YUafuq/Oqrrw7u379/76JFi448+OCDne1tO23atMhrrrmmxGQy7b7mmmtKpk6dGgEAn376aeDhw4d9jh49uvudd94xTZw4sdYfKyJqPZor7gKOY9W0adNy9u/fvzcjI2PvsGHDil566aVIADh58qT+ySefjP3yyy8PHjx4cM+qVasO1bUvW47idlVVFZ5++unYr7/+ev/+/fv3fPbZZ8Hbt2/3qc+5DB8+vHDr1q1Ge8tuu+22AmvcnTx58kkA+PjjjwN37NjRbu/evXu2b99unDt3bkR+fr7ObDbj4Ycf7vzxxx8fPnDgwJ7Y2NiKt99+O7TmPnNzc/Vvvvlmp19//dW4bds245tvvtnJmlSeOHGi4Z133jEdPXp09+HDh31WrFgRUJ9zISL31Fzx2NPTE2lpaccPHTq057fffjMuWLCgozUGOorHgIqdzz//fPTAgQOLau5zypQpUZdddllJbcc9ePCg57p16wIiIyMrrM81tk7pqE5bWVmJF198MWb9+vX79+/fvzc5Obl09uzZHWs7R2fr+pMnT46eNGlSbmZm5u7AwMCquXPnhgKNr+s3JSYwiFrA2VOn9FvnzYusbZ2t8+ZFlubnN+o7unr16oDY2Njy+Pj4CgAQQqCoqEgPAIWFhfrw8PAKALjhhhvOhIWFmQHg2muvPZOTk+Mwq1pYWKgHgKKiIn1kZGQlAKxZsyZowoQJpwBg/PjxBZs2bfKvTytZVFRU1eDBg896enrKmsuGDRt2OiwsrMrZfQ0cOLA0Li6uEgAuueSSsvLycl1paamoud63334b9Mgjj5wCgEceeeTUN9980wEAvvjii6B77rnnlE6nw5AhQ84UFxd7mEwmz5rbE1Hr0txx11GsCg4OPhcMz5w5oxNChaP3338/+JZbbino3r17BaDiYF37suUobv/000/tDQZDeVJSUoWPj48cMWJE/ooVK4Lqcy5Dhgw5YzAY7HeVsGPPnj0+AwcOPO3p6YmAgABLUlLS2ZUrVwbm5uZ6eHp6Wnr37l0OAEOHDi1etWrVBWVZtWpV4NVXX10cHh5uDgsLM1999dXFK1euDDSZTJ6nT5/WDRky5IxOp8M999xzatWqVR0uLAERtSbNGY8NBkPloEGDzgJAhw4dLF27di3NzMz0AhzHYwB4/fXXO95+++0FoaGh1WLvL7/80i4vL8/zhhtuKK7tuJMmTYqZPXv2cdt9NrZO6ahOa7FYhJQSJSUlOovFguLiYl2nTp0qajtHZ+r6FosFmzdv9h8/fnwBAEyYMOHUl19+GQQ0vq7flJjAIGoBO5Ys6VAz41xTVWmpLn3JkkZV1P773/8Gjxo16ty9td96661jU6dOjY6IiOj9yiuvRKelpWXV3GbevHmh11577QXZZwD497//fXTEiBHdw8PDe3/yySchr776ajYA5ObmenXu3LkCUJlvPz8/c25ubrPPsbNgwYKO8fHxSaNHj46zttbZWrx4cYfk5OSzvr6+FyRGTp065WGtoMfExFSeOnXKAwCys7M94+LizmXPIyMjK5jAIGr9XBV37bEOyVixYkXI7NmzTwDA/v37fQoKCjwuu+yyHsnJyYlvv/12SF37ccQ2bh87dswrKirqXAyLjo6uyMrKarKuvt98801QfHx80tChQ7scPHjQEwD69u1bum7dusCSkhJddna2x6ZNmwKOHTvmFRERUWU2m8XPP//cDgCWL1/eITs7+4KyZGVleUZHR58rc1RUVEVWVpanyWTytCbKAcBgMFRkZ2czHhO1cq6Kx/v27fPau3dvu8GDB5+2PmcvHh85csTzyy+/7PDcc8/l2W5vNpsxZcqUmLlz5x6r7TgfffRRUGRkZOUVV1xRavt8U9Ypbeu03t7ecs6cOZn9+vVLDg8P771//37fp5566mRt52jLUV0/NzfXw9/f3+zpqYoYFxdXkZub66Uta5G6vj1MYBC1gBInK2CnG1FRKysrE99//33gfffdV2B97q233gqbOXPmsZycnJ2vv/76sXHjxsXZbvPll1/6f/TRR6Fz5849bm+fc+bMCV+5cuWB3NzcnampqScfe+yxmIaWr7GefvrpP00m0y6j0bg3IiKicuLEidXKsm3bNp+pU6dGvffee6a69qXT6WCbMSeii48r4q4j8+bNy8rJydk5atSoU9ZuvlVVVWLnzp3tvv/++wPff//9gdmzZ0fu3LnTu777rituN6U777yzMDMzc9f+/fv3DhkypPjee+/tDAAjRowovuGGGwr79++fMHLkyM79+vU7rdfrpU6nw5IlSw4//fTTMb169Ur09/c363SsehK1da6Ix0VFRboRI0Z0feONN47Z9kqwF48nTpwY88YbbxzX66u3hb355pthN954Y2HXrl0d9kgrKSnRzZo1K+If//jHBYmCplKzTlteXi7+85//hG3dunVvbm7uzqSkpFLb4TD2ztHKlb8ZzYW/IkQtwN+mRak2fk6uZ8+KFSsCk5KSzsbExJzrCvfZZ5+FjB07thAAJkyYULBz58721mVbt271nThxomHVqlUHIyIiLpj9+cSJEx5Go9H3uuuuOwMAY8eOLdi2bZsfAISHh1ccOXLEC1Dj8k6fPq0PDw+v1gXviSeeiLJO/NbQc7IVExNT5eHhAb1ej0mTJuWlp6efO5dDhw55jho1qtuCBQuOJCcnl9vbPiQkpMqaBTeZTJ7BwcFVABAZGVl59OjRcy2E2dnZXvXpSk1E7skVcbcuEyZMyF+zZk0HQPWMuO6664oDAgIskZGRVQMGDCjZtm1bvSZ4sxe3Y2JiqvW4OH78eLUeGYAaq22Nx7NmzQpz9ngRERFma4+2p59++uSePXvOlffNN9/MycjI2Ltp06YDUkr06NGjHACuv/76M9u3b9+3a9cu4zXXXHO6S5cuZTX3GxUVVXn8+PFzZc7KyvKKioqqNBgMlbY9Lkwmk1dkM74/ROQazR2Py8vLxS233NJ19OjR+ffff3+hvXVs4/HOnTvbjx07tktUVFSvb775psOUKVNiP/zww6AtW7b4LViwoGNUVFSvadOmRa9cuTJk4sSJUbb7MRqN3sePH/fu3bt3UlRUVK/c3Fyvfv36JWZmZno4U6ecOXNmmDUe15xUFLBfp92yZYsvACQnJ5frdDrcfffd+Vu3bm1fc1vbcwTqruuHh4dXlZSU6K2TLR89etTLOtzcmbq+qzCBQdQC+owdW+Dh61vrwDEPX19LytixBbWtU5uPP/44+M4778y3fS4sLKzy66+/9gdUBtZgMJQBwIEDB7xGjx7d9YMPPjhiHatcU1hYWNXp06f11hbCNWvWBHTr1q0MAG655ZbCDz74IAQAFi5c2OGKK64oqdnKNm/evCzrxG8NPSdbtl3wPv7446AePXqUAmpivJtvvrn7jBkzjt94441nHG1/0003Fb777rshAPDuu++GDB06tBAA/vKXvxQuXbo0xGKxYN26de39/f3NTGAQtX6uiLv27Nq161yvik8++SSoa9eupQAwatSowi1btvhVVlaipKRE98cff/j16tWr1PGeqnMUtwcPHnzm6NGjPhkZGV5lZWVi5cqVwSNHjqxWge/WrVulNR7X7DJdG9u4u2zZsiBrMqKqqgo5OTl6QFWQMzIy2o0YMaIIALKysjwANYP97NmzIx599NELjjd8+PCi9evXB+Tl5enz8vL069evDxg+fHiRwWCo9PPzs6xbt669xWLB0qVLQ26//Xa7FyNE1Ho0Zzy2WCy46667DPHx8WXTp0+vNjm8o3iclZW1y/oYNmxYQVpaWuZ9991XuHr16iPZ2dm7srKyds2YMeP4iBEjTv3rX/+qNvz6sssuK83Pz99h3T48PLzi999/N8bGxlY5U6d88cUX86zx2DrfhZWjOq3BYKg8ePCgz4kTJzwA4Ntvvw2Ij48vq+0cnanr63Q6XH755SXWu7B88MEHIbfeemsh4Fxd31VaZNwKUVvXLiTEPOCJJ7I3zpoV5WidAU88ke1r0+WtPoqLi3UbNmwIWLx4cbXhE++8845p8uTJMVOmTBHe3t6Wf//73yYAePnllyMLCws9nnjiCQMAeHh4yN27dxsBYPDgwd0WL15siouLq5w7d65p1KhRXYUQCAwMNC9atOgIADz55JMnR44c2Tk2NrZnYGCgefny5Ydqlqk2mZmZHv379086c+aMXggh33333XCj0bg7ODjYctttt3XesmWLf0FBgUd4eHjvF1544cTTTz998sknn4zeu3evL6BaMhcuXGgCgFmzZnXMzMz0njlzZqeZM2d2AoB169btj4qKqhozZozh8ccfz7v66qvPzpgxI/uOO+7oajAYQqOioio+//zzQwBw5513Fn311VeBBoOhp6+vr+X9998/2pD3gIjcS3PHXUex6plnnok+fPiwjxBCRkdHVyxYsMAEAP369Su7/vrrixISEpJ1Oh3uu+++vP79+5fVti9rb4nnnnsuz1Hc1mbgzxw6dGi82WxGamrqyUsvvfSCXg+1efTRR6M///zz4LKyMl14eHjve+655+ScOXNOzJo1q+N3330XpNfrZVBQUNWiRYuOAkBFRYUYOHBgAgD4+fmZFy9efNg6hvrVV1+NWLt2baDFYhETJkz48y9/+UsJAPz888/t5s+fH7Z8+XJTeHi4+dlnnz1xySWXJGrndyI8PNwMAPPnzzc98MADncvKysS1115bPHr0aLtzNBFR69Gc8Xjt2rV+q1atCunevXuptdfvjBkzssaMGVPkKB43hG2d0tE6ja1TOqrTxsXFVT777LPZgwYN6uHh4SGjo6Mrli1bdgQAHJ2js3X9tLS042PGjOn62muvRSUnJ5998sknTwKNr+s3JSHlBXPbEVEj7Nix42ifPn1O1r2muoXU1nnzIm0nMvLw9bUMeOKJ7BvefDOn+UpJjbVjx47QPn36xLV0OYiIcbetYzwmch+Mx9TcMZk9MIha0A1vvpkz6Pnn/0xfsqTD6exsT7/IyMqUsWMLGtoCSEREtWPcJSJyD4zH1BBMYBC1MN/gYMsVTz11qu41iYioKTDuEhG5B8Zjqi9O4knU9CwWi4X35LyIae8vWweI3AfjbhvFeEzkdhiP2zBXxGQmMIia3u68vLxABu+Lk8ViEXl5eYEAdrd0WYjoHMbdNojxmMgtMR63Ua6KyRxCQtTEqqqqHszJyXk/JyenJ5gkvBhZAOyuqqp6sKULQkQK426bxXhM5GYYj9s0l8Rk3oWEiIiIiIiIiNwes2JERERERERE5PaYwCAiIiIiIiIit8cEBhERERERERG5PSYwiIiIiIiIiMjtMYFBRERERERERG6PCQwiIiIiIiIicntMYBARERERERGR22MCg4iIiIiIiIjcHhMYREREREREROT2mMAgIiIiIiIiIrfHBAYRERERERERuT0mMIiIiIiIiIjI7TGBQURERERERERujwkMIiIiIiIiInJ7TGAQERERERERkdtjAoOIiIiIiIiI3B4TGERERERERETk9pjAICIiIiIiIiK3xwQGEREREREREbk9JjCIiIiIiIiIyO0xgUFEREREREREbo8JDCIiIiIiIiJye0xgEBEREREREZHbYwKDiIiIiIiIiNweExhERERERERE5PaYwCAiIiIiIiIit8cEBhERERERERG5PSYwiIiIiIiIiMjtMYFBRERERERERG6PCQwiIiIiIiIicntMYBARERERERGR22MCg4iIiIiIiIjcHhMYREREREREROT2mMAgIiIiIiIiIrfHBAYRERERERERuT0mMIiIiIiIiIjI7TGBQURERERERERujwkMIiIiIiIiInJ7TGAQERERERERkdtjAoOIiIiIiIiI3B4TGERERERERETk9pjAICIiIiIiIiK3xwQGEREREREREbk9JjCIiIiIiIiIyO0xgUFEREREREREbo8JDCIiIiIiIiJye0xgEBEREREREZHbYwKDiIiIiIiIiNweExhUJyHEaSFEl5YuBzUtIcQ9Qoj/NWL7fwshXtH+vkYIcbzpSkdE9jAeX5yEELHae6tv4PbV4rkQQgohujVdCYnIHsbki5NtHbeB2+8RQlyj/T1dCPFRkxWOmMBwFSHEUSFEqRbocoUQi4QQfk24/3ghxKdCiJNCiCIhxE4hxOSGVoZsSSn9pJSHteMsEkK81ohytuovsRDiWiHEj9prfNTO8iuFEL8KIUq092CQzbKXtPff+igVQliEEKE19hEshMgTQmyooyzRQoilQohTQogz2nFvdvZcpJRLpZQ3OrOuEGJczfJIKR+VUv7d2eMRuQvG43PlbLPxWFv+hBDiiBCiWAixrUa8DhJCLBZC/Kk9ptdRFm8hxEwhRKb22ToghHhGCCGcORcpZab23pqdOO84LUHhYbO90/GcyN0wJp8rZ2uPyc8KIXZrMfeIEOLZGsvjtJh9VgiRIYS4vsbyp4UQOVpM/kAI4W3nGIO1+Ffr66zF/x+0shQJIVYLIRKcPZf61HHtve9SymQp5U/OHo/qhwkM17pNSukHoB+ASwG8XN8d2FZYbJ7rCmArgGMAekkpAwGM1o7h36gSU01nAHwA4NmaC4QQwQC+BDAbQBCAWQC+FEJ0AAAp5evaD52f9jl4E8BPUsqTNXb1JgBjbYXQjrUBQAWAZAChAP4J4GMhxPBGnB9RW8F43Po1OB4LIQYAeAPAKACBABYA+NzmguafANoBiANwGYD7hBDjaynLpwCGALgZ6n2+D8AjANIadYZEbQdjcusnAIwF0AHAUACThBB32Sz/L4A/AIQA+BuAFUKIMAAQQtwE4AWoOGoA0AXAjGo7F8ITwFyo99NxIYS4AsD/AHwBoBOAzgB2AtgohIhrzAmSm5BS8uGCB4CjAK63+f9sAGu0v62Vp2wAWQBeA6DXlo0DsBGqMnUKwGt29v0RgK/qOP6nAHIAFAH4GUCyzbJFAP4NYC2AEgDrARhslksA3QA8DKAS6qL5NIAvteUvADikbbsXwB21lGM6gI9q7PtRAAcAFAKYD0DYLH8I6mLeuu9+2vOJAH7SttkD4C81zudfAL7RyrkRQASA/wNQACADQF+b9TsB+AxAHoAjAP7qxPt5PYCjNZ67FcCeGs/tB/CAne0FgMMA7q/x/JUANgMYD2BDLcf/O4DdAHQ1nn9e26+AqnhLAB42y38C8KDNZ2uDzTK774X2WpcBMGuvZ6HN6/ya9vc1AI4785pCXQxsA1AMIBfAnJb+fvLRth5gPLbuazraaDwGMAbArzbL2mvnH6n9/ySA/jbLXwLwi4PjD4GKkTE1nh8AFTe7OPjcnXv9USNea6/n37XXqwSqMh6qLcvU1j2tPa6A/XjeTfvbG8A/tO1yoT5fvtqyUABrtPcuH8AvqPG7wgcfzf2w891gTD6/71YXk222fQvAPO3veADlAPxtlv8C4FHt72UAXrdZNgRATo39vQCVjF5k772usd9/2Xn+GwALbT47G2ost42b544BrY4LYAqAP6E+i+O1ZY7e96PQPtN23tfLAWzS3p8dAK6xWTYOqh5for3e97T099MdH+yB0QKEEDFQrTR/aE8tAlAFFQD7ArgRwIM2mwyA+jCHA/h/dnZ5PYAVdRz2GwDdAXQE8DuApTWW3wNVWQoFkG5nOaSU/9GenyVVL4LbtEWHAFwF9SMzA8BHQojIOspj61YA/QH0BnAngJsAQAgxGupLPxZAAIC/ADilZWC/hKrQdQTwBIClQogeNvu8Eyp7HwoVMDdr5x0K9VrN0Y6h0/a1A0AUVMB8SssEN0TN7sICQE87612llf2zcyuqlr+3AUyCCqK1uQHAZ1JKS43nP4HKNDd07PMF74WU0gj1A7pZe9+DatuBE6/pXABzpZQBALpqZSZqEYzHF2gr8fgbAHohxAAt9k6Aeq1zHGzvKJYDKh5vlVIes31SSrkVqtI7pGHFRypUMrsjAC8Az2jPX639G6S995vr2M8bUBcPKVCf6ygAU7VlU7QyhkF9pl9C3b8/RM2GMfkCrTIma8PnroJKoACqt/BhKWWJzWo7tOety3fUWBYuhAjR9meAitOv1nHcdlCNgZ/aWfwJ1OenISKg3sMoAA8AmC+E6FDL++6ofFEAvoJKxAVDxfXPhBBhQoj2UEmfYVJKf+080htY3osaExiutUoIUQjV9X89gNeFEOFQgfopKeUZKeWfUFVX8W4AACAASURBVJlk2y5XJ6SU86SUVVLKUjv7DYHKBjokpfxASlkipSyHCnh9hBCBNqt8JaX8WVv+NwBXaD8idZJSfiqlPCGltEgpl0Nlii9zZlvNG1LKQillJoAfoSpZgPqBmiWl/E0qB6WUJqjMpZ+2XYWU8geoFqS7bfb5uZRyu5SyDMDnAMqklEukGl+8HOpHEFA/CmFSyle1fR0G8B6qv/7O2gygkxDibiGEpxDifqgL9HZ21r0fwAop5Wmb5/4KVQne7sSxQmH/Pbc+F1aPctty9F7UR12vaSWAbkKIUCnlaSnllgaWlagxGI/tayvxuAQqgbwBqgI/DcDDUkrrxfu3AF4QQvgLNRnmBNiP5YDjeAzt+YbG44VSyv3a5+wTNCAeaxcRDwN4WkqZr108vI7q8TgSqkW5Ukr5i81rQORKjMn2tdaYPB3qOnOh9n8/qB4utopwfhhPzeXWv63L3wLwSo16sz3B2nEd1ZEbGo8rAbyqxcmvoXpb9KhjG3vuBfC1lPJr7TOxFqpXsnUOOwuAnkIIXylltpRyj8M9tWEXjBWjZjVcSvm97RNCiF4APAFk28z1pYMaq2dVrVXHjlNQFRC7tNal/wc15i8M6ssBqEqXNUCcO4aU8rQQIh+q21hdx4YQYiyAyVBdYAEVhEIdbnAh2xavs9r2ABADlbmuqROAY7J67wMTVFbUKtfm71I7/7cewwBVyS20Wa6H6n5WL1LKU0KI26G66s4H8B2A76Fat87RssOjAdxu81wnqATGJU4e7iTsv+eRNssbwtF7UR91vaYPQGXQM4QQRwDMkFKuaUhhiRqB8di+thKPH4Dq3ZAM4CBUq9waIURfKeUJqHg8D+pi4xTU2O27Yd9JqNZbeyLRsvE4DCrxst3mMy2gXldAddWfDuB/2vL/SCnfaEhhiRqJMdm+VheThRCToHqGXKUlfQB1wR9QY9UAqGSyveXWv0uEELdBDT1ZXttxNQVQ72Ek1HAYW42Jx6eklFU2/29MHXm0dk5WngB+lFKeEUKMgeqVsUAIsRHAFCllzfNo85jAaHnHoFp/Qmt8MWzV1RryPYCROJ/lrCkV6mL5eqgxWYFQX3Db7rHnMslCzfwcDOBEXWXRunS9B9WtbLOU0iyESMeFXXcb4hhUi1lNJwDECCF0NgE6Fmp8c0OOcURK6ajyWS9SyvVQGWvrZFKHceEkbndAjTX+yea5y6AC617tR9oXgK8QIgdAlLxwZvrvAYwQQsyo8SN1J1QF/SBUqwOgKq/F2t8RDT21eqxb62sqpTwA4G6ta+IIqEmcQqSUZxpYNqKmwnjs2MUWj1Ogxthby/mtECIbqsvuCillPlS3cWjbvw7gVweH+h6qW3WMtBlGok0UGgvVmgyoSUdte3G4Ih6fhLogSZZSZl2wI9UjYwqAKUKIngB+EEL8JqVc18CyETUlxmTH3DImCyEmQM1VcbWU0rYBbw+ALkIIf3l+GEkfqLkvrMv74Pyw4j4AcrVk9BAAl2p1YkC9R2YhRC8p5bnGQADQkgCboRJSP9Yo3p04X/euFo+FEA2Nx0D968gfSikfsrsjKb8D8J0QwhdqmMl7UENxyAaHkLQwKWU21Di1NCFEgBBCJ4ToKoQYXI/dTANwpRBitvULKIToJoT4SAgRBNX9qhwqC90OqvtoTTcLIQYJIbygxvltkTXG82pyoWYGtrJOfJanHXc8HI8Trq/3ATwjhLhEKN20H4OtUJnP57SuwdcAuA3Axw04xq9Q2d3nhRC+Qgi9EKKnEKK/vZW198cHKlsqhBA+2mtmXd5XK1MAVMvfMS0Y2bofwJIa3XS/gcrOp2iPqVDjP1PsJC8A1YUyECpDG6GV424ArwCYpnVLy4Oa8Ope7bwmwP6PnTNyAUTbnmstan1NhRD3CiHCtB9Wa1a/5lweRC7HeFyriy0e/wbgFiFEF+18boCaJ2K3tm1XIUSIVoZhUMMw7N62T2s1Xgc1jjlZ2+ZyqMkDl0gp92mrpgO4SyvTpVB3QGmIPKiY2aWuFbU4+x6AfwohOmrnFiW0MexCiFu191JAtTabwXhMboIxuVbuGJPvgXr9btCGm5yjJYvTAUzTYvUdUPN6WOeCWwLgASFEkva+vAw1/wmg6rbWeXxSAKyGimuO7gz1AoD7hRB/FWoYYAehbnN6Fc6/vzsAJAshUrTfken1eF1qqvm+1+YjALcJIW7SXk8fIcQ1QohoIUS4EOJ2oebCKIfqlcJ4bAcTGO5hLNQEXXuhsr4rUEt3t5qklIegZiGPA7BHCFEEFRC2QXXNWgLVfSxLO4a9OQeWQQX5fKhhDPc6ONwCAElCiEIhxCop5V6oFq3NUF/gXlAzGjealPJTqG59y7TzWAUgWEpZARWMh0G1Lv0LwNiGdLHSkgO3QgXEI9r+3odKDthzNVRr1tdQGe1SqB9Xq+e0fRyDeg/vsN1YqMl7roN6T2zLUS6lzLE+oCqSldrf9sp9CsAgAD5Q7+lpbZ+PSyk/sFn1IahbDJ6C6iq9ydFrUYcfoLLjOUKIWrvfOfGaDoX6nJ6GmtDzLgfjVolaAuOx/fO62OLxEqgK/U9QPdTeAvCITbkvAbBLO9eZUDPB1zYWeSRUa9+3UHck2az9/bDNOq9AJZELoCbzW4YGkFKehXovNmrv/eV1bPI8VK+8LUKIYqgWaevY7e7a/09rZf6XlLJmqyVRS2JMtn9e7hiTX4Pq/fubEOK09vi3zfK7oG5fWwDtNtZaYxuklN9C3WHkR6g7JpmgXnNINT+JbR25FMAZraecvXJvgJrsdATUvBf5UI2HQ6SUu7V19kMNZ/4eaqjghnq+PLaqve+1raglvm6HmjA5D+r36Vmoa3Id1HCjE1qZBwN4rBHlumgJybma2jwhxCKoW2DW+57b5B60FsaNUBMzTa1rfSJyT4zHFwchxGKosei3aBcURNQKMSa3fkKI3lCJkVQ7vaKpFWIPDKKLgJSyGGoGY7No3Dg+IiJqvAehWvb6tXRBiIjaMinlTgDDAfQSaj4kauX4JhJdJLRuaTNauhxERG2dlLISwJstXQ4iIgKklL+gAXe0IvfEISRERERERERE5PY4hISIiIiIiIiI3B4TGERERERERETk9pjAICIiIiIiIiK3xwQGEREREREREbk9JjCIiIiIiIiIyO0xgUFEREREREREbo8JDCIiIiIiIiJyex4tXQCilmZMMQwEEA9gVWK6qaCly0NE1FYZUwztATwAYGNiuml7S5eHiKgtmy7EcAC+AJZPl9LS0uUhAtgDgwgArgfwAYB7W7ogRERtnD+AuQAWt3RBiIgIEwAsA3B5SxeEyOqi6oFhTDF0BPCqq49ruDUl37tD++AaTxcA6ODqsrSkE8fySxbM/c6/pcsBAJ56XeUdyVEeQgjhxOr9tX9HA5jXjMUiajOMKQYB4CkAPVx53ICrU05GPjI8tNqTvqF5uk5XhrmyHG6iCEBgSxcCAEyPPnjybPrvoXWvifbav8nGFENiYrrJ2JzlImorjCmG/lC9m1yq+wd/q9B5e3rZPic6D6sSOs+L6hqkLrLwYJ48tdctfocO/LKz4L+P/Z+z1ygp2r+jAWxqpiIR1cvFFjzyAByESmL4uuqgem/P7QAuqfF0Os5/6dsEnV4cBtClpcsBAJVmC8rNlnQfD3193oMUY4qhL4A/AZxITDfJZioe0UUvMd0kjSmGXwHcBeAyVx1XeHpsBTCg2pNVZZsBXOGqMriRnQB6t3QhAMBv8DWbz6b/Xt/3YJQxxbAIwKnEdNPZZigWUVtiBFAJYJIrDyo8PU4BCKn2pEQJVG+rtkPKjQAGtnQxAKDzgKQqCFEEKUPqXvuca6cLEQ+gYLqUec1VNiJnXBQJDGOKIQLApYnppjXGFMM7AK4GcJvLCiBgr5W/zY0T89Dr3OrzVFZpPuvjoa/PJv4Aftf+3mVMMWQDeAvAUQDjASQBKAPwA4DPEtNN2U1XWqKLhzHFMB7AEgC/AXgDwEpXHVvodRcmHqXFmZ5YFyO3+R3yjo3za8Bmr2qPP40pBiOAzQDeg0pG3Q2gCkAmgGWJ6aYtTVVWoouJMcVwGYCyxHTTTmOK4QUAIwB0clkBBOxUxCxmlx3fXQid2wzb13vqPfSe+iJzRVV9Ehh9AOwDYJkuxG8ATgF4CYAewNMAggCcBfAFgC+nS1nSxMUmOsetLjgdMaYYAgBcA2BdYrrpTM3liemmHGOKYav232kAAlxYPEAIe0Gp7bXeOzdcw2V0jStPL+1xo51ldwAYb0wxPAlAAChOTDftaMSxiFoVY4phCABTYrrpoINVVkHNsXQjgGFQ8dAl8UHo7CQwXHRsN+Q2v0OyqrIxyZSO2mMwgBfsLB9lTDF8CDUE8BIAq9mDjtoKY4qhM4DOAH5OTDdV2VllG4AOxhSDHkAagApXlg/259tzm+SqC7nN75AQApCyXi18NnQ438vxZjvLRwDYMl2I0VC9L9OnS5nZwGMR2dUqEhgAIqAyemeNKYYvAXwG1Sp+EkA+gEgAxcYUQziALADfQVV0XELY74HR5jg534TLVFqaNcPfD2qSuWAA0phiWA7g9cR00zGtknA3gEsBPAfVSigACAeVCxhTDF4AQhPTTSeascxETeUVAIONKYZtAP4LVUHO0x5eUN+LI9q/P0FdVPZzSck89HYuXKVbxSYXcpuLeH1gkHcz7j4SwLNQEzL3A/C1McWwAMDn2lCmZKgWwjQAh6C60XsmppscXsgZUwwGAJlMhFArcAWApQDyjCmGFQC+AnACKh6fBhAD4BhUL1JrL9NHXFi+Cy+UpWx73yu7bZ0tR+/pUWqubJZqsgeAQVCfw34ADk8X4nMAL06XsnK6EO0BPAbADGD+dCkrpgvhCcDs6C4n5rTUAAAe+inL8pujwNT6tJYExhGo4BsDYIz2sOcYgMlQQ0gWARjngrIB9rOq5S46ttvQ6dzrrjb7/ixpf2Vcc9aZq8338SiACVpPoG5QFWoAeBwqgeEDoMiYYvg/ANkAFiSmm6q0rp2XQX2GPmrOwhI1oZ+gksSXag97KgA8A6A7gH8DeBcuaIGym0e1VPlKKd2tk5gruM1Fgm+v3j3g4ZGJqqrYZjqEwPkk2c3aY4cxxeABIBGq1fB+qNdED0BnTDEsBXAYwH8S003HjSmGUACjtH3tSkw3mZqprERNaSPUxWAY1IXhY3bWqYRKXrwD9Zn/A0BfF5XvwrqhubwIHj71Gb5wEXCvH6DEGy/N3bFqY0IzHsIaj7sAmAJg7HQhDkNN7B2kLZs1XQgLVMPHgelCLAOwHcCaV/5xNwDcCnXtVwl1t0AiAK3kNqqJ6aZKACMB5Nax6v+gZr3/GcDY5i5XHXrjfKa7jXCr2IzjRWdTKs0WV85g7wXgKpxPXgAqSSgAbADwHwDfQ1WWrT0xOgP4IDHdNC8x3VTgwrISNcYcAJ/WsU4Gzt+BxHpR6AoXXrRbKnvJrJ83yLbY6ucmhF4vQu6+19UJgT4AknG+ruMBwBOqF8YSqHj8j8R003FteWcAGxLTTe8kpps2uLisRA2iJdruhkpiOOIJlXieBNU7w1XJC7vk8Z+9ZUUxE4QtaMjTo3tBoNCFhwyDGnoSZPOcB4BSqJ7zHwH4ZLqUX05Xv9XtoBr/3tFPWfaefsqytjdvCjnUWnpgIDHd9JsxxTANqiXPHhPU7eJ0UBPLuDA5Yzer6gdVeS+D+gKSi0lA7DhRWHJpTM073LpMFoBZAN53NIN+YrppuWuLRNR4iemmYmOKYQKAW6AqGTWVQ/Wcux2qJfwzlxVO5yBPUl40SBbs2yCCEwa5rCxUTdgjj115aumSXFgs4S1weDNUBXlmYrppn70VEtNNv7m2SERNIzHd9KkxxXADgIccrLIb6s54W6CGZbuSnfq4jJLHN+wVXexNoUCu4BcSENzj2r7r9/3wh8uG3NewC8BrAD6bLuUFyQn9lGVnUHdDCbVRrSaBodno4PlKqN4ZQ6FugXkQwBmcv59883I8B4YPgF/RRm7fJ4T79egpLq9sidt0maHmCJiTmG5yeiiRMcXgCeBeADdAfX6XJqabfmqWEpJDlj0L9VCTAf+gSx7/k/acANBJlzw+qyXL5k4S002njSmGdABX2lm8A+pzfFJb/gvUUJJmV+swkZJjXjKoW5nQeTCp3AKEh6deeHsXyNJSVycw1gOYkJhuOlyfjYwphn4AHoBqOdwKYK6jeYyo+ZjTUm8EcLl+yrJXbZ4LB5Cvn7KssuVK5nY2wn4C4xjUXdb6A/CG64er2q8byqooWXpqn/AN6WF3+cXGDccwhsRFtES9vQhq2PUnjua8sMeclhoE9fm+FEAOVM+MjOYpIjli2bMwCOruYHN1yeMPac95AwjQJY932e11W1UCIzHdtNuYYngfwIM1FnkCWA3gb1CTxq2Hq5IXiqOgpAdwOdR4rjAAzTX21z24X2xGaaXZtXekUb0uxiSmmxwl2y5gTDEIANdBzZcxDGoyuvfqk/ygpqElLxYCuA/ANZY9CxdAJUb7Aoi37Fk4D8BLuuTxF9wNqY16CipJW1MZ1CRe0QAmQiUzXKO2OFRVepk88u1RGdTluAhOHOSG9cmm5nZDZnS+7c6aS0tddTgJ4HUA0+uTeDCmGDpBzaQ/B8AaAM/UN/lBTUNLXqwGYDGnpWYD6AoVT7oDOGxOSx2vn7Lsj5Ysoxv5CMATUJMm2wqDSsRlQk1067LbWmscBdpAeWKjh/T02ySiruot9J4NudUyNUJgpxAvFx9yG4A7p0t5xNkNzGmpHlB15PlQPT4fB/CFfsoyt/t9u9hZ9iwMhBrucxmAAMuehb8CuA1qguAwy56FLwKYp0se3+x3GXK7FnMnfAbgE6gWalujAbwJdY/4zi4uU21fIgH1YxIM1Sp58XLD4eVlVeYgaadrWjOwAHgbQC9r8sKcllrnDKLGFMNVOD8Wuz2AOwHMZ/LC9bTkxQKo5AWg5jNZBOAuqOFgAsBfoRKkpGyHmlir5ljm3gBmQsXjobA3C31zqTMOWeJQeHCQPLHxFymb9U5F7sDtMjQeHTq4KnvxO4CBiemmlxPTTVXmtFQvc1pqrXUeY4ohxphieAhqksPZAF4CcCeTFy3DnJZ6A9Qd6LwB+ELNI/U81OSA/lBznPxqTku9vMUK6UYS001mqHrID6g+H4YPVALjPwBeBtDJxUWrLSi3R+XpK+XRbwtlxenjtaxHzaBDVJi9IaDN4TRU49xAa/KirjqyOS1Vb05LvRWqzvWd9u+NYPKiRVj2LAwA8C1U8gJQk2LPh6rjxULF6P+Dmii42bWqHhiaTQCm4sIeFn1aoCz14QegF4A9UJOKXYzcLqBUWWR7s5T7PYSIb8bDLAHwevx9A48AGGBOSx0K9YX2hLqQO8eYYogHcAfUJEb9AQyxWdwLqtVvvjHFUAnVHXRKYrrJ6S5ZxhRDCACfxHQThzrUg2XPQh3Uxfb9Tqwe1czFaTUS000WY4ohA8A9NRYFAbipBYrkfE+wsvyr5IlNPyPyigFCp2/W2xW1ILeLye0HXGEpP3SwOQ+RAeAV3/CAz2Nu7BVrTkt9FCoeD4H6TG6yrmhMMXhDTfgdDfW9vhPqwtgqAcBe7TbXJgCzE9NNa5wtiDHF4AMgHEAOk9L1Y05LHQLV86Ku4V4eADo2f4lajW1QvZFrJo2va4Gy1IOMlsd+zELMtceFl190S5emebhdOIahf494qGRXczUyVEIlg+e+8o+7zwK4QasjD4Oq41arc5nTUq+CajzqABWve9ks7gl1gdzVnJZaDtU77iVnh5GZ01IFVDyu0k9ZdrJRZ9XGWPYs9IdKXjiTLHZJHbnVJTC0yeNegvpha4n5DRpDB9X9cRtUDxJrKwK1UgHdwr+KuKJbPwCLoSbIsr0QWmxOS51YVVrxy+EVv8VBTWY4vsY6tiJR/da/XQD0MKYYrktMN1XrcWRMMVwB1esoEmpCrhKoW02lQE2K9EojT62teQjqvXFGa+y51pw+g0rGjW7pgmicryWW5V8tj3ydLf1jDgjf0PbCP7pm12tqao4mWW2KXXvq0+OG9/Pw8PF6GKol2naujSMALjOnpfqYvkovLM8/cxNU8qK22wg+YPO3AcDlxhTD0MR004+2KxlTDOEAUqEq27FQt84GVEW8BK5v8W7VzGmpfgC+hPMToDMmn7cfwBtQCXm364FVOxklj/1QJL0CNsI7sErXsW9LTS7ZZkiLxQIVr5olgXHnuKs29OgZfR3UMAPbO0IBwCfmtNT7oHpy9oWa9Lu2esSAGv9PABBqTkudYNsjQxtyYk2SdIK6wUMxVINiZ6hGxFWNOa82KA3Oz+foknjc6hIYmp4tXYAa6vNm+UBNQHMQF1/ywi1/LE0FZ3O6hvg1Sw+MgM6hnaHGftlzP4D79T6e6HzHJTlHVv1uhpT1bem9DMAeY4ohD+pHJh2q99F9tWxzmzHFEADgLFQW+yPeEtAxy56FPlC3+XSW64ZDtA59UPvt+1yr3hfIMhIlmZHw67S7WcrTstwuJgePuis+/6Mlp6F6JTYpTz+f0x4+XoNgv47QGcA/ASBmaO/KrHV7N5fmFtWWvLDHC8CXxhSDEUAA1C3bT0FNSBfoYJsqAAuNKYYzUJMp+iamm6bW87htzXCo7sjOYgLjPG8A3Vq6EOcIIVG/OBSIiuKBgHR6HrHWw+3CMbza+fiGxEVsPnU0p1luNtA9sdNgOP5+vmjz91407HM7DioxXQE1B91hqERFbcmvv2o9PYqh5tJ5Vj9lWXYDjt0mWPYsDIVKCDmLCYxanICqiPhBtYrcCJUY8GyJwpw5lp8X0LXePRhPwJ1+ZJqAlG7YPw7AtuP5V3cObn9cJ0QzdEus+wdJCAFPP5+IrqP7F53NLvrjTHZBcemfJV5Vp8sipEXGObETg/YAnOu+1QfVh1T5GlMMvyammyqc2LYtWgw1sZmzmMCobo+nv89u7+D2Mzzbe0cXGE/coff2hLmsskXuX1z04+/xIXcMrhRC1Of3oAS+oY4SkdSEPCMiwgNvvnV90ddrmr511cnrA51e5xl9fdLAslOn9589UZh3NqfIXF54poOlwtwFdU8A3h6qEQIAnEmMB0D19LAqMaYY/pOYbuJ4fzvMaanXA/iwnpsxJp9X6dHe+6hne++pPmH+nYoP/5kMi+xlLq/q0CKlkVJU/lmw3Ss8uGbrea2EX7T7Xe03lnTDieIAjFvyQkLa1U81z84d36WxpiSoO4scg2p884Ua2udM7zXrb3eKk8e6VntY/WFOS/2nfsqyZp94srXR5obbCNXD21kuicetNYFxBOpOAQFQkyeaAeRDtYQ0ZSX0INT4LWsGuWYmWQAQxUfzzP5dwup7h6SLsMXAPYMzAJRXWf709dQ3aQJD56Xf5env4/TtAPXenoH+caF9/eNCzz1nLq8sPrXzWPrpzFO+liqLt6WiKhpqwtf6OAM1Cej7UAF8FFQC41uoJNkVABYYUwyvQ7UUvpmYbjpRz2NclLTbo9arYoWL8rvbcInppv3mtNRroc3nEtovrgyA15msgvUnfjQ22UWqh69Xnqe/jxq3Kmxi8fmoI1T9UOpQVn4Wvj5xTu9c55EJCCYwXMQ3uadP0ddOTyXhHIEcv9gQp3+EhU6n9w0LiPcNC4gP0dK90iLl6WOn/sjfdfxM1dlyP0ulOVBaZH0nBbfe1v05qGTHtVATARuhemN4APjBmGK4Fypen0lMNy2t5zEuZpfVvcoFGJM1iemmMnNaqhlqwsSA0L6GSgB6abYcPLJqe5C5tDK0jl04Rwizb5j/AQDSJh5LSNs6shTSAl3lwcwir/B6Vmt8Q5qmnFSn9sEBHSBQAImmTHJVBAW3/0MIUZ/6VYT2sJUNNSzKH6oHXBzq33uvBKp+vAEqvtwDNfz6O6hh/ZMABJjTUj+HSja/rJ+y7Gw9j3GxioB6zeuDPTBq0R0qeQGoF0oHNda1oS0aJVATf52F+pL4Q92qx6keEmdPFPbI2XhgffiArpfpPPXOdnt0ny7XTSSwU6h8eef76gLjfG8M67+1VSylg7911bK3Eha1XEuUSEgJWKDuIy2llBYhhA6AgPoXAKQ0my2HHn4zAFVN9pKfjB3Wu9An1L9X3avWTu/tGdCxf5erO/bvAkAl6Iv25Wz987fDvaA+gzXthPqs/wE1VtC3xiSfa4wphjeggvCyxHRTmXWBMcXgCzU2lrcAPa83HM9J4pBlz0K9Lnn8Rfcdbgjtzg79rP8XQvgAgF908GBPP+8TlafL6z3+3zc8cG+7yMB8v5gQnUc7rwCh0/kKvTAIIcKc2sHGzbvkgEuPCn//OKfWl9ITlopC6L1bppWy+ZQBsE5WJuFcPLaua/uvdRvrw3Z/tvs1a39rsfrcujrb7coO7C+p11nUIaBbx/Xhl3UdKPS6mpXfehE6IfwNoX39DTZJ5oqq04dX/JorzbKrnU0KARyA6okxFGqIn1diuqnYZp33jSmGNADtbIfyabfPPgT7cb5NMqel+qD6pH3OYg+M6s7Vka090YSHvlv4gK7rT/yUUe+kskc7r1w/Q+jh9pGBFd7BfgE6T72/0OuChBDODcEqyTPIo6bNMMReLpxr6StHeXEBfFqkE1+zkVlZUv641jYeW/91Nh7b/l13PBbCGoct2sN2u3N15NLSijOQsBffGsTbx3PPo8/cHBYQ1K6+jUP2RGoPKwl1N5JBsP+93wBVH3kbai64QP2UZbZ15JXmtNT/B2CkfsqyRbYbmtNSAwDMBcDeyuddgvrHV5fEY+GmPZpqZUwx9Afwq51FJwHkQQVvD6ieGseghpboAZRCdUsqgxqvWgn1Je4JldlrHIGcbmMuD3QyiZELdSFqvbWqu99FpW6+vifE4EFuNVmZueRs0ZEX/nXQXHi6ySbnixgUvz2gc1izFdi/oAAAIABJREFUTvZnqTKXHV7x22FLpdnaKrwAwAqowD0CKjlxwZdXqxS/CtX6dwjqvvAHAXxqb/22zLJn4RAA8wAk1nPTkwAmA/helzye4yYBmNNS/4Cd7ptFB3PXn/z9aB9zeVWQzlN/ukNyVLpfdLDQeXt4m8uqyov2Z3t6tPeuaB/VQXj5+4ZUlVUUerb3jhE6XdPMYp3QY4uIi6172FX7Tut1EZcOlpbKMzJ/3+8iOPGyi+TOJNtwfriDW8j5xxs/F6z45FI00YW7p5/P1rjh/QbUswdkvUgpkbf96C+FxhNXaU8dBvACgC1QE9j+kJhuKrS3rTHFcAmAzwGEQLUCHgWwNDHd9GezFbgVMqelBkMNDR5b17p2vAd14bFPP2VZVV0rX+y0O+9ccCtDc0XVnuP/29WuvOBsZwBoFxm0OyQltkDv7ekFKeXZ7MKKyjPlHt4d2lf6RQeHV5VWFOq9PdrrvT0b3VgDAPDy+l1cN7hf3SuKHNHl1nAhhJAFBzahfUS08PKPbZIytCDL7g1b5frlTXFR32Syj+cfWjT/e1lVaW6qIe3yqVduP+Uf2K65e9CchLpuszZmvwzgJ6h5MLropyz7wd5G5rRUX6hhwyOh5jD6BsAW/ZRlPzdzeVsdy56FE6AaPZ1rODpvJ9T7sUGXPL6gyQumaa09MHxwPhlhK1R7WKCGk3TWHi7h0c47U+h1/Z1cPQ/qwnIAVCtOc97GyDWkdLtunDo/30DPkMCz5sLTlWiiOVJyNuxP9mzvvc+3Y0CPptifPUIID4vZYu0mtxHAQzYJiLq6G8dBBfZEAP9Pe26UMcXwLYAvEtNNp5q6vK2NZc/CHgA+BRrUZTIU6ta5HwO4uynL1YrZ7Y0S2C18cGC3cEgpC4D/z955x8dRXXv8d2a2adW7ZVuSLUu2ZbmscROuFNMcSB4ECIjwwCQESEg1CXkQXiYN8hIUkji9mYQgIHQCoRqQu3GTq9yttWz13le7M/f9cXellbwrbZndHVn7/WAk7c7cuVvmzJlzz/kdJBDRctdzerMRpuKhPpNB749u36h0ITXZtxX57pp5Ss32TehtLASwAnrzDiTm+aI3o3U0F7Q0L1iU0Pryiz1gTJUAhr2rb/G59w5tyr5mzko1xvMEEcHR0+9azZQB3FxYYd3nfLp6lN2zwVOezQC+5nxsrdMebyissFaGYs5jCbm0JBHALxBY8ALgXaQ+D965q06teY1hPNbyiwZdUe7188EYswHoI6IhYreGhKH2V2V7DKQk+5h5xdLZ2Y2fMCbrIduWov30XppyzZgPYEAQNOcjp2UkTDYYdJUOu+yv2Ko36Fc/fsPxLenGdnOs0ZuwsRrYMRi8WC+uK/uJ23NVI+xnBLfJAoDLnP/65dKSZwC8DmBjtHwEUA5vuA584TQQ5oJ3Cn0IvHtJSNDcyeQjiRhZoVoAX+0IJ46cNfOmk+DzMtBsAMvAg0hpALaHbGbhgjHNBWCICLk/vHfFpG+XHFVvULQZk2P9EbQJ4BgkZi0raAKvm75p+p3L8uTSEq8rF5WWXNGZmXQAnm+qbwE3RtWVltw/h2TOGkc5vOF65fCGryuHNzwPoAyBBS/csTs1NKKMIrRFRMlEFF77MHnSXp9LSIAk9DauhHOlgbUcjWNMGfcruaEg4fIrLTO3fJJKRuNJlYakuJzU4DMoRyFjcd480gmVAO6YfueyCrm0xGvnIqc9pkpL7svgq33Dbc0ccI2CI5WW3GOVltzcCwa5yJGIJkhE397/+WVPgKd73xXkkHpEyyNdjGaPjUQUyptLTwetwrw5vpaviHD0LIFs4z6PbJvPepvGfqCPRM35C3qDzrjuBzdZFi4t2KzWmDGxhtoYsyHU368U8Ay4NwE8JJeWrJBLS7wuWMilJaJcWnIHePn18CwYA3jL7DcA1MqlJV8N0Zw1i0REEtG9fyya8qByeMMfADynwrAh9ZHHagaG1tqowjwxaavOpA9GsK4Y/GT0edWPMYZ+m6ObiAgEQZEVuywrDqYwRRBIBI+luDJrya1Ujg3rGHLBNjSoPUHOQzGn6ASvr3M+QFxvgohAxKg7xv9Uo7CgS4wfTVneZwSd2CToxaBqrUeDBCLzxOS81LnZ16XOy4kDd4Kv8bRtpSU3D7zfdS9GPzdiAFxaaclNLKywtqs66RAicV0Fl5AuA89WMgDQf/pH9+gtNy4XMbT+070+VACP1P8R3LFrhjoBztsBXK4c3vBFoWjtuyqMNyaRS0tSMbRGNfIQVWN6/tyA91ccs9nZjbuQc+UCIt9XzZgi2wAmY0DQTu4HYzLX5CH3euXhF3V3HQnX8zT0z4HHBnWABvZhw/QtnMcSdGxQDkg7kCgSGYy9zGZTZbyY9PiQC/6JRl1S1vLpf4nLTn0ZvDTPYyacs4zvJ+AptJ/B6JmVBeABDauK0w0pEpEOPGDg/p3VAzBMzk3Tr/3qVa5sR1f9vfv3XgCgEwRapyjsyycqa8pnz89VQ+xXB+CIXFqyVVxXdpsK441lNOcjY0ZBHRFNCXBvYjXb0jFx2VGKSfW59TFzOBTFZuvlC4sksP7+fiY7eGBaEASny+tyd8npM4MxhcHdRx6+DQ3ZnqAoinNHl3PMwBSXDgX3kUHEenvsmotgOIlPjFHtfjA1PaEzlCV9Tozg/tyN4J0obwfPwroAubTkSnB/cRlGF6RMAHCFXFryG3FdmeYyGD0h8Tfb5PzT5QvowF+z4UvfulaXOTFZgHcfWczJS887e7rxt3XHqhvhW+cXX/gBgO8qhzcsEYrWjpap6DdjNYDh8UYugvSmL5wabKmKDvyL1I3R27gBAGx99q6fP/ayuxqvyevGYUBn1Nc/cp0/3SjHLOG4BnWIBt2y1Hk5GQAkAD8U15UNWV1yOsrPA7gewK3g/bB9QQQ30poOYEhECwF8EcANGMGg9rZ3bwfvtDISO93GaIE6AQwdeJuvO5XDGz4Yx6KeV0V6AheQmXGaDIbgboocvXNg7z7H9LETiQSfrpXsXPle2Lvcv4sRFWikrGIzzH63+I7iASJ6LC479XkAXwfgENeV/Wf4NpWW3DvANYgOgXcf8TXrKEm1iYYIiSgVwJ3gNwnz4MV/bG7s2I9RNL0cDtnuLCtDe2u3mtfTyQAul0tL8sV1ZWpl+Iwp5NISHZwdoTQD0XnkZAerxZPG2s8chjEpjwTRp4yrrq2bD557eJ37dzGiPrIh2axMuX5+JKcQHhgLh498AMCnAFwB7ic+MDzgIJeWZIEHm1eBywn80sexY8Fv/tWJsIcAia9MXAPgHvDz3WtGMQlkBTBilp/RqC8HoGeyks4Y87erpjeSnP9uAS8RVJWxGsCIj/QE3OjLWTOv1phozlNhrCXgkbFNAEaq560CYCUiH8SQonDUU6tVHEpCT317pTkz0V/xR3+4F9wwrwfwHXFd2XsetnkcPHABcCPtqxM80zn234OdZCiQiBLAjd0XfNk+JjHWFzvmXg7Q5cd0+uDd6fkYPBjy6jgOXgDassdARno55qmih2Bi1R9lg4TTmLpmqrdMDMYYWO2OTZRalAMNak5oF/XeqrbjdeczU+PyQ7jq9w6AVwBshJdMt0pL7mXgmRe5AHIA+BrNJwAPgNtwTSIR3QouCjlqWwi9QTeqgn/VyfqjjPFuI12dvf6U/4xkjxvA2yI2g4ukj1cYBrUBIg+RFZetTCDBtyDwiHTXrGJnauzIXLiP4iZ6jQSwrvP7WF9LJ8JdJjOGGZaVHRSN9R2Jba3ddUnJsaHKVFbA9XIeBXA/gCvFdWVn3DdwBvL+Cu7rAjzg4auPfBV4ZtwhVWarMhJRLoAN4EHyUTGZDCOK2TDGcOZE3WTnn/re9u52c1Kcr+eOJz1KgNuhV8Cvb6qVJ7kzVgMYmklXjstN22lKjVMj/dEFga8idIB3KNGB33yJ4ClTdnAnYpVOJ2wGsMLLOJFAq9lxrpQ/dWAs+9x7hxgJdDpjcV5zfF7GPEEU1K7B/l8AReCddJ7yso37yre/K3hHAplUqJGIcsADeD7XhB//uKLHcuPykTYZLuDqa4ssGbxrwIPg5+IpADMAPA2e0bFFKFobvWHVkD0GURXmzl7kY6s+n0YEU6ahu3YvY4wxe1cvGAM6q40gYiBBgWw3QekvZufKGyDoxnMgK2J0nGpY1XGqoSkmM/FI1vKCWTqzUe2SkgLw2mkDgOu8dLoowKDd0sE//0qr9pgA/A78JsEnOtt7cxRZUQTRe8CvraV7QCSv3+bw59p5ANye5wM47HysHcCvARwR15VFO7vwMl7t1I3NntVIRoOaGi961lLZB2NSHWs/fZz0cSbWdlIBCQyKg59zsi0LYHNF6nkXGurwp10HWV0Xua+3f+76n7zRbzTpD9969wohJy99piAIar58B4CXAUwD8Kq3jiPgpSUu/PGRHeBNFjSHRLQKwL/hx8LRqWO11vlLpnlNxezu7Bsi7N/X0d3lYwCjDbzD1t3gnUFPgrew/SmAg0LR2n3edw2eMRfAqLTkJkC9+pygYbICe7etQR9rVDNPNw/8ojxicEIQhZC28vQbIu3ezKnfLpiYwvLqd5zKq99xqjn30/O7jYlmNVWyi5w/t3pylistudMQeJ3rHzDYvlcTOB3l28ANn5rv42bwbiyL3R7zVZxxC4AnwY30c+DZLp8Xitb2qji/iwGfa5JDjkD9aO+wIjVF1ewoVr9nPoBOjLiyySZDsZ9V87jBE/pC5IBhqvvzab317StPv7ybJUzLKJ+wtEDNhYVpbr9f0G7PWc73mQDHPgBukzWFRFQA4Ofw+3UxkQTPwiu7t53Y+eF/9sfa+uwDInoOu+xru2IG7igvAm+huAJc1+hctHXqELRjjwGgv9/O+vvbyaCiqKO9+1J29oN2ACtH8uz08Zg8wtMRQLvmWFFU95ENtj570TN/+BB6vXj8W9JN2QajTq22NgYM2mRv7U/XILDOjjYAj4jryvoCmViokIiM4F2svgc/s14Z83wD1N3V1/r332082tzQcQncyqp727t99XH/Bt6R7yR4EF4EcG+4fOQxF8AAtGWQus+1rDrb2FEx7dYlahcaj73Ut/DUvQWGiulxHki1/ntfX+aSabtUzsawg6eJDaHSkhsLHvX01fFzpwLAlwsrrKzSkpsJfj7tdWvRGnactXxPAvhmALuzNY/d6S2QIwOYD97CcPjjnnDpzyjgK1i/FYrWWgE85ppqAPMbD2invZ2sTMeuPWDLiqv86EDiCwQtpWVfFITM5FDHqYbljp7+8glLC4p0ZoOa2Rgb4DmD6yHwemx/cQB4oLDCuqfSkqsHsBDAocIKq4/tJkODRHQV+Gud5O++sy+Zcpj4KuEFHK6w2tyDFwAgOxRv17F+OAU/wW3yR+K6skrwzlwAcIEGSRQAWrLHAHDsxKVoat6ERQvUbnM8uo+sOY9Uu2t8ocRul6c/9cNXj9x69wpMmZY5i9RLxqgG8PbwB+XSknwE3gL0n+K6sl84xykAAHFd2YmAZ6gCEi+FehYBXGMEgc7NXzxtsafnOtp6WpsbOi7Qj+vr6PEWvHH3kWUAfxGK1lYiQgui2kkz8x3NZF+4MCTHdkTo0Fr7/LRrnSnElzKGSfU7Ti06+dz25v6O3vMqjfqel9S4HgQWfLwdXOxSrLTkvgmgBsBu8BKJiCExpoDrcQTSe5tsXb3eor3bcWHwAvD8Pe0CT8t7Bjxyv1IoWvtiAPMZj2jNJrfBHOv3jdfFifqpZ+oRUpMs9tS2rTr98q6Uhl2nva3QBcL3vKz2+1qW5s6rAHIKK6zbKi259wCoA7ANwOZKS26kF5c2Agio9Xhvj+e3orurr/Xs6cYLgs2Konhale0Ct9//AM+yWAjgpkDmMw7Rmj0GUlMi9H3WVgaaho1xyOm3OWb9848fzfr5/758qL/foVZ2wwZxXdkxD4/Xwwe9nmH0gduZ++TSkolyack+AMcBHJVLS9QOvvmFxFg7uG/qN4rCYpkXP+DtV3Z7vFfpbe/2ZMRbAPwWPGC0EMASZ/AiYkT6IhkIw/v3RpyEvPRIKc1ryjhDe/MZgClhcuQZshr3VpVPuqxQjRsob2mxkwAEkvHTCL6K/BcMjeSuAxcLjSRTEWDHhs6Gts7UKRdoRVWB16T7wpPgqdIZQtFaTYo2aRW5tCQT/LPTDibjCRKFRRE6+nj2Uf0jPBl7QtvR2qKMRWpobAPwnr0ViKB2B4C2Skvu/QB+BZ4WDfCa/SsAeBJuDhcMQEBtiLs7e0VPKvZ//93Go/DQLUpR2PCua+ecx54K4JS4rkzT3bI0iMfV1ogyMcvXa7G6aM0j1fDVwUuVgerY+uyzD+6p+mTBpflqfE+9+ciXwP93uwe8XHg2ePaGxfm4AF66oWYgPBACLRk32vvlHqNJGGJnD+2t2nP+bLPHz6C3vcs+7KHbAZQDSBaK1mpGr2lMBTCcdabXR3oeFxDa8oSRCKS+K5Ro7XIxgNjeejZlzuT6ge7HAJw9wBmvxXb7CAc6JA9oehANM4YMoAuDmnw80aTvhjr8w8vjnQisfOQDeFYMzq205CYXVlhbAxgzKCQiA7j2xecCHeP5r/4a3935u+EPnwfv+e0J9/PmBHipSAO4in0U/1gT6QlcgPraCmMYbWZgMFvb6bRbrzgvt7a1DbnZdf10m/bA8/w5/gSBgGGaS4wRU5ThYzH+lGMRUUA20513xXVl3rpbBJKBcRe4ro6nDIR5iFAAQyJaAN72zlP22qjUnmude/zI+f0ziiYPiCeeOlp7yFOqspMEWVZkURRcdvkxcV1ZK4CwX4/GOnJpSQx8734TPniWZQTQVgaGhpGnzchqZwrbOtQeA9zOMnJ5wIP22PWc0/OlYfdBDMQYX/snwpDt4xNj1GpP6i0roQf+3x+lgGs52HChfx0xIViJKAm840rAvtaG37y///6H1ix1f+zf//okEV7uI9prW9yvZ+8CeFsoWtsOoDbQOYSCMRXAAO8/XhzpSVxA5HxEbTmn2prNEPTd7TFpllxvDpTatIC3Xwo0YgoAVgCveXqisMLaXmnJfQqD2gz+4E1EyQLgowDGG4JEdJlzrDngqawy+AXhHHiZiAzuGAvgHT0eQGCrlwPYe/s99b9O9fCYiyTwC9xJAHcKRWurgjn+eEUuLYkH8H+RnkeUkdCo/+7o60xefcnVo2+oDqypeRN27w02DfiXIzz3OHhAQj/CNp7wZo9VaZEuEU0Bb8k+B9zeiuCrli3gbaDLwe20AJ6ddyOALwZ52ARbn33IymjV6fq2EbanqhP1R6bNzJoN4D5otL33GOEJaK2tNSdC3qGGnVJtIU7OTZs1OTdtSpiOdwr8ZjiYDmavievKqjw9Ia4r2yWXlvwHgd30e7qpz5dLSxKDzQZzCnFeDX5vMBs8aOIAX1g8Aa47lOScgwheqvEQgnufzP02+5B7fdkhOxwOeYq3Hc7sOEKKQ1YEnfgfAF9yBi80x1gLYASq8h1SWOSsZISi2p5h0LCIZ0F+DCoOhOto/tbeecImrisb6fN9EsC3wAV11OAyqBDAAPA/GNq6yp2vqTD+BYgGsROAew0JA2+z543Z4OrJTwtFa8P2pbgIKQZv2ac1tGuHwo02EzAAc0YRSDgNpqhW2zEiNpsab4RXZfXCCuuZSkvu0wDuVeE4ALCy0pKrK6ywBttdYwV4hxNPgZK7gxzbK/EJMSb3v62nGkZ6/+nlf25t+fr3PvNj86Mv/ilUc7rYkUtLgumEE1oiZ4a0ZgC1fG2yApgSpmPpAWQGOcZonS6+D3UzRFcBeCPIMQzg5dre2go/EuT4HjHFGIdkCNacazkNYLq37WuPWOee2Hzw+RmXWx4SitZqKuvCnTETwKi05GYAuC7S8/CI1kxkhEhMjCH23sYTABgvvxiowGAAFBAp/DnXE24pwXAv7mDkcxp4rLkNRYWTEB+fB1nuAcCgKA4wKGQ0DK7Mnzsf7ghiB4ILZGTLpSVJ4royjytXhRXWjkpL7iGopwljGX0Tn/gKeCQ5bOiNhuEXst3grfY8Ym9srYMg1BpXfmNzaGd20XNXpCfgmahBdqG8sr4VPT3Hh9lagMhpj8lpj53lGINlc4P2eECrwvlzpLdX1Nmp+HqZZiyygEQd7H1dYIxBtvcjJiGVBKf8vL27NmzBCwAwGtW4cZgDnrHgjR1QL4AxEVznqCaYQSTGnpGI1gK4XJVZ+Yg51jQQWLfb5f7a6paRPut+W5898Wffe+nH0qNhmNzFywqE7wbUX6JGGUB/e69yomy700ce8p4w4v6xMtQeD25DPBzt7hsPr2z2iHlCUkv6wqmF+lhjhtzv6AKBmEPpI51gEvU69wWwcHbZigUvuzONtuEIjJbhXOE8hlpdAS0IMoAhMdYpET0M4Hl1puQb5ljDkMXQHeVHazFCAANA2wtf/fXrEmOaDV4AYyiAAZ5O04UAhf5CSrjUby5EU9FcnU4EFCW8Yk3tHcC2nYBOdxCynArGXArcCjPH7EBGhh252dPR1Bzu3ug14J9PDgL7nGIAXAPghRG2UUuzoR4qtEGSeOHkGvAykfDpszgc9pr1L5WTUQ9BrwOAXjHevEUwGQQhxqgjg04gUSQIgtD80od9/bXNlwDIBp5SY4VzPBOWXt9+E3WVB+ntToLDMZKjojrso+fAPnq+CTFx1ejtnD/whE5/AtmFNcK8VRlMaGkAkB22SaWmzER62gG0tE6DLAeatXYTgN+M8Lxa9rgJQH9hhTWo4AUASESXAFCzjaxPfPTO/uOmGINVrxdBAoGIHACrAr8u6OBUmQJvy1cI7kwngAtNRwkMO3g6ugb9+khpYGjLRwZjApOZRx85VJetrrPN6DrbDJ3ZsMvR018IHjyIBdBtTI7dmjAtQ0zMz0gS9LpgSp79JRU8GDwDQ7Nn/WGOXFpS4K3FqbiuzCGXljQjuPILgJ9THVDHRzaDBxrDSnNjZ98rz24r1+tF6HQiNTV0dAPYisE21S57zJx/WwBMkogEKWL6NaOjQUPnmcIKa22lJbcMwDciPZcLiJzDrLU2qpHD4Zgz7BEBPb3FqLICZ6uPY0LmKdTVX43w3VgvBYC2lq6Pracb4wQikECCIBAJokCiQIIgCIIgEgmiILqusgyAQEQgwGDQNYzSD02NC87z4CvpQV3oJaKZAB5GCNOSvZFl1HV37ji0ys/d2gHkgbfJihIYv0Dw9fKhQFtOa0SJ1FvB0tDbOfTG2WEvwJkDBcqZAwrmXd6IZEcVmUxTwjEbIsrAgvkZjLGOjr++uB39dgOIQEQCCESCQCSQACIikURyqti5CdoRicKJUSIfRSpMtQe8A0dXMINIRDEA7gHwQ6hT0ugP1hNHavzVN9kDrtXxcgjmMy4Q15Vtl0tLtiMCN0ijEjEfOXopcOHo6R+elRpra+1e1rj7DNqO1uxMX5T3QdzklHBmua8CgN6mznft7b2p3A5zo0wCCRBIICIiQRBAEIiIGOMV+y77rDMbG7059HJpSQqCD14AvCz6d+BabgEjEa0EL2u5QoU5+UVHW0/G4X1Wf7Ks7eDZMckAmkMzq+AZMwEMJ+FbsfEDbz12w3JoTaFRDQxFmY66+ukAToPftIaNxKTYy6wnD5Xv333G3xtsAKiSSj0/UWnJdbWZC4YdAB4vrLAGoqAPAPiRIEyQGVsH4EEElw4YKGxWZqK/K8yPAXiisMLqrSViFN/QpD1G1Gt1R2PXCACAgP0frURK8iYsXjglnAcmogTjlSsyrY/9KR6M+avf8mrh456fcHZI+3SQ02sBIBVWWANO2/1tnEls7LZ9DtzGhTvr0EUVvNd4e+IEgJUSYz2hmc64IifSE/CMVsV4ogCAvcu2pOajyqZpty3pHlZWEnKMSeZV9dtP7ulv6/HWNc4brQDaC7/v9fkbgpoY5xUAG8R1ZQHbph8IVMQY/gfAHSrMJxDq4H8Xlf8C8LYUueoCnxhrK/iR7IvunahAEYAxcYmqDvcBSSB86pbFyy+9bOZm8KimP9zp6cFKS24SgLIgp9YF4JrCCutBf3estOQaKy25n6205L5xyaTkMnCV5EgEL2AQhYOxBp2/KYjfB1BVaclNBIBKS+5YC+RqhU/AM1k0hvYNURQArW35zO4IKtMgEExTs/KyH/nvJsFkqPRz1xsrLbneWot+D86suyB4tLDCuj6QHSstuXMrLblPrsxL3wXgWUQueAH4fxNdAKBNIioBeCmiRBS1yYHxbqQn4BEW7ULiRMvB9bSOUw1++4PBIuhEU/bVs2ebJyaPpC/kiWR40UWUS0tmgWeIBsNeADeL68r8zkCotOQmVVpyv1Rpyd06OdH8D0QueAHwLGN/v3evA/jQWRYOrdpj0niAZQiVllzacqbxJx02+2UAwBiI8ddwwYdDTiGcAfUx3raYEQ0+BrdG8kSwMza0BRpjXCSHDfw+OLxrTAAQTHpFZ9ANn4NbE3qX/s6Fs1x41+daLn3oW8kDjZVpsGOyaxrORso0WKIEBsYYc9jlH06e42/UMmSkZyZa7//2Gn9WXsKNDcBRRKin8+PffeGM7FD8yZqQAaRKjA3cJDpX+koBfDPI6TxZWGH9tq8bOx33K8DbOj0IfvGArLDTfQ65iXl1UNiQLj08PxDu33GXWKCzZfjgeXKort1wtq1ntHaCWwFMJ6AfBFkk6lGc5zEBChEct9+1omry1PSMtuO1fS0Hz7mfLz8prLB+r9KSmw1gfmGFNViF6XHHlhvmL9q749SvSSAGxqAojBSFCQMfIw38D0RO+0tgzvR9CAIpAjdtfAdu01EwIbEtLzEmyfkYBn8yGrDF3O4PfH9cBwGRQmazhws2o8FvF6MLnGoCAcSmPf8SgyAKINfk3V7EkKZT5HYMxgDGWPORfnTXBduuUzXYxo8rYLerJdCrPvHxW2hZ8fJIHLr+b2+1mpWbAAAgAElEQVRuatu429/P6puFFdYh7VQrLbmzwQXjgilPPAVgWWGFtd6XjZ3XAQuAawHc6vwdjLG+Hrt8wB97DABuNnnwDHFu6tq+y+awbTrT6Esm4Xnw98IOXhLj8qsU8GvaeQCJ4AJ7SzC4kHYMPAjUDd7O9S2JsU4fjhfFiVxaov/77z74e3dn3xQQgSmMFEXhPvKALO+gPQb3iUFEjGuVgAnO38E/fGIAjAbRdtnU9MH2kgMSk8xlEWmYizvUJseYGAnDTw9GbGAsD/aYj0JZ33m42bzw0hRXLRecjrLbOK6LzfDHmL32fMepW28LW7tmH9gO4NJIT8IrhIapn1kg6+NNapRe+IVil3tOPr/DX43DysIK6yz3B+TSEh34YnewwsV3iOvKfF4olEtLMgBcU7ftxKKOUw1fgrMda7+sHLbLSrcvNtl5E+jJHjt9ZMZc2zIGts3alNXeZ58yytQ+BC9vdIDbXDsGba4CQL56+oR6k05M2Hm22VDf1edemn6jxNhrEtFcAEkSY5t8fT/CgSajKt4orLCyF4haEBoD0ArnTZnf2ALXAezVJWylpIzAXg9j2hTR0y5GcIcq7Hz4n/1bZIfir6MuGoy6L8ulJT91/j0/c2nBF7rONhUBKHeZNjboBQxg7+jT2bv6JoE7jHZwQ+VyIA+A1/WNiNNJvhk8E+QacDXnTXA7T0SB8mINupCU5Vyam4ashO7ynWebR3KaHQDSXW+BY3ickAExyeYWndmwIHnWpO1tR2vrFbucCf4+3FppyT0J3j7sJgTfImvc8cGbFY3gQlyB2U4vxPTZyyfnpAYenG0P4jQ3JvQTUUDK5Uwfty3wA4cELa/4AZ2dl7J+ewcZ9OFUwIftXIO1vXxfIOn29/V+/8a/xvzg1U65tCTN3tVXEj8l7VOKQ94ykj0GA3pq2yY7/5Kd/5jzZx+Ae30JXlRacmcAuB88aDER3LYPLLwQkSnWoFscwOsalXijHrfMzT7/4oHqSSNs1gtgpOcBPufZ4NfijzFYE54M4EcA/gWexbESwFvBzHm8Ia4rs599iAgq+8gEnO9Pih3tc/VOR+CuKplTN5EhLqDXIyZlRtuk+wNDRsvhc5syi/PDHsA498GhPfBfv6XwxOq51xV8cOBt5fAGHVPY5cjPuwvtHQLcO0Z5Wj9u7zDDbk8Dt8EODLXJrwJ4brSDy6UlJgBfAHA7ePCVdGbDVjiDFwBgEIUigxiaYodrZ2Rhh7Vpj7WtZ8EIm5kwSsvaBKPOIArCNMvEpDffPV43HdzX7wTwqDMLww6uWRINYATJegD/CyBe5XG17eh5RlvpM6Sx+XgmFnyFJyx1fv02R++hfVUHt310ZEYg+yenxq8BTz+LA5CbOC0DidMyRt2v7WjtzoZdp6d4eXoegE9VWnL/AOA/hRXWra4nKi25meDGNw3AjxHh1sVZ8aakgfZhASI4WzeKBt0vJq0uuqL67QOx4Cnf94Ab6ibwrJIofiIxViURPQPga2qOOxaNMWcsmEBNIaKr8zxSUsIWwOg9UX289vevtDCHXBzA7jP1scZjcmlJHYB5+jiTkLXCN9N+/JmtIy2S7K205L4P4PcANhVWWFsBXq4HrjXTC2AteODZfZUyrF84gWhSUoz+dFuv3VvQugWjBzBcqvb/AQ9gEIDHnY9fDX4z8Qx47XYU//kxgNtUHnNsFkprL8NccxMaTl9Lt+AmXhxyHL39ze0n6o72NXUFJD4bv6jwYeXwhh8AmEYCpSB/mk/7sT37ytHY5C0jeh6AtXJpyVMANorryg4BgFxa4uos6ArC/hxcdNlt4EBeReBMTYnrtraNuGDjQ3k3CQCQFGP43YJJSU17zredBfBrAE+AZ9MdAfBB0JNVmTEXwJAYs0lEZzD8SxM8Y9Fn1rwx1CBzwSOzgYhq+szH7xzYsnPzsdR+m2MCgIBXxJzXEDXU7YeTAl6GcnWlJdcBXie3EMCsEfcKM0adOO+mOZPPf3Ci7nh7n8NTSqC3tO0O58/amFhDLYCnALwbkxb/SmGFVam05Fqc+/4F/NyfjCCV/8cx0U4uUQLnkz2p7JrVjELoMdtbOhqr/uf3NUqvLRmyElxbWaJMqKNu744AnuU2GYBSacndDx4IKAZvqT3SfmHl6oIJk441dryzv7Z9MS7scNIOzwGMTnBHug7AYXCbUQpgr8TYbyWieADrAGwAF/WcCO6f+qsbFYW/fxcNwchnMO35yJq/z7A1dy1vP1n/SVLBhJBkcrk4t/FIeW99+yQmK1kAAs+25PVOwzusqEEu+ELXnXJpSQt4ln4xRtH4IYHC+p3LjDetvGHWxMPvHK212RXmqeTa22J/OwCHTqAqIjSBd1r5ID8t4d0bzrUqEtENAHZLjL3k1MCYCOBsaF5FYIy9AAZRDoDhLTOjaABPWiQaJeSrfbKioN/mKAz1cbziWzZMDHjQAuCGWXMwxrCtqumkM3hxBrx+ehF4lkg9ePp0B3iq8f85nxcAMImxRm/jFlZYK8Dr1lFpyU0Dz8SIEhhr1B5wrBiSMYDWHHhPZKC75yziYkPWQYHZ+m1Kry0FsqLVzjkuXMFqX32csH++bX328/tr268AT7XeBN4NKxs8g6LV+fhucIf4LXA/UwDQJDHmMSDh1LqQAEAiEsEzABtC+kIuXkKRNTkW7EgUleg629KbVOCvNrp/KDa7wGQlP/iRQnrfkeb85zPD9BJDjqwwx/vH6/vsClsAXh5uA/frCcBJ8HO3Frw075fgGegAoEiMeRUolRj7t9ufk8D1MzTFmAtggK+aXkT+bVDXBeMdrz7P67wIA8v1NKA7N0j1D79vQ0uTyfks386lZuqq3b1gPu46iy5RLzdNPWeaGdd+ImYwiEr1ewetRMRA4KJMg5Nhg4aGMGFZwWxdjCHc/eldBNt+dFRWrJ69cNuHlf2I3I1xqM6RsJ57n1S3lNd29rmyZaY6/7WDK0RbATwNoBJAPnjdrwk8uJEtEe0FUCExtnekYxRWWJvAy0iiBEY0+OOEEqbqYUorH3qWXHjKdG35uKflX/+KHRTBG5DmglPqlttOcurVcY1Q9w2cgqVgRAI/hECAwgCFgSkKMUUBa21zEGPlNNQes8FJ8V/jp6aZE6dlLrxgouGiqbkmlAEMQ1baZGNO5hbbmdpIBjBCcRMYVnvc2tt/5r3jdQkYPOddIqifgNvgv4BrdNgALAdQAm6TkwAYJaJ/ATgpMdbi7RgSYzKcweUoAaEffZMxRBBnjRgXl5H9i187fWS3U8VDslf1t77GoCijZTS52U6vz3vCtY8dPOjnLj49XNDc9XtIs4RHwtbSFfJFvrRLpqSde/+QCiOFN+NhVMJokRljeOdY7e6+wXJIV2XCefCFvdfAS/VOgmt0XAdeghgLIE0ieh/cHo/YkUtizBqK+QfLWAxgfCnSE1CVIGr0iEhXcO1qn4yc/LMfHFTiY0KeudJb3zH6RgBkm8MawQBGyNmw/v09CCYtLkjYWGov5AVZYfa6zj5PbQsTwVPZssGNswC+8ncEPD15H4B/SIzVhmuu4xWJqADBq31rjYDPHdKbF0E/upC6raZzW8+h08G23VQRtilx2og6X6ElxE5f9/6Th2xnatXqdhLobIPpUuKNsJaQNHb11cPzAkALeI30H8FvoGXwriJHAewHt9PbpIvgujQGuLh85CAiGCTqsuKWLvet3EtR+hChdvAeiHQ5a0jPU8YYzn94RJ1AG4U3iDsaFMZspR67XN9jd3gSxYsBsAVc7Plh8OtEDbg9PgCeIfdLiTHfbtg0ypgKYEhEE6CyWNz4QVPnOLdgkSMJKclvIzMjFopCYIygKLzdLV/p5DaIBAaBGFwrnEQMRAyCAAgC/0kEiCIgCIRTZ9LbTp9Lfub3G61tLd2q1A8KgdbTheDdJVNMb8ptJV3NT/9V/cE9YFeUrn5ZTh32cC2An4I7GrvBxd8OgDvQdm8pylFCxg8QmhuzKOEk0reVx07Esp7ejwEIEIhAAsHZX5f/7cxCURQGhSkD1e2K4mzArACywpx/A7IMxMUJmFGwova3L5d37jyiQqqyk8AdZtUvwmlfemBL059+H7a2vfVdNpuHh/8K3h5SD14y4sqOc0jRTmlhRSK6DMBVkZ5HlKCJqMMu99ktPfXt75ozE2Pc5uIKlrrPjWHo1cP9b09XlRndNa1NdVuOO5isqNLemwLt8BGKW5DUiVUsO17BgWr1x/ZAl83RrDCkD3t4L3iziwTwzLi94It73QB6JcYUXCSMqQAGeLstf/sERwEApmgrghEuiWNvdHUVY9GC2EDbJXqCpab01B2r39TW0n2tWmN6SnWMFKyvN8aQnRO2m1WTTkxelZdR99GphmYArkCGAGA6gG9JjGmuJm884RR2Ul3/YjzAFCXSIYOhRNrOKMocWM9uA09zVYemZij1jR937a7MgaIE3gJyGJG+dLmjT0uXw3m8ZVPSVrxZWbO71y67lxtlA/i1xFi0ZWXkuSHSExjDaCkQH+mbTKH1SM0Ec2biPJXHre2saqqTbY7V6g2pIYPc2xVH6ZPC9j3KjDfNmj8xace+mrZUDAaY4gCkS4z9PFzziBRhV7AOkg8AfBjpSYxJNCawSZFO++q3J2P33uOMMU8rSgFBROZ924+r5igDCDhKzGRF9QugqWj2cV1KSljrazPiTIVXT5/QgUFBt0zw9qdjzXZddEiMOQD8BLzePYo/yLLGAhgRz8EAeP2uqtoH9tomA7PL3lp+hhvVtWLili5Xu538iAhEwvWFExfEG3Xb3R6+GkF02oqiKv8ATxOP4j9a8ikibo+7z7XMaz5YvUXlYbM6rU0RK60egqL+oi7NWHw8FOOOxPT0hOLinNR94O2nAb7Ad0s45xApxlQGhsRYg0S0GsBvAHw50vNRhXAFDzUWwGg5fP64YNBZPZWSEBEYQAPPubbgZRzOBTAafGxgBOYmgzQgZMp3GNzOKYIHAGdh6td9GLd07hVEZFTjdaXnT+o8ufmgGkMFhRKCAEb6F++rJYMxrKsUJ5o6d1bUtKYDcK/z+7PEWF845xHFMxJjP5eItoAHly+W7LjQ20r1T8+g0MeZ+gFshmfHeaias/fnPcGGbeNpW3fxum4ApwBMG2FMn9GZ9LFqjKMSqgYwDDm51WJq6mw1xxyNTpv9/OYzjWc7bY4lbg83AXghnPOI4hmJsf0S0XwA7yCCIpBqQhS2uIJmAhgkkpxqyd1EXLB5qN1ljJyK+IPPuVtoxmhQ7xlDrau7cr/racZomJXme/CxoNjljwS9qJrOlT7OVN/f1jNFrfECDr6HIoBhuSIGFU+HrWyOMYbd51o2nW7pnomh9/O/CdccIsmYCmAAgMQYk4i+Cp62OObT5QRRS1lr4aPjVEMhPPeLDy8Hq6F7YWN9wtK5p9JvWx10+vLStdeat294R42ZBQVzqJuiLpjN3bHFS+f37Nvj8wopY4O9FcgVSPJhnx1nm8sFQl9Td39iV7/DgguFtZ71a/JRQorE2HaJ6DYAb0R6LioR8gBGxJfXhmFKizcAWBHpeTiRwVXTYxDkNUIw6mYbk81nbK09Ie88NRLOWLyqN0hZ35OqgAvqn0ebg6sdmE/2GACq23oqTjZ3thHAGrttUxWGS4dt8rqzDWoUDSAx1icR3QBgD4CCSM8naDRUIRAuBJ1IKbMmhU3bxgesAKqgQlAsfcEU6/mNR6YEO07QqB3AyJxynMzx8wFs9XUXl4/sWo71xSb3y0rntqrGfSad2NPQbUvrtcvDvycKgOd8n/jYZcwFMABAYkyRiP6CiyCAEUbjrLWrgGaWIJUeW2zazZdPVmOs2JQEy11PP7zpn/eWXirbHcGXWwT4/VC1xp4IGV/9xh4iWhl7ycKVM7fvkeHmjHfU1DY8lT83Dc5mjua01IqepuY5GUWFO5Z966umytfe7Dr21juFTFHSwT/34S/K9Xc7+ArsQvCLZZGH2byPaIs9LfImgHrwEp+xTuhtpdaaMWhrPiJ4G7ignWUiErOvm8eq394f2SCGwhxQ0d+KmT3neMysoqlEZHLaY4Lb9/ZXhZd80matXgSAdEbjadnhiBVEsW/p1798zpScJG4tXR/T09xsAQ8Wefq+E3hpGIHb7GYAn/WwXQt469QoGkJirFMieg7A/0Z6LkETPtEZzfjIjGknG8SJA8AlagxkzkpamrZgyuamPVXqBMxZgJ+bmlnpemOPsPKWBgDT0x94cGn6Aw8O8XP3P/vC7tfuffAScL9ZMaelHuxpap6Xf/WVmxbee3fS1l+s76je/skS8GuEp1a9LvveDqASQDKAReBB/iGvCry7yLgQs9faSeIPEyI9ATUgEjTlOYYRzbxupd8eY6uuP6vWeLkLZ6z8xsYnD6dPmxh072S9XozY+xQzZ+7xGMv8o/lvvLMn+cabB6K8RCSSG4zX84sp+XmffPbpP+759tmjlsc66+j+/5RlzV0133zbv/6xavWPHjsJboBFcLvj/s8G4CPwHtUiuBEv9zCljQCuiYp3ahITeHtbVYiwcQi5I6slIUgAEX/DPRAHHswMGkEU8nI+ZUlLmpm1Q4XhAipdYyq8w4LZ3B27uPhQ1iOPlef++emppNNNBgbsseBuk2W7QxBEse6yR7+z7RvH9iX9b2fdhEeaz+aYkhKF4q/ev+Rrh3flkyDUw7M9FsA7O60D8DqAfnANoqZhU+oDsFJiTI33NYr6XBQ+chgX+bRjBbUVUAaAFACn1RiIiPQpsyatyFkzb4to1LUGO55g0kfuPnbyjMOYOrdCuOfxGsrIWQ44q9wvsMd2BgAF11616Y7Xnj/ynepjlsc6apWFX7grKbNoVsYXPvzPiqmXr9wBbns92eRGAK8CuAu825MRnn3knwF4KNQvWyuMyQwMJ0HfHGoBEsahcdYasiKe/fHTl0x54oGd+vQkixp6GLEpCZb7X/uR7Y+f/X5Vw/FzUwId57Jr5njq8Rxy0u/78pbUu+4pIkFIHm1bnclk+NQvf7Zz0X33FLseE3U6Qd7xxjlWfXQ5Jk/ftOTSqbTg8VtO/vb/3kzobO91f01tAH4IYBN4DX4M+IrffACrwZ3oJeDtoK6XItt+N4p3+sFb3EY0VV8lNBZdCAeaO60WgPexL4AKWT1EFJ+xKK/YPCGxvObjowFndpjS4nYhsFKboDIO9ZOzz0/9+7PtYmycT5oXS7/+ZYflztvjYpKTBgTzmiqPnX3/0R9cWv7Ek0c/9/zfFRIEA1OUEwCWD9v9ZfB29c+Dv9bNAO4DcCWAO8Az5AoBzJcYiwpGahc1feTI2cTwHdnTyncUTjJ4wPII+Lkf9PtkSo1bnnfz4rqTz223M4UFmq3cnXxN8fyA9gzykiesua8cU4pW+lL3kTa9IOHu914/PmXFsoFrj6jXi298+Zusp7k5vvir928mQZDBy77mY2hywWlwPzgewGsAjoELdb4L4EVwm7wcQKnE2CPBvaqxxVjOwHgfQIeK46my2uMvYVyJixrmEWB9/eYz3/zVEkdT+361xiQiY+FVC87pTYaABSebGzsDqi3OfHw9K3h7Y8W0l17fISYmtfm6n2HK1LP6SZPPp37+rhxfghcAEJeRnrLovnvcRd2gHNm2C9VHiwEIOHd8Je19d4XeoMtf++BV1plzJldgcDUvyfkvHYNtzFoAzAFwWmJsDYA/ArhbYiysLQOj+I7zs3lFrfH65YhWmI07DQyNXh6WA6hWc8CYzMR0ACBRCKhzjqOn3xRIDFXImXlyRvn20wXvfLg//orV+3zeUdTJscVLD6bdc+9JMTZulq+7Xfq1By6NSU5KcP3d09La8ZfLru0HQP1d3YXPXH9zkeJwFIBrjJSDl+y4Xtgy8Gwql0+kgPuKSyXG7gXwHXB7HA1eaJuX1BqIAQaZl0GFnXHqI2tpLi6yAMwCLxVVBRJogjEl7gyJQsA+sr2prWH0rS5EuEOKF+7+8R7hpm9u9mvHrLyjSJlgxZSiZb4KCeUuK545ZcWyQtffjDG8cs8D5c4yvrgd6/+w4vTGjy8H93t3ADgDXrYHAHngGRcuEWhXpuvV4FoX1wL4MwDJr9dxETCWAxgA8DcVxxIB7FVxPN8QxvpHcJEhqvuBLP/ip6Y8vPO3bY9W/Pl85ozsM/7uv2vrcf/LJcwJTSSKoi452WKYnF2c/dT6Q/qsrDrodCM7IDqdY+qGf/ZN+9erOuh0AYnnKUd37pZfKt3MPnpuITyo7icmxy665a4Vlps+v/SvGHSY3wPQikGD3QqeQr5BIiqQGHtEYky1i2aUkPE6ePApaGo6eld9fKp+k6yEv1zIZ3XDYIgmEvmKqm+UaNDNmva5JYfyby9WJiwt8JSCOyKOnn4Lcyg9fu0kiA6KTewjgyFXl5Q0b9KPf5pjzJtWJSYkto+2a+Y31m3Nfmr9lMTrPhXQKmP1zl3Ht/5i/bafTZ7O7D290z1sMhVca+QMAFf7rNfBS8KOu16B8+f3JKKbJcbelxh7PpD5RAkrteDdSNQg49XD50619vSrUkbgF+MzgKHlC4SqmfuTVxcp+bcXK/m3LakUdKK/C8mx7R/v9b/8Wx97HkREsYkLKCtvBa24eRNikxpG/QrEJjYKN35jkvC57+qJyO/3wWGz2SuefWH3zyZP33/guRc9ZQIaACwFkAPeEhngWcq7wQNHMoA05+MzAKwHkCQx9uB4LK0esyUkEmMKgG9KROcB/FyFITOd/zbBszhKSAhbdFl75lB7M4L6Ny+intcpM8Y66o9VJ4y2/XAuKc73+RwVbn5oC1InZkHU5RLRQFpwzKyi5fmvvgWlv7+qa8smq2HSZLH19Vf1yZ+9RZZbWx1nH7xvJQDokpLbyGTKJiKfv/uMMcDW00Gm2AR25sB+tvGfC0fbx2azf/j+G/vuweDVogo8qlwFHuV3XcRWAXgQwNd9nU+UyCExtlni37v3oUKHofou28pXD507edm0DCUt1ujp5mvsorkAhrbabLuheiqOaNDNBoC+li6/SwV1scZ9JJBvYnbZMw8J1z+QCTA7CeIC18MkCKl5ZS+mMsbkzo8/LDfm5Ru6Nn3sIJOJJX3mxpzjV182gfX1mSDqZPMlC3REFO/PHHtaWjtikpMSHDZb/9+vu4kcvb2jddc6C8AOYK7z73rwtGVXlpzrGhQD4BmJ6OVoKZ/2cQp53gC+0HdnsOPJCpvx3ok6W35q3KZLJiWvDKO2plZtUyjR8mtWtXWioBdnAoAsM5vikP1te92RsHROlq8b09Q1lQBEEnTT4eajCHNXrcTcVWA9nfvQUtMJAOz47hi69DMGdnBTF9v1Ni/Fy8ipIaJ5INFnm2zv7bUBgD4mxvj2uke27/nr333pLvMagAecv/cBqAPPVG4A95E7wUtKvgCeQfeMr/O5mBizAQwXEmNPSkQHwes21ej5vhL8RqoHPF0qpAhieEQamfYcVG06QKIQkr62nzz7QQX4d8tnMrOSti64NH/Z6FsCNHv5TmRkzyQS0rxtIxgMUxKuWD0FALK+8z8Dj09/v/xg3c8et2eue1gkonn+zBGN1aeUl0rNtOi6g2z3O9k+7KH8qfTtgz3dtkQAqeBlYDcByAAG2vP1YVCg6KLQuhkvSIxVSkQLAJQBuCLY8WTG8jeerHfkJseWL85OWSmE2msWhPDUQWvs/o93c9MkIZmX4pBPth2tLR59SzcIDZNXF00iURjdb4pPqROu/LyNBMFrm1MiEhMuv3IVABjvvGvg8Rkfbe2p/1XpppjCImaalu+3XsevixZas5csaultbRUcvb2+6HW8Ad7xqQeAGcBiANMAPOp83lVmAvDsOBOAXn/nFSX8SIw5JKK7wTWk1qswpPFkc9fK6raeitUFEzLjjDqfbx4DJgxZypqLxwXaWSM8qO4jM8ZY/dYTfo+bfG1xhSnPt3azlD6vHCReSkQXZAYPbGOOnw/zDP77ZOfPxWvApsz+mB3aEkuXfW6iv3Pc/qvf79761Pqk4gfva93z178v8mGXU+BZb2cB5IPri60A1yVynW/7wK+NDIOZy+OOMR/AAACJsXclonvBnWYXdnC11kCYAp6qUw5+0xk6YxKm4DIRac1Ejyt2lW2c5s/2k3JSN9/9ldXLvN6viXobZLsRREy45gubkDd3PhH5neEBAGJ8fM6kHz0RDz9Lylhfd4fy6q8cYEoW++QtXx0Z4auPfPrzsqwceuYPH95afabxv8HFOm8FF4i6DoOrRUfBA5NRxhASY/US0R3g4n/5zoeDscc6a2v3qtqO3gNXFUxID6nTTBSeAIbWFhXVbCmnLiG5bPXUtZ/H4HdzdIjO5d5gUQwJMTken+cCbICiiDR90R5acbOBTOYFHrcd9VBknvCNh/QYDOj6zCtf+HJ5X1v7qhPvfuDPbv8NflPy3wCuARdQZeB2OR98BT8HvJXiPRJj0eDFGMKZrfwbiWgKuBggMJjZFFB0wCYrlreO1nTMn5i0Y3p6gn+BQH8JbxcSTdhBBjbeasubu+vaCkffbJCU65dtTr/9Ku/BCxJsYIoRgr6DsooPwJjkk+Cmx6EycpLoihKLv/s1HDlq/fCHT8wCY8nljz/p625TwRf3XgbwU3CRzlUAPg/uH38Fg4uhbwPwy9hfTFxMJ8kh8BsgAPgGgN+BBzQOAngT/qeiiuBfmoPgtYShgTvMIYcMhoBEy0KINuMpIQrFP/D6j5WZqxdU+Lr95dfNSxU86XGIehtiExuFex4/RTMW70Zu0UGaNm9VoMELJwReA+0XygfP7IOjf0YAx0sVRWHV3V9Z/dJjT96ePmP25N8DECTGngPwvNGkb5+Uk3oka3LKzeDiclHGGBJjdQC2ggeCPwHwOfCV3o3g6ZE+C8u66JeVuW8drYk93tgRyraNYbFLYmJiSDK9LkJCckMROyl5ZdbKGeW+ijhrDTsAACAASURBVHkak81VxkTzhcELUW8DAOHaL24RbvjKVqROOkMrbzGSyTwnyCn6Xc/cUHns7IGyfwXSISUBPHv1JfBsuF8CIImxLeAicaec/74H4N8BjB9FG2zD4PX0RgDPgnea2QMebPaXhH01bcXvHqvdapeViIjgq4XzvnZMv4axDBGlTbt5caUx2eyrH9qevObSIg8jOQBSYEqtpNyrjyEm7TClzKggU/LyIMvDEwGMqlnkjqIo+Meam5rBmE9i+G4I4OUiXwDwJwA1AMolxlokxp4F8B/wtqofA7h/PGpfuLgoMjAAQGLsoERkAa8bagc30C6HIxhnYi54mvsOAKGNNI8vtBnACFEAXtTrsm/95Vey649Vb33np2Up1l3HvEabSaCmKTd9rk3Im70JyRNiwRiUTf/SCVfeqYMoGtHb1UoG0yJaHXRZq4sE8ACGz6vkyjt/K4f1cMDtCJ3UAoi/9e4Vb4Gv9n302JO3vwt+rr0FoFpcVxYR5fMowSMxdrdE9EcA14OnQH5ahWET9tW0FZ9p6d56RX7mfL0omFUYM4p2Ccl1gogoPjdtlTkr6UhnVVNTw85TI6YhJ1lmyMKtD28FGENieio7vrsRgsCo8NK5aKzehfTshUQUK972XbWmWAy+IONTGWv1zl3H/3bFp1IQ/KLUXnDxuGcBfF5izCYRPQLguwD+JjHmd+AxijaQGHtFIioH8C3w80oVB6Ktz77s1cPnzl6Wl3E2I87k1yq6xtCST6qJTJBwIhp1c3I+ZbH11rVvqtt+crqj2zbB27a6jNQT+rwlvdCZFZjTJ8Le08Baj8dQ5iWZkPvrIOhiSdDNpYmjyf/4zFRwfUSfylVkh0NZP2fJrq76hiWjbz0iRwBcBeDTElGRxNh58ADzPQB+AhU7woxFLpoABgBIjNkB/FoiegfADeB1QmpkmSSAOxSbnD+91lBpFu2mCGsLCu2FI3NG9rL//ut3Wl/+zh/2Hnlnl0cxuKuf+GGlbuVnh6ykiWu+NPhHfEoopjYPwBbwHtQjasmwjqZadmpfICt9w8kCLxPZgkEF/LvBz9nfiOvKtORQRAkAibHtElEhuHP4PvjFOGja+uzLXjt87swV+ZlyqtnoeymAVlAUTX23x2t9oWjQzUqaPgHGlNjN1W8f8GjTdOnpjck//tNc97bSNHv54I1aRs5yT/sFiRF81e84gFEFbF+84wvtTFHUELpdAuAFONOSJaJMAE8A+C+JsUYVxo8SQSTGmgE8KhG9D6AEQ8uuA4Yx5Hx0qsGenxpXfsmk5FVhbH2qJtrJSNe2BkbI5kZERnNW0sqpn7nEan2r4mx/e6/Hkr3sJ9fbKGnaoL02JhTQBKd+vM4UtIC4F1aCywqMunC3/58v7GmrsgYbvAD4AvprACAxdl7iJ9bPALwgMTZuS0dcaOeEVZejAP4JYL/K47oEPqtUGzFMgQWmvQDGOHWZARIoeeV9N1zQ91o0GOwF16w+mDV/bqTem+XK0Z2fsLozR4c/wez9fay3s1XZ//EO5e2/ukSG1KAYvN4vUy4tMYDX990dDV5cVOwGXzXoAS8pUQWFYeoHJ+qz99e0blax8is89lhW7W1QifF9uplS4+bpYgwX3KAbsnPOJd3wX8cRmRXRSZ119TEf/uDxdz092dPc0l75+lsV5U88ubXjfM1cT9sEgB68ztolBv0oAEli7JBK40eJMM6bIBOAteDdDdRCf7K5a9WblTW7bA55LGbqaOd+iGlaAyPkFwsShdzE6VlVwx8X4uI6E66+do+YkBSRRWTG2Kp3H37s7d7Wto7hz/W2tnW0V5+r3/GbP+x4/1HJ7w5XI3ANgASJKBE8oDEFwA9VHH/MclFlYLjxOkLXenE6eK3cVgA+dYgYkXAtfWkvoqt6e7yxhGuFggSBJUyaWN9efW5C0Wc/c+Cmv/0+IOG3YGGN1aeV8n+dR33V5cxgOiJc+fkKCDpRObK1hRLSBFZ1SI/2xmKoW0a1D7wt1GbwcpLFAL4lriurUfEYUSKMxNgBiagBwGdCMLzxaGPninPtvTuuKpgwy6ATgtGCARQlPHZSaykPiuYC3OFGdHXq0qWnNzpaW5PhcOjynn9JJFEX/HXeT/ra2ju3r//9/k0/LZ3JFLayp7ll09JvPJj/zncePTFxvkV3fvdex4l3P5gDxvwWlhuBk+Dt+eowuDJfLzH2TxWPESXCSIwxiegN8JVc1emxy4teP3y+dvnU9LMTE2KCD6yFz1ZqxgYypqFgyoWE5X1yJfGQydQnxJh75NaWlAnf/p+9iddcF2zpst8oioJT73948PX7v97fVVd/XeXrb+285Z9/Sa3eubupbv9BGwAce+udpN6W1nkAMlU6bB94Bp4Vg/Z4FYDPRYWUORdrAONjAL9C6IIYseDBi23gqfcBt29VHHYwRfF0M08DlptIAAMDmAI28M/VQmfgB+mNMe4DDGzCwCAICkSdDILbfu4bQxh4TlF0QTnygsBApICIERFjiiJAUYRh2Sau18a3HXjNw+bG2ND9iBQI5PYayDUWOR8iKIwgkELk3I7ctnGOxRiIBFL48/wdYooiBCn04zNp0ybOm71myZ4l35G6s5csWtnX1n7oyOtvdoXj2O4wWZaVV3+5DfVVKwDkAQD6+2Ypb/9lcJvQHX4ugD9jUOBxLzTkRERRlTsBvAfeu1x1uvodxa8dPnd+VV7Gucx4U+DtrxkjRZYVD2bAZY8ZQASCAMZkMMbAmOJsROq0Y4wbX53eRIIoDB2egW/LRrbHAIGBnLaJIDsCF/0kYrw9LCkkEGMMBEXmNnnIvAa2V9zmNNwm07DVQTZse2Comj8N/E6Q+XNDbDYNBNcJCjBg213HUcJxA0NEsZmLp+3uZim6rP9bvwSK0tq9+5NKpa8vTYyNC32rSDcOv/LGvhfvuKcAwEBpyu4/P71y95+fBoCJx9/ymJChBvngPo0M4D4A3wfwx1AdLEpE+S14OZ8qJX3DYUDW5jONmdlJ5vLinNTg2l8rMmO8k8pwBn1kELcVcLfFbJhtJYEEccjKuJvdYxBFBSDffGSHI9COWvzOnEgBCQwEhYhwoY/MRLftGTCijywOfZnc98ZQW+vclzkXM5kAEmQ339u1ndPuOpsLcJvseprAlCHXjVCSkJ+Z03Gm8VjO82/Jgjl2pqOhfpfNWhV2/9DW2dXz1HTLqb62tgEtxTbr2SV/XnE14E8nK/8xASgA7zTyGLiAcpnEWGcIjzmmIM31P1YJZ5rcHPBWZH8I4aGsAGzwoU7VE5dfN3fL8iuL1KqhdTdyQ0504Yv/d5CMvimjOy8WCgZT6sj9xp4xxvy50Vfqdu9Fd80lrn0BlyMLXbgCBn5wAPzGOjwk5m8W0mapoSfhN6zeelL54B+NaGvwu12fisjgQQzXhfnL0fKRixOJaAK4GNazzp+hQM5Lid2ycHJKwHXY0+9UbcF98GZ8mD2mBddsFYqv9/lAjDHHsHECtsnM3r2Dnd04kEnFGJPB7b1IRJpa+WNdXduwZbtqSmyjojMcFe8rnRm247nR197Rte2Xv63Y9NPSUGhq+EM5gAoAGQCelBjbG+H5RAkBEpEOgAU8uPy1UB3HKAoVV0+fMMls0KUHsn/OD764OSZ/slo+klcfmfJusBGRT6n/TpvpGgcI0kcG0Aog2bmvy/8G8c9IU8h/eqgHdlvYxLPpv752RJhUEPiiRBAce+udAy/ffb++v6srkuK0neA6RIsAbJcY+3kE56IpNHdyqIXEb5QPSEShPtFywQMYm8GV9v1CZS03VZxPpxPrdaxggg7OfS/a752f2Cguy5PSch94eUUy+IXMtcLp+rIo4G1+9eBRWoPzdwE8IKADF5694H1mvV1t7OS+Y+zYJ/2or5oLTxFkQeSdPxQ5HJ+TCOB+5+99AB4Bv5hHuciQGKuTiLrAlbNDFcAQT7d0r6rt7Nt1zfQJBUadmOTvAAE4n964wEkOeKBRHNkgbbIIfh6Od2xIm9wI4IIABuuu3Q8QQdDpecaNonBrzBj/RwCJeoh6I0hngiDqAEEPKA6+n2gG6WKHf0yKouDkexsPHnz+5ZZjb72T0d/VdUHwggRiok5nd/Tbw1X3vQqDQnU7wDPjolxkSIw5JKK94MKtIcMmK5Z/V9Y0Lc1Nq8hOMvtf8qTuIqtaPvKI9jJIezyi/z2+oCZKz54y/FFm76lDb2M19HHxYIrizE5nA1k3jDEIog6CzgBBbwKJBpDgvIYyBSQYIBgSPX1OLafOnD/04qtVh156FQ2HK5fCwzVcZ9D3y7KsY3JYslHiATzu/H2aRPQLaTCANq4ZDzeSL4ThGEbw4IXfJSUaE6MPDUyuA+/g4lpld0+Dc39syF7On3EAPHbrCAnxOefIEOep3/PQNOqBOdOwD9CZAshcTwOubVj7mXw4eiYCAOImbaK0OTYIegN4n2f3sQH+fQr25kcB4ABvjyoDcMAUq6fZy+fT7OX9zsfdXyuB38iYwNgWgBVAUfp4qrwigzEHFNkBRXalzvMkd9frZAC/mIAGcjMFUYQgCENeCr9oXPi593XvRkx8FqIBjIuZryMM7ah7eR12zaq8jJoASkpcQcCLE8XRB+/22IUn2+PaZhnCFfCITRZo6X9tHmEugPtcaZg9dqVkuzLQSXClcDM0njOzY59w6fq4+INkWViN1AlGpWFfuduQ3Lh1n0+B4pgd7Mthg/bYAUBmgDItn82Y9r3rgEev7QKoDYO9sAj8RkZHRDZFVloUWe5jCrMzhSlMUWRFlh1yv+xgTFEUhdtc7pITEREpsqzwrEcipiiKoBMFURRFEoiGvGtExHixEv+PCExWbD2tnVbl8AYSitaOA0dlXJIK4DdhOE7aNmtTanabubw417+SEnaR+8iMMRvb9to+MEXnPHtdpRyuMmvipdYCDZg95ixTZAyUP38CZeWp0YHIJ2jxmh1gTA8iBsaIx2+HlKoAA2WDw/1jYGCfAReaeNk5ALbj34vhsJsAAEVz36ZpswysrfL/2Tvz+Kiq8/9/zr2zZ7JOQoBAEiAJIRPWsAmyRVEEFEQEjZUy2qrdframarXftoNVtLZo0bZa24pr3BAVUVxRdgQUWQJhEbIN2fdJZr33/P44M9mX2TKTwH2/XgPJnXvPOTOTee45z3mezyOjbU0yC+VsBizVHpU07Q3qnhczmywCsEdSGjN75Zi42St/awVFA9rssXsQPACNKIi7AYwRnYKVUipQkQpUEAXB4XSIgihSZpBpmz1mf8uUUpFS1+dLCOFlPEd40v4r0a09BgBzTcMHCrUqDoEV3x20XLqTtDZeAPBokPqaBVahpAwe5kbRYInGhRJ700QAvpY22h/IofQF0Q4LI5r4/knpUETsomX7h4NXVpO4ifGEk43tl37a4MCiM1p37toZyd528/aDkGQAw8H16zqlGuxmEA2gGmqtACARrPa1xKXJe2BODJ/Cib2BAsO/Pl85ZEyMdmfWCK9K+13aAsNOC4GH9ex7oBl+6D55A1Eoh3OTs7stpecvlIq19IcjVjgdSoxOqoVWthi2ahZP2X/I0G7e5Zrbun4hPdXHvgighOO5GZ0kVQKNHWzukuT6/fswXcQVYGWua/qzY4nQYKS0ykjIewBuDEJ3pKShZV7lSeuRa9OGjlTLZbF9X4LLYZevhX6/I9vnq532XcF0YHCTsqMBTO6PtsXmxn30yBezEBlxFiOGTIe9Rgd7v5oed/Rha+pQhzlyz1OGnbyMnwQgkpf16xz5LJgOBgCc1URprwPwNiQHBoDLIEzJSOljANYGsctkACPAbvrdctPts3f+5NfX7hmeqDs7afqYS9+JRDh/FgRBdfBQS63v4ky9tdtStYuWfcO0JhQR5SB80G44HtDoeux0PaaibRLbn6jA0gkOg+XgLgVQCWtNKPMNJfoRI6UnwTRmioPUpeyH2tbSft1FViFsRMzRxMUT98RNHbUrfFTct4SQkJRoCxr+Z8cEL3zVYU6klLYEulnqdJwX33jc3LrbN2RIUIU6+0AAcxLtB7PH9ejnMH8XCrCqUI1gqXy3AXgFQEjyzyWCxk0Ang1WZzanOHnryYu0tKHl++6eJwq5NfGRn+5JNN65m4/SVqtTu6YQXGL4twIOvoOnX0QkxUPb99AjXzC9o2FDywkhuv7ox0cawfQOd7ke8wBEBqFfEez9/hjAL8FEd4eL+Zu8To29FLn0F88AjJS+bCRkLICHgtSlCkxBfC/YYrCDMNDotKE6lVqReef/uyZIw0G/lpLo596DO3JrTU+7YP6h1iWT0YsrwW5WVQNIvHQ3mDe9Gm15z8FCC+A8mCP1R2COPxuAPFhrCFS6S33n5bLEpYWxHMAOAEG5EbtK+5myU+IrYsOUHZyHyugws0qnvVKl0wZjKC6kP22PoUIRiCywTk2ej+JWP9gMQi5CsJfRkh16DIy04jNo0zgKhbiyGsyhPAUs1es1AEVi/iYNpzcE3JEkEXpcZVXvA4savi5I3cbtLazWJUeH7Zw+spPgMgFVjR4+gRASkfLP3wZpOIOY4E8lA94hpdRJpixMJFnXmADCi+XfhMNSFehufGU3gHFgUYd+p614ySiwKiQA8ACAN8Ei5aQJBC6DCAw3RkofBisdFUxmA7gAwNT+YFODpTHI4xjMBPeLamvol8gDQrhEQrgEQrhzhHABK3PgB4fAxNmuAHMkJIdoHIsBLGr3/0bXeC7tXfDLHCOlR8A+76DVM6dAwpfnKhJPVTTsa3/cVmvul9KuAxe/55/BnTE7WgKuiUMIF0N42UgQ2GnF4XBQQRXoPrykHGzDQwsmIpra++n9RiaAbAArwSqrbQRLLxgQ3h2J/sHIqhxdD/Y3GCy4wrrmeR8VlH3jEMRm90Fqc6ipUwhFylKoFoX+2dPgOzACvulACJERXpZIOD4BjRfOEkt18CoBdo8TzHFxAkyPLtb1CDYKAMtcj/lgFYOeBtAo5m/yqGLOpcxl48AAACOlvwRwF9gfZ7BIB9vVOOI+UFdrdgSx/8FOcP9GqaCmVDT1faJPnAdzFIRicU7B0pr2AygAK8k0BaGLwvoOQCmYyv1x17E0sAl0Edh3RuISxkjpN2Cf+YUgdqs6Vt4wa8e5il2iS8nb3mgJRajqQInA8oXgTvTtDf1yv6SUmtFwoQS2ulCl850Bs8kHwSbHswEMD9FY6sEWrxYAL7uOpYOlkjwFyR5f8rgqG8xBkDf6mu3OGe/nl1bUW+yF7mNis+VyEvL2z54GtkqLJ/iqZ9cn1Gn9ltYWZAE0FGvTFrCUvf1gqc1zwOajoWIXmMj+B2CpfTzY38pEl6hy0ErZDlQuKwcGABgp/Q+AXwW52xiw6iQ7AeDg7tOh8OSFEL+MUfAn+qLQXzfPCrA0iWDjBJsoXwkWcdGlTGAImAwmGPcWgDUAfgpgHlS6fDDDPJgXeBIeYqS0FCw8M5hOZVQ12+Z+kG/Ktzic1Y4ma4LoFM4Fs/9WhflQ4H/XQRU5pY7m/nGyCrYztObUrH5pu3co2MQ0AcwmT0fo03mjAIwG8CqA58B2/JZzesNLYOmFQRFtlQgtRkqpa6Pvf8HsV6QY/emZ8pjzNeZDANC470RzX9dcQvhnT8WgB0fFgFXtCCiU0hZafigcVAjFwtwBtqk2D2yO3G9OGi+YCeB7AK+DRUfdBeBGTm8oFfM3xQKwhnJwA4FQ3zRDxXsAhgH4YxD75MC+HAecjpB8QUOJP4vR4FcE6KPGtx+EatFyDsyb3B11AE6DhQi7RQCcaCsvJbp+TgcQH8AxFYNFgRQB2AiV7ntYa9Sw1sS6xtFfUTASAw87WMj6swBGBq1TQZzw4cmL5XNHx+WPEell5DDz2wwFdeOD+CcC3VvDPECDUw62I3vBHBfdIYDZ4yoA4WBzNLctdttlCiACTAw3UH+3ta7+7gTwB05v+AYAxPxNbpsftFQviQHBk2BabrcFsc+IQ6W108qaLDtvsNlD8b0MFf4ZZBKSfej+ELt3gONDEZ3uAPsMurfJMk0ZiUj8AWHDZeAVaoBSUFEAFZ0QBSeoU4SlmtCGC+kQbIHanBbBoi7mAfiE0xveAXBQzN8UIeZvigSz/5d9ZajL0oFhpLTCSMgOBNeB4Wbm6LRhu0LQbwghg6YKiYtAfy+sYPl0Q9GWLtEeArYocNcALwEwFmyyKrqOuR0J7p1q2u5/SuvPldH6H+Jdbbjr8tF25x1mxykFKA9ebSMJs2WEk00F8/R68hpMCJxnOgrMs1wJ4FlYa34Llc4CNlGuDlAfEoMAI4tG+MBIyJPB7psCQ3eer9LNkfPBtjMhdJgMMl9N4P3JlFJaDBCRJC/qxh4TZkOJy5aKzgZavCMaVJCD2WG3TXbb4w62GAClTqcDu/fxAAioyzlGQJlNpgqAuOwxKEAJRMpj0oQyoouZA8+rfuxE4ISXYwB8BXafeEHM3/QHTm84zukNFQFqX2IQYaT0jJGQIwiuAwMAUNpgmWcdlbAz2P2GED89EEHfFxPgb+WUrlgg2L8h8VOHocscmbjtZ9scmdIKED4ZgAjQtjkypU6ACq73hLrOZTa57EAl7I1x6DBHbrXlBG3zbzYfV0Y1kOGzRxKOHwO24d0zqhggKuUiPb/Nz7ehFQ5sY+dFAEli/qaHATzO6Q1u/cRuK6pdblyWDgwXhaHqeM+X+VfMmDv2pFIlv1zKkw2eKiQAQLhAa1QcBCt/5Cn18FZUU6b+DoJtiqenk5HZxwgn80YoSQU2WT+Htsm7ezLfDO/K/FnBtC/iXL/noR9CEiUGHRfANDGCjfzAzoLdV8wf11OUUuAhJHQpJP77L4LrAeH4QL9X5wkhieAVngk2c3JQlh/tceQkkclA7XYTKPXM4TsqaR/RxXhbAWIC2uyx28FNwaIppoHZbE/5xvV/Oli6YYmXY5G49AimNlEH3nvovym/2PZYOcfzQ4PYbag8u36KeAY9AsOCtmjdQGAFkE9kSm/KMlaDVejwGKqI2Al741SPTia8lSTMafamlCsh3HCMWnIWbKPQNTemIqhop+WHVLDWepO6XQxmg4e5fv7CpXsh0Y7LTgOjHVYA37b7OWgIgih/99W9wU1cI6HcdvNLA6Mbj2y/E0gHhhNsoukN3i/m1XFjvDmdlu6KpU7rt5RSb/72k8BKraWCTXQzwESOZsCl7+IBWwFMhUq3CCrdtWD6F59DpZNU7iXcCvg2BNlx+cW27+c4HMIPQeswlFWU/dfA+C4Qw/AYIgv034IJXoRAU0orfcrLVqs9dwIUFs+gJaW7KKX1XvQQjTZ7PBbMHuvB0gXPw7NItmIAawHM5vSGbE5vuAHARk5v8GYcEpcmxWBC2xRsNzho1JVUJhx+86szwewToXNg+JUiR88fjab1lcFMubUFuD0TgEleXuO1qDAJGxrp8clUUNGLe6uo6DxLWYUez/rg+FTC8SmEk6URTpZOOHkG4ZWTyPDZyQhPPOhBE04A/wIwg9Mb5nN6w2IA94JVDZToxGXrwDBSWgGm+q00UqoG+wItABMTvNjf/f9wumz8ltf2fkcpDZJYUUgnzP6EmyWDTdD2gkUyBCG0kAQqv88KNm5vy055HRlFeEUkCOf5jomzZTgt+iyLlh0IlHjhPLDX2pPzpRbAUqh0y1xCnQyVToRKJ0VfSMBI6Z/BcjvVYNE5CwFcByBgcZm98c8nPgw3N1mCtDgf1A6MeWBOjH1gKQdN/jbYK4FNITkEwCtnL0RnpU896WI8X/RRyiP/1Fx8+kUUdQqBWLhlgC00erPv/wIwjtMbXub0hlYHMqc3BHqBIjEIMVJ6GMwxpgCLPpoNVsrx92BRl/3Kp395Y86Blz/d3d/9tCNERpn6t3lja5kg5j0qF95Yv094+Y+HxJP7+nuxG0hnVjmY3o+3c95or3tSx6XAm40Ra206vfBxKhp+2O91X50ghKhI3MRpJG5ib/IBBQCmcHrDLzi9odx9kNMbbFL0RfdczikkMFLa/kZ9zJWL/bWRkPcBfAjPtAF8Qq1RNEydlWomhFz66t5U9NdRpgK7eQJAI5gjwwqWhzcewFkwfYlA6TMEqr7yIfiWoxzuU29y7UXYG70Kq4OlKpPazQeIQhuIv/XZAI6BCTG2v8E0A1gOlS6YkxGJQYiRUvdiuMZIyJdGSqmRkE/B9IoeQD+WDsuYkPiDJkyV0l/tDxwCMhdqn652FCwnVwZAh7b0ssCUoOMC5sA4ChY55p19FayNfZ/UDfFDYlBS6v11+Seb6IRMgfgvJp0A5lz6FkBWp+f+zekNv/CzfYlLHCOlLa0/E7LfNUfe6bLJb4BtLvULMYnxpRmLpl/65Xsp/I8+pXQIasuGAAD9+i2T8N0XB0jqFCdUYTIyZtJoWna+lIwYO4aotZ5HIfRMoDacbGAaaL7MPXvXpOgGwsu1lHDnQEWv7vG0pmAmIkadJxw/2ts+O/RPCEFE0lwoIvdQ0+6ZAG2//q4CMIfTGyT9Ny+4rB0YAGAkRAGmuPymkZBRAPYaKS0GcIWRkNFgi7EYAG8igKkFa35+Vf6QoVFzA9WeBwzWFJLORICVnXPjBJucHQdb3BwHC6uNBnNEnAErXapGm/CQO0+4DmySd7xTm4FwYByH52JsnRni01UqnQC793NtWrpzApIXnSMcH4jF2wSw0NMaAJFgC5u3wPKqJST6xEhIDtj3c4yRkG+NlB4AsM5IyFNg5ajtAJ4GELASmGkZCUcX3jB5JiFByu0gIatIFIgIjM5MbPezCHavcTuaNWD6EVPAPjcTWLnOJrRFplG06eukgjlBk8CcIQDhAvGZWF19eO8ctpt9m7BHRY5Bmyic55SVZyFWtxMJwwMh0BkOVrJ6F9jn1ABWzvuhALQtcRlgJGQ4gF8C2GUkRAXgayOl3xoJGQu2geSek20IWKeE4K53jQ65UuGZ94JsLwAAIABJREFUZkGAeg1iX+0JbJUlKiagoSqBHv6U/bpnixPAEBozdB93U+5Eemj7d2RS9jjIFCrwvBx1FSZoo3XtnRtUFCkaq01w3w/rKmtJsn686+lAOTAOoatj1ROqAfhW7UMeVgF7k5fzXFFOTbuBEfOqCSF+VxkhqqgrkXzN97R4x3CIDhHMJv9Zcl54j+TAoNQO4NeuXw90eu48WC4pjIS8BvZ+5SAA71tkdFiMv20MIvozVcn9WYwHmyDPBRPBtIJNoGe5fj/hOo+A7cJpwCbITrCb70mwyaaeMKeWP7SALcDG93ViN1jBokm8hmiGRNFGH3S3qKChF7YnYdj0XUQzJBBOtV0Afg+VrjgAbUlcZhgpzevheBNcjjAjIY8BMIAtjP3aGQGAEUmxTUFzXoScfvWduG19JICp7Y4Vux4ZYLtNNgD5YPY3HUyTYhzY5HgKmFDcbgDTQAJSIeYMmGPba6it3qeUQiKTqSnHnYcoev/3eTx/Hr1Ylo+pU5IIIf4K5p0FsIHTG7b62Y7EZYiR0osAHu7mOAVzNsJIyH4AV4Etxpf62yfHc4JMIfdMZHfQE3iPcifYHLm2fJb4n/vtAObQo1+bADigG3Ye1aZpIFwthiQeI+kzlHT/Vg3slgQAw9FWmSMBkXEHuEV3xEOX4AjArbIazOb7EmFTBl8dGCqdE3YfMh7tjaNp4SeNGDn/MJGp/XWq2Qmv/ISMum49VLr+Tb+8xLnsHRieYqT0TgAwEvIMgFfBJls+IVfwFoVCFkx15dBCxf6oGd0dbseDe2fPvYMVh7aKF51xfwfc0RIl1Gw6DyIDNHFjCeF8+Zxq0DGiwxsuwtcFmSrGj4WcKKdl31yJoVN3QjN0rh+LuQeh0gW9HKbE5YWR0o8BfGxkKXh/A3CPP+2NSI4N7C7YQIYG7aW2d1wnuh7t6W6B4r5XqMHEKK204QIg2ndCEaElMrUvO3YAc5j4Fj5tb/AtpQ8A1OpyNDf7ZpdravX4/tgROnG8jnBc5/fOU74DcJUkyinRnxgpFQAsAQAjITcCeAG+LjIBxKeNKCSEeKdVM1jxQiQyALA5MhVZunW1aZjr96GoKBxKKwq7u4bNBRuqZopv/YVCrT3LLVy7C6KTIjHjSh9T3c7Dt+gLwA/NJbbJV+jbxaIjgpbuHI3hs/YRRYSv0Z9OAMug0n3i4/US7bhsRTy9wUhImiusGUZK3fmk//a1vbtzFx8jhHgr7Dh4CZ4DIxCMpBXfzqPl38yD6KzwsY0wsFBpX6j18ToQXq4FiB/l7yhHyw/Ng7XWV62KNwD81ff+JST6xkiI1kjIPUZCtEZKm42U/gxs8uxTbfQJU0cdThwdd2VgRzmAocJgijRRwVw6h5Z9M482nPdHXLKl71N6wN7Uk/O7b6Ii/Qu3rqicjIOHLZT6JPRXBWCV5LyQ6G+MhGQbCZkDAEZK3wPTv/nSl7ZkSrnN8NrDAVXuHdAE14HhLwQWc5q49R9zxW3Pz4PvFUliwaLsfMF3m6qK8U4jrjOCPYaWfD2LCo78vk/ugggWmSw5LwKE5MDwACOlZ9qHNRsptQD4GVgettfwssCpknlB6CatVByskT6+vmdh8N0R4atRZ8g1fpfTouUHJ1HBcaLvMztgBfBnqHSSWrJEv2Kk1Gyk9HkjpeZ2xz4Gi7jyWiGd5zmREBLke2EI01WCF4ERYPx6y1S+XEQpFeC0+qZJBABxsRE+X+umvmEsSk17KfX6g/svpzcErzSwxGWLkdIdRkp3t/u9AqyClNdODKfNoeRkvL9pU74Qqiokg8mB0Rlf37MoeFbmuTt8Xj8RXhEBEL9Tm6lpdzhlf+PecBHAP/ztW6KNwbqwDCpGQvQATrpy/tgxpo6/HsD/g5dfqK1vHlDfdPvs42qN0heNBN8IpWhcR7XdwYPovAhe0YSuSeO0h5/dOMDKv/rUq4/XMVQxNjj8rHAmOiJo4fZMDJ+1i6hj+9LEoAD+A+B1qHSn/OtYQqJvjIQMAUCNlFZ1OE7pUVcFqVXetHf2pGn0yaPFOzMmJgZCNNFTQiniOZgiMNpgO5V73b91fraH426sPnZaDlDfq1vFRPutzwIAyD81FyWl5zFrZl/tUQCnwAQVXwtI3xISfWAkJMNI6ckOxyh1GAl5HEwbwys+ePh/Rcseu1PgeC4+YIMcqNB+18DoN2jJ14cpIRxA2Gto88tTgACE0I4+DtdLVUQ0k+i0qUTmk1/Zv8o0co0JjmZfU/IYDnMivfCRHYkLjxCZcnIvZ4pggQL/B+BdqHS+RwJKdGFwLiyDz0WwfN3CTsdrwHbavQkxtTc1WLQcz/m30z5IcO0aDc5IH04+EoDex6u9jWBw45eAKIkYlUCb/MgiaQetPJJGkhb2dsqHYEJ7z0Kl83GBICHhHUZKK42ETAILke/MWS+bo6JIBbt9MG+CecngSiFpg+N5tJXT9pa9fZ/SDaKjCn6U5yYKRSSVyU7A6fS/pGxj02hqtR4mKlVPInJNAB4D8BGnN/h6/5GQ8AWbkZDwdmWw3RSDRcV5PK/heK65qbJODeL7TvugYnClkHSA2huvIIR4v4601jYgOs3XVBC/KoGQ8JEirS3wpwkGFRW09pSTDJnU21kvgJWx/p8UnRx4JAeGBxgprQMrudn5ODUS8iOwvP+qTo9qMAeH28lRA6Dm90+uns5x3I5gjb2V0H117PAxfDf0+BVr7WvesV91uokqKoVy8mMQHRP8aQcA4LQMpU6LW3XZXQ7QAqAIQAGA16DSvet3PxISXmKk9PsennoUbJErR8/2uL1drs9dt+IU2gR/g0XInAiUCoPToezfRqUKrLSrdykdTou575P6YHRyI86c87sZAEBRsZ2mpTYTJl5Lwe6vFwAIYA7lf3B6g58heBIS3mGktKdUpR8APAjgdvQ8R26dHwOo/b+j//0FmDDz5YEo+qJvM1AQ4Ns6UgOH+RxkKm+dERSsOorvRI6ahNoC30uxtqelYjQVnWcJJ0tF2xy5AUApmIDyJqh0B/3uR6JbJAeGnxgp/QzAZ56eL2zIOQrgJ2Clpq4BK+cZDELlwhisCdeAf2MPBzNk3jokfBeMc0Fixllo9TF/mwEA0KLPp2LUknOE40cA2AHADOA2qHSDdtdA4tLFSKkVwAJvrhE25PwCzB5fD8A/kS9PCWnU8CDdCKKiP46XZACnAUzz6ip7s/+Li1HJs3DmXA1Y2W7/uFA0C0rlLiQnzQXwHljJ2R8BOMLpDYP5XitxCWJkEbh/dz08Qszf5N4UWQpWiShYkRghMoyDN4UErKqG0ofr5LTmVDWGz7IRjvfm+goAflVwJJw8jGqGHkZLuf+bFoJNR4s+lyF5kYUQchZsTf0WgEeh0kn2uJ+RHBhBhs/NqwXwPwD/EzbkqADMR9vk2b+8rF4JmY0cxGGAfr1n9WBint5gRQAcGJCrNWA6HIGp/mKpNiEsfhSArQC2Sc4LiUsJPjfvcwCfCxtyfg0gHW32eDb6Lf0tlHPWwRmAAf/etBIAXgsDUnuj/zbUKZghl5vgcPjvwACAktJRSE4C2D1mBYBjkvNC4lKB0xsKwTRcNoj5m6IAXAtmkxcDiOnHrkNklEMo6Ow/vr5ndVBFURDOW+dHFfx0YAAAFGGcH3WpOiI6IiHYj0CmHArgVwC+lJwXwYEMYv2YSwphQw4B01u4AcAyANMD2T5351+OE5XGY9FQSsUi2JtKAdAONoq6/6WdlHna/x2Rdj9QSk175vg67lBCEq86QORhM3t63uEUUFpRB6vNiU52nFIKByHe6VlQCoEEIO9TdNrsBKJfWhodIaIAWZ1Iif/h1JcGIoATTqfzJ1lZWZWhHoxE/yBsyIkBU9K/AWzyHDBlfJJ1zV5u5vVe6TlQW0M7AUva+lPHH4j7Z9rxmPsHQmntqWhYqvzXZOhHHJSHSUyGDeo2dU4is3O83Ce7RilshHi/U0gFux1U8MuWUqdoIw67L7uUPbcpk7c4ZeoaDO4Ix0Ah2ePLADF/Ew9gJtj8eDmA1EC2T0ZfbyeEePxdpzbLCTTWNHSIoHD/SF02mBDCRDppp0AL4jLLhNDaMoHueD3YKYxe45CrcTFjMWzaOFC3z0WlEnzTKiECOCUlnHf6Gb7a8S7tOCwiSCA9+ZxTgKxGpL6KRV9yBMUmSw6MAYqwIScBbOK8HEA2/IyW6caBUQymVt7eEdE2+7U1ltLSr+cCSPGn30ENkTWTUddWEcInd/f0BVM1wiOioIuJAenoRG+G99EXAIvA8EsvhIKKsDUEcouVgpM3QBFeSAg3mHM1A4YoiqSqqiqyvLz85MSJE28I9Xgk+h9hQ44SzA4vB5tA+6WOT7Ku2cfNvH5Wu0MUbamIpN3/zB5TClr0uQDBeg0GdVSbZxQKYxAROwIxUeEdbatcayaczFtHUjNYqqbXO53U0WKFaPdPw8lib4bd6sv9oHt4mRXhumKiCussmHhZItnjyw8xfxMBi5Zb7nr4veFHRl9vI4S0XxyfAGBCD3Nk8dT+C3RH3o0AfC+zPIgomngTIpLTEROmarPJMrkdYWoZvArrI07ItU7C8b7YVTP83EigotMCh9m/SiYdIE7wilrItSVkUAfTBI5g2WQphWSAwufmmQA8B+A5YUNOFNhO4HL4vBPYxVO1GSpdbk9nE5UOtPRrDsBXAPoqpXlpQp1hsDcdgTIqubunrTYnkgPnvAACE9vNgfBWUCFQwqkU8jCT5Lxog+M4GhcX11BeXj6gd7ElAgefm2cDsB3AdmFDzs8AzACzxzfCl53ArhsHzVDpFvV0OgFA0m+FmL/pRwBe9bq/QYYN6q7OCwAQ7DJwXk1bBLBUOt9mloT4v8Mjk1HY/W6lDaWmTnJetCHZ48sPTm9wlws+BeBxMX9TIDb8On/XH4dKl9fjGCYvhbAj7yEA+QCG+dDfoMKmjevovAAAp0MBhNkA0fOoCJnKSjjeVyeE/x4CwisAIgA0MBsBhAhsjiw5L9wEyyYP2mTYywk+N6+ez817g8/NWw2mnLsYwH/QfRnB7mFiSrTdo88SRq682tsAPI9Bq/zmH7TsQAaltLGHZ7tOsHvbHaUUEOyAYGX/d13E+P19JKz2duDCignnBOFtAWvvEoHjOArJfl6W8Ll5Ip+bt5/PzXsQwFgAGQB+D+Cwx42w0Eev7LGL1wH8AiyC7pKFAt3ZVkC0qygVu6ay9WxbLfCrNHUAHBgkwBVn5CqpykgnJHt8ecPpDSZOb3iO0xuuBdMRywGwGWxDyVMEdLTJfWp98bl5dWD6HB96PehBBiWke5tstXphI4kATuFP9EMAHBgBjmAkvJUQTkrl60QwbLJk8AcZfG6ejc/N287n5t0FJmajBks7ULoecjDvMw+A43PzCJ+bR0h00mSodFy7x+886Y/TG0o5veFnANbAA4N+ySHYY2CtPerh2Vb0JJwpWAFHIyBYAMHG/nc0suNtePV9tFqtmD7zCkycPAX68RPxJ+M69gQVZTu+3o2sK7IxfuocrP3pL+B0so/ugw+3Y+L0eZg8Yz6mzb4ae/YdaG2vuKQU115/MzImz4J+ymwUFhUDMk0JabcLabFYyJIlS0YnJiZmTpgwIf306dOti4OHHnpoaGJiYmZycnLmu+++6125Qhe1tbVcfHz8hDVr1iQCQF1dHZeenp7hfkRHR0+84447Rra/5qWXXooihGTt2rVLAwBfffWVxn3+2LFjM1555ZWo7voqKChQTJgwIT0xMTFzyZIlo61WK+nrNUpItIfPzaN8bt4pPjdvPZ+bNw3MFre3yQq02eRWe8xl33FlJ3vskTgdpzdQTm/4F4ArwHYfLz8Eq4y2137o3bb6PMe5486fYEjCKPX4qR0lnO5/2Ihxk67AxOnzsGL1j1Ff3wAAKCwqhiZmJCbPmI/JM+bjnl/9ll0gtnlTlv34Loyf3xZoU1tXj2tWr0HarGxcs3oN6lxtdeblt99F2qxspFyRLf7jv5tad5d3796tSUtLy0hMTMxcu3btSFH0bh69fv36uMTExExCSFZZWVmXXeudO3dqZDJZ1qZNm6IB4MMPPwxvb4+VSuWUV199NQoAPvjgg/CMjIxx6enpGVlZWWNPnDihBIDt27drMzIyxrVvpzeys7NTUlNT9e7fKyoq+FmzZqUmJSVlzpo1K7WqquqST6GS8B1Ob6jn9IY3OL3hZgBR6Nke8wA4Tm8gnN5AiDpW28kmv+1Jf3xu3ndgaYVP9ssLGujYbUqAs3T3FHE5PVodH4TzUTMDKCkpwbwF2aqMzAnQj5+Ijc880+WcDU89DcLLUV1dDQD4+uudiIzWYdKULEyakoVH/vwoQCEAlP/ksy+RPnEmUjOn4Ym/bWxt4x/P/RepmdPAaeJQXV3T43hefu1NpI2fjlFjJ6ifffbZVoFmf23yDTfcMCo5OTkzNTVVf/PNNyfbbDYCAH/4wx/i3XY3NTVVz/N8VkVFBX/06FFle5us1WonP/LII0OAnm1nVVUVv3DhwjFpaWkZ48ePH3fo0KFeI7bXrl07UqPRTHb/PlDmyJIGhoTHiPmbxgDYg0CoAA8m1LEnueGzMjofPnW+DOPS09sfsoN58TsiWGUQbD2r2fNKoId0QOq021x1wtkdoNUDTogoimhubkZ4uJbabXZcmX218u9/e9IxY+oU26j0zIgvPt6CtNQx+OMjTyApcQTuXPsjmM1mhIWFgRCCY8fzsfr2n+DU9/sBAAuuXYaHH/gNFl41H2azGUSuLg+LHNIhNO6JJ56IO3bsmDovL6/4hRdeiP7ggw+iP/roo/PffvutKicnZ/T3339/qqioSL5w4cK0CxcunJDJvIvkNBgMI6urq2XR0dHCK6+80mWXWa/Xj/vb3/5Wct1115kB5uBYuHBhqsPhIM8++2zx3LlzW5qamjiVSiXK5XIUFRXJJ0+enFFRUXFULu/4ESxevHj08uXL6+666666nJycxIkTJ1oefPDBqp5eY+exHD16NHbixInJXr1ACYkAIeZvUgL4F4A7Qj2WQFMgZGJcai8VbZWRNgKiZBEXvQSI8Uo7eFV36W/tJz4cutEe2rVrN9QqeYvhzp9qjh/ezS4SqLB9++fOq+bPFeQyGXngj4/IAeDJR//kvFBYTJbd8iPFsf07rZ16EDlbS9iWjz7Fux9tx7GTBTj+9ScAgAf+/ARioqLwu1/dgyeefR51DQ34y/892GEctXX1mLZoOQ5+ttUhRg8/OWXKlHFHjhw5GRcXJ4wfP37c3//+9+IFCxY0z58/P/WXv/xlxapVq3qIGOzK3r171bGxsUJ2dvbYw4cPnxo2bFjrJoXT6cSVV16ZplQqxbVr19YYDIa69tdWVFTwaWlp40tLS4+Fh4eLycnJmVu2bDk3ZcoU6xNPPBF36NChsHfffbfw9OnTivr6ev6JJ56Iv+GGGxo6t9Oel19+OWrz5s3RBQUFmrNnz+YDwD333DMiJibGuX79+vKHH354aF1dHf/cc8+ZOl8r2WOJUCNsyFkIFo0RUNHegcDpK3+GcUkJ3T8ZFm6GjLSmhfSWTkE5uQOcovNmaMeFKMerSafqLGVlZTBdvGibmpWlbGpqQta0GXh/y2aMTU62gFJaXFLC/fSXv1KcOXuOHNqzyxYXG4uvdu7kNmx8Vvbhu+/Y2utaC6JdGDd5uvazbe9gRMJwTJ9zDfJe+jcyxo3Fke+PITo6CguuXY5Dez5HbGzX4lG1tXWYduVCHNi35wKRKRsmT56cESib/NZbb0XefPPNDQCwbNmyUVdeeaX5wQcf7BBtn5eXF/nMM8/EHzhw4Ez7406nE0OHDp24b9++U2lpafaebOfdd989QqvVChs2bCg7cuSI6uc//3ni/v37O7TlZteuXZqnnnoq/rPPPotqaWk5AvS8Duh8bX/bZCkCQ8JjOL3hBwCTAGyB5yHPgx+5x/nGCjBvf9uDUnWvzguATcDbHIkd3bXmBifqKzWor1SjvlKNugrXo1zFNVSqwp3NKtRVqJ3VF9WCzcbxLQ3KmuLzYQqFAmmpYwAAC6+ahy3vbwMAaLXa1ptLc0tL688nT52G0+nEwuz5gEAtWq2WhmnUXca9bdu2qDvuuKMGAAwGQ92+ffvCRVHE5s2bo1asWFGrVqtpenq6PSkpyfb11197pQWye/duTVVVlXzhwoXdGvtjx44pa2pq5Ndee21rCHlubm7Cb3/723KlUtn6BoaHh4tuZ4XFYiHd3UxFUcT+/fvD3ZPpO+64o+bDDz+M6u01SkgMJDi9wQbgJwAexCWeUtIVwrO0kT6y2wSbApR2tMnsoWn36DaycO7cOYjRxXQsL2V32rIzMpW0slZjv1ipnpaSKjNdKJLZSytUzopqJZwCsZsq1XZTpdp+sfURVt9oaX763//D7+/9RYc+tn76BX68agUA4MerVuCDTz7vMo7tO3Y5rpozW9RFR5G4iDD13LlzG7ds2RJZVFQkN5vN3FVXXdXMcRxuu+22mvfff7/PCIf2zJ492zJ27NhuFTrWr18/ZNmyZXWxsbHdvj+vvvpq9Lx58xrCw8NbjWN9fT0PAA0NDfywYcMcADB27Fj7jBkzLBzX+3SzoaGBe+aZZ+KNRmNZ++OffPJJ1N13310DAHfffXfN9u3bvXqNEhLBwlWSezaYdtzlA+dFZodgl8NhVnd6aFofzhYZukkVGTZsGKZmZREACA8Px7j0dJSWmuC4WCqzFxdp7vv1b1SP/eLnHBFFYi8pVtkKL6icFRUKarVw9qJCtb2oSG0vZo+9n+2QpYxJxuhRyVAoFFi9cjk+2LYdADB50gQkJyX2PH6Rih9/9Lnj6uy5iIuNVsbFxQmBtMmrV69u4DgOHMdh6tSpzaWlpV2iG954442Ym2++ubbz8a1bt0YkJiba0tLS7EDPtvP06dOqhQsXNgHA5MmTraWlpYqSkpIuu41OpxP333//iI0bN5a2Pz5Q5siSA0PCKzi9oYLTG24CK2d1LtTj6X+Ik+j0kT5fLnro52k7T2QPwjyukTo1ZHK2o0e66pAIgoDJVy9F/PjpuHrebMyYMglx0VG8w26nB/ccsMJia377zS2OouISETanGXbBvHnzB9b0CTPo0htvxX/+8bQNImynz5xzRkZG4sbVa8QpV8xX35/7EJwtNmvnxX9FRYVi1KhRdgCQy+XQarVCRUWFzGQyKUaOHNk6ER4+fLi9pKTE47AyQRCQm5s7cuPGjSU9nfPKK6/E3HDDDbXuifCePXs0JpNJccstt3SJu96xY0dYSkqKfsqUKfqnn366qHP0RUVFhSw8PFxwH09OTrZXVFQoenuNnr4WCYlg4UopeRJAJoAXQj2eoCAPMxNA5oNt7Yle5kEu+8crKwFQTi3XyHTRzIFKCH3lvfdxzZVt1XALTSbMXLkK16y9A3u//a71+B8efUL9yx//2M5DbhEFKjps1Oyww1xeWY04XbxZEIg5Nja+paKyGiLlrBTETl3RfMXFpRgeo+PsZocNSrU5ISHBbjKZ5EVFRXK3kwAAkpKS7GVlZb07yz3kwoUL8g8//DD6gQce6FFna/PmzTG33npr6yT6+eefL1yxYkVqfHz8hLffflv3yCOPlPV0bXfcd999Cffee2+FVqvtMBOuqamRJSUlOQBg5MiRjpqaGskWSwxY+Ny8b/ncvGwwgefuc8IuJXiZExxpjWDrS8yyT7FLwjt6kQ0iAHD+wgXLd0e+ozNnzoAiaRS2ffW1OHzIEEwYl95ljnzw6DHMWHEzlt3zc5w8x5YsZaWlqqGRMYK9vL7FUdHQPCQs0lZ4ttDhrGs2OxssZqHJZqaiSAWrs0W0CVbqEO1UEJ2glAoWh6X0zA/yodpIQbQKLQDQHzbZZrORt956S7dkyZIOf0NNTU3crl27In/0ox91iWR74403YlauXNma99KT7czMzLS888470QBLuS4rK1MWFhZ2ma8//vjjQxYvXlzvbsPNQJkjSw4MCZ/g9IbvANwf6nH0O/Kwi4STpfd9Yk946pUU3YbXBpAmEFIHAIRwHDjeCU1EGRSaOsiVZqjCaqAJr4Bc2cjzPI58sQ0l3+3FoSNHcaLgNAghePP5jeS3/7dONeOqxWGRWo1czvMcrC1aWJq1KxcuUBXs/py89+LzMD6yXommRqVgNsv27N2Pv61/xHlw+3u4UFRC/vfipm61I/qDv/zlL3HXXHNN/ZgxY3pcbbz33nsxt99+ey3AHB733XffyGeeeaZbh0d2dnbzuXPn8vfs2XPqr3/967CWlhZJIlrikoXTG5oA3AOgItRj6Xc4mSuH2mPb2tMTbpvLo2MIswjAFdpBRFAKyDTlIJwdAIhcLnAqVfOj/9vUyMtkwq2rVjXKdLEXh48aXXvmi8+FA5vfxhP3/xZrH/gdGs1mHC0owIWSEm7Z/HkK2GxqAsoJ5mat0GTWEgDOhiato75JK9Q3aQgB7LWNKltNk8JWY+YFkWt2O1FEqyUMTiEo+g8///nPRz7xxBOlPN99d0VFRfLTp0+rV6xY0Rot99RTT8Vv2bLlbEVFxbGcnJzqn/3sZyO7vbgb9u3bp75w4YJyzZo19b2dx3Fc3wsgCYkBAJ+b9z6AZ0M9jn5HqbQBNBCLV2aDRUcYFZ0tnZ5za2xwTU1NjhtXrJQ9+eRfaiMiItBit3F/eeE/5E9/+mMpp9Y0UYCS8IgqPiqqatKkiZaCzz/BN1vewc9ybsXq//eb1gYJpbzY0qIRmpvDiN2u5ASn3FnXoHXW1GkdVTVaiJQ4Kqo1dlOFylZSrrAVlcvsFfWWTtcHsBxrR3784x8nzpw507xo0aIOotVvvvlmZFZWljk+Pr5DaqTVaiVffPFF5O23395til572/nII4+UNTQ08Onp6RkbN26MT09Pb+F5voPzp7CwUP7+++9HP/zww5UBfmkBQ/JkS/jDVjAzkddFAAAgAElEQVSl55WhHkg/4udsyVMfIV8CwteB7boRAASEmADSjIg4Kwih4DiBEI4CriIGDpsatuYoOO3qqBiZZv7sK5SffLULmeljccXUKdj1wVsAgM++3o2z5wu79Dj3iuk4/+sSVNfUYsSwoZikz8CYuBgFACxbtBD7v/teTWnHSivx8fH2CxcuKMaMGeNwOBwwm818fHy8MyEhoUPExcWLFztEZADAK6+8ErV+/frhAPDCCy8Uzp07t/UmdeDAAe2hQ4e0mzZtGtLS0sI5HA5Oq9UK//rXv0wAsH//frUgCGTOnDktAAtVPnv2rCo7O3ssAFRXV8tXrlyZsnnz5nPt250yZYo1LCxMOHz4sLr98fj4eGdTUxPvcDggl8tRWFioiI+Pt/f2Gj38ICUkQgKnN1Axf9MaAJ+Geiz9CgVlVtlT29rdeaQahCsCaAyoGAsQGwiaAK4eTIwZADinSFQ2hzAKhHNAHlYCUVDyEfK65159M/qjL3fodu/efUztSqGQ6RwyjS62QWisj5k6fTodPXJk1NnCInx7Ih/f5Z9E+jXXwSk4UVVTi2vX3olPX/ofhuhiUFZVhWFxcSirqkJcTEctV0d9Y1hCbCx2HToEUEBoNmtNJpNi3rx5TUlJSY72u3tFRUWK9rt/AAsBzszMzACARYsW1f/973+/6Mk7duzYsbA1a9aMBoC6ujrZV199FSmTyejtt99eDwCvvPJK9KJFi+rdqXsXL16UnTp1Sp2dnd0MAGvWrKlbtGiRx+WFd+/erT1x4oQmISFhvNPpJLW1tbLp06ePPXjw4GmdTucsKiqSJyUlOYqKiuQxMTGSLZYYLPwVTOBzfKgHMqAhnB2KyNMAJXBahkKwK8HJzCB8EQAHCBFAKWez2fjrllyffOPy5Y233pJTC4iOk6fONF0oNY2ePG/BEAqgsrKSTFu0OPLAgQMFI1LHKoWGuhgIguy6BfPDf/3oell1XR2GDxkCU3l5a/emikoMHxLf5zDFFotGtFgwPH4Idh06BLGlORxAeaBtcm5u7rDq6mrZp59++kPn595+++2YVatWdUkf2bx5c2RGRkbLyJEjW+1jT7YzJiZG3Lx5cyHA0qlHjhw5Pj09vUM+5oEDBzRFRUWq5OTk8QBgtVq5xMTEzOLi4hMDZY4sRWBI+IyrzGrXpN1LCUK6luzzBs6j6DERMmUNCHGCEApCRBAigPDlIFwTkckdhJc53c4LNiyCsupaR42NViIyvrCZVxd+vnMPTU9huheVLhVmq90uPPrM81aDYW0lZHLLuQuFcAv3fnfsBGx2O3Qx0Zg2aQLqGxtR5VJd/mrvfujTUjjYLR3qdS9ZsqT+xRdf1AHApk2boq+44oomjuNw00031W/ZsiXGYrGQgoICRWFhoWr+/PkdSpitWbOmvqCg4GRBQcHJ9s4EANi6deuFsrKy4yaT6fi6detKV6xYUeN2XgDAq6++GnPjjTe2Gm2dTifU1dUdNZlMx00m0/GJEyc2u50XBQUFCoeD3TPOnDmjOH/+vCo1NbWDM4XjOMycObPJrYr/4osv6pYuXVrf22uUkBgE7IDnoQmDEbHVpeyZbe3pPA6gOlAaBkLMIFwxwFWBECsIgeshwqWPQQgB4ZUNRK6pfPeDD9R/f/bZuI8//vhse/2HsqoqICKyVpE0+twPTc1lZ4uL6KiRI3DXLatw/qsvUPDZdnz5yksYnZwk7Nj+UTEfEVmzZMF8vP7BVgDA6x9sxdIFCzqOkgJXz56FL/ftR11DI6qLimJ27twZsXz58oakpCSHVqsVv/zyyzBRFPH666/rli1b1iGCQSaTwW1zPXVeAIDbrppMpuPXXXdd3YYNG4rdzguApY/k5OS02uO4uDin2Wzmjx07pgSAbdu2RaSkpFi7a7s7HnzwwarKyspjJpPp+K5duwqSk5NtBw8ePA0A1157bf2///1vHQD8+9//1i1atKjXKA0JiYECn5vXCGB/qMfRv5AO95u+CkP08DyFYIuE6NCCUh4ydSkFilz2WAAAkVLxlltvTUhLS7Ma162rACEOEN40ffr0xpra2u9NFy8ev3jx4vH4+Hj7d999dyopKclhqq2zyoaNKJYnJBYeOF9YKYoidFFRyMrU41xxMQpLS+EArG9u/8Sx+IbrK4hM1ndeYjubXFNeFl558aIykDb5qaeeit2xY0fk+++/f75zBFxNTQ1/8ODB8JycnC428M033+zi2OjJdlZXV/PuqntPP/107PTp05tiYmI6fI633HJLQ3V1descW6VSicXFxSeAgTNHliIwJPzlINiOVa9leNqxHyxkdzSYgJoagajt3D8UkxHzdgIY5/qdovuxCmCipl3fA0JYlZFelfJVZfChjnRJSYl87dq1owRBAKWUrFh2fe3Shdk6APjrv/6DDz/bITgEUVhrMFRdd+PNlZRS5D39z9S3N2+JkMtlUKtUePP5Z0AIAc/z+OsfH8LVq24HpRRZEzLx09tWA7bmqF8/+HDEtGnTmm+77baGe++9t/qmm24alZiYmBkZGSm89dZbPwDA1KlTrcuXL69NS0vT8zyPp556qsjbCiS9sXXr1pgPP/zwrCfnfvnll9qlS5cOk8lklOM4umHDhmK3uv68efNSXn755aLk5GTHhg0bSlevXj3m0UcfTdDr9S333ntvNQD09BolJAY6nN7gFPM37QYwz8NLmsEi6RaAKedHo2c7F3oU4SYCwlITPLKtynaVm9pDY0ApC3egsAOCFoSrBkjrBPD6668fdeDAgfC6ujpZfHz8hN/97ncXf/Ob31Tfd999iXa7ncvOzk4DgClTppjz8vKKP/vsM+2jjz6a4LY7T214qjA2Pj5etFo1AEAUCguidTUCECuLHVIFoOoB47rKW1etSn95y/skcfgwvLrhrwCAb0/k479vv4PnHjEiJjISv7v7Lsy5JQcAou+///5Cd/jwP//5z6I777xzlNVqJQsWLGh0q9d7yqOPPjrk2WefHVpTUyOfOHFixoIFCxreeuutot6uOX36tKKsrEyxePHiVnFruVyOjRs3Fq1cuXIMIQSRkZHCSy+9dAFgpVhXrVqV0tjYyH/55ZdRjz322PBz587lA0B6enpGQUHByd76W7duXdmNN944JikpKTYhIcH+3nvvSfZYYjDxNYC7vDj/IwBpALQAYsHWaQPUHqsaoVQQiH5uvlNRCWeLWzlThJMSgHJUEXnWHQH8+eefa99//31damqqJT09PQMA1q1bZ1q9enWPNu+1116LfvHFF4fwPE9VKpX40r/+WUUIiZPJZHj69w+LS+7+GXUKIndrTk7l1Oyry6komv76pz+kb/zPfzUV1TWYvuJmXDvnSjz3iLF7m7w6hwhA+gMPPFAaKJv8wAMPJA0bNsw2derUcQCwdOnSur/97W9lAPD6669HzZkzpzEiIqLDeqGxsZHbs2dPxMsvv9zBdvdkO7///nvVT37yk1EAkJaWZnn99dcL3de0nyP3NMaBMkeWyqhK+I2Yv+kJMCX83vgawI8AVHJ6g8N1HQ82YV4G4Dmw+tyhgAJ42jXGra5jhwDsJAlz3iCq6BIwMSYFgOvAxJmWnjpfFj4uPV0A4c6COWXkoGJytz10X+5PBK8qgzysvLtLvH4RosjB0qgDL7NDrjITXtalfCClFGiqGY6WxmEeNcpxTsQlHSOESIaiE1LZPomBiJi/aSJYuWttL6c5AVwLYD+nN1hc1xEAMQDCwCI5xvTzUHvklHOCNSMzswSO5pGgogogTvCKevDKBsLJW1zjFwFo4GweCcHW+bVS8Koq8MooMLvdG06WTkLqu3d2+AalFGJTQwR1OuWcRmsmSqWtO/0GwdwU5jAVj6FOwaP7n3z4iPOy6JgeS5Ferkj2WGKgImzI+RzA1X2c9jyAhwE08bl5Ttd1KrCNsT8B+HW/DrJ3Gk/N/7WgH5vSDHP9CADMeSFXNSEsvB6EdwBEAEQZBHsUnNahoIKyvb1jRUz5ZlBnb/clBq+sgDysjBCuuxLYPiPabAqxqSGSqNQtnEptJbJu5shOJ++4WJIkNDV5VD2E02galaNSPNpcu9zob5ssRWBIBIKHAOwD8B8AQ3o4Zx2nN3So3c7pDQKAajF/04tgIj2PA+ilflG/QcCcGCUAbgFQwOkNR7s5zw7gHQDvwFrDO5xikUu3wg7QWFdetQ2UxgG0YzIzrwI4VRVEuxoQVSB8JThFBTg+YOHehONEhEX1qBoPsFBoqo0ph9MeBrs1os9GRVGGlgYdwqKqAzVOCQmJ/oPTG46K+ZsmgeVf39jDae9wesOOTtdRADUAasT8TUsBPArgpn4dbA8QUDmIrAUydRkI5wSnaOrBidoCufY0ZBoOTpsOEFUAZwEvd4LwNgCVANWCiknouotpBiFmUBoFFn3ivg8E5jUQAj4iqtuS0O3hteHNNHbIRUdFeSIo7dODItRUD5UcGBISg4qlAH4MtlHXXaw9BfA7Pjevw249n5tnBWAVNuTkAigDsA6eRzsHkghKuGrIlC2IiD0PhbqZyOTdlF/mnZCpqyFTV1NR4KlgjQOlPAjnACBCpqqF6AiDoyUBVAjreC1xgFfUgYrKrs8FBk6ptHPKIb3PkWUyQRY/rFS02VTUbu9TpFNsaYkQms0aPkzbWXhUop+RErsl/MZVym8rWGnVhwF0Dic6DmBnH9fngXmo9/bbQHvHAaCO0xve6sF50RGVTqCUOkGIjelWcFWu/80gpB6EXARIHQAHy68mjSCEQK45DZmmCJw8CqBpoGLQKn24IRwnInroOShUnoW2WZripEgtCYnBA6c3/ABgNdikeUs3p/yjj+sLAOQA+GPgR9c3FBBAnRrwqlrCKxv7jAAjnAi5ugrysBLI1dXgZPUgxAJCbABpBuFKQUgZa5pUMvsMFcCVg/A/gFIlqJAJURjpiRMh0Mh0cdXyYQkXPDlXtFk1Ykuzpr/HJCEhERj43Dwbn5v3AoAZANYD6Kxh8HJn50Wn60U+N+9JsKi5wn4baM/YQCkHudJCNBF13TsvOkI4XiDysHKi0JqIXFNJ5JpqQjgRnKIJMlU1ZOqLILwFhG+GTFPMHNW8BYqIH8ApamGrz6C2+lQqOvqt0kdPcEqVXZk8+gyRy3vJT2xDqKuN6+8xSXRFcmBIBAxOb7jA6Q2PA5gA4DYA5wEUA7jKtbvX1/VnwXb8ui2N2Y+sALCe0xt6zf31GMLVAVwZmzTzZ5lzgysG4cpdz9eD8AUgpBGgQTfOAEAIRxE19Dxihp0C6WPX0enQwNIU0+s5EhISAwpOb3BwesMrYFWi9GC51SKA2zm9YZ8H19s5veHP6MPZ0Q9sd0Je4XJc+N8aIVaAVAJcJQh3GoQrAeHLQLhCAAIIsYLji5mjGTxCFJkqi46pU45JO8FptX2KVDoqykZQURyYefESEhLdwufmHeZz834Plp73MIAqsNTln3p4/S6w+WpAUyv6QAAwUZQpzISX+V1pghACIlNXQ6Yph1xbCEXED0SuqYI8rAi8qp4QQolcUwVFZAEIb4XoDM0cWa5wKkennvLEsSw01seKlv4rqSrRPZIDQyLgcHpDiyuiIhXAOE5v6DVkq9O1FQD+12+D64gFwAMAPuD0hqa+TvYKpmJvByEW1+82thvY+jxlTg6+LKD9ejNEjhOJQt2CsChTnyc31yVQUeD7PE9CQmJA4YpwO8npDUsBRHB6w2teNvEMmNhnMPgYwN0IdCUVZo+dIFxzq84F4Ro6al6QRnB8IQjpW4m+n+BUKpt8WEIx4XoXdRZbWsKFhvqgR+9JSEj4D5+bV8vn5j0OYBiA69yaFx5eewTMTgaDcgCr+dy80whgeh0AEEIo4eUthOMdAEB4RTMhXNv7QDgH5NpSIlN3KRkaLIhMJvDRMbV8eHjvY6CAo6IsQYpUDi6SBoZEv+Eqs+pLXtjTAO4FE/gMBE0AzgGwge1EHgbwEoAvO+tyBJWBIozJeVA6ShTksJijqCaiVhL0lJAYnHB6g9eOCE5vOCvmb3oJwC8COJT9YJN3O5ho6D/AhEf3cnoDxdG+s/gCzgCxa0SucMCDxYJoaQkTlSorp9FYgjAsCQmJAMPn5gnwLZpiHYDFYBFjgeAMmNPYClYh8FMwvbdP+Ny8wG7ueYgr+i7kNpkQAsjkfc6RqcOhEupqY2QxupA5XC43JAeGxICD0xsaxfxN9wB4K0BNysG0NX4Hpkhv4fQGj2vUBwrqtPJo+CGaOlrkRK5xIHJMHZGpghkK2MPAxL4jsSgIREEOu0UDpSZYu7ESEhIDg9+CpaLEB6AtK1j57JVgjmWnL46V9gxY2+oLlBJKad822eFQCObGCMmBISFxecHn5n0rbMh5CsD9AWjOASABTO/oX2DzZRufm9enzkVvXFI2WRT7dBRRh10JKnKipUXNqSWbHAykFBKJgco2AIEoTWQH8EsABQAcnN5QFwrnhVh+aCg98/YEWn4wCTUnhtPyg0n0zNsTxPJDQ/1t2+l0Yty4cRkLFixIcR/Lysoam56enpGenp4xZMiQCVdffXWHkog7d+7UyGSyrE2bNkXDZoksKjEha+ENmHz1UmTOW4TnX87rpiObpqKu0Tpr1qzUpKSkzFmzZqVWVVXxACCKItauXTsyMTExMy0tLWPPnj1eicydPn1aoVKpprjHnJOT01qNZs6cOaljx47NSElJ0efk5CQ6nSzK8MUXX4xOSUnRcxyXtWvXrtb+rFYrWblyZXJaWlrG2LFjM7Zt2xbeU7+PPfbYkFGjRulTUlL099xzzwj38YceemhoYmJiZnJycua7777bd7UWCYlLGJfN/GcAmhJc7XwMJprc4K/zor9s680335wcExMzMTU1Vd/d83/605/iCSFZZWVlMgD4wx/+EO+2X6mpqXqe57MqKip4AFi3bt2QlJQUfWpqqv76668f1dLSQgBg/fr1cYmJiZnt2xGbGiO6ExJtNJuRctVC/Oax9ex1tzRHHjh+wpGWlpaRmJiYuXbt2pGi6F3mTXf9u9m2bVt4enp6RkpKin7atGlj3ccTEhLGp6WlZaSnp2dkZmaOa39NT/b0m2++UU+aNCk9JSVFn5aWluF+/e3Zt2+feuLEienudr/66isN4P+9RULiEuUFAOYAtFMJFvFcxOfmWfncvCZ/nRf9YZPPnTsnnzFjRtqYMWP0KSkp+j//+c+tFQ+XLFky2m17ExISxqenp2cAwHPPPRfjPp6enp7BcVzWvn371ACwe/duTXe2c//+/epJkyalp6WlZWRnZ6fU1NRwYrO52zmgIAiYuXIVVvz8l6xOrMOhOF1YJEyYMCE9MTExc8mSJaOtVqtXWkX33nvvcLd9nT17dmphYaEc6NkOnjlzRpGRkTHObauffPLJVkHR6dOnj01OTs50v36TySQDgCeffDLO3UdWVtbYb7/9ttvKNj3dtwoKChT/n70zD2vq6P74uTcrS4CEJUAgCZCEkEBQLNqqiGIXEXEDN6xWbK1tte7LW3+vWq2trVbrUmtdqhYrLqXaFhWrooVa9xUhhEX2VZYAAQJZf3/Qy8uWCCpW2/k8j8+jc+fOnZmW7xzOnDnzJGN8WiAHBuK5BJdGNwLAEAD44zGbqIeWsOSPoOUc305cGv1Eovy4GMpuOENVKgeM+vY/b0Y9DlWpnCc1tNetW8cWCATtPL63bt3KUCgUcoVCIe/bt2/D2LFjWxPD6XQ6WL58udugQYNqwWjEQaO2c2E7wuWTP8Kd8yfh6umf4Iuvv4WSsvL2H9Ko7dZ8vJozdOhQVX5+furQoUNVq1atcgYA+PHHH21zcnLoeXl5qTt37sz/4IMPenwdrru7ezPR59jY2AKi/JdffnmQkZEhz8zMTKuqqqLs27ePCQDQp08f9U8//ZT90ksvtVvEv/rqKwcAgMzMTPmFCxcyly9f7qbXd3b8x8fHM06dOmUnl8vl2dnZaStXriz7a+7ox48fZ2VkZKSdOXMmc8GCBa1OEwTiX8ynALDoCd4/BS2hzykAsB2XRuc8aYd6U1tnzpxZ+euvv3bpRM/OzqYkJibauLi4tK4pn3zySTmhX2vWrCkKDAxUsdlsfW5uLmX37t3su3fvyrOystL0ej22d+9eFgBAcHBw/blz5zJdXV1b29HX1nSZMHnt9h0wuF+//w3RYMDnLVjotnPnzvy8vLzUnJwcelxcXI+crV19HwCgsrKSNH/+fG58fHx2dnZ22s8//9zuZrGkpKRMhUIhT01NTSfKTOmpVquFadOmeezcuTM/Ozs7LTk5OYNKpXYKDV+6dKnb//3f/5UoFAr5ypUrS5YvX+4O8HTWFgTinwZpcWw2APQHgKLHbKIYADYAwHoASCUtjv3pafSrtzSZQqHApk2bih48eJB248aN9O+++86J+MX71KlTOYT2jhw5Ujlq1CglAMD7779fTZTHxMTkcjic5oEDB6oBAD744ANeV9o5a9Ys/qefflqUmZkpHz16tHLd6tVco05H7apPO344BGJPz9Z/62tr7BcvWuQ2d+7c8oKCglRbW1vd1q1bHXoyztWrV5dlZmbKFQqFPDQ0tHbFihUuAKZ1kMvlam/duqVQKBTyW7dupW/dutWZcHoAAMTExLTODYfD0QEAvPPOO1XENxYtWlS2YMEC9479MLduLXrCMT4tkAMD8dyCS6PLAGAMAPT0zvsqaLmmqhkATuPS6FN/5eN45hh1TSSoTncxW6k63cWob36sn8UHDx5QfvvtN9tZs2ZVdtl0dTV+5coVRlRUVOscfvbZZ05jxoxROjg46EhgoALVopbKsFPSaDQAAGhu1kCXO3lGwM6dPcuaPXt2FQDA7NmzqxISEpgAAL/88ovd1KlTq3Ach+HDhzfU1dWR8/PzKZ0b6TksFssAAKDVajGtVosRNxMEBAQ0+fv7d7rmSi6XWwwbNqwOAIDD4ehsbGz0bSM0CHbu3Om4bNmyUgsLCyNRFwAgLi7Obvz48dUWFhZGsVis4fF4zb///nuv3EuOQLwo/KWhW6Bl568naKHlRioeACQDwMG/tP2J6G1tDQ0NrXd0dOzSczl37lz3jRs3Fpm6JeXw4cOsCRMmtJ6F1uv1WENDA67VakGtVuNubm5aAIBBgwapvb292zkPjFoNjWTHfIhRqa2RgrfT5PCwqgqGD3yltV5pRQU0NtRTQoYOVeM4DlOnTq36+eefe5Q3qqvvAwDs3buXFRYWphQKhRqA/2mjOUzp6fHjx219fHzUr7zyihoAwNnZWU8mdz69jGEY1NbWkgAAampqSGw2WwPQu2sLAvEiQ1ocmw4tNnJPKQIAGgBkAMCvpMWx155Gf3pTk3k8nnbw4MGNAABMJtPg5eWlLigoaOdYMBgMEB8fz3rrrbc65aGIiYlhjR07VgkAkJ+fT6mvr8eHDx/e0FE78/PzaaGhofUAAKNGjao7lZBgS7JjPsTp9HaRgkVl5XAm+Q+YETHuf9/XaqlXr161jY6OVgIAzJw5syo+Pr5HyZYJexcAoKGhASfWGFM6SKfTjYTmqtVqrDtReG2/UV9fTzK1jnW1bhkMBrhy5QrjScb4tEAODMRzDS6NVkLLlaw9SQZqBy3HRnbg0mhFr3Ssu9Q+YHbyRHfEqMehJvuxEpbOmTPHfcOGDUU43vUnYmNjmQMHDqwjBCs3N5cSHx/PXLZsWQUAgB5wDdAsaoBKryssLgH/kJHA7TcYls2dDa7OnY+7V1ZVkbgcVwwAwN3dXVtVVUUGACgtLaXw+fxWQ9jFxUXTUyOzqKiI6uPjIwkMDPQ+c+aMddtngwcPFjo6OvpbWVnpCeE0hb+/f+PJkyfttFotKBQKampqqmV+fn4nD3pOTg49KSmJIZPJxIGBgd5JSUmWAADFxcVUd3f31rG4urpqCgsLu/TAIxD/Jv66Dvv/oCXhZnehAMANaLn+73J3rtTuFr2srab44Ycf7FxcXLTEL+QdUalUeHJysu2bb76pBADw8PDQzpkzp8zDw0Pm5OTkz2Aw9OPHj68z1T7JjlVBtmNVgaElN5HBYICPNm6Cz5YsblevpPwhcNhs0FU8ZAMA8Hg8TWlp6VP5xT4zM5OuVCrJ/fv395ZKpT5ff/21fdvnw4cPF0qlUp8vv/yydefNlJ5mZGTQMAyDwYMHCyUSic9///vfLvOobNu2rXDVqlVuzs7OspUrV7pt2rSpGODprC0IxD8V0uLY29CSC6Mnm3RUAAgDgFOkxbGFT60zz0iTMzIyqHK53DI4OLhd9O1vv/1m7eDgoPXz8+u0sfXLL78wp0+fXgXQ4sBwcXFpTczZVjsFAkHToUOH7AAAfvjhB1ZxWRlOsrauw2j0dr+DLPtiA6xbtBBw7H/DraqpATsGAycctHw+X1NeXt5j2/HDDz/kODs7y+Li4uw3btxYAmBeB7OzsykikUji4eEhmzdvXhmfz28d2zvvvMMXi8WSpUuXurR1bqxfv97R3d3dd/Xq1W47duwogA6YWrfKy8vJDAZDT6FQnmiMTwPkwEA89+DS6AQAcISWyIruQIKWK1zze61T3cSobeyWodXdem05fPiwrYODgy4oKMikc+fYsWOsyZMnt3qjP/jgA/fPP/+8iET6KycRhhmAQm+AhlpXd44r3LtwGrKuXICYY8ehvKLLoA4AtYoJAIDjOJjy3PYULperzc3NTUlPT5dv3ry5cMaMGZ7V1dWt+nTp0qWssrKyexqNBo+PjzcbJj1//vxKV1dXrZ+fn2TOnDnuAQEB9a3jbYNer8eqq6tJd+/eVWzYsKEwKirKq6dnyBGIfxu4NLoSWo73benBa44AgOHS6Kd2RWlvaqspVCoVvmHDBucvv/yyxFSdI0eO2Pbr16+ezWbrAQAqKipIp06dssvOzr5fVlaW0tjYiH/zzTddHhMBACAxWdW6qgo2Eba868hReGPIYHDrwtrxWW8AACAASURBVKEMAKCvq7F/2tf36XQ6LCUlxfL8+fNZ58+fz9q4caNLSkoKDQDg0qVLCrlcnn727NmsPXv2OCUkJFgDmNZTnU6H3bhxw/rHH3/MvXbtWsbJkyeZv/zyS6e8RNu2bXNcv359YVlZWcpnn31WOGPGDP5THRQC8Q+FtDj2SwCQ9eAVRwBwIS2OLX9kzR7wLDS5trYWHz9+vNfnn39e2DaSAKDF4RAREdEp+uLChQtWFhYWhsDAwEfmv9u3b1/et99+6yiVSn1UKhVOoVCMAAD6utpWZ+3p35PAkcWCAKmk0/sYABhUdSbzrnWH7du3F5eVlaVERkZWbdy40elR9QUCgTYzM1Oenp6eGhsb61BYWEgGADh69GhOZmam/MqVK4rLly9bf/PNN62O6I8++qiisLAw9eOPPy5avXp1p6iZnq5bfwfIgYF4UVADQHeuJ/oNWpLE/fZ3HRtpC0ax7JbB3t16bbl06ZL1uXPn7Dgcjt+MGTM8r169yhgzZowH8by0tJSckpJiNXHixFqiLCUlxWr69OmeHA7HLyEhgbl48WLuD0eO0aDNdVWuzmyQikXwx7Ubnb7JdnSAkrwHjkajEfLz8yksFksHAODi4qLNy8tr9cKWlpZSeTxeuzGtX7/ekUgm1PaMHgCAhYWF0dnZWQ8AEBQU1MjlcptTU1PbJRaytLQ0hoeH15w4ccJsuBqFQoHvvvuuUKFQyBMTEx/U1dWRJRJJp4XL2dlZExkZWYPjOAwbNqwRx3FjWVkZmcPhtIu4KCkpaReRgUD82/kriqI7V1DnQUsuoiO4NDrzafahN7XVFOnp6bSioiKaTCaTcDgcv/LycmpAQIBPQUFB65mIY8eOsSZOnNi6VsXHx9twudxmV1dXHY1GM44dO7bm8uXL1l1/AQDDcSNGobTuIF6/lwLfxh4B8euhsOLLzRD760lY+dUWcGU7QXF5ORi1WpqhXsXIz8+ntt1VBGjJd0Ro7oIFC1y7O043NzdNSEhInY2NjcHFxUU3YMAA1c2bNy0BWnbmAFqOiISFhdVcuXLFCsC0nrq5uWkGDBigcnFx0TEYDMNrr71WS7TVlp9++sl++vTpNQAAM2fOVKakpFgBdG9tQSAQUAEtx6YfxREA+BhachE9VXpbk5ubm7GwsDCvCRMmVL/11ls1bZ9ptVo4c+YMc/r06Z1+Tzh06BBr/PjxreU8Hk/bNlqtrXb27du36c8//8xKS0tLf+utt6rd3d2bMbqlum1i5at37sKp338H8euhMH3pcki6fgNmLv8I7O3soFalgqbKh44AAHl5eVTiKFxbBg8eLBSLxZJJkybxzI135syZ1SdPnmQCdE8H+Xy+ViwWq8+fP88A+J9WM5lMw6RJk6qvX7/e6Sj0rFmzqs+dO9fJpja1brHZbJ1KpSJptS2fNjXGZwFyYCBeCP4ymI90o+ob0PL/dV6vdqi72HopASOZd6RgJAPYCXqa5wN27NhRXF5enlJcXHz/wIEDOS+//LLql19+ySWeHzx4kBkSElJjaWnZ6pwoLi6+T/wJDQ1Vbtq0qWDa9Ok1eZU1lWp1y+/4yppa+PP6TfD28uz0zfDXh0PMkR+p0FTP3LVrl/2IESNqAABGjx5dc+jQIXuDwQCJiYlWDAZD31FcP/roowoimVDbEDcAgJKSEjKRKFMul1Pz8vJo3t7ezbW1tTgRJqfVaiEhIcFWLBabvaJKpVLhdXV1OADAiRMnbEgkkrFfv36dHBjh4eE1iYmJDACAlJQUmlarxZ2dnXURERE1x48fZ6nVakyhUFDz8vLoQ4cORVfHIhDt6Y4e8wEgCgDOPPWv96K2mqJ///7q6urqe4SGstlsze3bt9O5XK4OAKCqqop0/fp1RlRUVKtxzefzNbdv37ZWqVS4wWCACxcuMHx8fMzuBJIdncoBxw0AAPu/WA+Z538DxdkE+GzJIogaPQo+WbgAXBwdgWFlBdfvpYCmssLp0KFD9mPGjGln1JPJZCA0d8uWLSajRjoSGRlZc/XqVWutVgsqlQq/c+eOtZ+fn7qurg5XKpU4AEBdXR1+8eJFG5lMpgYwrafjxo2rUygUFiqVCtdqtfDnn38ypFJpp/E7OjpqT58+zQBoSQjK4/GaALq3tiAQ/3ZIi2MfAkBiN6pOBIAa0uLY3EfW7Cm9qMkGgwEmT57ME4lETR9//HGnyJFffvnFxtPTs8nLy6udNuj1eoiPj2/n2ODxeFpra2tDYmKilcFggLbaSdzUodfrYfXq1S5vv/32Q4xK1ZBsbFsjwNcunA/ZiedAcTYBYjZ+AcH9A2HfF+sBwzAY0j8QfjpxwtagVtP37dtnP2rUqHaaDNASUaxQKORHjx7tFCV+//59GvH3Y8eO2Xl5eakBTOvggwcPKPX19RhAS9TEjRs3rKVSaZNWqwXiZqnm5mbs9OnTtr6+vuqO3zh69Kgtj8fr5PgytW7hOA4vv/yyav/+/UwAAFNjfBYgBwbiReI0tERiPIp4ALDo5b50C4xM1wPLp9RsJZZPKUaiPfVokbi4OFZUVFR3olbgruJB44CR442ykJGGoeOnwOL33gE/n5ab895Z/BHcvNvirP/P3PfgfPIlTCDx4//+++82a9asKQUAmDhxYi2Px2vm8Xi+77//Pm/Hjh09Or5z9uxZa7FYLBWLxZLIyEivLVu25LPZbH1dXR0eFhYmEIlEEolEInVwcNAuXbq0AgAgJibGjs1my+7evWs1btw44eDBg4UALc4QmUwm8fT0lG7cuNE5NvZ/C/WkSZN4RELPefPmVebm5tKEQqF08uTJnrt3787FcRxeeumlprFjx1aLRCLpiBEjRJs3b87vKukcAvEvpwJaknI+imTo3s5gj+htbQ0PD/cYPHiwODc3l8Zms2XE7UbmOHTokF1QUFCdjY1N6zdDQkIawsPDlTKZzMfb21tqMBiwRYsWVQAArFu3zonNZsvKy8up/v7+rTtyf1y+Qpu16uMm3NJShZFIJhNobvnv/8EHqz8G6ZChdp48nm7ChAm1pup2hanvBwQENL366qu1YrFYGhAQ4DNt2rSKwMDApqKiIvLLL78s9vb2lgQEBPi8/vrrNZGRkXUApvXU0dFRP3fu3PK+ffv6SCQSqUwma5w8eXItQHs93rlzZ/7y5cvdvL29JStXruR8++23+QBPvrYgEP8iunOTiBa6p9s9pjc1+dy5c9Y///yz/aVLlxhEVNnRo0dtiecdEycTJCQkMFxcXDQSiaRdlMCOHTvy33vvPT6Px/Pl8/nNhHbu27ePxefzfb28vHxdXFy08+bNq8IwDIrVTRVj3p9jwC0tVeb6uW7hAth2IAb38vYWK5VK8vz5802cxe6aJUuWuAmFQqlIJJIkJiba7Ny5sxDAtA6mpKRYBAQE+Hh7e0sGDRrkPXfu3LL+/fur1Wo1/uqrrwpFIpFEKpVKXFxctMS6s3nzZieBQCAVi8WSrVu3sg8cOJALAJCXl0cJDg4WAJhftzZt2lS0fft2Zy6X6/s4Y3xaYE/77CQC0ZsY0vZ/BACfPaLaKgCIwaXRvWro3Lt3L8/f379bP7iGshvOUJ3u0i7BEUYyAMunFHcOfOKM/E8Do15HBrWKBQ1KNzCC+eQWGGbA2B53nlHXnkvu3bvn4O/vz/+7+4FA/F0Y0va7AEABAJjz8BUAQDAujc7rbrv/NG19HIxGIxibm2jNuQ8kYDRibUOYu4Liwskls+y75bD+J4L0GIEA0G+K+glaEiabIxIALpIWx3ZbL5AmAxiammi6qgonfW2N46P0GLewqKd5CjOeVd+eR3pbk9G2IuJFYx8ArAAAk2eIAWAoAHz1THrTTXDnwDKjo+wh1GQzjdpGCkax1IKdQNkbkRePC0Yi64wUqhpwcjPodXTzlbHnpt8IBOLvAZdGlxrS9h8BgDfNVOMCgKUhbT/laSbxbO3DC6CtjwOGYWDESQYSg1HdNoGcyfp/HTlBIBD/arbCox0YA6AlX1yv8I/VZBqtGbewaDTU1+mMOr35RKQ4rn9G3frXgo6QIF4ocGl0OQCMBIAvAMBU4hhvAHAxpO1/OldkPCUwEs2A2UurcOfAMsxeWvU8ijlGs1IBw77TlUqdK+Imw5oRCMS/iuUAMB8AzEVkBQKA2duDnoQXQVsfB5xK1VJc3QswCvXRR3DIZKTJCMS/HNLi2GQAiACAA2aqDQIAmpnnT8w/UZMxDAMyy6GKZGf/8JF1cRJyYPQyyIGBeOHApdF/4NLo/wCAGwBMA4CcDlU4ANAPAJ7oKqN/LTRLFWCY+bNlJDK6lQOBQAAujS7BpdHbAGAwALwMAIe7qDYd2tx0hOg+GI4bcUvLukfWo1CRJiMQCCAtjj1OWhwbDQAeALAIADrmxhkIAGZvwECYhsRgPDLXEEahID3uZZADA/HCgkujK3Bp9A8AIAUAd2gJVR4LLWIdDACNf2P3XlgwDAOwtCkB3EyUBYn81JPyIRCIFxdcGt2IS6Ov4dLoKABwhRYHcx8ASICW20jszbyOMAPZ3vEhRqWavrkEw4wYhYJu5kAgEK2QFsfmkRbHfgUt9rE7AHgCwIfQkgx/0N/ZtxcZzMJSTWIwqjEzx0Qwajei5hBPBMqBgXjhwaXRTQBQ9Nc/Cw1p+70AoBaXRqOQ2scEY9iXGa1ZZdBUbwe1FV6dKtAs/5ZrkxAIxPMPLo0mMtEXG9L2jwIAe1waXfF39ulFBqdbNNGF4jRDUxNNW1zgYWhqsmr33MqqFsNxFOGCQCA6QVocqwIA4vaMr/Wbon4kLY7tdBUpontgGAZUrkeuUa/HdZUPnXSVFZwOFYw4w6ZHN0Iheg5yYCD+ceDS6KpH13r2GNUqklH+BxPqayhgbafFJEFKzILx3J6TwzAMjC3HSQxgNP4vWotKr8Po1o8MaUYgEAhcGm2AlitXe40XTVsfF5xOb8aotCbo4MCgOHMK/64+IRCIF4tn4bz4N2gyRiIZcGuGCirbL29kJqscp9JQRFwvg46QIBDPAENyrLNh94cy4+8/8Iw3T7oaf/+BZ9j9ocyQHOv8JO1yOBw/kUgkEYvFEl9fXx+ifP78+a5E+aBBg4R5eXkUAIA7d+7Q+/TpI6ZSqQGrVq1it23rk08+cRIKhVKBQCBdu3atE8BfiYisbEva3jpyPvlPg1gslggEAmlgYKA3UR4XF2fD5/N9uVyu74oVK3o8rv79+3vz+Xxf4o7v4uLiVgfr3r17mV5eXlKBQCANDw/3AADIzMykSiQSH6IvGzZscCTq79q1iyUSiSQikUgSFBQkLC0tNemsTUpKsiSTyf3279/PJMq2b99uz+PxfHk8nu/27dtR6DsC8ZzSW9o6YcIEPovF8hcKhdKOzz799FMnDw8PqUAgkL733ntuAAAZGRlUOp0eQOhXVFQUl6jf1NSETZkyhcfn8309PDykBw4csCOedaVtHWmrZ69FvUmrrK9XAwBU19bCqFmzwUMkEg0cOFBYUVFB6skYExISrCUSiU9H/YuPj2cQ4xCLxRIajRZw8OBBOwCAiIgIPofD8SOeXb582QIAYOXKlWyiTCgUSkkkUr/y8nISAMCaNWucBAKBVCgUSsPDwz0aGxu7TLBtai6QHiMQLw69ocmNjY2Yn5+fj7e3t0QgEEgXLlzoSjxTKBRUmUwm5nK5vmFhYZ5NTU0YAMCGDRscCTu4X79+3rdu3aIDmNfqoKAgIfGNqKgork7XOZC7qqqKFBISIvD29pZ4+/fh7z95qh7+UrQffvkVRC8PdHgcrTI3xs8++8yRy+X6YhjWr609W1FRQXrttde8RCKRxM/Pz+fGjRutNwia0l2DwQAffvghh8/n+3p6ekrXrVvn1LEvly9ftujTp49YIBBIRSKRZM+ePa3rg6n5ftZgRiOKOkQgHofu3ottSI51Nt44yTH1HAscVYwPiXqsu7E5HI7fzZs3011cXNqpbHV1Nc5isQwAAOvWrXOSy+X02NjYguLiYnJ2djY1Li6OyWQydWvXri0HALhx4wY9KirK6/bt2+l0Ot0QHBws2r17d76vr2+zsa7SFQAw0Gnp1ar6ppeHj2CdTjiTIRQKNcXFxWQOh6PT6XTg4eHh+9tvv2V6enpq/f39fWJjY3P69etn+tx2B/r37+/95ZdfFg4ZMqRd7pL79+/TJk6c6JWcnJzh6OioJ77Z1NSEGY1GsLCwMNbW1uISiUT6559/KjgcjpbNZvunpaWlubi46N577z03S0tLw+bNm0s6flOn08HgwYNFNBrNMGPGjKro6GhleXk5qV+/fpJbt27JcRyHvn37Su7cuSN3dHRst3vQ23dcIxD/Vp4HbU1ISLBmMBiG6Ohoj6ysrDSiPD4+nrF+/XqXxMTELAsLCyOhRxkZGdRRo0YJ29YlWLhwoater4dt27aV6PV6ePjwIdnFxUVnStvavqvVaqGtnn3w7rueDBqV+snSxZola9fRbFkszdr1n+f+38qVTkqlkrRz587i7o4xIyODWlNTQ/r888/Zo0ePro2OjlZ2rFNeXk4SiUR+RUVFKQwGwxAREcEfNWpUl3UJYmNjbbdt28a+evVqZm5uLmXw4MHijIyMVGtra+PIkSM9R4wYUTtv3rx2kZKm5gLpMQLx9/N3a7LBYACVSoXb2toampubscDAQO+vvvqqcPjw4Q0jR470HDt2rPLdd99VRkVFcf39/dXLly+vaGsHHzp0yPbbb791+uOPP7LMaTXxjsFggNDQUK+IiIjqd999t53W/ec//3Gura0l7dy5s7i4uJjsK5HICu7erlDV1tBeGTXG+trlP7NJFpZqU1r1OGP8888/LRwcHPQhISHebW3+2bNnu1lbW+s3bdpUeufOHfoHH3zAvXLlilnd3bp1q/3vv//OiIuLyyORSNDVupOSkkLDMAz8/Pya8/LyKIGBgT7p6elpDg4OelPz3XE8va3JKAIDgehFjGoVyXjnrIvZOnfOuhib6p/qzyIh2gAADQ0NOIa1OEg5HI4uODi4kUKhtPNc3r9/36Jv3771DAbDQKFQYNCgQaojR47YAQBgNg4lmI1DMcZyebDncJxuROjIKqFQqCHaAwD4/fffrXg8XrNEItHQ6XTj+PHjq+Pi4uzgKbBjxw7HWbNmPSQWAeKbdDrdaGFhYQQAUKvVmMHQMmSDwYAZjUZQqVS4wWCAuro63NXVtcuM0J999pnTmDFjlA4ODq3i/fPPP9sOGTKkjs1m6x0dHfVDhgypO378uO3TGAsCgXg69La2hoaG1js6Onbaftu5c6fjsmXLSgnt6Wj4dcXhw4cd1q1bVwYAQCKRgDA+TWlbWzrqWU19vc6Rx6+kcj1yfj2fSHr7/fcLMRLJMHv27KqEhARmx/fN4e3trRkwYIAax01P0cGDB5nBwcG1DAaj29cgHj58mDVhwoRq4t96vR5raGjAtVotqNVq3M3NrVN4tam5QHqMQLwY9KYm4zgOtra2BgAAjUaD6XQ6DMMwMBgMcOXKFQbhUJ05c2ZVfHy8HUB7O7i+vp5E2MHmIN7RarWYVqvFunoHwzBQqVQkwuHAsLXVWHL5hfHXblYPCgqqceby6h9Hq0yNEQBg0KBBam9v7052bEZGBv21115TAQD07du3qaioiFpYWEgGMK27e/fudfrkk09KSaSWgL2u1h2ZTNbs5+fXDADA5/O1LBZLV1paSjY3388a5MBAIHoRo/wPJug05n/OdBrcmPZHjwzPtgwfPlwolUp9vvzyS4e25R9++CHH2dlZFhcXZ79x48ZO0Qdt6dOnj/r69euMsrIykkqlws+dO2dbWFhI7VgvMzOLWlNTQ+7fv7+3VCr1+frrr+0BAAoLC6kcDqdVXN3c3DTFxcWd3n8U77zzDl8sFkuWLl3qQjgksrOzaZmZmfSAgACxv7+/OC4uzoaon52dTRGJRBIPDw/ZvHnzyvh8vpZGoxk3b95cEBAQIGWz2bLMzEyLBQsWdNo5yM3NpcTHxzOXLVvWznNcXFxMcXNzax0Lh8PRFBcXU3o6FgQC0Xs8C23tipycHHpSUhJDJpOJAwMDvZOSkiyJZ0VFRVQfHx9JYGCg95kzZ6wBACorK0kAAIsWLXKVSCQ+oaGhnoSBaU7bCMzpWVVVFZnv4akBAHB3d9dWVVU99bxmcXFxrClTplS3LVuzZg1HJBJJ3n77bXe1Wt3OwlepVHhycrLtm2++qQQA8PDw0M6ZM6fMw8ND5uTk5M9gMPTjx4/vlEPJ1FwgPUYgXgx6W5N1Oh2IxWIJm832Dw4OrgsJCWkoLy8nMxgMPYXSIgl8Pl9TXl7eanuuX7/e0d3d3Xf16tVuO3bsKCDKu9JqgsGDBwsdHR39rays9F1Fmi1btuxhVlYWnc1mywICAqQbNmwo/CuSgeLm7t56+8jjaFVXYzRX39fXV/3jjz8yAQAuXrxoWVpaSsvLy6Oa093CwkLawYMHmb6+vj5DhgwR3r9/n2buGxcvXrTUarWYRCJpftR8P0uQAwOB6E3qa7onXg3KxzLILl26pJDL5elnz57N2rNnj1NCQkKrEG/fvr24rKwsJTIysmrjxo2dzri1JSAgoGn+/Pllw4cPFw0bNkwolUobCe9sW3Q6HZaSkmJ5/vz5rPPnz2dt3LjRJSUlxaz4dZejR4/mZGZmyq9cuaK4fPmy9TfffGMP0OJFfvDgAe3KlSsZR48ezZk7dy6f+KVAIBBoMzMz5enp6amxsbEOhYWF5ObmZmz37t2O165dk5eXl6dIJBL1ihUrOu0KfPDBB+6ff/55UVfjRCAQzzm9rK2m0Ov1WHV1Nenu3buKDRs2FEZFRXkZDAbgcrna3NzclPT0dPnmzZsLZ8yY4VldXY1rtVqsvLycMmjQoAa5XJ4+YMCAhg8//NCdaMuUthF0V89wHIfu7DD2hPz8fEpGRoZFW4fD5s2bi3NyclLv3buXrlQqSStXrmx3rv3IkSO2/fr1q2ez2XqAljPap06dssvOzr5fVlaW0tjYiH/zzTesjt/qzlwgEIjnmF7WZDKZDAqFQl5QUJBy+/Ztq7b5Hkzx0UcfVRQWFqZ+/PHHRatXr3YBAJNaTbxz6dKlrLKysnsajQaPj4/v5FT++eefbX19fdXl5eUp169fly9evJjb9v0noadjXLt2bWltbS1JLBZLtm7dyhaLxY0kEsloTnc1Gg1Gp9ONqamp6W+//XbFjBkz+Kbaz8/Pp0RHR3vu2bMn73mzlZEDA4HoTaztupeJ2Ir5WBmLPTw8tAAtIWBhYWE1V65csepYZ+bMmdUnT558pMd74cKFlWlpaek3b97MYDKZepFI1Cl/hZubmyYkJKTOxsbG4OLiohswYIDq5s2blu7u7u0iLoqKitpFZAC0REsQSZPaJtzsOBYmk2mYNGlS9fXr160AAFxcXDSjRo2qodFoRrFYrPHw8GhKS0tr5zTh8/lasVisPn/+POPq1asWAABSqbQZx3GYMmVK9bVr1zrNS0pKitX06dM9ORyOX0JCAnPx4sXcgwcP2nE4HG1RUVHrWIqLi6kcDgdllEYgnid6WVtN4ezsrImMjKzBcRyGDRvWiOO4saysjGxhYWF0dnbWAwAEBQU1crnc5tTUVDqbzdbR6XTD9OnTlQAAb775ZnVqaqolQPe0zZye2dvb6/Lz8ykALYYmi8XqFAocGRnJF4vFkuDgYEFPxxoTE8McMWJEDY1Gaz1yyOPxtDiOg4WFhXHmzJlVt27daqetx44dY02cOLE1YiM+Pt6Gy+U2u7q66mg0mnHs2LE1ly9fbrfjaW4ukB4jEC8Iz0iTHRwc9EFBQar4+HhbNputU6lUJK22pcm8vDwqm83udNRi1qxZ1efOnbMDADCl1W3rW1paGsPDw2tOnDjR6XjE999/bz9hwgQljuPg6+vb7O7u3nzv3j16d7TqwoULVoQdfOjQIZPHS9qO0dxcsFgsQ1xcXJ5CoZAfP348V6lUksVicbM53WWz2ZopU6YoAQCmTZtWk5mZadFV29XV1XhoaKhg9erVxcOHD2/4691uzfezADkwEIheBJMEKYFMNX92mEw1YNIgkwnRTFFXV4crlUqc+PvFixdtZDKZGqAlIRpR79ixY3ZeXl7qR7VH3PqRlZVFPXXqlN0777xT3bFOZGRkzdWrV621Wi2oVCr8zp071n5+furg4OCGvLw8ukKhoDY1NWHHjx9nRURE1LR9VyAQaBUKhVyhUMg7HtvQarVAZFZubm7GTp8+bevr66sGABg/fnxNUlISAwCgtLSUnJubS/f29m5+8OABpb6+HgNo2eW7ceOGtVQqbeLxeNrs7Gx6SUkJGQDgzJkzNl05Y4qLi+8Tf0JDQ5WbNm0qmDZtWs3YsWNrk5KSbCoqKkgVFRWkpKQkm7Fjx6I7vRGI54je1FZzhIeH1yQmJjIAWhKdabVa3NnZWVdSUkImMtbL5XJqXl4ezdvbuxnHcRg+fHjtqVOnGAAAp0+fthEKhWa1re33zOnZG2+8UbNr1y57AIBdu3bZjxgxop3mAgAQxm1SUlJ2T8caFxfHioqKarcOEA4Tg8EAx48ft/Px8WldW6qqqkjXr19nREVFtfaDz+drbt++bU3k8Lhw4QLDx8enkx6bmgukxwjEi0FvanJJSQmZiMiqr6/HLl68aOPj49OE4zi8/PLLKuIWpX379tmPGjWqBqC9HXz06FFbHo/XTLTVlVbX1tbihL5ptVpISEiwFYvFnWxnDoejOXv2rA0AQGFhITknJ4cuFos13dGqkJCQBsIOnjp1artnpsZobl4qKytJxC0gX331lUP//v1VLBbLYE53Q0NDa86cOUOsRwxiXtrS1NSEhYWFCSZPnlzV9hiNufl+1jz185IIBOJ/YBYMPdb39VKzWZn7vl6K0a27nSCNoKioiDxu3DgBQEv4bURERFVkZGQdAMCSJUvcf8I72wAAIABJREFUcnJy6BiGGd3c3DTfffddPgBAQUEBOTAwUNLQ0EDCMMy4a9cudnp6eiqLxTKMHj3aq6amhkwmk41btmwpcHBw0AO0XEUFALBs2bKKgICApldffbVWLBZLcRyHadOmVQQGBjYBAGzatKlgxIgRIr1eD1FRUZUvvfRSt28gUavV+KuvvirUarWYwWDAgoKC6hYtWlQBADB+/Pi6M2fO2Hh5eUlJJJJx7dq1hc7OzvoTJ05YLV++3A3DMDAajTB37tyy/v37qwEAli5dWjp48GBvMplsdHNz08TGxuZ2HIupvrDZbP3SpUtL+vXr5/NX3RIiHBqBQDwf9Ka2AgCEh4d7XL16laFUKslsNlv2n//8p2ThwoWV8+bNq5w0aRJfKBRKKRSKYffu3bk4jsPZs2et161bxyGTyUYcx41btmzJJ3Rj8+bNRVFRUR5Lliwh2dvb62JiYvIATGsbAIBYLJYoFAo5n8/XmtKzNWvWlI4bN86Lx+M5cDgczYkTJx70ZIxJSUmWEydOFNTV1ZESExPtPv30U9fs7Ow0gJYbSkpLS6kjR45UtX1n0qRJHtXV1WSj0YhJJJLGmJiYfOLZoUOH7IKCgupsbGxa5zwkJKQhPDxcKZPJfMhkMkil0kZC2xcsWOAaGBjYMHXq1Fpzc4H0GIF4/ulNTS4sLKTMmDHDQ6/Xg9FoxMaMGVM9ZcqUWgCATZs2FU2aNMlr3bp1HKlU2jh//vxKAIDNmzc7/fHHHzZkMtloa2urO3DgQC4AmNTqwsJCclhYmECj0WBGoxEbOHBg3dKlSysA2tuOn376aenUqVP5IpFIYjQasY8//riISMz8JFplbozr1q1z2r59u3NVVRXF399fMmzYsNqjR4/m3717l/7OO+94AACIRCL1oUOH8gDM6+7atWvLIiMjPb755hu2paWlYc+ePXkAAMnJyZY7duxwPHr0aP6+ffuYN27csFYqleTY2FgHAIB9+/blDhw4UG1qvp816BpVBOIx6e61UgB/XS1156xLuwRHZKoB6/t66eNe84f4e0HX9iEQvQPSVkRPQXqMQPQeSJMRPaW3NRlFYCAQzwB8SFSZsf/oh8a0P5jQoKSAFVOLSYOUj7s7iEAgEAikrQgEAvE8gTQZ8SxADgwE4hmB0a0NWL/Qqr+7HwgEAvFPAmkrAoFAPD8gTUb0NiiJJwKBQCAQCAQCgUAgEIjnHuTAQCAQCAQCgUAgEAgEAvHcgxwYCAQCgUAgEAgEAoFAIJ57UA4MBOIZoa9RkmpO/sTUVTykkB2dtHajIpQkOya6Dg6BQCCeAKStCAQC8fyANBnR26AIDATiGVC+Zb1z1hsvyx5++Qmv+vtdrg+//ISX9cbLsvIt652fpF0Oh+MnEokkYrFY4uvr69P22aeffurk4eEhFQgE0vfee88NAODixYuWYrFYIhaLJd7e3pKYmBg7ov6aNWucBAKBVCgUSsPDwz0aGxsxU989cOCAHYZh/ZKTky2Jso8++siZy+X68vl8359++smmp2PJysqiDho0SOjp6Sn18vKSZmRkUAEAFAoFVSaTiblcrm9YWJhnU1MTRtQfMGCAyMfHRyISiSRHjx61BQAoKysjDRgwQGRpadl3+vTpXHPf7GqOnsZYEAjEs6G3tHXChAl8FovlLxQKpW3Lw8LCPAkN5XA4fmKxWAIAkJGRQaXT6QHEs6ioKC4AgFKpxIkysVgsYTKZ/jNnznQHMK1hHamsrCSNGDHC08PDQ+rp6Sk9f/68FQBAeXk5aeDAgUIej+c7cOBAYUVFBaknY0xISLCWSCQ+ZDK53/79+5ltn73//vscoVAoFQqF0j179rQ+MxgM8OGHH3L4fL6vp6endN26dU5t30tKSrJs2158fDyj7fhpNFrAwYMH7aAD5uYC6TEC8eLQG5rc2NiI+fn5+Xh7e0sEAoF04cKFrsSzzz77zJHL5fpiGNavtLS0dWO+oqKC9Nprr3mJRCKJn5+fz40bN+jEM1P27qP0DQDg8uXLFn369BELBAKpSCSStNVHU/Zqd5k/f74rYdMPGjRImJeXRwEAOHnyJIPBYPQhdHTJkiUuxDum1gdTba1cuZJNtCMUCqUkEqlfeXm5ybVjxowZ7paWln2Jf6vVaiwsLMyTy+X6ymQyMWGrP2uQAwOB6GXKt6x3rj7wLcfY3NTu583Y3IRXH/iW86SGdlJSUqZCoZCnpqamE2Xx8fGMU6dO2cnlcnl2dnbaypUrywAAXnrppab79+/LFQqF/OzZs1kLFizgabVayM3NpezevZt99+5deVZWVpper8f27t3L6up7SqUS//rrr9kymayBKLt16xb9+PHjrIyMjLQzZ85kLliwgKvT6Xo0jqlTp3osWbKkPCcnJ+327dvprq6uOgCARYsWuc2dO7e8oKAg1dbWVrd161YHAIBVq1a5jB8/Xpmeni4/fPhwzqJFi7gAAJaWlsa1a9eWfPzxx0Xmvmdqjp7GWBAIRO/Tm9o6c+bMyl9//TWrY/mpU6dyFAqFXKFQyEeOHKkcNWqUknjm7u7eTDyLjY0tAABgMpkGokyhUMhdXV01EyZMUAKY1rCOvPvuu+6vv/56XW5ubppcLpf36dOnCQBg9erVLkOHDlXl5+enDh06VLVq1aoejdfT01Ozf//+vPDw8Ha3BRw5csT23r17lnK5PO3WrVvpW7duda6ursYBALZv325fVFREefDgQWpOTk5adHR0NfGeTqeD5cuXuw0aNKiWKAsPD1cRY09KSsqg0+mGsWPH1nXsi6m5QHqMQLw49JYm0+l046VLlzIyMjLkaWlp8sTERJvExEQrAIDg4OD6c+fOZbq6umravvPf//7XRSaTNWZmZspjYmJy582bxwUAs/auOX0jsLa2Nhw8eDA3Ozs77ezZs1krVqxwr6ysJAGYtle7y+rVq8syMzPlCoVCHhoaWrtixYpWR8VLL71UT2jpl19+WUqUm1kfumzrk08+KSfaWbNmTVFgYKCKzWZ3GR2TnJxsWVNT0+60xtatWx1sbW11BQUFqXPnzi1ftGiRW1fv9jbIgYFA9CL6GiVJefiAi7k6ysMHXPS1NU/1Z3Hnzp2Oy5YtK7WwsDACAHA4HB0AAIPBMFAoFABo8aJi2P+cw3q9HmtoaMC1Wi2o1Wrczc1N21Xbixcv5ixZsqSMRqMZibK4uDi78ePHV1tYWBjFYrGGx+M1//7771bd7e+tW7foer0exo0bVwcAYGtra2AwGAaDwQBXrlxhREdHKwEAZs6cWRUfH28HAIBhGNTV1ZEAAJRKJcnJyUkLAGBjY2N444036ul0utk7x03N0ZOOBYFA9D69ra2hoaH1jo6OJn9TNhgMEB8fz3rrrbc6GbimSElJoVVVVVHeeOONegDTGtaWqqoq0rVr1xgLFiyoBGgx5B0cHPQAAGfOnLGbPXt2FQDA7NmzqxISEpgd3zeHt7e3ZsCAAWocbz9FaWlp9EGDBtVTKBSwsbExSCSSxuPHj9sCAOzdu9fpk08+KSWRWjbsCN0EAPjss8+cxowZo3RwcOhy3g4ePMgMDg6uZTAYnbTZ1FwgPUYgXgx6U5NxHAdbW1sDAIBGo8F0Ol2r/Tpo0CC1t7e3puM7GRkZ9Ndee00FANC3b9+moqIiamFhIRnAtL1rTt8IZDJZs5+fXzMAAJ/P17JYLF1paSnZnL3aXVgsVqs2NjQ04G1t9K4wtz50p63Dhw+zJkyY0OUaptPpYOnSpW5bt25ttxl48uRJu5kzZ1YBAERHRysvX77MMBjMmtu9AnJgIBC9SM3Jn5gdPdEdMTY34bXxP/XI8GzL8OHDhVKp1OfLL79s9fTm5OTQk5KSGDKZTBwYGOidlJTUetTjwoULVgKBQBoQECD96quv8ikUCnh4eGjnzJlT5uHhIXNycvJnMBj68ePHd9olu3TpkmVxcTF18uTJtW3Li4uLqe7u7q0LiKurq6awsLDbYWVyuZxuY2Ojf/311718fHwks2fPdtPpdFBeXk5mMBh6wunC5/M15eXlVACA9evXl/z4448sNpstGz9+vHDbtm0FPZk3U3P0pGNBIBC9z7PQVnP89ttv1g4ODlrCkAUAKCoqovr4+EgCAwO9z5w5Y93xnZiYGNbo0aOrCYdBdzQsIyODymKxdBMmTOD7+PhIJk2axKurq8MBAKqqqsg8Hk8LAODu7q6tqqp6KnnN+vbtq05MTLRVqVR4aWkp+fLlyzaEBhYWFtIOHjzI9PX19RkyZIjw/v37NICWXc34+HjmsmXLKky1GxcXx5oyZUqXxrKpuUB6jEC8GPS2Jut0OhCLxRI2m+0fHBxcFxIS0mCuvq+vr/rHH39kArQcny4tLaXl5eVRzdm7pvTNFBcvXrTUarWYRCJpNmev9oQPP/yQ4+zsLIuLi7PfuHFjCVF+584da29vb8mQIUOEN2/epAOYXx/MtQUAoFKp8OTkZNs333xTCV2wfv16p5EjR9YQawxBeXk51cPDQwMAQKFQwNraWl9eXv7Mc2oiBwYC0YvoKh5SulNPW9m9eh25dOmSQi6Xp589ezZrz549TgkJCdYALd7l6upq0t27dxUbNmwojIqK8iI8pCEhIQ3Z2dlply5dSt+4caNLY2MjVlFRQTp16pRddnb2/bKyspTGxkb8m2++aXeERK/Xw6JFi9y3bdtW+Dh9NYdOp8Nu3rxpvWXLlsKUlBR5Xl4ebfv27WZD7/bv38+aMmVKVXl5ecrx48ezZsyY4aHXdz9HlLk5QiAQzze9ra2P4ocffmBFRES0/jLO5XK1ubm5Kenp6fLNmzcXzpgxw5M4dkFw4sQJ1rRp01rf6Y6G6XQ6LD093XLOnDkV6enpcktLS8PKlSs7hWHjOA6P2q3rLuPHj6977bXXagIDA8UREREeAQEB9SQSyQjQsvtJp9ONqamp6W+//XbFjBkz+AAAH3zwgfvnn39eROxcdiQ/P5+SkZFh0ZVjHODJ9RyBQPy99LYmk8lkUCgU8oKCgpTbt29btc1p0RVr164tra2tJYnFYsnWrVvZYrG4kUQiGc3Zu6b0rSvy8/Mp0dHRnnv27MkzpXuPw/bt24vLyspSIiMjqzZu3OgEADBw4MCG/Pz8lIyMDPmcOXMeRkRECAAevT501RbBkSNHbPv161ff1fGRvLw8ys8//8xcsWLFw6c2sKcMcmAgEL0I2bFzSHBXUBy6V68jHh4eWoCWMLewsLCaK1euWAEAODs7ayIjI2twHIdhw4Y14jhuLCsra+chDQgIaLKystLfvHnTIj4+3obL5Ta7urrqaDSacezYsTWXL19ut4NYU1NDysrKooeEhHhzOBy/e/fuWUVGRgqSk5MtORxOu12xkpKSdrtmAAAxMTF2ROKgtsk/AQC4XK5GLBarJRKJhkKhwOjRo5W3b9+2ZLPZOpVKRdJqW6YnLy+PymazNQAAP/zwgwPxy8Crr77a0NzcjHccozlMzVF3xoJAIP5eeltbzaHVauHMmTPM6dOntzojLCwsjM7OznoAgKCgoEYul9ucmpraamBfuXLFQq/XY0FBQY1EWXc0jM/na9hstobYbZw0aZLy3r17lgAA9vb2uvz8fApAizHNYrE6hTtHRkbyxWKxJDg4WNCTMX7xxRdlCoVCfvny5Syj0Qje3t7NAABsNlszZcoUJQDAtGnTajIzMy0AAFJSUqymT5/uyeFw/BISEpiLFy/mtk3WGRMTwxwxYkRN26OHbTE1F0iPEYgXg2elyQ4ODvqgoCBVfHx8l0mPCVgsliEuLi5PoVDIjx8/nqtUKslisbjZnL1rSt86Ul1djYeGhgpWr15dPHz48Ia/3jVpr7Zl8ODBQrFYLJk0aRLPXP9nzpxZffLkSSYxFuIIzaRJk2p1Oh1WWlpKNrc+mGqL4NixY6yJEyd2GRF39epVy/z8fDqfz/fjcDh+TU1NOJfL9SXmKDc3lwrQshbW19eT2Gz2M09MhBwYCEQvYjcqQonRzOdiwGh0g214RJchXOaoq6vDlUolTvz94sWLNjKZTA0AEB4eXpOYmMgAaDl3rdVqcWdnZ51CoaAS4pqZmUnNycmhC4VCDZ/P19y+fdtapVLhBoMBLly4wPDx8Wlq+z17e3u9Uqm8V1xcfL+4uPi+v79/Q1xcXPaQIUMaIyIiao4fP85Sq9WYQqGg5uXl0YcOHdouvG/69Ok1ROKgIUOGNLZ9Fhwc3FBXV0cqKSkhAwBcvHjRRiKRqHEch5dffllFZLTft2+f/ahRo2oAWkKJT58+bQMAcPv2bbpGo8FcXFy6LaKm5qg7Y0EgEH8vvamtj+KXX36x8fT0bPLy8mo1xEtKSshEckm5XE7Ny8ujEb/0AwAcPHiQNW7cuHbGYnc0jMvl6pydnTX37t2jAQCcPXvWxtvbuwkA4I033qjZtWuXPQDArl277EeMGFHTsa+EAZ+UlJTd3fHpdDooKysjAQBcu3bNQqFQWI4fP74WACA0NLTmzJkzDACA06dPM3g8XjMAALEuFBcX3w8NDVVu2rSpYNq0aa39iYuLY0VFRZnMF2JqLpAeIxAvBr2pySUlJWQiUWZ9fT128eJFm442akcqKytJxC0gX331lUP//v1VLBbLYM7eNaVvbWlqasLCwsIEkydPriLyXQC0RMGZslfbcunSpSyFQiE/evRofsdnbY+sHDt2zM7Ly0sNAFBQUEAmIoQvXrxoaTAYgM1m68ytD6baAmjJnXH9+nVGVFRUp/4BAEyePLm2srKy1d6n0+mGgoKCVACAsLCwmn379tkDAOzfv5/5yiuvqDrmUXoWPPMzKwjEvwmSHVPPnDKjtPrAtxxTdZhTZpSSbO16fHahqKiIPG7cOAFAy3GIiIiIqsjIyDoAgHnz5lVOmjSJLxQKpRQKxbB79+5cHMchMTHRetSoUS5kMtmI47hx06ZNBS4uLjoXFxddeHi4UiaT+ZDJZJBKpY2LFi2qAABYsGCBa2BgYMPUqVNrTfXlpZdeaho7dmy1SCSSkkgk2Lx5cz6Z3H15IZPJ8PnnnxcNHTpUBADg5+fXuHDhwkoAgE2bNhVNmjTJa926dRypVNo4f/78SgCAr776qnDWrFn8HTt2sDEMg2+//TaPEFEOh+NXX19P0mq12G+//WZ3+vTpzH79+jVNmjSJN2fOnIohQ4Y0mpqjJx0LAoHofXpTWwEAwsPDPa5evcpQKpVkNpst+89//lNCaFJXic/Onj1rvW7dOg6hrVu2bMlvG5r766+/suLj49vdamJKw/Ly8ihvvfUWj3A6bN++vWDq1KmeGo0G43K5zYcPH84DAFizZk3puHHjvHg8ngOHw9GcOHHiQU/GmJSUZDlx4kRBXV0dKTEx0e7TTz91zc7OTtNoNNigQYPEAADW1tb677//Poc417127dqyyMhIj2+++YZtaWlp2LNnT96jvpORkUEtLS2ljhw5UtW2vO3aYmoukB4jEC8GvanJhYWFFOJYmdFoxMaMGVM9ZcqUWgCAdevWOW3fvt25qqqK4u/vLxk2bFjt0aNH8+/evUt/5513PAAARCKR+tChQ3kALceoTdm7pvQtOTnZcseOHY5Hjx7N37dvH/PGjRvWSqWSHBsb6wAAsG/fvtyBAweqTdmr3WXJkiVuOTk5dAzDjG5ubprvvvsuHwDghx9+YO7bt8+JRCIZ6XS6ISYmJoewd02tD6baAgA4dOiQXVBQUJ2NjU27/xbBwcGC77//Pp/P55uMkpk/f35lRESEB5fL9bW1tdUfPXq0R+vO0wIzGruM5kMgEI/g3r17ef7+/t0Sp/It652Vhw+4tE1whNHoBuaUGaXsBR+V9V4vEb3FvXv3HPz9/fl/dz8QiH8aSFsRPQXpMQLReyBNRvSU3tZk5MZGIJ4B7AUflTlEv/+wNv4nprbyIYXi4KS1DY9QPu7uIAKBQCCQtiIQCMTzBNJkxLMAOTAQiGcEydbOwHrz7aq/ux8IBALxTwJpKwKBQDw/IE1G9DYoiScCgUAgEAgEAoFAIBCI5x7kwEAgEAgEAoFAIBAIBALx3IMcGAgEAoFAIBAIBAKBQCCee1AODATiGdFYVUW6FxPDVJWWUhguLlr/6dOVlvb2+ke/iUAgEAhTIG1FIBCI5wekyYjeBkVgIBDPgHPLlztvdneX/bZoEe/yxo2uvy1axNvs7i47t3y585O0W1lZSRoxYoSnh4eH1NPTU3r+/HkrAIDy8nLSwIEDhTwez3fgwIHCiooKEgBAVVUVKSQkRODt7S0RCATSrVu32hNtBQUFCRkMRp9hw4YJzH1z7969TC8vL6lAIJCGh4d7EOXbt2+35/F4vjwez3f79u325troyVguX75s4e/vLxaLxRJfX1+fixcvWgIA3Llzh96nTx8xlUoNWLVqFZtop7GxEfPz8/Mhxrhw4ULXrr6nVquxsLAwTy6X6yuTycQZGRlU4tlHH33kzOVyffl8vu9PP/1k09OxIBCIZ0NvaeuECRP4LBbLXygUStuWX7lyxaJPnz5ikUgkCQkJEVRXV7faUdeuXbPo06ePWCAQSEUikaSxsRFr+25ISIigbXthYWGeYrFYIhaLJRwOx08sFku66suaNWucBAKBVCgUSsPDwz2IdhUKBVUmk4m5XK5vWFiYZ1NTE9bV+6aYPXu2m4eHh1QkEklee+01r8rKShIAQEZGBpVOpwcQfYuKiuICACiVSpwoE4vFEiaT6T9z5kx3AIDMzEzqK6+8IhKJRJL+/ft7P3jwgAIAEB8fz2j7Do1GCzh48KBdx74gPUYg/hn0hiabs+siIiL4hH6KxWLJ5cuXLYhnJ0+eZIjFYolAIJAGBgZ6P6qtfv36eRPtODk5yV599VUvU32qrq7G2Wy2bPr06Vyi7I8//rAUiUQSLpfrO2PGDHeD4fEuXpkxY4a7paVlX+Lf27Zts2cymf5E3zZv3uxAPDNle5vqi7k1rC1xcXE2fD7fl8vl+q5YsaL1v92TrjtPC+TAQCB6mXPLlzv/uWEDR6dWt/t506nV+J8bNnCeRNTfffdd99dff70uNzc3TS6Xy/v06dMEALB69WqXoUOHqvLz81OHDh2qWrVqlTMAwMaNGx29vb3VGRkZ8uTk5IxVq1a5E+KzZMmSsl27duWa+979+/dpmzZtcrl69aoiOzs77dtvvy0EaHGYfPHFF67Xr19Pv3nzZvoXX3zhSjhNnnQsS5cudfu///u/EoVCIV+5cmXJ8uXL3QEAnJycdFu3bi2YPXt2edt26HS68dKlSxkZGRnytLQ0eWJiok1iYqJVx+9t3brVwdbWVldQUJA6d+7c8kWLFrkBANy6dYt+/PhxVkZGRtqZM2cyFyxYwNXpdD0ZCgKBeAb0prbOnDmz8tdff83qWD5r1iz+p59+WpSZmSkfPXq0cs2aNc4AAFqtFqZNm+axc+fO/Ozs7LTk5OQMKpVqJN77/vvv7aysrNrtQJ46dSpHoVDIFQqFfOTIkcpRo0YpO34vNzeXsnv3bvbdu3flWVlZaXq9Htu7dy8LAGDRokVuc+fOLS8oKEi1tbXVbd261aHj++Z444036jIzM9MyMzPlAoGgaeXKla3z5e7u3kz0LTY2tgAAgMlkGogyhUIhd3V11UyYMEEJADB//ny3qKioqszMTPl///vfksWLF7sBAISHh6uI+klJSRn/396dBzV5rX8Af/ImIQQJSwBDDCRBW0hA5UpFqqPSYq2oWDEUUamoeDt2XArCqJ2OrdqxdbSjo1C3mYoWXMYWEcUqcq0VrSJuvSC7CAkQAkLYwhKy/v7gFycsiXEJau/z+Q/eeHLOMH7PyfOe88bW1lYXHh7eMbAvmMcIvf2slcnPWtdt3769zpAzU6ZM6QHouykWFxfHzcrKqqysrCzOzMx8/Ky27t+/X25oZ8KECV3h4eFtpvqUmJjImTRpksL4d6tXr+YdPHhQIhaLi6qqqmzT09Ofu+B6/fp1u7a2tkEnJObNm9dq6FtCQkIzgPm1t6m+mJrDjGk0Gli/fj334sWLFRUVFcVnzpxh3r9/3xbg5eedVwULGAhZUbdcTs5PTmabe01+cjK7x0QF1By5XE7Oz89nxMfHNwP0hbKrq6sWACA7O9tp1apVcgCAVatWyS9duuQMAEAikUChUJB1Oh10dHQQjo6OGiqVqgcAmD9/vsLBwcFsuXj//v1un3/++RM3NzctAACHw9EAAGRmZjpOnz69g8Viad3c3LTTp0/vyMjIcHwVYyGRSNDe3k4GAGhrayOzWCyV4b2Dg4O7Df03IAgCHB0ddQAAKpWKpNFoSCTS4ALxhQsXnGJjY+UAACtWrGi9desWQ6fTQXp6upNIJGqh0+l6gUCg4vF4vdeuXRtUAEEIvT7WzFYAgNmzZ3e6ubkN+qQskUhos2fP7gQACAsL67hw4YIzAEBGRoajUCjsmTx5cg8AgLu7u5ZC6VuDtre3E0lJSaytW7fKhnovnU4HWVlZzGXLlrUMdV2r1ZK6uroItVoNPT09hIeHh1qn00FeXh5jxYoVrQAAsbGx8qysrEE7G8wRiUQdVCoVAAAmT57cJZVKbZ7xT54qLCykyeVy6qxZszoBAB49ekSfPXt2BwBAWFiY4sqVK4P6kpaW5hwcHNzOYDAGzTOYxwi93ayZyZau64z9/PPPzLlz57a+++67T9eMlrbV0tJC5OXlMZYsWTKoqAzQt7uhqamJOnPmzKfFWIlEQu3s7CRmzJjRRRAEREdHyzMzM52fZ5wajQY2bNjgsW/fvjpLXm9q7W2uL6bmMGPXrl0bwePxen19fVW2trZ6kUjUkp6e7vQq5p1XBQsYCFlRQWqq88BK9ECanh7iv6mpzxVyAH3bfJlMpiYyMpIvFAp9o6KieB0dHQQAgFwup/B4PDUAgKenp1oul1MAADZu3Pjk0aNHtiwWa3xAQIDfrl00WAT3AAANL0lEQVS7aslkyzdKVFZW0ioqKmwDAgIE/v7+AkNFVyqVUj08PFSG13E4HJVUKqW+irEkJSXVfvvttx7u7u7jv/nmG4/du3dLn9WeRqMBgUDgy2Kx/IODgztCQkK6Br6msbHRxsvLSwUAQKVSwd7eXtvY2EiRSqU2np6eT8cyatQoVW1trcULe4SQ9VkzW8155513lCdOnHACADh+/DizoaHBBgCgvLycRiKRYOrUqe/6+voKN2/e/PRYW0JCAicuLq7R3t5+yALx5cuX7V1dXdXjxo3rHXjNy8tLvWbNmgYvL6/xI0eO9GcwGFqRSNTR2NhIYTAYWkMBgs/nqxobG184p44dO+YaGhrabvi5rq7ORigU+gYGBvpkZ2fbD3x9amoq85NPPmkhiL4/gVAo7D516pQzAEBaWppTV1cX0dDQ0G9ySU9PZy5evHjIIg3mMUJvN2tnsrl13bZt2zje3t6+K1eu9Ozp6SEBAFRUVNi2trZSJk2a5OPn5yf86aefXCxpCwDg5MmTzlOmTOlgMpmDMlur1UJiYqLnvn37ao1/L5FIqGw2W234mcfjqWQymcXrYACAHTt2jJwzZ06bYf1u7NKlS07e3t6+oaGhoysrK6kAptfe5vpiag4zVltba8PhcJ626+HhoZJKpTavet55GVjAQMiKFBaGV+dzhhwAgEajIZWWltqtWbOmqbS0tMTOzk5nvAXYgCAIMFSXMzMzHceOHdvT2NhYeOfOnZLExESuqfNvQ9FqtaTHjx/T8vLyyk+fPl21du1avuHc9MswN5akpCS3HTt21DY0NBT+8MMPtcuXL+c/qz0KhQJlZWUlNTU1hQ8ePBhx9+5d25ftI0LozWHNbDUnJSVFfOjQITc/Pz+hQqEgDDvANBoN6e7du/a//fZbdX5+fvmFCxecz507x7h16xa9urqaFhMTY3Ir8vHjx5kRERFDfrBvamoi//77706VlZUPGxoaCru7u4kDBw4wX+WYNm3a5E4mk/VffPFFCwAAl8tVV1dXF5aWlpbs2bOndvny5aMHzhNnz55lLl269Gmfk5OT627cuMEQCoW+165dY4wcOVJt2IEC0Le4Ly8vp4tEokHHRxBCbz9rZ7Kpdd2ePXukVVVVRQUFBaWtra1kw9pRo9GQCgsL7a5cufLoypUrj3788Ud2YWEhzVxbBr/++itz0aJFQ2byzp073T7++OO2MWPGDCoyvAyxWEzNzMx0/vrrr58MvLZw4cK2mpqahxUVFSUzZszo+Oyzz7yGasMSpuawtw0WMBCyIoZRBdQcewtfZ4zP56tYLJbKUDmOiopqLSgosAMAcHFx0UgkEipA38KRyWRqAAB++eUXl8jIyFaCIGDs2LG9np6evQUFBRZ/uGez2aqwsLA2Go2mFwgEKi8vL2VxcTGNw+Go6+rqnlZhpVKpDYfD6Temq1evjjA8gOjEiRP9jpeYG8uZM2dcDIv/2NjY1sLCQou3D7u6umqnTZumyMrKGnSchcViqaqrq20A+s6vd3Z2klkslobD4fS7w1dfX9/vDiBC6PWzZraaM2HCBOXNmzcfFRcXly5btqzF09OzF6DvDlVQUJCCzWZrGAyGbubMme337t2zu3Hjhn1RUZEdh8MZN336dIFYLKZNmjTJx9CeWq2G7Oxs55iYmCEXy1lZWQ5cLrd31KhRGhqNpg8PD2+7deuWPYvF0igUCrJa3Tc8sVhsYzheZ2zq1KnvCgQC36ioKN5Q7SclJblcvnzZKSMjo9qwm4JOp+vd3d21AADTpk3r5nK5vUVFRU/niby8PLpWqyVNmzat2/A7Pp+vzsnJeVxaWlqyd+9eKUBf/hqup6amOoeGhrbRaLQhF8uYxwi93YYrkweu63g8npogCKDT6frY2Fj5/fv3RwD0ZXJISEiHg4ODjs1ma4KCghT37t2zM9cWAIBMJqMUFhaOWLhwYTsM4fbt2/ZHjhwZyeFwxm3ZssUjIyPDZfXq1Rwej6c23nEhkUhs2APGatj5IRAIfOPj40cNaNdOIpHY8vn8cRwOZ5xSqSS4XO5YgL4jiXQ6XQ8AsH79+ubi4mI7AABTa29zfTE1hxnz9PRUGR8prKurs+FwOCpL553hgAUMhKzIPyamlUKnm32uBIVO1/0rJmbIc3bmcLlcjbu7u6qgoIAGAJCTk+Pg4+OjBACYNWtW2+HDh10AAA4fPuwSGhraBtC3vSwnJ8cBAKC2tpZSVVVlKxAILA4fkUjUlpubywDoC/nq6mpbHx+f3vDw8Pbc3FyHpqYmclNTEzk3N9chPDy8X/iHhIR0GR5AFB0d3e+aubG4ubmpL168yADoe6I9j8dTmutjfX09xbArpLOzk/Tnn386CIXCQf9m7ty5bSkpKS4AAEePHnWePHmygiAIiIiIaMvIyGD29PSQysrKbMRise0HH3ww6AgKQuj1sWa2miOVSikAfduIt2zZwl65cuUTAIAFCxZ0lJWV0RUKBaFWq+HmzZsMPz8/5aZNm5qePHlSKJVKH16/fr2Mz+f33rlzp9zQ3rlz5xxGjx6tNHU3j8/nqx48eGCvUCgInU4HV69eZQiFQiVBEPD+++8rjh496gwAkJKS4hIWFjZol8dff/31qKysrOT06dOSgdfS09Md9u3b537x4sVK4+dS1NfXUwwPyiwpKbERi8U0Hx+fp4vctLQ05oIFC/oVXGQyGUWr7atXbN68mb148eLmAe/FXLJkyZBFGgDMY4TedtbMZHPrOsPNOp1OBxkZGU5CobAHAODTTz9tu337tr1arQaFQkH8/fff9uPGjet51hoxLS3NOSQkpM3Ozm7IYuv58+erZTLZQ6lU+nDbtm11IpFIfuDAASmPx1Pb29vr/vjjjxE6nQ5OnDjhMn/+/H6ZbNj5UVZWVrJ3795642uLFi1qb25uLpBKpQ+lUulDW1tbXU1NTZHxGAEATp486TR69GglAICptbe5vpiaw4wFBwd3icVi27KyMhulUknKyMhgRkREtFk67wyHQU85RQi9OnYuLtqgdetkN3ft4ph6TdC6dTL6EOfsLJGcnFwTHR09WqVSkbhcbu+pU6fEAADbtm2TLViwYAyPx3PlcDiqs2fPPgYA+P7772XR0dF8b29vX71eT9q6dWsdm83WAPR9fVRVVZVtT08PmcVijT9w4IA4IiKiIz4+flRgYGBXdHR0u0gk6sjOznYYM2aMH5lM1n/33Xe1hjt1GzZsqH/vvfeEAAAbN26sZ7FYz/Wd36bGcvDgQUlCQoJnYmIiiUaj6Q4dOiQBAKipqaEEBgb6dnV1kUkkkv7w4cOs0tLSotraWury5cu9tFot6PV60vz581sWL17cDgBgPJa4uLjmiIgILy6XO9bR0VF7+vTpxwAAEydOVIaHh7d4e3v7kclk2LNnj8R4KzRC6PWzdrbOmzfP6/bt24zW1lYKi8Ua/9VXX9WvX7++OSUlhXnkyJGRAABz5sxp/fLLL+UAAG5ubtq1a9c2TpgwQUgikWDGjBntixYtGvIOnrFTp04xIyMj+32wF4vF1GXLlvFyc3MrQ0JCuubNm9c6fvx4IYVCAT8/v+6EhIQmAIDdu3fXRUVFjdm+fTvHz8+vOy4urnnodxlaQkICV6VSESEhId4AAAEBAZ0nT56sycnJsd++fTuHQqHoCYLQ7927V2Kc5+fPn2dmZWX1+4aW7OxsxtatWzkkEgmCgoIUx44dqzFcKy8vt5HJZDZz5szp98R+zGOE/jmsmcnm1nVRUVFeLS0tFL1eT/L19e1OTU2VAAAEBAQoP/roo3aBQOBHEAQsXbq0KTAwUJmfn0831RZAX7F148aN/R64fP36dbv9+/e7DVUINrZ//37JypUrvZRKJenDDz/siIyMfOYcYIldu3aNvHz5shOZTNY7OTlpjh07JgYAYLFYWlNrb1N9MTWHGc87VCoVdu/eXRMaGuqt1WphyZIlzRMnTlQCvPy886qQ9Pq38ugLQq9dQUGB2N/f36L/uP/ZtMk9PzmZbfyAIwqdrgtat042c+fOBuv1EllLQUGBq7+/P/919wOhfxrMVvS8MI8Rsh7MZPS8rJ3JWMZGaBjM3LmzYeqmTU/+m5rq3CmTUe3ZbPW/YmJaX/TuIEIIIcxWhBB6k2Amo+GABQyEhgmdydRNjo+Xv+5+IITQPwlmK0IIvTkwk5G14UM8EUIIIYQQQggh9MbDAgZCL06n0+lIr7sTaPj9/98dt0MiZB2YrchimMcIWR1mMrLYcGQyFjAQenFFTU1Njhjq/1t0Oh2pqanJEQCKXndfEPqHwmxFFsE8RmhYYCYjiwxXJuMzMBB6QRqN5t8NDQ0/NzQ0jAUsBv4v0QFAkUaj+ffr7ghC/0SYreg5YB4jZGWYyeg5DEsm49eoIoQQQgghhBBC6I2HVTSEEEIIIYQQQgi98bCAgRBCCCGEEEIIoTceFjAQQgghhBBCCCH0xsMCBkIIIYQQQgghhN54WMBACCGEEEIIIYTQG+//ACJPWHHJbzO6AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "index_year = range(1929,2010,15)\n", "fig, axes = plt.subplots(nrows=2, ncols=3,figsize = (15,7))\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " complete_table.plot(ax=ax, column=str(index_year[i*3+j]), cmap='OrRd', scheme='quantiles', legend=True)\n", " ax.set_title('Per Capita Income %s Quintiles'%str(index_year[i*3+j]))\n", " ax.axis('off')\n", " leg = ax.get_legend()\n", " leg.set_bbox_to_anchor((0.8, 0.15, 0.16, 0.2))\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is quite obvious that the per capita incomes are not randomly distributed: we could spot clusters in the mid-south, south-east and north-east. Let's proceed to calculate Moran's I, a widely used measure of global spatial autocorrelation, to aid the visual interpretation." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from esda.moran import Moran\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "w = libpysal.io.open(libpysal.examples.get_path(\"states48.gal\")).read()\n", "w.transform = 'R'\n", "mits = [Moran(cs, w) for cs in pci]\n", "res = np.array([(mi.I, mi.EI, mi.seI_norm, mi.sim[974]) for mi in mits])\n", "years = np.arange(1929,2010)\n", "fig, ax = plt.subplots(nrows=1, ncols=1,figsize = (10,5) )\n", "ax.plot(years, res[:,0], label='Moran\\'s I')\n", "#plot(years, res[:,1], label='E[I]')\n", "ax.plot(years, res[:,1]+1.96*res[:,2], label='Upper bound',linestyle='dashed')\n", "ax.plot(years, res[:,1]-1.96*res[:,2], label='Lower bound',linestyle='dashed')\n", "ax.set_title(\"Global spatial autocorrelation for annual US per capita incomes\",fontdict={'fontsize':15})\n", "ax.set_xlim([1929,2009])\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above figure we could observe that Moran's I value was always positive and significant for each year across 1929-2009. In other words, US regional income series are not independent of each other and regional context could be important in shaping the regional income dynamics. However, the classic Markov approach is silent on this issue. \n", "We turn to the spatially explict Markov methods - **Spatial Markov** and **LISA Markov** - for an explicit incorporation of space in understanding US regional income distribution dynamics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [Spatial Markov](http://onlinelibrary.wiley.com/doi/10.1111/j.1538-4632.2001.tb00444.x/full)\n", "\n", "```python\n", "giddy.markov.Spatial_Markov(y, w, k=4, m=4, permutations=0, fixed=True, discrete=False, cutoffs=None, lag_cutoffs=None, variable_name=None)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial Markov is an extension to class Markov allowing for a more comprehensive analysis of the spatial dimensions of the transitional dynamics (Rey, 2001). Here, whether the transition probabilities are dependent on regional context is investigated and quantified. Rather than estimating one transition probability matrix, spatial Markov requires estimation of $k$ transition probability matrices, each of which is conditional on the regional context at the preceding period. The regional context is usually formalized by spatial lag - the weighted average income level of neighbors:\n", "\n", "$$z_{r,t} = \\sum_{s=1}^{n} w_{r,s} y_{s,t}$$\n", "\n", "where $W$ is the spatial weight matrix and $w_{r,s}$ represents the weight that spatial unit $s$ contributes to the local context of spatial unit $r$ at time period $t$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the construction of a **Markov** instance, we could create a **Spatial Markov** instance by utilizing the $Spatial\\_Markov$ class in **giddy**. The only difference between the adoption of $Markov$ and $Spatial\\_Markov$ class is that the latter accepts the original continuous income data while the former requires a pre-classification/discretization. In other words, here we do not need to apply the classification methods in [**mapclassify**](https://github.com/pysal/mapclassify) as we did earlier. In fact, the **Spatial Markov** class nested the quantile classification methods and all we need to do is set the desired number of classes $k$ when creating the $Spatial\\_Markov$ instance. Here, we set $k=5$ (quintile classes) as before.\n", "\n", "Different from before, quintiles are defined for the pooled relative incomes (by standardizing by each period by the mean). This is achieved by setting the parameter $fixed$ as *True*. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "giddy.markov.Spatial_Markov?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "sm = giddy.markov.Spatial_Markov(rpci.T, w, fixed = True, k = 5,m=5) # spatial_markov instance o " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can next examine the global transition probability matrix for relative incomes." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.91461837 0.07503234 0.00905563 0.00129366 0. ]\n", " [0.06570302 0.82654402 0.10512484 0.00131406 0.00131406]\n", " [0.00520833 0.10286458 0.79427083 0.09505208 0.00260417]\n", " [0. 0.00913838 0.09399478 0.84856397 0.04830287]\n", " [0. 0. 0. 0.06217617 0.93782383]]\n" ] } ], "source": [ "print(sm.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Spatial Markov allows us to compare the global transition dynamics to those conditioned on regional context. More specifically, the transition dynamics are split across economies who have spatial lags in different quintiles at the preceding year. In our example we have 5 classes, so 5 different conditioned transition probability matrices are estimated - P(LAG0), P(LAG1), P(LAG2), P(LAG3), and P(LAG4)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------------------\n", " Spatial Markov Test \n", "--------------------------------------------------------------\n", "Number of classes: 5\n", "Number of transitions: 3840\n", "Number of regimes: 5\n", "Regime names: LAG0, LAG1, LAG2, LAG3, LAG4\n", "--------------------------------------------------------------\n", " Test LR Chi-2\n", " Stat. 170.659 200.624\n", " DOF 60 60\n", "p-value 0.000 0.000\n", "--------------------------------------------------------------\n", "P(H0) C0 C1 C2 C3 C4\n", " C0 0.915 0.075 0.009 0.001 0.000\n", " C1 0.066 0.827 0.105 0.001 0.001\n", " C2 0.005 0.103 0.794 0.095 0.003\n", " C3 0.000 0.009 0.094 0.849 0.048\n", " C4 0.000 0.000 0.000 0.062 0.938\n", "--------------------------------------------------------------\n", "P(LAG0) C0 C1 C2 C3 C4\n", " C0 0.963 0.030 0.006 0.000 0.000\n", " C1 0.060 0.832 0.107 0.000 0.000\n", " C2 0.000 0.140 0.740 0.120 0.000\n", " C3 0.000 0.036 0.321 0.571 0.071\n", " C4 0.000 0.000 0.000 0.167 0.833\n", "--------------------------------------------------------------\n", "P(LAG1) C0 C1 C2 C3 C4\n", " C0 0.798 0.168 0.034 0.000 0.000\n", " C1 0.075 0.882 0.042 0.000 0.000\n", " C2 0.005 0.070 0.866 0.059 0.000\n", " C3 0.000 0.000 0.064 0.902 0.034\n", " C4 0.000 0.000 0.000 0.194 0.806\n", "--------------------------------------------------------------\n", "P(LAG2) C0 C1 C2 C3 C4\n", " C0 0.847 0.153 0.000 0.000 0.000\n", " C1 0.081 0.789 0.129 0.000 0.000\n", " C2 0.005 0.098 0.793 0.098 0.005\n", " C3 0.000 0.000 0.094 0.871 0.035\n", " C4 0.000 0.000 0.000 0.102 0.898\n", "--------------------------------------------------------------\n", "P(LAG3) C0 C1 C2 C3 C4\n", " C0 0.885 0.098 0.000 0.016 0.000\n", " C1 0.039 0.814 0.140 0.000 0.008\n", " C2 0.005 0.094 0.777 0.119 0.005\n", " C3 0.000 0.023 0.129 0.754 0.094\n", " C4 0.000 0.000 0.000 0.097 0.903\n", "--------------------------------------------------------------\n", "P(LAG4) C0 C1 C2 C3 C4\n", " C0 0.333 0.667 0.000 0.000 0.000\n", " C1 0.048 0.774 0.161 0.016 0.000\n", " C2 0.011 0.161 0.747 0.080 0.000\n", " C3 0.000 0.010 0.062 0.896 0.031\n", " C4 0.000 0.000 0.000 0.024 0.976\n", "--------------------------------------------------------------\n" ] } ], "source": [ "sm.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visualize the (spatial) Markov transition probability matrix" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#we use seaborn to create a heatmap (`pip install seaborn` to install seaborn if you do not have it)\n", "import seaborn as sns\n", "sns.set()\n", "\n", "fig, ax = plt.subplots(figsize = (5,4))\n", "im = sns.heatmap(sm.p, annot=True, linewidths=.5, ax=ax, cbar=True, vmin=0, vmax=1,\n", " square=True, cmap=\"YlGn\",fmt='.3f')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,3,figsize = (15,8)) \n", "\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " if i==1 and j==2:\n", " ax.axis('off')\n", " continue\n", " p_temp = sm.P[i*3+j]\n", " im = sns.heatmap(p_temp, annot=True, linewidths=.5, ax=ax, cbar=True, vmin=0, vmax=1,\n", " square=True, cmap=\"YlGn\",fmt='.3f')\n", " ax.set_title(\"Spatial Lag %d\"%(i*3+j),fontsize=13) " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2,3,figsize = (15,8)) \n", "\n", "for i in range(2):\n", " for j in range(3):\n", " ax = axes[i,j]\n", " if i==0 and j==0:\n", " im = sns.heatmap(sm.p, annot=True, linewidths=.5, ax=ax, cbar=True, vmin=0, vmax=1,\n", " square=True, cmap=\"YlGn\",fmt='.3f')\n", " ax.set_title(\"Global\",fontsize=13) \n", " else:\n", " p_temp = sm.P[i*3+j-1]\n", " im = sns.heatmap(p_temp, annot=True, linewidths=.5, ax=ax, cbar=True, vmin=0, vmax=1,\n", " square=True, cmap=\"YlGn\",fmt='.3f')\n", " ax.set_title(\"Spatial Lag %d\"%(i*3+j),fontsize=13) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The probability of a poor state remaining poor is 0.963 if their neighbors are in the 1st quintile and 0.798 if their neighbors are in the 2nd quintile. The probability of a rich economy remaining rich is 0.977 if their neighbors are in the 5th quintile, but if their neighbors are in the 4th quintile this drops to 0.903.\n", "\n", "We can also explore the different steady state distributions implied by these different transition probabilities:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.43509425 0.2635327 0.20363044 0.06841983 0.02932278]\n", " [0.13391287 0.33993305 0.25153036 0.23343016 0.04119356]\n", " [0.12124869 0.21137444 0.2635101 0.29013417 0.1137326 ]\n", " [0.0776413 0.19748806 0.25352636 0.22480415 0.24654013]\n", " [0.01776781 0.19964349 0.19009833 0.25524697 0.3372434 ]]\n" ] } ], "source": [ "print(sm.S)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The long run distribution for states with poor (rich) neighbors has 0.435 (0.018) of the values in the first quintile, 0.263 (0.200) in the second quintile, 0.204 (0.190) in the third, 0.0684 (0.255) in the fourth and 0.029 (0.337) in the fifth quintile. And, finally the spatially conditional first mean passage times:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[ 2.29835259 28.95614035 46.14285714 80.80952381 279.42857143]\n", " [ 33.86549708 3.79459555 22.57142857 57.23809524 255.85714286]\n", " [ 43.60233918 9.73684211 4.91085714 34.66666667 233.28571429]\n", " [ 46.62865497 12.76315789 6.25714286 14.61564626 198.61904762]\n", " [ 52.62865497 18.76315789 12.25714286 6. 34.1031746 ]]\n", "\n", " [[ 7.46754205 9.70574606 25.76785714 74.53116883 194.23446197]\n", " [ 27.76691978 2.94175577 24.97142857 73.73474026 193.4380334 ]\n", " [ 53.57477715 28.48447637 3.97566318 48.76331169 168.46660482]\n", " [ 72.03631562 46.94601483 18.46153846 4.28393653 119.70329314]\n", " [ 77.17917276 52.08887197 23.6043956 5.14285714 24.27564033]]\n", "\n", " [[ 8.24751154 6.53333333 18.38765432 40.70864198 112.76732026]\n", " [ 47.35040872 4.73094099 11.85432099 34.17530864 106.23398693]\n", " [ 69.42288828 24.76666667 3.794921 22.32098765 94.37966594]\n", " [ 83.72288828 39.06666667 14.3 3.44668119 76.36702977]\n", " [ 93.52288828 48.86666667 24.1 9.8 8.79255406]]\n", "\n", " [[ 12.87974382 13.34847151 19.83446328 28.47257282 55.82395142]\n", " [ 99.46114206 5.06359731 10.54545198 23.05133495 49.68944423]\n", " [117.76777159 23.03735526 3.94436301 15.0843986 43.57927247]\n", " [127.89752089 32.4393006 14.56853107 4.44831643 31.63099455]\n", " [138.24752089 42.7893006 24.91853107 10.35 4.05613474]]\n", "\n", " [[ 56.2815534 1.5 10.57236842 27.02173913 110.54347826]\n", " [ 82.9223301 5.00892857 9.07236842 25.52173913 109.04347826]\n", " [ 97.17718447 19.53125 5.26043557 21.42391304 104.94565217]\n", " [127.1407767 48.74107143 33.29605263 3.91777427 83.52173913]\n", " [169.6407767 91.24107143 75.79605263 42.5 2.96521739]]]\n" ] } ], "source": [ "print(sm.F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "States in the first income quintile with neighbors in the first quintile return to the first quintile after 2.298 years, after leaving the first quintile. They enter the fourth quintile 80.810 years after leaving the first quintile, on average. Poor states within neighbors in the fourth quintile return to the first quintile, on average, after 12.88 years, and would enter the fourth quintile after 28.473 years." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tests for this conditional type of spatial dependence include Likelihood Ratio (LR) test and $\\chi^2$ test (Bickenbach and Bode, 2003) as well as a test based on information theory (Kullback et al., 1962). For the first two tests, we could proceed as follows to acquire their statistics, DOF and p-value." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------------------------------------------------\n", " Markov Homogeneity Test \n", "--------------------------------------------------\n", "Number of classes: 5\n", "Number of transitions: 3840\n", "Number of regimes: 5\n", "Regime names: 0, 1, 2, 3, 4\n", "--------------------------------------------------\n", " Test LR Chi-2\n", " Stat. 170.659 200.624\n", " DOF 60 60\n", "p-value 0.000 0.000\n", "--------------------------------------------------\n", "P(H0) 0 1 2 3 4\n", " 0 0.915 0.075 0.009 0.001 0.000\n", " 1 0.066 0.827 0.105 0.001 0.001\n", " 2 0.005 0.103 0.794 0.095 0.003\n", " 3 0.000 0.009 0.094 0.849 0.048\n", " 4 0.000 0.000 0.000 0.062 0.938\n", "--------------------------------------------------\n", "P(0) 0 1 2 3 4\n", " 0 0.963 0.030 0.006 0.000 0.000\n", " 1 0.060 0.832 0.107 0.000 0.000\n", " 2 0.000 0.140 0.740 0.120 0.000\n", " 3 0.000 0.036 0.321 0.571 0.071\n", " 4 0.000 0.000 0.000 0.167 0.833\n", "--------------------------------------------------\n", "P(1) 0 1 2 3 4\n", " 0 0.798 0.168 0.034 0.000 0.000\n", " 1 0.075 0.882 0.042 0.000 0.000\n", " 2 0.005 0.070 0.866 0.059 0.000\n", " 3 0.000 0.000 0.064 0.902 0.034\n", " 4 0.000 0.000 0.000 0.194 0.806\n", "--------------------------------------------------\n", "P(2) 0 1 2 3 4\n", " 0 0.847 0.153 0.000 0.000 0.000\n", " 1 0.081 0.789 0.129 0.000 0.000\n", " 2 0.005 0.098 0.793 0.098 0.005\n", " 3 0.000 0.000 0.094 0.871 0.035\n", " 4 0.000 0.000 0.000 0.102 0.898\n", "--------------------------------------------------\n", "P(3) 0 1 2 3 4\n", " 0 0.885 0.098 0.000 0.016 0.000\n", " 1 0.039 0.814 0.140 0.000 0.008\n", " 2 0.005 0.094 0.777 0.119 0.005\n", " 3 0.000 0.023 0.129 0.754 0.094\n", " 4 0.000 0.000 0.000 0.097 0.903\n", "--------------------------------------------------\n", "P(4) 0 1 2 3 4\n", " 0 0.333 0.667 0.000 0.000 0.000\n", " 1 0.048 0.774 0.161 0.016 0.000\n", " 2 0.011 0.161 0.747 0.080 0.000\n", " 3 0.000 0.010 0.062 0.896 0.031\n", " 4 0.000 0.000 0.000 0.024 0.976\n", "--------------------------------------------------\n" ] } ], "source": [ "giddy.markov.Homogeneity_Results(sm.T).summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above summary table, we can observe that the observed LR test statistic is 170.659 and the observed $\\chi^2$ test statistic is 200.624. Their p-values are 0.000, which leads to the rejection of the null hypothesis of conditional spatial independence. \n", "\n", "For the last (information theory-based) test, we call the function $kullback$. The result is consistent with LR and $\\chi^2$ tests. As shown below, the observed test statistic is 230.03 and its p-value is 2.22e-16, leading to the rejection of the null." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Conditional homogeneity': 230.0266246375395, 'Conditional homogeneity dof': 80, 'Conditional homogeneity pvalue': 2.220446049250313e-16}\n" ] } ], "source": [ "print(giddy.markov.kullback(sm.T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### LISA Markov\n", "\n", "```python\n", "giddy.markov.LISA_Markov(self, y, w, permutations=0, significance_level=0.05, geoda_quads=False)\n", "```\n", "\n", "The Spatial Markov conditions the transitions on the value of the spatial lag for an observation at the beginning of the transition period. An alternative approach to spatial dynamics is to consider the joint transitions of an observation and its spatial lag in the distribution. By exploiting the form of the static LISA and embedding it in a dynamic context we develop the LISA Markov in which the states of the chain are defined as the four quadrants in the Moran scatter plot, namely, HH(=1), LH(=2), LL(=3), HL(=4). Continuing on with our US example, the LISA transitions are:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4]\n" ] } ], "source": [ "lm = giddy.markov.LISA_Markov(pci.T, w)\n", "print(lm.classes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LISA transitions are:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1.087e+03 4.400e+01 4.000e+00 3.400e+01]\n", " [4.100e+01 4.700e+02 3.600e+01 1.000e+00]\n", " [5.000e+00 3.400e+01 1.422e+03 3.900e+01]\n", " [3.000e+01 1.000e+00 4.000e+01 5.520e+02]]\n" ] } ], "source": [ "print(lm.transitions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the estimated transition probability matrix is:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.92985458 0.03763901 0.00342173 0.02908469]\n", " [0.07481752 0.85766423 0.06569343 0.00182482]\n", " [0.00333333 0.02266667 0.948 0.026 ]\n", " [0.04815409 0.00160514 0.06420546 0.88603531]]\n" ] } ], "source": [ "print(lm.p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diagonal elements indicate the staying probabilities and we see that there is greater mobility for observations in quadrants 2 (LH) and 4 (HL) than 1 (HH) and 3 (LL).\n", "\n", "The implied long run steady state distribution of the chain is:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.28561505 0.14190226 0.40493672 0.16754598]\n" ] } ], "source": [ "print(lm.steady_state)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "again reflecting the dominance of quadrants 1 and 3 (positive autocorrelation). The first mean passage time for the LISAs is:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 3.50121609 37.93025465 40.55772829 43.17412009]\n", " [31.72800152 7.04710419 28.68182751 49.91485137]\n", " [52.44489385 47.42097495 2.46952168 43.75609676]\n", " [38.76794022 51.51755827 26.31568558 5.96851095]]\n" ] } ], "source": [ "print(giddy.ergodic.fmpt(lm.p))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To test for dependence between the dynamics of the region and its neighbors, we turn to $\\chi^2$ test of independence. Here, the $\\chi^2$ statistic, its p-value and degrees of freedom can be obtained from the attribute $chi\\_2$. As the p-value is 0.0, the null of independence is clearly rejected." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1058.2079036003051, 0.0, 9)\n" ] } ], "source": [ "print(lm.chi_2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next steps\n", "\n", "* Simulation/prediction of Markov chain and spatial Markov chain" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "\n", "* Rey, S. J. 2001. “[Spatial Empirics for Economic Growth and Convergence](http://onlinelibrary.wiley.com/doi/10.1111/j.1538-4632.2001.tb00444.x/full).” Geographical Analysis 33 (3). Wiley Online Library: 195–214.\n", "* Bickenbach, F., and E. Bode. 2003. “[Evaluating the Markov Property in Studies of Economic Convergence](http://journals.sagepub.com/doi/abs/10.1177/0160017603253789?journalCode=irxa).” International Regional Science Review 26 (3): 363–92.\n", "* Kullback, S., M. Kupperman, and H. H. Ku. 1962. “[Tests for Contingency Tables and Markov Chains](https://www.jstor.org/stable/1266291?seq=1#page_scan_tab_contents).” Technometrics: A Journal of Statistics for the Physical, Chemical, and Engineering Sciences 4 (4). JSTOR: 573–608." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }