diff --git a/docs/m06-centrality/lab06.ipynb b/docs/m06-centrality/lab06.ipynb index 9119f49..5ab4900 100644 --- a/docs/m06-centrality/lab06.ipynb +++ b/docs/m06-centrality/lab06.ipynb @@ -223,7 +223,7 @@ "\n", "You can then arrange your nodes accordingly and then save separate visualizations that only change the node color/size according to your saved attributes. You will be using this ability for the following questions.\n", "\n", - "**What to submit**: Turn in a PDF that contains your short responses and the visualizations for each of the following questions. **Keep the node location the same** for your graph visualizations.\n", + "**What to submit**: For this assignment, submit a PDF that contains your responses to the questions in this notebook, including visualizations for the following questions. You do not need to submit a copy of this notebook if all of your solutions are in the PDF. **Keep the node location the same** for your graph visualizations.\n", "\n", "## Picking the right Dolphins\n", "Answer the following questions:\n", diff --git a/docs/m10-infodiff/lab10.ipynb b/docs/m10-infodiff/lab10.ipynb new file mode 100644 index 0000000..0c98480 --- /dev/null +++ b/docs/m10-infodiff/lab10.ipynb @@ -0,0 +1,548 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Information diffusion on networks\n", + "\n", + "
\n", + " \n", + " \n", + " Open this notebook in Google Colab\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + " \n", + " Download this notebook (File -> Save As)\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Information diffusion or social contagion refers to all kinds of social phenomena where information, ideas, rumors, behaviors, beliefs, etc. spread through a network of people. This process is crucial in understanding our society. If you think about it, most social phenomena can be thought of as information diffusion processes and many challenges that our society is facing is often less about the lack of technology or resources but more about the challenge of effective information diffusion.\n", + "\n", + "Politics? It's about spreading a coherent set of ideas and beliefs about how our society should be run. Climate change? The biggest challenge is to convince people that it's real and urgent, so that the society can act on it. Fake news and influence campaigns? It's about spreading misinformation and manipulating people's beliefs and behaviors. \n", + "\n", + "So, how do we model and study information diffusion and what can network science help us understand about it? \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Models of information diffusion\n", + "\n", + "Because of an obvious similarity and parallel between the spread of information and the spread of diseases, many (early) models of information diffusion are inspired by epidemic models. Many studies on information diffusion these days do use epidemic models. When we do that, we can bring all the knowledge, models, and techniques developed in the field of epidemiology. \n", + "\n", + "Another simple model that was inspired by these epidemic model is the **Independent Cascade Model**. In this model, we assume a set of seed nodes that are initially \"infected\" (or active), whereas all other nodes are \"susceptible\" or inactive. In each time step, a newly activated node can activate its neighbors with a certain probability. Each activated node has only one chance to activate its neighbors and if a node has multiple activated neighbors, _each of these neighbors can \"try\" to activate the node independently_. In other words, if a node has three newly activated neighbors, the probability that it will be activated is not simply $p$, but $1 - (1 - p)^3$.\n", + "\n", + "Thanks to its simplicity, this model is widely used in the study of information diffusion, particularly for the problem of influence maximization (choosing the best seeds to maximize the spread of information).\n", + "\n", + "But, as you have read, there are also many pieces of evidence that suggest that information diffusion is not like disease spreading because one's adoption of a behavior or belief is often strongly modulated by social signals. As more and more people around you adopt a behavior, you are more likely to adopt it. This is called _social reinforcement_ and it can produce a very different pattern of information diffusion compared to the epidemic models or the independent cascade model. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Independent cascade model\n", + "\n", + "Let's try the independent cascade model first. Let's simplify the model by assumping a fixed probability $p$ that a node will activate its neighbor. Let's first create a small network to play with. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import networkx as nx\n", + "import numpy as np\n", + "\n", + "G = nx.erdos_renyi_graph(10, 0.3, seed=42)\n", + "nx.draw(G, with_labels=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will need to keep track of newly activated nodes, and then in each step, we need to 'try' all of their neighbors for the activation. So we need to be able to obtain the target nodes. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2, 3, 4, 8]\n", + "[1, 2]\n", + "{1, 2, 3, 4, 8}\n" + ] + } + ], + "source": [ + "newly_activated = {0, 5}\n", + "\n", + "def get_target_nodes(G, newly_activated):\n", + " target_nodes = set()\n", + " for node in newly_activated:\n", + " for neighbor in G.neighbors(node):\n", + " target_nodes.add(neighbor)\n", + " return target_nodes\n", + "\n", + "print(list(G.neighbors(0)))\n", + "print(list(G.neighbors(5)))\n", + "print(get_target_nodes(G, newly_activated))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Is this correct? 🤨 Please take a look at the code closely and see if there is any problem.\n", + "\n", + "**Q: Given the definition of independent cascade model, what is wrong with this code? Please fix it.**" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def get_target_nodes(G, newly_activated):\n", + " # YOUR SOLUTION HERE\n", + " return target_nodes\n", + "\n", + "# print(get_target_nodes(G, newly_activated)) # show the correct output (target nodes). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can implement the independent cascade model. " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def indep_cascade(G: nx.Graph, seeds: set, p: float = 0.1):\n", + " \"\"\" Independent cascade model. \n", + " \n", + " returns a list that contains newly activated nodes at each time step.\n", + "\n", + " \"\"\"\n", + " \n", + " activated = seeds.copy()\n", + " newly_activated = seeds.copy()\n", + " result = [newly_activated.copy()]\n", + "\n", + " # YOUR SOLUTION HERE\n", + " \n", + " return result\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{0, 5}, {2, 3, 4}, {1, 7, 9}, {6}, set()]" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "indep_cascade(G, {0, 5}, 0.4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize this. Because the network is small and we only have a few steps, we can visualize the network at each step." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GvZ6tt9zDhAWvOdUH8VSwxjsr1nFszzb0KBYDTi0xKGBAR48ho7l91mSn+iCeti0uFXj6z8YsXlmT6XQ7D07ty90T4+2+zpVmsQTXpb09BdeayRJcl/Z21ZVmsgTXRTwV3AHxVHAHNl81h3ErPkUB7BjLN2K8bvOs6xn3xRK7rxdPBVt46aMvqczZg6LQLNhjK8br/KKH8PC8K+2+XjxtH1wm8LRsZx6Prtjb6vPC1a9Tnrbe7HU97lqMZ1DnVp+/OGsw19gxq+QKs1iC62POU3DMVXs9BdeYyRJcn/Z+prrCTJbg+oingjsgngruwKY7H2BC8uutPv8z8JGF644CPUy1d8cDTFjwqs33F08FW3hnxTpO7t3a6vMvv/yS3bt3m73ugQceIDg4uNXnXQeP4TY7vBFP2w+XCDwdKa5g8us/Ul3XehBdfSyd2pITLT5VKP7hbTxDIul+8wKTbfp46ll3/3ibViK19yyW4B5Y8hQcc9UeT6H9Z7IE96C9n6ntPZMluAfiqeAOiKeCO5C1+WeiJ43Fs66u1fvhduBgi88U4HYgGthnoj0FqPP0JGf9FptWyoungi3sP5zP0o/exwOllSdHjhyhuLi41TWrV6+mU6dO3HXXXa2OKQrUo+O6eTfbtBJJPG1f9O3dAYB/fLmXOjOrjHx6DCBw0MRmf3mGRKLUVhMwcILZNusMCv/40vTKlKYs25mnStAJ4JU1mSzfmadKW4LrYclTcMxVWz2FhpmscSs+BRwLOjW9btyKT9l0598cbEVwddrzmfrOinVU5uwBHPtRb3pdZc4e3l2xzrFGBJdHPBXcAfFUcAeU+TehNxhMvh9eBNzQ4q8YoAKYY6Y9HaA3GFDm32T13uKpYCsfLV+B3kTQCaBXr14MHTq02V+dOnWitraWwYMHm2xPpwM9Ch8tX2H13uJp+9Pu5dmyTpayJbvQrmvK9/8I6AgYON7sOfUGhS3ZhWQXlBIXYToB+JHiCp5YaSrO30Bt8TFOb/mE6qP7MVSW4RHchYCB4wkeeSV6L1+T1zy+ch+jYztLzqcOhiOegnVXbfEUGmayxix8y+RKpyzgX8BPQDHQG7geeBAwZ6ECjFn4JlnXXi05nzoY7flM3X84n2N7tuGB6R/1oqIiNmzYQF5eHpWVlYSEhDB48GBGjx6Nt7d3q/MVBY7u2cb+8wbKnvoOhngquAPiqeAOpK1ay6DsDLuu+ZSG98nrLZzjYTDQNzuDfd+uI2GG6a1F4qlgK7vSc/CvLrJr9nzv3oYAvbnAEzTkX/KvLuLXAzkM7xdt8hzx1DVo9xVPS3bk4WHHBkulvo6KjJ/w6TkAz06RFs/10Ov45GfzK5AszWLVnT3FiY8eoPrYAYLOn0no5Fvw6dGfMz8tofDrl822ac8KFsF9sNdTsN1Va56C+ZmsI8CFwM/A3cAbNMxsPQFcZ6E9e2ayBPeiPZ+plmayzpw5w8KFCzl69CgXXngh06ZNo1evXmzatIkvvvjCZHv2zGQJ7oV4KrgD4qngDpS/+gr1dizhqAU+A0bTsNXOEvV6PWUvmR/3iKeCrazeuBU70ihTX1/Pvn376NWrF6GhoRbPNSiwan3rvFFGxFPXoN1XPG08UGBXMu/Kw79hqDxrcQmzkXqDwsbMAp4kodUxa7NY5WkbMVSX0+2Gl/DuEgVA0LBpoBgoT9tAfVUZHr6BJu9pywoWwb2w11Ow3VVLnoLlmayPgdM0rHYyXn0rYAD+C5QA5h7VtsxkCe5Hez1Trc1k7d69m6qqKv7yl78QEREBwIgRI1AUhd27d1NZWYmfn1+r62yZyRLcD/FUcAfEU8EdiN2zy2J145b8ABRhfptdUzwMBmL3/mrymHgq2ENl4VH87ZjDz87OprKykiFDhlg9V6+DisKjJo+Jp65Du654KquuI6+4wq5ryvf/CHpP/AdcbNP5eUUVlFfXtfrc2iyWoaahXx4BnZp97hEYBjo9Or35mJ0tK1gE98ERT8E+V815CpZnss7+/veW86rdaPjD3XpxaHOszWQJ7kV7PlOtzWRVV1cDEBAQ0OzzwMBAdDodHh4eZq+1NpMluBfiqeAOiKeCO1B87AThJa0TMlviU8AL+JON54cXF1FyvKDV5+KpYCvFZ8vxM1TZdc3evXvR6/UkJJiemG+Jn6GKktLWz2zx1HVo18BTblE59qwhMdRUUpn1M34x5+Hh17qcoikUIKeovNXn1maxfHs37CUt+vZNak4eou7sKcrTN1Oa8i1BwxPRe5vO8QR/zGIJHQN7PQX7XTXnKVieyZrw+9/nA6k0bL1bDiQD9wIBJq/6A0szWYL70Z7P1MrCoxbL0kZHRwOwcuVKjh8/zpkzZ0hLS2PXrl2MHDnS5B56I3pdQ/tCx0A8FdwB8VRwB/K27bCr4EwZ8DVwKRBu4zU6IPen7a0+F08FW0nPzbcroXd1dTUHDhwgLi4Of3/b8ibrdLA/51irz8VT16Fdt9rVmClLb46KzJ8bKoUkTLDrumkzZhLhUUGXLl3o0qULnbp0JddnPJaym/n1GU7I2Bs4u/1zjmfvaPw8ePQ1hI6ba/WexlmsAJ92380oOIm9noJjrl46/TI668oaPe3SpQtdAkP4p4WZrGnAM8DzwMomn/8TeNbG+xpnskK7RdjcV8E1aatn6tXXXEdXryoiIiIanqmdI/BTDBYTRsbHxzNx4kS2bNnCgQMHGj8fO3YskyZNsnpP40xWaJAUbnB32srTq66+hq5eVX/89neOxE+PeCrYRFt5euVVVxPpWUmXLl2IiIho8NRTL54KNlFXUWnX+V9huZqdOd565TUy3nipyfO0a8MYRzwVbKC6xvSuDnNkZGRYrGZnjvsfeBB96clmY/5gPx/x1EVo16iIt6d9C67K929C5+2HX/xIu65LmjmD+sJcTp06RU5ODiczj8ElE6xe5xkSiU+vBPz7jcbDL5iKgzs5u+0zPAI6ETw80eK1xlmshO4hdvVVcD3s9RQcc/XKpETqixo8zc/PZ/fu3fTT+1mdyYoGxgFX0TB79Q0NgaiuNCQct4ZxJiv06stt7qvgmrTVM3XE+cOoOXmIU6dOsW/fPpSgCK6+dJzV6zp16kRUVBQDBw7Ez8+PrKwstmzZQmBgICNHWu6DcSZrzOB4u/oquB5t5emoC0ZQU9DgaVZWFoaAzlw1dazV68RTAdrO04tHj6K24DCnTp1i586d1PmHM2vyGKvXiacCgKd/69wzllgCBAJJdt4ndsAA6pRKTp06RWpqKvX+4Vx+yUVWrxNPBQAfb/tCDnv37sXb25t+/frZdd0Fw8+nsqBhLLV//35q/U6QNMH6M1k8bRvaNfAUHR6ADmxaylxfcYaqnFQCBoxD72V+m1tLdMBL/3qo2cqjlLwSrkzeZvG68v0/Uvz9f+h+67t4BncGwL/faFAUTm9aTMDA8VaXUjuyUkZwPezxFBxzVQe88NjfWq2Q2/XRMviz+fp0y2hIJp4J9Pz9s1k0JBd/hIbKdrYspbZ3xkxwTdrqmZr80tPNXN3wazpbVn9m8bq9e/eyatUq7rnnHkJCGgLyAwcORFEU1q1bx+DBg60up7Z3xkxwTdrK07dffFI8FRymrTx96/nHxVPBYaIuvggF2yrUnwLW0fBuaM/aDAW4499PN1sZL54K9jAwugdrFWzabldeXs6hQ4cYNGiQxW1uLVEUePafDzVbeSSeuhbtmuMpwMeT3mG2PfrK0zeDod7uJcy9w/1bDeZtmcUq/e1bvCP7NAadjPjHXYhSW03NyUNW23BkpYzgetjjKTjmqilPwfpM1gLgPP4IOhlJomEpdYqN97d3xkxwTdrrmWrLTNbOnTvp1q1b44+6kX79+lFbW8vx48ettmHvjJngmoingjsgngruQGi3CIpCw2w6dzlQh/3b7IrCwlulYxBPBXsIDfKnUm9bUD4tLQ2DwWBTNbumVOp9W213E09di3aPjEzsF2GxupyR8n2b0Pt3wjd6mM1te+h1TOzbOm+NcRbLEvUVp1GU1iuWFEN9wz8Y/24G3e/3EToGtnoK9rtqzlP4YybLHCcBUybW/v53W+Lvyu/3EToG7fFMHRjdA2uVnMvLyzEYWj9T6+sbDDZ1rCmK0nAfoWMgngrugHgquAMHh4wwW/24KUuACGCyHW3X6/UcHDy81efiqWAvfp17WqwuZ2Tv3r0EBATQp08fm9s2KA3tt0Q8dS3aPfA0Z2Rvi9XljHS78VV63fsJOr35koYtqTco3DCqd6vPbZnF8grtTs3Jg9QWN8+OX77/R9Dp8eoSbfF6cytYBPfEVk/BflfNeQrWZ7L60rCqKbPF50tp+MNty1yBqZkswX1pj2eqLTNZ4eHhnDhxgsLCwmafp6WlodPpiIyMtHi9qZkswX0RTwV3QDwV3IGAvz1otvpxU7bTMGFpu6UN1Y8DH36o1efiqWAvMyeOsVhdzsjNN9/MQw89hF5ve5hCr4PESa1z44mnrkW7B57iI4MYG9fZ5tUktuKh1zE2rjNxEUEmj1ubxQoeeRUYDJz45BFOb11K6W/fcPKzJ6jM+pnAIZPxDDKfOcfSChbBPWkvT8HyTNZDNKx4GktDdbsFwAwaqpb8Behu5f7mZrIE96W9XLU2kzV69GgMBgOLFi3ixx9/5JdffuGTTz4hIyOD8847j+Bg8znzzM1kCe6LeCq4A+Kp4A4MSpxCZlx/6u0YqNtCvV5PZlx/EmaYXiMlngr2MGJANBU+4TaterIHgwIVPuEM7xdt8rh46jroFMWGELnGHCmuYPLrP1KtYjJuH0896+4fTy8zK5uyTpYy5Y3NFtuozj/A6Z8+pfbkIeorS/HsFEngoEkEj7rK6qzWuvvHWQwmCO5He3gKkLZqLYOSppo9/gvwJA0rn4qAGGAe8DC2VQ/Y981asy8VgnvSHq7uSs/hm88+stjG0aNH2bRpEydOnKCiooLQ0FCGDh3KmDFj8PCw/Eydee08sy8VgnsingrugHgquANZm38metJYPOvqbEo0bg0FqPP0JGf9FuLHjTJ5jngq2Mv+w/ks/eh9PFBsSjRuDUWBenRcN+9mBsaYnm4XT10Hlwg8ASzbmcejK/aq1t6LswZzzQWmty8ZmfvBDrYdKrJ5C5UteOh1jO4Tzsfz7SunK7gH7eEpQGb8AGIPZeJhZZ+xPdTr9Rzs05e+WemqtSm4Du3h6iMv/AffqiKbllLbikGBKt9wXnz0bvUaFVwG8VRwB8RTwR3YdOcDTEh+Xb327niACQtetXiOeCrYyzsr1nFy71bV2us6eAy3zbI8gS6eugbtvtXOyLUX9ObBqX1Vaeuhqf1sGsw/f+VgPFVePu2p1/H8lYNVbVNwHdrDUwDdB4sw6PU2lXW2BQUw6PXoPlikUouCq9Eers67ZhYGdFYTOdqKooABHfOumaVOg4LLIZ4K7oB4KrgDExa8xuZZ1wM4/L5ovG7zVXOsBp1APBXs5/ZZk/GLbshC66g3xuv8o4daDTqBeOoquEzgCeDuifG8MGswPp56u/fTe+h1+HjqeXHWYO6aGGfTNb3C/HkqKcGRrprl6aQEi9umBPenrT0FiB83iq233KPK8mloqLq49ZZ7zS6fFjoGbe3qwJju9BgyWpXl0wA6HfQcMtrs8mmhYyCeCu6AeCq4A+O+WMKmO+6nztPT7pxP9Xo9dZ6ebLrjAcb97xObrhFPBUd4eN6VRA4eQz06u3M+GX7fXtd18BgemneFTdeIp66By2y1a8qR4gr+8eVetmQX4qHXWdwKZzw+Nq4zz1852KGgz382ZvHKmpZ1weznoan97AomCO5NW3sKDTNQ41Z8igIOBaGM122+ao7NLxWC+9PWrr700ZdU5uxBUXDoR954nX/0UJtfKgT3RzwV3AHxVHAHsjb/jDL/JvpmZ1Cv11tM1WA8nhnXH90HixyalBRPBUfYfzifj5avwL+6CIOCxa1wxuMVPuHMu2aWQ0Ef8bR9ccnAk5Gsk6Us2ZHHxswC8ooqmi8bVRSiOgcwsW8EN4zq7XQi72U783hi5T7qDIpdOZ889Do89TqeTkqweduU0LGw5KmiKESHBzCxnzqeQsMe/jEL30JvMNiV86ler8eg17P1lnttWj4tdDyauppbVNHsmA7oHe6v2jP1nRXrOLZnG3oUu/bUG35fvtxzyGiblk8LHQ+Lv/1AlHgquACWPVWIClfvHVU8FRwlbdVayl99hdi9vxJeXNRs0lIBisLCOTh4OIEPP+R0oRnxVHCUXek5rN64lcrCo/gZqpoFhRQFKvW++HXuSeKkMU4n8hZP2w+XDjw1pby6jsde+D+Wff4/7rrjNp78212UnynGx8dHtXvYM4ulUwwoOr3TK1iEjkV5dR1v//cz/vXEU/zf669x59zZZKWnERsbq+p92nomS+h4rNnwIzOvu4k3/7OAe+++k68+XsiMqZNUvUdbz2QJHY+Mg4cZMnoSr73xJg/cdy9vPf84t83/s6r3EE8FZymvriO0d1/++a8neDf5bW6aPZPnnnpc1XuIp4KzlBwv4I6ZVzBiyFAyDh+CXl15/2PL1b7sRTwVnKWktIJr/nwb4RFdqKupoSgvmw1rv1f1HuJp+2BLtXWXIMDHk1BdObriXMYOiqG+uoJDhw4xYMAA1e7RK8yfj+ePbJzF+uynfVTo/ZutxdMBfoZyyrN+YV3yE8RHOr+CReg4BPh4EuldS83xTC45Lx6ltoqsrCzVA0/x40ZBVjppq9Zy6tmnGZS1n84lxa1msgpDwzg4ZDhBDz/s9EyW0LHw1ivUFhxmXEJvDEV5HDmcDagbeBoY050XH72bXek5fLxiNR5Vpwn2qG81k3W23gPf8B5cNX2ilKQVmuHroaO24DD9u/jS1aeO3IPOb4tvSVNPl69eQ/3ZArOe6oO6cN3ll4qnQjP8vT2oLThMT7864sJ9yck+oPo9mnr65ZpNVBYeNetpnU8I865OFE+FZoR2i2DbqaPE95xEdV0Zhw5lq36Ppp6u2vATZ07kmPW0Uu/HzdddJZ4KzQgN8qeyIAevAB2xvXuz+Ic01e/R1NPVG7dy9ngOQR51rTwtNXhyutaDO/98rXiqAm4TeIKGbUt6vZ6+fRsqi2RmZqoaeDISHxnEk0kJ/PDvmxkW359/vvAGNXUGvD31RIcHsPXHDVz60qtUPDEXIoeqfn/BvTEuIoyKisLHx4fMzEymTZumyb0GJU7h2iUfkO+j4+vl/yP3p+3UVVTi6e+HoUckw8dcxNcP3M0oCToJLTB66uPjQ0xMDJmZ6g/ojYwYEM3nZ4+wdOlSdu/LYH/OMapr6vDx9qR3eDCx0b149dVX5UddaIXRU+Nvv9ae/rKxjr/+4ymOHC/g4PHCRk/79+7GoP7xzJkzh+H9btOsD4J70tLT3bt3a3avEQOiKTgcwWX33cTufemU1ns0ejowugfTJk+kd+/eDH/sHs36ILgvTcdS33+v7iqSpowYEI2foZxBg+byzQ/rCOnWu5mnt83/M4cPHyb5qb9p1gfBfWnq6bFjxygvLycgIED1+4wYEE3fHmGEhITwzgeLGHTBmGae/vuZJ/nmv/9l4XMPq37vcxG3CjwZDAb0ej1du3YlMDCQrKwsze5VX1/Pnj17mD17NgndQ5odGz9+PEFBQaxatYqhQyXwJDTH8Pu2Ny8vL2JjYzX1FCA1NZWpU6cS2i2C0Ksvb3asb9++rFq1iqSkJE37ILgfRk/1ej3x8fFt4umwYcMIDfJnzOD4ZscmTpzIqlWruOceGSgJzWnp6bZt2zS9X2pqKgMHDqRr51C6dg5tdiwxMZFVq1bxyiuvaNoHwf1o6en//vc/FEVBp1YJpRakpqbSqVMnBg/o1+oeSUlJvPDCC1RXV6uajkLoGBjHUvHx8RQWFnL69Gk6deqkyb1SU1MBGH3h8Fb3SEpKYu7cueTn59O9u2xdEprT1FOA7Oxszcbce/bsAeCiEeczpMX7aVJSEi+//DI7d+5k5MiRmtz/XMK+OpvtjMFgQKfTodPpiIuL03SglJ2dTUVFBeedd16rYz4+Plx66aWsXLlSs/sL7ovxBVSn02k+oC8vLyczM9Okp/DHQMlgRxJy4dygLQNPiqKQkpJi0dNNmzZx9uxZzfoguCctPc3Oztb0eZaammrR08zMTA4cUH8bleDetPT0zJkzFBYWanY/YyDfVGArMTGRsrIyfvzxR83uL7gvLQf0Wv72p6amEhMTYzKwNX36dPR6PatXr9bs/oL70taeent7m9xFddFFFxEeHi5jfpVwu8CTXt/Q5fj4eE2X3KekpACYja4mJSWxc+dOjh8/rlkfBPekZeBJS0/37NmDoigMGzbM5PGkpCROnjzJrl27NOuD4J609PTgwYPU1dVpcq/jx49z6tQps54mJiZSW1vLDz/8oMn9BfelpacVFRXk5+drcq+6ujr27t1r1tNJkybh5+fHqlWrNLm/4L609BTQ/B3VnKeDBw8mKipKBkqCSYyT+O3taXh4OBdffLE8TwWTGD0NDw+nU6dOmns6aNAgvLy8Wh3z8PDgsssuE09Vwq0CT8b9ntCwhUjr6GevXr0IDw83eXzGjBkSqRdM0tLT3NxcampqNLlXamoqnp6eDBw40OTx0aNHExoaKi+gQita5iSpra0lLy9Pk3sZl9ubewGNiopiyJAh4qnQipaegnYznwcOHKCqqsqsp/7+/kyePFk8FVrR1NO4uDhAO09LS0vJzs4266lOp2tc7ewmhauFNsT4jhocHExkZKRmniqK0rgyzxyJiYmsW7eOiooKTfoguC9GT3U6XZuM+a15unfvXnJycjTrw7mCWwWeWq54OnbsmGYPK2sShoeHM2bMGImACq1o6anBYODQoUOa3MuYj8RcHgdPT0+J1Asmabk1BLQbKKWmphISEkJ0dLTZc5KSkvj22281W3UluCdNPY2JiUGv12vqKZhf6QwNnm7dupWioiJN+iC4J0099fPzo1evXpp5asxHYukdNSkpiby8vMZzBcFIy3dUrTw9duwYRUVFVj2tqqpi3bp1mvRBcF/aytPa2lrS0tIsenrppZfi7e0tYykVcLvAk3E/e9NkY1pgKc+DkcTERNauXSuReqEZLR+WoO2A3tLDEho83bNnD7m5uZr0QXBPmg6Uevfujbe3t+aeWkq0m5iYSHFxsebJowX3oqmn3t7eREdHa+ppdHQ0oaGhZs+57LLLMBgMfPvtt5r0QXBPmnoK2g6ULOUjMdK0CI4gNKWtBvTGQL6lsVTfvn3p27evrCIVWtFWnmZkZFBTU2NxLBUUFMSECRPEUxVwu8BT0y1MoM3e5OPHj3Py5EmrA3pjpH79+vWq90FwX5p62r17d/z9/TXxtK6ujj179lgNkF566aV4eXnJC6jQjKYDJQ8PD2JjYzXbQ28pz4ORESNG0LVrV/FUaEbLAX3fvn0189SWQH63bt248MILxVOhGW3paUpKCgkJCXh7e5s9x9vbm2nTpslASWhFy7FUZmamJlsyU1JSCAsLo2fPnhbPS0pKYvXq1VIER2hGS08LCgo4c+aM6vexltPZSFJSEj/++KMmfTiXcNvAkzHZmBYRUGv5SIz069eP+Ph4+WEXmtF0ZZ6Wle0yMzMt5iMxEhISwvjx48VToRlNk+GCdjNK1vKRGNHr9cycOVM8FZrRVp4aKy9a8xQaVud9//33muXuE9wPU55mZ2drMqC3JUAKDZ5KERyhJS13j2hVgdGWlc7Q4OnJkyfZuXOn6n0Q3BdTu5y0GvPHxsYSHBxs8byZM2dKERwVcKvAU9OkzVoO6G3JR2JEIvVCS5p6CtoNlGzJR2IkKSlJytULzWiaDBe089SWfCRGkpKSpFy90AxTnh48eJD6+npV72NLPhIjSUlJlJaWSrl6oRFTnpaXl6se9LElH4kRKYIjmKLpO6rWA3pbPB09ejRhYWGyilRohqt5GhUVxdChQ8VTJ3GrwFPT6CegWal6W6P00BCpP3HihJSrFxppujIPtPU0KirKYj4SI1KuXmiJqZwkhw8fVn0VR2pqKl5eXmYrLzZl0qRJ+Pr6yg+70IgpT2tqalSvwGhLPhIjgwcPpnfv3rI6T2jElKegfjqIAwcOUF1dbZOnUgRHMEXTd1RjBUa1PT1z5gyHDh2yyVNPT09mzJghz1OhGU09DQkJoUuXLqp7akvlxaYkJibyzTffSBEcJ3C7wFPTAb1W5RVtXW4PMGbMGEJDQzv0D3t5dR378s+QklfCvvwzlFfLHzhLmPL06NGjqiehT0lJselHHSA6OprBgwd3aE9BXLUHUzlJDAYDhw8fVvU+tuQjMeLv78+UKVPEU6ERU56C+jOfqamphIaG0qtXL6vn6nQ6kpKSOny5evHUdlp62qdPH00qMBrzkQwZMsSm85OSkjp8ERzx1D6avqP6+/vTs2dP1T3dvXs3YNtKZ2jwtKOXqxdP7aMtxvx5eXmUlJTYPJZKSkqipKSkQxfB0dpTT1Vb0xhTK0kKCgo4e/as1b2ZtmJrPhIjTSP1zzzzjCp9cAWyTpayZEceGw8UkFdcQdNXax3QO8yfif0imDOyN/GRQe3VTZfE1Mo8gIMHDzJ48GBV7mGM0t999902X5OYmMg777xDXV0dnp5u9UffIuKqY5jKSQINA/p+/fqpdh97ZpOgwdPbb7+doqIiwsPDVetHeyOeOkZLT3v37o2XlxdZWVlMnTpVtfvYs9IZGjz9z3/+w969e20OArgD4qljtPRUqwqMqamp9OnTh5CQEJvOT0xM5KGHHmL9+vUkJiaq2pf2RDx1HFPvqFp46uPjY/O7RNMiOPfcc4+qfWlPxFPHMeXp/v37Vb2HrTmdjQwfPpyuXbuycuVKxo0bp2pf2pO29NStVjyZyp0D6s587t27F0VR7BooJSUldZhy9UeKK5j7wQ6mvLGZj3fkkttCQAAFyC2u4OMduUx5YzNzP9jBkeKOO5tmL23haX5+PoWFhXZ7WlxczPbt21XrR3sirjpHy5wk3bt3x8/PT1VP7clHYmTmzJkYDAa+++471frRnoinztHSU09PT/r06aPJShJ7PO1o5erFU+do6SloN6C3x9N+/fp1qHL14qnztEUe0tTUVAYNGoSXl5dN5wcHBzNhwgR5noqnjZjyVO0KjKmpqXTu3Jnu3bvbdL5erycxMVE8dcJTtwo8mVtJouaeT3vykRi59NJL8fT0dHsRl+3MY/LrP7LtUBEA9QbLf7iNx7cdKmLy6z+ybKe6OTfclZYr87p06UJISIjqnoLtUXqACy64gMjIyA7xAiquOk/LrSF6vV71fGT25CMx0q1bNy644ALxVDwFWnsK6peqtycfiREfHx8uvfRS8VQ8BdrGU+NKZ3s8hYZVTx2hCI54qg7mtjCpPaB3xNOOUARHPFUHU56ePn2aoqIi1e5h70pnaPC0IxTBaS9P3S7w1FTCTp060aVLF1Uj9ampqTbnIzESEhLi9pH6/2zM4tEVe6muM1iVryX1BoXqOgOPrtjLfzaqn3PL3WjpqRYVGI35SHr37m3zNcZy9e7sKYiramFqoKSFp2Bb5cWmJCUluX25evFUHdrCU3sqLzYlKSmJX375hRMnTqjWl7ZGPFUHc54ePHhQtYDP0aNHKS4udshTdy+CI56qh6m0JWpWYKypqWHfvn12e9oRiuCIp+phylNQd/eIIwHSSZMm4efn59Zjqfb01K0DT6D+C6i9y+2NJCYmsnHjRreM1C/bmccra9SZlXtlTSbLz/FofcuVeaCdp/ZE6aHB0wMHDmhSZa8tEFfVo2VOEtDG05iYGJvzkRhJTEx063L14ql6mPP08OHD1NbWqnKP1NRUvL296d+/v13XuXu5evFUPcx5Wl1dzZEjR1S5hzGxuL3vqKNHj3brIjjiqbooimJy94hav/3p6enU1NTY7amxCI67riIVT9Wl5VjKWIFRLU9LSkrIycmx21N/f38mT54snuKYp24VeGq53xPULVVfV1fH3r17HQ481dbWsmbNGlX60lYcKa7giZX7bD7/zLbl5L4wk/z37zR7zuMr953T+5S19hTsz/NgZPLkyW5brt4eV23xFM5tV83lJMnLy6OyslKVezjq6ZAhQ+jVq5d4+jviaWtP6+vrVavAmJKSYlc+EiPh4eGMHj1aPP0d8bS1p6BeOojU1FTCw8Pp0aOHXde5c7l68VRdTHlqrMCopqc6nc6hoguJiYl8++23bleuXsZS6tNyLBUQEED37t1V89TeyotNSUxMZOvWrapu+2sLXMFTtwo8mVpJomZ5RUfykRiJiYlh0KBBbvfD/o8v91Jn4zK7urOFnNn+GTovX8vnGRT+8eVeNbrnlphamde3b19Onjypyoq4s2fPcvDgQYcelgEBAUyaNMntPAXbXbXVUzi3XTWXkwQaKjA6i6P5SOCPcvUrV650u3L14qm6WPJUrd9+Rz2FP8rVqxWsbSvEU3Ux5WlUVFRjBUY1MHpq70pncN8iOOKpupjy1MfHh6ioKFU9jYuLIyjI/upXxiI47lauXsZS6mNuLKWmp76+vo3vE/ZgLILz7bffqtKXtsIVPHW7wJOplSQlJSWqRB0dzUdixN0i9VknS9mSXWjz/s6SjR/g070f3l3jLJ5Xb1DYkl1IdkGpGt10O8x5CpCdne10+47mIzGSlJTkdpF6e1y11VM4t101l5ME1BnQO5qPxEhiYiK5ubmkpaU53Ze2QjxVH1Oe9ujRA19fX1U8dTQfiZHExEQqKytZv369031pK8RT9THlqdoVGB1dQQruWQRHPFUfU56CutvsnfHUWASno3oKMpayFa3T66SmpjJ48GA8PT3tvtZYBEc8td/TDhF4AnWWMjuaj8RIUlISRUVFblOufsmOPDz0ts2cVeWlUZGxldBJt9p0vodexyc/n5v7k83leAL1PPX29mbAgAEOXT9z5kzq6+vdqly9ra7a6ymcu66aykkSERFBUFCQap6C4wHSCRMmEBgY6Far88RT9THlqV6vJy4uThVPMzIyHMpHYqRfv37Ex8eLp78jnrb+7VfD09OnT3P48GGHPXXHIjjiqfpo7alxpbOjnhqL4HTE5ynIWMoezI2lMjMzVVkJn5KS4vBKZ3C/Ijiu4qlbBZ5M5c5RM9mYMw9LgAsvvJCIiAi3+WHfeKDApsinYqineO07BA6dindEtE1t1xsUNmYWONlD98SUp6GhoXTu3Fk1Tx3JR2Kke/fujBgxwm08BdtcdcRTOHddbZlgFBpeRtVaypyamkpYWBg9e/Z06HpjuXrxtIFz2VNoPUOvlqfGAKkj+Uig4c+Mu5WrF0/VR2tPnclHYsTdiuCIp+pjyVM1KjDm5uZy+vRppz11p3L1MpbSBlNjqb59+1JeXu50Jdnq6mr279/vtKfuVATHVTx1q8CTqehnYGAg3bt3d/qH3Zl8JEbcKVJfVl1Hno3JwMpSvqPu7Ck6jZtr1z3yiioor3aPbYdqYmplHqi3RNTZACk0PDC/++47t4jU2+qqo55Cg6vnGm3hqaP5SIwkJSWxY8cOtyhXL55qg9ZbQ4z5SIKDgx1uIykpiePHj/Prr7863R+tEU+1wZKnhw8fdjoFgzEfSb9+/Rxuw52K4Iin2mDJUzUqMBpTljgzlnKnIjhtNZY6F7G0y8nZ3/79+/dTV1fn1FhqyJAh9O7dW8b8v2PrmN/tAk9aDZSOHTtGUVGRKgN6dyhXn1tUji0LFesrz3J6yxI6jb4GD3/7tiAqQE5RuUP9c2e09LS2tpa0tDSnPU1KSqK0tJTNmzc71U5bYIurzngK2PRnoaPhDgFSY7n6b775xun+aI14qg2WBkp5eXlUVVU51b4ano4ZM8ZtytWLp9pgydO6ujpycnKcat+ZfCRG3KkIjniqDZY8BecH9KmpqURERNC1a1eH2zAWwekoz1Nwfix1LmLqHbVPnz7odDpVPNXpdAwePNjhNoyrnVetWuXyRXBcaczfIQJPffv2dTrQ42w+EiNTpkzBx8fH5R+YNXW2Lac9vflj9H6BBI1I1PQ+HQlTK/NAHU/T09OpqalxajYJGhLo9+rVyy1eQG1xyFlPz0UseXr8+HFKSx1PaOlsPhIjnTt3ZvTo0eLpOYy5nCR9+/ZFURSnKjA6m4/EiDuVqxdPtcGSp+B8fseUlBSnPYWGSSd3KIIjnmqDOU+jo6Px9PRUzVNnVjpDg6c//fSTyxfBaaux1LmIqXdUX19foqKiVPG0b9++BAYGOtVOUlISubm57N3r2tUHXWnM71aBJ1P7PeGPGXpnIo7O5iMx4i6Rem9P6//ra4uPUZb6A0HDk6gvLabu9EnqTp9Eqa9FMdRTd/ok9ZWWB6e23KejYcnT4uJiiouLHW7buIzZ0XwkRtwpUm/NITU8PRex5Ck4V4FRjXwkRhITE92iXL14qg3mcpKoMUOfl5fndD4SI4mJiezevZu8PNdOBCueaoM5T9WowFhTU+N0PhIjiYmJblEERzzVBnOeqlWBUY1APvxRrt7Vi+C01VjqXMTamN8Z1PJ0/PjxBAYGypjfjvs4vma3HTA3Qx8fH09ZWRknT550eHmnGvlIjCQlJXHXXXdRXFxMWFiY0+1pQXR4ADosL+GsLy0CxUDJuncpWfduq+PH3plP0Igkwiabznqv+/0+5xqWtjBBw0Bp5MiRDrWdmppKbGysU/lIjCQmJrJgwQLS0tKcWm6qNdZcddZTaHD1XMMWTx1dWZeamoqPjw/9+/d3qo/Q8Dx95JFHWL9+PTNnznS6Pa0QT7XB3NaQyMhIAgMDnXoBNa50dnYFKcC0adMay9XfddddTrenFeKpNpjz1FiB0RlP9+/fT21trSqeNi2CM3bsWKfb0wrxVBvMeQrOD+iLi4vJy8tTxVNjEZyVK1dyww03ON2eVrTVWOpcxNI7qjNpQgwGA6mpqcyYMcOZ7gENRXCmTZvGypUr+ec//+l0e1rhSmN+tws8WRooZWZmOhV4uvLKK53qn5GZM2dy++2389133zFnzhxV2lSbAB9Peof5k2sh2ZhXlyi6zGr9B+n05o8x1FQSNvlWPDt1M3t973B/AnzcSjFVMOepsQJjZmamU4EnNaL0ABMnTmyM1Lty4Mmaq856Cg2unmuY8zQsLIywsDCnljKrkY/ESL9+/YiLi2PVqlUuHXgST7XB3EBJp9M5XQI8NTWVLl260K2b5f/uthASEsL48eNdPvAknmqDtQG9s546m4/ESNMiOC+99JLT7WmFeKoN1jx1Jp+imiudoWFy9JVXXqGmpgZvb29V2lSbthpLnYtYGvN/+OGHZo9bIycnh9LSUlU9nTdvHidOnHAqt5mWuNKY3632QZmTLDY21qlkY2fOnOHQoUOqSdijRw+GDx/u8vkeJvaLwENvPpbu4R+Cf9+LWv2l9wtG7+2Hf9+LzJZa9NDrmNg3QqOeuzbmPA0KCqJbt24Oe6ooCikpKarMJkFDpH7q1Kku7ylYdtUZT+HcddXSj7azJcDVykcCDQGGpKQkVq1a5fLl6sVT9bE0UHLWU2MgX42VztCwOm/jxo1O5UdrC8RT9dHS05SUFOLj453OR2IkKSnJLYrgiKfqY81TZyowpqSk4Ofn17gYwFmMRXBcvVy9jKW0wVJe56qqKo4ePepQu2qudIY/iuCsXr1alfa0wlU87RCBJ19fX3r37u3wD7vaUXpoiIB+//33Ll2ufs7I3tQbtMnvU29QuGFUb03adnXMbQkF55Yyq5mPxEhSUhK//PILJ0+eVK1NLRBX1UcrT9XMR2IkMTGR48eP89tvv6nWphaIp+pjLhkuOL81RM0VpNDgaU1NjcuXqxdP1ceap3l5eVRXVzvUttqeTp482S2K4Iin6mPNU2cqMKampjJkyBA8PDyc6WIjxiI44um55ylYTq8Djud3TE1NpWvXrkRGRjrVPyPGIjjiqW2eulXgSVEUTQZKxnwk/fr1c6Z7zUhKSuLs2bNs2bJFtTbVJj4yiAGhOhRDvV3XdZ3zAt1vXmD2uIdex9i4zsRFBDnbRbfEXEI8cN5TUDdAatzj7Orl6k/nZaAvyLTLVWuewrntqlaeGvORqOmp25SrP3sCn+JDKPW2zxiLp5YxlwwXGjzNz8+nrKzM7naLi4vJzc1V1VNjuXpX9zTQUEZg2RHxVEWseWowGDh06JBD7aodeAoICGDy5Mku72mEr4HQ6pPiqYpY8xScG9Cr6am7FMHpFeJFpFJsl6cgYylrmHtHjY6OxsPDw2U8hYYxv6sXwenT2Z9eXmXtPuZ3q8CTta0hji4bNuYj8fLycqZ7zRg2bBg9e/Z02W1MpaWl3Hbbbax7/i/oUXf7iqdex/NXum7OIK2xxVNHfkRTU1Pp3Lkz3bt3d7aLjXTp0sWly9VXV1fz2GOPcdFFFxF8YDU+XurmDDuXXbXmaWFhISUlJXa3a8xH4mzlxaZ4eXkxffp0l/XUYDDwf//3fwwdOpS67R/jLZ6qhrWtIeBYBUbjSme1ltsbSUxM5JtvvqG+3r6Xu7ZAURQ+/fRTEhISKPz2Lbw91VmZYEQ8teypI++oOTk5nD17VhNPf/rpJ6eq7GrJmjVrGDRoEIeXP4eXeKoaljzt1asXPj4+DnlaVVVFenq6Jp7m5OSQlpamartqsXPnToYPH86e9/+Op4e6Q+pz2VMw/47q5eVFnz59nBrzqx14SkxMpLKykvXr16varlpkZWUxbtw4fn7rPjxUzlZvr6cdJvAUHx9Pdna2QzlA1MxHYsSVI/UbNmxg8ODBLFmyhLdeeJLnrzpf1fafTkqgV9i5mQwPrHtaWlpKQUGB3e0aPVUrH4kRVy1Xn5KSwgUXXMCLL77IE088wc6N3/P05YNUvce57Ko1T8Gxmc+UlBTi4uIIClJ3li4pKYnU1FSOHDmiarvOcujQISZOnMh9993HzTffzJ7tG3nmCnVfFs91T0H9GfrU1FT8/PwagwJqkZSURGFhIT///LOq7TpLQUEBV111FXPmzOHSSy8lbcePPHOlesFhEE/BtKfOVGA05iNR+x115syZ1NfXu1y5euOk6KWXXkq/fv3YvW0Dz4qnqmHJU2cqMO7bt4+6ujrVPW1aBMeVaDop6uvryy8bv+O5WUNVvce57ClYf0d1xNPCwkKOHj2quqf9+vUjPj7e5TxtOil68uRJNqz8jOevGqbqPez1tEMFnqqqqjh27JhdbdbU1LBv3z7VJYSGAf3hw4fZt2+f6m07QllZGXfffTeTJk0iOjqaPXv2cPvtt3Pdhb15cKo6L98PTe3HNRecm/uRjVjLnQOOD5TUnk2ChoFSRUUFGzZsUL1tR6itreWpp57iwgsvRKfTsXPnTv71r3/h5eXFtReIq2qhpadaPE+blqt3BQwGAwsWLGDIkCHk5eWxceNG3nzzTQICAsRTFbGUkyQ8PJzQ0FCHPR08eLBq+UiMGMvVu9LqvM8//5yEhAS2bNnC559/ztKlS+ncubN4qiKWPDVWYHTU08jISNWrJbliEZymk6LJycmsXbuWqKgo8VRFLHkKjg/oU1NT0ev1qldIdsUiOE0nRR9//HF+/vlnBg8eLJ6qjBZ5SI0pS9QeSzVdbOIqRXCaTorOnz+f3bt3M3bs2Hb31K0CT9ZyPIH9S5nT09NVz0diZOLEiQQEBLjEQGnz5s0MHTqUDz/8kDfffJMNGzbQp0+fxuN3T4znhVmD8fHUW8x6bwoPvQ4fTz0vzhrMXRPj1O6622Epd05sbCxgv6clJSWq5yMx0r9/f2JjY13C0z179jBy5EieeeYZ/v73v7Nz585W31lcVQdLngYFBREZGWm3p1rkIzHStFx9e5OTk8OUKVO46667mDt3Lnv27GHChAnNzhFP1cFSThJwvFS9Vp4ay9W7gqeFhYVcc801/OlPf2L8+PHs27eP2bNnNztHPFUHd/MUGiadXKEIjrlJ0abv++KpOmjpad++ffH3V3+FjrEIzokTJ1Rv2x5MTYo+/vjjzdK0iKfqYIunBw8etLsCY2pqKgEBAY1jMTVJSkpyiSI4LSdFN2zYwFtvvUVAQEDjOe3pqVsFniyteIqJiXEo2ZgW+UiM+Pr6tnukvqKigvvuu48JEybQrVs39uzZwz333GPyv+O1F/Rm3f3jGd0nHMCqjMbjo/uEs+7+8ed8dN6IJU/9/PwcqsCoReVFI03L1bfXttC6ujqee+45RowYQU1NDTt27ODpp5/G29vb5PniqvNY8hQcKwGuVT4SI4mJiWzYsKHdytUrisLChQsZPHgwWVlZrFmzhuTkZLPbCsVT57G0NQQc87S6upr9+/dr6ml6erpDuafU4ssvvyQhIYF169axdOlSPv/8cyIiTJc7Fk+dRwtPQbuVztDg6dmzZ9m8ebMm7duCtUnRpoinzmOLp45UYNTSU1cogmPLpKgR8dR5rAWe+vbtS11dHbm5uXa1q3blxaYYi+C055jf1KToxIkTTZ7bXp52mMCTl5cXMTExdv+wa5WPxEhSUhI7duxol3L127ZtY9iwYbz77ru88sor/Pjjj8TFWY5O9grz5+P5I1l73zjmjowiKtyflirqgKhwf+aOjGLd/eP4eP7Ic3ofckusDegdWSKakpKCr6+v6vlIjCQmJpKfn98ukfr9+/dz0UUX8fjjj/O3v/2NX3/9leHDh1u9Tlx1Dq08BW0CpPBHufq1a9dq0r4ljhw5wrRp07j11lu59tpr2bt3L1OmTLF6nXjqHNYGSo54qlU+EiNTpkxpt3L1xcXF3HDDDcyaNYtRo0axb98+rr32Wqu5AcVT57DF02PHjlFRUWFzm0VFRRw5ckQzT41FcNrDU3smRZsinjqHLZ7aW4HRYDBoujLPWASnPTxtOilaXV3Nzz//bHFS1Ih46hy2eAr2p4PQIqezEU9PT2bMmNEunto7KWqkXTxV3Ihx48YpN9xwg9nj06dPVxITE+1qc/z48crVV1/tbNfMcvLkSUWn0ykffPCBZvdoSUVFhfLggw8qOp1OGTlypJKenu5Ue2VVtUrasdPKb7nFStqx00pZVa1KPe2YzJ07V7n44ovNHr/99tuVIUOG2NXmjTfeqFx44YXOds0sNTU1SqdOnZTHH39cs3u0pK6uTnnxxRcVb29vpX///srPP//sdJviqu089thjSq9evcwe//e//62EhIQoBoPB5jb/9a9/KREREXZdYy8JCQnKvHnzNGu/JQaDQfnwww+V4OBgpUePHsq3337rdJviqe28//77CmDWqU8//VQBlJKSEpvb/OCDDxSdTqeUlZWp1MvWzJgxQ5kwYYJm7Zti1apVSteuXZVOnTopH3/8sdN/DsVT21m7dq0CKIcPHzZ5fNu2bQqg7N692+Y2161bpwBKRkaGSr1szR133KFER0dr+sxuydatW5X4+HjF19dXefXVV5W6ujqn2hNPbSczM1MBlI0bN5o8fuzYMQVQvv76a5vbzMrKUgDlhx9+UKmXrXnhhRcUPz8/paKiQrN7tGTfvn3KiBEjFL1erzz66KNKVVWVU+2Jp7ZTXV2tAMrixYtNHq+rq1O8vb2VN9980+Y2KyoqFL1er7z33ntqdbMVy5YtUwAlNzdXs3u0JC8vT5k6daoCKDfffLNy+vRpp9rT2lO3WvGkWMjxBH+UqrenPS2j9AARERFcdNFFbRYB3bFjB+effz5vvvkmL7zwAlu3bqV///5OtRng40lC9xDO6x1KQvcQAnzULRXe0VAs5M6BP5bc25OATmtPjeXq28rTAwcOcPHFF/Poo49y77338ttvvzFy5Ein2xVXbccWT8+cOcOpU6dsbtPoqdqVF5uSlJTUZuXq8/PzmTlzJn/5y1+48sorSUtLY/r06U63K57ajvL7kntzThlXgdoz82nMR9I054HaJCUlsWXLFkpKSjS7h5HTp0/z5z//mcTERM4//3z27dvHDTfc4PSfQ/HUdhQbtoaAffkdU1NT8ff3t7pS3RmSkpLIyclpkyI4lZWVPPTQQ1x88cWEhYWRkpLCAw884PS2F/HUdqx52q1bNwICAuz2FLRb6QwNnlZWVrZJEZz6+npeeuklzjvvPEpLS9m2bRv//ve/8fHxcapd8dR2rHnq4eFBXFycXZ6mpaVhMBg09dRYBGf16tWa3cOIoigsWrSIQYMGkZaWxrfffsvChQsJCQlxql2tPXWrwJMtW0MOHTpkc7Kx3Nxczpw5o9m+ZCOJiYmsWbOGqqoqze5RXV3N3//+d0aPHk1gYCC//fYbDz/8sCb7WAXL2OJpZWUl+fn5NrVnzEei5cMSGn7YU1JSNC1XX19fz+uvv86wYcMoKipiy5YtvPzyy/j5+Wl2T8E0tngK9g/o2+J5qnW5ekVR+OSTT0hISOC3335j5cqVLF68mE6dOml2T8E0WniakpKiuadtVa7++++/Z9CgQXz55Zd8+OGHrF69mu7du2t6T6E11raGOFKBMTU1laFDh2r6HjdhwgQCAgI0z0uixaSoYD/WPHWkAmNqairdu3c3m0NODYxFcLT2tOWkaEpKiiqTooJ9WPMU7N9mb6y8OGjQIKf7Zw5jERytPdVqUrQt6HCBp9raWvLy8mxqry2i9KB9uXpjTpxXX32Vp59+mu3bt5OQkKDJvQTrqD1Q2r9/v6b5SIxoHanPzs5mwoQJPPDAA9x2222kpqYyZswYTe4lWMeap8aqH7Z6qnU+EiPGcvVarc47ceIEV155JXPnzmXGjBns27ePxMRETe4lWMeap8HBwURERNjsqcFgYPfu3Zp7aixXr5WnZ8+e5ZZbbmH69OkkJCSQlpbGTTfdpOlqQ8E8Wg2UtPbU19eXSy+9VDNPq6ur+cc//iGToi6Cu3pqLIKzevVqTcrVN50ULSwslEnRdkYrT/v376/5/9OkpCQ2btyoSRGclpOiX3/9NYsXLyY0NFT1e2lFhws8ge1LmVNSUoiIiKBr166q9M8cAwYMoE+fPo0R0JLjBaR+/jW7PlpG6udfU3K8wKF2a2pqePzxxxk5ciReXl7s2rWLf/7zn3h6yvLN9sRgMFh8+Y+JiUGv19vlqVaVF5vSqVMnxo0b94enpRVs3ZvFhl/T2bo3i5JS25OiNsVgMPDWW28xZMgQ8vPz2bRpE2+88YYmZXcF27Hmqb+/Pz179rTZ07YK5Ht4eHDZZZep7qmiKCxbtoyEhAS2bdvGF198wZIlSwgLC1Oz+4KdWPMU7CsBfvjwYUpLSzX3FBpW53333XfU1taq5inAunXrGDRoEMuWLePdd9/l+++/p1evXir2XLAX40DJkqv2eFpZWUl6enqbeWosgqOmp8ZJ0VdeeYVnnnlGJkVdALU9BW0TNjelaREcNT1tOSm6e/dumRRtZ2z1NCcnh5qaGpvabIuVzvBHEZw1a9ao6mnLSdG0tDSSkpJU7Hnb4FYRCms5nnr37o23tzdZWVlMmzbNanttkY8EGv7gzB03mZHbdlEYFk54STFNY5MKUBgaxsEhIwj424MMSrReKWn37t3MmzePffv28a9//Yt//OMfeHl5afYdBNuxljvH29vbrgqMbZGPxMjoSy9n36FjPPL0i/gZqmj6R2OtApV6X/w692TmxDGMGBBttb3Dhw/zl7/8hU2bNnHXXXfxwgsvEBgYqN0XEGzGmqdgXwlwYz4S4wSAlpw/diolXuE88tQL+CnVTnt66tQp7rzzTv73v//xpz/9if/85z906dJFuy8g2IytnqalpdnUXlsFSAH6j7iYideU8c/nX8VfBU/Lysp4+OGHSU5O5pJLLuGDDz4gOtr6dYL2WMtJAg2e2lqRc9++fdTX17eJp70GnM/ltzzIK8kfEkCN057W1NTw7LPP8vzzzzN48GB27dql+cSZYBu2emqswGhtgrCgoID8/Pw28dSvSy+uuuMRlq9aS8Dqb5z21GAw8Pbbb/PII4/QrVs3Nm3axPjx47X7AoLN2OqpsQKjtW279fX17Nmzh1mzZqnaT1MUVem49t7H2L7nAHv3pjntqaIoLF++nLvuugsPDw+++OKLNvkeWuFWgSdrK548PDyIjY21a6B03XXXqdU9k2Rt/hll/k08mZ1BvU6Hx+9/mJqiAzqXFBO6eS0eP64hM64/ug8WET9uVKtza2treeGFF3j66acZMGBA4755wXWw5inYt0S0LZYx7z+cz0fLV+BfXcLgrv7olSpa1tTU6cBfqcJQkM03n2XzuU84866ZxcCY1vlEFEXh3Xff5cEHH6Rz586sX7+eSy65RNPvINiHrZ7amkspNTWVIUOGaLqF4g9PixjSLRA91U55CvDFF19wxx13YDAYWL58OX/60580679gP7Z6+uWXX1qdnIKGWc9u3boRGRmpZjeboYWnmzZt4qabbqKgoIC3336b22+/3ep/F6HtsHVrSEFBAWfPniU4ONhie8Z8JIMHD1a1n01p7mkAel3rlQP2eiqToq6NrZ5Cw0ogawHD3bt3A2i6kqSppwkRfqp42nRS9M477+TFF1+USVEXwh5Ps7KyrAaeDh48SHl5uaZjqaae9g31RK+rbXWOvZ42nRS9+uqrefvtt91+UtSt3lrUHNAXFxeTl5enqYSb7nyA6EljiT3UsGTVVNCpKcbjsYcyiZ40lk13PtDseFpaGqNGjeKpp57ikUceYefOnRJ0ckHU9NRgMGgeeHpnxTqWfvQ+vlVFAOitLAA0HvetKmLpR+/zzop1zY7n5eUxdepU7rjjDubMmcOePXsk6OSC2OOpYuXZBdoHSNX2tKioiOuvv57Zs2dz8cUXs2/fPgk6uSC2enr69GmKioqstudunpaXl3PvvfcyceJEevfuzZ49e7jzzjsl6ORi2DtQsobW+UjU9rS2tpZnnnmGESNGYDAY2LFjB0888YQEnVwMLTwNDAykT58+6nSwBWp7qigK77zzDoMHD+bQoUOsW7eOt99+W4JOLoYtnnbv3h1/f3+bPQUYOnSoKv1ridqeQsOkaEJCAhs3bmT58uV89tlnbh90gg4YeOrbt69Ne5O1Xm6/+ao5TEh+Hc+6OjzsTITnYTDgWVfHhOTX2XzVHOrq6vj3v//N8OHDqaqqYvv27Tz77LNOl/YUtMGWnCR9+/bl4MGDVkvCa52P5KWPvuTk3q14oFh9ULZErwMPFE7u3cpLHzWsNvjggw8YNGgQGRkZ/PDDD7z77rtWZ3aF9sFWTysqKqxWYNQ6H4mangJ8/fXXJCQk8P3337NkyRK++OILTVfACI5jq6dgW35HLQNPanv6008/MXToUN5//33+7//+j40bNzYm/RdcC1tzkoBtnmqZN0dtT2VS1H2wxdPOnTvTqVMnmz0dOnSoJoFwtT3Nzc1tNim6d+9eJk2apHq/BeexxVNjBUZbPe3Ro4cmgRu1Pe3ok6JuFXiyZRm9rcnGtMxHsunOBxi34lOg1ep6mzFeN27FpyRPmM5jjz3G/fffz6+//soFF1ygSj8FbbAlJ0l8fDw1NTVWKzAaA6RaLGN+Z8U6KnP2AOBomjPjdZU5e7j6zke5+eabufrqq0lLS2Pq1Kkq9VTQAls9Beszn1rmI1Hb0xvuf4IrrriCCy64gH379nH99ddLJTAXxhZP4+LiAOuenjp1imPHjrmFpzf//d+MGzeOyMhIUlNTuffee2WVkwtjS06SkJAQmyowall5UW1P737qdYYPH05lZaVMiroBtnhqHNDbupLEHTz92wvJDB48WCZF3QRbPAXbd4+kpqa6xTjqsTcWdfhJ0Q6V4wkaJDQYDBw+fJh+/fqZPU+rfCRZm39mzMK3UDAddKoGHgc+BkqAIcCzgLl04gpw+45N9Hl3EZfdfKOqfRW0wVZPoWGgFBMTY/a81NRUunbtqvqDZ//hfI7t2YYHph+WdXV1bNy4kd27d1NVVUVkZCSXXHKJ2dl2RYEBkQG8v/QL5l/rvknvziVs8bRPnz7o9XqysrKYMGGC2fO0ykeihacxIR68mvwh99/2Zwk4uQG2eOrv70+PHj2svoBqlY9EC0+7+dTy2POv8sRD90rpeTfAlq0hYNtAyZiPxB08DaWUW+9/lJef/Du+vr6q9ldQHzU9raio4MCBA/ztb39TrX+gjaf+Vae48vqbePPFpwkJCVG1v4L62OPpJ598YrW91NRUbr75ZlX6ZkQLT3Wnj3DhhEt59/UX6Natm6r9dRXcZvqsvLqO2sBITnt0Yl/+Gcqr60yeZ+uSe62i9Mr8m9AbDGZXOv0ZeA2YA/wf4AHMAH4yc74O0BsMxL/4b7W7KmhAeXUd5d6hVPpHWvQ0KioKLy+vdvP0o+Ur0KOYjdB/9dVXbN++nSFDhjBt2jR0Oh1LliwhNzfX5Pk6HehRyMyxvCVLcA3Kq+s4TSCG0N4WPfX29iY6OtomT/v162e1Ao69aOXpydPlEnRyA8qr6yio8cYzMs6ip2DbNvuUlBQCAgJU366mlafVeEnQyQ0oOV5Axe4DXBE3iPSVayg5XmD2XFs81SofiVae+nfqIkEnN6CktIL9R4uIHnoR+48UWSztbounaWlpGAwG1d9RtfK0a3S8BJ3chJLSCnoOOJ/swgq27s0y62rfvn05cuQIFRXmXT5x4gQnTpxwG0/7D7ugwwadwMVXPGWdLGXJjjw2Higgr7gCZfx9bAY2v/UTOqB3mD8T+0UwZ2Rv4iODANuSjVVVVbF//37uuusuVfubtmotg7IzzB7/BVgGvAw8+PtnNwKDgIeBbWau8zAY6Judwb5v15EwY7KKPRbUoJWnfa8B4DILntpagTElJYW5c+eq2t9d6Tn4VxeZ3Qd69OhR0tLSmDJlCmPGjAEaXoAXLFjA2rVrzc4a6HXgX13ErwdyGN4vWtU+C87TytOgsTBqrEVPwbaZTy3ykYin5yatPCWWgCuftMnTX375xWLbqampqucjEU/PTdJWraX81VeI3bOL8JJi5gHzAOZejQIUhoZxcMgIAv72IIMS/1jTHh8fz1dffWWxbS3ykYin5ya70nNYvXErlYVH8TNUodPBn6+8lAO7NpOxc7PZ0u62VGBMSUnBw8ODhIQEVfsrnp6btHT15muSOJuXwbq8DNYqmHTVuHvk4MGDZlfca5HTWUtPAzq4py654ulIcQVzP9jBlDc28/GOXHKLK2hZU0kBcosr+HhHLlPe2MzcD3ZwpLgCnU5HXFycxYGSVvlIyl99hXoLs+j/o2GF061NPvMF5gPbgSMW2q7X6yl76WU1uimohDOegvUBvTEfidrL7Vdv3IrBQpGy/fv3o9PpGD58eONnXl5enH/++Rw9epQzZ86YvdagwKr1W9XsruAkWnuqVT4S8fTcQi1PLVVg1GIFqXh6bpG1+Wcy4wcwKGkqIzavpXNJcauxhw7oXFLMiM1rGZQ0lcz4AWRt/hlo8LSkpMRiBUbxVHCW/YfzeeSF//DNZx+hFGTjr1S1WplhLO2uFGTzzWcf8cgL/2H/4YZV67bkd0xNTWXAgAGqrnYTT889nHHVVk+Dg4MtpjWxF/HUcVwu8LRsZx6TX/+RbYcafpTrLf2fbXJ826EiJr/+I8t25lnNcq9VPpLYPbvwsPDSmwL0BVrOHVxo7JeFtj0MBmL3/upU/wT1aAtPjflI1H4BrSw8arHywokTJwgPD2/1MtGjR4/G4+bQ6xraF1wDtTzNzs42W4FRq3wk4um5g1qelpeXc/z4cZPXVFZWkpGRIZ4KDrPpzgeInjSW2EMNv9uW3veaHo89lEn0pLFsuvMBmyrbaZEIVzw9d1CjtLt4KrQFzrq6YssegoODrXqq9kpn8dRxXCrw9J+NWTy6Yi/VdQarL54tqTcoVNcZeHTFXmriL7Ea/VQ7H0nxsROElxRbPOc4YGrXpvEza9lxwouLLOYOENoGtTw9FTGcnJwcamtrTZ6bmpqqej6S4rPl+BmqLJ5TWlpKUFBQq88DAwMbj1vCz1BlMXeA0Dao5Wm2Txw1NTUcOWJ6TaYW+UjE03MHtTz9taphW5K53/69e/eqno9EPD132HzVHCYkv45nXR0evye+tRUPgwHPujomJL/O6adeBMx7evLkSY4fPy6eCg6hVmn3977eSJcuXcx6Wl9fz549e8RTwWFUcTVtK5Pn3Gl1zC+eug4uE3hatjOPV9ZYTmRnK3uIoiS0P5WVlSaPa5GPJG/bDrMJxY1UAqaKzPo2OW4JHZD703Z7uyaoiJqebj4dgl/CJRw+fNjk8ZSUFNUrL6bn5lst+VlXV2fynp6eDSnhzAXKjOh0sD/nmMN9FJxHTU9X5igEDpli9oc9JSWF7t27ExERocr9QDw9V1DT0/+mlhA09FKznqampqqej0Q8PTfYdOcDjFvxKWA2pYdVjNeN/3IpL18wzqKnoO5KZ/H03EDt0u4XJd1g1tOsrCwqKirEU8Eh1HR1SKQvRfpQk+eUlZWRmZkpnroQLpFc/EhxBU+s3GfyWM2pXM789Ck1J7KpLz+NzssHr/BeBI+chX/8SLNthk65na27M5g8qvkyUGM+kqSkJFW/Q12FtbAR+AHVJj6vanJcjfsI2qCVp9v3ZjVWY2xKamqqxRL2jlBdY74qlBFPT0+T26rq6hqu9fLyUuU+gjZo4WnYlNvZmX6YKVNaH9MiH4l42vHRxtPbSMlKNXksNTWV/v374+dnyy+tbYinHZ+szT8zZuFbKLQOOu0DngR+BU4A/sBA4CEg0Ux7CvDXlG3c16u7yeOpqakEBQWpmo9EPO34WCrtXlBQwKZNm8jPz6esrAwvLy+6dOnCmDFj6Nevn8n2FAWG9OzEpp8PmjyuRYBUPD030MLVwT2C2X84n4ExzZ+re/fuRVEUVbeEiqfO4RKBp398uZc6M0vs688WYKipJGDwJDwCw1Bqq6k4sI1TXzxD2LS7CRo2zeR1Or0HL2082irwdOjQIcrKypySsLy8nIMHD3Lw4EGys7M5ePAgnofyGWHlum6AqfilMSOF6deQ5nj6q/fSLNiHJp56ePLB7nLmXdX8c2M+kvvuu8/h/lZVVXH48OFGR7Ozs8ktrmREv94WrwsKCuLs2bOtPi8rK2s8bg0fb5d4tJyTaOXpl0d9+IeJY6mpqfzlL39xuL+1tbXk5OQ0e54eKizn/LgeFq8TT90bLTzFw5PN5eYH9M787tfV1XHkyJFmnh48VcbQmK4WrxNP3Rtl/k3oDQaTK51ygVIaqtl1ByqAL4Ak4F2aF5IxogP0BgN3/rbT5P2MgXxH85EYDAby8/Ob/e5nnzzLoCjLK1LFU/fmo+Ur8DVT2v306dNUV1czbNgwgoKCqK2tZf/+/SxdupSZM2cyYkTr0YtOB3pFof+Q4a0bpMHT3r17ExYW5lB/FUXh5MmTfzxLDx4k8/gZBvS03J546v5o5eqiZV/w8t/vaXYsNTUVT09PBg4c6FBfFUWhqKio2e/+gfzT9O0WYvE68dQ87f6tsk6WsiW70Oxxv9gL8Iu9oNlnQcNncnzxfZz95SuLA6XMs5BdUEpcxB//g23JR6IoCsXFxc1fMJv8c9OkYAEBAcTFxTGwT6zJGbGmDAM2AmdpnmB8R5PjllCAqIsvsnKWoAWaear3IK82oJWnaWlpNuUjOXPmTCs/jf987NixxgpPvr6+xMbG0qfvABTF8tLWrl27cvjwYaqqqpolxjt69GjjcUsoCgyMthw0ELRBK0/Re3CKzq08tTUfSXl5OYcOHWo2GDK6mpubi+H3nCleXl7ExMQQ238gitJDPO2gaOapTk9pYM9WntbX17N7926uuuoq09f9TstgfVNXm+bj8/DwICoqith+A1Giu4qnHZS0VWsZlJ1h9viM3/9qyt3AcOA1TAeeoCHnU0LOQdK+WcegyyY3O5aamsoUU0tLm2AqWG/850OHDlFd3bC2XqfT0atXL+L6DUTpHSGedlCslXbv27dvq1X1F154Ie+++y7bt283OZiHhjw6PQMUNu5MY+IFg5ods2Wlc319PUeOHDH5u28sSmKkW7duxA9IoH+Pi8XTDoyWrgbWFPPrgRyG94tu/Dw1NZWBAwfi42Mq0U0DLYP1LV1tWoGuS5cuxA1IIL7rBPHUQdo98LRkRx4eep1dSUV1eg88gzpTfcJ8MjEAnWLgk5/zeDLpj5wOxnwknTt35tixY80Eayra6dOnG6/p3LkzsbGxxMXFMWnSpMZ/jo2NJSIiAt3v9hWGhdPZQoLx2cArwHvAg79/Vg0sAkYCvax876KwcDp3Uy+PimA7WnqKGU/1ej0JCQmcPHmy1cPQ+PfCwj8GbyEhIY1ejh49mtjY2EZXu3Xr1jiD+sjTL+KvmE+MN3DgQLZt28avv/7KmDFjgIbZ/tTUVHr06EFIiOVIf6Xel9Ag9RL3C7ajqaeG+laeNl1uX1xcbPJZmp2dbTJYHxsby+zZsxv/OTY2ll69ejXuixdPOy5aeqoY6vn451yeSvpjoJSdnd2Yj+Ts2bNmf/ePHj3aLFjfp08f4uLimDlzZrPf/aioqMal8uJpx6X81Veo1+msVq9rigcN73Km1zP9Qb1ez9kXX4Qmgafy8nIOHDjAQw891CpY39TVvLy8xm0cjcH62FgmT57c7Hc/Ojq6cdAjnnZcVm/ciqJYrwjWFL1eT0hICMeOWc4jY1Dgu03bmgWeFEUhJSWF22+/vTFYb+p332Sw/vf30xtvvLHR0z59+jQWexJPOzZau7pq/dZmgSdjTufa2lpyc3NN/u4fOnSIqqoG53Q6HT179iQuLo7zzz+fP/3pT43P1NjYWIKDG5aNiKeO0+6Bp40HCmx6+TTUVKHUVWOorqAyaweVh37Ff8BYi9coOj1r9h3jIp+jjaItWbKEiooKAgICGkUDGkUbNmwYV111VbPBkDVBjBwcMoLQzWvNvqSMBK4G/g4UAHHAR0AO8IGVtuv1eg4OHk5nm3oiqI2WnqLTs3ZfPuMC/1h2/L///Q8vLy8iIyMbl2ZCQ5Q8NjaW/v37c9lllzXzNCwsrDEIagm/zj0xFGSbffD37NmTgQMHsn79esrLywkLC2P37t2cPn3aam40gwJ+XXpa7YOgDZp6qvdg7b58Lun0x7Lj1atXo9frGTFiRLNZIWOwPjY2lksuuaTZYKhpsN4S4mnHRUtPdXoPfthzlEs7/xFgWr9+PQB/+tOfKC7+Y3KoabD+oosuavznlsF6S4inHZfYPbtsCjqV01Ac5gywEvgOuMbKNR4GA333pbBz587G3/3t27ejKAqPPPII8+fPbzzXWN02Li7OYrDeEuJpx6Wy8Cj+Ngzka2pqqK2tpbq6mgMHDpCVlcWgQYMsXqPXgVJeREpKSuPzdO/evRQUFPD222/zzDPP2B2st4R42rHR2tXyU0f46quvyM7OJisri19//ZWDBw/i5+dnMlg/adIkbr31VpPBekuIp47TroGnsuo68optKxdYsuF9ylK/b/gXnR7/vhcRNvUOq9cdO1PD9MSr8VDqiImJ4cyZMwwaNIgbbrihUbSYmBibRLNGwN8exOPHNRbP+S/wL+BjoAQYAqwGxllp28NgIPDhh5zuo2A/beHp0TPVTJ52Nbr6Gnr37k1JSQm9evXitttua3zB7NOnT2MpTmeYOXEM33yWbfGcK6+8ko0bN7Jnzx4qKyuJjIzk+uuvJzo62uJ1eh3MnDTG6T4K9tNWnk6YnIRSW0XPnj2pqamhS5cu/PWvf3UoWG8J8bRj0haeHi+r4+IJk1Bqq+jatSseHh74+/tz3333NRsM2Rqst4R42jEpPnaCcAsr2JvyNxpyOkFDqehZwH9suC68uIi+4y+hpLKM8PBwgoKC0Ol03HrrrfTr18/uYL0lxNOOSWNpdxv0+OGHH/j111+BhpUdAwYMYMaMlptFWxNADaMuHk9NRSkhISF06dIFaAjkjxgxovF3v3v37g7nJjMinnZc2sJVf6Waa+bciJfOQI8ePTAYDEyZMoWJEyc2/u7bGqy3hHjqOO0aeMotKsfWBczBF1yOf/+LqS8toiLjJxTFAPWWyxFCg7A/bP2NiefFU1xcTGRkJI8++iizZ892rvMmGJQ4hcy4/sQeysTj95wlLfEFXv79L1up1+s52KcvCTMmWz9ZUJ228vSbzb8w6fx+eHh4EBISwm233caDDz5o9Vp7GTEgms99wvGtKjIbrffy8mLq1KlMnTrV5nYNClT5hjdb5iq0HW3l6dcbtjF5eEN1sAEDBjB58mT+/ve/O9d5E4inHZO28nTF2i1MHt6fwMBApk+fjpeXF//617+c67wJxNOOSd62HdiaNvk+GlIp5AOfAfVAjQ3X6YCPn3+Zi2+6jpCQEG6//Xa2b9/Oc88951CfLSGedkxsKe1uZNSoUQwcOJDS0lL27duHwWAwWXmrJTodvPfxZ8wcfwFhYWG88MILvPjii7z99ttOB0RbIp52XNrK1S+/38j0i89n6dKlzJkzh+TkZEJDQ53sfXPEU8dxLjTtJDV1poMzpvAK74Vf9DACB08i4uonUGqqKPjf041LPC3RObIrnp6e7N69G1C3/GdLdB8swqDX2/xibQ0FMOj16D5YpFKLgr20laddu/fE29u7Memilp7Ou2YWBnTYkbrCIooCBnTMu2aWOg0KdtNWnvbsHY2fn19jPhLxVLCHtvI0Kia2cYWoMc+DVoinHY+6ikqbz+0PTAZupGEFexmQCDa9B0aGdmpcIWpLwmZnEE87HvaUXO/SpQuxsbEMGzaMOXPmUFNTw6effmrT87RXVBTh4eHodLpGT9UOOhkRTzsmbeWqr79/o6dRUVGqB52MiKeO0a6BJ29Px2/v338MNcezqCu2nGys6X1SUlIIDAykT58+Dt/XGvHjRrH1lntsWUloEzpg6y33Ej9ulEotCvbSHp6CtgHSgTHd6TFktM2zD9bQ6aDnkNEMjDFdylzQnrb2dO/evSiKIp4KdtHWnp44cYKTJ0+Kp4JdePr7OXztbBqSi2facZ/6+nr27Nkjngp24UzJ9YEDB5Kfn09RUZH1+3j9cR+tA/niacekzVz9/T7iqWvSroGn6PAAhwM0Sm1DuVhDdbm1M6msqSclr4St+3IZfN4Ip/cgW2PCgtfYPOv63+/uGMbrNl81hwkLXlWlX4JjtImnyh+ebkzNomd0LJ07a5tK/vZZk/GLHmK8vUMYr/OPHspts2QraHvSFp4GV5dS9uNGdn20jNTPV9I5MISEhASL1ziLeNqxaAtPPZU6Tpw4wYZf01mx9ie8/YM0fQEF8bSjEXXxRQ6/vxnXSp2xeFbDe15h565s+DWdL9b+RL3OUzwV7GJgdA+H/z/W1TWsQGlaaMkUigLHC06x4dd01v+yl7x8bQP5IJ52RNrK1ZKz5Wzdk8W+jCzOO+88x25oI+Kp/egUW9atacj4lzeSayHRaH35aTwCOjX7TKmv48R//0Zt0VF63vsJem8LM1OKQrNwpKIQFR7AxH4RzBnZm/jIICe/gXk23fkAYxa+hd5gMJvzyRT1ej0GvZ6tt9wrQScXoSN7+s6KdRzbsw09il0lTg2/LwvtOWT0OfGwdAe08PS8okxuTV3JBdl7CC8pbhY0UICi0DAODhlBwN8eZFDiFPW+TAvE046DFp6G6Crp73GKnvozBOmqWz5OqdT74te5JzMnjmHEgGgVv01zxNOOQ2FYOJ0tJBgvACJafFYLjALSfz9uqRxIUVgY/7n33sZ/VxSo1Pni10U8FWzHWmn3srKyVoVp6uvref/99zl16hQPPfQQPj4+Zq838XpKhc4H/y69xFPBLrR2tSmKAhX44B8hnroS7R54enLlPj7ekWu2tHLBF8+i1FTg02sQHkHh1JeVUL5/E3VFRwm9ZD7BF17p0H099DrqDQpj4zrz/JWD6RXm78zXMEvW5p9R5t9E3+wM6vV6iwEo4/HMuP7oPlgk2+tciI7u6f7D+Xy0fAX+1UUYFCw+OI3HK3zCmXfNrA6/LNSdUNPTfmfyeO2HN0g4lEm9TmexrLjxuNbPLvG0Y6Cmp4G6akZ75tDDo9RlnBBPOwY7JlzKiM1rzT77rgTO0lCVuAdwAlgCZACvAg9YaLter2fXiBF8b6JSk3gq2MOTC5agWCjtvmzZMqqrq4mKiiIoKIiysjL27t1LYWEhU6dOZfTo0Q7dVzwV7KU9XBVPXYt2DzxlnSxlyhubzR4v3/8jZXvWUnMqB0NlKXpvP7y7xhE0PBH/+JFO399Dr8NTr+OppASuvaC30+2ZI23VWspffYU+e3bR2dSqgbBwDg4eTuDDD0n1OhfkXPF0V3oOqzdupfREDkH6OrOrBhInjenQVRfcFbU8vXfP/7hnzSdOrNa8hwkLXnPqu1jC6GnZiVwC9bXiqZuhlqfxHqcY5Znn8CxjjyGjuV3DWcZGT0/mEqgTT92NtFVrGZRkviLRMuADYC9QBAQBw4F7gCQb2n/7rrso/L00vSna2tPygjwCqBFP3Yxd6Tl889lHZo/v3buXlJQUTp48SWVlJd7e3nTv3p0LL7yQ/v37O33/tvf0CAGYX9Uqnrou7elqW3taceoI/op42pJ2DzwBzP1gB9sOFZmd/WwrHpzal7snxmvWfmFhIV26dGHJB4sZGNSJuopKPP39iLr4IkK7tVywLbga54qnBoOB4OBg/v74k0yYfjnVNXX4eHsyMLoHoUHarLgS1MNZT5/ZvpC5P36NAg7l4jFet3nW9Yz7YolDfbCVgQMHMv6SKdxw293iqZvhrKdDPPIZ7pXfahuIrRiv84sewsPzHFuRaiszZsxA7+PH359+QTx1MzLjBxB7KNOuALw16vV6cqKj+eTGG62e25ae3nHHHWzf+RtvL/pEPHUzHnnhPxZLu2tNW3r6wgsv8Mobb/H1mk1U14qn7kZ7utqWni5dupQ/33wbq9ZvwdPLWzz9nXZNLm7k+SsH49leT8smvLImk+U78zRrPz09HYAhFw5n2NWXM2LetQy7+nIJOrkJ54qnR48epby8nGEJAxgzOJ5Lhjf8/Vx/WLoLznh6757/MffHrwHHgk5Nrxu34lM23fk3B1uxTm1tLVlZWQwa0Fc8dUOc8TTe4xTDvfIBx4JOTa+rzNnDuyvWOdaIjaSnpzMwPlY8dUN0HyzCoNc7nGi8JQpg0OtZnZho2/3b2NN+sdHiqRuidml3e2lrT+OiezFmiHjqjrSnq23taVhwAFNHDRVPm+B4bUMV6RXmz1NJCTy6Yq9qbVafyOb0j/+l+lhDsMene39CJ96Ed2Qfi9c9vnIfo2M7a5JLJz09Hb1eT3y8dqtVBO3QwlNwzFWtPQUYMGCA6m0L2uOop/3O5HHPmk/MrnT6FfgnsI2GwdNFwEvAMDPtKcCYhW+Sde3VmuR8OnjwIHV1deKpm+Kop4G6akZ55pld6ZSfn8/69es5cuQIAD179mTKlCl069bNZHuKAkf3bGP/eQM1ybNQUVFBbm6ueOqmxI8bxaZb7mFC8uuqtKcDvpsxg/2VlaxfvdplPIWG3/4JEyZo0ragLcbS7if3blW1XVd7nkKDp1pX0xW0QwtXXdVT+d1vjUuseAK49oLePDi1ryptVZ/I5uQnD1N3+gSdxlxHyJhrqS3J58Snj1JbdNTitXUGhX98qW5gwUh6ejqxsbE2Z+QXXA81PQXHXdXaU19fX6KiojRpX9AeRzx97Yc30BsMJoNOvwEXA4eAJ4DHgSxgPHDATHs6QG8woMy/ya5+2IoESN0fRzwd7ZmDHsVs0OnDDz+kpKSECRMmMH78eIqLi1m8eDGFhYUm29PpQI/CR8tXOPIVrHLgwAEURRFP3ZgJC15j86zrARxe+WS8bv0ll/BN164u52lxcTEFBQXiqRujRmn3prji81RRFDIyMsRTN0dNV13RU5DAkzlcJvAEcPfEeF6YNRgfT71Tez/PbPkEnac3XW98heCRswgZeRVd574MisLpH/9r8dp6g8KW7EKyC0od74AZ5GHZMWjqqYeTO+8cdVVrT/v164eHh4fqbQttRzNPrTxQzyvKJMFCHpN/AX7AduBvwEM0rHwyAP+w0K6HwUDf7Az2fav+kuaMjAxCQkLo2rWr6m0LbYc9noboKunhUWr2/WDjxo14enpy8803M3r0aMaMGcP8+fNRFIX169ebbVevA//qIn49kOPENzGNBEg7BuO+WMKmO+6nztOTer19r871ej11np6sTErip3HjXNLTjIwMQDx1dx6edyWRg8dQjw5n05G6oqf5+fmUlpaKpx0AtVx1RU/r6urIysoST03gUoEnaJgBXXf/eMJqTwFYfRE1RdWRffhGD8PDL7jxM8/AMHx7DaLi4C8YaiotXu+h1/HJz+rn0ElPT1elgoTQ/hg97e5RBuBwAMoZV8VTwRpGT/sE1ALmy7vemrqSegvJcrYAk4HwJp91o2HF02qgzEIf6vV6yl562a5+24JxNknnaJIfwWUwepoQ3rD739yLSX+PUxZfUHNzc+nTpw/+/n9sQQ4KCiIqKorMzEyqq6vNXmtQYNV6dbepQMOAvlu3boSEhKjettC2TFjwGjnrt5DdpyFdgrUAlPF4TnQ0C+66i5Tzzwdc09P09HR0Op2kgugA3D5rMtfNu5lKnzAAhwf1ruopIO+oHYTbZ03m2nnzOV7VMNHtiKuu6Onhw4epqakRT03gcoEngFBvA5nv3kuix27mjowiKtzfrkS3Sn0tOk/vVp/rvHygvo7aU7kWr683KGzMLLCz15YpLy+XPA8djB6dfMn/9B8MP/kdc0dF2+0pOOeqFp6CLA/taPQK86du7Rt0++19bjTj6QXZe/CwsN65moYVTy3xB2qANAv39zAYiN37q939toZ42rHoFeZP2J5P4dtnuWFUb5Oe9tSfsbgaur6+Hi8vr1afe3l5UV9fT0GB+eelXgeVhZa34juCeNqxiB83ik+vv4ap8YP45eJJFIaFt9p+pwBFYWHsGjGCt++6i09uvJHToaGNx13V05iYGPz8TD3pBXdjYEx3+kcG8O6SFdR26kWFzrfVliZrW5xc1VNvb29iYmJUb1toH04ePsDCF/9FVMJwdBFxJl21hKt6CrKC1BQukVy8JUuWLKG8vJyHb5tLr169eJIEyqvrWPS/1fztoUf45rvvuGVZutm99l5hPanOP4BiqEenb4iiKvW1VOc3ZCOpKy3CWpalvKIKyqvrCPBR5z/RgQMN9xYJOw5r1qzh0KFDfPLJHC66KKHR0x+2/sZ1N8zl/Q8X8fiPJRZzQjjrqtqeFhUVcerUKfG0A7F//342bdrE0qVLuTbpD0/3Hj7B+Esm8eI//0l4SbHFNvoBPwP1gHEDZg2w4/d/PmalD+HFRZQcL1Ctgqcxz8PVV1+tSntC+1NUVMTy5ct58skneeTywQCUV9eRU1TOxeMnMH/+fAKrzM9cAoSHh3P06FEMBgP631eb1NXVcexYg6GlpZa3JvsZqigprVC18kx6ejrjx49XrT2hfamtrWXhwoVcfvnlXJScDEDJ8QJyf9rOgjf+j+594vDu1ZlaC7k8XdVT+d3vWCQnJzMsrgfP3/cXAEpKK9ifc4yXXn4Vvd6TodFdLF7vqp727dsXT0+XHL4KDrBgwQISEhKYd9VljSvYS0or+Nu/nuFQzhEmDIu3WL3WVT0NCgqie3dtEpe7My634klRFBYsWEBiYiK9evVq/DzAx5N+EQHUHM+EuhqLg/mg82dQV3yMom/fpKYwj5pTORSufo36spKGe9TVWO8HkFNU7uS3+QNZHtrxSE5OZtiwYYwa9UfFrgAfTwb3CqXmeCZKbZXVRKTOuqqVp/IC2nF45513iIiIYNasWY2fBfh4cn6fCGqOZxJ09JDVlXp3ApnAfGA/DSucbgSO/37c8ublhkTjuT9td6j/pjh69ChlZWXiaQdi8eLFGAwG/vKXvzR+FuDjSUL3EHzLTqBUl1t8+QS44IILKCoq4uuvv6agoICTJ0/y5ZdfNr541tbWWrxep4P9OdbCqLZTV1dHZmameNqB+Prrrzl+/Dh33HFH42eh3SIYdvXl7Kmv4FBwiMWgE7iepyCBp47Gzp072bVrF3feeWfjZ6FB/owZHI9vdQlVFWVu9zwF8bSjkZ+fz1dffcUdd9zRLG1CaJA/XXwMlJ897daeSiqI1rhcyHj79u3s2bOHl156qdWxwMBAAM6UVVhsI+i8GdSdLeTsjhWUpzUkFvPuGk/wqKs4u205em9fm/pSU2c60a4jpKen0717d8nz0EHIy8tj9erVJCcnt3qwBAQEAHC23NpwXB1X1fZUr9fTt696lfuE9qOsrIyPPvqIu+++G2/v5ls6vb298fLyoq7MeuDyduAI8DLw0e+fjQAeBp4DAm3oS12F9T8PtiIB0o6FwWDgnXfe4eqrr6ZLl9az8IGBgVRW1RBs5XF4wQUXcPbsWbZu3cru3bsB6N69O2PGjGHLli2t/gyYorqmzqHvYIpDhw5RW1srnnYgkpOTGTNmDEOGDGl1LDAwkCorgxxwPU8rKyvJyckRTzsQycnJREVFMX369FbHAgMDKSyxvHoUXM9TaPjtHzdunKptCu3HwoUL8fX1Ze7cua2OBQQEUFtfb7UNV/VUnqemcbnA04IFC4iNjWXKlCmtjhkDT3VV1gcwoeNvJHjkLGpP5aL3CcA7IpqSHxuGTJ5hPWzqi7enegvCpKJdx+K9994jMDCQ66+/vtUxo6e1lRU0ZMGxjLOuqu1pnz598LEyYyu4B0uXLqW0tJRbb73V5PHAwECqFNsCl88BDwL7gBBgMH9UtLMlTOnpr17ukIyMDHx8fCTPQwdh3bp1ZGdns3jxYpPHAwMDqaqsAF/rgfhJkyYxevRoCgoK8PX1JTIyknXrGqoqhoeHW7kafLzVey2SAGnHIiMjgw0bNrBkyRKTxwMDA6mqKAdCTR5viit5mpmZiaIo4mkHobi4mKVLl/L444+brE4cGBhI5THL2+uNuJKnJSUlnDx5UjztINTW1vLee+9xww03EBwc3Op4YGAg5WVnbWrLlTw1poJoustA+AOXCjydOnWKzz//nOeee65xn2ZTjAP6QCrRgdVtTB6+gXj0Smj896qcVDyCOuMV3tNqX3RAdHiAHb23THp6OhMnTlStPaH9qKmpYeHChdx4442NTjbFuOLJt64UHf5WPQXHXdXCU9kO2jEwblueOXMmUVFRJs8JDAykOMAHBWxKjB8KXNzk39cBPQFrxihA1MUX2XAH2zDmeTD1Ui24H8nJyQwZMoTRo0ebPB4YGEjtmVMonXpZXXYP4Ofn18z5Q4cOERwcTOfOnS1epygwMNq2iSlbyMjIIDg4mG7duqnWptB+vPPOO3Tp0oWrrrrK5PHAwECOnchDievpVp5KKoiOxUcffUR9fT3z5883eTwwMJCC3EyUUcPcytOMjAxAPO0orFq1ivz8/GbblpsSGBjIkQNpKMpUt/L0+PHjnD17Vjw1g0vlePrwww/R6XTcdNNNJo8bB/T11RX0DrMvCVh5+mZqjmcRPCIJnc761+4d7q9awua6ujqysrIkSt9B+PLLLykoKDD7sPTw8MDPz4/ayjK7PQX7XFXTU5DloR2JHTt2kJqaatZTaHimltVVUxQaZnf7y4GdwH1Y/yEpCgtXLbE4iKcdiSNHjrBy5cpWOR6aEhAQQGXpaSr1tm2Tb0paWhr5+fmMGjXK5IRWUyr1vpokbJY8D+5PeXk5ixcvZv78+WZXBAcEBFB2ptgtPY2MjCQ01PpKLcG1MRgMJCcnM3v2bCIiTP/mBgQEcKawwC091el09OvXT7U2hfYjOTmZ0aNHM3ToUJPHAwMDqS4/65aegqx0NofLrHiqr6/n3Xff5ZprrjG7LM64uqSsrIyJ/WL5eEcu9YbW60mq8tI4s3UpvjHnofcLpiY/g7I96/DtM5ygCy632hcPvY6JfdUbJB08eFDyPHQgFixYwPjx4xk4cKDZcwICAho8HRRh1lNwzlW1Pa2oqCA3N1c87SAsWLCAmJgYLr30UrPnBAYGUlZWxsEhIwjdvBYPMzVsNwNPA1OBcBoq3C0CpgF/tdKPer2eg4OHY3nOyT6kUljHYeHChQQEBDBnzhyz5xg99evcE0NBNnozcZycnBx+/PFHYmNj8ff35+jRo6SkpBAXF8fIkSMt9sOggF8X66uh7UECpB2HZcuWcfbsWW677Taz54inQnuzYcMGsrKy+OCDD8yeExgYSHl5uVt6Gh0djZ+fetv2hfYhMzOTdevW8fHHH5s9x7jYxKtTJIbiXLfy1Nvbmz59+qjabkfBZQJPP/zwA4cPH2bp0qVmz/Hz80On01FWVsacSb1ZvD3H5HkeQeGg13N2xwoMNZV4doqk07i5BF94RWPJekvUGxRuGNXb0a/SCol+dhz27dvH5s2bWb58ucXzjC+gN4007yk456ranh44cEDyPHQQCgsL+eyzz3j66actzvYYPQ3424N4/LjG7Hk9AA8akouXAjHAs8ADWP8R8TAYCHz4IXu/glmKi4spKCgQTzsAxtL0c+fOJSgoyOx5gYGBnDhxgpkTx/DNZ9lmzwsODkav17Nt2zaqq6sJDQ3lkksu4aKLLrK6LVOvg5mTxjj8XVqiKArp6emS56EDYNy2PGPGDKKjo82eZ3yeupOn0PCOOnbsWFXbFNqHBQsWMGjQIC6++GKz5wQGBlJZWcn0CRfx/efu5an87ncM3nnnHTp37szs2bPNnmNcbDJySH9++zHX7Hmu6Gl8fDyeni4TYnEpXOa/SnJyMueddx4XXnih2XN0Ol3jD3t8ZBBj4zqz7VBRq9UkXqHdiLzmGYf64aHXMbpPOHER5l+C7SU9PZ2QkBC6du2qWptC+5CcnExkZCRXXHGFxfNs8RQcd1UrT0ECpB2BRYsWATQrTW8Ko6eDEqeQGdef2EOZeBhaJxuPBX5woB/1ej0H+/QlYcZkB642jXjacfjqq684ceKExe2g8IenIwZE87lPOL5VRSZnP8PCwkxWx7GGQYEq33CG94u2+1pz5OfnU1paKp52AHbu3Mlvv/3G6tWrLZ7njp7W1dWRmZlptgCF4D4cPXqUlStX8uabb1rc3msc0A/o2ZkVbuIpNPz2X3nllaq2KbQ9FRUVLFq0iFtvvRVfCwVDjJ5Ghfnzk5t5Kr/75nGJHE85OTl888033HnnnVZzIQQEBFBe3lD++/krB+Npbu2dg3jqdTx/5WBV2zRWtJM8D+5NWVkZ//3vf7nlllusluc0LmUG9/K0W7duhISEqNqu0LY0LU1vLali0+ep7oNFGPR6m5Lh24ICGPR6dB8sUqnFBjIyMtDpdPTta0stPcGVWbBgAWPHjmXQoEEWz2vq6bxrZmFAh5ldoXajKGBAx7xr1F2ZJAHSjsOCBQuIjo5m2rRpFs9zR09zcnKoqakRTzsACxcuxM/PjxtuuMHiecYtTGVlZW7jaVVVFYcPHxZPOwDLly/nzJkzFrctwx+Bp/LycrfxFKSKvTVcIvD03nvvERwczHXXXWf1XOOMEkCvMH9uPk/dQfLTSQn0ciAhtCWkUljHYMmSJZSXl9s0M2jM8QQNnv51jLpVjcRTwRxr1qzh0KFD3HnnnVbPbfo8jR83is033WFTdTtb0AFbb7mX+HGjVGqxgfT0dGJiYiTPg5uTnp7Opk2b7PZ0YEx3ug0caVOVG1vQ6aDnkNEMjOmuToO/Y8zzEBMTo2q7QttSVFTE8uXLue2226xu2wgMDKS2tpaamhoGxnSnx6CL3MJTkEph7o5x27K50vRNaTqgHxjTnR5DRru8p5mZmSiKIp52ABYsWMC0adOs5kBqGiB1F0/PnDnD8ePHxVMLtHvgqbq6mvfff5958+Y1SmaJpi+gGRkZvHz7Ffhnr1elLw9N7cc1F6iXMwcacgNI9NP9MeZ4SExMpFevXlbPb+rpiRMneOPeP8GeVar0RQtPQZaHdhSSk5MZOnQoo0ZZD/g09bSsrIzH9u7kv+ddBODwyifjdZuvmsOEBa862Ip5xNOOQXJyMhERETblQGrqaW1tLWs+TWb7wUIAh2dAjdf5Rw/ltlnqbQU1kpGRQd++fSXPg5uzePFiDAaD1W3L0LwAjqIopG36mq1ZBYDrepqenk5QUBA9eqhXTlxoe77++muOHz9uddsyNPcUoPRgCj+5gacgK0jdnZ07d7Jr1y6bJ5zgD09Dqk+5xfMUxFNLtHvgacWKFZw6dYrbb7/dpvONL6CHDx9m8uTJREZGsuWdf/LCrMH4eOrxsHNLk4deh4+nnhdnDeauiXGOfAWLHDt2TPI8dAC2b9/Onj17bPpRhz88LSoqYsqUKZSXl7PhrYdd1lNjngfx1L3Jy8tj9erVNm1bhj88raysJCkpiX379jHwvTfZdMf91Hl6Um+lDG1L6vV66jw92XTHA4z73yeOfg2LyMo896e8vJyPPvqIm2++2eq2Zfhj63JdXR1//vOf+fbbb7n32ulEDh5DPTrMFA01i0GBenR0HTyGh+Zd4diXsIJ46v4Yty1bKk3fFONAqbS0lL///e+8/fbb/GnCeW7hqaSCcG+Sk5MZM2YMQ4YMsXpu0wH9ggULePjhh7moT7jLexoREUFYWJgm7QttQ3JyMlFRUUyfPt3quU09/frrr5k7dy7dPMqITBjt0p7qdDr69eunSfsdgXafiluwYAETJ060ecAbEBBAYWEhkyZNws/Pj7Vr1xIeHs614eGMie3MP77cy5bsQjz0OrMl7IHG46P7hPP8lYNV37ZkRKKfHYPk5GRiY2OZMmWKTecHBgZy9uxZpk2bxokTJ9i8eTN9+vShTx9c0tNDhw5RW1srnro57733HgEBAVx//fU2nW/cEjp79mx+/vlnfvjhB0aMGAEjRpB17Z9Q5t9E3+wM6vV6k0nHjRiPH+zTF90Hi5ig8vY6I5WVleTk5Iinbs6nn35KaWmpzQmNAwICUBSFW265hWXLlrF8+XJmzJgBwP7zBvLR8hX4VxdhUDBbchloPF7lG868a2apvsy+Kenp6dxyyy2atS9oz7p168jOzmbx4sU2nW9ctf/aa6/x5ptv8vrrr3PzzTcDru2pPE/dm4yMDDZs2MCSJUtsOt/o6ddff82rr77Kfffdx1NPPYVOpxNPBc0oKSlh6dKlPP7441a3LQP4+Pjg4eHBrl27eOedd7jiiiv44IMP8PT0ZP/wBJf1NCoqCn9/bcZqHYF2DTzt3buXn376ic8++8zma7y8vNi4cSPh4eFs2rSpWaW4XmH+fDx/JFknS1myI48vtmdwVvFpPpOjKFBeyNwpF3DDqN6qVgUzRXp6Oj4+PpLnwY05deoUn332Gc8995zF0vRN8fb25sCBA/j4+LBx48ZmP5gtPV25K5uiGo8WM44K9adPMPfSC5k3OqZNPAUJkLozNTU1LFy4kHnz5jXOFFnDz8+PkpIS1q1bx6pVq5qV1I4fNwqy0klbtZbyV18hdu+vhBcX0dxSKAwNI2vQ+YQ8+oiq1etMceDAARRFEU/dGOO25ZkzZxIVFWXTNcaB0uLFi1m8eHGzEswDY7rz4qN3sys9h9Ubt1J+6ij+ShUtf/bP1nvgGRLJNYlTVK9i05LTp09z4sQJ8dTNSU5OZvDgwYwePdqm843P3TfffJNnnnmG++67r/FYS08rCo/iZzDtqcEvlLlXXaa5p4qikJ6ebrVKr+DavPPOO3Tp0oWrrrrKpvONnr722mvcfPPNvPbaa43vn/Z4WuURwPxrr9TcU2h4Rx0zRt2y90LbsnjxYurr65k/f75N5+t0Onx8fEhOTmby5Ml8+umnjVvXbfW0tN6Ts/We3D7vmjbzVH73raC0I3fccYfStWtXpaamxqbzi4uLlbCwMMXLy0vJzMy0ev6f//xn5YLRFytpx04rv+UWK2nHTitLP1+hAMrBgwed7b5N3HHHHcrgwYPb5F6CNrz44ouKj4+PUlhYaNP5VVVVSp8+fRSdTqds377d6vlPPvmk0rVnVDNPf9qxUwGUDRs2ONt9m3jhhReU4OBgxWAwtMn9BPVZtmyZAihpaWk2nV9fX6+MGTNGAZQvvvjC6vmLFi1SQv0ClZ2ffqHsXLxUSfnsKyU7LV3R6XTKokWLnOy9bSxdulQBlOLi4ja5n6A+27dvVwDl22+/tfmaG264QQGUp556yuq5GzZsULz9g5TPv9+srN+1X/lpT6ZSUHxGCQkJUZ588klnum4z27ZtUwAlJSWlTe4nqE9eXp6i1+uV5ORkm6957rnnFEC59tprrf6WHjx4UPH2D1IWfPJFo6fFZ8uVhIQE5aabbnK2+zaRn5+vAMpXX33VJvcT1KesrEwJCQlRHn30UZuv+frrrxVAGTVqlFJXV2fx3OrqasUnIFh5+o13m3k6Y8YMZeLEic523ybq6uoUHx8f5f/+7//a5H6C+tTX1yvx8fHKddddZ/M1O3fuVHQ6nRIdHa1UVFRYPT86rp9y7z+fbebpHXfcofTp06fNxjZxcXHKAw880Cb3clfabcVTaWkpH3/8Mffffz9eXl42nT9jxgzKy8uJiYkhPj7e6jV5eXnE9OxOQvc/Kt/1mjoJT09PvvvuO+666y6nvoMtSJ4H96a+vp533nmHa665hvDwcKvn19bWcs0115CXl4e/v79NCZ5zc3OJ6tG1maeGrucTGRnJd999x8SJE536DrYgeR7cnwULFjB+/HgSEhKsnqsoCvfccw/btm0DYNKkSVavyc3NxTs4gBHXNU8GPWLECL777jv+/Oc/O9Rve0hPTycyMpLQ0FDN7yVoQ3JyMjExMVx66aU2nf/SSy/xyScN+cJsWZmRl5dHTUUpl40b0azy4ZQpU/juu+944oknHOq3PUieB/dn4cKF+Pv7M2fOHJvOX7p0KY899hgA1113ndXfUqOnky4YRN++fRs/nz59OkuWLEFRFM1/j6WinfuzbNkyzp49a7U0vZFNmzZxzTXXoNfrufbaa61ueTp27BjV5WcZNTCGS4b/sZJj+vTpPPDAA5SWlhIUpO2K/JycHKqrq8VTN2bDhg1kZWXxwQcf2HR+Wloal156KT4+PiQmJlqtYlxbW0veoSwGR0e28jQ5OZmsrKxmz1ktqKqq4tChQ+KpFdotufgnn3xCZWWlTTkeKisrufzyy9m/fz/XXHMNBgu5RpqSl5dH797Nq38FBwdz8cUX8/333zvUb3uRZXfuzQ8//MDhw4dtqsBQX1/fmPj21ltvpbq6GsWG0gumPNXr9UybNk08FWwiLS2NzZs325T8XlEUHn30URYsWMA999wDNCR7toYpT6Hhh33NmjXU1dXZ33E7EU/dG2Np+ttvv92mbcsLFizgkUceaSw+YqunERERrV5Up0+fzi+//EJhYaFjnbeDjIwMoqOjrb4sC66JsTT9jTfeaNOg2pj49rrrrgOgoqLC6jV5eXkArarkTp8+nePHj7N7924Hem4f6enpeHl5ERsbq/m9BPVRft+2PGPGDKKjo62e//PPPzNz5kzGjRtHSEgIlZWVVq8xetryt3/69OnU1tayYcMGh/puD5IKwv1ZsGABgwYN4uKLL7Z6blZWFlOmTKF379707duX2tpaq9ccO3YMg8HQytNLLrkEb29vvvvuO4f7bitZWVkYDAbx1ArtEnhSFIXk5GQSExPp2bOnxXNramqYPXs2O3bs4JtvviEuLq6xtKIlDAaDxYHShg0bqKqqcvg72EJJSQknT54UCd2Y5ORkzjvvPC688EKL5ymKwu23386yZcv49NNPGTlyJHV1ddTU1Fi9R25urllP9+7dy9GjRx3uvy0ov+d5EE/dl3feeYfIyEiuvPJKq+c+99xzvPTSS7z++uuNOSFseaZa8vT06dPs2LHD/o7biawgdW8WLVoEYFNp+o8++oi77rqL+++/n0ceeQRwztNp06ahKApr1qyxs9f2I566N1999RUnTpywKZC/du1a/vSnPzFr1qxGv231tEuXLq2CkxdffDGBgYFtMlBKT08nPj6+MW+K4F7s3LmT3377zSZPU1NTmT59Oueffz5ffvklQUFBNgXyc3NzgdYB0tjYWOLj49vM08DAQKvjRcE1OXr0KCtXruSOO+6wuoozNzeXSZMm0alTJ3744QdCQkJsfp5C6wBpQEAA48aNazNPQQKk1miXwNPWrVvZu3ev1VUkdXV1zJkzh3Xr1vH11183/iDbImFBQQE1NTUmk5dOnz6diooKtmzZ4vB3sAWR0L3Jycnhm2++sVqaXlEUHnjgAd5//30WLVrE7Nmzm5UBtYTBYODIkSMmPZ0yZQp6vV7zVU/5+fmUlpaKp25KWVkZ//3vf20qTf/GG2/wr3/9qzHxra2eQsPMpylPL7jgAsLDwzX/Ya+rqyMzM1M8dVOMpemvvvpqOnfubPHczz//nL/85S/ccsstvPrqq42rTpzxtHv37gwdOrTNXkDFU/dlwYIFjB07lkGDBlk8b8uWLVx++eVMmTKFTz75BG9v78ZKodYw56m3tzeTJk0STwWrLFiwgOjoaKZNm2bxvIyMDKZOnUpcXByrV6/G39/f5rFUXl4eXbp0MVmla/r06Xz33Xc2rex3BkkF4d4sXLgQPz8/brjhBovnHT9+nMmTJ+Pp6cm6deuIiIiwy1NoHXiCBk83bdpk00pUZ0hPT6dLly42pWU5l2mXwFNycjJxcXEW84oYDAZuvvlmvvzySz7//HMmT26olhQYGEh5ebnVB50lCQcNGkSPHj00/2E35nnQel+poA3vvfcewcHBjcvnzfHEE0/wxhtv8Pbbb3PjjTcC2DygP3XqFNXV1SY9DQsLY9SoUW3iKUiA1F1ZsmQJ5eXlVrctL1y4sHH1yD//+U/Adk8VRTG7gtTDw4OpU6dq7unhw4epqakRT92UtWvXcvDgQasTTt988w3XX3891157LcnJyeh0OrsDpKY8hYYX0B9++MHm7fqOUFVVxeHDh8VTNyU9PZ1NmzZZXUWya9cuLrvsMkaNGsXnn3/eGPS3Z6BkydNt27Zx+vRpu/tvDxJ4cl+M25Zvu+02i3maDh06xKRJk4iMjOT7778nODgYUM/TvLy8xndIrRBP3RfjtuUbbrih0T1TFBUVMWXKFCorK1m/fj09evQA7PO0c+fOZgOk1dXVbNq0yeHvYQviqW20eeCpoKCAzz//nDvuuMNsjgdj4tv//ve/fPLJJyQlJTUeCwgIQFEUq3uTjcvuTM0o6XS6xki9lmRkZBATEyN5HtyQ6upq3n//febNm9dYytsUL774Is888wwvvfRSswGVcaBkbSmzueWhRqZPn866dets2uPsKBkZGXh7exMTE6PZPQRtUJqUpjfnEMCnn37Kbbfdxl133cW///3vxplDo9vWPC0oKKC6utrk8xQaPP3tt984ceKEg9/EOhkZGYAESN2VBQsWMHToUIsFFzZs2MBVV13FzJkzWbx4ceOAytvbGw8PD6ueGgOkljw9deoUv/76q+NfxAqZmZmS58GNSU5OJiIiglmzZpk9x5j4dtCgQaxcubLZO15AQIDNW5gseVpfX8+6devs/wI2cubMGY4fPy6euimLFy/GYDBY3LZ89OhRJk+eTEBAAGvXrm22EsPWlXnmti4DjB8/Hl9fX03HUoqikJGRIZ66KV9//TXHjx+3GMg/c+YMl156KQUFBaxbt67ZWMS42MQaljzt378/UVFRbTLmF0+t0+aBpw8//BAPDw+zFZCaJr5duHAh1157bbPjts585uXlERgYSKdOnUwenz59OhkZGeTk5Nj7FWxG8jy4LytWrODUqVONSW1N8fbbb/Poo4/y+OOP89BDDzU7ZhzQ2+IpmA6QQoOnZ8+ebaw+pgWS58F92b59O3v27LG4iuSrr77ixhtvZN68ebz55pvNlqvb8zwF8wFSY4WyH374wa7+20N6ejpBQUGNM2GC+5CXl8fq1astblvevn07SUlJjB8/nmXLljWrdmtc9WTN08LCQiorK816etFFFxEcHKzpC6isIHVfysvL+eijj5g/fz4+Pj4mz8nKymLy5Mn07t2bb7/9tvEZasQWTy2tIIWG5+zAgQM19dQYyJd3VPfDuG159uzZREREmDynoKCAyZMnNwYwu3bt2uy4rQN6S4F8Pz8/Jk6cqKmnJ0+e5PTp0+Kpm5KcnMyYMWMYMmSIyePl5eVcdtllHDx4kLVr17b6/+zs1mVom8Um9fX1HDhwQDy1gTYNPBlL01977bWEhYWZPMeY+PaNN95g/vz5rY7bOlAyRj/NveQa95Fq/QIqL5/uyYIFC5g4caLZ/38fffQRd999N/fffz9PPvlkq+P2DOgDAgLMloc/77zziIiIEE8FkyxYsIDY2FimTJli8viaNWu45pprmDVrFgsXLmy1ytTeAKm5gVJERAQjRozQ3FPJ8+CevPfeewQGBnL99debPJ6SktIs8a2pQb8tA3prK0i9vLyYMmWK5gP6iIgIs+84guvy6aefUlpaarY0vTHxbVhYGGvWrDE5salGgBQaJp2+//57zfLnGAOk/fr106R9QTvWrVtHdna22QmnkpISpk6dypkzZ1i/fr1Jz2wNkFpaSQINnm7ZssWm4IAjSCDffcnIyGDDhg1mPa2qquLKK69k9+7dfP/99wwdOrTVOWpsCYUGTw8ePEhWVpbtX8AOcnNzqaqqEk9toE0DT99//z25ublml9y9/vrr/Otf/+LZZ5/lr3/9q8lz7BnQm4t+AgQHBzNmzBjNXkArKyslz4ObsnfvXn766SeznhoT39566628+uqrJgfCagVI9Xo906ZNk8CT0IpTp07x+eefmy1Nv2XLFq644orGxLemVrR5enri6+trk6f+/v4WkyZOnz6dNWvWUFdXZ/+XsQHx1D2pqanh/fff58Ybb2y1OgQa/r9OnTqV+Pj4xsS3prDlBdTaClJo8HTHjh0UFRXZ8S1sRzx1T4zbli+77DKT/hw/fpxJkybh6enJ2rVr6dKli8l21PQ0Pz+fPXv22PEtbCc9PZ2oqCiLqQQE1yQ5OZnBgwczevToVsdKS0uZPn06R48eZd26dcTFxZlswxZP/7+9+45vo77/B/7SsGzLdhKPOPGMd+LsxBm67J2YVQgto6yyWgphJdBS2jJaoEADlE0LKd/82BTCCBDIICEh29khcixPeSTejocsydLd7w+jxEPjTrqTTvb7+Xj0kVa6FfripHvr83l/GhsbeRVIrVYrvv/+e2F/CZ70ej3UajUyMzMlOT6RzhtvvIHhw4efXz25p66uLlx99dXYtWsXNm7ciJkzZzo9hlgF0kWLFkGj0Uj2LEUFUv78Wnh67bXXkJeXh+nTp/d7780338Tq1avx0EMP4eGHH3Z5DL49STxVP4HuG+b3338Pi8XC4+qFKSoqAsdxFMIg9Prrr2PkyJG4/PLL+73naHx77bXX4rXXXnNZMOLb48lTgRTozunx48dRXV3N7y8gQEtLC86ePUs5DUL//e9/oVAocPPNN/d77+DBg04b3zrDpyeJ437qbrRRfn4+mpubceDAAf5/CZ44jqOpy0Hqs88+Q21trdNCfmlpKZYsWYKRI0f2anzrDN+choeHuy2QrlixAhzHYfPmzfz/EgJQToPT/v37cfToUae/zjc0NGDp0qUwm829Gt86wzengOuReQAwZ84cRERESPqgRJ/7waeyshJffvml02nLnZ2duOyyy6DX6/Hdd99h3LhxLo/DZwoTnwJpVlYWsrKyJM1pdnZ2r6nXRP46Ojrwf//3f06nLdvtdtx4443YtGkTNmzYgAULFrg8Dp8poU1NTTCZTG5zGhkZiblz50qa04iICKSkpEhy/IFE9MJTh8WGn2rO4YixGT/VnEOHpfvX77KyMmzatAm///3v+90sHY1vV61ahaeeesrtw43QkSTu5Ofno6OjA7t27eLzVxOEGuHKm6uctrW14Z133sHtt9/e74POVeNbZxzNRvl8sHvK6bJly6BUKvHtt9/y+asJQjmVP2dZtdvt+Pe//42rr76630P2iRMnsGLFCqeNb53h+wu9p5zOmDEDMTExknywnz17Fq2trZRTGXN1T3399dcxf/58jB07ttf2VVVVWLx4sdPGt87wnWrnqUCalJSEiRMnSpJTR58Hyql8NZ+pw9H/fYGC9R/i6P++QPOZOgDdOU1PTz/fr87B0fi2vr4e27Zt87gIB9+choeHIy4uzuU2oaGhWLx4sWQPStQIV96a20zYfcKA7w/psfuEAc1t3UvBv/nmm9Bqtbjuuut6bW+1WnHllVfiwIED+Oabb5CXl+f2+Hwe6D1NXXZw9M+RYloo5VTeXOX0ww8/RGtra79pyyzL4ne/+x0+/vhjfPDBB8jPz3d7/IiICJhMJtjtdpfb8CnkA9053bFjh8fFybxRWFhIrSB4EqWbsKG2De/tN2L76ToYm0zoeetRAEiN0ULTaMCwUbn9lqbv2fj2xRdf9Ph/Gp/CU3t7O5qamjyOJJkwYQKSkpKwadMmLFmyxO22Qun1eowYMcJl7x7if3xyGmetRZc2rt/S9H0b33pqxK1UKnn9olRRUeF29RwAiImJwcyZM7Fp0yanfc98odfroVAokJOTI+pxiW88ZTU2DGjJXIrLrr+x135FRUVYunSpy8a3zvB9UPL0RValUmHZsmXYtGkT/v73v3s8rxA0jFmePOV0ZKQap0NG4/Hre3++1tbWYvHixWBZ1mnjW2f4Fkg9fe4D3V9A//vf/4JlWZer63qjvLwcFouFciozJzduQcdza5F5vACxzU3o+a2MA9AQHYOrktIw+bJf9sqDo/FtaWkpduzYwasfkpBCvqfvu/n5+Vi1ahXOnTuHoUOHejw3XxaLBSUlJZRTmSnQl+Or7bvR2VCFcNaMnvHYwgGdyjCUNtpw1a13ISoq6vx7NpsNv/71r7Ft2zZ8/fXXmD17tsdz8c1pWFiYy2mlDvn5+Xj55ZclKRLp9XqXi1GRwOCT08omEy655jdIS0s7/x7Hcbj//vuxbt06/L//9/+cTsHry/Ed1mQy9cp8T0IKpA888AB27NjhseAlFI0g5c+nb1yVTSbcsG4/lv5rJ97ZX4GKPl88ge4P9YomE4q4kRhyzbP43QcnUNnUXRF1NL698sor8dZbb/H6Asin8FRZWQnAcwgVCoVk/XNouL18CMnpoVYtRt7yCv70XfX5nPJpfOuMpw/2jo4ONDY28n5Q2rJlC7q6unidmy9HnwdXfVWIf/HNaoMZGDL1Yqz5vgU3rNuPyiYTKioqsGTJEreNb50Ra8QT0J3TQ4cOoba2lte5+dLr9QgJCaE+DzLBN6dn2m2ImnoxnivUns9pU1MTli1bhtbWVpeNb50RO6f19fU4fPgwr3PzRQVSeTHs3Iei7FyMv2wZpu3cgrjmJvQt9SgAxDU3YcVPR3D/i/9EUXYuDDv3wWw24/LLL3fb+NYZsXPqWJVMTAaDASzL0ndUmThVVoM/Pv0Kvv54Pbi6Ymi53g/zAKBQAFrOjLHDQ5EaHY4/Pv0KTpXVgGVZ3HLLLfjiiy/wySef8P4RXcwC6YIFCxAWFib6s1Rrayuqq6sppzIhJKfZw5TIGz3qfE4B4K9//SteeuklvP7667jhhht4nZPPM7/RaERoaKjLFR4dcnNzkZqaKnpOqRWEMF4Xnj48aMSSF37AntLuBp121v0QS4Wye1rSntJGLHnhB/z9/W24/PLLsWzZMrzzzjtupy31pNFooFKp3A4R5Vv9BLo/2PV6/fl9xELVT3kQmlP0yekLX+7HsmXLkJOT47bxrTOehjLzLZAC3TltbW3F3r17eZ+fD8qpfPiS1cXP78DC2/6MkJAQt41vnfHUk8RkMqGhoYFXTh3TVMTun+Po8+BppCGRnq+f/fNveRjV1dVuG986w6d3Dp8p9gAwa9YsDBkyRPTpy4WFhYiMjERycrKoxyXC7bhzNdIWz0VmaREAQOVhGpDj/czSIqQtnov/y1+JH3/8EV999ZXLxrfOiJnTUaNGITc3V/ScUoFUPt7YsBUfrH8LYebu+6nSw0wdx/th5kZ8sP4t3PrQU3j33Xfx7rvv4tJLL+V93oiICFitVrc/ZvLNaXh4OBYsWCD6Az21gpAPX3O66vEX8OSTT2Lt2rW44447eJ+XT79cvgVShUJxfrVQMdXV1aG5uZlyypNXhadXthvw0IYTsNhYzw9HfdhZDhYbi3UnzBiz8l6PjW/7UigUHiv1RqMRSqXSbQNIh8WLF0OlUol6w7Tb7SgqKqIQBpgYOX1xbwNi5l7rsfGtM56m2gkpkE6dOhXx8fGif7BT4UkefM2q1caCnXYtfvPPD3nd93ricz8F3DcYdRgxYgTy8vIopwOUz/fULjvaci/Fb1/81G3jW2c85bSzsxP19fW8choSEoIlS5ZIklPq8xB4O6+8DgtefwFqmw0qlhW0r4plobbZcMeOTfhswQrMnz9f0P5iTgkFcH5Uvpj9c/R6PeLi4tz2mCLSe3b9Z6g9sRsqcB4f5PtSKgAVOKRF2HHPEy/j6quvFrS/kAd6PlasWIGdO3d6zL4QjgIpjSQJLDFyOhyt+N1f12LNmjWC9ncsKObpWYpvTvPz82EwGFBSUiLoOtyhQr4wggtPHx40Yu3mIlFO3pQyB1+cqBO8H58HpaSkJF6/jg8bNgyzZs0S9QtoWVkZ9XkIMDFzahm9HFtKhH+YilkgVSqVWL58uag5NZvNKCsro5wGmChZ/flBd93BOnx00ChoV76FJyEf7N99953bZpBC0TDmwBMzp++fbBc9p0JGkALdOd23bx+ampoEXYc7lNPA23Hnaszb8D4A9JtWx5djvxXffo4ddwp7UHLk1FWhqLOzE3V1dYJyWl1djZMnTwq6DneokB94b2zYis7y4wDQb7oSX479orsa8O8NwqZj8p3CxLdAmp+fD6vViu3btwu6Dnf0ej1SU1PPFx+I/4mZ0wRVe8BzumjRIoSEhIj6LKXX66FWqwWN4B7MBM1bqGwy4dEvf3K7jeVsMc79+D4sVafA2bqgHjYCkZNXYMi0y5xu/8iXP2FWZhxSYvhPYfI0lFlI9RPovmE++eSTsFgsvPv3uEPDQwNLLjn1NNXOaDQiMTGR9zKx+fn5eOedd1BTU4PExETe1+GKo88D5TRwPGVVaE4B4Vn1dD81Go1QKBS8R1Ll5+fjiSeewMGDB6HT6Xjt4865c+dw5swZymkAyeGeyudzH+BfeFqxYgVYlsWWLVsEjxZwxtHn4ZJLLvH5WMQ7hp37MPvNl8HBddHpMIDHAPwIwAwgA8BvAdzjZFsOwOw3X4Lhml8hex6/e1lERARYloXFYkFYWFi/94UWSOfNmwetVotNmzZhwoQJvPbxpLCwEDNmzBDlWES4U2U1qD6+Byq4fpivqanBjh07YDQaYbPZEB0djby8PKefqRwHVB3fg1NTxmJsOr/vhp5GkpjNZtTW1vLOaXZ2NjIyMrBp0yZBU/7coRXtAksOOeU7Mu+iiy7idbyoqCjMnTsXmzZtwqpVq3jt40lhYSGysrJ4P8sNdoJGPD382QnY3Ayv7yw7jLPvPAC76RyGzroG0UtuR3jWDNjbGlzuY2M5PPzZCSGXwesXer7VT6D7QamjowM//vijoOtwRa/XIzIyUvCUFyKOYMmp0ALpsmXLoFQqRZufTMOYA89dVr3JKSA8q3xympiYyHtK9MyZMxEdHS3aL0pUyA88OdxT+XzuKxQK3v2VkpOTMWHCBNFyWltbi5aWFsppAHG33gwly7osOm0GwACoA/BXAC8CuARAlYvtFQCULAvu1pt5X4OnX+iFTF0GgNDQUCxatEi0nLIsi9OnT1NOA2j9RxugBOfyYb64uBjr1q1DR0cH5s+fj/z8fOTk5KC1tdXp9goFoASH9R9t4H0NnnIqtEDq6J8j5rRQGpkXWMGQU7PZjLNnzwoebLJ9+3aYzWbe+7hDORWG94gnQ20bdhW7/hLJWkxo+Op5hGdOx/Ar/gSFgl9Ny85y2FXcgOK6NmTFO18qsS8+X0BnzZrF61gAMGnSJCQkJGDTpk1YvHgx7/1coT4PgSOnnEZERKCuzvVUUqEF0tjYWMyYMQObNm3CLbfcwns/V/R6PYYPH47Y2Fifj0WEc5dVb3MKCM8qn/upkA91lUqFZcuWYdOmTXj88cd57+eKo0DKZylzIj653FMjIyNhMplgt9udLkZiNBqRkJAgqGdkfn4+1q9fD5Zlea2q6w71eQiskxu3YHxxocv3WwHcCOBiAJ+A/6+uKpZFTnEhfvpmK8Zd5HnFsJ4PSs56KAktkALdOb333nvR2toquNdkXxUVFejs7KQfnAKkQF8OraXR5ZA8s9mMzz77DNnZ2bjqqqt435eUCkBracSh0+XIG53mcXtPI0mEFkiB7py++uqrOH36tM/5slqtKCkpoZwGiFxy6mlkXlVV988GQnP64IMP4ocffji/II4v9Ho971X6iIART+/tN0LlpqtYx6kdYDtaED3vRigUSrBWMziOX1NHlVKBd/fx7/fg7kHJbrejqqpKUAgVCsX5Bo5ioOpn4ARLTgHhD/RA9w1zy5YtsNlsgvZzhnIaWO6y6ktOAWFZFXsEKdCd04KCAtTX1wvazxm9Xo9Ro0ZRn4cAkcs91fGgZDKZnL5fUVHhVU5ra2tx9OhRQfs54+jzkJmZ6fOxiHAdz62F3c2Pfe8DqAXwJLq/+HYA4HtHtSuVaH/2n7y29fQLfUVFhVcFUpvNhm3btvHexxUqkAbWV9t3w926DCdOnEBHRwcWL14MpVIJq9UKlmeDfJYDNm7bzWtbPjkFIKhAunDhQoSGhoryLGUwGGC32ymnASKXnGo0GoSEhHgcQSrkWWrs2LFISUkRJadtbW2oqqqinArAu/C0/XSd21VszOVHoQjVwtbeiOr//A6Vz/8Slc9fhcbvXgVns7o9tp3lsL2If5Nxd70ezpw5A5vN5tUD/alTp86H2FuOPg8UwsCQU07d9Xiy2+2orKz06kHp3Llz2Lt3r6D9nKGcBpa7rPqSU0BYVsXumQd098/hOA7fffedoP2coZwGllzuqY7Co7tf6IXmdPbs2YiKihLlC2hhYSGys7Opz0OAZB4vgMrNFJ+tAIYAqAYwGkDkz//79+ju9eSOimWReeIQr+uQIqfp6ekYPXq0KDnV6/XQarVISUnx+VhEuM6GKrcrg5WWliI0NBStra14+eWX8dRTT+Ef//gHvvrqK3R1dbk9tlLRfXw+PI0kcYwgFdL3VqvVYv78+aLlFKACaaDIJaeA+2cpR4FUyP2s57RQX1ErCOF4F56MTc5/ZXToaqoBWDvqP/07wtOnYvgVDyNy4lK0H9mEhq//5fn4jSZ0WPiN4nD3C73QBqMOS5cuhUql8jmIZ8+exblz5yiEARIsOT179qxXBdK8vDwMHz7c55za7Xbq8xBA7Rab26z6mlOAf1YjIyNhtVphtfYvEjhGkArN6YgRIzB16lTRvoDScPvA8JRTwH/3VD6/0AvNaUhICJYsWUI5DXJN1WcR2+x+dUIDABuAXwBYDuBTALcAeAMAnw5OsU2NaD7juUgqRU4BiNY/x5FTX6eWEu+Es+7LnE1NTWBZFh9++CEyMzNx1VVXYcqUKSgoKMAXX3zB6/jNbe7v2YDnwpMvOf3hhx/c/pjFh16vR2xsLIYPH+7TcYh35JJTwP2zlNFoxMiRIwUvDJafn4+ioiKUlpYK2q8v6pUrHO9PHk8fdVyXGVyXBRHjFyFm6e+gHT0LMUt/h8jJK2DS70RXU7XH45c38rtReQohILzwNGzYMDAM4/MXUKp+BpacchoRESF6TpVKJZYvX+5zTisqKmCxWCinAVLR2OE2q77mFOCfVXe9Hmpra9HV1SV4ZB7Q/cH+3XffwW63C97XwWKxoLS0lHIaIJ5yCvjvnurugZ5lWa9GkALdOd27dy+am5sF79sTjcwLHOOe/S4biju0AzChu8/TSwBW/vzn7wB8iO7ClDsKABU/eh5pzKe5uLc5raqqwk8/uV9d0hNaKSywPLV+tVqt6OrqwqRJk3DRRRdh7NixuOiii5CXl4eTJ0+isbHR4/FPlXv+fqBSqRAeHi7qyDygO6dWqxXbt28XvG9PlNPAkktOAc/PUt7kdPHixQgJCRHlmT8lJeX8fZ94JtpPHgp193z1iNz5vV6PGLsAAGCpdt300cFq4zc/1FPhadiwYV41YMzPz8e2bduc/vLPl16vR0hICDIyMrw+BpFOIHLq7BdKx8g8b7+AHj16FGfOnBG8rwMNYw4sTxkSI6d8zgO4f1DydgQp0J3TxsZGFBQUCN7XwWAwgGVZymmA8MmPv+6p7nLqKJB6m1OWZbFlyxbB+zq0traiurqachogNlOnx23Cf/7z2j6v//rnP/lMXudzHj4FUm9yOm/ePGi1Wp8elKgVhPyp1d1rPo0fP77X6xMmTABwYbU5dyxW30fle1sgzcnJQXp6us8P9JRTeZNLTr3p7QgAUVFRmDNnDuU0AEQrPKkiu1fGUkUM6/16xFAAAGt23bzWQaPmdznuepJ4OzwU6P4C2t7ejh9//NGr/YHuEGZlZVGfB5nyZ04jIyPBcZzTJTuNRiOGDh3qVYF02bJlUCgU+PbbbwXv66DX6xERESGocSQRj6cMiZFTPucB3Pck8XZkHgDMnDkTw4YN8+mDnQqkgcUnP/66p7rLqS8F0uTkZIwfP96nnNJI58BSa8M9bpP4858j+rwe//OffMa78TlPWFgYFAqFyxGkVqvVq5yGhYVh4cKFPuW0vr4eTU1NNC1ExqKiulf47DuCwnH/47MEfKiG34LlrkaSsCzr9UiSnv1zvJ0WyrIsCgsLKacy5s+cuuvx5G1Oge5n/u+//57XtbpCU+yF41148jSMWTOyeyUXW1vv4XW2tu559yrtUI/HT4vlt2qRFFV6AJg8eTJGjhzp84MSffkMHLnlFHD+y6cvN8u4uDjMmDHD55yOGTMGCk/jaYkk0mIj3GbV15wC/LPqKadDhgzBsGHDPB6nL7VajWXLlvmc07i4OKfLkhPpecop4L97qqecAt6NIAW6v4B+++23vFfl6Yv6PATWqDmMxymheT//2XdyR83Pf3rqJMP9fB5PFAqFy++oYuT0xx9/RFtbm1f7UyE/8DzVYhITu0ukra2tvV53/H+u1Wo9Hn9sWhKva3GV07q6Oq8LpEB3TsvKylBUVOTV/kajEZ2dnZTTAAqGnHIc53PhqbOzEzt37vRqf6vViuLiYsqpQLwLT6kx7kMUMWYuAKD9+OZer7cf3wwoVQhNneD++LFaRITyr36aTCanvUN8CaFCocCKFSuo8BTE5JRTd80bvR0e6pCfn48tW7bAZuM3VLUvymlgRYSq3WbV15wC/LPqaaqdt/dToDunBw8eRH19vVf7U04Dy1NOAf/dU93dT41GI6KiojB0qOeCrDP5+fk4e/Ysjh075tX+hYWFSE1NPX+NxL+iE+LRGB3jdpurfv5zXZ/X3wKgBrDAwzkaY2IRnRDvYatungpPvjwodXV1Ydu2bV7tr9froVKpkJWV5dX+xHedyjC3748bNw4AcOTIkV6vHz58GEqlEmlpaR6PHx3l/p7t4Gokia8F0oULF0Kj0Xj9LEUF0sCTU05djcyrq6uDxWLxOqfjxo1DcnKy1zktLi6G3W6nnArEu/C0cHQ8VG7WVtSMzETExKUwnfoB9Z8/g7bDX6P+86dhOvUDhsxcCXVUrMt9VUoFFubw+0AHLjwomUz9O+KL8aD0008/8Zqf2te5c+dQU1NDIQwgOeZU7BFPQHdOW1pasG/fPsH7Up8HeXCXVV9yCgjLqpQ5XbFiBTiOw+bNmz1v7AQNYw48udxTNRoNNBqN2wKptyM4Z8+ejcjISJ8elCingVUycRrsbv7/n4LuVezeB3A1gNfQXYz6AMCDuDAVzxm7UomSCXlutujNVeGpoqICkZGRXo0gBYCMjAzk5OT4lNOsrCxoNBqv9ie+C49LButmNElCQgKmTJmCEydO4H//+x8OHDiAjz/+GCdPnsSsWbPctmdgue7j8+Uup4D3BdKIiAjMnz/fp5xqtVqfvnsQ3wRDTn0t5PecFuoNKpB6h3fh6bqZqbC7SyGA2OV3YeicX8NScxpNW9+EtbYE0YtvR/T8m9zuZ2c5XK/jHxxXvR7OnTuH1tZWn0aSLF26FEql0qsgnj59GgCFMJDklFN3q4X5WiCdNm0a4uLivMppXV0dWlpaKKcB5imr3uYUEJZVT71zfLmfjhw5ElOmTPEqpyzL4vTp05TTAJPTPdVVf0dfptgD3UWtJUuW+PQFlHIaWBFrHoDKw/yQNwA8BmA/gPsAHAHwAoCnPBxbxbKI/MOD/K/FQ059meLuS/8cWiks8C5ZOBtu6vjd21xyCRYsWICqqip8++23OHv2LJYvX44lS5a43U+pAC5dPJv3tbgaSWI0GhEREYHo6Gjex+orPz8fP/zwg9MBAp4UFhZi9OjRUCpFa0NMBJJTTl2NzPO1QAp05/T06dMoKysTvG9hYSFiYmIwfLinidqkJ35zhgBkj4jC3Kw47CltdPklVKFSY9icX2PYnF87fd8ZlVKBWRmxyIqP4r2Pq1/ofa1+AkB0dDQYhsGmTZvw29/+VtC+jurn6NGjvT4/8U0w5PTcuXM4d+6cTw9KSqUSy5cvx6ZNm/Dkk08K2peq9PLgKave5BQQnlXHXHxXX0CvvbbvOlDC5Ofn4z//+Q9YlhX0RbKiogJms5lyGmByu6e6yqlOp+N9HGfy8/Nx5513oqWlRdCIFKvVipKSEsppgI2/dCmKssYgs7QIKhe9ukIAPPrzf/iyK5UoycjBuIvcP0z15C6nvo7iyM/Px4svvohTp06dn+7Cl16vx/XXX+/T+YlvpuWm4X+hsQgzN7p8sFepVFiwYAEWLFjA+7gsB5jDYpE3Oo33PpGRkU5nd4hVIF29ejW2b9+Oiy++WNC+VMgPPLnl1F2BNCbG/TRrdxYvXgy1Wo1NmzbhzjvvFLSvI6fUK1cYQeXkp66YALWnEqhAaqUCT13huV9JT64e6MWofgLdN8ytW7fCarUK2k+v11OfBxmQS05d9SRxfNCLkdMjR47g7NmzgvbT6/VQq9XIzMz06fzEd3LIqkqlglar7ZfT1tZWtLS0iJLThoYGFBQUCNqPCqTyIYecAu6nhoiRU7vdji1btgjaz2AwUJ8HmVCsexusUumx0ThfHABWqYRi3duC9pMyp/Pnz0d4eLjg0Xnt7e2orKykKaEycNPVK8FC4bGBM18cB7BQ4KarVwraz91IEl9zOnr0aKSlpXk1ipSmLsuDXHLqbmSeL1PsAWDIkCGYM2cO5dSPBBWeUmK0ePwyYb+wePK3y8YhxUPz0r7cjXgKCQlBQkKCT9eUn5+P9vZ27N69W9B+VKWXB7nnVKwC6fLly6FQKPDtt98K2s/R5yEkJMSn8xPfySmrrkaQ+jIyDwB0Oh2GDRsm+IPd0echJSXFp/MT38k5p21tbWhubvY5pykpKRg3bpxXOQWoQCoH2fN02H373R5XYuRLAWD37fcge56w0XTufqH3NadhYWFYuHCh4JwWFhYCoJzKwdj0RCRNnAWxBkooFEDyxFkYm+6uU1l/Uo7M69k/R8i00Pr6ejQ2NlJOZUDuORWjQAp0P/N///33MJvNvPdhWZamLntJ8ATaa6an4oFlOaKc/MFlo3H1dOGhcdWTpKKiAsnJyT7PC548eTJGjBjh1RdQCqE8yCGnYWFhUCqV/XJqNBqhVqt9LpDGxcVh+vTplNMgJ4esOutJIsbUZQBQq9VYunSpVzkdM2YM9XmQiYGeU6D7C+i3334r6EGpsLAQsbGx1OdBJha89jx2ruye8untD/WO/XZeeR0WvPac4P2d5bS9vR1NTU2i5XTXrl3nly7nw1EgpV/o5eGOlUsQnjYRgOel611x7KdNm4TfreQ/FdTB1UgSX3s7OuTn56O0tBQGg4H3PlTIlxc55DQyMhIWi6XfKt5iFPKB7pyaTCbs2rWL9z6VlZUwmUyUUy949Y1+1cJsPL1yAkLVSrer3TjDsTZoVAo8s3IC7lro3ZKu7kY8iRFCpVKJFStWCHpQslgs1OdBZnzKqd2GECV8yqlCoXA5kiQ5ORkqlcqr4/aUn5+PzZs397shu0OFJ/nxJasKcAhVK32+pzrLqUqlQmKisF+nnMnPz8eBAwfQ0NDAex/KqfzINaeA7yPzgO6cnjlzBseOHeO9D+VUfuZ9+h52/P5+2NRq2AUWru1KJWxqNXb8fjXmffKuV+f3R067urrw/fff895Hr9cjOTkZUVH8e6oRaf3hpiswYsJs2KFwu4KYMywH2KHAyAmz8eBNl3t1fmc5FbNAumjRImg0GkHPUnq9HiqVCtnZ2T6fn4hDDjkF+g82EWNkHgCMHz8eSUlJgnMKUIHUG17/lHzN9FRsvX8+ZmV0L5Xs6Uuo431lfQni9r+Oq6Z5P33CVe8csUIIdH+wnzx50mnjPWeKi4vBsiyFUGa8zam2rQrcV3/D5RNH+HR+Zx/sYg0PBbpz2tLSgv379/Pavq2tDdXV1ZRTGfI2q12VJ/HxbyZ4NYLEwVVOxSqQrlixAhzHYfPmzby25ziO5s/LlLc57Sw/iv9cnip6Th0FUl9HkALAnDlzEBkZKfgLKOVUfha89jzKt+1CSUb3KD1PBSjH+4Upafj65X97NdLJwV3hSYzP/szMTGRnZwvKKU0Lkac7Vi7BtTfdBnNY9/3U04O94/2qDiB6ZIpXI0gcHD2eeo7wFKsHKdD9rDZv3jzBOc3MzIRGo/H5/EQ83ua0ugOwKkJ8zinQ+5m/o6MDDQ0NouS057RQvgoLCxEWFibKDwmDjU9zGFJitHjn1pnYct883DBzFEbFavvNrVcAGBWrxQ0zR2Hr/fPw5q8nYu/Wr/D+++97fV6NRgONRiPpA/3SpUuhVCrx3Xff8dqehjHLlzc5/fTuhag4dRhr16716dzOhjKLNTIPAKZNm4bY2FjefZ4cfR4op/IkNKsf3Tge7V89jVef+ZtP53X1oCTW/TQhIQGTJ0/m/cFeX1+P5uZmelCSKaE5/er3M6Hd/1889fBqr5aBd3BVIE1KSoJazXuRXpc0Gg0WL17MO6fU50HesufpkGPQ4+SXm1EwdwkaYmL7Tb/jADTExKJg7hKc2LgZtyeOwF9eeR5dXV1en9dVTsUaQQpAcP8cKpDK19j0RDzz0CpcfNVNUMRnwaQI6zetieMAkyIMivgsXHLNTTBVFeKZRx9CS0uL1+eNjIyEzWbrtZCSowepWN9R8/Pz8cMPP6Czs5PX9pRT+fImp3GqTrz09N9QVlbm9XmdDTZxFEjFzGlhYSHKy8t5ba/X6zF69GhqBeEF37+poXu55ccuG4fHMA4dFhvKGztgtbHQqJVIi41AROiF02QtWYJf/epXeOCBB3DJJZdg6NChXp2z7xz6rq4u1NTUiBbCmJgY6HQ6bNq0CbfddpvH7fV6PfV5kDkhOUX8WNx333148skncf3113udK2erhhiNRkHLj7qjUqmwbNkybNq0CX//+989bk8F0uAgJKtPPPEE7rnnHtx2222YMWOGV+dz1TsnLS3Nl79GLytWrMC6devAsqzHD2saxhwchOT0pZdewqWXXooNGzbgyiuv9Op8rnIq5q+OK1aswKpVq9DS0oJhw4a53dZoNKKzs5NyKnPjL10KXLoUANB8pg4VP+6FzdQJtTYco+YwiEuIR9zP276aFIdp06bh5ZdfxurVq706n6ucilUgBboflF566SXo9XqMHTvW7bZdXV0oLi7GPffcI8q5iTSm5aZhWm4aAKC5zYRT5dWwWG0I1agxNi0J0VEXFmNYu3YtxowZg0cffRQvvviiV+fr+UAfGhoKoDunSqVS1ALpmjVrsGPHDuTn53vcXq/X49prrxXl3EQaQnI6+i9/wXvvvYf77rsPX3zxhVfnczbVTswRpACwePFiqNVqbNq0Cb///e89bk9T7L0neqkuIlSNcYlDMSU1GuMSh/Z+mP/Z888/j7a2Njz22GNen6fvL0rV1dXgOE60EALdN8ytW7fy+uWLQhhc+OT0kUceQXR0NO6//36vz9M3p11dXaiurhY9p4cOHUJtba3HbfV6PVJSUs7fyIn8ecrqHXfcgUmTJuGuu+6C3W736hxSTwkFunNaX1+PQ4cOedzW0echK8u7XkDE/zzl9JJLLsGll16K+++/3+kS3nxIPTIP6M6p3W7H1q1bPW5LBdLgE50Qj8m/+gWm3XQNJv/qF4hOiO/1/pQpU3DnnXfi0UcfRU1NjVfncPzgxLLs+dfEzun8+fMRFhbGa3RecXExbDYb5TSIREdpMXtCNhbl5WL2hOxeD/MAkJSUhEcffRSvvPKKoJ50PTmbwmQ0GpGYmCjaqsdjxozBqFGjeOW0vb0dRqORchpEPOU0MjISzz//PL788kt8/fXXXp3DWU4rKiqgVCqRlJTk/cX3MHToUMyaNYv3aGd65vdeQMaIJScn45FHHsHLL7+M48ePe3WMvl9AxVqivqf8/Hy0trZiz549HrelEA48UVFReP755/HZZ58JXpHLoW9Oa2pqwLKsqL/QL1++HAB4TQulnA48arUar776KgoKCvDWW295dYy+ObXZbKIXSBmGwZAhQ3j9u6TX65GVlUV9HgaYF198EfX19XjyySe92t8fBdJRo0YhNzeXd061Wq2o5yeB9/e//x3h4eF44IEHvNo/MjISHMf1ml4kdk7Dw8OxcOFC3jkFqEA60Nx7770YM2YM7rrrrl5FTr5cPdCL+f1USP+c06dPA6CcDjS//OUvsWTJEtxzzz0wm82C9/dHgRTofub//vvvYbFY3G7X0NCAhoYGyqmXAjY58b777kN2djbuuusur3o+9P0CKvawO6D7l6/4+HiPN0yWZXH69GkK4QB01VVXYdGiRbj77ru9umH27fEkRU7j4+Mxbdo03l9AKacDz6xZs3DzzTfjT3/6k6CV4xz8USANCQnB0qVLKaeDWHp6Oh566CGsXbv2/EOGEK4KpGI3+MzPz8e3337r8btJYWEh9XkYgIYNG4Znn30WH3zwAbZv3y54f1cPSlLkdNeuXf2KsX3p9XpER0cjPj7e7XYkuISEhOCVV17B7t278c477wje39UUJrEL6fn5+SguLkZxcbHb7agVxMCkUCjw8ssvo7KyEs8++6zg/Z31eJIqpx0dHdi1a5fb7aiQ75uAfVvSaDR45ZVX8OOPP+K9994TvH/fOfRGoxFxcXHQarVu9hJGqVRixYoVHh+UqM/DwKVQKPDKK6+goqLCq0bjfXs8STEyD+i+YW7evNntVCur1YqSkhLK6QD19NNPg+M4/OlPfxK8b9/7qZQ53b9/PxobG91uV1hYSF8+B6g//OEPSElJwd133y34R6eIiAhYLBbYbDYAwJkzZ2C32yXJaU1NjccR2dQId+C68cYbMWvWLKxatUpwo3HHg5Ljnmq321FVVSVJTq1WK77//nu32zka4CsU7legJMFn4cKFuPbaa/GHP/xBcKNxfz3QL1q0CBqNxuOzVGFhIZKSkjBkyBBRz08Cb8yYMVizZg3+8Y9/oLS0VNC+fe+ngPgjSAFg4sSJSExM5JVTpVKJ7OxsUc8/WAT0Z7rFixfjqquuwgMPPIBz584J2tfZVDsphrvn5+fj+PHjqK6udrkNVekHttzcXNx///148sknea944OBsZF5sbOz5G6lY8vPz0dTUhAMHDrjcpri4GHa7nXI6QMXHx+OJJ57AW2+9hf379wva1x8jSIHuxs0cx2Hz5s0ut2lvb0dlZSUVSAeo8PBwvPTSS9iyZQs+/fRTQfv2/YVeqgLp3LlzERER4fELKI3MG7iUSiVeffVVFBYW4qWXXhK0b98RTzU1NZIUSLOyspCVlcUrp/S5P3CtXbsWJpMJjzzyiKD9+ubUUSAVe2ReZGQk5s6dSzkd5P7yl78gLi4O9913n6D91Go1wsLCJB9BqlAoeA020ev1yMjION+QnwgT8PHhzz33HNrb2/Hoo48K2s/Zg5LYIQSAZcuWQalUul2unvo8DHx//etfERsbK7jRuLOcSpGTGTNmICYmxu0Nk4aHDnx33HEHpkyZIrjRuCOnjhEoRqMRMTExojehT0pKwsSJE93mtLCwEADldCC7+OKLcdlllwluNN73QUmqAmloaCgWLVrkNqf19fVobGyknA5gkydPxl133YXHHnvM7Y+PfbnKqRTfUR39c1yNHmRZ9vyIJzIwJSYm4rHHHsOrr76Ko0eP8t6vb07PnDkDm80m2Y/427dv79X3rC8q5A9sEREReOGFF7Bx40Z89dVXgvbt+Swl1QhSoDuner3+/I9azlBOfRPwwlNycjIeffRRvPzyy4JWZvDXA31MTAxmzpzp8YGe+jwMbI5G459//jm++eYb3vv17fEk1cg8lUqFZcuWecxpTEwMhg8fLvr5iTyoVCq8+uqrOHToEN58803e+0VGRsJut59vqihVToEL/XNcNUOlEaSDw7/+9S80NDTgiSee4L2Pswf66OhoREVFiX59+fn52L17t8vR2FTIHxz+9re/QavVCmo07q8CKdCd04qKivMF+76qqqrQ0dFBOR3g7rnnHsGNxsPDw6FQKM4X/6XOqdlsxg8//OD0/a6uLhgMBsrpAHfllVdi6dKluOeee9wWIfvq+Sx19uxZdHV1SZLTJUuWQKVSeXyWopx6TxaVknvvvRejR4/GqlWrePd86NmThOM40Vdi6Ck/Px9btmxxOc+fQjg4/OpXv8LixYsFrczQt8eTVCPzgO6cFhQUoK6uzun7jpxSn4eBjWEY3HLLLXj44YdRX1/Pa5++c+ilzml9fT0OHz7s9H29Xo/k5GRJiglEPtLT0/GnP/0Jzz33nMuH5r765lTqz3273Y6tW7c6fV+v10OlUlGfhwHO0Wj8ww8/5N1o3FlOpSqQLliwAGFhYS4flKhAOjiEhITg1VdfxZ49e/D//t//47WPUqmEVqs9/0DvGOUhxT01NzcXqampLnNaUlICm81GOR3gHI3Gq6qqBDUa7/ksJeUI0mHDhmHWrFkuc9rR0YGKigrKqQ9kUXjq2Wj83Xff5bVPzxFPTU1NMJlMkv5C39rair179/Z7j+M4KjwNEo5G40ajEf/85z957eO4WbIsC47jJBuZBwDLly8HAHz33XdO36ecDh5CG407+4VeqpzOmjULQ4YMcfugRDkdHIQ2GvdnTtPS0jBmzBiXOS0sLERmZiY0Go0k5yfyccMNN2D27Nm46667eDUa92dOw8PDsWDBArf307CwMMkKtEQ+FixYgF//+teCGo33fJYyGo0YOnSoJM29FQrF+WmhzlCBdPAYPXo0HnjgAUGNxvvmFJBmZB7Q/cy/bdu28zMAenKsxks59Z4sCk9A96oH11xzDR544AFeN8yeIZSqwajD1KlTER8f7/SG2dDQgKamJgrhIDFmzBisXr0aTz31FMrKyjxu7/gCajKZ0NzcjPb2dslyOmLECOTl5TnNKcuyOH36NOV0kBg+fDieeuoprFu3Dvv27fO4fc8HJccIUqlyGhISgiVLlrh9oKdpdoNDWFgYXnrpJWzduhWffPKJx+37PtBLmVPgwrRQZ0UxaoQ7eDgajZ8+fRovvviix+01Gg3UarVfc7pz585e0/odCgsLMXr0aKhUKsnOT+Tjn//8J8xmM/7617/y2r7vs5TUOTUYDCgpKen3XmFhIYYNG4YRI0ZIdn4iH3/+858RHx+Pe++9l9f2fXM6ZMgQDB06VJJry8/PR0dHB3788cd+7zlGZ9Nnv/dkU3gCLqzMwKfReM+pdlIOuwO6v3QsX77c6YMS9SMZfISszNBzyL3UOQW6b5jfffddv8bSlZWVMJlMlNNB5Le//S2mTp3Kq9F4z5y2tLSgvb1d8pzu378fTU1NvV7v6upCcXExFUgHkYsvvhi/+MUvcP/99zt9cO6pZ06lnmIPdOe0uroaJ06c6PcejcwbXCZNmoRVq1bhscceQ1VVldttFQpFv++oUufUarU6nQpIBdLBxdFo/LXXXsORI0c8bu/PnC5atAghISEun6XGjBlDrSAGCUej8a+++gobN27ktb2/cjpp0iQkJCS4zGlCQoJkRa/BQFaFp6SkJDz66KN45ZVXPDYaj4yMhNlshs1mg9FoRGhoqKRNk1esWIFjx46hpqam1+vU52HwiYyMxPPPP48vv/wSX3/9tcdtge5f6KUeHgp0fwFtamrCwYMHe71Ow5gHH0ej8cOHD+M///mP2239ndMVK1aAZVls3ry51+vFxcXU52EQ+te//oXGxkaPjcYdhaf29nacO3dO0hGkADBv3jxotdp+X0Ad/55QTgeXxx9/HJGRkbwajfedGiJlTrOyspCRkeHyQYlyOrjcfffdyM3N5dVo3J85jYqKwpw5cyinBACwcuVKLFu2DPfee6/HRuP+zKlCocCKFSsopxKRVeEJ6G407liZwV3PB8eDkqPRV2pqqqSV8mXLlkGhUODbb79Fh8WGn2rO4YixGXsLK5GRk0t9HgaZX/7yl1iyZInHRuM9H+grKioQGhqK+Ph4ya5r5syZiI6OxqZNm9B8pg5H//cFCtZ/iOJvvkdiTBz1eRhkdDodbr31Vo+NxvvmFJC28JScnIwJEyZ057TNhN0nDPj+kB7f7jkCjTaKPtgHmbS0NDz88MN47rnnzhfJnVGr1QgLC/NbTkNDQ7Fo0aLzX0AdWf34u11Izp2KlPQsyc5N5MfRaPyjjz7Ctm3b3G7reFBqaWlBa2ur5A9Kjv45HMedz+mXOw8iNC4FaVmjJTs3kR9Ho/G9e/di/fr1brftO4VJ6u+I+fn52L59O8xm8/mcbjukRwurQcZo+twfTHo2Gn/mmWfcbhuInJ46dQpGo7HXd9Sq1i7k5I6X9NwDnYLju4ycH23fvh2LFi3C+vXrceONNzrdZtOmTbjoootQVVWF++67Dy0tLdiyZYtk12SobcMvHlgLe/wYWDVD0OsfGsdhVGwEFo6Ox3UzU5E9glZjGgwKCwsxceJE/OUvf8EjjzzidBu9Xo+xY8fixx9/xOeff47PP/8cBoNBsms6uXELzjz2KKaUnUZscxN6lmI5AI3RMSiZOA0Rax7A+EuXSnYdRD7q6+sxevRoXHHFFVi3bp3TbUwmEyIiIvDee++hqakJa9asQWdnJ5RKaX6bKNCX4833/4dIWBClsqPnbwYcB3QqwxAel4xLFs7GtNw0Sa6ByIvZbMb48eORlpaGLVu2uPwhafjw4Vi9ejXGjx+Pyy67DDU1NUhISJDsuh5//jUcKypHdkIswjkzZXWQ4zgO8+bNQ2NjI44ePeryR8dp06Zh2rRpuPPOOzFp0iTs3bsXOp1Osut6/d1PsHnXfmQnxkLLWSinBNdffz02b96M06dPIzo62uk2V155JTo6OvDRRx9h2LBh+OCDD3DNNddIdk2ffvcD3t3wFeWUnPfnP/8Zzz33HH766SdkZmY63WbNmjX45ptvoNfrER0djYceegh//OMfJbumHYd+wov/WY+shGhEwEo5FZHsRjwBwMKFC3HttdfiwQcfdNlovG/vHKl+TapsMuGGdfux9F870Zk8HZa+RScAUChQ0WTCO/srsPRfO3HDuv2obDJJcj1EPsaMGYM1a9a4XZmhZ06lbNxo2LkPRdm5GH/ZMiw6sg9xfYpOAKAAENfchGk7t2D8ZctQlJ0Lw07PjadJcHM0Gv/vf//rdGVOoHtlJIVCcT6nKSkpkhSdTpXV4I9Pv4KvP16PkSoThqh7F50AQKEAtJwZXF0xvv54Pf749Cs4VVbj/IBkwAgLC8PLL7+Mbdu24X//+5/L7Ry9HoxGI0JCQiRrRuvIKtrqMWFkBLQwU1YJFAoFXn31VRQVFbltNN4zp4B0I/McOa0r+QkTEyIRAQvllADg12jc3zk9uW8H5ZT08vDDD2PEiBG45557XM50cuS0tbUVLS0tkuf0h68+wcSECEQqrJRTkcmy8ARcaDTuaiRJ36khUoTww4NGLHnhB+wpbQQAcP0e5Xuzs93/wuwpbcSSF37AhweNol8TkRdPjcb79s6RYnjojjtXI23xXGSWFgEAVB4GMTrezywtQtriudhx52rRr4nIy+233+620bijGa4jp1LcT9/YsBUfrH8LYebu+6nSw8xox/th5kZ8sP4tvLFhq+jXROQlPz8fl19+OVavXu2y0bhjyL2UBVLKKnFn4sSJWLVqFR5//HGXjcZ75jQkJAQjR44U/Toop8SdhIQEPP7443j99ddx+PBhp9v0zCkgzeI3lFPijqPR+DfffOOy0bgjp1Iu0kQ59Q/ZFp4cKzO8+uqrOHr0aL/3VaFahMSn42BpPZo4LUamiBvCV7Yb8NCGE7DY2PMFJb7sLAeLjcVDG07gle3STasigee4YW7cuBFfffVVv/cVIWEIiU+Hvt6MyjYOCSlpop5/55XXYcHrL0Bts0HloYlkXyqWhdpmw4LXX8DOK68T9bqIvKhUqvOr3Pz73//u936HxYao1FyUnmNR0mRBUlqGqOd/dv1nqD2xGypwHj/M+1IqABU41J7YjWfXfybqdRH5eeGFF9DU1IS///3vTt+PHxqNyDPNUBcZsTwjF81n6kQ9P2WV8OFoNL5mzRqn70cMiYZFMww/VTVhwuwlONfhuhekNyinhI9Vq1Zh7NixLhuNh0YOgTo6Cfv1RowaPwOhEUNEPT/llPBxxRVXYPny5S4bjYeER2BIcja2HvwJyblTMTRW3F65lFP/kWWPJ4euri5MnjwZw4YNw65du1BS34H39hux/XQdjE2mflPeRsVoRemz9OFBIx7a0H/5ZMuZInSc2Aaz8QRs52qhDB+C0MTRGDbvBoTEJLk83jMrJ+Dq6dI1liSBxXEcli9fjuLiYvz000+oarW5ySmHUTHi9APbcedqLHj9hX6vHwSwHsB2AOUAYgHoADwBIMfd8X6/Ggtee87r6yHyd/vtt+OTTz7B6dOncY4L90tO39iwFbUndvd7vbq6GkePHkV5eTlaWloQHh6O5ORkLFq0CHFxcS6PN3LCbPxu5RKvr4fI3xNPPIHHH38cx48fR25uLk5u3IKO59Yi83iBpL3rnGXV25wClNWB7p133sGNN96ILVu2YMmSJSjQl+Or7bvR2VCFcFa6fmB0TyVC7Ny5E/Pnz8e6detwyy23UE6JLBkMBowfPx4PPfQQHn/8ccrpACXrwhMA7NixA0svvwZz17yOUpMGKqXC7Qgkx/tzs+Lw1BUTkBKjFXS+yiYTlrzwAyy2/r8M1H/2FCxVemjHzEFIfBrs7c1oO/wVOKsZI29cC83wNKfHDFUrsfX++YKvhQSP06dPY/LsxZjy22dRww2VPKeGnfuQtngu1DZbvwmgvwSwG8CvAEwEcBbAKwDaAewD4Gw9Bg6ATa1G+bZdyJ4nXQNUElgNDQ0YnTcbqVf+Ec2hIyTP6amyGnyw/i2owPWbJ//RRx+hsrISY8eOxYgRI9De3o4DBw7AarXitttuc9q7h+MAOxS49qbbMDY9UdC1kOBhNpsxYcIEMGk5+Et5KXKKC2FXKNxOI3a8X5Q1Bop1bwu+j7nKqjc5BSirg4Gj0XgHQrHkossRYW0Ey7mfouF43xQai5uuXik4G3RPJd644YYbsOeoHit/fRMirU2UUyJLf/nLX/DfDzbg17f+DlFdLZTTAUj2hacPDxrx8CdHYIcCCqWK934qpQJqpQKPXzYO1wgYbXTDuv3YU9ro9GHMXKVHaEIWFKqQ8691NVWjZt0qRIyZjbhLH3B5LbMyYvHOrTN5XwcJLh8eNOLPG47CxsIvOS3KzkVmaZHT6XV7AEwD0HOtHQOACeguSr3r4ph2pRIlGTnIMbhezpwEtw8PGvGXz46jy2aHQqXmvZ+3Of3j068gzNzo9IuD0WhEYmIi1OoL19HY2IjXXnsNY8eOxZVXXun0mCwHmMNi8cxDq3hfBwk+n197Cy7+5B0oWVbQNGK7UglWqcTu2+/Ggtee572fq6x6m1OAsjoY/OOtj2GqKoRS4BQNlgNYKJA0cRbuEPDrON1TiTdeeHcjmoqPUE6JrL368bc4e+oA5XQAk22PJ+BCnyVWqRb0MA9412fJUNuGXcUNLkcAhCXn9io6AUBITBI0canoaqh0ey27ihtQXNfG/y9AgoYjp3ao/JLTkxu3IKe40OXD2Cz0LjoBQDaAcQDclZRULIuc4kL89A01yBuIHDm1cQpBRSfAu5wW6MuhtTj/QAe6V8/p+YEOALGxsYiPj0dDQ4PL4yoVgNbSiEOny/lePgkyO6+8Dpd/+Lbfete5y6q3OQUoqwPds+s/g7Va77e+IHRPJd54dv1naC05TDklsvbs+s/QoN9POR3gZFt4+vCgEWs3F4lyrLWbi/ARjxXm3ttvhEpg2jmOg93UAqXWfUM+lVKBd/fRKncDTSBy2vHcWtj7jgn1gANQC8B9R5Lu0QLtz/5T0LGJ/AUip19t3w2B6zKA4zi0t7dDq3U/pY/lgI3b+s/JJ8Fvx52rMW/D+wDgYR1Z1xz7zdvwPnbc6bz5c09Cs8o3pwBldaB6Y8NWdJYfB4B+UzT4cuzXWX4c/+axIhLdU4lQlFMSDCing4ewn739pLLJhEe//Mnl+6y1E637N8BScxrWM0Vgze2Iveg+RE50PbzukS9/wqzMOLc9SrafrhO8gl3HTztgb2vEsDnuf1m1sxy2F9XhMYwTdHwiX4HKaebxAre9Tpx5D0A1gL952E7Fssg8cUjQsYm8BSqnnQ1V0Ar8AnH8+HG0tbVh4cKFbrdTKgBTg/NlzEnwMuzch9lvvgwO/YtO7QD+CWA/gAMAmgG8DeA3bo7HAZj95kswXPMrtz2fhGaVb04ByupAdKqsBtXH90CF/g9JFosFe/bsQVVVFaqrq2E2m/GLX/wCU6ZMcXk8jgOqju/BqSlj3fYFoXsqEYJySoIB5XRwkeWIp4c/OwGbmwIQa2rFud0foKuxEiHx6byOaWM5PPxZ/5XqHNotNhibTIKus6uxEk1bXkdo0hhETFjscXtjowkdFpugcxD5CkROm6rPIra5SdB1FgK4CwAD4CYe28c2NYq+RDkJnIDktLUD4ayw5cPr6+vxzTffIDk5GZMnT/a4fThrRnObsHs2kTfu1puhZFmnI50a0F041wOYxPN4CgBKlgV3680utxGaVaE5BSirA836jzZA6aQZLQCYTCb88MMPaGhowMiRI3kdT6EAlOCw/qMNLreheyoRinJKggHldHCRXeHJU58lAFBFxiB51TtIvvNtRC+8hddxPfVZqmjsgJAxJPb2ZtT973EoQyMQd/mfePX24QCUN3YIOAuRq0Dl1Lhnv6DpJ2cBXAxgKIBPAPDpQKUAUPHjXgFnIXIVqJzqK2oEDZdua2vD+++/j9DQUFx11VVQKj1/NCkUwKnyav4nIbLmqXddAoAzACrQPfKJL0+964Rk1ZucApTVgcRTX5CoqCisWbMG999/P5YuXcr7uJ76gtA9lQhBOSXBgHI6+Miu8MSnz5JCHQJVZLTgY7vrs9Rp6eJ9HNbcgdqPHwVr7kD8VY9DHRXLe1+rTVijVCJPgcppV0cn7+OcA5APoAXAtwCELOxpM/E/D5GvQOXUbOU/stNsNuO9996D2WzG9ddfjyFD3PfL68ki4DxE3jz1rgsFwO/3zv5c9a7jOA4Njc28juFLTgHK6kDhqS+IWq1GVFSUV8d21xekuaWV93HonkoCldNzre28j0M5JYHKaVs7/5FIlFNxya7Hkzd9lviysxy2njqDRcMaUVRUdP4/p0+fRkWrHfE3vuDxGJzNirpP/gZbczVGXPMENHH8lxYHAI1adrU+4gWpc7pNfwbL4s71ymlRURFSLMDXPI5hBnApgCIAWwGMFXgNam240MsmMiR5TgvP4uIEU7+ctiIM11+2zOMxurq68P7776OxsRE33ngj4uPjBV1DqEZ2H2HES970ruPL0bvu448/Pv+Z78hqZEIGbrv6Mrf7+5pTgLI6UHjTF4QvpQLoqK/Ehg0b+t1TQ+NSPOYUoHsq6SZ9TquwcePGfjlVDh1JOSW8+SOn3377ba/P/KKiIrARcZTTAJHVPxFv+iwJVdlixoIll0JhtyItLQ05OTlYtmwZ0rJG48Ua9/tyrB31nz8DS00h4q/8C0KTcgWdWwEgLTbC+4snsuCPnBqbzZiz4FJwXWakpKQgJycHc+fORVbyKHAP/9HtdDs7gKsB7AXwBbp7OwnBARg1R+heRG78ktOmTsycfQm4LjMSEhKQk5ODvLw8jMrKQZepw+1QZpZl8cknn6CqqgrXXHMNUlJSBJ2b44CxaUk+/g2IHHjTu06o2KZG3PGbW6GKCENOTg7Gjh2Lyy+/HCnpmSgu1LvMqq85BSirA8X5viASPSgBgJaz4NobfoPwECVycnIwevRoLF++HCnpWSgvLqJ7KvHIPzk145fXXIcQBYucnJzz31FT0rNQXVFGOSUe+Sunv7jyKijsVmRnZyMnJwfXXXcdUjKyUFtVSTkNAFkVnoT2WfKGQqHAl9v3Yum0XISGhvZ67/N/bkeFmwe15u/XobN4P8KzZsDe2Y72k9t7vR853n2X+9RYLSJCZfWPnHjBXzndsGUXlk0f22/ZzoZ/PoM4Nw9pawB8ie4RT00A3u3z/vUezt0YE4u4BOG/6BN58VdOP960Hcumj+03/PiPf3sGWs5188bvvvsOp0+fRk5ODjo7O3Hs2LFe70+a5L6FdKcyDNFRnpezJ/Jn3LMfMRKfQwHgq9fewqzfXN3vPXdZ9TWnAGV1oBDaF8QbCgXw+Xc7sGL2FCj6nIzuqYQPf+X002+24uJ50ymnxCv+yulHG7/DZQtm9uvLRDkNDFlVQfzV/ygpZVS/ohMALBwdj3f2V7icmmKtLQUAdBYfQGfxgX7vuys8qZQKLMyhh/mBwF85HZWe2a/oBAAlE6cheucWl9NSjv7858af/9OXu8KTXalEyYQ8xAm8ViI//sppZvZop3Pew+OSwdYVu2waefbsWQA4P/S5L3cf6iwHhA9P9u6Ciez4q6ecRuH8nukuq77kFKCsDiT+6tcRGh7e72EeoHsq4cdfOdVGRlFOidf8ldMhQ4c5bQZOOQ0MWRWe/NX/yNV5rpuZiv/bW+5yv5HXPe31Oe0sh+t1wvpBEXkKdE4j1jwA1Q+bXe63w4dzqlgWkX940IcjELkIdE4vWTgbX39c7HK/m292vcS9J0oFcMni2V7vT+TFXz3lXJ3HXVZ9ySlAWR1I/NWvw9V56J5K+KCckmBAOR2cZNXpOi02QsqpngDc91nKHhGFuVlxHleBEkqlVGBuVhyy4r3rzE/kJdA5HX/pUhRljYGd51LefNmVShRljcG4i5aIelwSGIHO6bTcNJhCY92uWOINlgNMobHIG50m7oFJwIyaw0g+LdRd7zrKKuFjbFoSJOp/f567viCUU8IH5ZQEA8rp4CSrwlNEqBqpMdLOh/TUZ+mpKyZALXLhSa1U4KkrJoh6TBI4csipYt3bYJVK0R7WOACsUgnFurdFOiIJNDnk9KarV4KFQrQvFxwHsFDgpqtXinNAIgvRCfFojJa2y1NjTCyi3fSuo6wST6KjtOhUhkl6Dk99QSinxBPKKQkGlNPBSVZT7QDPfZYcWg9tBGvugL29u8lyZ/EB2NoaAABD8i6FMqz/r/B8+iylxGjx+GXj8NCGE17+Dfr722XjkCLxAyDxr0DnNHueDjtuvxsLXn/By79BbwoAu2+/Bwvm6UQ5HpGHQOd0bHoikibOQu2J3V7+DXpTKIDkCbMwNj1RlOMR+fDUuw4AXgHQAsCxAO1GAFU///e7AQx1sR+f3nWUVcKHp74gALB//36YzWa0tbUB6O4R0traCgCYOXMmwsKcP2zx6QtCOSV8UE5JMKCcDj6yKzx56rPk0Lr/M9hb687/b1PRHqBoDwAgctxCpw9KfPssXTM9FQ3tFqzd3L+ZmFAPLhuNq6dTb6eBRg45XfDa89hZW4t5G94HB+9WJHXst/PK67Dgtee8OAKRMznk9I6VS/BsWxs6y4+D4+DVKiaO/bRpk/C7lTQVdCDy1LsOANYCqOjxvzf8/B+ge9EEV4Unvr3rKKvEE099QQBgz549OHfu3Pn/rdfrodfrAQATJ050+aDEty8I5ZR4QjklwYByOvgoOE7qGZbC3bBuP/aUNnr8lV4IlVKBWRmxeOfWmbz3+fCgEY9++RNsLCfoWlRKBdRKBf522TgqOg1gcsnpjjtXY/abL0PJslCx/FcysyuVYJXK7pFOVHQasOSS0zc2bEX18T1QgnP761Zf7M9Dl5MnzqIP9AGuKDsXmaVFgu5jntiVSpRk5CDHoOe9D2WVuPPHp19BmLlRUDY8YTnAHBaLZx5axXsfyilxh3JKggHldHCRZeGpssmEJS/8AIuIy4GHqpXYev98wVPeKptMePizE9hV3ACVUuH24c3x/tysODx1xQSaXjfAySmnhp37wN16M3KKC2FXKt0+uDneL8oaA8W6t5FN0+sGNDnl9FRZDdZ/tAFaSyNYDm4/3B3vm0JjcdPVK2no8iBg2LkPaYvnQm2zidIYnwNgU6tRvm2X4PscZZW4cqqsBh+sfwsqcF79Ot4XxwF2KHDtTbcJzg7llLhCOSXBgHI6uMiy8AR0jzYSs8/SMysn+DT6yFDbhvf2G/FlQQkarUooevzboUB3k92FOfG4XpdKq9cNInLL6cmNW9Dx3FpknjiE2KbGXg9vHLob7JZMyEPkHx6k1esGEbnltEBfjq+274apvgpaztzrywbHdTeEDI9LxqWLZ9PKIIPMjjtXi9a7DgB2/H61TyM6C/Tl2Pj9j2g7W44hKjtllQDo/nVcrL4gADBywmyffi133FPbzpQjSmWjnBIAMs7p2XJEKSmnpJtcc9peW4FIRRflVESyLTwBwCvbDaL1WbprYZYIVwQ88sgjeOv/3sGWfUdhtbHQqJVIi41wu7ITGdjkmNN169bhD/fcj+/e+j/AaoVaG45Rcxi3qzqRgU2OOd26dSsu/sVKvPfZ14iJjUOoRo2xaUluVyEhA9/OK68TrXfdvE/e9fl6iouLkZ2djc+/2oS41ExYrDbKKsGz6z8TrS/Igzdd7vP1mM1maLVavPz6fzB51nzKKQEgv5wCQGJiIm669be45KrrKKcEgDxzyjAMMkePxe/XPEQ5FYmsqyWrFmYjLjJUVn2WioqKkJ2einGJrtqYksFGjjk1GAyIGh6DadfSkp6km1xzareY8IuFOoSEhIh2XBLc5n36HnbcOUI2veuKiroLtpPH52LUqFGiHJMEvz/cdAXe2BDV3ReE87IvyATx+oKUlJSA4zhMyM3B7AnZohyTBD+55bStrQ1nzpzB2JxMyik5T245Bbq/o1500UWUUxEpA30BnlwzPRVb75+PWRmxALofgNxxvD8rIxZb758venNvg8GA7GwKIOmNckqCgRxzmpGRQUUn0s+C155H+bZdKMnIAdBdUHLH8X5JRg7Kt+0SdcEEg8GA0NBQpKSkiHZMMjDcsXIJrr3pNpjDuu+pnur5jvfNYbG49qbbRH9IAkCf/aQfOeW0uLh7FTPKKelLTjltbm5GY2MjcnJyRDsmkfmIJ4eUGC3euXXm+T5L24vqYGw0oWceOY5DlMKMX87MlazPEsdxMBgMuOqqq0Q/Ngl+fHIKjkOYrQ3XzJsoaT8wg8GAOXPmSHJsEtz45lRlbsYNi6ZKnlP68klcyZ6nAwz6gPeuMxgMyMzMhNJD8YsMTmPTE/HMQ6su9K5rqEI466J33fBkXCJRXxCDwYDIyEiMHDlS9GOT4Mc3pyZFGLTx0uYUoMITcY5/TkOhjU+hnAYZWfd4cqfDYkN5Y8f5PksP3307WpvqsX37dsnOWVtbi5EjR+LTTz/FypU0hYl41jen/177BDZ+9gnKysokOyfLsoiMjMSTTz6J+++/X7LzkIGjb06/+Wg9/vqnP6C1tRUajUay844ZMwYrVqzAv/71L8nOQQaW5jN1qPhxL2ymTpwuK8Pdzz6FY6dPSToaafny5QgPD8fnn38u2TnIwNLcZsKp8mpYrDacqa7GLdeuxLbvvpH0B6Hf/va3OHjwII4cOSLZOcjA0jOnXRYzLls6H+v+/Rquv/56yc755JNP4rnnnkNTU5Nk5yADS8+catRqXLFiAe5bdSf+/Oc/S3bO9957D9dffz1aW1sRFUWLhoklKEY8ORMRqu7VZ2mObjoee+wx2Gw2qNXS/LUc1U8adkf46pvTucwMvPzCWpw9e1ayXyVramrQ2dlJOSW89c1px2wdLBYLjhw5gpkzZ0pyTpvNhtLSUvo1iQgSnRCP6F/9AgCQUluL5scfxt69eyUtPBkMBvzyl7+U7Phk4ImO0p7vC2KblI3fKVjs3btX0sKTwWCgz30iSM+cAkBacgL27t0raeGJckqE6pvTqRPHY+/evZKe02AwYMSIEVR0EtmAGTfOMAxMJhNOnBBvyfC+HIWnzMxMyc5BBjaGYQBA0hsmDQ8lvpo8eTLCwsIkzanRaERXVxfllHhtxIgRSE9PlzSnVqsVFRUVlFPiNbVajenTp/vlQYlySnzBMAzllMgewzDYt28fpJy0RTmVxoApPOXl5UGtVkv+QJ+SkoLw8HDJzkEGtuTkZCQnJ0ueU5VKhfT0dMnOQQY2jUaDvLw8KpAS2ZP6Qam0tBQsy1JOiU8cOZXqQclkMqG6uppySnzCMAyOHz+Ojo4Oyc5BD/TEVwzDoLGx8fz3SClQTqUxYApP4eHhmDx5suQPShRC4iudTod9+/ZJdnyDwYC0tDRaKYz4xB851Wg0SE0Vd6U8MrjodDocOXIEFotFkuNTgZSIQafT4ezZszAajZIcn1YKI2JgGAZ2ux0FBQWSHP/cuXOor6+nnBKfzJgxAwAk+47qWEyMciq+AVN4Ai4MvZMKhZCIgWEYFBQUoKurS5LjU06JGBiGgdFoRE1NjSTHNxgMyMjIgEqlkuT4ZHBgGAZWqxWHDx+W5PgGgwFarRaJiYmSHJ8MDjqdDoB00+ypQErEMG7cOERGRlJOiaxFR0cjNzdXspw2NjaipaWFciqBAVd4Ki4uRn19vejH5jgOxcXFFELiM4Zh0NnZiWPHjkly/KKiIsop8ZnU/cgop0QMkyZNQnh4uKQPSllZWVD0XMuZEIHi4+ORmZkpaU6HDh2KuLg4SY5PBgeVSoUZM2ZQ4YnInpTT7IuKigBQTqUw4ApPgDRD786cOYOOjg4KIfHZ1KlTodFoJLlh2u12lJSUUE6JzxITE5GamirpF1DKKfFVSEgIpk2bRjklsiflg5Ijp1QgJb6Ssh+ZwWDA8OHDMXToUM8bE+IGwzA4ceIE2traRD+2o0CalZUl+rEHuwFVeBo1ahRGjhwpyQc7VemJWEJDQzF16lRJCqSVlZWwWq2UUyIKqaYvd3V1oby8nHJKRCHlNHsqPBGxMAyDI0eOoLOzU/RjU06JWBiGQX19PcrKykQ/NuWUiIVhGLAsK0k/MoPBgMTERERERIh+7MFuQBWeFAqFZA1xDQYDlEolMjIyRD82GXx0Oh0VSIns6XQ6FBQUwGq1inrcsrIy2O12yikRhU6nQ1VVFaqqqkQ9bmdnJyorKymnRBQ6nQ42m02SfmT0QE/EImU/MsopEUtubi6GDBlCOQ0yA6rwBHRXQA8cOACbzSbqcYuKipCamorQ0FBRj0sGJ4ZhUFZWhtraWlGPazAYoFarMWrUKFGPSwYnhmFgsVhw9OhRUY/rKJDm5OSIelwyOEnVj6ykpAQcx9EXUCKKiRMnQqvVip7T1tZWnD17lnJKRBEbG4vs7GxJHuiptyMRi1KpxMyZMyUrPNH3U2kMyMJTR0cHTp48KepxqfpJxCTVg5JjpTC1Wi3qccngNGXKFISGhkqS07CwMCQlJYl6XDI4jRw5EmlpaZLkFKARpEQcarUa06dPFz2nxcXFACinRDxS9CNrbGxEc3Mz5ZSIxjHNXsx+ZBzH0TO/hAZc4SkvLw9qtVqSL6AUQiKWlJQUJCUlUU6JrGk0GuTl5UmS06ysLCiVA+4jiASIFA9KBoMBkZGRGDFihKjHJYOXFI2bqUBKxMYwDI4dO4aOjg7Rjkk5JWJjGAYNDQ3ni+9iqK2tRXt7O+VUIgPuW79Wq8WkSZNE/QLKsiytFEZEJ0U/Mio8EbFRTkkw0Ol0OHz4MCwWi2jHpJXCiNh0Oh3OnDmDyspK0Y5pMBgQExODmJgY0Y5JBjeGYWC323Ho0CHRjkkrhRGxzZw5E4C4q9lTgVRaA67wBIi/wk1VVRXMZjPN9ySiYhgGBw8eRFdXlyjHs9lsKC0tpZwSUTEMg4qKCpw5c0a0Y1LhiYiNYRhYrVYcOXJEtGNSnwciNimm2VNOidjGjx+PiIgI0XOakJCAqKgo0Y5JBrfo6GiMGTNG9JwqFApkZmaKdkxywYAtPBkMBjQ0NIhyPKp+EikwDIPOzk4cP35clONVVFTAZrNRTomoxH5QslgsMBqNlFMiqkmTJiEsLEz0L6CUUyKm+Ph4ZGRkUE6JrKlUKsyYMYNySmRP7Gn2BoMBKSkpCAsLE+2Y5IIBW3gCxBt6ZzAYoFKpkJaWJsrxCAGAqVOnIiQkRLQbJhVIiRSSkpKQkpIiWk5LS0vBsizllIhKo9Fg2rRpouW0o6MDNTU1lFMiOikelCinRGxi9yOjnBIpMAyD48ePo729XZTjUU6lNSALT2lpaRgxYoSoD/Tp6ekICQkR5XiEAEBYWBimTp0qaoE0NDQUKSkpohyPEAcxpy9TgZRIRcyc0kphRCoMw+DIkSMwm80+H6ulpQUNDQ2UUyI6hmFQV1eH8vJyn49FK4URqTAMA5ZlUVBQIMrxKKfSGpCFJ4VCAZ1OJ2rhiUJIpCBmTouKipCZmUkrhRHR6XQ6FBQUwGq1+nysoqIiREREICEhQYQrI+QCnU6HyspKVFdX+3wsKpASqeh0OnR1deHw4cM+H4tySqSi0+kAiDPNvr6+Hq2trZRTIrrc3FxERUWJklOWZemZX2ID9gmVYRgcOHAAdrvd52NRCIlUGIZBaWkp6urqfD4W5ZRIhWEYmM1mHDt2zOdjGQwGZGVl0UphRHRi9iMzGAwYNmwYYmNjfT4WIT1NnDgR4eHhouUUoMITEV9cXByysrIop0TWVCoVZs6cKUpOa2pq0NnZSTmV0IAuPHV0dODkyZM+Hcdut6O0tJRCSCQh9oMS5ZRIYcqUKdBoNJRTImsJCQkYNWqUqDmlAikRW0hICKZPny5aTuPj4zFkyBARroyQ3sTqR+YoPNFKYUQKYvUjowKp9AZs4WnatGlQqVQ+3zCNRiOsViuFkEgiJSUFiYmJPvclsVqtKC8vp5wSSYSGhiIvL0+U/jm09DeRklh9nqhASqREOSXBgGEYHDt2DCaTyafjGAwGJCcnQ6vVinRlhFzAMAwaGhpQWlrq03EMBgOUSiUyMjJEujLS14AtPGm1WkyaNMnnwhNVP4mUxOpHVlZWRiuFEUmJkVOTyYSqqirKKZGMTqfDoUOHfO5HRg/0REo6nQ7V1dWorKz06TiUUyIlhmFgs9lw6NAhn45DOSVSmjlzJgDfZ48YDAakpaVBo9GIcVnEiQFbeALE+UWpqKgIISEhSE1NFemqCOmNYRgcPHgQNpvN62NQgZRIjWEYlJeX4+zZs14fo6SkBADllEiHYRhYLBYcOXLE62O0traitraWckokI8Y0e47jUFRURDklkhk/fjwiIiJ8fqCnnBIpxcTEYPTo0aIUniin0hrwhaeioiI0NjZ6fQyDwYCMjAyo1WoRr4yQCxiGgclkwvHjx70+hsFgQHh4OBITE0W8MkIuEONBiQqkRGqTJ09GWFgY5ZTI2ogRI5Cenu5TThsbG9HS0kI5JZJRq9U+9yPjOA7FxcWUUyIpMfqRUeFJegO+8ATAp1FPFEIitby8PISEhPj8oJSVlQWlckD/K00CKDk5GcnJyT7ndMiQIRg+fLiIV0bIBRqNBnl5eVR4IrLn64MS5ZT4g6+Nm8+cOYOOjg7KKZEUwzA4fvw4Ojo6vNqfZVmUlJRQTiU2oJ9S09PTER8f7/MHO4WQSCksLAxTpkyhAimRPV+nL9NKYcQfxMhpbGwsoqOjRbwqQnpjGAZHjhyBxWLxan9H4SkrK0vMyyKkF4ZhUFtbi4qKCq/2pwIp8QeGYWC321FQUODV/pWVlbBYLJRTiQ3owpOvjZu7urpQVlZGKzARyfnauJlWCiP+oNPpUFBQgK6uLq/2pwIp8QedTgej0Yiamhqv9qf7KfEHnU4Hq9WKw4cPe7W/wWBAYmIiIiMjRb4yQi7Q6XQAvJ9mbzAYoFAokJmZKeZlEdLL2LFjERUV5VNOASqQSm1AF56A7grogQMHYLfbBe9bXl4Ou91OISSSYxgGJSUlqKurE7yv2WyG0WiknBLJMQyDzs5OHDt2zKv9qfBE/MHXfmSUU+IPkyZNQnh4OOWUyNrw4cORlZXlU05HjRqF0NBQka+MkAtUKhVmzJjhU07VajXS0tLEvTDSy6AoPLW3t+Onn34SvC9VP4m/+NKPrKSkBBzHUU6J5KZOnQqNRuPVB3tbWxvOnDlDOSWSS0xMRGpqKj3QE1kLCQnBtGnTKKdE9nwZlU85Jf7iSz+yoqIipKen02JiEhvwhadp06ZBpVJ5dcM0GAwICwtDcnKyBFdGyAWpqalISEjwqvBEBVLiL6GhoZg6dapXOS0uLgZAOSX+4W2fp+bmZjQ2NlJOiV94m1OO4+iBnvgNwzA4evQoOjs7Be9LOSX+wjAM6uvrUVZWJnhfyql/DPjCU0REBCZOnOh14SkzM5NWCiOS86UfmcFgQGRkJEaMGCHBlRHSmy85BajwRPzD0Y/MarUK2o9ySvxJp9OhqqoKVVVVgvarq6tDW1sb5ZT4BcMwsNlsOHTokKD9WJZFcXEx5ZT4xcyZMwF4N82eCk/+MSgqKt4uWUshJP7k6Edms9kE7UcrhRF/YhgGZWVlqK2tFbSfwWBAdHQ0YmNjJboyQi5gGAYWiwVHjx4VtB8Vnog/eduPjHJK/GnChAnQarWCc1pdXQ2z2Uw5JX4RGxuLnJwcwTm12WwoLS2lnPrBoCk8FRUVobGxUdB+VHgi/sQwDEwmE06cOCFoP8op8SdfHpRopTDiL1OmTEFoaKhXOR0xYgSioqIkujJCLhg5ciTS0tK8LjzRSmHEH9RqNaZPn04FUiJ73gw2qaiogM1mo++ofjBoCk8AsH//ft77WK1WVFRU0M2S+E1eXh7UarVXH+yUU+IvKSkpSEpKopwSWdNoNMjLy6OcEtnz5kHJYDAgJSUF4eHhEl0VIb1507jZYDBApVIhPT1dwisj5AKGYXDs2DF0dHTw3ocKpP4zKApPGRkZiIuLE/TBXlpaCpZlKYTEb8LDwzF58mRBjUZNJhOqq6spp8SvdDqd4Ia49EBP/I1ySoKBTqfD4cOHYbFYeO9DOSX+xjAMzp49C6PRyHsfg8GAtLQ0hISESHhlhFyg0+lgt9sF9SMzGAzQaDRISUmR8MoIMEgKTwqFQvAvSkVFRQCo+kn8S2hOaaUwEggMw+DgwYPo6uritf25c+dQX19POSV+xTAMKioqcObMGV7bcxyHoqIiyinxK4ZhYLVaceTIEd77UE6Jv+l0OgDCptlTTom/jR8/HpGRkYJy6lhMTKVSSXhlBBgkhSfgQuNmu93Oa3uDwQCtVovExESJr4yQCxiGQXFxMerr63ltT8NDSSAwDIPOzk4cP36c1/aUUxIIQvuRNTQ04Ny5c5RT4leTJk1CWFgY75xyHEcrhRG/i4+PR2ZmpuAHesop8SeVSoUZM2ZQTmVqUBWe2tracOrUKV7bGwwGZGVl0UphxK8cD0p8p4cYDAYMHToUcXFxUl4WIb1MnToVISEhvD/YqfBEAiEpKQkpKSmUUyJrGo0G06ZN453TmpoamEwmyinxO51OxzundrudVgojASG0HxkVnvxn0BSepk+fDqVSKegLKIWQ+NuoUaMwcuRIQYWn7OxsKpASvwoLC8PUqVMF5XT48OEYOnSoxFdGSG8MwwjKKQBkZWVJeUmE9ONNTuk7KvE3hmFw5MgRdHZ2etzWaDTCarVSTonfMQyDuro6lJeXe9y2q6sL5eXllFM/GTSFp4iICEycOFFQ4YmWVST+plAoBP2iRDklgSI0p/ShTgJBp9OhoKAAVqvV47YGgwFJSUmIiIjww5URcoFOp0NlZSWqq6s9bmswGKBUKpGRkeGHKyPkAoZhYLPZcPjwYY/bOgqk9B2V+NvMmTMB8JtmX1ZWBrvdTt9R/WTQFJ4A/o2bOzs7UVlZSSEkAeHoR2az2TxuS40bSaAwDIPS0lLU1dV53JZySgKFYRiYzWYcO3bM47ZUICWBIqQfmcFgwKhRoxAaGir1ZRHSy8SJE6HVannnNCQkBKmpqX64MkIuiIuLQ3Z2Nq+c0mJi/jXoCk+nT59GU1OT2+1KSkoAUAhJYDAMg46ODpw8edLtdq2traitraWckoAQ+qBEOSWBMGXKFGg0GsopkbWEhASMGjWKckpkTa1WY/r06bxzmpGRAbVa7YcrI6Q3voNNDAYDwsLCkJSU5IerIoOu8AQA+/fvd7sdzZ8ngZSXlwe1Wu3xhllcXAyAckoCIyUlBYmJiR5z2tjYiObmZsopCYjQ0FDk5eV5zCnHcfRATwJKyIMS5ZQEimOavafGzZRTEkgMw+DYsWMwmUxut3MsJqZUDqqSSMAMqn/KmZmZiIuL8/jBbjAYEBUVhfj4eD9dGSEXaLVaTJo0yWOjUSqQkkBy9CPjm1Pq80AChU9Oa2tr0d7eTvdTEjA6nQ6HDx+GxWJxuQ3LsigpKaGckoBhGAZnzpxBZWWl2+2o8EQCSafTwWaz4dChQ263o165/jWoCk98GzfTSmEk0Pj88mkwGBAbG4vo6Gg/XRUhvTEMg4MHD7rtR0YrhZFAYxgG5eXlOHv2rMttqJBPAo1hGFgsFhw9etTlNlVVVTCbzZRTEjB8ptnbbDaUlZVRTknAjB8/HhEREbyf+Yl/DKrCE9B9w9y/fz/sdrvLbSiEJNAYhoHBYEBDQ4PLbSinJNAYhoHJZMLx48ddbmMwGJCQkIDIyEg/XhkhF/B5UDIYDFAoFMjMzPTXZRHSy+TJkxEWFuYxpwAVSEngxMfHIyMjw21Oy8vLYbPZKKckYNRqNWbMmOE2p2azGUajkXLqR4Oy8NTW1ga9Xu9yG3qgJ4HmeFByNz2EckoCLS8vDyEhIR4flCinJJCSk5ORnJzsMacpKSkICwvz45URcoFGo/HYj8xgMEClUiEtLc1/F0ZIH55mj1CBlMiBY/aIq35kpaWl4DiOcupHg67wNH36dCiVSpc3zPb2dtTU1FAISUClpaVhxIgRVHgishYWFoYpU6ZQTonsMQxDOSWyxyen6enpCAkJ8eNVEdIbwzA4cuQIzGaz0/cNBgNCQ0ORkpLi5ysj5AKGYVBbW4uKigqn71OB1P8GXeEpMjISEyZMcFl4opXCiBx46kfW0tKChoYGyikJOHc5pZXCiFzodDoUFBSgq6vL6ftFRUWUUxJwOp0ORqMRNTU1Tt+nnBI5YBgGXV1dOHz4sNP3i4qKkJmZSSuFkYCaOXMmANfT7A0GAyIjIzFy5Eh/XtagNijvCO4aN1P1k8gFwzA4cOCA035klFMiFwzDoKSkBHV1df3eq6+vR2trK+WUBBzDMOjs7MSxY8f6vceyLIqLiymnJOA89SOjQj6Rg4kTJyI8PJxySmRt+PDhyMrKcpvTrKwsWkzMjwZt4amwsBDNzc393jMYDBg2bBhiY2MDcGWEXMAwDNrb23Hy5Ml+71HhiciFu35klFMiF1OnToVGo3H6BbSmpgadnZ2UUxJwiYmJSE1NdZpTm82G0tJSyikJuJCQEEyfPp0KT0T2PA02oZz616AtPAHA/v37+73nCCFVP0mgTZs2DSqVyukDfVFREeLj4zFkyJAAXBkhF6SmpiIhIcFlTgHQSmEk4EJDQzF16lQqkBLZc9XnyWg0oquri3JKZEGn0znNqdVqRUVFBeWUyALDMDh69Cg6Ozv7vUdTl/1vUBaesrKyEBsb67QCajAYkJOTE4CrIqQ3rVaLSZMmUU6JrLnrR2YwGJCcnAytVhuAKyOkN3c5VSqVyMjICMBVEdKbox+Z1Wrt9bqjQEqf/UQOGIZBdXU1Kisre71eWloKlmUpp0QWdDodbDYbDh061Ot1k8mE6upqKjz52aAsPHl6UKIQErlwNUSUckrkxNGPzGaz9XqdckrkhGEYlJWVoba2ttfrBoMBaWlp0Gg0AboyQi5gGAYWiwVHjx7t9brBYIBGo0FqampgLoyQHlz1I6MRpEROJkyYgIiIiH45pcXEAmNQFp6A7hvm/v37wbLs+ddaW1tRV1dHISSywTAMioqK0NjYeP41WimMyA3DMDCZTDhx4kSvlhJOcwAAC+1JREFU12lkHpETdw9KdD8lcjFlyhSEhoY6zWlGRgZUKlWAroyQC0aMGIH09HSnOdVqtUhMTAzQlRFygVqtdtqPjEaQBsagLjy1trZCr9eff42q9ERunDVubmxsREtLC+WUyEZeXh7UanWvD3aO42ilMCIrKSkpSEpKosITkTWNRoO8vDzKKZE9Z6PyaaUwIjeOnHIcd/41g8GAoUOHIi4uLoBXNvioA30BgTJ9+nQolUrs3bsXiTHDUfHjXpw8cAjL0sdgxNDoQF8eIQCA9PR0DB8+HPv27cOseQtxqrwap/SnkZw7FSOTRwX68ggBAISHh2Py5MnYt28frr3hNzhVXo3augZEp45G8ijqm0Pkw9EQt7nNhFPl1TBbutCpjkJqBj3QE/nQ6XT49NNPz+fUYrWh3qzErCljAn1phJyn0+nwySef4GxDM0rONMBitaG8sRNZY8YG+tIIOU+n0+Ef//gHThQWoc2mhMVqw6nKBoweN5EKpH6m4HqW/waRkxu3oOqvf8Y0Ywlim5vQM3YcgMboGJRMnIaINQ9g/KVLA3WZZJAr0Jfj5f++i+HhCkQqbeh5f+Q4oFMZhvC4ZFyycDam5aYF7DrJ4FagL8e/3/0YQ1RdiKKcEpkq0Jfj7Y8/Q6itA0NUdsopkaUCfTne++xrKDqbKadEtgr05fj46y2wnaulnBLZKtCX4/MtO2Cqr6KcysCgKzwZdu4Dd+vNyCkuhF2hgMrNX9/xflHWGCjWvY3seTo/XikZzE6V1WD9RxugtTSC5QClm4K8431TaCxuunolxqbTvHriH5RTEgwopyQYUE5JMKCckmBAOZWnQVV42nHnasx+82UoWRaqHk3FPbErlWCVSuy+/W4seO15Ca+QEOCNDVtRfXwPlODc3ij7YjmAhQJJE2fhjpVLpLtAQkA5JcGBckqCAeWUBAPKKQkGlFP5GjSFp51XXod5G94HB8Cb2ZyO/Xau/DXmffqeuBdHyM+eXf8ZOsuPg+MAb6YdO/YLT5uIP9x0hfgXSAgopyQ4UE5JMKCckmBAOSXBgHIqb4NiVbsdd67GvA3vA/Cu6NRzv3kb3seOO9eIcl2E9PTGhq3oLD8OwLubZc/9OsuP498btop0ZYRcQDklwYBySoIB5ZQEA8opCQaUU/kb8KvaGXbuw+w3X3Y60mkHgIUu9tsLwFlHJw7A7DdfguGaX1HPJyKaU2U1qD6+Byr0v1mWlZVh/fr1Tve79dZbkZKS0u91jgOqju/BqSljaa4yEQ3llAQDyikJBpRTEgwopyQYUE6Dw4AvPHG33gwly7od6XQPgOl9Xstysa0CgJJlwd16M2DQi3KNhKz/aAPCwLmt0M+cOROJib1vfjExMU63VSgAJcdh/Ucb8MxDq8S8VDKIUU5JMKCckmBAOSXBgHJKggHlNDgM6MLTyY1bML640ON2cwH8UsBxVSyLnOJC/PTNVoy7iJqPEd8U6MuhtTR6nAeampqKcePG8T6uUgFoLY04dLoceaPTfLtIMuhRTkkwoJySYEA5JcGAckqCAeU0eAzoHk8dz62FneckzzYANgHHtiuVaH/2n15dFyE9fbV9N1ieLf4tFgvsdjvvY7McsHHbbi+vjJALKKckGFBOSTCgnJJgQDklwYByGjwG9IinzOMFUPFYtO9mAO0AVOge/fRPANM87KNiWWSeOOTzNRLS2VAFLY/66BdffAGr1QqFQoFRo0Zh6dKlSEpKcruPUgGYGqpEulIymFFOSTCgnJJgQDklwYBySoIB5TR4DNjCU1P1WcQ2N7ndRgPgSgAXAYgDcArAWnQXn/YAmOLhHLFNjWg+U4fohHjfL5gMSk2tHQhnzW6Hh6pUKuTm5iI7OxtarRb19fXYs2cP3n77bdx6661ISEhwe45w1ozmNhOio7QiXz0ZLCinJBhQTkkwoJySYEA5JcGAchpcBuxUO+Oe/Z6memIWgE8A3ALgMgAPAdiH7uz+icc5FAAqftzry2WSQU5fUeNxyc/U1FRcffXVmDp1KsaMGYO5c+fitttuAwBs3ep5qU+FAjhVXi3G5ZJBinJKggHllAQDyikJBpRTEgwop8FlwBaebKZOr/bLAvALANsB8JkB6u15CAEAi1VIZ7ELYmNjMWbMGJSXl4NlWcnOQwhAOSXBgXJKggHllAQDyikJBpTT4DJgC09qbbjX+6YAsALokPg8hIRqvJ/tOmTIENjtdlitVknPQwjllAQDyikJBpRTEgwopyQYUE6Dy4AtPI2aw4Bng/t+SgGEAYj0sB3383kI8dbYtCTw6H/vVHNzM9RqNTQajdvtOK77PIR4i3JKggHllAQDyikJBpRTEgwop8FlwBaeohPi0Rgd43abeievHQPwJYBl8PwPpzEmlhqLE59ER2nRqQxzu01HR/+xd2fPnsXp06eRmZkJpdJ9UjuVYdQQj/iEckqCAeWUBAPKKQkGlFMSDCinwWVAjxsrmTgN0Tu3QOWiFHo1gHB0NxmPR/eqdv8BoAXwtIdj25VKlEzIQ5yI10sGp/C4ZLB1xVC6aI73v//9DyEhIUhJSUFERATq6+tx6NAhhISEYMmSJW6PzXJA+PBkCa6aDDaUUxIMKKckGFBOSTCgnJJgQDkNHgO68BSx5gGoftjs8v3LAbwH4HkArQCGA1gJ4FF0Nxl3R8WyiPzDg+JcKBnULlk4G19/XOzy/TFjxuDEiRPYu3cvLBYLtFotcnNzMX/+fMTGxro9tlIBXLJ4ttiXTAYhyikJBpRTEgwopyQYUE5JMKCcBg8Fx3k7MzI4FGXnIrO0CCoeHev5siuVKMnIQY5BL9oxyeD2x6dfQZi50WW13hssB5jDYvHMQ6vEOygZ1CinJBhQTkkwoJySYEA5JcGAchocBmyPJwfFurfBKpVeNxrviwPAKpVQrHtbpCMSAtx09UqwUHjdIK8vjgNYKHDT1SvFOSAhoJyS4EA5JcGAckqCAeWUBAPKaXAY8IWn7Hk67L79bohVAFUA2H37PciepxPpiIQAY9MTkTRxFhQiBVWhAJInzsLY9ERxDkgIKKckOFBOSTCgnJJgQDklwYByGhwGfOEJABa89jx2rvw1AHg98smx384rr8OC154T5boI6emOlUsQnjYRALyu2Dv206ZNwu9Wum+YR4g3KKckGFBOSTCgnJJgQDklwYByKn8DvsdTTzvuXI3Zb74MJcsK6vlkVyrBKpXYffs9VHQikntjw1ZUH98DJThBc5XZn4eFJk+cRTdLIjnKKQkGlFMSDCinJBhQTkkwoJzK16AqPAGAYec+cLfejJziQtiVSrcFKMf7RVljoFj3Nk2vI35zqqwG6z/aAK2lESwHtzdOx/um0FjcdPVKGhZK/IZySoIB5ZQEA8opCQaUUxIMKKfyNOgKTw4nN25Bx3NrkXniEGKbGnv1gOIANMbEomRCHiL/8CDGXURVTxIYBfpyfLV9NzobqhDOmnvNXeY4oFMZhvC4ZFy6eDbyRqcF7DrJ4EY5JcGAckqCAeWUBAPKKQkGlFN5GbSFp56az9Sh4se9sJk6odaGY9QcBtEJ8YG+LEJ6aW4z4VR5NSxWG0I1aoxNS0J0lDbQl0VIL5RTEgwopyQYUE5JMKCckmBAOQ08KjwRQgghhBBCCCGEEEkMilXtCCGEEEIIIYQQQoj/UeGJEEIIIYQQQgghhEiCCk+EEEIIIYQQQgghRBJUeCKEEEIIIYQQQgghkqDCEyGEEEIIIYQQQgiRBBWeCCGEEEIIIYQQQogkqPBECCGEEEIIIYQQQiRBhSdCCCGEEEIIIYQQIgkqPBFCCCGEEEIIIYQQSVDhiRBCCCGEEEIIIYRIggpPhBBCCCGEEEIIIUQSVHgihBBCCCGEEEIIIZKgwhMhhBBCCCGEEEIIkQQVngghhBBCCCGEEEKIJKjwRAghhBBCCCGEEEIkQYUnQgghhBBCCCGEECIJKjwRQgghhBBCCCGEEElQ4YkQQgghhBBCCCGESIIKT4QQQgghhBBCCCFEElR4IoQQQgghhBBCCCGSoMITIYQQQgghhBBCCJEEFZ4IIYQQQgghhBBCiCT+P6iplQhBPfJZAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize the result of indep_cascade. \n", + "import matplotlib.pyplot as plt\n", + "\n", + "G = nx.erdos_renyi_graph(10, 0.3, seed=42)\n", + "layout = nx.spring_layout(G)\n", + "\n", + "result = indep_cascade(G, {0, 5}, 0.4)\n", + "\n", + "# create a subplot based on the number of time steps in result\n", + "fig, axes = plt.subplots(1, len(result), figsize=(15, 4))\n", + "\n", + "activated = set()\n", + "for i, newly_activated in enumerate(result):\n", + " activated |= newly_activated\n", + " ax = axes[i]\n", + " nx.draw(G, pos=layout, with_labels=True, ax=ax)\n", + " nx.draw_networkx_nodes(G, pos=layout, nodelist=activated, node_color='grey', ax=ax)\n", + " nx.draw_networkx_nodes(G, pos=layout, nodelist=newly_activated, node_color='r', ax=ax)\n", + " ax.set_title(f't={i}')\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Threshold model\n", + "\n", + "Now let's implement the threshold model, which captures the social reinforcement mechanism. Imagine a situation with peer pressure. For instance, if everyone in your circle of friends is adopting a new gadget, social media, new sports, or anything, each additional adoption by your friends makes you more likely to adopt it. This is exactly what exactly the threshold model captures. \n", + "\n", + "In the threshold model, each node has a threshold $T_i$. When the fraction of activated neighbors exceeds the threshold, the node will be activated. Also, once activated, the node will stay activated. For simplicity, we will assume a fixed threshold for all nodes.\n", + "\n", + "Let's start with the same network. " + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "activated = {0, 5}\n", + "\n", + "layout = nx.spring_layout(G)\n", + "fig, ax = plt.subplots()\n", + "nx.draw(G, pos=layout, with_labels=True, ax=ax)\n", + "nx.draw_networkx_nodes(G, pos=layout, nodelist=activated, node_color='r', ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The only possible nodes that can be activated are the ones that are connected to the activated nodes. So let's first find the set of nodes that we need to look at. " + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1, 2, 3, 4, 8}" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "neighbors_of_activated = set()\n", + "for node in activated:\n", + " neighbors_of_activated |= set(G.neighbors(node))\n", + "\n", + "candidates = neighbors_of_activated - activated\n", + "candidates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For each of these nodes, we need to check if the fraction of activated neighbors exceeds the threshold. To do so, let's first define a simple threshold function. " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 False\n", + "2 True\n", + "3 False\n", + "4 True\n", + "8 False\n" + ] + } + ], + "source": [ + "threshold = 0.4\n", + "\n", + "def should_be_activated(G, node, activated, threshold):\n", + " # YOUR SOLUTION HERE\n", + "\n", + "for node in candidates:\n", + " print(node, should_be_activated(G, node, activated, threshold))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are ready to run the threshold model. " + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "def threshold_model(G, seeds, threshold):\n", + " result = [seeds.copy()]\n", + " activated = seeds.copy()\n", + "\n", + " # YOUR SOLUTION HERE\n", + "\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{0, 5}, {2, 4}, {1}, {3, 9}, {6, 7, 8}]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold_model(G, {0, 5}, 0.4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize this. " + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_contagion(G, result, g_kwargs={\"with_labels\": True}, node_kwargs={}):\n", + " # YOUR SOLUTION HERE\n", + "\n", + "visualize_contagion(G, threshold_model(G, {0, 5}, 0.4))" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_contagion(G, threshold_model(G, {0, 5}, 0.5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, can you run these two models on the Watts-Strogatz networks? \n", + "\n", + "**Q: play with model parameters and discuss the result. How does the contagion's behavior change as you vary the parameters? For instance, how well the threshold model spread as you change the randomization parameter of the Watts-Strogatz model?**" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G_ws = nx.watts_strogatz_graph(50, 10, 0.05, seed=42) # Try different paramters. \n", + "nx.draw(G_ws, with_labels=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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CCDwJBAKBQCAQCAQCgUAgEAiWBRF4EggEAoFAIBAIBAKBQCAQLAsi8CQQCAQCgUAgEAgEAoFAIFgWROBJIBAIBAKBQCAQCAQCgUCwLIjAk0AgEAgEAoFAIBAIBAKBYFkQgSeBQCAQCAQCgUAgEAgEAsGyIAJPAoFAIBAIBAKBQCAQCASCZUEEngQCgUAgEAgEAoFAIBAIBMuCCDwJBAKBQCAQCAQCgUAgEAiWhagP+wKuFs51j9IxMo3VqGO1Rf9hX47gKkfoSbDUCE0JlhKhJ8FSIzQlWEqEngRLidCTYKmxvXCAidpGkqrLKbl714d9OSsCEXi6BL79ahM/ONyu/Py5Hfn8yW1lH+IVCa5mhJ4ES43QlGApEXoSLDVCU4KlROhJsJQIPQmWmuMPPsHmZ37y7s8PfIrNT//4Q7yilYEotXsPznWPhhkjgB8cbudc9+iC5z17tnfBcYFgLkJPgqVGaEqwlAg9CZYaoSnBUiL0JFhKLlVP8nOFpgTvhe2FA2FBJ4DNz/wE2wsHFjzv9F/984Lj1zIi4+k96BiZjnj8jTMNGLCQk5PDd15rFpFywSWxmJ6eO3iMhG3FZGdn889vdQo9CS6ZxTR1pLYFc0weGRkZYjdPcMkspqdX3j5D4kYreXl5/P0Bu9CT4JJZTFPH6lvJSyxEr9cLGyW4ZBbT08HTdaRKuVgsFuGXCy6ZxfT07IEjJOwoJSsri/j4eGGjBJfMRG1jxONdh46SvLEKk8l03WZEicDTe5Ck9kY8nh4rUVtby9NvnuYHzbFhj/3gcDu3VphEjbBgAVajLuLxzRX5tLW18eyhs/ygLSHsMaEnwcWYHuyIeDzWN8HRo0cZ9Mfyg/NS2GNCU4LFsOhjIx4vzUrFbreHbFRruB0TehJcjLbzx4H4Bcc100727WvDE5/BD467wx4TmhIsRorGF/F4RpyKuro6nnnrjPDLBZfMYn751uoi2traOHPmDFJqLj84HJ7lJDQlWAxX0sL1DsCdYeD48eME6tt5MGJG1EPXfC8oUWp3EcbGxjj46x/z6a25YcfvLorl43u3c8cddxClz4r42sUi6ILrm1Ov/oY9uZqwY7uz4caqPPbs2UN22ZqIr2sXehJEwG6303HmTT63Iz/s+MPVqXz6vl3ce++9jM1qI75W2CjBfGZnZ3nlqX/noapwR/rWHBX33bCG2267DX1uacTXCj0JInHgwAGSA6MLbNRj6zP53IN7eOCBB2gbnoz4WqEpwXzGx8c58D8/4oktlrDjdxW+65dHC79ccBmc2fcMt+aowo7tzoYdFRb27NnDnXfeyZmW7oivFZoSzKetrY3jo30cf+BTYcffvPNR7vnak9xzzz3EDo5EfO1imVLXEiLjaREmJyf5l3/5F774xS+SmZlJdaqEP1aP1ajD3dPIwYMHyc7OZna0H4hZ8PqOupO0JLgpLi4GxLQEATz99NOkpKTwg4f28NLxenwxKViNOrLjArzyyitUVFTgHuqJ+Nqmk29xcDSTm266CZVKJfQkoLe3l1/96lf8+Z//OVFRUVQkB/DH6skz6hhqOMHx48eJj48nxjcOLMxi6W06y6A5CpPJJPQkIBgM8q//+q/s3r2bTZs2sX2OjUrwjvDCCy9QXl6ObySyjbKfPcqpgJUNGzYAYs0TwNmzZ7lw4QJf+cpXGBsbY1N2HC5/FObEKAYbTnDunAq3241BOwtoFry+33Yed2kq8fHxQk8Cpqen+Zd/+Re+8IUvkJOTwyqjSrFRM33NvP766+Tk5DA7NgAs3HDpqD1Jc/wUpaWh4LnQlODZZ58lPj6e/3hkL787Vqfc5+XEz/Lqq69SUVFBf38/+WmJ0L/w9c7OJoKrzKjVaqEnAf39/fziF7/gz//8z9FqtRz58U3EDDhIrC7HHydx9OhREhMTmUhNivj6tlkfWf39mM1m4NqciqeSJEl676ddX0xPT/OjH/2InTt3UlNTA0BraysGgwGHwwFAfX09Y2NjPPzww3zntWZ+fnpAef0d+Vp2Z3hwOBwEg0GaY0r4bdO7O3qiLvj644033qC5uZkvfOELQEhPVquVtrY2IJRdd/LkSW666SZ+160OqyO/qzCWnakTqNVqurq6OCfl8ubguzFjoafrj6GhIX7yk5/w6U9/mrS0NLxeL0NDQ2i1WiYmJvD7/Zw7d46YmBgeeOAB/uS/j/PrunfTxG/L1XB7doCenh7enjBwbOzdVHOhp+uPYDDIU089hcFg4I477gBCNiorK4uenlCgqbu7G5vNxt13381TtRP8x9vvlnjeXRTLzcZppqamGBsbo15TwCudAeVxoanrj+bmZp599lm+9rWvodFoaG1tpaCggK6uLnw+Hx6Ph5MnT1JUVMTOnTv56i+P8pv6MeX1N5lmub9QQ0dHBye9mbw98m7wXOjp+sPtdvPDH/6QG264gdWrVwMhG2U0GhkeHkaSJBoaGhgdHeWhhx7i7w/Y+dmpdyMFdxbEsCvdjcPhYHZ2lubYUp4Vfvl1zZtvvkl9fT1PPvkk8K5f3t7ejiRJjI+Pc+LECW688Uaqqqoi2KgA91hVdHZ2ci5o4c2haOUxoafrD4fDwY9//GMef/xxMjMzCQRCPnZcXBwTExMEAgHOnj1LdHQ0Dz74IIfveYwbf/dfyuv33fogvj/8OL29vWi1WgpfPMQNLz6lPH6t9IASgac5nOsexdY/iv3sUbaWZnHTTTchSRLt7e10dHRQU1NDWloax44dw+VyYTKZyM/Px+Fw4I5Lp2Nkmlj/BKboGYxGI0NDQ5zpGOE754ILftdzn98iIuLXOPLuh3uokxHbGb74xS+iVqsZHR3l9OnT5Ofnk5+fz9DQECdOnMBoNJKWlkZaWhp1/ZO4/FHkGXVMddZRXFxMV1cXTcMevnlsYWqv0NP1wbnuUWo7Bmk6dYjH7riBsrIyZmdneeuttzCbzWRlZZGYmMhrr72GSqXCaDRSWVlJV1eXYqOYHKYsPQ5JkjjfM8afvbVwOovQ0/XBue5R2kem6Ws6S5LfxeOPPw7A4OAgdXV1lJSUYLFYaGpqwmazYTabMZlM+P1+xjQpdLk8pMWB5GintLSUrq4uzveO8zenFvZGFJq69pHXvOiZUWzH9vHJT34Sg8GAx+PhyJEj5ObmkpubiyRJvPrqqyQkJGA0GqmurqatrY3p2DQ6RqbxjvSwpcTM8PAwthEvXz88vuB3CT1dH5zrHsU2MErr2WNsLMxg167Qrn9HRwd2u52amhoyMjI4deoUDoeDjIwMrFYrTqdT0VP87BRG1RQmk4mhoSFOtzv49tnZBb9LaOraR84gcSXF0zA7yR/90R+hVqsZGxvj9OnTWK1W8vPzGR4e5vjx4xiNRoxGo7Lu9c1E0z4yzUSfnT3rQmuebcTLN45OLfhdQk/XB7YXDuA4dZbayVF2fOZRKisrCQaDHD58GKPRSE5ODklJSRw4cABJkjAajZSXl9PT04PU1MVEbSNTxhTSd6wjKiqKiYkJOl87zIN/+ZWFv+v5/Vd95pMotfs94dMKUlHlpJHd0gJAVFQUW7ZsQaVS8cILL7BmzRpKS0s5ffo0AwMDqFQqSks1VCeBJEXT2GhnfHwcnU7HaCAaWOiEd4xMhxkkkaJ5bTF/+sUfbNpJd3c3Xq8XvV5Pfn4+hYWFnDhxgkAgwN69e2lpaaGtrY2TJ0+yZcsWsmL94PXg8Hg4ffo0lZWVvHDhAhC94Pc197mEnq5xwjWVQ6zNy8c0LajVanJyciguLmZwcJCDBw9y88034/F4eOedd3jmmWcoKioiVa2mKhF8MTE0NTVhsVjodLoj/q6jtXZWWzaEHROaurYI15OGT29bT8vv1zz55i0nJ4d9+/aRlZXFLbfcQm1tLXV1dUxPT7NmzRqqf58t3up2K05737gj4u9rd0wJG3UNM3/Ne6hqC36/n5aWFmJjY7FarRQWFtLc3ExbWxt33HEHAwMD1NbWcubMGXbs2EGiz0lVosSIF86dO0dZWRkt9a0Rf9/Z1r4FuhGaurYI15Qesk1YbDYAYmNj2bRpE1qtlueff57Vq1dTVFTEmTNnGBoaIhAIUF6uoioRQENTUz8TExMkJyfj9GmAhYEn4Zdf28yfIqa793F67u/B6/WSnJys2KhTp04xMzPD3r17sdvtil++detWEoCaJBUdzlD2SllZGS/UXiBSaWeT8MuveWRNlQDbgCO9Q7R8+09Rq9WYzWaKi4sZHh7m+eef56abbmJmZoYzZ85gt9vJy8vDWGFFX2El3utV/PKZmRnihl0Rf99EbSPMCTxdjaV4IuOJkDG49/vHFhz/lztyKM+Ip6uri0AgQHd3Nzt27ECtVqPX60lNTeXVV18lOzubyspKNJpQj4KjR48yOTlJSUkJbWOzPPEb24JzP252sLU05MyLsa/XFovp6R/2ZFKTFbpTa2lpoauri/LycsxmMzExMWRmZtLd3U1nZycVFRWYTCYg1Ezz7bffRqvVYihey/3/cWLBuT+dO0ZugsTevXv54ckhoadrjIvZqLL0OLq6unC5XAQCATZs2IBKpSItLY2YmBjeeOMNsrKyqK6uBkCSJF5//XX8fj+J1mo+/osLC877tdVqosZ7Wb16NevWrRNjhK8xFtPTP9+eTXlGPG63m56eHnp6eti8eTM6nQ6dTkdGRgYnTpxAq9VSUlJCUlLInrW2ttLS0kJaWhqB5Gw++tOzC879uNlBWXoc9957L9892Cb0dA2xmJ6+fZOBdVYjAJ2dnfT09GA0GiktLUWj0WAymZQAubwZAxAIBDhw4ACzs7Okl23gIz8+veDcXyz1kjI7xo033kh+fr6wUdcYi2nqe3daKE2Lpauri2AwSFdXFzt27ECj0ZCSkoLBYODVV18lKyuLiooKoqJC++snTpxgdHSU4uJiOifhU79uXnDux80ONhZmsGfPHuGXX2PYXjhAyT27Fxx/499+Rs6uLUBoWIvsf2dlZaHVajGZTPT19dHW1qb46xDqA3zo0CGio6MxFK/lgR+eXHDuT+eNY4mfZe/evfzo1LDQ0zXGYpo6/B9PYb5pE11dXYyPjzMzM8P69esVvzwuLo6DBw9G9Mu9Xi9btmzh/K9/x01feHzBuX/0x1+n5qE72bBhw4JA6tVSiicyngD70MI0boC+CT9l6RKnTp2isrKSnTt3Ko+NjY0xOjqKz+djdHSUl19+mfj4eCRJIiMjA4CRkRHStFoe22Dm53NqzR8oT+KbH7+dxsZGvvWvP+dn/Wlhv1eM6Ly6WWzKxbA7FOO12+1cuHCB+++/H7U6NFjS5/PR1dVFR0cHPp+PlpYWamtrAYiLiyMxMZHU1FSY7OfjazN46p0h5bwPVen50l03APBvv35FjDq/BmnojpxF0jfhpyBFw5EjR9i5cydZWaFpPpIkMTw8TCAQYGJigoSEBF566SWio6NRq9VkZGTg9/vBPcR9ZYlhvS4eWZ3GbRvSyc3dw5EjR/jm934mbNQ1xmI2qn8yQIVJxZEjR0hJSeGWW25BpQpN+3G73XR0dDA1NUUwGMTpdBIVFUUwGESv15OQkAAQKtnbYA7rr3J/WQJ/+ehtOBwO/r+f/IYfd4frRujp6mYxPYUyvkO+0JEjR7j77rtJTEwEQn3F+vv7cblcTE1NMTQ0RGtrKxqNBrVajcFgIC4ujuDUAA9Vp/Lr2nd3gB9dk84jOyykpqby2muv8YuXDwsbdY3ROjQR8XjvuI/StFgl2+TGG29UbNTY2BhjY2MEAgGcTievvPIKcXGhsnKTycTs7CxOpxODVrvARsl+uc1m4//+2y/4aZ8x7PcKPV3dLDYtTGrvQqXaSnt7O+fPn+f+++9Xkgh8Pp+yGezxeLDb7TQ0NAChjLukpCQMBgPBqYEFfvnD1Xq+eMcOVCoV/y788muSkTPnKYlw3N/Sjnfrao4ePcr27dvJzs5WbJTc+3lycpLx8XFeeukltNpQtlxmZiZer5e2tjYMW1Zx+O5PsOOFXyjnfeuuR3ni7/8vR48e5Uf/+y/49JygE8DmZ36C7YWHVnzm03UfePL7/Uz1t0d8rDgzhbq6C+zZs0dpZjiXoaEhNm7cSHNzMxkZGeh0OiorKwkEAtTV1SmBqY9XFVKeaOR4QzupUX7uXWVh//795Ofnk1FYBf2DC849P+VXcPUQPbOwZw7Axop8OmxnUKlUfOUrXyE6emHJ3OzsLJIk0dnZSWpqKlVVVcTGxjI1NcX58+dpa2vjsW3b2GCO4WRTJ15HNw8UpXPkyJFQHbG5AFqFnq4lJiYmmBqIbKPMSdF0dHTw0Y9+lJKShUtgS0sLu3bt4vjx42RnZ5OSkkJeXh5+v5/z58/T3d3NQyXZ7CzU09TrxO/qI2fGyfAw9PT0kJmZScZUvLBR1xjeRSbTrSnKpqkptNFyww03LHg8EAgQDAYZGxtjZmYGrVbLxo0bkSRJyZBqbW3l0fXrWWXM4o0zDaRofHxsQwEvv/wypaWlGPLKoFvo6VoiSb2wnQDApop8XIN2vF4vjz76qJLRNBebzYbFYuHMmTNkZmZisVgwGo34fD7Onz+PzWbjE2vXstWio65zCK+zl7XaADabh7i4OMrKyuiNGhc26hoiEAgw2d8W8bHSrFQaG2vZvXs3q1atWvC4w+Fg3bp1il8eFxdHdXU1gUBAaT7ucDh4tKqE8qQ0jtW1khod4L7Vubz22msUFBSQXlAJfUJP1xI+c3rE41nbN9PZ2UkwGOTLX/4ycXFxC54zOzuLRqPBbrdjNBqpqKggLi6O6elpamtraWlp4eNbtrA+U8uZlh48Q53cm2/k2LFjob6bwi+/5piYmGA4fmF5JYC2pIDOzk4efvhhZbL9XOx2O7fccgvHjx8nMzNTab8i++Wy723++7/g1Ru24Dpby4wpjeqP3M7hw4cxm814VQvvH2FhKd5KRP1hX8CHSSAQ4OTJk7Qc388t5vCKwxvTfXh6m7jvvvuUHbq5OJ1Ozp49SyAQ4KabbiIhIQGLxUJ7eztRUVHk5eX9vvdTKZmZmTx0y0a+eOdG8hIhNTWVTZs2ASHHLBJWoy7iccHKpr29ncGGE6yKCc9QeaA8iRMv/TcbNmygsLBwQdApEAhw9OhRxsfHsVqtrFq1ivz8fOx2O5IkkZiYiMvl4qMf/SiSJHHnlir++lN3sqPCQl9fH3v27CEYDLK+NDfidQk9XZ1MTk5y+vRpbMf2cUd++CK3KWmCDI2bO+64Q9mhm0t/fz9tbW34/X727t2LVqslJiaGwcFBoqOjSUxMpLi4mMTERO7YXMlXP3Ijt6wuJCoqisrKSoqKioiPj2djuTXitQlNXZ3U1dXRceZNtqaG9/faa42i6cir3HbbbUrm3Fymp6d5/fXXAVi3bh1ms5mqqirq6+tRq9VkZ2czOjrK7t270el03LN9Ff/4xYcpSFbjdDrZu3cvHo9HrHnXGENDQ0x31VM82xV2/LH1mRx+7hcYjUaqqqrQ68NvsCRJoqWlhe7ubuLi4rjxxhtJTU0NBdqnpoiJicHj8XDHHXegUqm4a2s1f/7ILm6uyWd6epodO3ZgMBgwGo2sKjRHvDahqauP2dlZTpw4QevJ17nZHD6YZ2eGn4mOWu6++24lw3IuTqeTd955B7/fz0033YROpyMvL4+2tjaioqLIzc1ldnaWyspKMjIy+MjNG/ije7aQEz9LUlISW7duBYRffq3R2dlJM26e2bIn7PgbdzzCwd4W1q5dS2Fh4YKgUyAQ4Pjx44yNjZGdnc2aNWsUPQWDQRISEnA6nXzsYx8D4K6t1fzfT97OTTX59PX1ceuttwKwrsQS8bqEnq5OpqamOH36NEdGutl/60fCHnvhhruIqszn9ttvVypa5iL75T6fj7179xIbG4tOp2NgYIDo6GhSUlIoKCggOTmZ/Px8bvvyZyn8X58gbnUx5eXllJaWEh8fT9a2TRGvLam6fFne81Jy3fZ4mp2d5dSpU+zfv5+NGzditVpxx6VzpLYFaXyIu7ZWK2UEPp9P2anr6enB7XaTmJjIzMwM+fmhBcrn89HZ2UlKSgp+v5/R0VGio6MpKiqiubmZ8vKQGC5cuMDx48f57Gc/i9Pp5NSpU5ydzeHHx7qVa/v8Dfl8bY+o/b3a6Ojo4NixY7S1tfGJT3yCAX8M51v7SVZ7Mcf42LBhA62trcTExCjZKRMTEwwMDKDRaAgEApSWlirna2xspLi4mIaGBnQ6HQaDgdHRUbRaLQkJCaSkpGC32zlz5gxbtmzBYrGwb98+Do/r+dX5EeU8T2yx8PU7q6745yH4YExNTXHq1CneeOMNHn74YaKjo+mYkOib8DPZ38bjd96Iw+EgJiYGlUpFTk4OkiQpTpFarcZoNJKSkgKAy+ViZmYGn89HdHQ0Xq8Xn89HUVERdrud0tJSJiYmaGxspLu7m4985CPY7Xb6+vo47sngP+b0JxA26uqkoaGB119/ndjYWHbu3Ml0bBrHG9qJcjtZn59Gbm4uw8PDREVFKWve8PAwo6OjxMfH4/F4wnbwGhoasFqt9Pb24vP5SEtLIyoqCofDQWFhKIjZ0tLCwYMHefzxx1Gr1Rw4cIDTPjM/Pz2gnEf0u7g6GR4eDjngR47whS98gYbBaTpGpslO1oKzk927d2O32wkEAkp2is/no729HZVKhd/vp6KiQilD6OnpISkpid7eXpKTk9FqtbhcLsxmM+Pj4+Tk5NDa2kpXVxdarZbt27dz8uRJtFot+wZjw3qoCBt19REMBjlx4gQHDx5UggHTsWkcqW1BNeng9k0VaLVaAoEAfr9/gV+elJSE2+2moKAACFU0tLe3k5qayszMDGNjY8TExFBQUEBzczMVFRVAKBj/9ttv8/nPfx6Xy8XJkyd5Zzabnxx7NzNU6OnqpLOzk2PHjmGz2fjUpz7F2IlaHKfOErCYia7MZ9OmTbS2tqLVahX/e3JykoGBAdRq9QK/vKmpiaKiIhoaGpQWGE6nk7i4OOLi4tDr9djtds6dO8e6devIz89n//79vDmazH/P8cs/tSWHv7iz+op/HoIPxvT0NKdOneLNN9/kgQceIDY2lrETtUw32BiK07L7i5/C5XIRGxtLIBAgLy9P8ctnZ2eV4FJqaioQKg+emppidnaWqKgoZmZm8Pv9FBcXK7GD6enp0Ibh76sbWltb6enpIfbffxne4+nBJ9j8mx99WB/NJXNdBp6CwSAnT57k2LFjmM1m7rjjDiYnJ5menubQoUM89thjSkaKvAjJAaacnBzi4+Ox2WwUFxcrDhOERlBHRUVx/vx5ampqMBgM2O12srOzcTgc5OXlYbfbcTgcjI6OkpOTo/RaOdc9yqGzTezZuobStFiys7M/lM9G8P7o7Ozk1KlT2O12vvjFL9Lf309eXh4///nP2bVrF1ZrKGtEkiQlnVvOZDKbzfh8Pnp7exWdyc9tbGxEr9fT2trKjh07aG5uprS0lIaGBioqKujo6ECn03Ho0CEsFgv5+fn09/czq7dw9EIL04Md3LG5ksrKyg/roxG8D+TF7cSJE2zdupXc3FzS09M5c+YMAwMDPPjgg4rtOXHiBElJSWg0GlQqFQUFBWg0Gmw224Lyu9bWVrKzs9m/fz+7d+9mZmYGj8eDWq1Go9FgNBqx2+3YbDaSk5MxmUxotVoSExM52tzHG6fruW3bWtbnpy3IYBCsbBobG3n77beZmprij//4j7Hb7aSmpvL000/z8MMPK39Pr9fLgQMHKC4uVkb/GgwGhoaGiI2NJTk5WTnn9PQ0w8PDTExMEBUVRUVFBc3NzZSUlNDY2EhFRQV2ux2VSkV9fT2ZmZkUFBTgdDrpm4nmeEMb2UlaNhSkU1YmbuquJkZGRjh9+jSnT5/mox/9KMFgkOLiYn7xi19QVVXFmjVrlOe+8cYbmM1mVCoVWq1WyQiPZKPq6+spLCxk//793HnnnXR3d5OWlsbAwABZWVloNBp6enoUv8xsNjM1NYXVauXAWTtvnK7nxrXl7N1YHrGcXbAykSRJ8cszMjK45557GB0dxev1KoFruRfK6Ogox44dUwJP2dnZ6HQ6WlpaKCoqCvPLh4eHgZCuKioqSE9PV8o7BwcHlcxyp9PJyMgI2dnZoVIWr5cLveMcOtvErk01lKbFYrFEzlwRrEy6u7s5efIkNpuNJ598ksHBQcUvv+WWWxR/e75fnpCQQFZWFoFAgM7OzrASYdkvNxgMNDU1sXPnTsWONTQ0UF5eTk9PDzExMRw+fHihX17bwlR/O3duqRJ++VWG2+1W/PKNGzdSWFiIwWCgrq6O1tZWPvaxjym25/Tp08TExBATEwNAQUGBshE3v/yuvb0dk8nEG2+8wc0334zf72dyclJZv9LT0xW/PDExEZPJRFxcHDqdjqbn9tH51hGKdt1E4R07MRgMV/ZDeR9cd6V28uJWW1tLQkICH/3oR+nr66OxsZHJyUluvPFG5Y8tRxkzMzPxeDxYLBbi4+OVc81d3ABMJhO1tbXU1NQwNjaGx+NBkiTlNdPToQacZrOZsbExgsEgRqMxdMOnmuIzu1cRdLTj9/uV5wpWPl1dXZw7d46enh4effRRpfHuwYMH2bZtW1jQqb29HY1Gw8zMDAkJCcqEjI6ODuV5MiqVioyMDGw2GzU1NXR2dpKbm6sshHa7ndzcXMbHx5mamkKtViNJEhUVFUSP97K33EhGlIeCggLsdvsV/1wE7w95ylNdXR0lJSXs2LGDiYkJXn/9dbKyslizZo1ie5xOJ5OTk2GZmRqNBp/PpzjpcyksLOTAgQPs2bOHlpYWkpKSGB8fJyMjg+HhYeR9CKPRiMvlwufzkZuby+joKNlxAW4pTKLEGEN/fz/X4Z7FVUtTUxMnT57E4/Hw+c9/nq6uLkZGRqitreWWW25Rgk6BQICOjg6io6PxeDykpaUpjsz4+HhY0AlAp9PhdrtRq9WkpqYyPDxMcnIy4+PjmEwmBgYGSExMJCEhgb6+PhISEpQJnjg7+eqDN4Kzk7S0NAYHF/bAEKxMnE4n586do6GhgV27dlFYWMjo6CjPP/88VVVV1NTUKM/t7+9ndnaWQCCAWq3GarWiUqkYHBxUBrHMpbS0lP3797N3714aGhrIzc2lu7ubgoIC2tvbiY6OZnZ2lsTERKampggEApSVlWG32ylKjaYm2csdmytpaWm5kh+J4AMg++UXLlxAp9PxyCOP0NvbS0tLC2NjY9x0003KeuZ2u2loaCA9PZ2ZmRlycnLQ6d4tWZrvl6enp9PU1ERFRQVTU1NMT0+jUqmIjY1Fo9EwNTUFhBr7Op1OVCoVqampoWllTPK5PWvwD9qVhsCCq4Oenh7eeecdOjo6ePTRR1GrQyXf+/fvZ9u2bWFBp87OTqKiovB6veh0OqXUvL29Xcmek1GpVGRmZlJfX8/atWtpb28nLy+Pjo4OiouLsdvt5OTkMD4+jtvtRqVSKeWd0eO93FZqwBQ9Q1FRkbBRVxEej4czZ87Q0NBAYWEhO3fuZHx8nDfffBODwcDGjRsV2+NyuRgdHUWtVitVBVFRUfj9/ohtMfLz83nzzTfZtWsXra2tJCQkMDk5SXp6utKMHEK2TJ5ebbFYGB8fJ2FdOcZH78K4bTWDg4PKc1cy11XgSZIkTpw4QXNzM8FgkE9+8pM4HA4OHjzImjVrlB06h8OBzWbD5XKRlZXFqlWrWLVqFT09PTgcDvr6+pSAwVymp6fJzc1laGiIoqIiOjo6yM/Pp7W1lby8PLq6uvD7/YyNjVFQUKAYL4PBQCAQIDk5mf7+fqxWK52dnVf40xG8H3p6ejh37hx9fX3cfPPNWCwWnn/+eWJjY5W+Oj6fj6amJmw2Gzk5OeTn51NdXU1MTAw2m00513yHCUJZdDk5OURHRxMfH6809Y2JiSEuLg6Hw0FTUxM33XQTGo0Gv9/P8PCwEqCKiYlBkiR0Oh1Op/NKfjSC98HMzIySOZeYmMh9993HuXPnOHfuHLt371acpZ6eHmw2G8FgEKvVSmVlJRUVFTQ0NDA1NUVHRwd5eXkLzj80NERVVRU9PT1UVlYqDvzw8DAlJSXYbDa6urrIz89Hp9NhsViora0lPz8fh8NBUVERtbW1lJWV0dy8cBy1YOXR1NTE2bNnmZmZ4YEHHkCj0bB//34yMjK46aabUKlUTE5OYrPZ6OjoIDMzk5qaGmpqanC73XR3dyvlmfORJEkJQJpMJqanp4mPj2dwcBCDwcDY2BgajYbz58+zc+dOoqOjGRoaYnZ2luTkZPr6+pQNmImJCbzeyE2qBSsHl8vF2bNnlfHimzdv5qWXXmJsbIx77rlHyWhra2vDZrORkJCg2KisrCxqa2sJBAKMj48rZcBz6e7upqqqCqfTidVqVcrTvV4v2dnZdHd3Y7PZ2LBhA2q1Wik5r6ysxG63U1ZWxjvvvIPFYqGrq2vhGxCsKGS/XPaFHn/8cZxOJ6+//jo1NTWsXbsWeNcvHxkZwWQysX79empqaujr68PhcCwayHS73WRlZeFwOCgoCDX9lXWVm5tLV1eXMgW2rKxMCVTp9XqCwSCJiYkMDQ0pPrxg5dPb28u5c+fo7e3l5ptvJjc3l2effZbo6GjuvPNOtFotfr+f5uZmWlpaMJvNWK1WqqqqiIuLU3wbSZIi+uXyfZpGoyExMRGn06mskQkJCQwNDdHc3MzOnTvRaDQEg0EGBgYoLCyktbWV+Ph4vF4viYmJjIyMLDi/YGXh9Xo5deoUbW1txMfH88ADD3DhwgXeeecdbr75ZiUjrre3l+bmZvx+P/n5+YpfLie2yDGB+TgcDioqKujt7aWyspK6ujpMJhODg4OKr93d3Y3FYiEpKYmcnBwuXLiA1WrF6XRSWFio+OVNTU1X+uO5bK6bwJMkSRw9elRZZO677z7q6+vZt28fn/3sZ0lNTaWrq4v29nbUajUlJSXk5OSEnaO4uFgxVpEajnd0dFBQUEBWVha9vb1K2UEwGESSJAKBAB6PB51OR05ODr29vdTU1NDS0kJKSgoejwe3200wGFQyWgQrF3lxc7lcVFRUKEGn0tJS1qxZw9jYGO3t7fT29lJaWkppaSkqlUq5gTMajeTl5XHgwAGMRuOC83d1dWGxWCgsLKS9vZ309HT8fj8JCQn09PSg0+k4deoUZWVl5ObmMjk5SVJSEmq1mvb2dsrLy0lOTubkyZOYzearJhp+veL1ejlx4gTd3d1IksSjjz7Km2++qfQMi46OpqWlRelZUVJSQlrauyPE1Wo1VVVVDA0N4XA4FjhMPp+P8fFx8vLy0Gq1TExMUFRUpJT+qtVqBgcHsVgseDwesrOz6e3tpby8nAsXLpCXl4fP52NwcBC1Wk16ejr9/f3z34ZgBdHU1ERtbS1er5ft27fj8/l4/vnn2bNnDwUFBQwNDdHW1sbExAQlJSWKHuQbuOzsbJKSkti/fz+5uQsHFzQ1NVFWVqY4R1arlf7+frRarWKPzp8/T0FBAfn5+fT09FBQUKBk/MbHx6NWq+ns7FR2iwUrl9HRUd555x2GhobQ6XTcfPPNvPrqq8TExLBnzx58Ph8DAwOcP3+e3NxcSkpKSEpKUl4fHx9PVVUVdXV1zMzMLDi/y+UiJiYGq9WKy+VCq9Wi1+uJiopSNlLkQHhKSgp6vZ6JiQlMJpNS7jI9PU1vby+JiYmoVComJiau5EckuAwkSeLYsWPKVLG7776bxsZGXnnlFZ544gkMBgNdXV20tbWhUqkoKSlZUO5WVFREIBCgvr5+QUYmhLJWCgsLycnJobu7m4qKCpqamhS/XJIkxsbGSElJIScnh76+Pqqqqmhra1N6RrndbmZnZykuLg7bLBSsPPr6+jh37hwOh4OysjKsVivPP/88xcXFrF+/nvHxcdrb2+nq6qKkpISSkhKioqKURtAGg4H8/HwOHjwYsZ1AT08POTk5FBQU0NHRQVpaGrOzs+h0Orq7u4mPj+f06dOUlZVhsViYnp5Gp9MRHR2N3W6nvLycpKQkTp8+TWZmJsPDw8zOzl7pj0lwifh8Po4fP05PTw/BYJBHHnmEQ4cOYbfbeeyxx9Bqtdjtdtrb20lJSaG0tDQsAK5Wq6msrMThcDA0NLTAL/f7/TidTvLy8kL9osbGKC0tZWBggPHxcVQqFcPDw+Tk5ODxeBQbVVlZyYULF7BYLPh8PhwOB2q1mszMTHp7e6/0x3RZXBeBJ0mSOHLkiPIFX7NmDe+88w7JycmsWbNG2ZnLyMggPz//ojWSer2ejIwM6uvrw0pN5J5P8nO8Xi8ej4fS0lI8Hg+vvvqqcm55B8bv9zMyMkJlZSX9/f0YDAbS0tI4evQoMTExIhq+gunr6+PChQu43W6Sk5NJSUnh/PnzlJeXYzabaW5uxuPxUFFRgclkUoxNX19f2MSomJgYLBYLw8PDuFwu5bhscGSnPT8/n7a2NiwWC263m6amJiYmJti9ezdDQ0NMTU1hMpno6+vDZDIpQc7y8nIlAj73/wUrC5/Px9GjR5V+FDfccAMvv/wyZWVlFBUVYbPZaG1tpbCwUMlGWozY2FjMZjOtra1hx+fWlsuB75iYGDIyMhgdHeXQoUNs376dQCCA1+slPz+fwcFBJEmiurpa6S/mcrkYGxtTbFmkG0jBh09TUxPNzc0EAgGKiooYGRnB5XKxatUqAoEANpsNrVarbJbIqFSqMOcoJSUFq9VKfX09Ho9HOd7f309GRgYajYaoqCgMBoOyQzc1NcXx48eJjo5m9erVDA8PExsbS2ZmJm1tbVitVmZmZpAkifz8fE6ePAlAXl4e7e3vNogWrBzGx8c5e/YsLpcLv9/Pli1bOHDgAFVVVVitVmw2GwMDA5SWlpKfn09UVBTAgpJclUpFfHw8SUlJ9PX1KcflrABZi6WlpdhsNgwGAxqNht7eXmw2G3fccQeSJNHd3U1mZiaDg4MkJiZisVhoa2tjx44dNDY2AmCxWJRAvmDlcfToURwOB5IksWbNGs6dO0dCQgLr1q0LTSJrbiY9PZ2CgoKwzbn5N2+pqalkZGRQV1cXtrkm93wCSE5OZnZ2FrfbTUVFBTMzM7z66qtK/8Tp6WkyMzOZnZ3F4XBQXl7O4OAgqampZGZmcujQIbRaLSkpKco6LVhZyEHvqakpdDodRqORs2fPUlFRQXZ2NjabDbfbzapVq0hLS1N01N/fH1bFotVqyc7OxuVyhVUKTE5OKtm6gJLBJAcFmpubGR0d5dZbb2VkZEQpOe/r6yMjI4PZ2Vk8Hg+VlZWKjbpaslSuR/x+P2+//bZyH759+3ZeffVVJWAp++X5+fnk5+eHTdqcb6Pi4uIwm80LNtfm9jnMyspSNu7kgRpvvvkm27Ztw+/34/P5FL98dnaWmpoampubKSoqYnx8nJGREVJTU/F6vbjd4VOLVxLXReDp5y8d4mD7JO3jQWJjY+nv72fdunUMDQ3hdrspLi6mpKSE2NjY9zxXd3c3lZWVlJeXU19fz/T0NENDQ+j1+rCeKnI/Agil+mo0GhISEsjLy1P6o6SmpuJwOJTny40ObTYbHo8Hk8mEw+EQ0fAVxoGzdn64/zz20VBwJzY2loSEBCwWC+3t7SQnJ1NaWkpmZiZGozEseBgIBBSHHEJ1w3FxcZSVlTE9PU1PTw+SJNHT0xO2sxcfH09MTAyjo6PKBDy1Wk1MTAy5ubm0tLRQUFCAw+FgenoavV6vpIoHg0E6OjpQqVSYzeYVHw2/3vD7/fz0xTd5q9NN97SahIQEuru72bJlCxcuXCA5OZmSkhKKi4sjjmedz9TUlNJ0t66ujtnZWdrb2xf0EJMdHpVKhc/nIyoqCo1GQ0lJCe3t7Wi1WjIzM5Us0LKyMhobG9m1axe//e1vkSSJwsJC2traluujEbxPnj10ll+f7KBjIlQq4HK5KCoqIi4ujs7OTrKysigpKYm4ozv/Jr2vr4/c3Fyqq6vp7e3F4XDgdrvxeDxhmzTp6emMjY3h8/mAUNmo7PxHRUUxMDBAeno6IyMjSJKE2WxmdnZWWedGRkZISEggOjqasbGxZf18BJfHxMQE/3PgBK+3TtA5CWlpaYyMjLBq1Srq6uoUGxWpvNfpdEbczLNarcTGxioZJI2Njcr0X0CZ1Nnd3Y1KpVJ6ZEAoE29gYICMjAyio6Pp7e0lNjaW3NxcGhsbqaqqYv/+/cC7ASzByuLnLx3i9bYJ2sZniYmJoaenh7Vr1yp9C4uKiigtLV0w4h4W2qiurq6wspapqSkcDgfJyclKc18Iaa6jo4NgMKj035nvlxsMBiWwlJ+fz/DwsBIQd7vdZGRk4HQ6CQQCy/sBCS6LU794hmN/+fdMnm7A4/GQlJREXFwcVqtVyV4rKSkhMzMTg8EQFlDyer1h939er1eZcufxeJRKmc7OzjAbFxsbS1xcHC6XK8wv12q1WCwWWltbldLjyclJEhMTycjIYGZmBo1GowzeyM7OpqenB8HKIRAI8NLf/ztj//0y3guh1hfd3d1s2rRJ6UUn++WR+jbNt1GTk5PKJl9dXZ3ST1MetCEzt42F1+slOjqaqKgoysrKaG9vJyoqCrPZrEyGLSsrw2azccstt/Dcc88RDAbD4g8rkWs+8PSHPzrAN49N87NmiX9tiWPfUCwFBQX4/X4MBgPr1q2LWMP7XshlLd3d3bS1tZGenr7gOUajkTfeeIMtW7ZQUVHB8ePHAVi3bh0nTpygsLCQ8fFxJdNFvjEIBAK0t7fj8/koLS0VvVRWEF9/+jSffrqFn7fAPzVE8eZosrJLFhsby+bNm8NKC2JiYpQbsUjIdbsQykJJSEjgpZdeChvfKpOVlcVbb72F0Wjktttu49y5c8rr5ImK6enpygKm1+tJS0vDaDTS2tpKX1+fko23kqPh1xOBQIA//NF+/t87AX5hV/GvLXEcGI4nOzsbtVpNXl5exJs5GTlwKeN2u5Wf4+Pjqays5OTJk/h8vgVZUnLvAZvNxo4dO4iJiaGjowONRoNer2doaIj09HRGR0eZnZ1FpVJRXV2tBNpra2uRJAmr1bqiF7nrja889TZ//NoAP7NJ/EtzDAdHEikqKmJmZoaoqCh2794ddjM294Y+EtPT08pOXlFRkbILOL/pKoRu1F588UXKysrYtWsXb7/9NgAbNmzg3LlzGI1GEhMTFb2YzWalPLivr0+Z9trb2yuyVFYIk5OT/J//OsL/eyfAf3dq+X5bAvsGY0lJSSEhIYHi4uKI/o/M2NhYWICzt7dXyWoyGAzk5eUpPcfm+2LJycl0dnbidru54YYbGB4exuPxkJycjNfrxev1kpyczNjYGJOTk6SlpVFeXo4kSbjdbux2u5KNNzQ0tDwfkOCy+V8/OsA3jk7xs2aJ7zXHsm8wlsLCQnw+H6mpqUr/rstBpVIpZS19fX00NzdH7PmUnp7O66+/zpYtW6ipqeHYsWMAbNmyhSNHjlBQUMDU1JSyYVhYWEhiYiJer5eOjg68Xq/wy1cYh+95jA2PPcj9P/4uD3/ra6T/14vK3z42NpaNGzeGlWHKvs9izA0wZWdnk5yczO9+97tF/fK3334bvV7Pbbfdxvnz55Xjw8PDaDSasLYEKSkpmEwmDAaD0oojJSWFQCAghkqtEGZnZ3l970e598/+iPt/8o888td/Ruy//1Lxy61Wa8ReTTLze2LKfXnhXb/89OnTeDyesCwpQLF7TU1NbN++nYSEBNra2lCr1RiNRiV7bmxsDL/fj0qlorKykpGREfR6PXV1dUiStKKHSl3Tgaf/fOENXm4Pv+nf3wPuuHSMRmPEqU9zHZ/Z2dmwxW9ukGDucwoKChbs+g8ODjIzM0NVVVVoIlR2NjMzMzidTtLS0vB4PMzMzKDX65WsJwiVQ8XExODxeJQ6dBENXxkcOGvnv86Gp1gfdsSgMlopLS1leno6YrPUy8Hj8bB+/XqamprCSpj8fj8XLlzgtttuo7+/H5VKxcaNGzl8+DAAubm5tLa2kpGRweTkpPLapKQkysvLlYynoaGhFR8Nv16YnZ3lP57Zx/55X+1XOgO440L9vEwm00XP0d/fH5oQ9nvmZ8pJkkRycrKS6TmXjo4OjEYjKSkp+Hw+1q9fr5SIrl+/nrNnz6LX60lJSQkr29u1axdtbW1kZGTQ0NAQlo0n+HD57Vvv8ExjeE+bgwNqvAmZFBQULCijAxZkZc5lbiBTZmpqijVr1iwoN5+YmMBut7Nr1y4GBgaIi4sjMzMTm82GSqVSSvHi4+PDHOyMjAyqqqpoampSdoZF+cHKYGpqip+/fJh9PeFBwN+1eXHHpTM0NHRRBzwScwOZEHLSi4uLlVLQuTQ2NlJTU6OsZ3v27GH//v3K9Fa535PX66W5uZnk5GSioqKoqamht7eX1NRU2tvbSUtLC8vGE3x4/PR3b/LSfL+8FzzxGWRkZIRlhEdifkB6biBTxu/3U1xcvKDcXG5LsGrVKpxOJ2azWWl5MffmX6/Xh9nE4uJikpKSmJiYUIZ6yGWcgg+X00/9lh0v/CLs2B1vvoCu10VJSQlTU1OkpqZe9nnnrpMej4cNGzYo/pFMIBDg/Pnz3HrrrQwMDKBSqdi6dSuHDh0CQqW+drudzMxMJiYmlA3fxMREysrK6OrqQqPRMDg4qGTjCT5cgsEgz/2/f2bPgWfCjt+6/2lUtlCfp4tttMDClird3d1hPTIlSSIpKQmdThdWbg6hoGdKSopSMrd69WpaWlpwu92sW7eO2tpakpOT0ev1YXGHm2++mY6ODtLT06mvrycuLm7FDpW6ZgNPhw8fZiy4MLAE0DEyvSBlci7ywja/7nd+doFcvpKRkYHJZFLqy+WJdHl5eUrNpiRJbNy4USnPy8nJobOzk8zMTDweT1gDzK1bt2K32zEajdTV1ZGUlCSi4R8yfX19HK2LHD3uGJlWSu4uB7l5uIxcvmIymaiqqlJGnk9MTNDS0kJNTQ2xsbHK6PGMjAzi4+OVSVTymOCkpKSwIENqaioGgwGHw6EEP+XadMGHQzAY5NVXX8Ubs7AZKoQ0NTExEbFZ6lwkSbrozrBcviI3FJfH9zY2NpKamorJZApr6lxTU8PZs2cBlL4tcXFxeDwexS5GRUWxbds2Tp48SWpqKs3NzWF2TvDhUF9fT+tQ5EbKHSPTC4KUMjqdbtG1RW6kKiOXr8iZJXPLzUdGRqioqCA5ORlJkpiamqKmpoahoSGGhoZITU3F5XKRk5ODWq0O20wxmUzKDmFfXx8+n4/09HQGBwc/yEci+AC43W7eeOMNxi/iR0HkaawXO+dcH2pu+Ypcbt7d3U0gEODChQsUFhaSnJysDFtRqVQUFhZSV1dHZmYmGo2Gvr4+EhISGBsbUzYT8/LyyMjIoLGxkdjYWLq7uykuLhbjyz9kDh8+zGhg4XRMCOkpUkk4hDQmZ6gMDAyE2TG5ebNynt+Xr2RkZISVm8sNzOUydHnYyqZNm6ivr2dycpLs7Gy6urrIysrC6/WGlfxu3LiRzs5OUlNTqaurIzExkWAwyOTk5BJ9OoLLZXBwkO7DxyI+NlnbqJTMXQ49PT1kZ2crP3s8HqanpxW/XC43n5ycpLm5WfHLMzIyGBgYCMvqzc7OZnp6mmAwSFJSEgMDA8p509LSSE1NZWhoCJ/Px8jICEVFRSs2S+V6QJIkXn31VRIckTdRJ2oblUEEF2N2djYsgD7fL5aHsuTm5oaVmzc1NZGSkkJmZmaYX7569WrOnj2r2K/m5mZ0Oh1er1dpxaNWq9m+fTsnTpzAYDDQ2NiI2WxmaGhoxQ2VuiYDT2+99Rbx8fE0nzoc8XGrMbRIRXKYEhISmJqaAsLrficnJ8N26eTpK/KCp9PpqKys5KWXXiIqKiosU0Gu2YyPjycjI0OpMc/KymJ0dJS4uLiw3RW1Wq001ExJSaGurg6r1aoEtARXlr6+Purr6wmOR07Vtxp1CyLal8LMzMyCQObc8pWSkhJlQkdFRYWiV3n0uM/nw2q14na78Xq9xMfH09vbS3x8PIFAQNklzsrKIi4ujvj4eEZHRxkdHWVmZob4+PgVGQ2/1pEkid/97nckJydjO/12xOdkJmqIj4+/rPPOD2TKQYO5ujGbzfzmN78hNzc3LKgljx43m83o9Xrq6+sV+5OQkKDsCsukpaURFxen2Eh5jLkoP/hwqK2tZXJykr7mcxEftxp1So+J+cxdB8fHx8NKheciT1+RSxjkcvMzZ84syHyRx5RDyP7I59XpdEpT87nZJ3IvFtmha29vJykpicnJSbxe7+V9GIIPjNvtVnokDdnrIj5HF5xekGnyXszPyGxubqasrEz5WQ5yvvzyy1RVVSk3jTExMSQkJOB0OiktLSUYDNLS0kJiYiIzMzNkZGTg9/uVGzt5AhqESv0CgQD9/f1huhRcWQ4dOoROp3tffrler1eCQG63W/G7p6enw9bJ0dFRZaQ9vFvW8vLLLysTn2TkrMrY2FhMJpPShF4ukYqLiwvzj+SszejoaMUvz8vLE1lPHxIDAwOcO3cOZ+LCHmAASdXlF00wWIy5+gJoa2ujsLBQ+bmoqIiBgQHeeecdKisrFb0aDAamp6eZmZnBarXi8XiUJuf9/f0kJCQoze0BMjMzSUxMJDY2FpfLpWREiaFSHw6SJPHSSy9hMBg4O+aI+Jy4suKwNgWXwvxAZm9vL2azOWyKYk5ODk8//TTZ2dlhQa28vDw6OjqU0syGhgbUajWpqanExMSgUqnCNucMBgM6nQ6fz0d8fPyK9cuvucDTW2+9hdvt5rnnnuMTt+/gvtLw+slH16STKk0sKJmTmd90Tqa/v19xsuZPX4FQhPPChQvceuut+P3+sIwTefT4wMCAUi88PT2Nw+EgGAyi0WjCxv6mpqaiUqmUBTQ2NpaGhgZl109w5ejt7eXMmTPU1dVRaozh7qLwRe7+skRWWxY26I2Ez+dTHOn5gcy501dkurq6SEtLY/Xq1QvKWuTdWzlAGQgEGBsbo6CgAK/Xq4yfhpDDlJ+fT3d3N9XV1UxNTTEwMEBSUtKKjIZfy0iSxAsvvEAwGOTNN9/kM/fv5q7C8Ey5T27MIjU4EZZpcinMDWTOn74CobKZzs5OHnjgAbq6usJK4+SAxOTkJElJSWRmZtLf309iYiJDQ0NMTk6i0+nCNKhSqcjLy0OtViNJEl1dXWG9DARXhrq6Onp7e9m3bx93bK5cYKMeqtJTbNBedBKijMPhIC0tDQjZn7nB9LnTV2Sampqorq4mIyNjQbl5UVERLS0t5OfnEwwGGR0dZXJykoyMDMV5k21Ueno6KSkp9Pb2YrFYUKlUNDU1kZ+fLzIzrzDyFF6Xy0V7ezufuH0HdxaEO9uf2ZZHXiIL+lNcDgMDA6SlpYXtDDscDnw+H3v37qW+vj6s3DwzM1MZRx0bG4vBYKC/v5/CwkJlEtD4+Ljy/Pj4eGZmZigvL8fv9zM1NaU0lJ6bYS5Yfg4dOsTU1BTPPvvson65UTW16JqXkpISsZS7r69PeU0wGKS/vz/sJk/2y3fv3k0wGAwra5EDUfI5EhISFL9cbmavVquV3yvbRZVKpQQMGhoaFDsnuHL09/dz6tQpmpqaiFtdwut7Hgp7/ODtH6Pk7l3Ae2dkBgIBpTn0/Ow5u92+oJdhV1cXBoOBNWvWKP10ZORKAr1eT1RUlLLuFRYW4na7iYqKCgtUWq1Went7qampYWJigsHBQXQ6nRgqdYWRN4MDgQD79u1j95NPLNDUkfseR1tdcNFAZqSMf4/Ho2hqamoKv98f1vNwenqatrY2HnjgAXp7e8PKzRMSElCr1crGXWZmJgMDA8THxzM8PMzExAQJCQkL7uEsFgsajQZJkpSKmPklfR8mFy+mvko41z1Kx8g0zs4mVK4upqen2bt3LwaDgU8bJHbkJxPUGbEadRhVU8qUnkhERUUt+MJLkhQmqMbGRioqKpSf5Ru6mpoaVCoVVqsVh8OB3W5XggkGg4GWlhZSU1OZnp5Wpq7cfvvtNDQ0IEmSEgxITU3FaDRit9vZtGmTMkq4s7OT5ORkRkZGwkbLCpYWWU/xwWm6zx4iGAxSVlZGeXk5mySJypQ29JYSCtITKc+I5/XXX2fbtm3ved65TlJ/f79yExdp+orcGFM2UGVlZdTX11NQUKDs8OXm5iqp3xqNhrGxMWZnQxNipqeniYqKUoJdGo1G6VlWU1NDXV0dbW1tFBcX09TUFKZnwdIi6ynPqKP5yKt4vV5mZma45557iIqK4n9tT2RXmRd/rB6rUUeceyjshms+Wq0Wr9cbppe5gUy5fKWqqkp53OFwMD4+TmVlJRDqJdfd3c3U1LvOfm5uLvX19VRWViop5CdOnODGG2+ks7OT2NhYWltbKSoqwmQy0d/fr2Tp9fX14XK5iIqKUt7f5ZaeCi4dWVOzYwOMtZ3H5/Nxww03YLFY+OOSKFaltZOcVYTVqCM3QeLUqVPs3Lnzks4tO+pz/4bzp6/Mzs5SX18fNg02ISGBuro6KioqlMk+8u6tRqPBarXyyiuvUFFRoWy6zNW5nA28atUqCgoKaG5upq6ujsLCQjo6OiKW4AiWBllP5sQoLrzxAtHR0Wi1Wu688068Xi9P7khid3nIRuUZdcz0NqHTRd68m8tcv6mzs1Pxu+TylbmZBN3d3Wg0GuVYdXU1NpsNg8Gg+DvyZM2SkhI6OztJS0ujsbGRrKwsWltb0Wq1DA0NKVl58lpYUlJCa2srw8PDmM1muru7w7KIBUuP4pd3NcNIB263m71792I0GvmMUWK7NQkpIQ2rUUeaepre3t5FA0/y5sZ85h6Ty1dkpqdDpXuyX56Xl8fIyAgtLS0UFxcDoU1eu91OamoqHo+Hqqoq9u3bF+aXy8M0UlJSSEtLw2azsX37djQaDT09PbS3tyu9WuXglGDpsb1wgInaRoKWLM55QpNRi4qKqKysJLhlCy88sxXTjJ+UVVVsv+0GXn/9dbZu3fqe552bVNDb26v45fKU1blVCTabTSmRA6ioqKC+vh6r1ar4X/KwFYPBgCRJjI2NKRUJ09PTaLVaZW2Vda1SqaipqaGhoYH29naKiopobm4WfvkyIuspsbqcCzMupqen8Xq93HPPPURHR5P4T9/iyNt3ETPgIKm6nLRSS1h/r/nIgeu5mzFzMzLlINBcv3xkZITR0VHlWFlZGT09PUo7Hgj55XV1dVRWVmKz2Vi1ahWnTp3ixhtv5LXXXiM9PZ3W1laKi4vJzs6mv79f+XlgYACn00lUVBSBQAC3233ZlRTLwVWf8fTtV5u49/vH+OOnL/A3p30cnU5j1apVVFZWEhcXh0ajoTIzgfvWZLPaold29uVyukjIi5nslHR0dChlBPPLV0ZGRhgcHAxLuYTQ7kh2dja1tbXK2FW5ZjMzMxOHw0FmZiZtbW2kpqYyNTVFfHy8Ui+ekJCg/L9eryc3N5epqSllTKyIhi8Pc/X0ud+2ciaQRWZmJmvXrlV6fK3PT+OBdRZWW/TExMSg1+svKZos1/3OdZbml68Eg0HOnz9PXl5eWFRco9FQVVVFf3+/Mp0nMTFR2f0dGRlh69atnDhxArPZrOy2yM0K1Wo1KSkpDA8PK9PJoqKiqKurIy0tbUVFw68l5urpvu8f48BwPHFxcWzatIn09HTl716WHqfYKK1WSyAQWPQ7npaWpgwkkG3OXOdpfvlKT08PPp8v7CYPQrsiOp0urIlzcXExNpuN+Ph4tFotcXFxDA8Po9frGR0dJRgMIkkSCQkJpKWlKRkrWVlZpKeHmg3Hx8cvyH4RLB1zNfV/DgxzymumoKCANWvWKJO+dpRbFD3p9Xqio6Mvq1/SxMSEslbOL1+Znp6moaGB6urqsOCiXG7e2NioZJTIa5080rq8vJzz589TWlrK+Pg48fHxyg6wPJUqGAwSExNDRUUFs7OztLa2Eh0dHdZvRbB0zNXTw//5DmdncxQbJfeUmJqaYmNhBvetyWaNRb9oBsp8RkZGlJvxua0L5pevtLS0kJCQsKB0r6SkBK/XG5a9K2c+BQIBysrKlKa+cq8y+bosFosSLId3p5N1dnZiMpmUvhqCpSfMLz/l5YTHRHV1NZWVlWi1WtRqNdVZSYqNSkpKQpKky8pEmxvInF++MjIyQn9/P1VVVWF+udFoxGKxUFtbq0zyLCoqorW1laysLIaGhpQgpslkYmxsjPj4eOW6EhMTlVKplJQU8vLymJ4O9WN0Op2Kry9YWo4/+AQl9+xm/V/+ERsff5C8Zw9iMplYt24dHo+HxMREsm/ZwsZv/DEld+9Cq9Wi1+svKfva7/ej1WrDEgwCgYByjwYhv/zChQtYLJawRuVyubncxxBC62BUVBTR0dG4XC527NjB8ePHlUzfQCCg2DO5nYFsw+TvR0NDA2lpafT29i7xJymAcD2V3rMb3X/8Dzqdjg0bNmAymUhPTw+tNTs3sv4vvkTJ3buIjY3F5/Mt+h03GAwLSiR7e3uVDEybzRY2FbGnp4eZmZkFlS5y9mVjY6Oix9LSUmw2m5IBpdPpGBoawmAw4HK5FO3KA13kcvLMzEzS09MZHh5WplavBK7qwNO57lF+cDh8Otebg1HoLBVhWU1zb/SHhobYtGkT3d3d7znhRH6dbJjml6/09PTg9XoX3NDJxMXFUVVVRUtLi+I05+Xl4XK5mJycxGg0Eh0dTW9vL6WlpYyOjoYZytjYWKXpa1JSEqWlpQwPDxMbG7viajavBSLpaX8P6CyhGyCz2bygRE4e/52UlHTJi8TcQObc8pXp6Wnq6+uVZoWRKCwsRJIkZSqd3LMiKSkJn89HTk4ODQ0NSk8wjUaD3+8nNzcXrVYbNs2uoqKCxMRE7HY7Ho9HcagES0NE+zQUTSA5m5qaGlwuF1qtlvj4+LAG4X6/X5kaFom4uDhmZmaURr1z7dv88pWWlhZ0Ot2ivVhSU1MpKCigtrZWacSZnJxMXFwcPT09pKWl4fP5iImJIRgMKqNdYWF2aEZGBnl5eXR2dqLT6cTkxGUgkqYO9IEut5LBwUFlJ3+uJjo6Oti4cSNer/eSJw8ODAxgNpsXlK/IN3TV1dURs0Vk59npdCr9duQeAyqVSrFDLS0tWK1Wuru7FbsTHR1NWlqa4hxFRUWxevVqfD4fTqeTvr4+0bx+iYmkp309Egm5lZhMJmJiYujr6yM+Pl4JIEmSpGQmLRa8UavVzM7OMj4+TnJyclggc275SjAYpLa2lpycnEUnT2VlZZGamqqUm8vZKZmZmXR0dGCxWOjr68NsNtPf369ssMg3n/INIYT8r/T0dGw2GzExMWGPCZaGSJo6OKAmIbeSvr4+JXNx7nd5cHCQzZs309vbe8k93eRA5vzylcVu6GRiY2OpqqqitbVVsYf5+fkMDw8zNTVFeno6Wq2Wzs5OysrKcDqdYX55QkJCWCCqrKxM0ZsIZi49thcOsPmZn4Qd23PgGcwTId9DDhDO7U04NjZGVlYWKSkp7zkRXNZhV1eXos3m5mYlSODxeKivr6eqqmrBhFcZ2Z7JQW554mFKSgput5u8vDwaGhoU/yg6Ohqfz4fFYiE6OjrMVyorKyM5ORm73c7MzIwYKrXERNLTHW8+T1LfGGvWrMHpdBIXF7fgb+31elm3bt2Cticy0dHRBAIBxY+eb9/k/nAQWgPj4+PDyoLnotfrKSoqoq6ujpmZGaKjo9HrQ5vSfX19GAwGAoGAksig0+mUNjzzs0PT09OxWq10dXWRkJCwIloXXNWBJ3mqynzOtYUc5bnRRkApNYJQqUlTU9Oijqxc9yt3sJ87fQVCN3Tx8fHv2VxTpVJRXl7OxMQEvb29SsQyNjZWKZnxer2kp6crjaGnp6eJjY0lPT09LEKp0+lYu3atEs18L4MquDwW05NjRsXk5CQpKSkLbraGh4dJT08nLS0NlUqlZKJcDL/fT3R0dFj5ysjICH19fYve0M1FjsjLUxTl7AG5/0VpaSk9PT2YzWZmZ2dpa2sjKioqzGGSKSsrw2g0MjAwILJUlpjF9OSPS6WlpYXS0lIlC0UeRuB0OpUeb+Xl5TQ2Ni56/oGBAUwmkxLIlMtXjEajckOXnZ39nqOEtVot1dXVdHZ24nQ6MZlMOBwOoqKiiIuLIzExEZfLRWVlJXV1dQQCAcVupqWlhTnlRqNRGRPsdrsvOdAhuDQW01Sn893eFPPHkQcCAaKjo8nNzcXhcLynI7tY+UpPTw8ej2fRG7q5WK1WoqKiaGlpQaVSkZWVRWxsLB0dHWi1WtLT0/F4PHg8HlJTU5Wm01qtNqz5s1qtZv369czMzOD3+8WGyxKzmJ7GgzF0d3djsVjC+lBCKFupoKCAuLg4MjIyIg49MRqNYb0y5UDm3PIVj8ejlBAsdkMnk5SUpJSbyyV6PT09+P1+JEmitLSUtrY21q9fj91uD+uTIfdAlMnJyVEccXmilGDpWExTFzpCfVHnT6ULBoOKtsrLy2lubl6076T83ImJCSVLam4ZbktLC3FxcYve0MmoVCrKysqYnJykp6cHnU5HdHQ0sbGxqFQqvF4vHo+HjIwMZWqi3OfQYDCE2aj4+HjWr1+vZG6KZuNLy0RtZB8o2NbJ2NiY4i/NZWhoSGnIrNFoGB4efs/fI7cvkDPpVCoVLpdL6Y16senBENp4y8zMpLa2ltnZWcrKynC5XErPMLm9gcViwefz0d7ejkajiThVtri4mIyMDKWdgWDpWExP8Q6Xkggg9wyUN1tGR0eV+7/KykoaGhoWPX9fXx9ZWVl0dXWRl5eH1+tlYmKCtLQ0JEniwoULmM1mDAbDRa8zOjqa6upquru7GRkZISMjQymbk9fQsbExKisrqa2tVaoRIKTFuYkQBoOB8vJQs315svmHyVUdeMozRK5VDLj6GBgYYGQkVAcs1zTOnxpWVVW1aFaBLB65X4BcviJJknJD917CmYvFYglN2mtuJjc3l4mJCSULKjMzk7GxMYqKihgcHFQCZiqVKmz8JoR6Fmzbto3BwUH6+vouWjIouDzkqSrzmexvQ6VS0dDQEDZxYHZ2VmlKCKGd2YmJiYumi8sGbG75Sm9vLx6PR8lWuBQSEhKoqKigsbGRmZkZ9Ho9Xq9X6e2UkZGhRMHl/k7y6+ZfX0lJCSaTiaGhoRURDb9WWExPGXEoPeD8fj8ej0exUU6nU1nsoqOjsVgsi/5NJElCrVYrgUy5fEXeoausrLyseu6SkhJmZmbo6uqirKxMCWQ5nU6sVisdHR2kpqYqAYTk5GSSk5MXZPrp9XrWrFnDwMAANptNNK9fQha1UX1tuN1uzp49G9b8cmRkJGydKi4upr29/aIlIe3t7eTn54eVr9jtduLi4i6r4X1aWho5OTnU1taSmJiI3+/H7XYrKeEJCQlUVVVx6tQppqenlYEa80tMVSoVGzduVEZOz18TBe+fxfSkcTuZmZmhra1tweZcMBhUgpspKSnEx8cvKGlJTExU1plI5SvyDV1NTc173tAp1/T7cvOBgQFliqIcBO/r66O4uJi+vj6l9EZ2rrOzsxeUGJjNZsrKyhgcHLxocF9w+eQtoinfSC+Dg4MMDQ2h1WqVQSuyvZGpqqqiri7yJEU5aCX/Vy5fkf3yrKysy+p/arFYSEhIoKmpCYvFwsTEhNKg3mQyMTExoQQM+vr6yMzMRKPRLLBBWq2W7du3MzAwQH9/v9ImQ/DBSaouj3h8KF6rDKGYO601GAyG2RSz2cz09HTY4AEZ2TbJzZvHx8dRq9UkJiYq91fzB2pcDJ1OR1VVFU1NTbjdbgwGg+KXy2XC8qaz3HcHQlNd52/SFRYWkpWVxeDgoGhev4QspqfoolBv5tbWVvx+vzJoB0L+enp6OhDa2LNarYv+TeSNGjmQabfbKS4uZmZmhtraWiorKy9p0ItMcXExPp+Pzs5OSktL8Xg8SvxAzqBLS0tT7gFSU1MjVuCkpKSwdu1aBgYGaGlp+VD98qs68CSNdLA5OdzAP1iRzOce3ENJSQkTExMcO3ZMqeWeb5DUarXSxG0+fr+fqKgoJfiTlpaG3+9XdujeT4Ou1NRU8vPzqa2txWq1Mjo6qjhHhYWFSimESqViZmZG6Xkx/yYhKiqKnTt3Mj4+zqlTp4BQevOzZ3s51y0yDN4vFl2QrfrwcrPH1mdy97YaSkpK8Pl8yqQf2SmfP/FCbrQ8t2munMUGoQwpOUskOzsbu91ObGzsZU8wg5B+KysrlUa9sl47OztJTEwkISEBvV6P2+1WgheZmZkRSwKLiorIzc2ltrYWp9Mp9LQErLbo2TVv4/XzN+STlwjbt29Xmp22t7czODgYNl1FRv4bLraLKgcy5fKVy9mhi4Scnt7Q0EBWVpYyZQpCNwQxMTE0Njbi9/tJT09Xymnmk5iYyNatW3E4HJw9e1boaYlIlSbYog/fHf3YKgOP33kjxcXFSJKE3W6ns7OTYDCIy+VasEEiZ67NDyjIWpLTxf1+PykpKdTW1mI2m9/XQIu55eYGgwGVSsXQ0JBSFjgzM6MMP5CDF/N362Q2bNhATEwMZ86cwev1Ck0tARUmHdsM4Q1TP7Mtj3VWI2vWrEGtVjMzM0N7eztjY2MMDw8v0IFsB+aPnpeRAwty+UpfXx+Tk5OXdUM3F7ncfGBggOTkZMbHx3G73Wg0GgoKCsjMzKSpqUnpL6XT6SL2MMzIyGDNmjW0trbS3t4u9LREqF1dbE4O3xB9sCKZz3/kNkpKSpicnOTIkSNhfvncdU+tVlNSUhIxICj32YR3y1dmZ2epra2loqLism7oZPR6vVJubrVacblcipYLCgrweDxMTk6iUqmUAII8uGUuGo2Gm2++mcnJSU6ePIkkSUJTS0D6jnW8eOPdYcfevvdxNj72IKWlpUpGSUdHBx6Ph9bW1gV+udVqZXBwMKw5dEpKiuK7DA4OYjKZlMxbeVDBYtPPL8bccnM521itVtPZ2UlCQgJJSUno9XomJyeVKgOTyRTRRhUUFJCfn099fT0jIyPYXjjA6b/6Z2wvHLjs6xKEKLl7F6/ecn/YseMPPkHKpmq2b9+O1WpleHhY8cvnVkrJ6HQ6jEZjWObjXORAZltbG/n5+YyOjioDyOb7+JeC2WxWys2zs7PD/HK5L1hTU5NScryYX56QkMC2bdsYGRnhnXfe+dD0pJKu0qYJAwMDPPPMMwCkFKxCZ7KSovFRZU5Umu9qNBpcLhfZ2dmcOXOGuLg4SkpKFowAHh8fx+VyKem6czMMTCaTssANDw+/b2dpPs3NzUiSRFtbG9OxaUSnZpFn1OFqeYfExERSUlKUTJW5k17mIkkSL774IgccOl5qe7cu/nM78vmT28oWPF+wOMFgkCNHjvDKK6+QUb6RjMIqSrMNxEz2K5Ml5GkoculaU1MTVVVVEcstL1y4QFVVFWq1WolWx8TEKDd0paWlNDY2kp+f/76cpfkMDw8zNjZGd3c3LlUSTp+GTRX5GFVTnDt3juzsbAoLC5mamqKhoYFdu3ZFPE9rayvffO48R1zvlj4IPb0/7HY7zz33HONRerLL1rCpIp8kv0spO2ppaaGoqIi2tjaMRiMnTpwgLy+PgoICpRZcpr+/H41GozQjl23U7OwsBoNBKTmR+3l9UGZnZ2loaEClUnHwfBuxaRY2llspz4hn//795ObmkpSURCAQwOl0UlxcHNYMX8br9fIH//IiR13vBuqFnt4fU1NTvPbaa6G+XZYKcsrXkpUUjVE1RUFBgRJ0kksth4eHGRgYYNWqVQuCT4FAQLFfENKTSqVCr9fj9/sZHh6muLiY5uZmKisr35ezNJ/u7m68Xi/t7e10ToIxv4J8ow7NWA89PT3k5+cTHR1NUlISXV1drF+/PuJ5Tp48yX+cGOKNwXevSWjq/VFXV8dvfvMbkvNrSMjMZ2O5lZipAcrKylCpVMqa19raSmJiIufOnaOoqIj8/PwF5S1yQ2bZv5pro2JiYhQfKikpaUmmf01NTdHe3o7b7aZhcBp/rJ6N5VZyEySOHTtGdnY2FosFl8tFR0cHt9xyS8QydpfLxR/+8ADHx9/1C4We3h+Dg4M888wzoX6AuZWk5BSjj/JTYdKRnp6O0+lEkiTGx8fJysri7NmzaLVaSktLF/jlExMTOByOsP458t9PvlFPT09ncHAwrGnvB8Fmsyl++XiUntg0C3lGHaP2s8TFxSmlW3JWZqT7AUmSeOmll3htIIaXO/zKcaGpy0eSJI4cOcLLL7/MqthUsgOQtn41s0VZlJeHMlfm2iitVktjYyOVlZURyy3lAKVGoyEYDGK329Fqtfh8PmZnZ5Upz3On1H0QHA4HLpeL3t5eZhs60fT0k71tE7q1ZZw7d46srCyKi4sZHR2lubl5Ub+8ra2Nhk/9b+469IJy7PgDn2Lz0z/+wNd4vdHa2spzzz2HrsdFsTaOnO2b0VYXkpGRQXx8vOKXt7e3K365xWKhsLBwgV8uN4WXW2XINioQCGA0GvF6vahUKnw+35L55Y2NjajVauqefgXjlIec7Zux3nYD+/btIzc3l4SEBGXTMT8/P+KGoc/nY9+tH+HOtz4cPV2VGU8+n08ZO3nzzTezpcTMvauzMEXPhNVkyr1N5H5Ja9euZWxsjJaWlrAMguTk5LBdsbkjozs7O5WpFksVdIJQl/rExER+2zrL1w6OKFOvTnkzlZpOn8+H2WxetLRApVJhWb0jLOgE8IPD7WKH5TJpbm7m2Wef5ZOf/CQbCzO4q9pEondE6Wcij6GUs1Kio6PZunUrycnJ2Gw2bDZbWJbT3HRxrVarlNPJDnh9fT3l5eVLEnSC0K5zdnY2z3dIfPV1B985PMi93z/GL+uniIuLw+fzMTg4iNvtVkbeR2JSawgLOoHQ0/vB5XJx5MgRgsEgj995I7uLUygxxqDRaMIax8u2JiUlhfz8fEpKSuju7sZms4U1vjWbzXg8nrDJXsFgkNnZWRwOh/J3XYrFDUK7t9XV1fxX3ST/1BjNtw8NcO/3j/GPb7SzZcsW7HY7Q0NDSJJEenr6ojaqccgdFnQCoaf3S1tbG6+//jp/8Ad/wKqcFO5bk02iz6ncmMk9BeQsJ41Gw0033YQkSbS0tGC325X06qioKPLz85V08ejoaLxeLw6Hg9HRUUwmkzKKfCmCThAqazEYDDzXHuT/vRPgfz99gXu/f4xX+kJNOUdHR4mKimJmZuaivcG0mcVhQScQmno/9PT08Pzzz7N+/Xru2b6KXUXJmGN8ykSf+aSkpFBSUoLFYsFut2Oz2cLsUWFhYdjQFnmUuNwfqrOzU+mHuBQkJCRQWVnJr21e/urkjGKjfnhyiLy8PIaGhujt7UWSJMxm86K7011TqrCgEwg9vR/kHmx2u51bbrmF7eU53Ls6i4woj1Km4nQ6MRqNSJJEbGwsBoOBdevWMT4+TktLS9jfKCkpaUHJiCRJBAIBOjo6SExMZGxsbMmCThAKJCUmJvKMPcCfvTWq+OUnZ0z09vbicDjw+/1KCVQkVCoV2TXbwoJOIDT1fpD98scee4z8vTdS8b8/jabCqqx5cjmT3PtLq9WyefNm9Hq94pfPzXKa215FrVYzODjIzMwMsbGxSkZJWVnZkgSdIFRubrFYmP37H7H7S09w89//JSX37Kbny99U/PLe3l5mZmaIiYkJu9a5BOrbw4JOAJuf+YnIfLpMRkdHOXHiBH6/n11P/gF5n/sYlt3bwlryQOg7LEkSycnJ5OXlKX1zbTZb2Pc+MzNzgb8SDAYJBoMMDQ0xMzODWq1eUr+8qqqK4T/9Ng9/66vc8g/foOSe3bzzyBfYtm1b2H2DPGU6Eh2vHgoLOsGV1VPUez9l5XH27FmeffZZ/u7v/k654ZGj3jKy4yRJkjL9CVCi4B6PR3G65VHgPT09jIyM0DTsobnPhUmnZrVFT1RUFGazecnfhyOo482h8D/BD4908pXqODxtbSQlJTE8PExHRwcmkymiM/hW3SLCGplmtWVhBoJgIQMDA7zyyiusWbOGoqIinE4nU1NTxMTEKH0I+vr6KCoqoru7m8zMTDo7OxVNyAHJrq4uZmZmlLHQclaTNyGTo/0BimbHKEsPTTyoqalZ8vdhG/HyUnt4+vcPDrfzz3fkYD97hNjYWCV1+O2331Yam89NejzeMhbx3EJPl44kSZw4cYLa2lq++93vKunUnZ2dyi7d3LJfSZKUfjoqlUpxquQguSRJ5Ofnk5eXR3NzcyitdtjD+bZ+Ssx6ytJDzVTn9jlYCs51j/LrunBH+QeH26lIDhAMBmloaCAuLo7q6mpOnz6tfFfmcsK+MN0XhJ4ul5aWFn7+85/zmc98Brfbjclkor+/P6xJrzx9Fd5d/1QqFUajUcmCknv2GAwGDAYDaWlpdHZ2MuCL4a3aVswJUazNMzA9Pa00FV9KuqZUvNYd3lvgB4fb+ZsbjAzU1tLd3U1aWhput5tTp04pjWPn2qgjzZEbYwpNXTrT09McPnyYYDDIXXfdRWtrK5Ik4XQ6FRslD84AlOEqxcXFqFQqxdcaGhrCZrMpgczy8nLOnz9PTU0NJ+yDDHsge2yW0rRYKioqFjS+/6Bc6B3nuebwsq4fHG6n4k4LY8PDip7MZjMtLS0Re5sJG7U0nD9/nl//+td85zvfUZo52+32sGEEc31Y+WYbULLGZ2ZmFL/cbDYrI+UdDgdNwx5aBsYw6dSsyklBrVaH9bNbKoZn4xfxy+OZaW/H4XAwMDCgDHARfvnyMDQ0xCuvvEJlZSWlpaWcOnUKt9tNdHS0opvu7m4KCwuVQSu9vb1K9slcv9zr9SpTxMrKymhoaCCqtZ/RVw/gqyghfcc6oqOjWbVq1ZK/j+79R9j92q/Djm1+5icc3nUj54NTREdHk5OTg1qt5siRI0rlzVx63j5OpLSHidpGuDtylpQgHNkvP3XqFP/8z/+s+OUdHR3KmidJUtj3We4lp1KplD50cpB8rl/e0tKCVqtl4M2TON+5gK6iBNONGzAajWHTFpcC2wsH2Pm7/wo7tvmZn3Dk1psgOZrm5ma6urqoqKjg7NmzyndlLr0fsp6umsDTue5ROkamiZ4Z5dSrL3PPPfco2SKTk5MYjUbFqZk/8r6np2dBtlJcXJziPPX29tLX10dsbCx/t78l7GbrDzYl8pcV6cvynhab/mEqqiZndoDW1lZm9RamjOXYXX72bgx9OVwuFyMjI6hUKqqsJjg1tuAcizUNFYSQ9ZSTEsPxl55Go9Hw8Y9/XEnf7uvrY+3atQte5/P5CAQCEXt8yVHtyclJZazu/zR5+MWZY6EnNDh5uMbAtx9e+qATLK4nt1rHTTfdRHt7O41DbozWcnzOXm75ffmmvIMoSRI5KQuNFAg9XQqyppydTQw2vMPjjz+uLGIDAwNKWRMQNiETQjeC81PDU1JSlIma7e3tzM7Ootfr+YtnzvDbpt/3tmt08JltefxZ1dIGnWBxPQ3PqLh/1y5lh7p9PMhATA4OScfmolAgZGBggMnJSbKSoiOeQ+jpvZH1ZNDOcvTFZ6iurlZ60qhUKsbHxxfdEOnp6VnQN07uaQihpuM2mw21Ws3Pz4/xX2ffnfrz8Rkdf/VA5bK8p8U0pTXmsMWcSGNjI30z0bhjLeBVs+H3NsrtdiuZD4XpScDIgnMITb03sqbs547hH+jgySefVB6TM8hlxsfHKSoqUjbu5P42c8nIyCAjIwO/34/dbg+tITk5/O+n3ubZpnf7b35uRz41NUvvbi6mp9FANNu3baOvr4/jLQO4MwxMBFzc+3s9SZJEV1cXfr8fs7BR7xvbCweYqG3EZ05nX1cTd955p7JhKvvlcnnK9PR0mN/U3d29YKBKbGyscqyvr4/+/n5iYmL4h9db+Z/adycVfnJTAt+oyFiW97SYpjKLa8jy99Ha2kowNZcJg44Wp4/bN4VaMYyOjipTjavyMoRf/j6Q9ZRQWcrBPjsqlYpPfvKTDA0NKUHIjRs3hr1G7r2l1+vDssllZL98ampK8ctdX/87tj//c+Xm+607H+XGF59alve02BS1qN5Bdj5yJx0dHTiPnsNKFI6EOAp/X243OztLR0cHwWAQbXF+xHMs1ihb8C6ypgZjozjncYb55YODg1RWvuvrzPfLJycnwzb3AGWojjxRMxAIkJSUxMmPfJqbXvlv5XnH7v8Dkp75yZK/n8X0NNvaye4//UNsNhsdHR2Mnagl9XwT7jgD1R+5A3jXL4/+kPV0VQSevv1qEz84/O5IyV3Zm9i+fTsQciAGBwfDItUDAwPK4nUpLayys7Px+Xwcqu9asMP/nyd6uXO1ZVl2KRZbhKK9Y4xOjnJiJoPfvSaXsIzwUNsYn1pnRK/XK++vCPjcgC/s8/n8DfliV+UizNfTTZl5PLHRqDR1HxkZCWtOOL/pc29v70XLLhMTEykqKuKEfZBfnAmfSPY/F5w8tGX0iuopNTqA2+3m5b5oXm6XoD60+DaMH+HTG9KJioqioKAAtVpNcTE0jEcJPV0m8zV1S9ZqJatNnlyXnJysPB4IBIiKikKSJKanpy9afiLvtni9Xg6eb3s36PR7fnikk9uqzEv+N1pMT6VmPcPDw7hcLvYNxfH62VDZ8n/UnuUjlSk8sT6NzMxMMjMzKS6GxolooafLZL6ebjZX8dEb3nWQ2tvbufXWW5Wf+/v7lZ1eCAVqLjawwGg0kpKSwjFbf1jQCeCpd4a4b8OVtVHxgUlGJkY4OWPiuQuTQEjjx7qn+fSG9LCNomLgc06Epi6TcE3p2J29mtTUVKVcTqfTha1zsu80ODgYKuu/SKPd6OhoioqK8Hg8vHq6OSzoBKG/1a0Vpitmoyz6WHw+L0/VTrCvJx7soQEyjRMH+V/bQ9+LvLw8tFotRUXQJGzUZXP8wSfYPOfGauKW+9nxta8pPw8ODrJ69WrlZ3nyoMx7+eZZWVn4fD4ON3SHBZ0Afnqil7uusF8eNTPK2OQYp31mXpjjlx9qG+PTG9JJSUkJt1GDfqGpy2C+ntpvupfkb/0xarWaqakpJiYmwvqpzs7OhgXCu7u7L+qXJyQkUFRURP0zr7D9+Z+HPXbj7/4L2wufoGQZsj0Wu5nXFOTidrtR/9NP+ei+3yjH3zh0lOzvfgONRkN+fv7v/fJijh94K+zzOf7gE2wW2U4XZb6mom65n9V/8RdASD/T09Nhk8rlCdEQ8qEi9S2VUalUWK1WvF4v7/zyubCgE8CW3/4nthceXnJNLaYn/ZpqhoaGcLlcJP34aba//tvQA//+Hd586hGy/uEvMZlMv/fLP1w9rfjA07nu0TDjDXCgF14/10pZehzHjx/HYDCENQTv6upSylhOnjzJ2rVrI44klxc+eYxz/1TkEdPLlR672qLnczvyFyxOd28t45jNyO8OnQt7/q/rRnl4WxnFaeHX8ie3leE4f5DNu+6iID1RLG4XIZKe3hjQcI+UQGtrK3a7ndHRURITE5WpAJ2dncqki66uLqXh+8VQqVQ090Wu176SevrcjnxuXVfCue5RXm4P78PzdMM4H9tRseBa/uS2MgyeXgbdEnfsWC/09B5E0tTrfSpePFqLNUmlNJGMZKOcTif9/f0kJCQssFFz7RNATEwMTn9kk70cmoqkp4+tMrC1NOT8tU9IvH4o/Jp/Uz/GR7eXh5X9/cltZdxSmsYPfvUsf/jxB4We3oNIejrYr+aegSlmZ1upra1ldnZWSRWHULq41WplaGiIxsZGjEZjxDVvLmq1mnbHTMTHrvSad/umMs51m3nuwLGw58t6KspeaKP00904ZlTcLmzUexJJU/t74cWjtcR7hvH5fMTExCiamZycZGZmJmzNkxsqy8y3TxDKJJ9WRZ74e6Vs1Ke25HBjVR7nukfZ1xP+HXixdYZP7kqLuOZl46S5z8X9u7cLPb0HthcOhN20ANz2+m95+1f3krlzIydPniQ5OfmifvmqVasuaqMkSUKr1dI36Y/4+Ifhlx+3p/HCobNhz1dsVAS/3FX7Jmt37qXYlCw0dREi6en2N57j8EP3Yc/ICDV7Hx9XpmxCSE/Z2dmL+uWR7JNKpWL0XF3Ea1iuMqOSu3eFGjfPv8l/7EFsLxxg95ygE8BNL/8K26cfp2DetWx++sc8/+1q6Oyl7LZdIuj0Hixmow7/6JekbV/LyZMnFf3IyDZqYmKCtrY2Vq9evaiNksvyYmJikDp6Ij5nOTQVSU9v3fVxbvx9VpPr2Hk2yUGn37PzpV9ie+IxkuYE/jc//WOan/8IR/7rf9j+8Y9eUT2t+MDTYmmvvlg9JlMKOTk5WCyWsGZzUVFR5OXl4fP56O7uVuo3L4bH4yGhsyniY8uZHvsnt5WxKSeO7lEvM8NdPLojlBY6OB2M+PzFFttKk47Vej8FYnG7KIvqKSaFwsJQ09Rt27aRkZGh1MYGg0FlJ6u7u5udO3cumG4Qiabh+ojHl1tPt1aYON7QjtUQT5o69H4Xe9+L6Sk/WU1Biko4S5fAYp+tPy4Vj6ef3bt3Mz09rdionp4etm3bRlxcHJIkkZKSEnFq5XxcLhe6oCPiY8ulKVlPJxra2VSRT++FI8qC61ZH/p2RNJWp9bIxXejpUri4jcpR+qbM1UwwGFR+7uzsZMuWLe/5e4LBIOd7zkd87ErZqETJzU1VoR4Il2ujCvVRFKmEpi6FxT7bQFwqau8IO3fupL+/X7FRLS0tSrbKxMQEZrM5LKNuMfr7+4mfnYr42JWwUasLs5joqAWqL1tPmVovprx4oadLYLFyj9jBEbKysjCZTOTm5io2ye/3o1aryc/PZ3Z2VulB8l7MzMyQ0Bn5dy23jdqWl4h9cBy/q49Htoey/QYmZyM+fzFNrbboqUpwU27JW7ZrvRa4mJ6KiopobW1l+/btJCUlKW1U5vrlPT09bN++PWI/m/kMFuZFPL6cZUabn/4xthceovft4+gqS1GXhe7zFnvfiwUsEtdXwPoKSuaURAsis9hnGzfkxO12s2vXLjwej2Kj+vr62Lx5s7IJXF1dfUl++ejoKL6syGW/y6UpWU89bx8nZ/tmJtUzil+u6Yk86CeSpgxbVzM71LEsmX4XY8VPtVtscck36jhx4gRbt24NO97d3a3U9DY0NFzSxIvOzk4GBgbYkJ/GYxvCe2Z8emvusjsiN1TksiVTw4M3ref06dPA4u870nGv10tOTg49PZGjroJ3WexzLUhPZHBwUJm4Mrc5/dwdk0Ag8J5Bp/HxcRoaGthensODFclhj320xrDselpt0bOrMInbNpQxOjqK2+2+LD0BCxr6ChbnYp+t0+lccMM2MzOjDDvo7u4OK+uMhCRJNDc3MzMzQ0VGPJ/eGj4hY7lT+Fdb9Nxaoqc6K4mysjIuXLgAXJ6NGh0dJSUlRZl4JVicRde8tJBDNH9CisvlUia4BoPBS/reDg0N0dzczA2VuXxsVfi43cfWL31J1HxkG/XInq2cP38eSZKEjVpGFvsMMxNDE+dkeyQzd80bGRl5z6CTz+ejvr4+1KPHoOWzO8J7SFwJG7WrKJlNRSYSExPp7+9f9D2nxQrNfFAWu6FKqi7n+PHjCwLfnZ2dStPkpqamS7qh6+rqoq+vj02FGTy2PrzPypXwy7eVZbMtW8tDt2x8X3757Ows6enpi06/E7zLYnpKrqlgeHhYWd/m+uVz8fv97xl0mpiYoKGhgcoH9vLG7R8Le+ytux5d9pvvkrt3kfu5j7Hp8Y8wNTXF1NTUou87UfRu+sBc7LMdHh4OK9uEUGmdHNTs7u5WmokvhiRJ2Gw23G432Tdv5uh9nwx7/PiDTyyrpkru3kXRk49hve0GKisrOX/+PHBx2zwfl8uFXq/H7XYv23VGYsUHnlZb9DxcYwg79vkb8smI8qDX69FqtQuMkGycHA7HRafRTU1N0dDQoPS7APjWvat57vNb+O6DNTz3+S3cY104sWKpUalUqFQq5f0MDg4q6b5z2ZsXFXGxHRwcxGw24/dHTkkWvEukz/XzN+SzKidF+RLCuxrq6upSbvRGRkbC6oEj0dLSwsTEBBUVFXR1dfF3j24L09NnN5mYmoq8I7yUyNdfU1PDhQsXIr7v+8sSSNdENjjihu7SWW3Rsyc3vPTy8zfko/MMK872Yp/n7OzsRSc9ORwOGhsbKSwsVBzZP7+jUtHU05/ewL35SzPu/mKYTCaGhoYoLCzE6XQyPR3a4f3Mtryw5z1QnhTRRo2NjVFSUkJHR8eyX+vVzmqLnie2hPfT+fwN+RSlRkdsdimPKAeoq6u76DS62dlZGhoaUKvVFBYWMjw8zN8+tDHMRn2kJPaKfP9VKpWSBdHU1LTImqehMjPyaGthoy6d1RY92wzhpd+fvyGfZP+o0gtM/jy9Xq8yHVEeU34xenp66OzspKIidJNYUlLCn95WpmjqZ49U8ImalKV/U/OQr3Pt2rXU1tayKidlgZ4eqtKTERW5BF5w6ZTcvYtDd3087NjxB58gaUMlSUlJCwKZ8O7fp7+//6Ljxaenp2loaFAmbwaDQb5135or7pfL15ycnExcXBwDAwMRbdRtuZqIa97Q0BDp6enCTl0CcvnQXI4/+ATFd93CyMgIBkPoHlDWUE9Pj9Jzzul0hvXPjITdbmdsbEzxy3f+7r+wPb+f0//3n7A9vx/rv/w1k5OTFz3HUiBff3V1NRcuXIj4vg/e/gjxqxfvVSW4NEru3sX+Wz8Sduz4g0+gKc+7qP2B904wcDqdNDY2KpvGBoOBrb/9T0VTjb99ldS/+soHfxPvQWZmJgMDA1itVkZHR5mamqLk7l0cW6Cpj0UMgo2Pj1NVVUV7e/uCx5aTFV9qB7CKTrbeWcHv3jrJ5x+9n5rsZGw224IxhXOdpPkNoefT3t6ORqOhoqICr9dLb2+vkh212qJXFpLxcXXECUFLjbw4VVRUcObMGTIyMpQ+FrM6I+opB6tykhkbG1sQ/JAdxfdyEAUh7i+MInEcztp7eeLhu9hclElzczPZ2dlMTU3h8/mUz3LuiHKHw6EsgPMZHR1lYGCAwsLC0Lj7pqaIegI9DQ0Nl5RmvhSkp6fT3t7O4OAgf3JbGbvLM3jq+X0UZ6Zw86pMpqcjlyMILh1JklgX1cva9bl0jc5w/65tFKRoGB8fV/oRyAwPDyuNxIeHhxdtXhgMBmlubsZgMFBRUYHLFWquKu/8zdVUX5+P0dHRizZC/KDEx8fT398PhMYUNzY2sn79ev7s9gqknvOkF1aRrJ4hJTC2IEsQQllea9eu5fTp0xdtACoIcUPKGNYbUjhwspYvffJhVlv0NDY2kpiYiF6vV/QwH4fDETY9cS4DAwOMj49TXl6OSqWitraW6upqIFxPwWAyzc3NFw1gLSWlpaW88cYb5Obm8ie3lbE5J55Xj7xDbmocN6/Kp7OzM2wkO7zbBFRstlwaExMT7DX7WG1UEYhLZffmVaRr3Oh0OkZGwicEyiPKAdra2hZtKu7xeGhvbyc7O1vJuE5PT1cyD+Zqqrm5OWzC2XIQExODx+MhLi6O7OxsbDabUob31PP7qLCksWd97kUzw2NjY3G73RGn1grCGX70Tg7fvhv7gTfZ9ujDbLzzZmw2m+KfRspOea/+mB0dHahUKioqKvD5fIv65RMTGrq7uy/a8H4pqaio4NSpU5hMJqUH5ow2iSi3izW5epxO5wLfUOjo8jD9f3/Ob6pKmahtZMNH7mPzR+7AZrORm5uLy+UK05HX61Um2DkcDsUvms/o6Cj9/f0UFhYSExNDc3MzJSUlqFSq0I34nJvxK+GXy+8hLS2N9vZ2+vv7Q712XniId555nriyIqo/cgcejwiOf1AkSaLnwd28sHMbPlsb1XffTuVNmxgdHVVsk/xfp9OpaMjpdC6aYCBXH+j1eioqKhgdHWV2dlb57s/VVH9/f1g2+nKg1WoVH6ikpISmpibWr1/Plqd/zE/+TzaFUTF4M9Og1BLRL5+ammL16tUcPXp02a4xEis+42l4eBiNRkOqNMGe0lRWW/TYbLaIJXQdHR3KKMT29vaIwaLx8XEaGxvJzMwkNzdXEdJiJXnJycl4vd4FN5DLRVJSEkajEbvdDsDNqwoo0Y6Rn6zGYDAo41rn4na7w5r5Ci5OQ0MDGwrS2WKOotKUwOjoqDICODMzc0GpHYRKCcbGxsjICK/lnVsGVV5ejlarpbu7G5PJpASs5mO1Wpc982PuIl1UVKSMul6Tm0pNspebVxXg9XoZGIhcDyy4dJqbm8nJyUE92s2jW4tYbdHT29sb0f7MDRzL5WfzkcugSktLycjIYGZmBofDsWjwOysri/7+/iu2s5qdnU0gEFC0U5OdzO3lRlICY5jN5og3dnI5jyi1e28CgQCdnZ2UZ8RzY24cqy16uru7I/79544oHxoaQq/XKw18ZXw+Hw0NDcTGxlJaWopKpQoLjM9HrV58rVlK5jZ/tVqtShPPGypzKY2doCBFg1qtjqgZuSxacGnU1dVhsVgwqqa4f20O1VlJTE5OkpiYuEAvc9e/YDC44HEIlU719/dTUVFBcnIyLpcLlUq1qJNdUlJCS0vL0r+xOZhMJqWsqbS0lP7+fiUzc61hlo/duoXGxsaL+nOZmZn09vYu63VeC8jByuiqApI+soeSu3dhs9kibirMHVHe1tYW0Y7JZVAmk0l57mJ+PoT85EAgsOw36LKNSkhIID09XfHLb6rJp1DjwpoUqlRwOp0LXuvz+Rb1AQULqaurI2/PDtR7t5F9yxbGx8fR6XQMDg6SlZUV0S8PBAJMTEwsWAtkv9ztdlNRUUFMTMyCwPh88vPzwwZ2LBfytc/1y0vv3kXglg2sevgupqenlU2+9zqHYHHsdjtmsxlXegLl//vTlNy9KyxTbi5zA8cjIyMR17Hh4WGampooKSnBZDLh8/kYGhpaNPhtNpsZGBhY9r+VfH75OyL75Vk3byLn0w8RLM7GbDbT2dkZ8bXR0dELBocsNys+8GS32xURJCcn43Q60ev1EbN75petzHeY7HY7k5OTlJeXK6nATU1N7xnlLiwsvCIGSaagoIDh4eHQqE21mkAggMlkYnp6momJiQXPHxsbW/QzEYTT19eHJElKpHd4eJiBgQGlJFPuG6JSqejv71fKWjo6OkhLS1NqgCFkoJqamigqKlKe53Q60Wg0F80+iY+PR61WL2tqb0JCglLSZzAYSElJUW7sUlNTSUhIoL+/n7i4uAVOk8fjQavVEhcXd8Vrf69G5OxJk8lEVFQUnZ2dSlB7MSJlKQYCAaUMqry8HLVardSRv1eWUHFx8bLf2M3l/2fvzeMkPcty4eutfd/XXqqXql5nyx4SIDFAEkAQIkRURPETEI56jh4ORzzn+KnHjbPrUT+jiBsgIhEIKCghBELISjKZmUzv3bXv+77X+/1RPM+8b9Vb3T0z3T1dNXP9fv6w367qVL1zv89zP/d93dc1NTUFv98PlmXhcDgQDofBMAxkMhnq9Xrf64UcZm5AGBsbG7BYLIjH45iYmECj0UCtVuM1F8j9DIfDVKtAiA0bCoWokC9ZkwKBAJxO566HIpvNhlQqhU5H2OTioDE7O4tqtUoLBzKZDHfccQfVX+x9lrjjYDewO6rVKhKJBFqtFtWtIGsKN34AvkV5LBaD2WzmsZS48gRkzIAUxicmJgZ+BoZh4HQ69zxQXQ0kEglNoCUSCcbHx2mDx26304K40+kcyHpyOp2HXnAdBWxtbcFkMqHValEGpsFg4OXc5JnlWpSzLNvHeNrc3EQ+n8eJEydoXr5bM5hgdnb2SEe3SV5eLpchl8vRbrcxOTmJYrFIHZC5yOVyh8p2GCVEo1G0221UKhXcfPPNyGQyCIfDmJiYAMuyNBdiGIaOMALdQqbRaOTte6lUisoTkLUtnU7vWhgHuo6cUqlU8Ix1UDAYDMjlcgC6ebjJZKJ5m9lshlwuRyKRoI1wLprNJiQSCTQazaF+xlHBzs4OZDIZrFYrJBIJ/H5/X5FISCtMIpHw8tR2u42VlRUwDEPzcmD3wjjBUTRcuHC5XLy8PBqNdgXHxeJjxQ4/1oUnIoxcqVTg8XjookOELnvpcgShUIin7ZTJZLCysoKpqSlecuTz+TA+Pr6rxgrB5OQkAoHAQXwtQXC/g1qthsVigc/ng0wmg9lshslkQjKZRKlU6uvWtdttyGSyIzskDDMCgQCkUim0Wi10Oh1P9JKALEalUkmQSdbpdLC6uop2u43l5WWaSFWrVaTT6T7ROiFMTe1O+b9a2O12xONx+vPk5CR9ntRqNQqFAnVU6x3bicfjsFgssFgsNxhRe4CMBjSbTczMzKDRaKDdbkOtViORSFCGHMMwyOfzdDyY2wUGurTcra0tLC8v01E8AFhZWdkX/ZvE9KARrIPG2NgYNBoNNjc3odFo0Gq1cPLkSQSDQUExVS6D4gYGg2VZBAIBdDodTE9Pw2w24/nnn+8bNetFrVbr2vr+YO2qVqt0NI/73lQqBbFYvKdWHdBNmtbX16/q++yGXnFwUphgWZauX+12W7Bbx33fje7v7vD5fBCLxfReZrNZmM1mMAyDRqNBGQAMw8Dr9dLiVD6fR7lcprnUzs4OUqkUTpw4QRsw+y2MA92DVrFYPLIEeG5uDuVymSbfLMvCaDQil8sN/AwqlerGmMseyOfzKJVKqFQqmJubA8MwiMVifdpzvYhGo5RRDnTz+5WVFbhcLh4LijDG9zOWSQ5ahwVuXq5UKmE2m+H3+yGVSmGxWKDRaJBKpVCr1fpkC6rV6o1Ru32C5OUqlQo6nQ7BYJCXHwGXmJj5fJ63fxGN3E6ng5WVFbRaLZw4cYKe62q1GlKp1K6FcQKXy3WoebnZbOY1el0uF32elEolbRZrtdq+YmYsFoPVaoXVar0hWL8HSPGl2WzC4/Gg0Wig0WhAo9HwxuqA7jmP7Gc7OzuYnZ2la1Q0GsXm5iaWlpZ4eflujHEuJBIJJcwcFrhrlMPRNdfY2NiAWq0Gy7I4c+YMQqEQwuHwoX2Gy8WxLjxFo1HkcjlYrVbY7XaEw2GaFBUKBV5RgKvDVC6XodFoKN2yXq/TMSiCZDIJmUy2pygdgU6nQ7PZPLSkpDd5npmZQbVaRTabhVQqpZua0+k81ALYKCORSFC2k8fjQbVahUgk6hPCJBscV8iQbFrxeBwbGxtYWFjgjd2xLIvNzU1q77ofzMzMHJqoG+kQERgMBuh0OpqkabVayuTrFTsnwnpWq/XIChnDing8jnK5jMnJSchkMvj9fsoEKBaLPB26RCLBc4cqFApQKBRYWVmBUqmkY1AEPp8PExMT+yqMA0dH7SWw2Wwol8toNpuw2WwoFArodDpQqVS8oucN7B9bW1uQyWRoNBqYn59HvV6HXC4XZIpxmQR+v58m6n6/H9FoFMvLy7z9rVqtIpPJ7KswDnTXEIvF0td5PShYLBaevtDU1BRkMhkdZwG6hYBarYZWq8V7L3GgEUrQb+ASms0mIpEIOp0OZmdn0el0kEql+kbGCQgjhWglNZtN1Go1XLx4EU6ns+8wuN/COMFRMjNFIhFt2IlEIrhcLpjNZuRyOUSjUV4RvFar3WDQ7RPRaJQWL8l4Izf35hZbuIy6QqEAnU5Hi5XVahXLy8u80adUKgWJRLKvwjjQZXZ3Op0jY2a73W7UajXKbCdNYML67cUNhu/eSKVSaLfbvLyc5BFc9Obl4XCYFsUTiQRlyXFzLJZlab6+X7jdbjodcNDojQe9Xg+dTodAIECF7N1uN7xeL2VGEZDRTZvNdiMv3wOEmTg+Pg6VSgWv10sbcNlslld44k68AN3cQiqVYmVlBXK5vC8vJ4zx/eoVEmOeo8zLq9UqKpUKHA4H8vk8Op0ODAbDsSESHNvCU6lUolVCl8uFUqkEm82GbDYLADy6JXDJopzoFsRiMezs7PDGoAjK5TLy+fyujndCcLvdh1YoIBV7ArlcDrVaTTuEer0edrsd29vbA1kDvcWGG+Ajk8nA6/XC7XbDYDAgHA4P1M3hijVXKhXI5XJsbm5CLBZjcXGxb4zzchNwoNtBk0gkh0ab7Y2F8fFxtFotevgkYxWlUklQZNxgMByJ08ewIhQKQSqVolKpYHZ2FqlUiqc1MOhZJKKo58+fR6VSwfLyct9o5uUWxgkOm6XChc1mg1Kp5CXcEokEcrl8YDFASC/mBi4hm80iHo/TZIc7rkFo4AS9rLlSqYTNzU2YzeY+K+ArKYwDXRHUdDp9KEw1vV7fl1wbDAba4JmdncXY2BgCgUBfITOfz8NoNMJkMvWJY9/AJezs7EAqlaLVamFmZkaQ4UvAsixds4gWhtfr7RuDIrjcwjjQzXPGxsaOrPvq8XggEomQTqdRr9epXhh3DA/ga4bdKBYMRqVSoaOILpcL5XKZl5cTVhP39Wq1mhakkskktra24Ha7+/Jv0mi93LycxPVhoHdERSaTQaVSoVKpoNlswmg0YmxsDGtrawN1UnqZnTfARyqVQiAQwPT0NEwmE4LBoKDrGMuyyOfzNCcqlUpQqVTY2NjoG4MiWFlZwfKysL38ICgUil1zmIPGxMQE2u02UqkUHA4Hms0mZaNyzwZcvbEbEhiDEYlEIBKJUK1WMTMzw3NF3A2EYHD27FnUajUsLS31jWZebmGc4DDz8t61xWq1QqFQ0CKTSCSCTCbbVd7lqPe8Y3sKIAKPYrGYJp9ut5v3wHFvFrn5oVCIdrTuueeevnlylmWxvb1NXVsuF4dF7e0djQK6hS6ZTIbt7W04HA7aGYpEIoKbnEajudH9HYBsNot8Pk+FbMPhcB9jiQtSRCgUCiiXyzRmhARtvV4vXC7Xrm4tg+ByuY5MzFSr1dIZdtI9YlkWFouFp71B3CFvJEy7o1gsYnV1FcvLy1AoFCiVSrBYLIIaR1xNmmw2C6/XC41GI1gIuNLCOHA01F4urFYrxGIx4vE4PB4P7HY7Ll68yFunCY0cuDEWtRu8Xi/EYjEajQbm5uawvr7OKxL06vGQZ9jn86HT6SCdTmNubo6nQ0dwJYVxgsXFRaytrV3Re3eDULIzMTFB44mIXioUCmg0Gl63rtlsQi6Xw2Aw3NC7GIBOp4NSqQS/348zZ86gUChALpcP7NRGo1G4XF33m1wuh4sXL2JsbEywOZNIJK6oMA4ARqMR5XL5SIwGGIaBSqWimoZmsxl6vZ6OsxLsZZ99A10Eg0H63E5MTMDv99MRcwKhvDwQCKBUKiEWi+G1r31tX7GSZVlsbW3tOVI8CFNTU4dSfCJ25VzMzc1BKpViZ2eHilWLxWJEIpE+ZiaAG8XxXZDP5ylT2u12IxKJwGazCToisiyLZDIJm82GUqlEGy0ej4c3BkVwJYVxgsnJySPLyzUaDaRSKUqlEtWzArpNGO6Z8EbutD8UCgVsbGxgbm4OarUa+XyeaiT3otFo0PjIZrPw+/1QqVTU+ZCLKy2MA6DyBke1DthsNojFYsRiMbjdbjidXed2buGpXq/ztPeOEsey8FSv11Gv17G1tYXbbruNOvoMqsql02k69+rz+bC4uAitVtvXoQOAV199FSdPnrziz6bVaqkI3kFCqIotlUqpbkelUqGFDafTSTdZbsAYjcYbG9wAJBIJlEolqNVqGI1Gyowj6KVbAt1F6bvf/S5mZmawsLAgyNaIx+NQKpVX5Sp4WG4aQs+Ly+WCVCqlG7bT6cRLL73Ei6NSqXTZFf3rDWTErtVqYXFxEevr67TwIjR/H4lE4HK5cOHCBeqAOEg/bGdn54oL40B3fYjFYge+mQgJh5vNZnQ6HeTzeYhEIiqsX6lUaEEgkUjwOk43dJ6EUa/X6b890ZfjFrO5h2Pyb0vcoKanp3nNCS52dnauuDAOdNcRm812KOOTQmuUXq+HTCZDNBqF1WqFXC5HLpfrGwkGuoc6wra4AT4IO1osFsPj8SAUCu06ZknGOp944gnYbDbqBtULYnJyJQk4wfz8PG+k8jAxOzsLhmHg9/thsVhgMBh4zB1AuFhyA3yQscvNzU3cdtttCIVCu+rmZDIZmM1mxONxeL1eLCwsUA2fXlwJM4ULtVoNAIKHy6uBQqHoK5CKxWLaRCqXy5BIJGBZdqBzlFqt7mN23kAXsVgMlUoFSqUSJpOpT78pkUjQyRbSaGk0Gvj2t7+NmZkZwekD8j65XH5FhXECj8dzZGsUGTNfXV2lefnZs2d5BINarUbj/AaEkUwmUalUUK/XsbS0hPX1dczNzcFqtQrmL+FwGNPT03j11VdRKpX65AkIrrYwDnRH7ojcy0GCMEq5MJlM6HQ6KBaLYBgGIpEIer0erVaL5ktEMwwANTE7KhzLwpPX66WCXw6HA/V6ve+Qxk0UMpkMIpEIgsEg7r///oHjHNvb25iZmbnqcY+jdNNYWlpCvV6Hz+eD2+2GyWTCq6++Sg9v+XyedriJHsYN8FEqldDpdOD3+3HzzTcLiqFWKhU6U16pVJDP5+Hz+TA3Nwej0Si4WJCuC3em/EqgUCggk8mOhK2mUqkgkUjQarXoeCqZ/SULT+/mfwP9yGazSKVSsNlsaDQaMBgMkEgkEIvF9D5y16hKpYLV1VW0Wi3ceeedA//uxYsXr5iZwsVhUHtJQasXxO1xc3MTDocDrVaLslYA0MMvcKP7OwihUAjlchnlchm33norIpHIrkWCUCiEVquFQCCA2267DUqlsm/MBegWSFUq1VUVxoGuHlMmkzkS212n04lms0ld+sbHxxEMBgX1FW+MbgqDZVm0223K7CXjvUC3eVYoFPp0MvP5PFZXVzE2Ntan5URwEIVxgvHx8QNnFQxqTioUCuh0OkSjUchkMuoORf77N4pNe2NnZ4fm5ZOTkyiXy4JFJIJMJoN4PI5AILBrXn41jHEupqenD23krhcLCwtoNpsIBAKYmZmhhQKSl1cqFSgUCgDdQvpBF8RGAeSeeL1enDlzRtAljKuTWa1Wkcvl4PV64fF4BjrUkcL4XmL3e0Eul0OpVB540VBojVIqlZDJZGi1WiiXy9RUKh6P08IncS+/gcHIZDJIpVKwWq3odDrQ6XSQSqV9UjYE1WoVq6uraDQauPvuuwf+3astjBMsLCwcOHtcaFoK6LKeyCgqMXVoNpu04cLVCB1UmDssHLusrd1uQyQS0VGnra0tmuQIJQeRSIQnpDqIVhmNRqHRaATHEK4Eh0HtFfp+5PsQe22DwQCGYZBOp8GyLFKpFF2AbTbbkY3YDBPC4TAikQisViuUSiUsFsvADme1WsWLL75IqZZEKJqr+QR0E3BSDDwIHCW1d3FxkdJKx8bG0Gg0oNVqaTxzCwU30I9MJgOJREK1eOLxOJxOJ29z447WbW5uolgsYnFxcdf156AK4wDoHPpBFnmkUqmgG5Rer0e1WqUHutnZWaysrAhu9OTQewN8lMtlJBIJOtox6OAPdNcicviXSqV0ZLjVavH2P6LddrWFcYLDGrkTgk6ng8lkwubmJpRKJY2xTCbD0yK6AWF4vV7KOrz77rvRbDap4YrVakUymaRsgk6ng6eeegp6vR4Oh0NwbIXgoArjQHeUpFqtCo4mXykGic1PTEygXC4jm81SLZmtrS3KMifj5QB4zYMb6ILcH5Jvbmxs7KoXF41GEY1GsbS0RA9/QH+Oe1CFcYLp6ekjaQqLRCKIRCKYzWbEYjFoNBrI5XKkUimwLIt4PE5Zvmaz+QYrUwDEactkMkGv18NkMlF5h95CQa1Ww3PPPYfFxUXK4AS6hSluTtXpdK5KSqUXExMTB65HN2jvWlpaQjabRSAQwMTEBOr1OlQqFc3LG40GLWbeQD9yuRykUilisRg8Hg+dYhGJRDSWSFMU6ObbxWIRS0tLvBjq/fe5WsY4F2KxmBpeHBTEYvHAXJuYhDAMg9nZWWxubgq+VqlUHqmb67ErPG1tbSGXy6Fer2N+fp4370vQbrfRaDSwurqKZrOJpaWlPmFfLgqFAmq12kAnlysBSeKOopMxMTGBTCaDdDpNBaLFYjEtVJCDKqmY38AlELca0j0nM+IERqORJgU+n48e+nQ6Ha8Ak8lkeIWng0zACQ6a2jvogKbValEsFqkr2eLiIs6fP3/jMLdPJBIJbG5u0kMbKT5yN7hwOAytVouVlRU0Gg3cdttt2N7eHliojEaj0Gq1B1YYB47WTcNut0MikcDv91O3sWQySQ+VZA2Xy+UHetAcBcTjcYjFYhQKBTgcDrAsK2jDzXWDmp6ehlgsHpgMkcJ4r8j41YBhmIGjpFeKQbFpNBqRTqchl8thMpmg0WiQTCaRTqf7xqRvoB/NZhOxWAx2u50yBAi4+VQikcD6+jrsdjump6dptxjgF2OAbqI+Ozt7oCyzubm5A3WQIkU1IahUKjidTmxsbMBsNqNcLtO1qFKp0BGLo+7+DgO2traQz+ep26bVau3Ly1mWRaPRwMrKCprNJhYWFui4nRBIYfwg83K1Wk0NUw4Kg9ao8fFxpNNp5HI5TE5O0lFov9+PdrtNmwCDDobXMxqNBqRSKXUYi8fjvAYJ9zn2+/0Ih8OYmpqCwWDg3VvuKB7QzcuvRkpFCHNzcwfqxDmIfaNSqVCv16kT2cLCAi5evMh73w0MRjwex+bmJqxWKyQSCdXH5GrVhkIh6HQ6rKysoFar7ZmXx+NxqNXqA8037HY7EonEga4JQmuUSCSiz0YwGIROp4NWq0UqleorMhHDhKPCsSo8kYNyMpmE0WhEPp/nFZPIg/fiiy+CZVksLS2h0WjAYrH0WSSSf4h2u03psAeNw3TT4IJhGEilUkxPTyMSidDZVaEK5Y3iAR9+vx+hUAgqlQoqlapvRpe4aJAFa3Jyko4JcTc04FL8EVeWg94IDpraazabBW1XGYbB1NQUMpkMstksHavL5XJ9i+GN7i8fxWIRSqWSCmYTHTaA7yq5vb2NcrmM5eVlyGQyiMVinnAkwNfpqdVqffF2EDgKlgoR8CVjp2KxmI799hox3LAC7kcul8Pm5iYMBgOkUmlfsUgkEiEej9N1h2VZ2Gw2WggQwmEUxgHQvfaw1wSFQgGtVguFQkE7wKSISvKDGxBGMBikVu8qlYp3sCd7Vrvdpi6tS0tLVOOBW8iMxWL0MBiLxaDVag9FY2RiYgLBYPBA/tZue7LT6UQ8HodcLqcNzWKxiGQySRtTQHcfPsru73EHy7LodDpIJBLQ6/UoFouCrLiXXnoJzWYTy8vLqNfrsNvtAxvCRPrgIAvjBNPT04diANQLhmEgk8ngcrkQDAZx4sQJ2mi6gd3h9XoRi8WgUqmgVCr7CuNarZY2+MxmM6anpynjjht7nU6H5lSHURgHug19tVp9YKw1m82GRCIh+DtS/CfrkUgkQjabRafT4Z3tpFLpjQYeB+VyGXK5HMViEQqFAiKRiGo8cxvC29vb1EmaMPTb7bZgA69UKqFSqRxoYZxgaWnp0PNycjYpl8t01I6s3737rdVqPVJW5rEqPG1tbdHqZKvV6tPhIcKGcrmcJtWkyzLIkeRq3Hz2g4Ok9g5KmliWxezsLILBIKRSKXQ6HYrFIprN5o1C0y5otVq8sUSbzdYXJ16vF7lcjjogECeMQfPU0WgUBoNBkJFwEDhIai+XzdUL4hjldrupVkOxWMS5c+d44npkxPMGugiHw/D5fPTgwrX9Jbbdm5ubGBsbw8TEBK+Yzt3AiKBmq9VCMBg8lMI4cDjU3l6QETyXy4VisYhsNgu3202T/2azSTd2hUJxI2HiIJ1OQyaToVwug2XZPl2KTqeDXC6H9fV13H777ZBIJNSavLeQSXBYhXECIqZ/EBCLxYK6UTqdDmKxGJlMBg6HA0qlkj5HlUrlhrbTLqhUKtjc3IRarYZer+9jnEQiEfh8PurSmsvloNPpEAwGeYWAcrkMtVqNQqGAarV6KIVxoDuqW6/XD1WfkuRJer2eahouLy/D5/Mhm83yWBSDRoqvV+zs7EAkEqHdbqPT6fSN2NXrdVrEPHPmDABQPZFB0hcHpZkyCDMzM9jZ2TmQv7XbOup2uxEIBCCXy6nI743Y2R2kCECElm02G5UlINjZ2UEmk6EurV6vF5OTk8hkMoLaToQxflji2+Pj44hEIgdy3tJqtYKMPJZlaYPS4/GgUCjAYDCgVCrhwoULPDa8xWI5UObxsCMYDCIYDMJms4FlWV4+LRKJkMlksLm5CafTSV1aiVQNd18jtYR2u00dOw8DIpEIFotlYAHyciG0RslkMjSbTUxPT1NX96mpKYTD4T7WHdH9PSocq+yt3W7TTc7j8fCqkD6fD4lEAouLi3TOtVarQS6XU2V6AjIjvLGxAY/Hc6gUxYOk9u62qDEMA4VCAYfDgWq1CpPJhFgsRjUvuK+7gS62t7fRaDQgl8vBMAzPFjqfz9MCgdls5tm9E3cfLhiGoVTzQSOdB4WDovbuFQvz8/Pwer2QSqVwu93Y2dlBOp3mFZ6Oevb3OKNardJNLJPJ4Oabb6a/I64X1WoVc3NzNJEKBoNwuVwolUq8+xqLxeB0Og89AQcuUXsPq0hNNjiVSoVqtYr5+Xm0222USiUUi8U+sfoba9QlJJNJBINBqkXALXbH43Hs7OzgpptuQrPZ5K07RFeMC4ZhEIlEDrUwTv47Doejz2b8SuBwOAQTaIVCgUqlAqfTiWq1ilKphFOnTiEcDvcVwoXcFq9XxGIxSCQSqp3EHTtpNBrY2NiAUqnkFSYTiQQtinOfTYZhqID9YSXgBB6P50BH7gaBGCQ4nU7I5XIkk8m+dfEGK5OPZrOJ7e1tSKVSTE1N8YpJfr8f8XgcJ0+epHseObwFAoE+RhPDMNjc3KROg4cFlUoFsVjMsw8/DJCxaIvFglqtRt21D7PRM+zY2tpCu92GTCYDwzDU9ADosr+JGDK3UdzpdNBqtfoKVAzDHCpjnIv5+fkDHbkbhLm5OXi9XigUCrhcLni9XqRSKV5ucENW5RLq9TrVhU6n07j11lvp71iWpSwnbl5OHDnz+TzvvhJdqKPIy202G1Kp1KGN4UqlUrRaLXqGm5ubQ7vdRrVaRTabRaFQuCrXx6vBsSk8+Xw+iMViNBoNsCxLR6JKpRJWVlboGJTT6aSCueRQxzAMbxNLJpNoNpu8gsJh4qDcNCQSiSBNVywW08ql3++H3W7H+Pg4fD5fn1DvDQZUF4RpsrOzg06nw3PLIGLP8/PzUCgU9BBHCpa9hUygm0yROfPDxkFSewfFA5ctMTk5CYlEgkQigXa7LajdcAPdJLter0OhUECtVlO3lVQqRW1wSceF3MN6vQ6WZftEIYkI5vz8/JEUYpaWlrC6unoof5vLEJiZmUEgEIBKpcLS0hJ8Ph82Nzd57kc34qmLQqFAC5mhUAhvfOMbAXSZmisrKxCLxZibm+Oxe8joSqlU6nOUKhQKfQWqw4LZbEY+n7/q7v4gbQHCfDYYDMjn85ibm+PpGnJBDns30G2oRKNRKtZLYicUCsHv91OXVu46T/Y8oZGCw2aMc+FyuQ51RIqsO8RqmmEY6PV6rK2t8YopN9yBLyEQCEAsFqNer6PdbmNpaQlAlw23srICs9mMqakpOJ1O2r33+/00f+LubblcDtVqFUaj8VAL4wRTU1MIBAJX/XcUCoVg842MZJL/jsPhwMTEBLa3tw9UY2qUQMY2t7e3wTAMT/pic3OTrvXEpZWwxhmGQSgU6svLD5sxzoVUKoVWqz3UojTJy8ViMcbGxiCVSpFKpWhxhYCcCW+gWzsgwuvEiATossnX1tbgdrvp3kb2ANJE7i1kNptN+P3+QyesEByUFIZQTi2TyWg9wePxwOfzQa1WY3l5GX6/H+vr69dMsuDYFJ5qtRpNHkkFfHt7G+l0GsvLy5RC2StOGwwG+zq/wWAQarV6oKjhYWB2dvaqqb2D7Mp1Oh11alGr1ZDL5TAajYjFYpTRQyCVSm8kTejGDpmLlsvlmJmZQSaTwcrKCqampuiGRiASieDz+Qa6Se3s7NCk6yhwkNTe3UC6OE6nEzMzM9ja2uJ164jW2vWOVquFdrsNr9cLkUiEubk5dDodrK6uot1uY3l5GVKpFJ1OB0qlkmc6QBgtXESjUZjN5iNzKSEOPAdF7eWCMJ6A7vrcaDSoEKjX6+XpMAA3Ck8E0WgUjUYDrVaLastFIhFsb29jaWkJFoul715ls1mqBcdFtVpFKpU6ksI4wcLCwpF0gCcmJhCNRmG1WsGyLHK5HG88TyKR3EjC0U202+02MpkMqtUqbrnlFlSrVVy8eBFarZZ3yIvH4xgfH0e1WoVCoaBjdVx4vd4jK4wD3Tyn1WodOsPWZrMhmUxifn4eTqcTr776ah9j7sYa1UW1WqUMQ8IY39nZQSqVwvLyMjXZkUgkvM59KBTqc9P0er3QarVHUhgnmJ2dxfb29lX9jUHsTp1OR/U4tVotxGIx9Ho9kslkn24M0YW83rGzswOWZen98Xg8yGazWFlZgcvl4k0lkNGzQCBAz4S9a9HW1tahM1O4GBsbO5K83O12Y3t7G2NjYzSGuWdDorV4vaPdbg/My1utFpaWlmheTvSNCPx+PyYmJnh/jzjHHwVhBejm5QdlZtEbk4TxBFzK0ScnJ6HX6+H3+3cdhT5sHIvCUzgcxsVYGV9bSaEoM1M3qPHxcV4izV10SMeuVqvxDm+NRgPJZJJH3zwKHAS1Vy6XCybQXAvyyclJhEIhzM/PQ61W49sXfPjmVgFnA91F6Eb3t4sLkSIeOxfFZqarPbO2toZ6vU5F5YTQarUQDocxPj7Ou76+vo6ZmZkjHxE6CGrvoM/M7XZLpVJoNBrMzc3hlWCOF083Ck9d/PNzF/Gkt4y1ZI1uTBsbG1hYWKDdFCIuTv43Ho/TwzIX2WwWLMseaWEcABV7vRpqr0aj6UuguRsccGlsxuPxIBQKIdlR44svh2hM3Ri16x7oLkSK+IcXfChITdRpRalUYmFhYdd7FAqF+potTz/9NF73utcd9sfmgWEYOJ1ORCKRq/47u10nmhhTU1NYWlrC06sh/MOLfhpPwI1CAQA8vRrCE9tFnA8XMD09jUQigUgkghMnTtAuMLmnpGEVCoVgMBj6ik7k+lHbd5OR74NGLyvearUik8l0O87JGp6Ps7x4uoFuYTz8xHOI/OWjkO/EaV7udDoHFrgJk6xSqfBYTc1mE/F4/EgL4wCoAUjvZMDloLeoxv3bhK1JtDkXFhZgMBjwzbNbeHwzT2PqsJo+w4bQN5/B1h//LUrf7zaA19bWqNgzaaD37geNRkNwtPxa5eUHqXHIBXeNIsL1KpUKbrcbhRdeReozj2H9sccBdPOwo3QhO6743qc+h9Bf/ANyz52n+9j6+npfXt7pdGiDKplMCha/c7kcWq3WkRbGge5eRJpGVwqTydRXiCSTCCQ3mp+fx+bmJjweT7dGsBbAi7/9hzSmgKPLo65NuasHf/CkF1+4mAcgA3x5vLckw+8+fEff61iWRbFYhEqlgtfrhclkQrPZ5B2E1tbWeA4JR4mpqamrdhMS+ofn2kEC3U5LpVJBwHQLvrhaBL7hA+DDh++Zxbs80ut+9vfX/v45fO5c+gc/KbFV28affOiBgdbjBEL6TsFgECqVaqB4/WGCS+0VElQ8KLjdbqyvr+MbcSUeZ24CVlr41Moz+PA9s/j4W46O5XVc8ftfX8WfPUVGfNTYrKXwCY+HN74JXLLJLZVK0Gg0yOfzkEqlmJmZoS4SJInqZUAdFQi190q7hDabDV6vlyd0KZVKqSGERCKhibrBYEDUdge+vKEENs4BAD58zyzu0atQLBYP1KJ22PAbX3wZ//BqDgADbFbx7kIG//N9r9/1PWTv6y38ra+vY3x8/Mi6dFyYTCasr6+j2Wwe6ho5NTUFv9+PF+pOfLnCAheb+NTF7hr1gdutBzJSM8z4rS+/gr96nphSGOH/jh//52fu5T2nwKX8wmAwUNONaDSK+fl5ygwhhfFrRcMnI3dXWqQg+RL3QNr7s9lsxtraGr7sZfFd5Wvw3Rt7Xh/WPvQxvOGfPkt//s533od7H/tbwddWq1XIZDL4fD6YTCbUajXewZiMvFwLuFyuQ3H57C14GAwGFItF+A034dFQDngyDDwZxofvmcW756SHpuUyLPjOO34a937l0/Tnf3nhLN70tc/1sS56z0Asy6JarfL2t1AoBI1Gc03uqUQigV6vRzqdPtDmYe8aNTs7222Yf+JP8Z8f/VT34p/9Tzz77p/DXV/4iwP77w4rnn34A7iH3BcAX3/hLNyfe6RvMoUUntLpNC3QyOVyTE1N0dH9ZrOJaDTaRzo4KiwtLV3VWLvJZML29jbvnCgSiSCXy1Gr1aBUKqlwvVarxetf3MA7nvoqfe2z7/456P7jzw801TpoXHPG07fO7fyg6HQJn305ObD7FIvFYLVa0el0kEqleLoEq6urRzoOJYSDoPbuhbGxMTx53tstOnHwyFM7WEte32N2ZwNZTtGpi38JdHA+3N/x4i7ypMDEFUHOZDJgGAbNZvPQhQsHYWxsDNFo9FAr0QzDYCffwZ8/7eNdf+Spneu+C3w2kMWfPcXvwD8eAgLl/qWTa9tK0Gw2KcOOZVmsra31FayOElfrpkHYXL3XSKGNYG5uDl995gKeL/LFCx95agdJVnNdd3+/7039oOh0CY+uFASfNYZhKLs3Go2iVqvxBHuJk0uvGcJR4ihEV1UqFc4GsvjrF/jsqkee2kGgLKIjL9cjzgaynKJTF4+HgM3M4PFDnU6HdDrd5w5Yr9cRj8f7RhCOElqtFu12+4o7+haLZV/izsmOGo/0rO1kz+tt9l1veOmzX8J9nKITANz7lU/zuuMExNTAbrej1WohmUzyGiuEgXAtnSjdbvehi9c7nU58+4Kvb21/5KkdrCaq13U8rT/2OK/oBABvfvxRbP/zkwPfIxKJEAqFoFQqeXqGpDDeaDT6WFBHBSKLctj/ptlnz+FuTnEFAO569FOCz+H1hPXHHsddPfflLd/8R6S/d7bvtdyclZz5eielSF5+rdj4DMPAbrdf8bTSoM/NHQcGurna9/7ic7yiE9CNqdorG0in0zgKXPPC00owJXjdmyoLXicglF6ge6Dz+/1wOp3XhJnCxUFQe/eDbFt4XCxWYa9rh5+XNoOC1wfFE8uyMJlMCIVCKJfLtJBZq9WQSqWoFtS1TJoWFhaumNpLbJD3Qk2qE7zuTZWv69GoQXEjdJ1beCoUCjzWAMuyx6IwDhyOm4ZGo+GteSKRCOGC8ME3Umhe10n4cyteweuDYo3opRCXMbLHkcL4tWKmEDAMg7GxMYTD4b1ffBWoyw2C133p63vkYD0i3BzYLYciYr0sy9JCZqfToQn4QXfzLxezs7PweoWfk72g1+v3lX8la8L7mjdV7kvYrzdkXj4veL1wfkXwOjdH6m3o2Wy2gfIGRwWFQgG5XH7osgG5AXl5qiG+rkejYs99X/D6oHgCuiNIXq+XupsClwrjk5OTaLfb10yjBri6kbv96hJKQsKFiN3u2/WAQd9f6Do3Ly8Wi9S0hIAUxq/1OYfodl3NyF0vevVmGYZBc1N4lL2xsXNk9+CaFp6y2SwM4n4XNwCYsagFrwPd2fNWq0Wpu5lMBhKJhBdM1xIul4uO1lwu9vsPf9OscKX/zIyDuv5djzCKhRdzoXhiWRaxWAxzc3PUYYpgY2MD8/Pz9HXXElxq7+XCbrfvS7hu0PM2Y1FTh8DrEfKmcKIqdL+4GxwpClitVgBAJBKhLiXXUtSPYGlp6UDcNAiE2F6vOSk8WjGuu7bNgWuJTqcDPSPMSh20RpF4yWQytBjQaDRoYZy87lrCaDSiXC4LurIeFOYdwta/ZI26XqFoChdZdsuhgEvOr2Qt2t7epiO4uVzumudTU1NTB+IWDHTXJ1K4Jdhtz7vS/XYUkM/n0Rp3CP5Od7p/RJs8e9FoFPV6nebl+XweIpGI13y5liD6qIeJMwPy8tPT9kN1QzvuaLuEpQWE4gnourcS8wMuwWB9ff2aMsa5EIvFMBgMV3TecjqdgoL1vRh0f8j163V8szHW78AKCN8vIoEBgK7phGAQjUZpYVzI0fuocVAudwRC32f89XcJvlY2P3tka/Q1LTzFYjGcmdDjrTP8g8j/85px3Owa3MVtNBqQyWQQiUSoVqsoFArXbDZzEA6S2itE+77ZZcSPePjCnx+5dxZ3uG3XrcNPPB7HhLKFd5/gs3fec8o4MJ7K5TJqtRpKpRJNmI7aKWM/uFJqr1qtFuy0CcXTB183zbv2wddO4WaXEXq9/rp10HBIavjRRb5OyruXdTjp1PS9lvuctlotqimWSqVokgJcKkJdS5Ci2EG4aZC/1xtTt7iMePMUX1ftI/fO4syE/rplZW5vb+OWKRPetcxfo37qFtuue16z2US5XKZOdz6fjxbGjwuIeOXlQiaTCcaD0Br18Al+8ekj987uet9GHc1mE2YU8VDPGvWuJe3A+1IqlaBSqZDL5aiQqt/vh81m4zHGr3USThzTuB3bK4VUKoVKpeIxXm52GfHhe2Z5r/uJM2bc7DL2iZFfT4hGo5i4/25848Ef411/+kd/FgvvuH/g++r1OmQyGcRiMWq1GrLZ7LHLyz0ezxWtUYMgtEa9Y17Fu/aRe2dx67T5ui0SJJNJKG+ax7d++Cd51598+08NjCfCNiwUClSzl7i9Hic4HA7E4/HLzsuJ+y8XQjnUwjvuxzPv/jnete+96//Bwjvuh9ls3tdI8ShCdcsCnnjrT/Cufett78XMW+7tey238NRutynBgIyak8J4LBbrc+I8ajAMM9BF80rRG1OL77gf//rAw7xrzz78AXje9oYjY2Ves7Z7qVRCKpWCwWDAw3NS3OcxIllj4DIq4DFK+sTkuCgWi9Dr9WBZFpubm5ienqa/y+fzvHngawUutZc4yuwHQgvYoEXt3947BUv9GWjHPGikgviPD3Y7AddrwpRIJCCRSPBv7rbCVo9CM+bGmEaMe064eJasBGShz2az0Gq1EIlE8Pl8cDgc15yRIgQycndYHZ+fPq2DvsAi3ZTAKu/g/oWubozBYEA2mz1UgfPjCMJa/OAdNiyoa8i2pDg1Y8ddc06srKzg9OnTvGdNJBKhVqtRIcMHH3wQlUoF2WyWp0XH1X26lrBarVhdXYXFYtlTeH8vDFqjPvpGN8YefxZtpRkTehk++OYl1Gq161IMmmVZJJNJKBQKvP8mA+aVFbTVFoxpxLh12oxUKtXnqMIVSib3eHV19ZoJ9e6F8fFxhEKhy9IIcjqdCIfDvH18EH7+NQ7oCl6Yp5dQSwbw3pu7axJh3F3LkehrgZ2dHRiNRnz4NVJYai9BP+7BpFGBB26Zw8rKimADJRaLQSKRQKVSwWQyIZlMQiKRHIu8qRczMzMHIgwtlUqhVCr7Rgg//pYl2BpRbMUL0DE1vP3UNADhQ+D1gEqlgkQiAYPBAPmv/Rs88fY3g/UGIV9ww3bPbX1udcCle1Wr1aBSqcCyLDY2NjAzM0NfUy6X+953LSCXy6FUKg+V0fdLr5+EufIMDJPzqMR9+NgDCwCu77xcKpXC8Ue/g785tYTxZgeyuVnc9GM/DJ/PN3DdT6VS0Ol0EIlEgoXx4wLCUrnaotig9Wb2j34Hj55ZBuMPg50ax+kfexuAbmG+WCzycsvrAZFIBK1WC2P/89fxpdfdCWk4DuPNp3DmnQ9gZWUFZ86c4T1rpPDUbreRSCRw//33o1arIZ1O8wpN1Wr1WBTKifGF1Wo9tHOo+09+D5/6syWY8mVgZhIP/dq/Q6vVOnStToJrlqUFg0HI5XKYzWa0Wi2Y2AI+8pZb4TFKsLi4iM3Nzb5ZR3KgGxsbQ7VaFUxIkskkHW+51rgSai/XonU/OOXU4k4bcNKpuWJNhFFAJpNBoVCAUqlEs9nErdNm3O/R4XVLE2i325BKpQOF24jtfTKZhFwuP7ZuW2Sc9HJHAPbjlAh0O5Y3u4x4YE6PWb2I3q/rNQmPx+Not9uYmJjAhLKFu8ck+OE7TyCZTOLkyZN49dVXea8XiUSIRCJgWRZWqxUsy2Jrawtzc3PX6BvsjYOm9vai2WxiwSzHu29zQVVNoFwuQ6FQHOpI1nGFz+eDSqWCSqVCJpPBmQk9Hr7NhRMONZxOJ/L5PIrFYt/7Op0OQqEQXC4XfD4fJiYmeAlJrxvOtYTBYECtVrssRhsZP90v7vTY4ZFkcMKhpkxMUkC5ntDpdBCLxVCr1WA2m7FokePBBSPeftdJhEIhTE5ODmRdl8tlmmvkcrljkXAPwvT09FXnNmSUQsj8wW0Q4x6XAg/etoBz57rum/vVYBk1BAIBKJVKmEym7hq96MIb/vt/gfX1t2JhYQHb29t9eTnLskin07BYLGg2m1hdXe0reMbj8WvOJiCYmJi4bD06nU53WfpQZyb0uMXUwulxHY3d6zGHyuVyyGQyUKlUaDabGHvDnZj6+Z/AqR/7YTSbTSgUioHsDmJ7n0qlIJVKj2VhHOiO3B3U/iMWi/tcycvlMlwPvA72n3kImtuWD11L8biDTH6Mj49DefMC1O+6H6/9uZ9AMpnE6dOnceHChb73xONxdDodWqTb3Nw8doxxLq5E1/dy1pdWqwXVLYuY/YX3oTplRaFQgEQi6Yu9w8I1KTzV63VEIhGoVCpYrVbabecqu586darvYBePxyESieB0OuH1ejE1NSXYqT8uSThw+dReh8MhWCAR+k4sy9INsdfJ5Xqj9YZCITAMg4mJCeoC53K5YLFYkE6n4XQ6Ua/X+0bGSqUSWJaFWCxGoVCA0+nse4CPUzyR+LjaJEar1fbZsgNdUfWZmRmYTCZsbW2h3W5flwlTLBZDq9WCVqtFLpeDXC6njC+ZTIZWqwWPx8PbHIiGSCqVwvz8PJ577rkDt3A+aFypm8agYmYvEokEzpw5g1AoBIvFQgvx12NMEQ2U+fl5NBoNlMtlWK1WeDwebG1twe12IxgM9hVtQqEQxsfHkclkoFAooNPpePcvkUhcM9dNIZDvc7UYtO6KxWI4nU7Y7Xa88sorALojxUJFu1HG1tYWVCoVbDYbPdxJpVLK/tJqtTAajYJ6k+FwGBMTE9je3j7WhXGg+2/LMIzgfrVfkOJmb0zF43FYLBa4XC5kMhkolUpEIhFYrdbrTpOn0WggHA5DqVTC6XRS9iDJuSORCE6ePIkLFy7w1p90Og2WZeFwOBAIBGhhnPuaa23Q0ou5ubnL6u6TxmQvBq1RarWaru+ksCIWi6+7YmYwGIRYLMbY2Bgd65+YmIDRaEQ2m4XD4UCz2exrplarVTSbTUilUmSz2WsuTbAX7HY7EonEVZ+7DAZDnzECy7KoVCqYnZ2F0WiEz+c7sgLBcUMikUCtVoNOp0OpVIJMJqOjcgqFguZXq6urvPc1Gg3kcjksLS3hmWeeoYVx7hp1nM55DMPQNXe/ENJZJX+rF6RIF41GYTKZLuu/cxC4JjvB9vY2ZDIZxsfHKYWSbEpGoxH5fB4Mw2B5eRkrK5dU6uv1Oj0EKpVKykw5TgHTCy61dz8Qi8X7PpTl83kYDAacPn0aEomEFupMJtN1ZVdeLBaRyWRgNBqh0+moSByxGCed3ampKSSTSZ5mRDAYpGLwQuMrRLfgOOFyWSpCz4derx8Ykw6HA5lMBna7HT6f71g/X4eFQCCAVquFubk5VKtV5PN5ygqYnp6Gz+eDUqmE3W6nHU2GYdBut1Gv19Fut6FWq3lF9eMK4qax32TGbDbv61BWr9chEokglUqhVqsxNzcn2I26HkAO/3a7HdVqlTd2wo2N5eVlrK2t8VxYisUirFYrSqWSIGugWCweO5bmxMTEZRlsXO7zcfLkSVosJUyE4/yMHTRYlqWHOpfLhVgshk6ng6mpKQDd+x8KhWA2myEWi3n5AGESbG1t8ca2j/P9m56eht/vv+L3y2QyQZZlrVaDTCaDXC5Hs9mEzWZDKBSCWq1GtVq9mo88dNje3oZUKsXY2Bj8fj/vsE+cAhmGwcmTJ3Hx4kX6u1KphHw+D5VKBblcLshMOW6NBplMBrVavW/tyst5NkqlEtRqNW699Va0223anDpITcVhQLlcpnIqhAnLMAyVUCHFOZfLhWw2yyssBwIBTE1Nwe/3CxbGuRqaxwUHYdgyiFnXbrcxNjaGbDYLm80Gr9cLsVh8oA5ow4BAIIBOpwO3241yudyXl/v9figUCoyNjWFn55J7G9EK7M3LuThua5TJZEKxWNx3sXq/RlKtVgvNZhNyuRwajQYLCws4f17YxfSwcOSFp3a7jWAwCJPJBKPRSBfmm266ib6GzK5KpVK4XC5sbW3hbCCLb3nL8BZY2kkYFlwutfdyCk96vR7j4+NIJpMwmUwIh8MD2SyjCrLAuN1uJBKJPi2iqakpqikzPz+PnZ0dNJtNnAvl8W1/Fd/3pgZ2fSORCLVyPS4Qi8UwGo1X5V5IugODYDQaMTY2hosXL8JoNF5X1tKZTAblchlOpxMSiQSxWAwqlYp2VrguKwaDAWq1GpFIBGcDWXz11QSSHTXUajU0mn4B8uOKy7EGJppfeyEWi1HNoltuuQWhUAjFYhGtVuuyx6uGHX6/HyKRCNPT04hEItDpdLQwDlwqZgLAqVOnaIHuxZ0kXs5I8N2VIC0qDAP0+q6AfK0m7OC3X/TuhZ1Ohwo/S6VSarl9vY0Dk4PH5OQkWJZFvV6HXC6naxM51AHA2NgYHalbTVTxxZdD8BaBm2++me4hw3DvZmZmeIeJ3dA7sjJovWEYBrVaDUqlEtPT0zCbzTQJP86FuINGp9OB3++HyWSCyWRCq9XC1tYWj7FLDsUSiQQzMzPY2NjA+mOPI/u5f0bl5TVaIB8WjI+PIxwOH3jsk7FDi8WCXC4Hq9WKYDAIhUJx1evhMGF7exsMw8DtdtMCFBekOA50WbKBQACNRgOhbz6D3N9/DTtf+87AcahoNHrs8nKRSASLxXJVTX+xWNzHWuGuQ2azGZOTkzh37hxtGF4vyGazKBaLcDgckEqliMfjNAfggmVZ6PV6aLVahEIhrD/2OKJ/9Y9gV7tFqePWpNsN8/Pz+2ZmajSafRlxxGIxypC/7bbb4PP5UK1W0Wg0IJfLj2SNOvLC09raGsRiMWWXkEMdd1EiGwLQvZmfvlDEQ3/6DP5uR4Lff6mFf1gfPkeky6X27gWilUIWpbGxMZjNZqpRcL2gVqshFothbGwMMpkM+Xyeal5wwXU2OHnyJP7j3z2Df/8vUfxjWI2P/msMf/lyRpDx0W63j6XQ+JW6aewXZrMZCoUCyWQSBoPhsvQNhh2bm5uQSCRwu91oNptotVp9rLfZ2VnKdLLZbPiTp0N46E+fwT+lTPi1JzP467PDlRBcjpvGfg9kXBF1jUYDkUgEg8GA9fV1WCyWyx7vG1bEYjFUq1UqosqyLOLxOC9x5h5KRCIRFhcX8R8+81387osN/M0G8NF/jeGTLwwXi9Xj8WB7e/uK3y+USBG2DgC4XC44HA46bjcMxZODgtfrhcFggNVqRSAQgMPh6HsuyTgL0C1s/t4/X8QvfTWAL4RU+Oi/RPHXZ7NUT5KrE1YsFo9l0VylUkEsFu9rpLJXsmDQGALphGu1WkxOTiKRSECtVl93Y3br6+uQSCSYne26/MXjcYjFYt4I79jYGN0f1Go1Er/6e1h45wN496f+Dx76T7+MxMd//5p89qvBwsLCgebl9XodEomEPkvj4+PXZV7eaDRo01YulyObzaLdbvc1hbnP5fLyMr770PvxQx/5Gbz3M/8f3vAL70f0Y78j2CCt1+tQKBR91681bDYbUqnUgUqdcPc1o9EIiUSCXC7Hay5cD9jc3KS1AzJZ0GtAxs05rFYrtn/hP2HhnQ/gfX/3CB785Q/B+0v/5Vp89CsGwzAYGxs7UF2vWq1Gm54KhQIKhQJGoxFra2tHlpcfaeGJZVl4vV5MTExAoVDQsTmZTNaXNBEa4dlAFn/zAn/+8JGndrCaqPL+7nHH5VJ790IikeA5ICmVSlitVipufL1gdXUVUqmUMpa4iSQX3AXplWAOX1rjM8L+/lwaT7xy5Yeka4H9UnulUum+xJyr1SpdkGw2GxiGgUwmo0yM6wGFQgGpVIoWxn0+H4xGY58jj1QqpYXKs4EsPnuWr/8waI06zs5bZrMZ+Xz+0JhIdrsdbrcbL7zwAmQy2WUJUA8zNjY2oNfr6ZhcPB6HVquFWq3mvY6rI7ISr+DRi3yth89fyOJsYLgKmpOTk1fsYGgwGPqYlsQ5C+gmZWq1mtLGrxeWbyAQQK1WozbjjUYDiUSiTyDcZrPReDobyOIfXs3xfs9do7iFp0QicWydkrjs5d2gVCr33bmtVCpQq7ssVbvdDoPBQNeo62HcjmVZ7OzsYGxsDCqVCqVSCWKxGHK5vG+vIgK06489jtd9+W94v7vr0U8h+uTzR/nRrxpSqRRarfbACo1EM4xAqVTCbDYfapPwOGJlZQUSiYQylliWRbFY7BvDdLvdNC9ff+xxvPFrn+P9/t6vfBrf/8yXjuZDHxD2K4WxXyOpRqNBG3ikWSWTya6qqTNsKJVKSCQSmJ2dBcMw8Pl8tDnOhUQioeOH6489jnu/8mne7wetUcf52TQajSiXy4dmyGO1WjE7O4uXXnrpyATGj/QEtLq6CoZhsLDQtRdNJpNoNpuCSQ4RKN1JCVd0Q/nhc0UaHx/fV2FokJA4F+12u29OdWZmBtVq9bqhX7ZaLfh8PszNzVFG0yD3FO489LkdYVbHTrJ7cOm14jyuEIlE+3LTcDqdgkyW3phKJpO0w6nT6SAWi3H69Gk8/fTTB/ehjzkuXrwIg8HA07dIpVKC4s1ElHsrXuj7HSC8RsVisWN7qAOurgMstK6R0SgCu92OfD5/rDf6g0Q6nUYul6N7Xjweh1KpRL1e72Nlms1mKrL6/XXhw/V6pLu2D8sapdPp0Gw2r+gAr1AoeO+rVCq8RNNms0GpVMJms2F9ff262fdWV1cxMTFBWUksy6LT6Qgyc0mBdzUk7IRK1qheIejjHFOzs7NXfOgSWne4wtcikQhutxt+vx8Wi+W60OTZ2NgAy7JU74vkCtwCCoHb7cbW1hYK51f6fgcAjfVL/y7DskaNjY1dccOWZVne+8i4Chezs7Oo1WpIJpPXxb7Xbrexs7OD+fl5OgI9yG2cy3hKvPCy4N+rrR6NxftBQSQS7UvPq5eVSc4wQnk5uXdqtRpSqRRnzpzB9773vYP/8McUFy9ehF6vx8TEBIBuXplMJgXPek6nE+FwGLlXXu37HSC8RqVSqWM9Jjw3N3dZJmVc7GfNsdvtKBQKR2ZKdqSFp7W1NZw4cYK3CZH5+l4wDINAIABRSfhQPaHvF3yuVCqCf+s4YT8zm0KBshdDwGw2o1wu4zWveQ2+/N1X8PXV9NB1xy8X58+fh8FgwOTkJICujgpxOZBKpX2vVyqVePLJJzFtVvX9DhCOqeMOu92OZDK564Ihk8l4LBbu2CEXQs4zMzMzSCaTCFUl+Pvnd0Y6pqrVKoLBIM8KerdFW6PR4OzZs1A0hQtPg9aoXqbLccKVuGnsht7va7fb4XA48NVnL+DxzfxIxxMAvPrqq3A6ndDr9QC6jLp8Pg+n0ym4RhWLRbz88ss44RJOgrQYPgaG2+3eU5uH6Druhng8zivW6XQ6FItF3HLLLXjyvBfPRFojH0+RSATFYhEnT54EcMmtZ5Crod1uxxNPPAGTTFiElqxRx73YxIVSqYRUKu1zf7oS5HK5Pu2Zubk55PN5vBotXRd51MrKCpaXl3l7f6VSERy3ZBgGwWAQZatR8G/JFtx9e2aj0RBc644TLkfjkIu9dFVsNhuy2SzuvvtunP3cV7D9J5/G+mOPX81HPfY4d+4c9Ho9XC4XgC5DUyKRwGq1CrK91Wo1vvWtb0G1JKznJFvoN/057rBarUin07uKf/fqOfXm6QREE5OL2dlZpFIpNM5t4Zlf/x8jHVP1eh2BQICXl+8GjUaDc+fOoe4UzqGE4qlQKNAc7TiCYRiMj49TTbSrRW+B3Gq1YnJyEi/87aPw/9nnDj2ejqzwtL6+DplMRnUugMGHOr/fj7W1Ndx+++24ZcqEhxb5G+BH7p3FbTOWPmp9LBYTrIAeJxBq717d2d57Q9z+uOAmiiaTCZlMBt9IqPB3qXH8r2dSeOhPn8Envs63lRwVsCyLtbU1nD59ml5rtVr08MKtXufzeayurkIul2NsbAwLFjl+xMOnaH7k3lks2fqLlsPQobpclzuywXHjp1AoCBZEdDodvt+cwG98r4SPf3l1pGPq5ZdfhsvloiLi2WwWhUKBdlkIWJbFxsYGtre3cfr0adx7cgo/PMsvMg2Kp2GAyWRCqVS67JG73oNrq9VCo9GgY69msxmpVAorsnn80ZoC/+2p2EjHU6FQQDgc5hlnAMIF3ng8jtXVVczNzUGtVsMqKuNdS/xx4Y/cO4sFC7+b3ttxP65wuVy7upLZbDZBUVZuTA3S2/vsqyV8JuHEX1xsjnQ8Ad016tSpU5Tt7Pf7UavV+kR4G40GVldXEY/H4fF48NqFMbxlis+Q5q5Rw1R4AkCdaC8Xvd+RGLT0viZquwMfezwx8mvU9vY2RCIR1XYCBq8pgUAAq6uruP322zH95nvwxFt/gvf7Zx/+AJZ/9M19ue1xFILuhUQigV6vp4zTQRDKy3czXiHF8erv/jH+zR99Am/+w9/GwjsfwLMPf+AgPvaxA8mNzpw5Q681Gg0UCgVIpVJe46BQKGBtbQ0SiQQTExMYf9NdePzN7+H9vWcf/gCc9915ZJ//ILG0tHRZxUxigMBdo6rVqqCrtlarxfw/PY23fPTDuPt3/uNIx9TZs2ephjHQjZtCodA3OUBib3NzEzfddBNOPfzD+MaDP8Z7zaB4GoYcymAwoFqtXrZERe+e1+l0eHI0ZHLD+umv4Kd+9z/jjf/z/z30eDoy1eSXX34Zb3zjG+nPoVAI2WwWy8vLdBafuB5NTU1RHYezZ8/ifaf0eN99p/H8xR2M66T4kdcuodPpwOfz8boynU7n2FlsCoG4hRkMBsFkj2xm5AAMdKu4iUSC19nsTRbXkjV88mn+iMYjT+3gwRMO3OwS7lANK86ePQun09k3rgJ0F2ulUolyuYxAIACdToelpSUA3cPL9vY2fvm+GTywXEEgW8NdJ9242WXE1tbWUX+NAwHXTWNQ55sLIYcf4orIBcuyOBvI4tk8v/A7ijHVarWwubmJH//xH6fXUqkUstksbr31Vuzs7FAtjGazibm5ObrWfO1rX8Mvvm4G73+jBc9d3MHSpAVvuqmrXTBsBzqCubk5rK6u7rvLJIREIgGr1UpZqCaTCV995gL+9kX+2OcoxhMAvPDCCzhx4gTtVnJp9OR/0+k0fW7JGrW5uQmRSIRf/5HTuG8utOsaJcTYOI7QarVIJpOoVCp9emlAdw27kuRvJV7BI0/xCxCjGk/JZBLFYpGObRJwhXbb7TY2NzchlUqxuLgIhmHQarXw+OOP41fe4MZbU3WE8g3cuTyDW6ZMdGRtGNcpog9D9PiuFNzvbbFY8O0LPnxpnc9iGdWY+v73v497772X/hyLxVAoFODxeChbIxwOo1AowOVyURbLK6+8AsN//SjWPvh+hL/3PKRzM7jnQz8FlmWxvb3NyyWazeaxZzwB3RGdixcvwmQyCT4LRDONm2MJOdX1PkuRbz2He/7xL3mvuevRT2H9sfdg4R33H/C3uLY4f/48dfTrRaFQgNvtRqVSQSAQgEajoeOdQHffm/3j38V3v/V21Ne3Mfn6u3DXO+4f2rycYRjYbDbE4/F9ySsIabHG4/G+ETCGYbD+2OP4ke88xrs+ijHVbrextraG97znUkEyHo8jm83iDW94A2VSb29vo9FoYG5ujjanvva1r2H6f/8G1jY/gMC3n4buzAnc9f4fw87OjqBUzTBgbm4OFy9e5LmN7ge9Go5Go5HWTrRaLc5+7jHcI6DZd1jxdCSMp+3tbahUKt6CXa1WUSgUMD4+jmQyibW1NVogIIlpvV6HSqVCo9HALS4j7p/T0w7dlSaqxwW7aakQ9hIXvRthsViEWq3mPTyDdK+8A3Syhhnnz5/HnXdeqlxXq1WwLAu5XN7VtFhdRSqVwtLSEk90NZ/Po1AoYGZmBks2Jd68aMJJp7CDT6vVGprF6XLcNIQ2OCEWhsFgwKsBYSetUYupZ555BouLi4JOKQzDIBQKYW1tDZOTk1hcXKRxkUql6Nz9SacGP3rLBKbU3X8Di8VC7cqHDXu5aYhEoj4aeW9cEVc77tp1vaxRlUoFoVCIx8j0+/1IpVK49dZbUSgUsLq6ilarhaWlJV4BXS6XUzfJJZsSb/LoBh540+m0YPH9OILrBHlQCBWEWXmjFk8A8J3vfAeve93rBH+Xy+WQTCaxvb2NhYUFuN1u+twFg0FIJBLY7XYs2ZT4wJtOw8Tyx9SGsfCkUCggl8uv2HGV5FBcGI3GgXpYoxZTXq8XMpmMNyVQLBaRy+UwMzODVCqF1dVVaDQaLC0t0XvVaDSgUqlQr9ex+M4HMP3hn4Tjh+4AcLy1nPaD3UbudDrdnuOdQnIfjQ3hMeNBOlnDjFdeeQWvec1r6M/1eh0sy9LcYH19HclkEouLizwmeTqdRqlUwuzsLJz33Ym5X/oZTL/5HsH/xlHp0BwELBYLdfTbC0Kjdq1Wq4/lazabB+phjVpMPfvss1hYWOh7psh5JRwOU83DpaUleq8ymQzUajVEIhHm3vYGzP+7n4Xp7psA9GtrDRsmJiYGsn0lEknf2U6tVvNE7ImrHTeujnqNOpLC0/e+9z284Q1v6Luey+WwuroKmUyGxcXFPseDra0tjI+P82YRuRvbMBeeJBIJdDqdoJvGfjbvTCYDhULBY3wN0iiasRxfTZkrwdmzZzE5OcnrnIdCIUQiEajVasTjcSwtLWFqaor3vng8DpvNxlvgp6enB46AxGKxY08R52K/LneDZsl7YbVaoWeEaZ2jFFMsy2J1dZVXyGRZFu12mxbFzWYzlpaWeLRnlmWpmH2n06GFSvL86vX6Kz4UHQcYDAZUKhVBNw273d4nnmkwGOj3HbQ2Xy9r1BNPPIHXvva1vLW81WohlUohFouhWq1iaWmprxO6tbUFl8vFizOtVrur/tEwHfampqau2CVTqDiyPCFcdBu1eMpms6hWq1TPkFxrNpsolUr4/ve/j1tvvZUK+hJUKhWwLAuTyUSF2rmOnGKxGM1mcygLT0A3Cb9Sq2khli9w/axRTz/9NG8KgYDk5RKJBEtLS32jiCQv5zZphjF2hCAWi2EwGK64YZRMJqHX63m5qWx+VvC1utNXziY+jjh//jwcDgfvTBIIBBCLxaBUKhGNRrG4uDgwL1coFHSMiDtK25tLHGfXTSEsLCzsa+ROaBJBCEajEZieEPzdKMUUy7JYWVnh5eXkejKZxOrqKoxGI5aWlng1ApZlEY1GaYz05uUqlWqo3Ur1ej3q9bqga6vT6ewrqvW6Awut1Ue9Rh164cnr9UKr1fLs7ZPJJFZWVqBSqQQ3NqBbSBgfH0elUoHZbKaBYjQa95zDHhaQIBnktLIXSqUS777ePmvFz9wxxnvNR+6dHTl6+Isvvoj77ruP/tzpdLC9vQ2fz4ebb76Z0sG56HQ6yGQyqFQquOuuuyhFk+uqQUDuPXeEYRjAMMy+3DT2u8EBwJJNibd7+LoyoxZTTzzxBO68807egvzyyy9jfX0d8/PzmJqa4o29Eqyvr2NhYYE6txANmmHR3dkP5ubmBKnuvV0UgC8Qncvl+hoJALBoVeBnbucXc0ctnprNJuLxOObm5ui1arWKra0tFItFwYIT0B1FkMvliMfjuOOOO2jiLeRKSeJr2A58Go0GLMvuKsg7COl0um+U+IdOTeM9p/ixM2rxBHTHBt761rfyrr3yyit45ZVXcO+992JmZkZQC8Tr9cLhcMBms/GK4CR+uLHFMAxqtdpQ7XnAJae1XsjlcsHknECI5Qt016j3nOYXpEYtpvx+P1QqFW+NzmQyWFlZgUwmw9LSkuAIbyQSgdPpRKlUgtVqpc+x1Wrt02gb1jXK4XAgHo9f8R7O1U8BgOUffTO++86f4b3m2Yc/MFIjUQDw/PPP401vehP9udPpYGdnBzs7O7jjjjv6Ck7kNel0GvV6HXfccQdtApOcSgi9557jDoZhqI7ObhCaRBj07Dh+6A5BPaxRiqlvf/vbuOWWW3hr9Llz57C+vg632w2PxyNYO9jc3OQ1YAhrTCgvH9Y1yuPxCDq7yuXyvhjiugOXSiVBAzbnfXfi6SNcow5N4+lsIAtvqozz3/sO/stHfgrAJbFVYi89aIyp0WigUqlAp9NBq9XC6XRifX0dYrEYZrMZm5ubvPGCYQsaLubn57G+vs6bdd4LxKK8V5nebrfjLuUrGLtVgkSNwU2zTrz97qXD+NjXBGcDWTzx4gWY7B46arm5uQmWZeFyuSCVSgfGArnHGxsblDLeuwj1OgcOY/HAarVidXUVFotl4PMltMHVajVaSeeiUqng4TkZPPIymkoj3nj7qZFJwMka9cpKEP/133YTpmQySQvbFosFi4uLgratmUwGOp0O4XAYLpeLit1PT09jfHwc4XCYRyXfLZE67iBuGr0i673gjj+n02nBYp1Wq8X9tjim71ZhK1bA/a85gx86NX0YH/vIQeLJe+F5vOfNbwbQLUIRG1zi6DcIoVAIS0tL2NjYgEajQSgU2lMbZRhjamZm5op0CsiBo7ew/nZXB/MqBbaTJdx90o233TU6e976Y48j/dI5NOplmN/bzXmCwSBKpRIsFgtarZbgaD7QLS64XC6EQiHMz88jGo3Sww8ZlSWJKmE8RaNRHqtqGCCXy6FQKPr0zpxOJ4LBIGZmZug1iURCNYcGPTssy+IBWwWn7zXggi+O97z1vpHZ89YfexyF8ys4l0/jZ37/1wF0x+tCoRDy+Tzm5+cHrjnEvEWn00Gj0WB8fBxra2uQSqUwGAzY2NgQ1JgcxjWKGLYQ3b39gBxsy+Uy7z5YLBZUP/KT+NIdN4Pxh2G57Sa87gM/eRgf+5pg/bHH4X3yu7A6ujkny7LY2tpCu92Gy+XisU16sba2hsXFRWxtbdH8ojdeVCrVFTUqjhPMZjPW1tZgsVj6RufI2ktc7rj3qtFoQKlU9o3qVatVSH/1w/iHu26DMp7G/ANvwF0jUnQia9RmNokP/e/fAdDNy1OpFJrNJmw2GxYWFpBKpfq0xHK5HDQaDd3HxGIx1tbW4HQ6MTU1hUAgIFgAHcY1anJyEoFAQJBowQU3nnqdgQlMJhNi//7n8NW7b0djfRuT99yNu3763Qf+mQkOpfD0ia+v4pGnyMygFeKvr+DhORmdFd/c3EQsFsMtt9yCZrPZ9yBubm5ieXmZVi4JhrU6uRu4bhp7FdPI90+lUoKHularhUKhgDvm5pDJZDA1pK5aQuDHFLBeeRbvv8mAubk5ZLNZBAKBgQlzIpGAxWJBPp+niens7CyefvppeDweqgvldDqvmLZ/nLC4uIiVlRXewY5s3kQXjCt0DIDO3feOwcRiMYyPj+OWHxQ6RyUB58eTDcyXzuLHFxWwWq1YXFzE5uYm0uk0NBoN4vF434hdJBLByZMnsbGxQRkClUoFEokEKpUKkUik7785THo8XOj1eiQSCdTrdV6hWwh7beASiQTRaBSvv/lmTCp9mFC2DvKjXjPw40mBurWAh4qrkEqlWFpawtbWFiQSiSDDAujqIM7MzMDn89GDstFopPa5o7TnAd0RZ6/XyysKCIEbTwzD9CXmQLcgNa2VYt5sgll/ZEa9h45nH/4A7nr0UwCAuwE8tb4D2yd+DRMTE5iYmMArr7wi6EQKdBsJzWaTN/bidDpx4cIFAJdGzImbGTn8DHIOPO6YmJighi0EEomk78BGxg56BXu5yGaz0Gg0uN1oBJvy4vR4P3NzGMGNp9sBfM8bgul3PsbLy1OpFJaXl9HpdPrWqvX19b68nMsYH6U1SiwWw2QyIZlM7horwKU1Kp/PQ6vV9jHpSF4+88DrkM/n4djjoDhMIDFF7A6+/cyLcPz3/wy3241isYjt7e2BDatkMgmz2cxjMLndbnznO9/B3NwcVCoVKpUKHA7HFY9nHycsLCz05eVEjoG7bvXm5a95zWv6NH0ikUi34fn6W9HpdLAgMDI7jOhdo572hmD+vV+FxWKha5TX66XjsL1SKOFwGCdOnMDGxgYdd63VapBIJIJsIKD73Aqx8487dDodkskkNdPaDSSmBhmwMQyDWCyGm975AILBIEyHvEYdeJZ2NpDlFQgA4FPPBFFV2ekCVK/X0Ww2oVarkU6neVVLQuXt1RzweDyUhilElxMqYA0Ldhu5E0KhUOAllATb29vQ6/VDRUPdD4Ri6vPnM6ipHZBIJLTKLZT4dDodpFIpSgUnIy4ymYzqXBCrb672xTBDiNorpMnDRafT6Xt+isUi5HI5EokEHA7HUHYFhCAUT3/zQgQ1tQMWi4WOSg1ip2xsbGBhYQHZbJaXMOj1emolLbRGDYsDmRAGjdxdLlKplCA9epghFE9//l0vqio7PB4PXZdSqZQgI6BUKkEikUCpVFJBdqD7zBL2HYktrVa7p8DtMECtVoNhGJRKJd713VgoQPdecfe+UCiEZrOJ8fFxWK1WJJPJw/vQR4j1xx6nCTjBPY/9LZj1IDQaDYLBIMRi8cBD8fb2NjweT19xTywWU80LblFmWDWeuJibmxto2ELAfX4KhULfWsSyLPR6PXK5HEQiES26DzuE4um1X/wriDZCtGHXarVQqVToWsNtbkajUcH9cLe8HOi6Ug0qth932O12JBKJfYtZp1IpQc2w7e1t6HQ66PX6kRrDF4qpH/rqZ8CsByGVSuleL3TQZVmW5uNcLVVusZiYm5BG6bCDYRg4nU5eU3IvAxpuPkBQLpcpI3psbGwkziyAcDy97st/A9FGCFarlWquDtrzNjc3MTc311dI4srzCD17+ykuH1e43W4qG7MfDNrjE4kEDAbDkU1mHPiOMMj5g1wvFArI5/O0CEVYGMClzoDJZMLOzg7txgHgLT42m40mA+QmRaNRjI3x9Y2GCYTaSyD0j88Nmt4AajQakEqldJNXKpV9Sf2wYq+YYlkWqVRKMDEiI3ZCCZDVakUsFuu7l8OegAOX3DS4IrK9mze3WykUb+FwmBaBNRoNGo3Gvtw5jjv2iiefzweLxSLYRSBFTqlU2met3Ot6s9czPGzYzU2DgHw/Ibta4tRGro9KAj4onnzpSxpY+XweYrEYOp2u73v7/X5MTU0hnU73HVzI+C+x8ibFlWGOI4JeYwez2UwTRJIAcYt2RqMRxWKR11gplUowGAxoNBqQSCQjk4QPcpMh13fTYgoGgzS/arVavNEpl8slmKiOwrMok8mgVqtp8V8I3Bwgm832jWrs7OxAqVRCLBbD4XBAoVAM/ZgPsHc8lctlpNNpWoTiNkna7Tby+TzMZnNfXs4dryaHai4zcdgMWnqxH8MWskYJFW9brRZEIhG9rtPpdjWKGCbsFVMsyyKTyfQ9Y8ClvFyIwWq1WhGNRkdij+uFyWRCsVikGqtC33EvDdZgMAibzQaRSASz2YxGoyHI5Bk27BVPfr8fRqNRkHSRz+ehVCohk8n6msY6nY6ehcnaREDu/zDHGiFO7Aby/YSet3Q6Db1ez9sbD/t+HHjhaZDzB7lOHAyEvhgR6wWEKWE2mw3hcBh6vR6FQgFGo5EmGUKV4WGCWCyG0Wik1e/eB2Qv7OzswGAwwGq1ol6vw2KxjIwI+24xRRwMjEZjH9OLdKBEIlFfwgR0FySi9i8Uj8O8GAG7WwMDl5Kgdrvd910Jq46bMBH207BjrzUKwEB9rHA4jPHxccoa4KLVakGj0aBSqdB5ci6GPZ52c9PoBWHJcZFOp1EsFmEwGKDVagWF/YcRe8VTIpEAwzB0zJI7WuD1ejE9PQ0AfexfoFvs83q9ALrxwz3ocZs2w4qZmRlaCOG6r/Qm37lcDlqtlkcrJwYko8R0IhjkJkOuEze73k4teT71ej1SqVTfaC+3o8m9x+TQPOxrFNHX228hrdcludlsol6vg2EYesAZ9nsC7B1PkUgEdrudHj64RRRuXi40iulwOBAIBKDValEul3nPY61W23MM5DhDJBLBYrHQvIcwBgehN+62trZgsVhgs9lQqVRgMBh2LYwOE3aLKeL4q1ar+2RB0uk0bUAJ5eVcVqJQYWDYn8f5+fldmZnEHVhoDSuVSnTPZxgGOp0OCoViT0OhYcBea9RuY+BEg1SIYNBqtaDValEqlTAzM9NXpBn2eNJqtWi3231mP0IQYt0nk0mUy2WYzWaoVCrqdHuYOPDC080uIz58D38h4TqCCFXcgK6WjMPhoF0SIdcfjUbDY/FwRTVHoWPHddPgsrp6QaiWBITtlE6nsbS0hFQqNbT0ZiHsFlN+vx8Wi6Wv6Eg2PhJHgxxsiFW5UqnkPbijEE8Mw8DhcAjqDQGgIwVEA4tbTIlEIrBYLFTTh8xLj0L3d681KpPJoNPp9C3Qm5ub8Hg8ACCYMHU6HUxNTSEYDEImk6HZbFIRX2A0YmqQm0YviCgmQSKRgNVqBcuy1DhiVAoGe8VTL/WbFATIs6RWqweOinO76b3grm/DCpLoFItFXl4gk8l4XVxuUYT8b7lcRjabpYU7hmEgkUhGovu78I778ey7f453jbjMkFFgjUbTN7q7tbVF3RQzmYygptzU1BR8Ph+mpqZ4Y1LDbIDAxcLCwp4jd0Ig44lccAu9w4zd4gkYvDdxG8VkDe8F0eIhGCVWDwDKNu10OnA4HAPdyRqNBo+FSETsk8kklpeXkU6nRyov3y2mgsEgTCZTHyuTZVl61gMGa87odDrk83meUy55/7A/jwzD0DFCIZDCWyaTgcFg4H3fUCgEu91OzRFkMhlEIlGfKdAwYq81KpfLgWXZvj1ta2sLbrcbgHBe3m63MT09jVAoRFnRo5InEMzOzu5r5K5SqfAIGkR3ttPpoFqtQqPR7Fp7OCgcyir48bcs4dEP3YnXYB1f+sjd+NU3X3KGCIVCUCgUvIS53W4jm83SgBKavSfgdkWHvVIpBELtJd0jIfRWLbkPG+lcjRo+/pYlvFn8Kj7xziVeTPUy3Wq1GuRyOXXLAC7phglhfHwckUiEdkoJEomEoB7LsMFsNiOfzwtWsElxhHRRyBhLoVCATqfjOSaM2rP28bcs4bdfr8PbLBlePOXzeSqsyl2D8vk8FAoFT1x7EEuOy1bcLVEdVhA3DSF3xEHIZDIwmUy0GBoOh6FSqajN67Dj42/prkt3sv17Xq/4I+nccYXEdxPaJnP8ZrOZpwchJAA8jOAWQAgIG4c8S73MODJORtZ7oKsPYjAYRuZ5u+sLf4E//MhH8c2P/hbWv/wN3PUPnwTQHTkYHx/vW38IGxO41IwSgkKhQKPR6GP7jMoaL5VKodVqBZ3+CHoboCzLotVqIZfLwWw2QyaToVqtQi6Xj8waddcX/gJrX/4G/viHf4IXT0A3dtRqNe9QR6zuCQszl8sJmtoAg5vAw14kIFhaWsLq6iqUSuVAxm88Huflmdvb2yOfl9/1hb/Af3v/v8Ezv/4/eDHVa0RCmppEHxO4VNQUgtPppCNTXDZPr/bYsMJoNKJcLgvmT6TYnc1modPpUKlUoFKpUCwWodFo4Pf7abMFGJ1nDOjG0zf+8JP4mx//IC+eSqUSZaJy5QgKhQJkMhktcAoRDEjscXUNia4yec8ogDSUehsBuyGZTNL1nTA75XL58DGeCBatCsxLczwXrEgkArPZjGq1yusAc4sElUplV2ouEUnuFWkbFYhEIuqmsdsDQR4ussATFhSXjiiRSEaiEk4wq2Nwp43hxVQymeRt6MlkEiKRiKclwx1tEYLQyE+vlsgwY6+ROwLynSORCMbGxmgRhdsdGJVFGgDmTFKcVJd58UTYX70IhS6JsIbD4V315NxuN7a3t8EwDBQKxcgcXAh0Oh2azSYMBgOi0eierydFXJ/Ph+np6ZE54PbiZpcRM0jgpkkDvUZEVOVyOS+uCOOEi0H3hRRhTCbTyIxp9MLtdvPE6wnjiVDke/V4yJghwzBIJpMwGo3Q6/Ujo3dBIFqaguWnfoR2fQFh/TTSQCAMKPKsDYLFYqFsQ1JcEfq7w4qxsTFEIpGBo7yJRIJ3gCFsJ9IAJcVxYkoyKph9y72InpnhxVM8Hoder0elUuEd6rl5ObfAKwTSJZ+YmKBOnKMEkUgEq9W6b4MWojlHRg0J+wnoFn73ezAcBjBLU7D/zEO8mEqn0zx2HJnC0Gq19B71urn1QmjkhzSwRgFzc3PY3NzcNadmGIaXlxPtPoZh6Lo9KkxVAsvrbkH59Tfx4ikajQoWboPBIG2ODzJAALr3i+QYpAg1SnkC0GXKdTodaDSafTXfSNEpEAhgamrqSOPo0ApPxMKQCyFNCsLeIUl3MBikB7xBkEqlkEqlI7V4c2G32ym1lwshpyzSKeeKq5PX2Wy2kZj9JeCOLQGXLKNrtRrd5Gq1GnK5HO08lctlOiY2CB6P50Acu44rCLWXuxhxR3hIUkT0QXQ6HZ2VLpfLcLvdCAaDMBgMI0WhFzroCxUp/X4/pfKS1wgJHBIQIXchJseowO12IxQK9W3ehDlA1n4iMGoymXhCx2SNGrUilEaj4R1U/X4/xsbGeEl2rVZDu92mMcQVgx4Eh8OxryLfsEKpVEIqldL1hRTbiMMWKaqwLItAIIDJyUk6kl8oFGA2m2kDZpRiSoi5EwqFeOw4lmXh8/moxT25ttt9IAwVuVwOo9GIeDyORCIx1AYtvVhcXEQikehzgWRZlreGdzqdPv0QkoSPSiGOQCgvLxQKfXseYTqRBic5nOwGuVwOhmH2pQE4jLDZbEilUjQH7R2D5v68s7ND98je88xeBaxhQ++BtdFooFqtotPp0EJmsVhEsVik60ulUhlojkDQOz40ajkDwzAYHx8XLBKQPEosFqNcLtN8gTA1a7UaXC4XwuEwTCbTyOj5AsLjzYT1xUUgEODtg8VikUdoGfR3p6en4fP5DvQzHxfMzs4iEAjQ2gF3TeKyfFmWpWt8o9EQbCocZhHq0ApP1WqVZ1kPdCuShAoOdDf8XC5Hiwa7fVHuWMHMzAwNnFFQpRfC4uLinloqvXRWglGdY+1FMBiE0+nkjWZ6vV5K5QW67JS9DnUkdohIG+kijBJMJhOP2st91pLJJE0ICNuJW9AcHx9Hp9Ohh8BRgVCFP5lM8romxWIRUqmUJkmE7rwXxsfHEY/HqXD7Xqy7YYTL5RJkncZiMTqyISRmyMWouEYRKBQKXnG2Wq32JdjBYJBXyKxWq3sWxw0Gw66Cq6OAqakpWlwjhSe5XN63h1UqFToaTBLNyclJ6qh12DTxo0SvGHEul4NaraYjYQCwurqKubk5Gg9+v592gXeDSqWC0WhELBZDq9Wi93tUIJFIMDMzI6j3xHXfDAQC8Hg8tAAzKiOsQiBrDbc41GsEQZoFlys1wBXuHdU1anl5mebl3EIIt0ncaDQgk8n6vjtXt24U3IEHgYwCc8c0fT4fLy/nMlUGgTDuScOhVwdwFEAcWYVY8clkkrpKkzycjOcT9hPLsrvKsgwrevPyRCLBqx2USiWIRCKe9uxeORTQzVlDoRBtzAy7+YEQpqenqft07zmPsAUzmYygXh+BRqPpa9gcJA5td63X67BarfRg0m630Ww2ecGxtrbGEwLbTeeCK3xMDozk/wYJlg8ziFUmt3uuVCqRz+cpa4B0Pnv1HFwuF9Lp9EgXnYAuVZdLDc9ms1Cr1Ty2xX7hcrlQr9fBsuxICB4L4dZbb8WLL77Iu0YOalKpFIVCgbIyuLPSo5pE9haewuEw7HY7UqkUTZgCgQCPBUD0wPZCrxFCOp0eCc0wLoTcNMhmToot+XweJpOJOpARSCQSNJtNmM3mker+9iIcDvNGngKBAO+Q1ys8vhu0Wi2USqUgG3ZUMDU1hc3NTZ4eA/c5DYfDggcWMi49aqNRarWad6hIJBIwm808FmEoFOLlUftNpicnJ3m6hqO2vgPdBkCvbAEZXyHCxUTgnmjKEE1Ibnd4VEZZarUaLBYLLfASUVluU2RtbY1XGBcaCyYQYuFz8/JRA3En5bJUiDsyyZeCwSBmZmb6nG8nJydRKBRGdlKDoFejN5fLQaFQ9LGd94OpqSmaR41S05OL22+/HS+88ALvGsMwVKye22Ah49Dkf3czHxlW9H6nWCwGi8WCXC5Hzyd+v59HKNgPwQDoN0IQcl8edpDGOPf8wTAMj9lKRsp7xxNlMhnq9TpMJhNPT/SgcahtHa74rNfrpUkASQ65VF6gXyiai14qNFnYo9Fon87PqID845MN3GAwYGNjAxaLhddJ700MxGIxVCoVWq3WyG1y3GQmm83yqra9Ao5CDgeDoFQqUa1W6ZjUKC3kBGazGQqFYqCbRiqVoh2W3u8/iocS0jEhZgXZbJayuoxGI3Z2dmCz2Wix/HITaYPBgFKpRFmfo3gPJycn4fV6edcIYyAej9Pnk1ClM5kMjEYjXC4XotEofd5GBdznhrB+yR5Xq9WobhEBOezuB2NjYyiVSpBIJNThZdRARu7y+bzg7+v1Oo2jXn0QonsxSoynXuZNNBrlJdjr6+uYmZmhr8tms7vqpvSCsDVGMZYIZmZm+jQOSSPgwoULOH36NIBLzy4p3JHiuFarHRiPwwYy7kyKuoSdQuImlUrBaDTy4m7QKAbQ70rm8XjQarUQDoeRyWQE9RKHHWazGdlslt5DvV6Pra0tWCwW1Ot1ynbyer28poNIJIJGo6EM6FGBWCzmacmm02leHh4Oh3mi67sRDHohl8upqDQwWgUWAp1OB61WS1kqvUilUhgbGxupAvhuYBgGWq2WEgBIXk5qBz6fD06nk9YKLveemM1mlEolNBqNga6Kw47Jyck+mQ9yn0jzCgDPUEqj0VAJg8M+qxwZnziVSsFutyOXy0Gv1/eNYBCL6UHo7R7IZDIqPkeo96OIpaUlSu0lzgYymayv4kuYBiRBUKvVUKlUh1q1PGoolUq6YafTaV6CvbGxQW2kCXqLlXvBYrEgk8mMZIEA6MaIXq/vc9NgGIY6aADoc80A+Ppao7L5MQwDjUZDn5FIJEILuITKW6lUaPIsZLe9G+x2+66FvlHB1NQUT1CWJJ4kYeCCWLyLxWLKqhuVeOrV1QkGg3A4HLTY1hs/V8LUlUgktPAyyLVsmOFwOCCVSnnxREZXfD4fZc2lUqldqeKjBLFYTIvX9XqdspmIxhU3hhKJxGU14TweDxKJxMg1qLgQi8V9I4sEtVqNjp71FlcmJycRjUZHTkOFGy/kOSK22r2FcLJ2DUJvXi6RSCgjI5/PD3SnHnYsLi5iZ2cHLMtCLpejWCxCqVTC6/VSRibZ35rNJs1D5XI51Gr1SMWTVqvlNe+4DN6tra2+nGk3goEQbDbbSN0vIWi1WtTr9b4plXw+z9OC7GX7kuL4KAmMi0QiKJVKOurF1TSsVCpgWRbVapXu/16vd98EA6CrsaZUKkfSnIwL7sgdAGrQIrSmk7yB5OPcnOMwcGSFp2KxSL8sccvgjohx54GFIFREsNls2M618a2dEs4GRo+GSbSaCLWXFJcYhqHJJ/fwwh0DEolEI7UYAd3OEhFaJV2UdDpNGV7czYxrE7lfWCwWsCyL8+ECvrGZH8mYAoD5+XleNZxlWR47hRz0uCBJ+Ch1f4mGAHApgebqpExPT/MEsa+kOyKXy7GequOZaHsk44kU74DunL1cLkcul0OxWITZbIZEIhlom0wcPEelON5sNnnxQcbsMpkMqtVq34jm9vY2b6RlP3C73QgEAjgbyOKFBEYuplQqFarVKjweD12jyFrOHeEk4O5vveYTowKTyYRIJIJQKESLAu12u8/pjxhCXA5EIhFsNhte8qXxHX915OIJ6K5RDocDqVSKFy9bW1vUZTMQCPQd6khxfNTyKO53yeVyNIbW19exuLjIi6O9CrxCebnD4UDhxYvI/N0/Yf2xxw/hG1xbKBQK1Ot1jI2NIRAIAABlT5DiJfceh0KhvibxKMFgMNC8nIyp5vN5iEQiyOVyXkF3L4KBEIxGY3cU9jsvwv/I341kTDEMw9vzCKLRKM2dhPY/bnF8VPIormYaYc+TZ4aw5arVKj0Dc81s9guFQoHss+dQ/MK/jmQ8AV3yiUgkovqysVgM9XodFosFDMP0PYvkHstkMhgMhkOVLDiSwhPpBgCXOigikYhqqfRqFAmht7MCAI88G8XvvtjA53wyPPSnz+ATX189tO9wLeB0OhGLxeBwOJBIJPCSL40ntos4Hy5QZgZ3nKxXl2eURliAbuGpVquhVCohHo9jYmIC2WwWlUqlb743m81eke3qV/wM/mBFiv/+VGwkY4osLna7HaFQCK8Ec3gqWEe4tvvzJ5VK0Wq1YDQaR6r7RJ6RnZ0d6j4TCoX6NC3i8fgVjfP+/VoN/+1sB5+62BzJeCKYmJiA3+9HoCzCd/xVPL8Vh1gspoVKwk7kJt2kYDUqbItarcbbx1qtFhWUrVQqfSNQ3PV6v2AYBv8aV+KRHS0+9sVXRzKmyMicTCZDLpfDWrKGL50NIy/pNq5KpRJlOJP9EbiUhAOjw8oELokSk453LpdDKpWiVvcEV1LIBIDPr9Xwf9fk+MMXciMZTwSzs7NYX1/HaqKK74WbWE3WeM/fIC1DMu4zauA6ixF2qlgspqxUoZy7F0KvWfnAR/HOj/9b/Pjf/BEW3vkAnn34A4f2Ha4FHA4HYrEYZeKsfulfkf3cPyP0zWcoM4M7TsYtzo1icZy4reVyOarBl0gkUKvV+hz99iIYDEL5t/8vfvK3fw1v/F+/MZIxReBwOBAMBhH65jPI/f3XUHjxouDryBpFiuMajWakGsJk//Z6vVRjVUjf8UoIBgAQ/djv4N2//lG888/+x0jGE7mH4+Pj8Pv9SH73ZVS++E2sffkblHVJ1vleaLVaNJvNQ9WIPpLC0+bmJtxuN3XLIIkicdjYz8xvb2flbCCLR57a4b3mkad2RqpjRxx9pFIpvuwD3vVnz+EfIxr8ytcjNDnksjC4yfbExMTIUQkVCgWUSiVP2NHv9/dRecmc/eXibCCLv3uF3zUYtZgiMaLT6fBHTwXwH74Rx99uAD/3+TV88oUEwuEwXeiFhI9HaTSKe+gIBoOYnZ1FKBSCTqfrc67jChvuF2cDWfzZiK9RKpWKih//41YLP/nXZ/H3fjn+3T+H8D8e3+xz8uPGjlqtHinBUKLpBHQLlYTh6/f7qdU9VzDzSgqZZwNZfGmNrw8yajFF7pHT6cTvfPUCfv+lFj75agPv+dT38ckXEjxmb7lcps8qKY6bzeaR6f5yUSwWYTAYsLa2hoWFhb4CyZUUMs8GsvjUs3xtkVGLJwKxWIzPvlrCL37Fj79cbePf/VMQf/5Coo8pxl2jOp0OnE7nyAjWc8eBt7a2MDMzQw1ViA4P2ff3o5HZm5evP/Y47nr0U7zX3PXop0aKVUAmEWQyGcq//X+x9KNvxk9++k/whl/4WXqA5TKluRjkBDvMkMlkUKvVVJOHMAh7Y6fRaFw2MwXoxtS9X/k079qoxRSBVqvF1i/8J9z74Z/Gu/7if+OOn343Ar/ym7x8oVKp8MwjyNTLqOTlAHiTBx6PB/F4HAqFoi+fvBKCwfWwRun1elqIzP2//wsnH34rfuJv/xj3fvincfZ9v7irw7ZGo6Gjs4eFIyk8EdHi559/Hrfeeqvga/ain/Z2VnaSwuJ83tTo2Uqup+r4S4HkcCU+mCnAFVkdFeYTSQ6JIGahUIBUKu3TZhDSKNoPLviFk8tRiykAWE1U8fkL/MPF5y9k8X1fmh7kiJgfAcuy0Ol0h2qzeZTgbtYkgb5w4ULfGsUV8r8cbMWF79MoxZPdbkcsFsNqotp3gP3cKyk8txkbWLAjY2OjglqtBrVaDb1ej+eeew4LCwsIh8O8MUPi+NPr/LNfnN0S1gsbpZgiWE1U8egK/xn6/IUsVpO1Ae/orlFqtXpkur8EJP/pdDp9phoAeA2Dy8F6RLjANGrxxLIsVhNVfPolvoPm589n8LXnV+ghuTfPJGMeo5JDAZcKa4Q1/tJLL+HMmTO81+zXybb3fhXOrwi+btD1YUbw8Wfw+i//De/aXY9+CtEnnx/4HlK0EolEh6qhctRgGAaRSARjY2MoFouQSCR9zpqXq8VDkHzxrOD1UYop8kxGn3we9331M7zf3ffVz2DjK9+k+QIZZ+SCaPeMAhiGoazAdrsNqVSKl156Ca95zWt4r7tSgkHunDCLbJTiiTTfok8+j9d+8a94v7vnsb/F5le/NbD4ND09fei6tJdffr5MEJp4JpNBu93u0/oIBAJ9dEwhFAoF5PN5GmjyhnDyOWMZPZHxcEHYpWctnMH9t9w58H0Mw9DZ31Gycg+FQrjvvvuwurp6Rck20C3GhUIhXpfAZRR2bhnFmArlhWmUvbHGTTyJlfD58+cP9bMdFUjhqVgsQq1W91ndEwQCASwsLOz597LZLLa2tujP6o7wPR6leCKH4UHxdMGfwOuXu4W83o6cXC5Hq9UaGc2LZrMJk8mEarWKbDYLhUKB1dVVHps3nU5Tccv9/D2/38+7b3MO4WLVKMUUwaCYipcHFwEYhoFEIjlUmvi1wPr6Om6//Xasr68LHt5KpVKfhlgviJYfF2aZcJd8lOLJYrEglUoNjKdgvkGbWuFwmHcfPR4PNjY2juRzHiWIllo2m0WtVuuLnVAotGc8AV0WXqlUos6vdaewHpTu9PLVf+hjhtrapuD1/Cuv4tb3PjTwfQzDwGq1Ih6P7+seDwt8Ph9e97rXYX19fWBevtdeT/JyLpRLc4KvHcWYaqxvC1/fuMSc72W2ikQi6HS6kXFKJDFCGr7EpKUXfr+/z1BKCLlcjpeXt8aFXYRHKZ7IPRwUT6nvn8VNP/52wd9JJJJDb7QceuGJCK5yRdK4ION2XLAsi3A4jFrtUnEpn8/jjjvuoA+cwZDCjy5l8MXVIn3N++8Yw82uwQ4cwwq3TbgyOWmQ78nEIFaJw1544op8siwLr9cLo9HIq3hXKhWk0+m+7h3QTZC4STcRVSVjep1OB+ULF/CmcRbfDF/aHD9y7+xIxRTp3k4ahItsJyYHz0s7HI6RoomTeFpdXcWDDz6IXC7XN2I3yMK23W4jEAjw9BqIQCSBQhHCO+ZVeGzjEjPxg6+dGql4Arrfe0Iv3Hma0F0aN+hl0BGQ7u+V0PCPE0hhNplMgmEYbGxswGg08r5zp9NBNBqlo3dcpFIpHsVZKpViYmKCxlS1WkVtextvGmPxzcjorlEEg9ao2xanBK8TOBwOvPTSS/sqFg8LiIuhyWTqY5yWy2VBrYZ6vd5n0a3VavnOihsbePOUGP/iv7SOffie0YonvV6P7e3tfa1RvY5bFosFZ8+eHZkxFmKoQfKpSCQieKgT0s1kWRaRSATVapVey+fzOHHiBM1DTSYTvvWln8AbvvY5+prvPvR+vP4d9x/SN7p20J85KXhd7JnuO9P0QqFQ8M43o4BOp4NAIACz2cw7uDabTSQSCdx000197+nNyxmGgd1up2sUy7K4UKng6296F97yzX+kr3v24Q/grhGKKTq+uSCs0We8+dTA9zqdTgSDwZFZo4icx8rKCt7whjcgl8sNZOf0FjJJDHLZhJ1Oh7fnKZVKfPMtP443ff3v6bXvvevn8NoRiicC+aKwC7ds/lLzKpvNCk4lyGQy1Ov1vomig8ChZvrBqgSf+d4m7EoGb5qfh8/n4/2+UCjA6XSiVqv1VbnHx8f7usKk6BSLxdBsNvGOKRYP3X4GyWq3QycvRdFsNkfKZpphGNw+Y8WPnzHj789dEnV+cJLBTZMG+nO5XKaCq9z3yuXykRg7aDab8JcZ+NM1oAjcJ5GgUqnwOiupVApqtRpyuRzBYJAnCKrRaPq0oEgVvNlsYmVlBSaTCR+6o45fcMzBmyrDLGvDbbg8F7PjDrvdjkQigUWrAh++Z5ank3b/OHDvycGHOoVCwUs6hx0ikQj+sgj5tgKNZy7g/W//IWxu8ruYoVAId999N/L5PNUwIO91uVy8Ygm3q7KzswOtVosH7VX8zBvvhi9VxoxFDUmev86NCpZsyr54enCSwS1Tl+bvi8ViXwF81Lq/oaoET51dw4zFAIfD0adhxR3t9Pv9vATdbDYPXKMKhQKi0Sg6nQ5+7a1L+AWpCd5UGapOGXe6h7upMAhCa9SbXSLcsktRhLiXjZIYdPHFi5C+uoYLNRFue+9DfQeMeDyOM2fOIJlM8vZ6mUwGt9vNS865a9TKygrMZjN+bF6Gn3/rzfCmypg0yKFtjI55BHDpcCK0Rr3R2cabb1/sey2BSqVCvV4fGVYmALQuevHC038Admoccw8+2DfuXCwW4XA4BPPysbEx3jrt8/noHhiPx1Gv1yH51Q/jlff9OJqbXuhOL8O6MCnolDvsWHroATz5tvfivn/6LL32Lw88jMn7X0t/rtVqggc3tVo9ErphnU4HxRcvP5GG6wABAABJREFUorMTQFOjAHPffSgUCrx9LJVKQalUQqlUIhQK8Qpuu+XlrVYLr776KqxWK6q/8zGs/+LPo3B+BdK5GUy89uaj+YJHBKfTiWg0Cud9d+LZd/8cT4Poa296N97KYdD1rkUymQzNZnNk1iiGYdB6dQeKVA7P+BJ4x6/+Ul9eHg6Hceedd6JQKPCeI4Zh4HK5eDUA7p7n8/mgUqnQ+MX3Ye1DP4vihVXoTi9DNyvMghp2OH7ojr54+vr978byg6+nP6fTaUFTEovFglgs1me0dBA4tMLTJ19I4PM+PYBuJy2n2cK7PJc2qGKxiHPnzkGn06HVavUlSIMQDAYhkUjAMAzUajVuW7rUlWFZA1599VWcOjW4OjxsYFkWYrEYH7jNgjfOm/H5rz2JB+++GfpWlndoicVifRR8Yps4Chvc7399FX/1HGGOWKFYqeDdc93FpVqtIhQK4eLFi3A6nd3u5sTEvnR5KpUKdnZ2cPLkSXz729/G3XffDaVSSTu+fr8f+Xz+ivRYjiM0Gg0VZ//4W5aQfOUJGCbn8bZ7bseL//IFnvhoL0ZN6+IvX07j0a0fFGu9Zfjbr+DDdznBsiyCwSAajQZ8Ph8mJiag0+n6EqRB2NjYgN1uRyQSwfT0NJZdRnpYrtdVWF9fHyk2BomZj79lCdLEClJ1Ee65aREF73neMzioIyeXy0fC2e7PX0jg8+czAPRAHKiaE3SNIk5kzz33HG677TYEAgFMTU3t6RoFdBODXC4Hp9OJl156CadPnwYAukatrKxAq9UOPWOMgHTaAP4a9ea7b8b5J79CX0dEVbkYNSZB87//Gd75jS90f/jsn+LJrz2O+776GbRaLQQCATSbTUSjUWxtbcFqte5rjWJZFufPn8fS0hLOnTuHhYUFjI8baTxlMuK+kbNhB3eNqmw+h5bShIfeeDdWvvs1Hmu1d43iWkwfVvf3KBH4ld/Ez3I0ZJ49+yqsv/9xAPy8XKvV7isvb7fbEIvFCIVCEIlEkEgkUCgUuOnHf4T3ugsXLoxUXk4w+X9+Ey/9xLvw0qOPYea+10O6PM2Lp0gk0ndwczqdaDabI2GA8OzDH8A7ORoyzwZjsPzer4JhGFSrVYTDYVy8eBE2mw3b29uChAIhVKtVbG1t4fTp03jyySfxmte8Buo71cAPWCmBQOCKDF+OK8i+xTAM7vrCX+D//hsDXB0GS295AOGEb9e8XCqVUoOXUUDo3/8W3s8p5n7vhbOY+aPfAcuyCIVCqNfr8Hq9GB8f72Pw7obNzU1YrVZaTFk8cQJ45wMAusL3a2trfU6xo4C7vvAX+NxvzIEJhDH5urtR0DB9z6BQbEml0kNr4B2KuPjZQLZPuPiRp3bw/FYcW1tbUKlUmJmZweTkJNxuNyYmJvZVdNrZ2YFSqYTNZoPf7+9zwiOjLr3V0VGBrBjBj90xDWMnT+d6iaCc0MKkVqtRq9WGnoJ5NpDFXz3H77w98tQOnjzvxdbWFjKZDDweD9RqNe688054PJ59FZ2KxSKCwSBOnjyJzc1NOJ3OvgdyamoKoVBo5CxwCRySKu6bVsEpq2NxcRFra2sDX6vVakeiQAB0Y+rRi/yRlb96PowXthPY2dmB3W6H0WjE8vIyPB7PvkdVL168SEcUUqlU30iVXC6H2WweqZFFLqxMGW9ZNMOl7sBsNiOTyexaCLBarWi320MvjHk2kP1B0ekSuGtUs9mEx+OBw+HA0tISZmZm9lV0SiaTKJfLcLvd8Pv9gnqIS0tLWF1dPbDvcq1Bur/AD1zFpDXc5RBBU0/hlltuoQyNUSuO9GL9scfxZlJ0+gHu+6fP4ruf/CyCwSCmpqZQKBTw1re+FR6PZ1/NkVarhfPnz+PUqVNIJBJgGKbvHppMJjSbzZExkejFhKKJt52wwtjJY3x8HJubm3vmSGazmeemO4xYf+zxPuHiux79FDa+8k1sbW1BqVRidnaWjvdOTk7umZezLAufzwe5XA6HwyGYlwPA3NzcSGplAUBjxgH7zzwEZmkKnU4HVquVFpW4rtMEcrl8JBiZ64893idcfNejn8Krj34dW1tblEmhVCpx1113wePx7KvoVCwW4ff7cerUKWxsbMDpdPZNc7hcLoTD4ZESaOeiPmOH7acfgu6Ok1hYWNh1f9fr9SOj77T+2OM8BiEAvPaLf4Wtf/oWtre3YbPZYDabsbS0BI/Hs29n4JWVFTidTohEIiSTyb68XCaTwWq1Hrqo9lGDjFU33U6M/ey7obvjBEwmE/L5/K7TK06nE51OhzflcZA4lMLTIEcUlX0aHo8HWq0W29vbcLlc+/6bOzs7MJvNsFgs2NjYgMlkEtQ1UCqV0Ov1Q58kECiVSnrYD4VCmJqaoknSxMQEEonErpvYsBedgMHx1FKa4PF4MD4+3meJvBfS6TSy2SwWFhaQy+VQLpcHitwvLy9jZWV0HA96Ybfbcf78eYyNjcHhcCAYDCKdTvfZlBIBQy4jYVgxKKaaCiPcbjfkcjmSyaTgGiOETqeD1dVVzM3NQaVSIRwOw2q1CrJQLBYLarXayCQLXN0QoDvuFAqFIBaLMT8/v+uBQ6VSQSwWD/29GBRPEuMYPB4PPYxcToeWmB+4XC4Eg0E0m01BSjTDMHC73TxK+TBDKpXSA0U8HodWq4XBYKAsMZFIhEwmg3q9LthgGJWRg0EuO4pYihYuc7kcLJbBunxcVKtV7Ozs4PTp02BZdqDmGtB1tgkEAiPDcO01yRCJRAiFQrDZbFheXt71YGe1WlEqlYaeVTAonqzlOjweD3Q6HXZ2dvZl9kNAtDatVis2Njag1+sFY0qhUMBoNNKC8rCD6+7r9Xp5mkRjY2N7NlxGYY0aFE/adA4ejwcTExPodDqXlZdnMhlkMhksLi4in8/vapqw13M7bOiNCZvNhvPnz2N8fBzj4+Pw+/0oFAp9OqRarRbFYhFKpXLo86hBMaWMp+HxeC47L2dZFmtra3C73dBoNAiFQrBarYJyPGazeeQaLlKplLrbO51ORCIRiEQizM3N7dpwkcvlEIlEh8YeP5TC0yBHFO71XmX+3UBGqPR6PbLZLFiW7TsUc2Gz2VAul4c+UQC6hzgivkcs37kH/8XFRayvr1/Lj3joGBRP804D/f93dnb2XciMxWIol8v09dFoFGq1elcBu5mZGezs7Aj+fthACgWNRgNisZhXNDAau+MWPp+v7xmTy+XQarVgGGboC7t7rVHNZhP1er1vkxdCs9nEhQsXsLCwAJlMRg9sQp1fgtnZWXi93pEoDANddzuywYnFYsRiMZowLi4ujlSCKIRB8XST+5IGXSaToc/XXtjZ2YFCoYDNZkO73UapVIJarR54YFGpVNBqtX2uZcMKskZtbGxgamqKNpO0Wi1tuAxyrhuVZ2qQyw65nkgkYDQa93WILRQK8Pv9mJ+fp/dVoVDsqt9w4sSJkWy4iEQi2O12BAIBqNVqSCQSOqIv1Cggz9ZhdX+PCnvFEyDM0BmEixcvwm63w2AwIJfLgWXZXdc3q9WKarU69IdjoPtdiIlEs9mEXC6nToEAMD8/P7KTFwSD4kl7aon+/5dDMCCjnmRNikQi0Gg0A5mcDMNgdnYW29vCzl3Dina7Tdd0spfp9XqIxWKsra31sXzEYjGsVitardbQ7/97rVHtdps+b3uh1Wrh3LlzmJubg1wup2ZAu+15o9RwEYlENC8nE1GJRAJOpxNAt3C724TLoX62w/ijN7uMeM8p/gb0nlOXNAQikQj98ruh0+ng3LlzmJ+fpxTNaDRKE4fd4Ha7sbOzM/RJqFgs7hvzajQavE7vwsLCyC2+XAjF01umxHjjTfzu/341wgiLAAClie81SqXRaKBUKoc++QQubWahUAhGo7GPqjs5OYlkMkkLCVwQLZlhH43aa43a2dmBTqfbs7NSqVSwsbGB06dPQyQSodlsolarQSKR7Lk5jsrBzmg0olKp8OLFZrNR2rJMJoPNZhuZbrcQhOLpbbMyGk+NRmPfphdcRi8pEohEoj21DOx2O4rF4kiMw5I1yu/3Y3p6GpFIhNepXFxcFGwEKBQK6PX6kWAULrzjfvzLAw/zrn3nHT+NhR/onAxyo+lFOp1GKpWi+hXZbBYqlWpPsWeGYTA1NQWv13tlX+AYgZsHsiwLiUQCiURCO7pGoxHxeLxvpIeAuE4NMxbecT+efNt7edeefPtP0XiKx+P7GilnWZYe6Ih7WyQSAcMwe+b1o9Jw4TbrCHoNfhYWFkaGhSoEoXj6lwcexh0//W76834JBkTOghQFAoEAFArFQEYmgVqtHhmhdhJPsVgMer0eFouFZxYxMTGBTCYjmJerVCqoVKo+M5Nhw15r1Pb2NrRa7Z5xUavVsLq6ijNnztAzdKVSgVQq3XPcc1QmXKxWKwqFQl9eTvJwiURyzZzKD6XwBAAfvMOG91ojeLslgz9/9xx+6tQlNkmxWIRcLt818SEsglOnTtFk0+v1wmw2D2Sm9GLUtC8GQS6Xw2QyCc6nms3mkXC1+9Cddvzxj0zhTOUVfO5nb6GivUBX64PrbjcIRCOMJEeNRgPNZhONRmNXBh2B0+lENpsdGfHara0tTE9PI5vNwmw28xgEs7OzA58dk8k09Bsc0F2j7i5/D798pxH//U1W/PJ9fIZSp9PZVbC5UCggGAzixIkTtOi5ubkJhUKxr3EFkUiEiYkJ+P3+q/si1xgmkwnFYpHGD8uykEqlvK5Ro9GA1WpFLpe7Rp/y8PGhO+34jbtUuK15EV/6yN14aPbS9urz+TA9Pb3n31hZWcH4+DgMBgPa7TYKhQIMBgM1mdgLHo8H29vbQ3+wIyBFAqVS2bfuzszM9HXsdDodWJaFTCYbelZmp9OB9D/+PH7vfT+PJz76W/jS7/0h7vnSXwMY7JbVC8Lu5RqPRKNRVKvVPjMSIWi1Wsjl8qEXQhaJRGi321QgPJVKYW5ujhcjNpsNqVRK8GA3KnD9wW/hkX/3a/jr93wQ3//0P8LwW/+e/i6fz0Oj0ey6znA1wkj+7vf7YbFYBhbtejEqBzshcJufMpkMZrMZwWCw73U2mw2ZTGbo1+nJ//Ob+O6ffwZ/8ODDeOVzX4HkYx+i92C/BAPS/CU5fKvVQrVaRb1e39dIlcPh2FOzZpiwtbWFyclJJBIJTExMoFgs0t95PJ6BEy46nW4kznquP/gt/OZ7fhZf+6X/hG/9yV9j7v/7fd7ve4kXvSgWi/D5fDh16hSNxfX1dWg0mn1pQopEopFouGi1WtRqNTQaDVoo7y0Ct1otmEwmQSLBYa5Nh1Z4AoBxRRMn1GXc4bbRLiwZGdhNX4CwCM6cOUNvVL1eR7vdRjab3begKKFQCy38wwiGYVAul2E0GlGv12lg5PN5TE1NodVq9S08JpMJ7Xabt3gNKxatCizI87CKyryHolwu7zkStbGxQTXCCAKBAIxG476KTgSjQqFmWRaJRAIOhwMM03U54Oo2MQwzUJ9HqNs3rBiXN3GruQ0zipRFGQwGqUD4IBAWAdedLpPJwGw2o1Kp7DsJ1+v1Q88gYxiGZ+krdP/K5TIWFxcRiUT6mAMWi2VkClImtoDTuhoWLPKBDllCICwCYpIAgO53lUplX0UCglFpuHDvn9FohEQi4RUKhARBNRoNSqUS7Hb70BeeSJGkMGbA1Id/Etrbl2kMESbYbuBqhBEEg0EqGr1fnRmiWTPMun5OpxPJZBI+n482kITGwgYZbIyCJg8BszSF4mtPYemhB6kcRbVahUKhQDqdHqgZVq1Wsba2Rtm9AGjjLpPJ7FsbSiwWj0TDBbi0RtVqNZhMJpTLZdpwKZfLGB8fB8uyffubTqejGm3DDud9dyJ20yw0ty3xrheLReh0ul3fu7GxAYPBwDsLer1eWK3Wy9JD3EuzZpgQiUTgcrkE83KgewYRKj5djpbWcUdj1gHxD98DdmECDocDwP4IBplMBolEgudOl81mYTKZUCqV9k1aGZWGC1fjKRKJ9NVOcrkcTp48iXg83tdwcTgch3YuOdRIJfox4XCYVq7D4TAmJiYGCoPm83mEQiGcOHGCdz0YDGJ8fHxfbmVcGI1GwYV/mMCd900mk7j11lvBMAx19yFFPCEHNpZlYbVaEQqFBP/2MKHZbPZ144rF4p5Fp1dffRUTExO8WfFkMgmj0YhUKrVvxzKChYWFazYbexAgixERZBeJRCiXyzwKKsMwUCgUMJlMPCrmKGzsXGi1WqRSKZhMJkrX3qtwFIvFBIsBmUwGnU6HbpT7xfj4uODCP0yQSqVIp9NQKBTodDpQKpXodDp932lpaYnX7Sa6IOVyeSRiq9FowGazYWtri+5VgUAAk5OTA79fs9nEuXPneCwCoMuem5mZQbPZ3HMsiotRaLhwD/rJZBJ2ux1qtZo2UFqtFiQSCcxmM6/hQoriQgn7sKFWq112vkPg9XqhUCh4jIN6vY5Op4NIJIK5ubnL+nt7mQQcd6hUKtTrdSpQP+hZZBgGc3NzvIMdy7Iwm81DnUNyQbQ/vF4vzX2CwSBcLtfAfIpohJ08eZL3bBKnzf2w77ggmjXD3nAhiMViuOWWWyCTyWhBLRqNwul0wuVy8RouIpEIrVYLVqt1qNfo3VAul+kY5iBcvHiRsnsJ0uk0jEYjbYpeDpaWloY6LyesXjKWT4gGvc+jXC6HxWLhnelGIXfiQqlUIp/Pw26309GwvQgGRCOs14AllUqBYZh9O+ARjI2NIZ1OD3UeIZPJUCgU6JlPp9Oh0+nQ70TWsN6GC8uy0Gq1qFarh6J3daiFJ4ZhYDKZaOdxr4cjlUohnU73WR0mEgmYTKZ9dfmEQKw3e7WShgnce0cYBtzRKBJAy8vLuHjxIoDu/HO5XIbD4Rj6GWiWZVEulyGXy1GpVHiaX4Oq4EQjbGFhoW8TTCaTkMlke3ZkhDDs1psOh4NW8kOhEGZmZnijPNxYs1gsaDQaPKcHg8Ew9PopBMTaWCaToVQqIZ/P7xoTJFHs7e5ub29jcnIS+Xz+sjp1BIM67cMCiUSC9fV1Kqg+MTEBkUjU19UmB7te1qBWqx3qQwjQfW4ajQZkMhmSySQ91NVqNSiVSuRyuT6WRbVaxfr6Oo/dS97TarWQzWYvy/2VwGg0otPpDO1hmYhhAt2Es/eZDIfDtHsn1HAZBdRqNVpw7HQ6kMvlqFar8Pl8uwqkbmxswGg09jFXiNDv5Ri7cDGo0z5MyGazVBdGJBJBLpf3scEVCgXMZjOv4UJ07IYd5LkimlakUNubX3KRTqeRTCZ5LALgUvPO5/PtaqQxCBMTE4jFYkPbcCH3jPwvwzA8R05yDeCzUHU6HYrFImw2G9Lp9BF/6oMFNy/njv+GQqGBDDiuRlhvgy8ej0OhUOybmcKFVCqF3W4f2ia7w+GgGrLBYBAzMzM0nyAgsWY2m9Fut3kTLqPCHCej8qTgQfQadys69WqEERCXzkEM172wsLAw1A0XkUiE7e1tel/Gx8d5pBUCkpf3fleyTxz45zrwv8j94yIRWJalAbSzsyNoBw10OwZCugOE5UNEja8UwzxXTsaiDAbDnveAYRh4PB5sbW1Br9ejUChALBYPvTAm0B3TJHaaVqt110qskEYYwdbWFjweDxKJxL60oYQwzNabcrlccO7XZDIhlUohkUjwWGDE6YG4bYySVo9YLIbZbKbF8VgsNlCXwOv1QqlU9nXiqtUq7U7t19q8F+S5HdYxTpFIhFwuh1qtBofDIVjEJFAqlTAYDIhGozQxn5iYGAnXSOI8CnT/TXO5HGVa9rraFQoFBAKBPhYBcMmls9Fo7Nk5HoSpqamhbbiQponQiBPLsn0sMO7+Tg7Wwz5eTg5yUqkUlUoFTqcT0Wh0IFsc4GuEcUHW9EAgsKdI/SDI5fK+gswwgWVZVKtVlMtlWK1W2Gw2iEQiwZFMbsOFG4Oj4nbEXZd3KxwRjTChvD2ZTFLm0pVi2Fkq+XyeFjF3A3d/1+l0KBQKEIlEIxFPpVIJCoUCsVgMDodj1+8kpBFGsL29DbfbjXg8vm85lV4QaZFh1DqSSCR0r+Y2gq1WK+LxODKZDE8WhNtwYRhmpBrCIpEIFouFrs2RSGTgWa1XI4ygVqvRNf9y5FR6IVSQGSaQSQyr1brriD13woW8ZnJyEj6f78A/06EVnhiGoQsr+RKEHg/wDySDWARAt0gwPz+PQCAwsGi1388zzNabXq8XEomEtyAzDCO4yKtUKio0V6lUoNVqR2JBarVatIhkMpnw0ksv0ZjgOopUKhWsr6/ztAgIKpUKdajZy91gLwy79Sa300kKadlsFoVCoY9hMCoObFyQRZjYs3LXKoC/RhGnMaHCktfrxezsLLLZ7BUXnoBuQYbYxg8bGIZBqVSCUqnc13iQ1WrlOY+RIvmogMROIpGgFG9ukZewCLgaYQTxeBx2u53H6rlSDGvDxW63I5lMolQq8daiiYkJql3EBcMwcLvd1EWq1xFoGEHMDdRqNfL5PBiG6SteErAsi/Pnz/M0wri/S6VSsFgsvBzsSmCxWFCv14e6qEdih2hoAcJjjdyGC9DdI4eVTcEFEVon92HQKG8oFEKn0xFkXJLm3dUUMoHhb7hsbm5CqVTyzi6k0du7RpGGSzKZRKvVGoniOMMwqNfrkEgktFjwwgsvUAIBYZMD3Qbd6uqqYF5erVbpefFyxzZ7MTU1hWAwOJQNF4Cfl9vtdpTLZRQKBaohysWw7u/7QbPZhFQq3XVSSkgjjIAQXTKZzGXLqXChUChgNBqH1pWZnHmF5EN67y1puBSLRbAsC7VafShM30MrPJEkm4xFpdPpgcGhUqkE53lLpRJkMhnVirpagcdhtd40GAwoFAqQyWS8ezA9PT2wGmmzdQXdyajdsCfhQFc/RSwWw+l0olQqIZvN0q5AMpmkh41gMCjIIgAuuUsFAoErZjtxMcwLfyqVogdbtVq9a3GSFG5JvA17t4772VOpFOx2O/x+v2ASffHixT6NMIJoNAqHw4FcLndFY5u9sNlsKJfLVPR1WMAwDKrVah8dWqFQDGSuzMzMIJFIoFqtQq/XD9133g3cZksvdmMRsCyLdDoNs9lMRTGv9nPMzs4OHZtMJBIhEolApVLRe6DT6VCpVAa6iqpUKmi1Wrq/D7sgNMuyqNfrMBqNyOVyYFlWMIluNps4f/48Tp48KVhA2NzcxNzcHHw+356mCfvBzMwMfD7f0OmKcJsMQFcfkiTjg4RrT5w4QYuZU1NTh9L9PWowDENHeAatMV6vV5BFAFw6yJAm4NU+Z0qlEjqdbugaLlarFalUCnK5nKfDOj09PVA4ndtwsVgsI9Fs6XQ6EIlEcDqdyOVyVFMGAC14E40wrtMYF16vFzMzM/D7/QeyRp04cWIoDTZIc4E8dwqFYle3PtJwIfEmkUh4EizDjGQyCafTOZB0MojdC3RzLJvNRp06rxZWqxXVanUoCRylUol3diEFpUHfhTidF4vFQyuOH7oMPkmUcrlc3wa3sbEBi8Uy0DKTCEES2/eDwDBabwYqYjwbbSPeusTQIS5Su1X13W437Q4HK2J88eUQzgayR/GRDxwMw1DNC5lMhmg0ymOXEIHZdDotyCIALtm7EvG+gwCx3hy2hHQj3cBaTYftHD9+dksiSeE2Ho+jorThzx8/N7TxRMZVSAFKyG600+ng/PnzmJ+fFxx3YlmWJu6xWGygS+flwu12Y3t7e6gOdmvJGl7JyZBod+8T+ewTExN46aWXBjJ3brvtNrz44ouw2+24ECkO/RpFxsDI4aOXVSnkNMbFxsYG5ufnkUgkYDQar2qMhUCtVkOlUlH9iGHBK6E8fIwNq4nuXm0wGJDNZnddo+x2O00Qg1XJUMcT0C2OWK1WlMtltFotXjy02200Gg1sbGwIsgiAS+PpUqmUp8FytThx4gTVkhwW+EsMng43kWa6DQLC/jIajchms4L3j2EYTE5OYnt7GxaLBWcD2aGOKfLsZDIZ6u7Xm38TjbBB+xlp3m1ubu6qNXY5IMyOYdLRin37BUifeBH1c5fYWiqVCqVSade9e3Z2FuFwGJ1OB+0VH1787T/E+mOPH8VHPhRUq1XIZDJIJBK6b3F/V6vVkEql+jTCCEjzrtlsXhUbkwuGYTA9PT10DZf88xeg/d4FZJ55hXe9V4eNC5VKBbVajVgsBl00jyd/9XeHNp56p6JITsXd9wi71+12D2TxEHfOaDR62aLigzA7Owuv1ztUeXn8O9+H+qlXUDnLH2ceGxvD+fPnB8qK3HHHHXjxxRdhsViQfe78ga9Rhy4uThxBWq0WrbCxLIvNzU1MTEwMZAmQMQOiEXWQVpHDZL35ia+v4kf/9Bl8tzWL//ydHP78hW431+FwIBwO79kVn5ubw3/4zNP4pN+Af/+Fc3joT5/BJ74+fJ0AoFss4AqCcmMnmUwKaoQRdDod5PN5GI1G7OzsXJY9+V7QarWQSqVDY735ia+v4r+d7eDx0hh+6asBXjzY7fZdv4fVasX//tYOfv+lFj7x7cjQxlPvaEU8HucVMpvNJjY2NnDy5MmBRcr19XUsLCygVCrt6oJ3JRimjt0nvr6KX/yKH9/rePC+T5/Hn7+QoOwnYrc9aPxOr9fDaDTi4597diTWKKArYDw7O9s9WHAaA4FAoM9pjItisQilUgmJRIJMJnPVuoZcOBwOZLPZgWyh44ZPfH0V/1iYwV+vsX1rFMkrBmFqagq/8cWX8UmffujjiQirt1ot+P1+XsHS7/ejUqngxIkTA4txpHkXCoWuemyTC5FIBJfLNTQNl098fRX/9bkqvl1z4Uf/9BmaRwF7i/KqVCpoNBr88XeD+D8XJUMfUwQOh4MaGBBsbm4OZBEAl5p3LMui3W4fSGGcgIzKDkNe/uzDH8DCOx/Az3/5b/G2j/0Cgr/ymwC6sZRIJPry017Mzc3h2z/yPvzsf/sN3P7//jIW3vkAnn34A0f06Q8W9Xqd5ki9BhpkXHpQvs1t3hGNp4OCRqOBUqkcmobLsw9/AD/6n38FH/ziX+N1H3wvLx6IEP8gWCwWrH3oY3j7x34BD/7Bfx3aeOLqFwqNlrdaLayuruLkyZMDmygbGxtYWFjgmVAdFIZJcuTZhz+A137gJ/CRr34Wt773RxH8ld9Es9mESqVCtVoVnFAgUKlUsNlsePKQ1qhDLTxxx6A8Hg/i8ThlEUxPTw8UTe10OigUCtDr9bsKkl8NhkHU8Gwgi0ee4lfsP38+g+97UzzHn90cINZTdfzjCp/O+8hTO0PZsWs2m3Tul3uQDQaDYFl2oIsGcGkxarfbEIlEBz6GMT4+PhTWm0Ix9chTO1j5AatAq9XuOvK0mqji8+f57mPDGE+EPUcK2gqFAo1GA51Oh2qELSwsDCx4FwoFqNVqiMXiXR1crhRisRhjY2N97hPHDYPWqO+thbGwsLCnJopYLIavCPz9CMQUcKkoEo1GeSNR6+vrgk5jXIRCIbhcLppsHfTBbn5+fii0VPZao/ZyaV1NVPGPq3x6+LDGE8DXNiRIp9Pw+Xy49dZbB76POz5WKpWuyClqN+h0Okil0mPvzDVojVqJV6je0W5gGAbhmhSffonv7jOsMUVyn2g0irm5OWQyGeo0NjU19f+T954Bbl3XtfC6aIPe66AMpjcWUSQlUYUqNlVcQtmWbMc9thzbSZzykthOeYnz8pwnpzvJF9txSxzbiSM3uUSSZVkSJZJWl0gOh9MwM5iCMui94/uBnMN7gYvhkJp2ofVHIoDBDC72PWefvddeq20TpV6v0+Yd0TXcbIyNje36hsvUg4/iyHe+wnns1h9/E5Pff4Re23Q6zTuaTxB68jnc9pNvcR478p2vCJKpQvSs2OOXwPoaYQQkzyL6mpudlxNW325vuPDF1JHvfAWrP/8FgEYhYL3PEHj8Gdzyo2+0/LzQ4onNyq3X61AoFPTcRzTCRkdH2+bl7OYdabpsJkQiEVwuV9tR2t2CdmvUmW//GENDQ1hdXV23wM8wDJLPnMWtWxRTm9NO3QDEYjFKpRLOnTuHvXv3rkuBJIsRcFFgbLPBtt7cjJnircB8hL8A8OLMMgYkMRo4J06caDuK+LKPXxBtPpLFAc/l20vuFMhn1ev1OHv2LHVh8fl80Gq164rHJZNJaDQaiEQiTE1NYXBwcEv+xuHhYeqkt1vRLqbOzAehLohRq9WwsrJCdS0A7vjdy3P8jkZCiyeywUkkEtTrdVgsFqRSKUxPT0MkEsHtdq87K7+8vIyxsbFNHV9phl6vRzqdvmIr2O1Au3h69sICetR1LC0tIR6P4+WXX27bXem0NQoAx/53YmICvb2967qBsRkp4XAYIyMjSKfTm56IDw8P48KFC23HHnYDLrVGLS0toVgs0jWq+Rp1yhpFsLa2BqlUin379mFxcRFarRalUgkej6dtfJDmndPpRDAY3LRxg2Y4nU5MTk5Co9Hw6kvtBrSLp7MLIQwapTh58iQCgUBb45loNIqTq/yW0kKLqebDhkgk4jiNbTQvL5VKW7LvSSQSOBwOLC0tbXozZ7OQOsPPeAiefg417cUxoaeffhper5f3Ho0+/3L79z5+bNP+1u1ApVKByWTCuXPn6L4yPz8PtVq97rrDbt5tZV4+NDS06/PydjEVe/EMyv0O1Go1rK6ucvJyNqIvvNL+fQUUT/l8Hkqlkhpn6XQ6SCQSTE1NQSKRoL+/n8PQbMbS0hLGxsY2VU6lGTqdDul0usVlcDehXTytnn4GiquHEQgEkEgk8MILL7QUyMl6tZVr1JYVnoiAYTqdRk9PD2ZmZrC8vIy77rpr3Z+Lx+PQ6XQQiURYXFzc9IolG0ajEel0Gslkct3uxE6h18zfeTo07IG+qqX6NPV6vS0r7KpQDphoZU20e+/dDp1Oh1gshquvvhqPP/44jh07Bp1Oty5VfmVlBWNjY3ROejPHNptBrDeHhoa27He8GrT73q/qc+CavV7Mzc3hqquuQn9/P2/CdFU4D0y0VvuFFk+1Wg3ZbBb5fB5arRYejwfPPfccMpkMbr31Vvh8vrZrj9/vp0nxwsLClh7i3W43zp8/v6ljV5uJdt/7/l4HhoaGqAZavV5v637UiKnOWaOKxSJUKhWy2SympqZwxx13rHsor1aryGQycLlcSKVSm85MYUMmk8FisWyKY95WYb01qseqoIfn9eNJ+GsUYc8RS2iHw4FnnnkGFouF4+DHB3aRIJFIbOkaNTo6uqsPdm3XqD4HRkdHIZVKodFo2h6UXS4XYqIF4JnWA4/QYgpoNHNTqRRcLhd8Ph/8fj/uuuuudYvc7OYde//bChBB20Qi0Xbkbyeh3TfG+7jjhmsh+Z+c4VJrVODQVcAXN/7euxn1eh0ajQbRaBRWqxWPPPIIbr/9duj1+nVNjUjzbjvy8uHhYc6auNvQ7ns3H7oKVx85gpmZGezdu7dtXh44uP+y3ne3olgsQiwWo1gsolaroaenB88//zySySRe97rXYXFxsa1UAZtE4vP5tvS7drlctOGyVQWuV4N237v+qr0YGxuDTCajTMSdWKO25E6v1+uYDOdxKlBBpqthvxsMBmlFO5/Pt529DAQClB6+3us2C7vZevOAx4CPHuXSmd+5z4hBo3TDmjKjVgXuHecW1T52c5+gunQES3kJTvgLiEKDQCAAuVx+SScxv99Pb7C5ublXZf27Eex2680DHgM+fAO3oPLRo30YtSqg0WgQiUQwNDTUdkRq1KrAR5piUqjx9MpyErMVI5bzEgSDQRQKBZpQ12o13jGnSqWCfD4PjUbTIva7VRgdHd214wft1qhR68bX7VGrAnd5uUU1ocbUQho4l1VitSjDysoK7Hb7JZkgZAwYaGiobHVByGQy0cPnbsQBjwG/vJ8rePyxmxtrlNFopG6mfI6BQCOePnidq+XnhRhPyWfOgnn4FKRzAczPz7dNutlgN++IQ+JWgzRcdiMutUblcjnYbLa290NXVxcG9GLc3kSMF2JMBR5/BvWHTsIYyqBSqWB5eRlDQ0PU8a9dc4O9LuVyuU3XNGyGx+PBysrKrszLh48fw+l7PsR57PE3vwfeO27aMAvMceu1ePxN7+Y8dvre+zAsIHYKQXViHvH/+AnkC2EsLy9DrVZvKC8nudZWyamwIZPJYDKZ1mUd7ySGjx/Dqbd9kPPYqXs+BMet10KpVCISiWDPnj1tR7wct17bEpNCjKd6vY65nzwO20tzqE8uIhQKIZPJ0CZwuVzmzadI806r1W6ZnEozRkZGdq1cT7s1ynHrtRt+D8et1+Knd7yd89hmxdSWtNA/8+Nz+PIpP4DGRiV7aBK/eXScirytra3xdpbm5+dpgLWzt90KEIeWPXv2bMvvuxx86q5RjGnLeGU+CK9Rgb3dCqTTaej1epTLZSQSCeh0unWLdLcaU9B7kxg9fBS9ZpXgkiUA+NKzYXx74X8KaKt1xNUM7uruxtraWtsxu3K5jEKhQEde+BwTtgIWiwU+n48zbrOb8PbhLuwxuHFmPgi7ksEHbx/C/Pw8fV6hULSdJxeLxThmyWL/3b342bNn8N7jdwgynv7lmRC+fTYOwAlkgdLTy3jffvslf25qagpjY42K/9zc3LYw24hl7uzs7JYXTq8EdI3yBWBTMrht/0U3pEqlgq6urrZFAqDR5XprnwgudMAatWwCYMK9X3oWHznah8PVlXV/JhaLQa/Xg2GYbWm0EHi9Xpw7dw5jY2Nb2mm+UvzK1Ub0ydLISzRQVDP48J2jmJ2dhdFoRCqVwqFDhzA/P9/2wHKDOoI9dzow4V/Dm26+RpDx5P/tP8Vbf/xN+u+nz8/A9tk/vKT48urqKsbHxwE0cq3tGKskDZdgMAi7/dLr6Hbj125w4pBdip89cwYHBpw41HtRa21tbQ179+5dl0EWjUbxwYMm9Eh8gl2jTt3zIdz03a/ipv/59+PBCK7+8t/QJlMkEuF1sltcXKRFgkAgsKHi52ZgbGyMSnPsNhx54Ms48S+3IPbiGXQN9cN68yGk02nKgCBuWtlstm2RrvBr78a/7RnGmFIL7b4xHBFYkQAAln7n0/gAa4069fIEXH/yWwgEAm0bKJVKBblcjjaEt0pOpRlmsxnz8/P0e9ptsN7/Bzhx+62IvfgKxAO9OPYbH8TKysX8gTiZ80GhUEDyiY/g6Ttuw+KTJ3HonrsFG0+3/vibuPF//n1idhHOv/rjS/7c1NQURkdHAQCzs7NbNrbJBsMwGBgYwMzMzLb8vssFe42qebqx55430OdIY51MTfGhXC4D/+tD+LcDezZ9jdr0jPMlf/x/ik4X8Z+vRBGsXHQX4JsPL5VKqFQqdJG+lCvEZmI3W2/WajWM21W43iHGdYN2RCIRekDp7u5GKBSCy+Vqy1BZXFyE0+mEW1HBW692CS5ZAhox1SgSXMSXnl7Acl6yLpWXvSDMz89zdLA2W7i3GbvdenPcpsRdI0ZYRFnOZkaKce2Kcmq1GnNzczh29SAOGqsdE0///kII86n6unbOhD1A5s+B9tdps0GcldYTVd4pBAIB3LqvF9d3S3B03MPpykWjUVgsFhgMBsRiMd6fv3DhAsbGxjpujfriCR/8WREKhQIVT21GMBikB7mtHi1vxm53aNnjUOMmdxc8Si7rgWEYiESitmtrMpmEVCrFfpcONzilgoynqQcfxa2sAx0A3Pj9f0Xg8WfW/Tn2PrfdEgIWiwXZbHZdc4qdQigUwqFeM9520I1eLdOyFrHHGvkwNTWF/fv3C3aNmnrwUVz/3a9yHrv1R99A/PQrVByer0hSLpdRLBZpA207Y4phGPT19bXV3tpJ1Ot1OG69Fpp770D/m25FNBqljUabzYZYLIbu7u62zHfChhWP9+Lw//4twTFTAP416vrvfhWJX5xBPp9v+3Nshu9273m9vb1YWFhY98C9U6jX63C+7gh6PvIuiEZ7OBqjlzpHaDQaTE1N4foPvhPVY9d2TDwdffDrSPzizLrsbGLGwl7Dt6uZplAooNPp1nUc3CmEw2Hse/uboLn3Doy99U5OXk5MIiwWS1vXx6mpKYyMjGzJGrXp3047IceFSHbdQxq7ShkKhdYVi94K7FbrTfbCTAol5XIZDMNgbW0NRqOx7XWt1+tYXFyklWChol1MLaf4q/9Ao3tnNpvptWHbdAJbX3gCGh273Xyw0+v10Ol0bZ2u+DbnQCAAo9GIRCKxK7tGG0G7eEozynXv/1AoRLv5O8E+stvtSCaT6yZ1O4FsNksPJs1dFGIvbTabed2vcrkcMpnMrtUb2ijaxVROrMbq6iq1jOb8DKtIsF1dXzYYhkFPTw+H7bgbUCwW0dXVBYPBAKVSiXK5zHuAa5eMz8/PY3BwcFceLjaKduKgNd9iWzZqc/NuO9kpBP39/fD5fLuu4UKsuXU6HQwGA0cTkmEYVKtVuFwuDsOAIBgMQqlUbhsbcSvQLp7I4+2+L3bzbm1tjZcRtZVQqVRQqVS7ruHCzsvJup3P5yGRSBCPx2nTvN11XVhYEHxe3i6mytPtG/jRaJRzZmlm+dZqtS0vGuzWhgu5JhqNBgaDgbfg2s6Fc3l5GSaTiQq2CxHt4gkLy+s6p7Kbd9shp9IMq9W6KxsuyWSSauSJRCJOPqTX6xGPx6HX63n1kQuFApLJ5LqOlK8Gm36HtxNb7DWroFareT9kOBzmbGh8Sfp2gFhvFovFbf/d7UDGw8RiMZxOJ0QiEZaWlgDgkpRRn88Hm822a91mNoq2MWVSolQq8W7u7BG8paWlFudC9tjdVkEsFu86603SHSCQSCScjYx0DHp6elr+7kqlgnA4DLfbLegNrl089ZlVbRPFubk5ah9dr9fbakBtNQYHBzEzM7OrDnb1ep12y9VqNTQaDe0AXYrOu7CwsO2H461Au5jqMSpQrVbpJk9AxDOVSiUAbnxtJzQaDbq6uhCJRLb9d7fD4uIiPB4P3ffkcjkCgQCUSiXy+Tzdz2QyWcteHY1GUa1WYbfbUalUBLv3tRPwtB+5BqEQv8MauxiezWZpbG03dmPDhd0JZxgGcrmcFvDtdjuWl5dpfDXD7/dvm+zDVqFdPGn3jcFkMvE2XJqbd9ulF9aM3dhwKZVKkMlkkMlksNvtnLw8Go2u60I7Pz8Pk8nEaYQKEe1iSrlnpG1xnN284zO42I6GsEgkgsfjwcLCwpb+nstBMpnkTPg0502EzeP1elv+7mq1ikAggJ6eHsTj8V0p77ERrLdGtSNXzM/PU4dzYHvOdXzYjQ2Xer2OQqEAmUwGnU4HtVrN0Thb72/dqJ7klWLTC08HPAa8Yy930f3wDT044DHAYDC0JLj1ep3TSdlpi8KhoSFMTU3t2O9vB1KZJAlUc9BoNBqk02n673q9TpkGQgdfTH3s5j7cfnAIwWAQmUyGU4CbnZ3lHOLYjAyC7djggIYLn1gsbjtmtN2IRqOcmGAYBt3d3VTI02KxIBQKQSqVtujyzMzMwOVy7UoXh8tBu3g64DHwihaThJckivPz8ztSJCDYTWLjRMgxEolAr9fD4XAgm82uO7JIkMlkEI1Gt6yrsp044DHgrSPcNeZjN/dhb7eGjrKyk6e5uTmqT0S6vNs1ttmM7u5uRKPRXdVwYV8LosdXr9exsrJC9SE9Hg/8fu5YfygUgtPpRDabpcwpIWL4+DFe8eGR48d4E0ay15PrtrS0tGP3FWmS7ZaGy+rqKieJtlgs6Orqoiy69bRTVlZWIJFIYLVaUS6Xd6Ue2kYwfPwYHn/zeziPPf3WX8Hw8WPQarW8kgXhcJg275oL59uN3dhwARoOfNFolP5dzX+fTqfj2L+T804n5OXt1qjr3n8vQqEQCoUCZ/2dm5vjFAn4GufbVTjQarWQSqW7puHCvteARnGsu7sby8vLqNfrsFqtWF1d5W3kkbxcJpOhWq3uSvfjjaBdPA0fP8bbZCoWi6hWq5Qx1yynst0YHR3dNQ0XIu2wtrYGk8kEm82GXC63oeJ9NptFNBptIWtsJrYkQn/1Whtu6tXi8ecnIC+ncItBDwD0UMc+8DcLc4XD4W0Rw1wPw8PDuHDhwo7/HaRrmc/nYTabaWHJ7Xa3VL3tdjtmZmboQj47OwutVivYxLsZH77GCk3Sh1hZApOsiv/1ugGIxWLU63VEIhEqfpnL5SAWi+nnbid2up2VcZfLhfPnz+8q601ymHO73YhEIigUClhdXcXw8DCvXlipVEI2m4XX611XV0so+NVrbRhU5DATTEKUjeDtw41uC9ng2fD5fFSsF7jY7dwpSKVS2O12LC0tbamt9UawsLAAr9eL+fl5SKVSmnhrtdoWdqvVakUoFKKFg+XlZVit1h1hjm0F3tovhiYZhljvADJhfPLON6JareKJJ57g6Fg0j5LvBtH44eFhnDlzBvv27dvRv4MNskaJxWIoFAqq3WQymXgbVGtra8hkMti/fz9SqRSKxaKgx6M8f/9n+O51B5E5dwG1Hid+6fd/nfd15DBL1qhisbjjTC+9Xo90Oo14PL4u+2M7kM1m0d3dTVmYOp0O6XSao9VHQAqcpICXTCZp00rI4+UA4P7bP8VTb74T/hOnkLeZ0HvXzQAaeXmhUODkJrOzsxzh/lAotOP58OjoKC5cuLDjI2r5fB5yuRzlchlqtZqyezweT4tOrNVqxczMDL0H5ubmBD+2yYb77z6Nfx0fgnQlhFK3Fe/+8z+g9xCbUECuEfnc7eRUtqshDABOpxMXLlyAVqvd8fWSgORPHo8HgUAApVIJwWAQvb29vDpC5XIZ2WyWTiEIHe6/+zR+eNN1yE1OY03ZhTf93q8B4M/L5+bmqNEP0Cqnst2QSCTo7u7mOKnvFEhevri4CIVCQada9Hp9y9iiw+HA6uoqZfUuLS3BYrFs6fl4y9o3/XoxDlvqGLerUKlUEIvF4Ha7OTdPNpuldFUASKVS2yYovh66urpgNpt33HqTWNiyx8YUCgUqlQrt0LEp4wS1Wo0KuO+2DtGrgUdVwy1eJQaNUupAU6/XOUWkhYUFTlclkUjwduq2c4MDLiZNOwm+WFAqlcjlcjAajQgEApyFm83+mZubg1qthtls7piY6tOJcH23BC5F434ql8vo6uri0MSbC5e7YVMBAKPRiFqttuNFQPbIoU6no38P0XZiQ6fT0eQomUyiUqnAZDJ1RDyRNXm/S4e9mjyucumxsLBAO5TsjjibdUjGNncDk2J4eHjH2b6RSKRlnIdo70ilUtRqNVp44vtZnU4HlUqFXC4naMYTgfaaPZC86ShEoz10xE6j0SASidD7rtnFp3n8YKfgdrsRCATWdbTcSXg8HrzyyiucYpLHc9Ecwe/3o1wuo7+/H/V6XdDj5QTWo4dQu/06GI7sR6VSQTQahdvtxurqKl2j8vk8p3mXTqd3xfiOVCqFzWZra6SzXSANH3ZhhRSgKpUKGIaBWq3mTCAAjbW+OS/vhL1PsqcP+ne+AYoDwxxnSHYhwOfzcQqZ7eRUtntUamRkZMf3PD7I5XIUi0UYjUb4/X7O/SeVSqnw+OzsLFQqFaxWa0fEEgCoDo5C+ZbXoz7sRrVapY3eQqFAP2MzQ4xPTmUnQETO2SzHnUClUqGNBJPJhGg0CoZhYDKZEIlEOIxytVpN9anS6TTK5TKMRuOWrlFbku2yN2mbzYZisYhgMAiZTMZJQkhVjoBdddtpmM1mFIvFls1jJ8BmWNhsNqqJFY1G4XQ6WwpkMzMzEIvF6O/vbytGJzQUi0VIJBLKACMuWeyuZbOYKtEo4MN2b3Bs682dwvLycgtDRiQSIZPJwOPxtDBUSMWciGbuFrbWZoAspiR+CJWfXRwnRQL2QTiXy+2Ydkozenp6sLy8vGvub6PRSMVDyfhBvV6HRCJpGWVZXV2FVCql92c+nxd0fJEih1arhVKpRDKZpMVMNpoZvuyRu51GV1cXTCbTjjZc4vE4TCYTpzFAHOwGBgZaxrdUKhWy2SyCwSDEYjEsFktbQwmhoV6vc0Yrent7qT7M9PQ0zGYzstksJBIJzQ/Iddupsc1m7PRY8HoNJjIizD7AsMfustks5HI5/Xk2E0qoIEUki8WCUqmEcDgMiUTCYX41Fy5XVlZ2xaEOaOwx1Wp1RxsuDMOAYRiOCyDJx+12O8LhMGw2W4sW28zMDEQiEfr7+3lHh4QIEjekUEIOtuymZTAYpCxn4KLAOB+2uyEMNMY4p6ent/V3ssGndSUSNdxwbTZbC5OJ6K8WCgWqg9hpIGLYAwMDmJubowwwAHTKhX2245NT2SnshoYLe5/SaDRIpVK0GUzuTT7SysrKCmQyGS2ob9V4+Za1WbPZLOx2OwwGAxU+W1hYoAe+lZUVTpEpl8vtOvrpbrbeZNPFyTU1GAwIh8NUL4RhGGi1WmQymR3+a189MpkM58Bvt9sRCoXozVSv11to/esVnnZig9tp681CodByEBOJRNRZRCaTcRYisviT+5boGgk9+SYgYrM6nQ6rq6swGo3IZDIoFotgGAZTU1PU9hdo1QrZDdhJId9MJsNhAJACgVarRTqdhlQqRblchtvtpsKrpJin0Who4Zd0iHYD2/VKwdazIMWCgYEBTgc4k8mgq6uLU2Bjd6Z2A3a64UL2Mj4hY/ZeR9Dd3U1dA+v1Oj3QMAxDGYxCBvm8IpGINu5sNhsWFhagVqtbGL4zMzM7PrbJBsMw6O/v59wH24mFhQXOmKtSqaSjd6urq3SEo7lBNz8/T5kEQOfsealUCm63GzKZDLFYjI5JEwQCAQ7Dly9n2Gn09PRgaWlpx/Ly9RgAZO9jx4vFYkEwGKSFS5Jz7Iam9qtFNpvlnNtIY5z8l695x57gaMZOiEPL5XJ6Tt0J8DUzRSIRbWbJ5XKOYxqJLZKXk8ZVp6xRQCOHMplM8Pl8MJlMSCQStJDT3LxrJ6eyk9jJhksul+Os2SQu1Go1crkczcvJHkhAhOnJuZhhGCQSiS3Jy7es8FSv12EwGGhCqFKpUCwWMRMr46fTCTwzG+IUCfx+PydBaMZO3VQ7Zb3J1kLh++yBQABer5dTVDKbzXjxxRehUqnoAZlPa0WIYBcmyULc09ODuWQNPzobwoNPv8IpEiQSCeh0urbvt1PuB7vBepM92iMSiWAwGKgoLxHrJckVu5PQSRsbgVgspmOGpJg5Eczisbk0FtLgxEgqlVo3pnbi+jAMg97e3hZtie1AIBCgzQO+z07G8NhWri6XC2fPnkUul+MItOdyOUEXCUj3kS0SzjAMjEYjpiJF/HhiDT99YZqzxzUfincLSMNlu6n77N/XPHavUqmQSqXQ3d3dwnoKBoOwWCwtOh1CZzyxQYpNAwMDWFpaQvGVGZz4g/+H0pmLBR02i7MddmKNUiqV0Gg0bd34thLsUWCGYWA2mxGJRCiziTDmXC4XHeEibJZCobDj+lSbCcLu1ev1NP8g+h/JZ85i8Yv/gQs/+CmHjdI8lbBbMD4+jomJiW3/vWxhcL57KRwOw+v1clgqer0er7zyCrRaLc3p+UbxhIhMJgOtVotqtQqlUolUKoXe3l6EnnwOK195AE/9yzc5eXkqlVpXJ22nxLEtFgvy+fyONunZ+59IJIJGo0EsFoPD4cDKygrnNaRZTF7bKSD3lEQigclkwsrKCqxWK9bW1hA79Qr8X/wPRJ5+kdOsayenspNgGAZ9fX2Ym5vb9t+9vLy8LkOVTFCxG3kejwcvvvgicrkch4GfSqW2ZMJjS+9w9sJcq9XwPV8NX3ypBqCRgEznJvGpu0ZRKpV2VdeXDbb15nZuwKlUikNPZcNoNGJ5eRnXXnstpqen6cJDrmM6naYHwq6uLsTj8V3HJrtcVKtVmiyazWasrKzge3NVfOFEAIAC/7W0gguZLnzqrobwZDAYXFcMs1nkfjvR39+Ps2fPYs+ePdt2EGDfY4lEghaF+UBEoO12O6LRKHQ63a5j+mwWiJU0Edz77lwFXzkvBc43NvqPRur41F2jdLx1N4IksWzNid0AwpJjd9RJh7R5bEXoYyyFQgGFQoE6RJFi5r+9nMAXzjAAGvca2fPIz+zWdZk0XNii+luNxcVFTiGumTXg8/lgtVqRTqc5azdxRxwaGuK8X6lUEnThiX0QEYvFqFarYBgGkT/8LH7lwa/T505/70M48sCXd4VIfTvYbDbMzs5Co9Hs6Kgyn4MdKcSQx2u1GqrV6q7NSa8UzW7IhOW19gf3457vfIU+fvrnT+HIA1/esebcRsAwDLxeL3w+37Y6zMbj8ZZ1hsBkMmFubg7XX389pqam6BpFxlVSqRTNo8RiMXK53K4Rtb5SlEolOlpuNBoRDAYR/aO/xK0knr7+Tzj9sydw5IEvA2iwxndrXt7X17fteTn782azWWg0GqoVRhyDgUa82+12qvsbi8WgVqvbnhGFCrI+Wa1WLC0t0bw89sd/hXd+72v0dacf+hmOPPDldadadhoqlQoqlapFj2o70C5+SfOhv7+fUxQj0wvsPJxhGKpZt9nYklIp+w8ldu3//cx5fPEEtyv/hRM+vOSPb/vmcbkg1pvNavA7BULnBcChiPt8PlgslpbDTDKZFLQbC4FMJqOiepNrBXyhTTw1jwC1w04edLebislmFBJrZEJhrdVqNMkcGBhAKBRCJpNBMpnE8PAwpqenOyJ+2CDfvVarhUQiQaFQwKmpVXzl1BLndSSmYrFYy+jPboLD4UA8HucIo+8kiFOGVCrlzLpHo1GUy2WOpoFCoRC83kW9Xkcmk6H3iVKpxLO+tbZr1PLycouuw26CSCTidU/dSlxqNC4SicDhcMBsNqNarSIWi8Hv92NkZATJZLJlPd9p98lXC1I4YzMGpx58FEdZRScAOPKdr2DqwUd3vZU20evYLiYdn107QT6fh0ajQalUoh114KLYfygUamk0CrkwTsD+DDabDae++p84wio6ARfjqdnZbrdBo9FAoVAgEols2+9cLwY0Gg1lkrE1jmZnZ2G321vWtmQyKejxcgIyAswwDIJPPNs2njYip7LTa9h2SxcsLi7SdYYYa5jNZsRiMboWkXHlQCCAfD6PdDpNx5ebGfidsEYBjaINyR1f/s8f4QZW0Qm4GFO7ufAENCRhkslki5bSVmK9GOju7sbKygokEglntDwcDqNarXIIBuz1bLOxZRw98uGJjoo/zn8gmgunOeMJuxXEXY4UPrYSZLFZD+T5/v5+hMNhxGIxyOVy6prBxm7TEblcVCoV1Ot1KJVKupmvpMq8r52PZHlFtHcbiPUm0b7ZarAr2Wxto3Q6jVqthnQ6DZ1OxxGzXV1dhcFg4E0WOsFBg2EYSCQSSCQSqNVqvDzHL6p8djEsiJGLoaGhbROvb9YCaUZXVxe9V202G9bW1qjIaC6X4xSGdTpdR+jQAeB0a1eS/HvFfCTLKVLtVpCiLJ+D3Fag3ZrCfpw4swBALBaj4trNex5bG0moIDFCjDTsdjuCv3ie97UrT/9iVzjZXQrb2XBha3/k83kO+y2bzWJ0dJTquhCxZ6IfwsfA7JQ9j0AsFqM4xT8KknplguqE7mY4HA5Eo9FtaVxs5Ptn5+WRSASRSARdXV0ol8stRfB8Pi/owjgpjHR1daFUKqFer6M8M8/72tSZ85eUUwGw4w6vYrEYLperZZx7q8D+vKToplKpUCgUUKvVUCgUoFQqqX4m0NBHNpvNvLHTCWsUgVgshsFgQOT5l3ifjzz30rrSF7sFxLhoO76bS01mEGdgoLF2hkIhyshqFmjfSn3obbvDnTr+BVZaiO9aengztst6c6NjfSQ5slqteP7559HT00MV7DsJxWIRpVIJZrOZUlCvGeHfwFw6mWC0YvR6Per1+o5pcBGhSyLKSxh9TqcTU1NTMBgMWF5ebhmz24iWiFDA/gzt1igt8oKhNA8PD+PChQtb/nsup3Ci0+mQz+extrYGqVTa4k5GdFY6DQM2/m62VlQUTDy5XC6EQqGW8aTNRrFY5E2k2cmPyWSixgxKpRLT09Pwer284qzNZhRCRDabhVKppKwnhmHA9PI3VMQDXkHsexKJBA6HY9saLgTNY8i5XA6lUokyTrxeL5aXl1Gv17GysgKPx8NpMnbSgY4N2RD/pEHebuYI+O5mEFb2VmOjmnykcWw2m/HCCy+gr6+v7R4n5ByqXC6jUqlQTbBKpYLu66/lfa1qfFgwzW/SgN2uhgsfCMtVpVLR/c/lcmF6eho6nQ5+v7+FMf1aW6MqbodgJEBGR0e3JS+/HL0rrVaLSqWC1dVVKBQKDAwMcBjupKC8FdiSwlPzDcAwDG4e9+C9B7nJ9keP9mHY3LWhCvduuam2w3qzmW7K99nZyZvJZEIqleLQNjsJZObZbDZDrVYjkUjgUK8Zb9+j57zuYzf3QVuOCaLzS+DxeLCysrKl1puxWIzD2GlmENRqNc5jarUagUAANpsNDMNQJ6BOQrlc5rBTGIbBmFWB91/TzXndh464cLhvY7pJu2GNIlaoRIxyO9Cs0Ver1VAsFqFUKmnBgmgfra6uoq+vj1PIEHLyvR5uPzjEu0a55GVBMOgIRkZGtjxpatZ3IveSyWSiWnRsQV6Xy4XV1VVUKhXeAmgymdw19spXCjbrhmjR2W+5Bj9/47s4r3vy+Ptw6D1v3fB77jQMBgNqtdq2Nlz4xi7JyDlBIBBAb28vCoUCRkZGOMVxiUSy5cXXncCBXz6OE8ffx3ns9L33wXr0kKDYgkNDQ1veFG5mLfHdS2zzA5vNRseBPR7Plv5tO4FCoYBSqQSLxQKNRoN4PI7Rt9yOx9/0bs7rTt97H0Rj3g3JqeyG9Qlo7C/BYHBL7/nmUcvmvLz5WiiVSgQCATgcDupYnkwmt+zv2wnwff/O1x3B02/5AOexk2/7IPrecMv2/FGbAKlUCpvNRg0stgNsjTCgcW1LpRIUCgWV5NBqtUilUlheXkZfXx9n/G4rsS3DtPV6HXq9Hrfb8rDtB1T2XijKKRzqlQquUMK23tzuaqtEIqFW72SsDmjMBut0Omq/SUQkO+VAVygUIJVKIZfLIZVK6U1z32EL+rsyqKstEGUj+ODrBzlCxkLB2NgYzp07h717927J+0ej0bbdS7Z+CMHa2hq6u7vx0ksvYc+ePZDJZBwLU/L6nRKB3Aw000rr9Tp6e3txve8xuK/pQqQowtEDIzDWU7tai4cPJpMJCwsLLc5gm4XmDa2ZTZDNZlEqlXDNNddgfn4eAwMDUKvVVLeg0yEWi+noxwcPmqDLLGLk8FFE58/jbYetO2YDfqVgGAYDAwMtNsZb8XuaIRaLeWPG5/Ohu7sby8vLGB0dRTwe58Sh0MfLAe7IvclkQjgchtvtRv5j78KJN9+F6IuvYOwNt8M27N6QpuFuQk9PDyYmJqDRaLZkH1ldXd1QfqbT6ZBMJqFSqXDw4EE89thj2L9/f0ss6nS6XaPxuZnQaDSQfOIj+M+r9sBVriFrNWLgTbfteqmCZnR1dcFkMmF1dZUa62wX5HI5EokEurq6OJqGoVAIJpOJ40DWaXm5SCSin5ucR5x/8yf4/vWHoY2lkDRocPyTH8fc3JzgPvfo6OiW5uXhcHhD+ym5brFYDE6nEy+++CLGxsYgl8sxMzMjiHGzjYKPvdzb2wvfx96FH1xzAJKVEFw3XAfTVYOCW6OMRiPS6TSSyeSWfGfNEj3RaJSjf1UsFpFMJnHNNddgYWEBg4ODUCgUCIfD256Xb3lLg30hMpkMxm1K/MotYzDWU7vaNWM9bKX1JqHXE7BdD8xmM+LxOEKhELq7u1Gv16k9KVtk3OVybSvjYatBxjCaNy6NRgN1MYK3X+NFr5bZ1a4+62GrrTfX2/DZhSfiZheJRHDjjTdiamqKd/wlnU5DoVAIWp+ALUDPtnANBoO4acyN33jTNcgtnd+1rmOXgtfrhd/v35IiRzOzkp1YAxfXMFI0WFpagsvlQjgcpp1f9nrVCWh2YCMsnUAggKs9Brztahd6tcyucx7cKBQKBXQ6HR1122xczqGkVquhVCqhv7+fsgsMBsOOjSxvFbLZLE1QyagO0Zp0vv4IvB99F3Ie84YbYDutn9KMrRTybW4stIPVakU4HMbs7Cz27NmDQCDAW7jQaDSC16Frd49lMhlYbroaN37mkxCNeXn1iIQAs9mMYrFIWZGbiUKhwNEIYx/yLBYLYrEYwuEwvRfT6TTUajXVDgMa7Ha/37/pf9tOoVAocOKEXA+j0Yicx4w9v/erUB8aw/T0tGDzctJw2UkQN7twOIyjR49icnKS1621+ewoRLAlHEg8iUQihMNhDP3S6/G6v/xjRMwKQYyV86GnpwdLS0tbkvs25+WkNkBAHKVJQ255eRnd3d2UaABsH7N3y0ft2GLFqVSKjhgEAgHBsZ3YIDbhm10pJHaZBOyqJUk+iduNVCrF4uIinE4nZzxPqVRuq4r+VqO5kktsHrPZLKrVKvR6Pd3UhdZVIWBbb24mmi2Um8Gm9Op0Ovh8PthsNlQqFcjlcl7RzlQqha6uLsEu/gCXEUG6kORaEbHxjWo67FZs1cGuWq22ZSkwDIN8Ps+JDXIItFgsdDzY6/Vum4DndoB9j7HdNx0OB3XMErrLGhGg3Oyx20gkQnVC2iGVSkGn08Hr9eKJJ57A4OAg0ul0R7hCtUMmk+GMgjEMg2g0SpPJPXv24JVXXtlw93S3NfpIw8Xn8136xZsM9v3Kvi+NRiMVHFcoFMjlcgAaoxJCL5S3W6OIjTvQYOkIeSyst7cXCwsLm95w8fv9HIZFIpGgZxkiHp7L5WixyefzweVyccx+tlIzZSdQKpU464lMJkM+n0c8HketVoPJZGqwVXy+XVXwvhwoFApotdota7isB3K/qtVqLC0twWKxoFQqtT3fJZNJKJVKQeflhUKB/v3s9apSqUAmk0GhUGBxcVFQcirNGB8f35K8vFwut7C8yXlYLBbT+CDIZDLQarWwWCxYXW0YK/X09GxLXr4lq0E+n6cfkLB0yuUyx7ZWLpfTTV2o2A7rzUwmQzt3pOBCFnsivFqtVqFQKMAwDL2mQi3AtAN7EdLpdIjFYqjVaruui/tqsBXWm0tLSy2U1ObYYHc4E4kEjEYj1tbWsGfPHio2p9PpKItDIpEgk8kIeoNrHhcDGtdqZGQEa2trKJfLkEgkgh4NE4lE6Onp4QgGbgXY8WQwGJDJZOi1TSaT0Ov1iEajnEM0uyHRKajX65DJZJyOUTgcpi5sbI0ioaK/vx8+n29T74tYLEavEcA/jhKLxWCxWCAWi+m9qdFoaFLeaSBFcLFYTHX4gMZ1UCqVkEqlSCQSlzVit17BeKegUqmgVCppXrgZ4Fvb+fIh8hjRt5ibm8PIyAi9R51OJ03IhV50AhrMcXIwIXl5tVql44ZAIy8Xup7jVh3s2DEUj8c5On3sPJTk5UQcul6vC54ttxGYTCaEQiHqdkfyJ6Hn5zabDdlsdlPPqysrKy3MyuY1ir1eJxIJen337t3L0fclI8AymYw2hYUKvr1/ZWUFw8PDCAaDdAJIyHk5wzC0ILtdMJvNSCaTtHaQzWahUqmoziHJN9juiVuJLVkR2MUSwppYWFiAy+UC0DjgXXPNNTvS6dpMbJf1JvtGZFuRh8NhmM1m+Hw+HDlyBCKRiJOEC/nmXA9GoxHhcBihUAhOpxPZbLYjNjhg8603i8UiLy2XjbW1NZpk2+12urizWUBWqxWRSARAY+wgGo1e8n13M9hsAtL9LRaLMJvNSKfTmJubw8GDBwV/qNVoNJBKpfS7e7VgjyjyQa/XI51O07hRqVRIp9OIRqOw2WxwOBy0ENaJ6xO78JROpyGRSCCTyZDNZtHb27upB+ydwlY3XPiYTCQhnZmZgdfrRSQSgdls5hgfOBwOWigQOtgNJrFYTAsf9XodcrkcmUyGsqE3yqLYbYwnArvdjng8TrUbXy024gpM1qdcLge3241AIEAPy0S0l80GbhYCFiLYeTnRIlpYWKAM+5WVFRw+fFjweblIJILH49nShktzvlkoFOi4eSgUgtVqhc/nw7XXXguJREJFhdlF5E4DMUBYW1uDy+WixbfdVuy+EvT392N2dnbTchb2Oa4dIpEInE4ngsEgLBYLKpVKi1i00Wik7ntqtRqRSETQeXkul6PsS4VCgXw+j1wuB7PZjHw+j7m5ORw+fHjLm6lbDbVaDYVCsWn5YLPcBd/vy+VyNH7lcjkKhQIds+vu7t7WdX9LTurN89AEDMOAYRhkMhn09vbuqF3lZoFYbxI2yKsB2bDWQz6fh0qlQiQSoV1idneBbGwej6ejRlnYxTej0Yjp6Wmo1Wp4vV784he/oJa1neDysF3WmwRkvCyVSmF8fBwnTpxAf38/gMaG26w9pVKpEIvFBN1ZyeVydESFdH+J6wOxLic6SUKH0+lEJBLZFJp/Ow0UAnZiND8/j/7+fpowud1urK2t0fFNtiBpJ4BhGM4ISzAYhNVqhclkwksvvQSPx9MRxTaxWAyn07kp9wZfh5O9txEQtq9IJIJcLkcgEKCvMRqNiEajUKvVtAgldMYve+SA6PDV63VEIhEYDAbk83no9Xo4nc4NJ4y7kfFEMDQ0tGlaKpc67KrVanpv+v1+jI2Nwe/3w2w2QyQSwWKxtIzWJBIJwReeSJebDXKtGIZBMplET08PUqnUDv2FmwetVgupVLopgvCkyL0eSCGB7SDMlr8gmoZer5cemoW+RgHcz6BWq+H3+6FQKNDT04PnnnsOXq8XWq22I856Y2NjmJyc3LbfV61WIZPJkEgksG/fPjz55JPr5uVyuVzwjKdMJkPvH7ajLVtupa+vb1vd4bYKDodj0xouy8vLlNjDB1J7ARp5udfrRbVaBcMwVDeSNEy7urro37RVa9SWFJ6aHWXYnSP2nHOnVP9dLhcCgcCrFuUiOhbroVarUQaDxWJBoVDgzG2SBal55KOTIJPJkE6nodFowDAMHRWz2Wwd0fHeLOvNZpt7oL0AIRGAJnFD7lmJREJdWsg9LBKJNsSk2u0gRRKiTZBMJmkn2Ol0QqPRCH4cmGBkZGTL7aYJisUilEol1U5ZWlpCf38/Ha+zWCwIh8N0npyMTgkZZBMneh/kMQAcrTSr1doRxg96vR4Mw7zqhguf1Xi7wsHMzAwGBgbgcDg4WnjsEX72GiXk8Sji5Ao0Cn1dXV3w+/3Q6/XQaDRYW1uD3W5Hb2/vhuNptzKeCIaHh7el4UKYGSKRiDKAyIi5y+XC8vIyFVkl7KdOYG6wCyHNYOvGiEQiuucLGeRA9WqbG7FY7JIadMViEQqFAqFQCDabrUWgfWBgALOzs5x8qtMgEomobgzDMDRHJOLYQodEIoHD4XjVLHi2YRRBc65ODvxkJI/EDclZ+fY3cs2FXHgiWk7ARaHrdDpNG082mw0KhWLT2LE7jc1quGzELZOsSYQY5Pf70d/fT8frbDYbgsEg3G43NSYSVOEpnU5z9DzS6TQqlQrMZjOHkup2uzE/P78Vf8K2Y7tYKosZBj94ZRWhSuMasquTQGdqp/CBHDCIbXK9XofX6+2IDQ5odPGr1eqrYnAtLi62iGM3u2pNRYp4KSHD8/MRqNVqBAIByrqz2WzUqSUQCNCCAQAqcC9UNDNPIpEIPUz39PTQOFIqlR2jzzA4OIjp6ekt/z0X1gr4wSsBZLoaXWKz2cxhEBiNRsTjcbqpxeNxwVsCk443KdxqNBp677J11iwWy6aNPe40yIjSqzlIbSRRnomVcXKljLlEo7i3sLDQoltHqOMA6IinkA028vk8TcBFIhFMJhMikQgd23S73QiFQpcler2bGU9AowFgsVheVWE2lUpd0s3O999PQHPyLF745vfhcrmoKGutVqP3LxE9J3tgJyCXy3FYW2QUymAwcMZb3W634EdZCLar4VI558PMP/4bci82zgDNBabt0k7ZSbA/XyAQgN1uR61W4+RTQofBYEC9Xn9VDqp8o8DNeXn4xPNgHj6F2R//HFqtFqFQiLLuuru7sbq6Sv9LCgaA8PPyZoTDYTp619PTQxtMarW6I5iZwPY1XLIvTGL6H/8V9cnGJFQzUYM4A5O8fCvHy7ek8MSe0wQaG5xMJkMoFEJfXx993Gg0dowFMsMw6O/vv+LqZbvqInsxv/+hSXxpUY9/ej6N93/zHP7vj87yJu1OpxMrKyuC7/qywb4O7GQ7n89jbGwMCwsLtBvQKRv8Zlhv8gmJk87K/Q9N4tcfXMAPglr8zkOruP+hSaRSKRiNRhSLRWi1WqTTaeh0OupISQ7TbLcWIYIvRhiGoV0AApvNRl2OhA65XA6DwXDFSWAwGITdbm95vHmN+k6qF395Ioh7/uUZ/PEDz2FwcLCleEccOoFGY+JyRJJ3I4h+Cjlw1Go12v0ViURUi4jY13YKRkdHN13vqTme7n+xiq9dqOE3friI+x+a5HT3DAYDYrEYdUns6emB3+/njN0JEWzHKDL6S65LMBjE+Pg4Tbz5RsP4sNsZT0CDjVQul6/4UBEKhailPQGbKXD63vswfPftuO+7X8PNH30fTt97H3w+H2666SaONAGJr07JJYBWl8R0Og2xWIx0Os0p5JrN5o4YjSJ4NQ2XdkwCdlycvvc+fPCv/gxv/Ke/wMH3vBWn7vlQC9McAHVelkqlHTGN0OyYrFKpaPE/l8th7969mJ+fB8MwdFy4E+DxeLCysnLFeTmfHi1bo+f0vffhyAffifd86wt0jUokErDZbNS4K5/PQ6PR0ByDGCJ0WuEJaKzFhDVPsNE9TwiQyWQwm81X3HAJh8OcoiUfTt97H37z83+DY3/zaYy97S6cuPv98Hq9Lc05jUZDGWaJRIJTx9lMbEnhqfnGIgv3wsIC+vr6YLFYsLa2BqvV2lEbnFKpvGLrzcXFxXUFMV/yx/GFE1wthy+f8iPGXKxIyuVy5PN5mnR7vV5MTU0JfiFqTv4KhQJKpRIKhQIsFgsdjwIac7OdpG21VQ4tfPH0hRM+zKfqNEFiQ6vVcg4D69H2dzvaFZ2Ai4U5ctCz2+0d0/EGQMdzr4TFlclk1t2I+GLqGy+GMRtvZcS4XC6srKzQJEroehf5fB5yuZx+DqVSiWAwiHg8jp6eHrhcLlrwI6OdnQCGYegYyeXiUmyndmtUFBro9XrE43GYTCZODkE0tmQyWcc0XUhxoKuri+NMRqBWqzfEjN3tjCcCUkS8koMq3zpCRNinHnwUR77zFc5zR77zFYSeeI6TQxD09vZicXFR8GsTAZ8EBgBMT09jeHiYMieMRmNHaGUSyOVy6PX6K2og8bHG2eCLqeu/+1UUz1xcD4mbKdnrenp66NhdJxU2s9ksarUacrkcTCYTZ/rC5XJ1zHQL8OoMNtZbT9qtUZGnX4LT6WyR39DpdByWSqcVnkgdgezphEzR3d2NUCi0w3/d5oGYhFxJwyWZTHIcNpvBF1NHH/w6gk882/JaYjJFGGVblS9sSeGJfWPV63UEy3L88GwQoYoCDMPAYDBQbQidTrcpAoC7BTabDZlM5rK1YS7VjZyP8Hdv5yNZmjAQ6iXQ0OBIpVKIRqMwmUyCnitvPqBMR0t4ISrGbLzSchAmxbdOwZVabzbb/TajXTzlxGrejZGM2zX/bUJEcwIejUaRlpnw7Wfn6XiY1+vF/Pw81XnqpASxr68P8/Pzl/2Z+F7PZmqut0YRPT8ytw804sdut3dEAsEWqwcATPpR+clTWHzk6ZbRH7vd3hHimARKpRIajeayv0c+fSc22sVTMFvjHVlkC64K/X5lr60ikQirq6tQLK7B98//DslsY49XKBTIZrPo6enZULdUCIwngj179lzRwY7ve0+n041E+gz/+0lX+BuFpIhJRoM7BQzDoFqtomshjJl//FeUzsxCLBZzmBMGg6GjmJlWqxX5fP6yGy7NWk3NaBdT6TPn0d3djZWVFdhsNro2kkJ5IpGA3W4XtLlGcyF79ee/gPSx5xA79XLL6Hwn5uV9fX0tAt+XQjKZXLd51y6eZKsh3nybPQpcr9c5Ew1CQ/PanUgkoFmJY/JvvwzJXGPPI+L8SqUShUJB8Ps8G729vVRb6dWCfV3axVTqzHlayGNL9ohEIo5u5lZgS/3nGYbB3zw2h++m+/APzybxJ0+ncf9DXFcAQpXvJJAO8GbeFL1m/lGUXrOKJgzsOXISOKVSCVarVdBjB0RIHAAemCnj4z/y42dZJ377v1fw5ecaN4fZbMba2lpH6TwRXIn15qWcWNaLp3YQi8WwWCyCLxQUCgVOMvnVF2P4etCGL50t4XcfCeL+hyY5HfDu7u5XLSi523C5HTsint2MeDxOhVfXiynCYiDivUCjUMAuqAo5iWDrGpY/+wXc9bsfxfv/44u4/bfuw8Jv/m8AF800hK4/xAebzYZ0On1ZDZdLCWJe7holkUgoy4m4wHUCRCIRUp/+O/zq330Gb/7nz+KmX30PTt97H2XRyWQyMAxzyUNsrVZrGfHYrSBae5fDkiB6j+3eT7tvjPc548H9AC4ejklhBgC1MSed6E6IKZlMhvmP/zF+6/N/g7v+4TN40+//Ok7fex/nNXq9vmNkMAiupOFyqde2iyntvjGoVCrkcjnOGmc2mxGNRpHNZuFwOAStH8lmQJc/+wUc/ch7cd93v4ZbPvZ+LP3OpwGANsU7SeeJQKVSQaVSXRYjPhwOw2aztX1+vXhqB6lUSkfP+Mb4hIJiscjJyyN/+Fl87B/ux5s//1m8/jc+hNP33tfCouuk6Rbg8vPydkUqtmbfejFFCnlEngdAC4N9K/a8LY3QmVgZDy1wmTZfOOHDS/44FQMl+jGdhsux3mznNMb+wkcschwfVHCe/9jNfTjgac9qIeMGcrlc8IUntVqNl/xxPLzIHZ/49tk4XvLHqTAa0VPpJKo4sLnWmwBwwGPAvePcrtSHb+ih8UQovMDFOOzv70coFBK80xvbMWoynG+JKbJGEchkMupK1ikQi8WXtXEvLCygt7e35fFEIkELLk55Gb80wKV5kzWKaB+xiwOkUN4JhznC5pp68FHc+eh3OM9d/92vYurBR+km32k0cYLNbrgc8BhwzzhX3PJSe57D4UCtVusoFnXk5Es49vC3OY8d+c5XMPXgo/TfTqez45JwjUaDrq6uDYvxZ7PZdYXFh48fw+Nvfg/nsSePvw/Dx48BAC2KkzFg4KLgaiesUQTBJ55tWaNIPBEtOvZUQifhcg52hULhkjqW3juP4md3vZPz2Ol776MxxQe5XI56vQ6xWCxody6izTj14KO446cPcJ679cffxNSDj9KmOMMw0Ol0HUcysNvtSCaTm9ZIGj5+DD9/47s4j5182wdpPJlMJrq3kTXJ6/UiFAoJPkdlN4QDjz/Tdo0ikEgkgmYM8kEkEsHj8WzY3IFPqB5oEA9MJhMAwHTDATx65zs4z5M1ihTy2KSV7dA33NJRu2CWvxo3H8lSyz6r1YpEItExwnMEl2O9ubq6CqfT2fJ4KpWilNX5+Xn8+o0ufP9j1+PdfRX86RElPnnnKH0t6aazQQJyZWVF0IlTJpOB0Whcd5SHDbPZ3FG6PAQbtd7cyHcdDofx27f24vNv6cMnjtrx64M5fPTIxW4xYcxZrVZ6LdmdO6GO2QHchNKf4N+s5yNZ6uJns9k6auyAQKfTQSwWbygZbGcnzmatRCIR/MZNbvz7+/bjXX0V/NUxK2eN4oPL5UI2m0UmkxH0GkWuwXq0ZlJ0YxgGVqv1Vbl37VaMjY1tyKGFjICvh7m5OfzqNTb8132H8RsHNfj4cAG/+/pB+jwZZWGDaCyqVCpBr1Hs+yp7lr+BlTpznu77neqa1d3djWg0uimHqkKhAM/ffRonvvjveOz3/g/+68/+Cq6/+RP6PLneXV1dnAMNYShuxLJ6N4PqwEzxjwelzpynGh8mk4m6UXcSxGLxhou07UaB2Y1in8+Hns/9H0z94Kf4zgd/Gz/6y3/Ckf/6En0tn8FPT08ParUalpeXBR1PmUwGBoNh3T2PDaPR2DGOrmwMDg5iZmZmU9bftbU1DH/xL3Hyy9/CY7/7Z/jGH30Gw1/4LH3eaDQiFotxZFWIHqnQ1yd2Xl5cZ41iS8t0YgNPq9VCKpVuqHnWLBtCwM7X19bW4P2HP8fZ//oxvv2Bj+Nn//QVzhrFB4/HQ/PyrdDK3DJxcQDo1vDrCfSauUmh0+nsGPtWNl6t9SZJzkOhELW4P+Ax4IhDjGsHbJykm7j5NIPthiNUZLNZ6HS6S45eEKq8WCzuuISJYCPWm8vLyy124wTkvotGo8jlcrjz8AiusdRx46iLt7jC1n0AGnEWCAQEHVPFYpFqncgK/F3dXrOKdru1Wi3q9bqgafHt4HK5EAqFrthlh8TT7OwsdSy9adSFYVkCB70mzjVjW94TKJVKKroq5O4vwUap8kqlUvDMQT5IJBLYbLZLaljFYrG2hSeGYVAoFMAwDBiGwTX9VhwwlHHn4REOBZyMsjSP6xNtHiGDfbgtu1qdJAEuVd7j8XSUbhgbw8PDl3QlW084naxRPp8PRqMRI3ffjsGPvx/yq4ZQqVQ4exnfwc3pdKJWqyEQCAhWP4UNxdgQ7+PNa5TL5erIvFyv10MkEl2S0UXWn2aQhtza2hqVMxg+fgzyt7wOfW+4hdNsJiPmfO8t5BwKaDCeDAbDJfc8wqLrFDc/PoyOjmJqamrd16ysrKC7u5v3ORJna2tryOVyuP6D74Tx3W+G986jLQUIhmFozkTQ19eHYDAoaAIHexIhZzXyvka7b4yeSVQqFSQSScdNtwCNPYdI5ayHSxUafT4fnVTYe+8bUX7dNfDecZQzZUbuTzYUCgWUSiVKpdKW5KmbXnhiL6Z2aQGvc3BvhGaqPKGcdooDTTNejfUmmdeNRqPQ6XSQSqWo1Wro6uqCVCrlFATIos4WCSO//8lzi3g5IeOMDwkJJEaucutxg5F7E3zwOieNJ0KVJ/PkQt/Y+bAR681isbius8Xc3By1JmUYhhY4TSbTJZk9pVIJHo8H5wIZfO/FZcHGFFmwe7UM7vRwl0G+cR6r1bquK46Q9FOaMTIysm4xM5PJQKVqr/1FigRra2twu92IxWIYHh5GtVrlHIZdLhcvA1Sv1+NCpICnloqCjScC841X4ye33s157PS9H6JUecKiUygUHafzRGA0GlGtVq8oISQ6D/Pz87SQCTQ6ezKZDFKptCUZa3a2s1gsSCaTmE/VBbtGpVKpixoN1+zBw8fu4TxPqPKERSeTyWAwGK7IuUsIGBoaWvdgt7CwsK77GCkSkKJBoVCAzWaDXq/nCAS30xxVq9VYeew00g88whn3ECIUB4bxk9vewnmMPR7W6Sw6AHC73QgEAlfUoCQsg0gkAqPRSK+TTCaDTCbjHOLI2UalUnGaMD09PTj/vYcheuS0YOOJrDvDx4/hR7cc5zz39Fs/QOOJsOg8Hg8CgYCgiyPtIJVKYbVa1y3+53K5dfOoubk59PX1UebS2toaLBZLywQHnzxBpVKBy+VC6tkJPPfnnxNkTFUqFdo8UF490nbPY6NTp1uARl6+3p5HnJTboVQqoVarIRaLweFwIJFIoLe3F/V6naO3Ru7PZhgMBoRPPI/89x/b9HjadIsTNvVLKpXiFkMCdx+6CsvJEgprfrxj30VdGdIN0Gq1HTl2QDA2NoZz585h7969Lc+x2Ux8mJ2dxcDAABYWFqiGBqH/koMcm93idDoxPz9PCwtffTGGb58pAdDge58/hY8e7cOn7lp//GW3YmlpCW90lvHRN+7DEy+ch9ekxIDh4uGNFBPEYjEcDkdbXRqhw2w2Y35+niO6zsZ6yWKxWIRCoaCz1NVqFUajkbpEZLONETOgoZfSvCDF43E8FlHj23EPvv3AKwAguJhq7hLcMyjFG/fbsJQsIbk0jV+/8eL9tFE3FiE5RjWDYRgMDAxgZmYGg4ODLc8HAgHexwl8Ph/GxsYwPT0NhUIBv98Ps9mMWq0GrVZLD9HkuhNnO7JPfGe2gm+fyQFQ4L8EvkbFYjFE3n83Jj/+MUw98jNU3Q6MvuUO+rxer8fMzAwGBgbg8/mQz+ehUCjWeUdhoqenBxMTE1Cr1S1MlPV0vcLhMBiGgdlsRiqVgkajQTQahV6vh1QqhcPhgM/nw8jICAD+URYA+GlIgW8vGYElYa5R8Xgcw8PD9GAs/eRHceKe44i9+AoqLgfe9ke/0/IzarW6I1mZQGP8zWQyYXV1lZc10G4UmGBtbQ1jY2Mc3UKTyYRkMskZUzGZTJiZmWnZI0R//zX88o+/2fjHP/0FTt/zIRx54Mub9vm2Guz7TSKRIPK+4zjxjreiPO1DWNWFmz78bvo8YdEZjcbLdtMVEkZHR9vm5Wtra+uOAhMmAckx5+bmaB7u8XiwuLjIKYTa7XbMzc1hYGAAALD6e3+Ot5B4+sY/Cy6e2FheXkbmV9+BFz/8ASydOAXZcD9017ZeU5FIBJfLxTmfdBKMRiPS6TSnabBRlEolSKVSWkio1Wowm81QKBRIp9MoFAr0nMg2aCGIxWIQf+5f8ZsPfp0+JsSYYq+74t//VZy45zjK0z4sSxm89Q9/mz6nVCo3tNcJffxwcHAQ09PTGBpqZakuLS2tm5fPzc1hdHQUMzMz6O7uxtTUFI0houFL9FkBUNIKicHM//kc3kjWqK//06bG06a36JsdowBg1KrA7UN63DDi5IyDEUq8zWZDpVLpOOE5gvWsN9k6Ts0oFAoQiUSQyWT0BqrX65BIJNDpdKhUKhwaHNEmIEnGS/44vn2Ge02bhZOFhFKphHK5jJvG3HjTHisGDBIwDNNS8a7X6xxXsk4ESXqau0dkA+NDuVzG6uoq+vr6qAOQz+fD1VdfjUKhQDc3MjetVqtbKJhnV9P4+vNc+2mhxRS5Rul0GsViEQaDAaNWBW7oluCWvVxqvNvtxtLSEmw2GyKRSNsD83qjHkKAQqGATqdDMMhvLd4OkUiEFiqBi9eBrFUOh4PDwmAYhpM4ddoaRZKcnjtuhPk9v4Q997wBgUCgpXjJMAzsdnvHjkcB7YV8/X5/W3ZKoVBAJpOh7pl2ux3RaBR2ux0OhwN+v5/D6uUbZZkM5/Hts9z4EVpMEYHnhYUF1Ot1eDwedN92HTT33onRt9zBGTkkLLpOGN9ZD2azGcVikcP03ggWFxfR19eHWq1GGb5ms5neq4ODg5zrSUasSEHzwoOP4laSgP8PmoVudzuKxSLNC0iMOG69Fj0ffRcG3nQb5x4iLDqTyUSZF50IhmHQ39/P+e4J2G6tzSgWi6jVapDL5ZQZVqvVIJVKYTAYUCgUOOt981jUVAfEExv5fB6lUglXv+tu9P/G+6A5PA6JRMLJJQiLrpOnW4CLkifNeTmbzdOMWq0Gv9+PgYEBBINB2Gw2+Hw+7N+/H+VyGaVSCXa7nV5PhULRonk3/9CTOMoqOgHCiymif5nL5VAqlaDT6eC49VrYPvBW9L3hFs4a5XQ6EQgEqM5Tp+blcrl8XSZzu6Jas5QBWafI69nxRMB2ttvqNWpLCk9SqZQm22x7W5PJBKVSyWuR247i3CloZ725XjXW7/dzxg1CoRAsFgvq9TqdMXe73fSGJIdkgo2KcQsF7MVcrVYjl8u1UC17enqwuLhIk4FOxvj4eMvBrrnTxsbU1BTtuBEHoOZOsdFo5NU+IAv7cpJ/5lhIMUU6UsFgEDKZjFb94/E4Dh06hFQqRefqyf2p1Wqh1WrbmgUImfFEYLVakc1mW4qN661RsVgMFosF2WwWKpWKQxcnujNsh0S9Xo9UKkWTz05ao4ien0ajodpD5XK5xT2Qbdsu5G7cpcAwDGUDsFEqldq6Rfn9fg5LtVKpQCQScejgpOgOgPcg0wlrVLVahVQqpQ0nMsbLMAwV3CZ6KXq9HslkEh6PB+FwWPD6VuuBfPfsg0Y75i/QKBLU63XI5XLMz8+jt7eXOv6QBlW1WkW9XqdxVK/XOUl47PmXed+7najybgRpCK+trSGTydC8nGGYhk6PVsvbGNXpdB2poUKgVCqh0WhaRIovlZeTPAoAR+uJuI55vV56zmHHErC+AYUQwb4X5XI5SqVSS15OWHSd3hAGGnn5xMQE57HFxUVe9zGgMdVC9jxCRCAFE3Jt9Xo9RyuYPE7+u54Yt1BAcsjV1VV0dXVRQkY8Hsfhw4eRyWRaiuAqlQpGo7GtWYDQC09Ao7GUz+dbGF6XysvJSHlXVxdHXsXj8cDv93NqLmazGdFolMbTVq9RW1Z4IrogJGEiF0ClUiGbzdKigMlkok4HndytA1qtN9crjITDYdpxCQaDsNvtSCQSMBgM0Ov1tDjA7qY0B6JDw3/DtRPp3q2o1+soFAoIBoOcQiYA9Pf3o1wuUyadTCZDuVyG1+tFMpns6KSpnfVmuwVpaWmJc6gjcQU0rrFWq0UymYTdbqcVdjL2QpIIcZ6/OCykmAqFQnA4HFRDjRw4SNfSaDS2bHBEw6Gdu1InbHBA437y+Xx0LQ4Gg21Hgefm5ujYL3HmJNcUANUxYndXyAZHYJLxdz+FFE9AIz4WFxcpcyyfz8Pr9WJtbQ12ux2FQoEmjoTx1ck6TwRqtRpKpXJDrAlybxG7caAx0tLf3w+JRMI5sCgUCl7Ry1qthnqK3+lGSDFFE0CesQ2SAzQXCmQyGaxW64Ycu4SM5oYLex9rxuzsLG3E1Go1yhgnIAdiImMANO7PSCRCC3gpEz8jvZ2o8m4EycsTiQRn/LVcLkMsFkOtViOfz9O9kLDogM7Py202G9LpNF1P1vu8kUgEBkND/5EUnGKxGIxGIywWC13niJEG33spRvnHY4QUTwSlUok6jLHR29uLWq1G1yLCovN4PMhkMh1NMmAYBl6vlzOmup4GqM/noyNTZIKDzSLnc7ITi8WwWq303xmznve9hRRTxEGa5OGksVIqlSjzh507EhbdeqL1ndAQBhri8fPz83Q9YRe7mzE/Pw+XywUAVIqHrdlHJqNsNhstuBMjJQLJgJf3vTcrnrZs1K55hKxarUIikaCvrw9isZjawhNhUK1Wi2w229E0TIBrvbmwsNC2Ck66ckAj+ezq6qJdYtJVIYdmdneFFB38fj9s4jzesY9LF+YTThYCyLhT8+GeODzkcjnOJi8WixviaB0qPEewUetNn89HNQiIKF0ymeTcozabDeFwmNNd8Xq9iMViCAaDmJiYwA3D3bh3nJuICy2mUqkUTCYTlpaWMDAwQDctOoLwP8VNsqmTw8l66JQNDmhoX0xONizc0+k0r14BYRKQNaleryMQCNADINFxImB3V8gaNT09jX69GPeMc99faPFEwB5zLRQKUCqVqNVq0Ol0UCgUtPhGPj8p1HXyuB3QuJ/i8TgKhQJn5KcZPp+PFjLJ3tis0eB0OqmBBDnUKBQKdHV1YXp6GhcuXMDrDwzgraNcBowQYyqRSKBUKnEo82SNksvlEIvFtAvKZtF1OkQiEdxu9yXX5EgkAplMRve4er3eIlpPxhNFIhFEIhEqlQoUCgUKhQIqlQrOnTsH69FDOHH8fZz35hO63c3I5/OQyWTIZDIcdphEIkG9XofX64VEIqF5OWHRGQwGpNPpjmepkMIjaSC0Y42ztZ8SiQRUKhVdzwg7jOx9pInDxtLSEhQHhvH4m97NeVxo8USwuLhI83I2C4dhGNpYYeflIpEIBoOBkg06FRqNBgqF4pKf0+fzweVygWEYujc2j3mazWZEIhGqlwmANrWi0SgmJiYw8KbbBB9T8XgcNlvDrZ0QCthwOp0AQPOljeTlndIQBrjSBfF4nBbA2SiXy6hUKhzRcVLQA1o1a0lssTE9PQ3LTQfx8ze+i/P4ZsbTpheekskklEolEokE/bBAIznMZDKUNi6VSjnuazabDXK5vCPtW5tBrDdJMa4ZZFyFDbZrC3Xk6u3F/Pw85HI5PQgqlUqcPXsWcrkcfX19uMtRxP89qsNd+jC+/7Hr8ck7hSOwSsAwDDKZDD0As/WugMaCJJfLaceSzaJ7LYBYb4ZCIY5YHEFzkWB5eRlms3ldRwRCD5dIJFhcXEQ8Hsf4+DikUineNa7CXeJz+Nt79wsypkiRxGw2U8tQoJGEl0olKoRN2HKERWe1WpHL5XhFDTtpg5NIJOju7m47VgiAI5TKZmeQQx4ZjSIsOlLUBBrFrOnpaXi9XigUCrxjWI5PXMXgHmdWkPEENNaolZUVTiOBzWhVKBRQq9Utc/WvBdYT0HAlm5mZaXuoYzdagEYhd21traWTzmb4EjHt7u5unDt3DtFoFGNjY8hkMrhnQIJ7tPOCXaOA9QWOvV4varUavUfZummdzlABGg0XiUSyLnMiHA5DLBbTRp3RaGwpZLKvFZv1tLa2hsXFRYyPj0On08H22T/E/R/4NZz+33+FqR/8FEf+60tb9+G2AJlMBkqlEpFIhMMar9frVPuKYRjeg4lKpXpN5OVjY2OYnJxEqVRq0akFGkyC5kYxGd9kgxyISd5A2OTnzp2julLM796HRz73JXz13g8JMp4Icrkc1Go1r7SF2+2GXC6nxUw2i+61AIfDgWg0inA4zNu8K5VKnCKB3++Hw+HgjT0CYiglEomwtLSEaDSK8fHxhvnCZz6B//e+j+G5//P3goypcrmMeDwOnU4HtVpN83KZTEbjjGEYpNNpylytVqtwOBzI5XK80y2d1BAWi8Utsg3NIGZkbLBFxLu7uxEIBOjUlMVioWflTCaDqakp9PT0QKvVousPfg3f/4u/x7fe++ubHk+bXngKBoN0Rp4N9mbvcrkglUopS6erqwvFYhFisbjjdXmAi9abfEK+bE0C8u+uri5ePRC23W1fXx9Onz6NbDaLsbExKsBZLpfhkBVxrY0RXMeXoF6vY21tjSZMzTaSarWajmmUy2WqU0Q2w9dCIj4yMoLnnnuOQ9ElYM/3EiwtLXEOgCS2CItOq9UiHA5jYmICBoOBUjfJOFGfToS3Xu0SZEzV63UqMNvV1UU7K2zqslKphNVq5XQsdTodlEolr9BfJ21wQKPjXa1WeYtskUgEZrOZzuT7/X5YrVaOOxuhP9vtdkrnNZlMeP7556FSqWAwGMAwDCKRCPR6PRyyIo44xIKNp0KhAIlEwkkaY7EY7Up5PB5ks1k6Ir2Rbl2nYXh4GHNzc7ysnHA43DLS2czOaP45t9uNc+fOYXJyEl6vl659hIZulxYEvUYRC3K+5whIk4VcG4/Hg3K53FaMtJPgcrlw7tw53pED4jpGRgxisRiKxSInLyVse8KiYxgGYrEYZ86cgUQigdfrpWLkXV1dyLlNOPwnvy0oFgFBKBRCtVptycvZ8Hg8YBiGrktyuRy5XI6TZ3YyJBJJixkGASkSkD2OiEU35+XN/x4YGMDJkyeRSCQwOjpKm+3FYhGyvf0Qv/EmQcYT0FiHQqEQnE4nxGIxSqUSp/mmVCpRLBYhEolQKpUoi44UDF4LZ73h4WE8++yzHBIGwezsbIsrWTstKMKiU6vViMVimJiYgE6no1MMi4uLkMlkEI314PD//i3BxhTJLck4GNDIy8k9qVarYbVaOWPmZJyfr6jZSQ1hoHEGEYlEvEW2aDQKg8FANTQJwYCtp0lqLOyCk8ViwXPPPQe1Wk2bM+FwGAaDAZI9fZC++eZNj6dNLzwlEgnk8/m2VFWgIQiWy+VoN5zYj66HTqOQy+VyOpLIBptJwDAMRzi8HarVKmZmZiASiTAwMEBpr8Tila27IkSkUilKPRWJRMhkMpDL5ZyYUKvVsNlsHIcSsoC/Vg54Xq8X09PTnMfIQg6gbacXaCxIlUqFHoiXl5chFouh1WphNpupXgERIxfy/cgwDE2YiLMmAI7wpdvtpjofxNp2PRZdO/aikEG+6+YxC1IkWFtbg8ViQbFYRCgU4j0kE2SzWYTDYUgkEgwNDcFgMGB5eRl+vx9GoxFSqZRTuBISisUi4vF4S8KYTCZbRI+JGQSJNVJAfy2wnmQyGUwmE0doF7hYJAAa92YikYBEImmJB7JmaTQapFIpzM7OQiwWw+1203svl8tRdrVSqdyGT7V1KBaLLaxUvV5Px6p7enqQy+U4+lkymQwymYzX+U3Ia3Y78DlDlkolVKtVKBQK+pnr9ToymQzUajV9ncFgQDwep/loNBpFqVSCRCLBwYMHsbKyglqthmQyiUqlArVaLdg1PhwOo1qtrpuXkxFD0g13u90t92qnQ6FQQCaTcfROAC6TgBTnJBJJSyGPnVdVq1VMTU3RPY/k4H6/H3a7XfCH4nQ6TZkUJC9vXrNJ/sguFPT09EAkEvGaTHXiGtXb24upqSnOY4SByS5U1uv1FkYm0RUlefnKygpEIhE0Gg3sdjs1gqnVapBIJIK/foFAAB6Ph6PbxC58O51ORCIRVKtVVKtVjgs3HzqtIQw0PhNhU7JBXICJRlg+n0c4HG7JS9lrVC6XQzAYhEgkwuDgIIxGI1ZWVuDz+dDd3Q2xWLzuZMyVYtOrEf6sCE8tl3BhrcB5vPmG0Gg00Gg0WF1dpc9pNJoN6dV0AlZWVnDttddyrDfZgmFEjJ38f7tDmUgkwqlTpzA2NoZDhw7ROXWgcROTZF+oeMkfx6nVCsraxgZPdC3K5TL0ej09FBN7TZVKhUwmA5lMRh2ROl2fAABlyTVbb66trXGYBMvLy7wJaHd3N020p6amoFarsW/fPmSzWTidTgSDQTqPTqj5QsVCGng23Igt9gbH95kGBwcxPT1NBR4Jmgt369nlChXVahV79+6lek8At0iw0WJbMBhEMBjE+Pg4dd4Si8Uol8tgGAbxeJwW4oWIc9/5b2hPnUPuxQstz7Fjqre3F2traxw9OpfL9ZrQeQIayTbRbiANF3aRgGBtbQ2lUqml2UISc5VKhaeffhputxuHDx/G6uoqZa+QcYVYLNbW6Wy3Y+rBR1H64ROQz7d2cNn6e2TEnoxFvxZZdAzDYGBggI7zAK3jBtVqFYVCASoVv7h8vV6Hz+dDqVTC+Pg4deay2WyYmJgQbByxUXxlBukHHsHyz05xHm/e85r16IBGgU4qlb4mxqSWlpZw3XXXYWVlherNRqNRmEwmMAxD9/l6vY58Pt82piQSCZ566imMjY3h8OHDND7r9TpWVlagVCp5NVqEgqkHHwXz8Cl0zTcO/SQvJ2OFZALB4XAgFApBo9EgnU5T0XW2qUung5zBCJseuFgkIFhdXUW1Wm3Z84igeK1Ww/T0NFQqFfbu3YtcLgeHw4G1tTXMz89TvUgho3zWh9z3foapBx/laIY1r1EMw1CtZJ1OxyFvvBby8kqlgn379uHChYv5Jlsvmq9hxYdQKITl5WWMj4+jr6+PFqDY9QiFQrElDeFNLTzd/9Ak/mVBh69NVvGWz5/C/Q9Ncp5nBxCZNbRarXRDs9lsKJfLHe140Ay2Qwu7SEDYBGxtIzbq9TrOnz8PrVYLu90OhmEohbW7uxvnz5+HUqlEpVJpuznudtz/0CTe8vlTOI0h/PLXXsT9D02CYRjkcjk6UshezBmGgdvtxvLyMrWMfK1geXkZLpeLY73Jp0lABGibFyZCzZyfn8fAwADtZJHraDKZaCEzHo8LNhm//6FJfGXJiC9PlPGWz5/CXz4yxekysdeovr4+LCwsoKuri1LkrVYr5HJ5S2wJnVXYDgzDoK+vD3Nzc7xFgnQ6jUQiwUsPLxaLmJiYwL59++hjpIAnFovh8/nQ09NDr78Qi5mn770Ph977Nnzsh9/A8N234/S99wHgL2ISdt3g4CBmZ2ep9owQP/eVgBzgvF4vbbiwGb4E7RJok8mEl19+GbFYDIODg7QxQ+jn0WiUHpCtVqsgr+vpe+/D8N23477vfg1HP/peGk8AeNcog8GAarWKdDrNYWyu58DZKahWqxCJRNRJMhgMcpgEBISdQsbF2UilUjh//jzGxsZonkTWfZlMhkAgAIvF0sJEEBJO33sffuUvP423/MtfX3KNIqPRbCdSk8mEcrnc0Q7BBOR7Zgv5ssV52Xk5mz3H/nmSezudTjq+SeRHzp8/D6lUilqtxqvHKQSQNerXfvwt7H/nL+H0vfdBJBIhm80im81iz549nOYnwzC0sflaY9GtrKygu7sbZrMZxWIR6XSaNy/PZrMQiUQtLF2JRIJgMEj3SRIzxFDKarViaWkJMpkMyWRSsGe90/fehw/99Z/h7i/+1SXXKCLaz3a2JdpYzY2XTpxEIGsUabhUKhWUSiUaO+SMHIvFeKcQSqUSJiYmsGfPHnpmIexfiUTCcaveqnPNpr3jS/44vnCC6+DwhRM+zCXbz/EyDEPdjnp6el5ThQIChmHQ09ODJ598kiNSWCqVKPOLLQYJNBL4+fl5DA4Otmj6DA4OYmVlBdFoFDqdDgzDtGgiCQHt4mk+VaedEoVCQcekANADMpudIhKJoFarOz5pKhQK9Dvu6+vD9PQ0R5OAoNltEmjQdCcmJiCTyTA0NMRJOoljINFbIYLRQhyLutw1ihzkent7aQGKFKHYcdeJIPpNQGM0WqVS4ZlnnmkpEgSDQeh0Os4cOdBIuAjLiehFEdjtdshkMtphARoJgtAOdlMPPooj3/kK57Ej3/kK0s9N0H+zGSpAo/CWTCbBMAw0Gg3VfHqtYWxsDKdOneIUCYge38rKSotgby6XQyAQgFgsRk9PD7VSBkB1Wch4nVCbLe3iKfD4M6jX6xzXRALSuOvt7aV6dESrp9PzKXaX12q1IpvNYn5+nsMkANrrfMzNzSGXy1EmJpvlo1AoaOFOyDqRG1mjmsEwDLRaLW0ovNZYdMDFhsuTTz7JYYeT4gqfXlYsFsPi4iJ6e3tbNH0GBwextLSEWCwGvV5PdY+EdihuF0/xX5xBqVSibnbs/b6/vx9zc3Mc0x+JRAKtVtvx0y25XI7uRb29vZiZmaGOt2w06xkCjXXn/PnzkEgkGB4epsxWAJQ5lkwmodVqEQwG0dXVxVsM3e243DVKLBbTqQ2/3w+FQkHvp+bplk5jPLHP8qThcurUqRatsJWVFej1+pZz2urqKlZXV2lezt7Xuru7IZVKEQgEtnxd2rTC03wky/t4KNtIDkmVji0oRxYkl8uFUChEN3oSWJ2KZiHVrq4ujjUyQXNXpV6vY2pqCqVSCUePHqWJErvyKxaLkUgkoNPp6PXM5XItB8PdjrbxlKtzEkH2YZUwvoj+DNBIwvP5PEcH47UAvo53Pp9HLpfjJOZra2uYmprC2NgYpX5rtVqORggZESqVStTxRWhFAmBja1QzSLKk1Wqh1WrpYU6In/9yEAgEOI5iUqkUEomE40QKNAqZ7M5tpVLBxMQEVCpVWz0RvV6PyclJ2Gw2OoNPBBGFhNSZ8/xPLFx0FyOsJgIi6kj2PqCRRPJpH3USmhkjIpGIihcTRKNR5HI52Gw2ztil3+9HMBjEnj17aMJOHF0JSAzOz89Dp9MJslDQLp7KMz7KBOczjxCJRFR8Vq/XI51Od3xhHGjEFPtQQfLG5u9+aWmJ4xKcyWQwMTEBp9PZUqQi6Onpoe5RKysr6Orq4mWe73ZsZI2SSCScA9vAwADteq+urtLnml/XaWDrYQKNHIovLyeHfTamp6dRKBRwyy23UM0ZtVpN8yiRSESbfkSXJ5fLCa4h3C6e6nOLvPcewC9o7PF4kMlkOn66pTlPJBIgbBSLRSSTSU6+FYlEcOHCBYyMjNC8XK1W09gBGufnaDSKYrFIG89CzEs3skY1fy7ikKjX66FSqWjuxPf5hXhN2mF5eZkzjimRSCCRSDh5FNCYRGATDKrVKiYmJqBQKNDb28t7n+p0Oly4cAE2m43KqWyVAcCmFZ56zfwdRpOM2+lmUzDJgqRWq6nuhUajgcFg6OguSzKZ5ATF3NwcbrjhBuq8AjRuNr/fT93Ikskkzp8/j76+PjgcDqrvADR0QtiHFo1GA6VSiZ+/4sMTCzmcC7SK/u12tIsnZTXDuRmabyCyIDkcDkgkEjo7LcSDyEZRLpc5nfBoNAqLxUKFjIHGdQoEArQTV6/XMTk5iVqthtHRUTAM0/YaJRIJdHd344WFKE4HqpgMC1MIuV1MWRXgaDewYTabEY1G0d3dzRExVKlUvAK+nYLm6xAOh3HkyBHMzMzQ52q1GiKRCI0pQgkfGxuDXq+HTqejbB+bzca5fkajEedDOfznL3wIVRSo1+uC03jS7hvjfbxgv3h44Ut6yAFZpVKhUqnQGGtOHjoJfr+fQ/teWFjA2NgYZDIZPYwkEgkUi0V6+COUcL1eTwsHJPaaHXBTqRT6+/vx1PklnFqtCHKNahdPeZsZ6XSasgma701SKBgaGkI0Gn3NsOjY16FcLqNUKuHQoUN0RApo7IVqtZrujwsLC4hEIlTLiQ22vkWpVIJGo0H05EtI/OdPsPjIU4LLoYD2MVVxXSy4ER0ZAiLmq1Qqkc/nUa/X6XreyXl5PB6nJjZAQyvshhtuoIZJQCPm2IXMZDKJiYkJeL1eyhggmpEOh4PDolOr1dBoNJj+4c+w9C//idXHnxFc4aldPOVsJs792LxGkf3f6XRCIpHA7/dTzb5OBdGYJYjFYjCZTOjp6eHcRysrK3SqpV6v48KFC6hWqxgbG1t3zCmRSMBms2H1579A5juPIPD4M1v2WbYS7WKq3uNsqydLnMvZrskAqGFZJ4N9PUKhEK6//nrMzc1x8vK1tTXaVAmFQpiZmaHkArZRksPh4Kz9BoMB8dOv4Nxf/wsKL8+gVqu1sKw3A5tWeDrgMeCjR/s4j73rKhNUhTUaGGQjY4Oo0g8MDCCRSNBElJ1UEkvcTgRbk2B4eBjT09N4yR/HQ5NRLKQbCfbc3BxSqRTGx8cvGQTpdBparRaPRdT46zMMPvPzZXzmuRK+5xOWdSlfPL1tVINhcxfn8NsMsiDpdLqWkahOtW9dXFzksEuIJoFOp4NYLEYsFsNT55fw+HwWaVlDhPf8+fMYGhritXkFwGEjJBIJPBZR4/4Xq/jK+Qo+/iM/HgkKLwnni6n3HbJDkmy4q5nNZipOz4ZUKkWpVILVaqVdUbFYzEkqOxnz8/M0vkZHR3HhwgW85I/j28/MIyO3tFDCycbI3uB0Oh1NCJaWlvDfK1L845QcX7tQwzu/+gIeCnQJLgkfPn4Mp+/5EOexx974bjCjPeu6tBK2E3EcfS0Ii7MZbaRIQHRQSNd2MpzHQ5NRrBQadO/FxUWMj49fkmlC3DZ/MF/H5+fU+MunQoJco/ji6fE3vwcDb7oNZ86caftzpGlAtPsIK9Fms/Faw3cC0uk0hw0+MzODwcFBiMViOJ1O+P1+TD34KBa+8C1IZlaRz+cxMTEBs9nM0Vdhs3iIbgrQWPPEn/tXvOPTn8DdX/xrHP3Ie2H42ve29TNuBvhi6olfei9yHjPdv/gckkiTeHBwkK7b0Wi0owsFbJCROIZhMDQ0hNnZWUw9+CjmP/9NpJ+bgEQigc/nQzKZxPj4+CWbJmR0XfIP/4Z7/+T3cNtf/wne/Pu/DvzdV7fpE20O2u155huvxszMTNscm4ycazQaFAoFjmNZp063sEeBgUZjzuFwQKvVUhOtsw/8BNFv/Qi18wuIx+M4f/48BgYG2ublbBZdPB5H/W++jLf84W933Bp14u73I2ZVY2lpCQaDgTptsiGTyVAoFKiTm81mQ7VafU2YIACNcx9p5o2NjWFychJTDz6K83/7ZUjnAlRvTiQSYWRkhOblbPkHNotueXkZhc/8E979f/8Qb/3S32DPvW8A83df3ZJJhE0d5PvUXaO4Y9yOHz7+C1w14MR1AzY8/fQKJBIJZmdnOXRnAoPBgKmpKdhsNhgMBgSDwZbiSifNaTZXcEOhEMbGLlZ8f7jI4EsnLzqPXMg8hT+/5xBvt625Elyv17G6uoq0zIQHJrhV34cXq3jJH8cBj3CcNEg8vTy3itTKLD7+rhvx3e9+Fx6PB3NzcxxaNBtkzKy3txcnT56E1+uFy+Wi8/edBjYVdWFhgVOEcrlc+P1vPP0/8SDDf3zxF3jP1Vb833sPt7wPO57cbjdmZmYaI0AFKb50co7z2qeicsHFE3Axpr7706dw89Wj6NeLMTlpQywWQzAYpOwBtpZRb28vpqenMTw8DJVKhWQy2ZKodxKCwSBNfMrlMsrlMh1xkkql+M8LBfzbs/+zRk0E8IulHD77rutbmgPtBMNfXIzhK6e5xZb/ni/jjvE69m7B59lKHHngy5h68B2Y/dkTkA724voPvhPf//73YbPZMDMzQ13r2GBfE7PZjPn5eRiNRsjlcuTzeUEyKy4Hs7OzGBkZof8eHh7G7379BL472Uiov3bhFN5/TTf+7C0HWn6Wfe1I0yqTySAlNeLrz3P124S4RpF4Sp05j4lsEr/8Z5/EK6+8ArPZjFQqRe20m3WLCGvF6/Xisccew8GDBymDrBMRDAaprkUsFoPBYOAk1q+8/zdx8w//HcMA8LXP4fH/eg9u/eG/t7wPuW4ej4eO6tdqNYSeeA5Hm3RH3vzEg5h68FEMHz+21R9vU0Fi6vx//xSmg/sxdvftiJw4ga6uLszOzqK/v79ljSJi7Q6HAwaDAeFwuKW40klFqObPEgqFMDo6Sv+d/rO/x/Xf/WojngD8/OlncN1/falFqwfgrlFkXGVpaQn1yUXc+uNvcl57508fEFxMkXgKP/si/OIafvnTn8SPfvQjuN1u+Hy+ti7aZH/r7+/HiRMn0NfXB6fTSQ1tOg1sYeaFhQUO49fpdOLnb3o3bvvJtxo5z7/+I548/l7c/IOvt30vItI+PT2NarWK5DNncf13uYVLoa9RZ3/0EFw3Xgf3zYeRPHcOkUgE0WgUg4ODmJub4zhB9vb2YmpqCsPDww12ajTa0aPAbNf7ZqdWiUSC2B/9JW78wb9dXKP++1Hc8sN/5yXt8OXlcz95HDd//185jx17+Nv42ZtuB665ZlM/y6YrSB3wGFDfa0OhkIHNtg/5fB6FQgGHDx/G5ORkC+MJuCiUNjg4iIcffhgDAwMwGo3UBaeTlOkXFxdpFbzZ3eAlfxxfOsntlH/nfAq3vDyHUevFwwjZJNld9Uqlgp/97GeQSqWYLvGPGcxHsoJKwoFGPB3wGPDgg7MIh8N0fOzgwYPI5/NYXFxs2bS8Xi+nUKBUKjn2uJ2K5iIB0Iip5iLkN14M4zrXORpTJJ6i0ShH5NDv98Pn82G+3qorAggznoBGTEW9SrhVNfT1DeLxxx+Hx+OB0+nExESroCF7kR4YGMCzzz5LHZKE7HbUDplMhtJ0Z2ZmOAn4S/44/u3ZVc7rH5hI4ugvJjBqVbRcCzalPBQKYXV1FbMx/rU8lBMmI3H4+DGYbjiAU6dOQSaTQaFQIJVKYWhoiIqsN69RTqeTOlG+8MILsNvtMJvNWF5ebhGKFDqKxSJtJjUXCYBGTJGiE8G/PbuKQzYJxmzcgx17z2MYBgsLC6hWq/B10Bo1fPwYcPwYEo8+isXFRezfvx9PPPEE3vrWt1Kre4lEwjnIEOMHoMFKnJ2dbTGR6CSw4ycYDHKad1MPPoqbm4pMt/7oG3j6y3fBceu1Le+1sLBAhZH9fn9Dx2/G1/I64H/0SAR2qAMaMVXwWpFOp2G1WlEoFFAsFnHVVVe1zcuJdmh/fz/Nyy0WC3V266S8nD0KzGYSAI14aj7g3/aTb+Hpb72RN57IGsUwDKrVKn72s59BIpGAOf0cRlteLcyYGj5+DMPHj+FHP/oRAoEAPB4PJicnce2116JYLPLm5T09PbRQoNVqIZfLsby83LGTCGSNqlQqKBaLHIbm1IOP4raffIvz+psf/Hc8/eU74bj1Wo6GbTKZxIsvvkh1DBcXF7GwsADxWa5rPIEQ4wloxNSyWgSDy4Xe3l78/Oc/h9vthtvtxsTExLqF7sHBQZw+fRput5vDAO4kJBIJmhtOT09zmndTDz6KG3/wb5zX3/aTb+Hpr76xJZ6ARgyR/w+Hw1heXkZ+Yor399Z9S5v+WbZk1/B4PDhz5gxCoRC6u7vprLTJZMLTTz+Nubk5ql0EcBckjUaDSqUCmUyGUCgEk8nUUYwnIqbLVyRoJ35c6tKjv7/VChgA5zr6/X7ccsst0PnjwOOtQrXtNG6EAKKpo9FooFAoEAqFcMMNNyCXy+H555/H+Pg4ZQqwF5xrrrkGP/3pT9Hf399xCxHQoNuSDamZSQBcXkyRESASU6lUCmazGda6GniydWRDyPHkcDgQDofR39+Pnp4ezM/P49ixY9izZw8ee+wxGAwGjmuN2+3G0tIS3G43CoUC6vU6FaDlsywVMsgmxVckaBdPZbkBAwOta1S9Xqfx1NfXh0ceeQS3HboW//jcqZbX9ls0LY8JBWazGQqFAouLizAYDCiVSkin0zhw4AASiQQmJiYwOjpKu09qtZrq8h0+fBgzMzP08Ntp8Pv99BDSzCQA1o+p5jVKJBLB7XbTA+/y8jKuvfZaWGJl4InVlvcQ8hpFRnxlMhnMZjMWFhaopfYjjzwCtVrN0aQhY8Ld3d145ZVXoNPpKPtXaML9lwK7+dZsYtBOrLYrsMbJl9jvReLTaDRiYmIClpuOAH/T+h7t9EiEgJ6eHrz44ouUyTQ9PY1Dhw7B4XDg5MmTmJ2d5RQLPB4PzcuNRiNl+SaTSVgslo7Ky8koMCkSsF0xX008AY0G86233orpdBX4q9b3EXJMKRQKZLNZqNVqKJVKBINB3HDDDSgWi3jmmWewd+/eFlZYvV7H4cOH8cgjj3RsXp5KpWihaWZmpiUvv5yYqtfrnLw8k8lAr9ejkGeAv259DyHHk9PppC6tJC+//fbbsWfPHvz85z/HysoKJy/v6emhe0CpVEK9XofX6+UQPDoNiUSCjgETXMkaRR4njYX+190M/ONnWl6rHBtueezVYkuEk8xmM6rVKlKpFIBGcBDBR7vdju7ubpw7d463y3LDDTdgcXERoVCIJhed1FkhmJ2dbelst0uSN5I8V6tVeqgZMsnwrqu4Y2h39YgF1/llQ6lUUgF6nU6HcrmMRCKBvr4+GI1GrKyscATWPR4PFhcXIRKJaPJNLII7CZFIBBaLhbdIAFxeTDX/LBFBPuAx4N5xbvf8JlNe0PFERC7n5+dRLpfR19eH6elpAI31SqFQYGJignbjSPwBwIEDB7C0tIRUKtVxoyzsUeBQKERFLwlezRpFtNcOeAx4z9VWznO32Ss41Ms/OisUNI/QxeNx6jQ2MjKCCxcucFx8iF6D2WymOiqdNL7CBmEn8RVpLyemmoWQa7UaxGIxrnLrW9aou3pEgl6juru7USqV6JiTTqejo3aDg4MoFAqYnZ2lr2ebjJjNZqytrcHtdlMnzk5BIBCA3W7nLRIA7Q9eGzmQkUbO8PFjePxN7+Y898Nb7hbcCAsber0etVqNasS43W6659lsNjidTpw7d67F5KBer+Oaa66B3+/H2tpaR+flRCuMjVcTT0SflmEYeG6/EU/80ns5zz9yx72CjimNRoN8Po9qtQqtVotqtYp4PA6v1wuz2YxAIMDRMPR6vVhYWODo0RkMBo7zaycgFArBbrfzFgmAy4up5p8lI8HDx4/h5298F+c5oa9RLpcLIpEIi4uLqNVqcLvdmJpqMHE8Hg+USiXOnTtH83K2puGhQ4ewtLSEaDTacVIY7LxwdXW1JS9/tXueVqvF8PFjOHH8fZznHjp2D/recPMV/MXrY8sUu9kK60Sgb2pqijqz7Nmzh1MsIEr/DMNAp9MhFotRLYNO6azkcjkoFIq2RQI+8eN7xrTY283PBFCpVFQYbHZ2FgcOHEA0GsXS0hL+4h3X4sPeJD551I5/eJMb9wxuvjL9dsJisUChUFCXOqfTiUAgQDUZBgYGOMUChUJBF6S+vj4sLCzQZLwTEQwGea2h+WLqPVdbL3kgKxQK0Gq1KJfLCIfD+OSdI/ijwzL8xkENvv6evbjdJjzXKDb0ej0VES8Wi9Dr9TCbzVhaWgLDMDAajRgdHcXk5CRNirRaLVKpFOx2O3WO6DQQQcx2RYJ2ov/t4om9xq2trcFkarjfvGevBt/9yHV4W3cG//hmD15vyQpOXLwZJpMJtVoNiUQC0WgU119/PSYnJ6n45djYGPL5PC0WOJ1OWkQhBQIygtdJqNfrbYsEAH9MffA6J29MdXV1UcOIYDCIq666CsvLy/D5fPjM26/Bp64W40PjUvzjmz24d0jYLJ/u7m7k83nawDMYDKjVaojFYlTvg69YUK/XsX//fiSTSU4zplNAxsH5igRAe5H2dgcy9hpVLpchk8lQKpXg+fs/w1P/8g384CO/j6f+5RuIf+DuTf0cOwUyAsYwDEZGRujBjuTlgUCAxk1vby/m5+fBMAwMBgNisRjEYjEqlUrH5OWFQgEymYw2Rprz8naC2n1vuIX3/dhCyLOzszh48CDC4TAWFxdxy4Nfx9c+8Wn87HcbsSX9xEe35DNtF4g24crKCur1Orq7uxEOh+ka3d/fD5VKRYsF7PW7r68Pfr8fer2+4wpPBHxFAoA/pp48/r5LrlGlUgkKhQKVSgWRSAR7v/b3ePD+f8B/f/yP8MK/f0/waxRxuAcaeblOp4PVasXSUmPcy2AwYHx8HBcuXKAxQ+43on/UibFE8nK/3w+3293yPP8a9a4NFSHD4TAsFgvq9Tqs9/8BLvzgp/jme34NT/3LN1D8tXdvSV6+ZYWn7u5uSCQS6qoil8vpfDhZeNjFAsJKARoJfDQapQegTumsrKyswOVytS0SAA3x4//vbi9+ZVSMT10txl+950acO3eOtxNut9sRDAbpc2azGT6fjwqwDRokuMEp5ehDCRUOhwNra2sQiUQoFAqQSqW0MEA+PykWEGYBsXPv6emBRqNZ1xlIiFhv3ICNT901ik9cxeC+cSk+90YXPnKd/ZKLM5uqGovFYDab0acT4YChjGv6rVtisbndEIlE0Gq1iEQikMvl1F2SJI0ikQjj4+OUWeBwOOh65vF44Pf7OS4jnQCig9auSAA04ukf3+zBh8al+NTVYvzFO67F5CS/3gA55BAXqp6eHpw8eRI9PT3waoCb3F0YtSpQLpcFH1NqtRoMwyCTyaBcLkMul2NkZAR+v582CJxOJ6dYQPQI7HY7jSM+JrBQEYvFYDQaMTMzg6Ghobav++SdI/hwTwIf2S/HN99/Fd4+fLGT2Q7JZBIGgwHVahXVahUymQyDRimud4g7Ys8jSTgRKAYaBcq1tTWaKzUXC/r7++Hz+SCTyeB0OjE3N7ferxAs2hUJCI488GX84P99Dj/9nT/FD+7/B+z/18+1ZX6RfXRpaQkulwtdXV2YnJxEX18fum+7Dup7bkf3bddt2WfZTjgcDojFYrqPyWQy2GwNcw1y4Ovv76fMAiILATTyq1gs1nF5OdF3CgaD6O7u5n3NkQe+jFNf+Q9878O/i+/+37/FrT/8Os6fP8+bl5PzC3HbNJlMWFpaopprumv3wviuN/HqQwkNLpcLoVCIjgWLRCIMDw9jamqKXpvmYgGJI7fbDa1W23F5OUG7IgHBkQe+jO//xefw4Ec/gZ//87+i/58+Q12Am0Gu5fz8PDVIItMOumv3Qvrmm7H/nW/uiLFFqVQKjUaDcDgMuVwOg8EAkUhE2eIMw2BsbAylUgkzMzOw2WzUyc7j8WBpaanjplvK5TJEIhHy+TzV4G3GkQe+/D+Nkt/D9z7zd7jpe1+jk2bNIOt6NpuFUqmE1+vFyZMn4Xa70X3rtZD90i3ovu06lEolYRWeSGWbLfJlNBpht9tx7tw5+jp2sQBoJBQejwdyuRw+nw+1Wq1jOitk3GC9IgEADJu6cKNTiiNDDvj9fuzZs6et6HHz/G8kEqGOVHq9vu1CJjSQJNxsNsPv98NiaYjJjo2NccYNRCIRxsbGUCgUkMlkEAqFaHc4GAxyknihY3l5GXa7fd0iAcGwuQtvv8YLeTYIt9uNeDxOGT/NqFQqdGyTz2Urn893hGaIy+VCJpNBIpGgn8flciEej3MYBOxiQaFQoJ07iUQCjUZDbak7AQzDYHp6et0iAQCMWhX0gE8YiD5fqyAvKdatrq7C6XRCJpMhk8lAoVAgmUxCpVLRpIrPfUNIIE0Fsi4DjYNdd3c3h3lCigXBYBByuRxzc3MwmUwYHR3FiRMndurP3xJEo1GIxWLecQM2YrEY9jjU+PDr90OcWMLIyAimp6fbrtXRaJQ2WIj2USdCqVTShh25fsPDw/D5fJxDLykWXLhwgTb2COvXZrPRQoPQQdz8AoFA2yIBgebwOPp+7T1QXDUEo9EIqVSKUCjU9vW5XA4qlQoGgwHJZJJe70QiQfMNoYPNOGG7AHZ3d3NyTFIsIFMK0WiUjqBfuHCBshg7JS8n+o3rwXr0ELRvvxPDx49hcXERe/bs4Zxl2O8HAD6fjzp5h8NhynzRarUt1vBChUKhQLFYhNVqhd/vp452Y2NjmJmZoa9jFwsSiQRdzwgbmEy3dAJWV1dhs9mQy+XaFgkItNeMY/x3P4xynx0ulwvJZLJtI5NMDzEMw2nU1et11Ot1FAoFwbPGgQZpJZ1OI5FI0M/jdDqRTqc5ZxaHw0GFxwuFAqrVKuRyOSQSCRQKRUdNJGw0L3fcei3U99wBy00HUSqV4Ha7eZtPTqcTKysrdN2TSCRIp9NQqVSIxWLQaDSo1WooFostbqabgS3L9F0uF8LhMJRKJSdYvF4vYrEYp6tLigVqtRrPPfcc5HI5p1vXKZ2Vcrm8oSIB0Ag04k4jkUjQ29vLWcjZINeHiEaWy2UUCgUoFAqOZovQYTAYIJPJEA6H6TWUSqWw2+0c9ywAdAxhZmaGLuRGo5EKAHcCCoXChlywSqUSpFIpR+9qYGAAi4uLLbPQ9XqdIzJKOllsZLPCH4sCLmpYNePw4cN49tlnOQc7UixQKBSUsaPT6TqqW5fNZlEqlS5ZJCBgGAb9/f2YmZmBVquFRqNpGe0hBSZS2JuZmaGF93q9DrlcjmKx2BFrlEKhQKlUgs1m4xQj9Xo9pFIp7coR9PX1QaPRYHJykmqBkOvUrLMiZJB9aT3E43HqFElGy/bu3ct7sKvX61hbW4PVakU+n4fX66VUfIJOiCcAsFqtWFtbaynADQ4OtnQzSbEgHo9jamoKRqMRer0egUCgbZNBaCD7/EYNHcjhdmlpCQ6HA/l8vqUTrtVqMT09TRt2KysrHEZ6LpeDVqvtiJhyu90IBoPQaDT0PgMa+XoqlaLMTOBiDqrRaPD8889TFt3i4iLq9XrH5OXVahX5fJ7jOtYOZDzR5/NBLBajv7+f6mSxUa/X6dgm0UosFoucYl0nxBPQmLRgGAbBYBBarRZAg1HhcDgwPz/PeS0pFszNzVFdQ7PZDLlc3pLDCxXZbBbLy8sYHl5flJkU0RmGQVdXF/L5PPr7+7G0tNSScwPg5OXNhTqGYZDNZjuiISwWi1Gr1ah+I8F1113XkpfL5XKMj49DpVLh5MmTcLlcMJlMePnll3fgL98a5PN5lEqlDe9B7Lxco9FAp9O1yDdIpVJks1lavJydnaV5eaVSgdFopM2XrWgubFnhiSThxPWADa/Xi9nZ2RaaqtPppI4s+XweLpcL6XQa4XBY8J2VcDhMLbY3gnq9TiuNlUoFKpUKJpOphS6+srJCk7BEIoH9+/djcXERsViMHiA7heGj0+lQKBRQqVQ4saPRaNDV1dVysFMoFHjDG96AZ555ho7oJRIJVCqV7f7TtwSpVGpDRYKVlRVYrVbU63U4nU6aDIyNjfHSxUmxcm5ujnbs2NiqKvh2w+PxIBAIwGKxcA6uer0eDoeDl2U4NDSErq4uTExMQKPRUApwJ4hCE72hSzEJAFCNEMLyAUDnxJtZlisrK/B6vZQubDabKW26ObkQOux2O2KxWMuaa7PZWjp2QKNYcP311+PkyZPIZDKwWq2oVCodoc1Tr9exsrJySSYBgUajQSKRoKK05JDXXGAhGj9AYyR4ZGSEN1HvBJDiePMar1AoYLPZWliGDMPg+uuvRygUQiwWg0ql4miuCB3lchmlUmlDRQKgEYO9vb00b/J6vQiFQpzGp8ViwcLCAtWaIawN9preCes70GA8VatVKBQKTuEJaFyb+fn5lrWLFAteeukl5HI5eDweZDIZBINBwa/dkUgE8Xj8svJyUmwrlUqUkdjczFxdXaXrXjwex/79++H3++mIaCdBrVajVCq15NXE6a6ZZSiXy3HXXXfh+eefh1gsRi6XQyKR6BjGUzqdXncMmGB1dZXm5W63mxbexsbGOBIiQKPQRPIn9rgdADpVlM1mW6YThIienh6srq625OUqlYoynJrBlu1RKBTo6upCNBrtiLMvKRqx3fzWA1trDbhYGG5mgC0tLaGvr4+ep+12O83dK5XKlkpfbOlsg9PpxNLSEqRSacvGPT4+zhtA4+PjlL65uLgIpVKJFxai+MHLq3jJL1x6Kpkj32iXgwg4ut1uWiggdHF2N50U9xYXF+n71+t1mlgRi1ih66cAjcVXJBJBp9PxdlL4DnbEfttoNCKRSKBWq+HEhB+PziQFHU/lchmxWOySTAKAyxjs6+ujCxnDMC108Xw+D5VKRUdcyUhZp7lEAI0xKJFIhEql0pL0iMVieL1eXprq0NAQTCYTfD4fdWeZ/P5P8dyffw5TDz66XX/+pmN1dXXDTIJKpUJjymw2002umS7O7vCSkWCLxUI1xjplbSLo6upCuVymTC82+vv7eQ92JpMJVqsVNpsNL7/8MhQKBXwPPYnFL3xL0PE0Pz8Po9G44SKBSCSiCRBbg6aZLh4Oh+F0OpFMJmmHvVPh8XiwvLwMhmE4BzsyjqBSqXhHfd1uN2w2G/x+Px0H9v/0acGvUfPz85dkEgAXnXqABqOJNKyAxqji7OwsXfNJkw4AZdIRrRCgMe7YfC8LGcTAQCaTteTlY2NjvHn56OgolEolKpUKfD4fVCoVFh5+Cq/85RcEHU/svHkjIMwUl8tFCwUGgwFdXV2ccdZCoQCVSkV1w8j7E/ZvJ+15JA/gy8utVityuVxLkZM0rUheXq1Wcf57D2NB4HtetVpFJBLZUJGgWCxShlJvby+HlbJ3716cPXuW81q5XE7Hn+RyObq6ujiuyp3SxJNIJPSzNeflIpEIvb29HHkVguHhYRgMBszPz6Ner0OpVGLy+48Ifs8LBAIbbt6xm1QWi4XmBmRUkdyHbLbd7OwsBgcHYTQa6QgwOQduFba08CQWi1EoFKh7AecXtwkgUji55pprwDAM/vnkCv7fCxX8rwdewVs+fwr3P8QvYrvbsba2tqEiAQFR6rfb7ZyOgcPhQKFQQDwex+rqKsxmMy00KZVKznsQ8blOYaj09PTQqi07CSfXqr+/n4pesmG321EoFDAyMoJ/POHHnz9TwGdPBAUdTydPnsR1112e4CnDMFSXiBz8CV2cONvIZDKUy2WOY5DX6+2Y8cRmkLEos9ncMluvVquh0Wha9FH0ej1SqRRuu+02LC8vY+0P7sebP/HrOPwnv43hu2/H6Xvv286PsCmoVqsoFosbKhKUy2XU63WaNDW70vT398Pv96NUKmFubg4ejwfZbBYqlapjxgvaQSKRoFKpQK/Xc9ZtcsBrp9fX1dUFk8mEffv2YfLDv4c7fuvDeN3f/Klg4wkApqamsHfv3sv6GaLHF4lEaIFOo9FAq9VieXkZ+XweRqMR6XSao/Oj1+uxurraEaMGbEgkEmi1WmQyGVqYI49Xq1XYbDbk8/mWwojX60UgEMD4+DiCwSBqf/0l3PprHxD0GrW8vAybzbahNYRogJHXulwuDjtsz549OHv2LGVoGo1GjgMVGQEGGgfq1dXVjhgrAxq5d7FYRF9fH6dQUK/XIRKJ6JgGG+Q6Hjx4EF1dXfD/9p/iLX/4W7j2T39HsPEEXCxibxR6vR6xWIzD9AUaOWapVEIsFqMs6nq9jkwmw9lT6/U6otEozGYzL5NRiPB4PAiFQnT8koBo0/X29mJpaamFEdXd3Y1sNouRkRGs/t6f4+4/+C287q//RNDxdOrUKVx77eWJxjMMA5FIBL1eT883IpEIg4ODVPuYrP1skw5icEPeo1NYmQBoc5KMfBHU63WoVCq6JrNB9snXve51WFlZwdqn/h+Of+o3Bb3n1Wo1ZLPZDTXYiMM7Oes35+WEdFAsFuloXS6Xg0Kh2PZ1aEsLTxKJBIVCARqNhpfq3S6AiBhrWevED2e5zjZfOOETHFNlfn5+Q+MrwMUDilqtRiqVglarhUgk4ugSeL1ehMNhhMNhaivMFlclQtqkAl4qlToiIZdIJLBYLHSEgLCbiIsIwM+k0+l0SKVSWClI8dMmp3IhxhMpElxKuLAZbJcR9oKkVCphtVrx9NNPo6enhxYqidgze1Mjo7OdkDABF2fjyQGtGVarFcViseVgp1AoGl0VfwSvf+g/Oc8d+c5XBNdhOXny5IYTJlLwJt010q1jJz7kPiQ08GbxVsLo7DR4PB4kEomW/Y6wBhmGwcDAQIsuCHGKip9+BXf97Luc54QYT4lEAhqN5rLXCRJDbrebUygg4s4vvfQSDh06hPPnz3MEny0WC+bm5iCTyTpi3IANvV6PXC6Hnp4e3gYAuf/YrFRy3Xt6epB5/jyOPfxtzs8IMabOnj2Lq6++esOvZ+9bpFnAfm58fBzPPvss3UdTqRTvGJRIJEIul+sIXUOg0VzKZrNQq9W8a7BSqYTBYGgZ93W5XFheXoZ8IdwR8eT3+9u6S7eDQqGgIvQymYyOjAONey0SiSAQCECv17fk5W63G4FAgGo/dUpeLhaLYbfbkUgkOC6/JO8GLso6sKHRaJDJZJB+fqIj9rxarYZMJnPZo5RkjdLpdJx4UigUsNvtePrpp+F2u1EqlSCRSDh5Ofn5Zs22TgDJy/kMISwWCyqVSoten1KpRLlchnoljtd1QF7+i1/8Atdcc82GXhsIBOhUFBkxX11d5TDsyX1YrVYhEong9/s5ZmdkXdpqbGnhyePxUOoWWbABrqiexWJBuVym2jtzc3MIBoM4d+4czizwO5DMR7K8j+9GVKtVzM3NYWxsbEOvj8ViMJlMnKSJPcpCYDQakUqlYDAYEIlEON04lUrFsaLulA0OaHy2crkMp9NJC5bseGIYBkNDQ5TBEwwGMTMzg2AwiDPz/O5jQoonAJienubMeF8unE4nAoEAp1BgMBhQr9eRSCSwvLzc8v7EOcNkMnE2R6GDjEY1U9/ZMeX1ehuF8HIZ+Xwe09PTKBaLOHHiBAoXWim/AJA6w29juhuRSCTAMMyGEyZywNVoNMjn8xCJROju7m6h2SuVSqrfQBzICLxeb4vgYSdALBbDarUiHA7D4/HQQkF3dzddrxQKBUwmEy3WLS4uYmZmBgsLCyhM8htICCmegMYICxELvxKwGScEdrsd+XyeOt4QLR6CYrGITCbT8ngngGEYykZlP0ZAdEGAxv08MzND1yiRf7Xl/QBhxdSVFAnYsNls1FGLQCqVQiqVIpfLYXl5ucVtmH1w5nN3FSpIcRwAp4EHgJNz1mo1xONxmpevrq5iYmIC8ZfO8r2toOKpVqthZmZmw3k5aQKzYTQaW/QMTSYT0uk0TCYTAoEAJ6+Qy+WcQ10n5eVEO8zhcHAaeGSNYhgGw8PDlMETCoUwMzODcDiMtWdf4n1PIcUT0GD48mmibhREc5SdlxMN10QigaWlJepeTlCr1VCv12EwGFqKMEIGqRest+YSpl2pVEI+n8fMzAwKhQKefvpp5M9P8f6MkGIqlUqhWq1uOJ8pFAqQSCQwGAxIpVJ0nLVZB5I4xPM1WjweTwsRaCuw5aN2CbEeD01GsVZT0Q4K2ezS6TRmZ2dRLpdx+vRpzM3Nobe3F4ODgxgfH8dth8Z537fXvHWzh5uN6elpeDyeDc90x+NxWgRg2902V7NjsRhuuukmPPnkk7Bareu+J5kJ7gRMhvNYZGy8LKVqtQqfz4fl5WWkUimcOHECSqUSg4ODuPnmm+E1KXneUVjxlEgk6EZzOWDHExGqZ3fPV1dXsX//fkSjUV6RR7VajbW1NVgslo4Q7CNwu90IVhT496enEIG6pRgSiUSos+TDDz+MaDSKwcFBDA4OoqenB+6bjvC+r3bfxhLa3YDV1dXLPtSVy2XYbDbKnJNKpbw6YKOjozh//nwLO4907ToRtclFiH/2LBYfeYoWT0jRgNCcY7EYfD4fXnjhBdjtdrpGqfeO8r6nkOJpaWkJtVqt5SDfDkQHjL1GEfdb9qF4bm4Ot912G5577jne9Y/oten1+o5xcQOA2KmX4TyzgKkHH+U08ICLAu6zs7MQi8V4+OGHUS6XMTg4iH379sFut8N86Cre9xVKTNVqNeRyuQ1rhRGw4wlobeAVCgWYTCbq+tN8yLFarbTJQpxhOwEMw0AXTGHpS99G5vnz9KBhMBgQj8eRTqfpIe7ZZ5/FzMwMvF4vBgcHsXfvXvTcfCPv+wolnoBGkcDlcm248BMOh+n4HIkpk8lEG+sEkUgER48exc9//vN1pTUYhuFo/AgdgcefgXvCz8soqdVqmJ+fh9/vRzabxZNPPgm5XI7BwUHcdNNNUI7yC7sLKZ4II/5K2E4knuRyOTU6IAgGgxgfH0cikeDNrywWC8LhcMdpHTqdTugCSTz1R59F6cxcC9M3EolgZmYGIpEIjzzyCNbW1jAwMIDBwUF4vV64j17P+75Ciqnl5eUrysvZ+xafc3etVsOePXswOTnZsudt1yTLlmb/9z80iUfq+/C3p6N4y+dP4XNPLmJ2dhbpdBrPPPMMstksBgYGMDAwgLvuuguFQoEzk29mMnhjH1eb6L7rPTjgubxD904hkUhsyN2gHUjl22q1QiqV0kMxed9cLoe9e/e2zOMDF9kGQOd0Vu5/aBK/+eMlPCMawVs+fwrfOJvGU089hdnZWSwsLGBhYQEejwcDAwM4fPgw+vr6OIv1iEWOd+4zct7znfuMgoknoFEkkEqlnDGTK0FXVxen+5ZOp6HVaiEWi2kXmI1SqYRCoUCLop2Czz58AU/Jr8X//sksfvmrL+IvfjKB2dlZLC4uYmpqCmKxGAMDAxgaGsIdd9xBOwlAY8TFdMMBPHzsHs57nr73PgwfP7YTH+eysbS0BKfTedmFoFKpBI1GQ5mVHo8HsViMmhosLCygp6cHiUQCN954I5577rm279UpWhdA47t/31/8Md7/H1/E8N23Y/l3Po1z587RNSoYDKK/vx+Dg4M4evQoNBoNvZ/kcjlMNxzA4296N+c9T9z9fsHEExk3UKvVG/5OV1dXW0bRGYaB3W6nh2JyjYgGVCgUaimAE90VMo7dCTh973249gNvx8cf+jaG774d/t/+U5w+fZrG09zcHAwGA23WXXfddZy1W6vVYvj4Mfzktre0vK9QYmp6ehoajeaKGU8kTprFeBcXF9HT04N4PA6v18s7as3e6zppjfrUv/4z7vzcn2P47tux8Ft/QovhL730EjKZDG2u3HHHHdRNC2gwNxUHhvDone/gvOfJt31QMPGUTCapI+3loPn7N5lMUKlU9FCcSqXonjg+Ps4rgEzGy+r1esc0hE/fex+OfuS9+PUf/weG774dwU98BidOnKBr1Pz8PFwuFwYHB3Hw4EEMDAxwck/bLYfxxJvfw3nPx9/8HsHEEwCqAXclaxR7jWlu4CWTScp6ksvlLQ2VbDaLfD7/qs8Duw2/ePuH8elvfw03/cWnsOfeN+DCr/4+Zmdnsby8jMnJSaqBNTg4iLvuuguZTIben319fTBct1/Qefny8vKG5XnYIE6bpNjU29uLeDxO48bv98PtdiOZTOL666/Hiy++2PIeZLplK895W6aW+JI/ji+c4FK8fjxXxN0HgdcfGKSJJRtk/nB8/CLT6eM3uTHQNYlIUYTDIz0YMglHtX91dRVer/eKvsBmsTh2pzMUCmF4eBiTk5MYHR1FLpfD7OwsZ57carVienqa2uYKvfDEF09ffz6Ig2904aaBAdTr9RYaqsvlwvT0NJRKJRQKBXp7e/FhiQTqxByqKjOGHXoMm7uQTqcvWy9pJ0AWDb4EuR3i8Tj0en0LDddoNFIB6GQyCbPZTBlNUqkUc3NzGB0dpSOcZCa4U5JvgD+m/nuhgg8wWlx//fWIRCIcZoVMJkN3dzcWFhbg9Xpp8a7227+CHx27FdW5BWj3jcP1en4W1G4DES6sVCobZqewwU7c5XI5TCYTlpaWMDQ0RJPqRCKB0dFRhMNhBAIBThfYYrFgcnISJpOpIxLwqQcfxZHvfIXz2G3//R84cfwNOPqrjcS6+ToPDw/jzJkz2Lt3LxiGgV6vh/jvPo3/uHov6vNL6L7+Ghivvwq1Wk0QLLGpqSkMDw/zukG2A2mM8K0tZA8kjojkv2KxGOfOncO+ffvoa4kAq0gkQq1WE/xaxRdP13/3qzhx7FYMvO51AMDZ84EGOzqbzdK13OFwYGpqCpH3HceP7no9ZCshoNeNvfe8Yds+x6tBMpmEWq1GPp+/LBFoAHR8OJVKQa/Xw+Px4JVXXqGdZLFYTIsqV199NV555RUoFArKWiBFVKfT2TH6KXwxdfvD38Yvnn4rrvvA28EwTAtTpzkvZxgGnr//M/znfxyEaHEZ9usOw3zTxrW3dhorKyvo7++/rDyKoHlNkclktJgZCAQ4eXmhUOCYtACNYtWFCxeg0+lw9uzZVzWatRvAF083/eDfcOKu12Pg6FEAaMnLnU4npqenoVKpoFQqG+v53/4pvjY6AEMyA+XYCEw3XMU73rgbsby8DKfT2SKHsh4ymQxUKhVyuRznnGexWODz+VAoFJDNZuk4p8lkglQqxcLCAoaHhyn7sln3qRPAF1N3/PQBnHv5A7jh+DGsrq7CaLxIIJBIJHC5XJifn0dvby8t3kk/+VF8/9YbwSyuQLd/HN23XZ4Z006hVqshnU5fUV7eLBsilUqpccbQ0BA1IVtcXKR5eXPjz+Fw4OzZs+ju7t4yQ40ti9Z2ujnTgUTbn5FKpTSAgMaCFQgE4NUAB01V3DDihEQioTa3uxmkSLCysnLZCRMBe5OTy+WoVCpIpVJQKBR0JA9ojE4ZDAbOdSGLmc1mQyQSEfzBrl08LcTyVLSXD0NDQ5iZmUG9XodMJkOlUoFbWcX1DjEOek1QKpUtjou7EVc6bhCNRnlnhE2mxmdfWFigumKRSARmsxlyuRz9/f1UHBpoxJNCoWhxfhMy2sXU89NLkMvlHJ00Ar1eD5lMRpMMo9HYWOz39kF9z+3oe8PNkEgkLRT83YipqSkMDQ2hUqlc8QbDd98RdyjCKAAaYy6VSoXDRCFChvl8XvCFcaC9fgDRAWu3RrENEWw2W8M8oNcGy3uPw/m6I5BKpVQbYzeDMAn4NL2uBF6vF8ViEYFAgBa+K5UKNT4YGhoSxHW5UrSLp+rcAgKBQFtBWafTiWQyiWy2sb6JRCIYDAZoD49D9ku3oOf2G5HJZHhHN3YbVlZW4HK5Lqt5R2IFuDg+BjTuP8IEJwXM2dlZ9Pf3Q6lUwmKxIBAI0HU/kUigu7u7xVhCyGgXU+lzDX0wvjVKIpHA4/Fw8vK1tTV07R+A6I03YfStd0AikQjC+XZ5eRkulwt+vx8ej+dVvx8RM04mk7TRQgqXSqWSNmMISByTfEvoefl6e16zRh8bQ0NDmJ2dRa1Wow6d4vFeqN52O7x33gSVSiUIDUhSJNBqtZe1RoVCIUq8YN9zBoMBGo0Gfr+fupKvra3BarVCo9HA4/Hg/PnznLxcpVK9Jtao4C+eh1Qq5TVE0Gq1UCgUVIjcZDIhk8lAftUQNPfegYE33QaJRMIxVdqtmJ6exvDwMDUhuByQxhsfAoEA7HY7rU0AjetUrVY510UqlaJUKm2pocaWFZ7a6eZI8jGcO3eubdKj0+loABEnoK6uLiqmXavV6NjPbkW1WkUul7tiFg3p1rIXMrfbDbFYjJMnT1JRNfbCZTKZIBaLOVV3YtPZCZTedvE00m3AY489hng83lZ7iG1hbjKZoFAokEwmqTuJ1WptEWDbbSCLEUnELwdkYxOJRJx5X4ZhqMAcu0BKBCKbnUhMJtMVdQl3K9rFFJMO02IlH7q7u5FOp5HJZGCxWCCXyxEKhdDV1UVtlVdXV3f1SOKVjhs0g/0Zidbc/Pw8FR5XKhu6agzDwO12IxqN0gPx2toajEZjx1gBt9MPEPV58PTTT7fVHRKLxejp6aFrUCKRgF6vpwmWSCSCyWS6rI7qTmB1dRUul4vahb9aSKVSyOVyTE5Ooqenh8MeIGLbDoeDI2pvMpm2RRxzO9AunrT7x3HmzBkUi8W2MTEwMACfz4darYb+/n5q9V6r1eDxeCCTyXhH9HcTSJGAXUjaCNjMymaNC/I+1WqVOruxBZBHRkYwPT2NWq3GKSJ0CtrFVNZswNmzZ9vm5RqNBkqlEsFgEGKxmOZOer0eyWQS9Xod1WqVjlrvRhAGG2HRbAYj0uVyQSKR4NSpU+jp6UEwGOSwB4xGIyQSCceZizAzS6WS4PPytmvUvjE88cQTiMfjvJqhADcvt1gs6OpqTB+QCQSz2XxZzNmdAGH4kmbbRsHWdpJIJC1OYplMBhqNhsNGsVqtWFtba3HuNhgMuz43uBy0i6mkQbNuXm6325HNZpFOp2kDPRQKQS6Xw2g0olKpIBgM7upcM51OQ6VSbSqDzeFwoF6vY3Z2Flqtlu57BG63mzOOR6Zk2hX5NgNbVng64DHgo0e5NNKP3dyHD7/1GGQyGVZXV3HhwgVeBgU7gAwGAyqVCrLZLOr1OnQ6Hcxm864uFJAiwZWinctWpVKBVCpFMBiEzWajz5Ebqbu7G9lsFslkEqVSCW63G/Pz87SrIGTwxdOv3ujFHYeG0dfXB4vFgpMnT/J2SUQiEbxeL/5/9v47sNHzuhKHD3rvvRAkAJLgkJwZjSxZGkmjXiw3yUWx4xrbSmJ/iZP1l+ZN1tkUb3pZZ3cTOy6J45LEXXFVt2akGbXpbADBApIgQBKF6B34/QE9z7wv8AIEOTOaEanzjy0OC8rFfe5z77nnzM3NodFowGazoVQqIR6Pw+l0IpFIQCAQXLWCtKRJwOPxLspdhxSJBGRSIhKJ6NQGaBbr9XodIpGIXvhanQN3AzrlqF+89zDkcjkWFhYwMzPDaS/q9XqxsLCAWq0GoVCIarUKq9WKlZUV8Hg8DA0NXdUXO9LAzOVyUCh6F9fvRn/XarVIJBIQCoVtq78kRw0NDWFhYYHmc8Ig2w2rLL4H7sGJd3+M9bUTDz2Mu3/9ozCbzchms/D7/djY2Gj7WZVKBYVCgUgkQqeepIHidruRz+cRi8WuWmF/sm5wOVAul1Gv1ynTCWjWCNFoFBqNBgqFguUYmMvldkWO4oqnn7/9A3jD+9+BoaEhaDQazM/PIxgMchbT4+PjmJiYAJ/Ph1qtpqyMRqOBYrEIm8121TbpmEyCUCiEgYGBnn+2WCx2PCPdbjdCoRB4PB5WVlbo5Be4kKP279+P8+fPo9FoQCAQ7IpYIuiUox74vU9CLBYjEonA7/dz5mOLxYJCoYB0Og2DwYByuUyHCFqtFjqd7qqvy4eHuYWse0Gn9d1arUaHvlxaOzabDYVCgTp3OxwOLCwsoFqtvuYbT1zx9Ny7PoYbf+kX4Ha7YbfbcfToUc6tAj6fD4/HQ+tLm81GXXAdDgcSiQStTa9GZDIZKJVK8Pn8tsv8dqDX61kMecIaFolELOcxMqATCoXweDwIBAK7KjcRdMpR93zyY5BKpV3rco/Hg1AoROvyWq0Gs9mMSCRC6/JAIPBqPZVtY3l5GX19fSgWi9vaAujmAMiMp7m5ubb1fKA5qAqFQigUCsjn87BYLKjX65dtkHBZF0M/ff8+fP8TN+H373DgQ7Z1/N6b9tEPSn9/P0ZGRpBOpzEzM9PWsfV4PFhcXIRKpYJer8fy8jJtGkQiETgcjquSiplKpaBWq8Hj8bC+vr6l4xwTxN2HNJ5ak0o4HMbo6CiWl5dZqwwSiYQywNxuN1ZXV6mOQaFQgEDw2tHF6gYST3/30EF80lfEnYbmgWQ0GqFQKGCz2aDT6eD3+9s640qlEipVs2Nut9tRLBYhFouRy+XA5/PhdDqvWqr4xaxrMqHRaFhaT1qtFgKBAGfOnIHb7eb8GaVSCb1eTx0peTxexwnWaxEkpn7tWiU+6Svi9960j+qkeDwe+Hw+rKysYGZmpq0YJxe7vr4+5PN5Ovn1er0IhUJQKBRXpcUtYRIATXbAdkQMW4vr1hy1ublJBbM7NbvHxsZw/PhxaDQaWCwWysTYDTj87S/B/4PH8MIf/z3+6Tc+jcH/92cAmkW2y+VCX18f+Hw+/H5/WzFusVhQKpWQy+XgcDhQLBaRSCToSuLIyAj8fm6b4CuJna4b9Pq7+/v7cezYMVaOIvoYQHMSXKvVWGucV/NUczsg8fTSn/xvfPezf4fiJ5rC8263G2tra/B4PBgYGEAgEGgrxnk8HgYHB/Hiiy9icHAQ6XQaJpMJq6urdPWVaElcbWAO7+r1+kXVMMwcRRhQZKjZ6fsJ8wlosujy+TxtsrzWQWLq57/3WXzhv/0+Dn/ri+DxeJSV6vP5aJO8tS53u91YXl6GQqGA0WikNbjFYsH6+jpcLtdVKV2QTqcpkyAej7M0YrYCaThxDYSB5nk6Pj6O+fl5lqwBce8GQMXrw+EwLBYLqtXqRa24X01g5qhvfubPgU99BEAzLwuFQvT19cFoNHLW5YQ1R+oo0jROp9MQCASw2+1XrbQKs3F9MQ0gpVLJGnoTMfFz58511Pghq8Hk80fW0HcLSEz95JO/j6//wf/C4W99EWq1GoVCAW63m25/+P3+tjVDwghzuVwoFot00EeaKyqV6qo0HwmHw7QWJw2oXtGqn9qKRCIBjUZDyStcGBsbw/PPP0/JPZfzNbrsimSHXDr88j0H4TOIcebMGQDNDi+xhXc4HBgZGYFAIMDMzAzr0BofH8fs7CztfpPLiVAohFwuR6lU6rpHfCWwurpKmwSpVGpbVG1CqyS7ncwEXa/X0dfXh2Aw2BY4drudNbkcGRnB4uIipUTvBv0UgkMuHd55rRM3DFroc2ZODBQKBXw+H9xuNy3GSYyYzWZUKhXo9XraFFxdXaWitW63m7W2cTVgeXmZNgkqlcpFFSqEycT83WQ1rNsuMVnj7Ob+81rGIZcOH7trP+SFdTpdI9MlHo8Hj8eDkZGRtmKcx+PRBO3xeKjeDJm0OByOq45R0LpusFPjAwLmz29ubsJmsyGVSnFeFJnOZH19fVdtQXmx8D1wD274w/+GgTfdipMnTwJoDlLy+TwikQgMBgN8Ph8VmmUW4+TzZTKZKNMnk8nAYrHQ1UQuxtSVBFk3ALZfMLWCKdZLkM/n6cpmJ/T19WFjYwO1Wg0KheKqXvnZLnwP3IPrP/ObGHvX/XSFl7keJhQK4fP5OItxuVyORqMBiUQCuVxO85HRaEQ8Hsfw8PBVNwFmNgmAi28iMn9+cXGRNnW7sU3I2nQoFIJSqYRYLL4qhwg7he+Be3D7X/wB1G8cp46j5Cyr1+uw2+3w+XwQCoXw+/2sodzo6CiCwSDN9eTCKxaLIRaLUalUrjopDGaTgGha9opoNAqbzcapudJoNOB0OhEMBtv+jbAyCUZGRjA/Pw+hUEh1DXeLKDTJUe77b0MkEgFwgWFPtNV8Ph9lODHrcpPJhFqtBo1Gg0QiAaPRiLW1NQwODtK6/Gpj0jGbBNtdBW5Fq9TA0tIS7Hb7lquYOp0OIpEIiUQCbrf7ql8j2y58D9yDm//0d5Fx6GjuJXIhPB6PNqDy+TxmZmboOithz62trWF4eJgO64jpiN1uRyQSuapeq0ajQR0MCbbTzOym7ZRKpeBwOJBMJtvuj63yKw6Hg5IMLidelazH4/FYjBKj0Qgej4dYLEa/x2AwYGRkhFWMJxIJXHPNNSiVSggXRfjpdBzPzYRZ7jZX0w4wsSbfKYi7T7lcbmsuBYNBDA8PI5fLtRXhrQ2FbDaL8fFx+P1+yGQyLOX4+N6pFZxeuvoFj3uF0+lEPp9ndWWZr0FrMT4zM0M/gITl8djJAJ4IpnF2pclUkcvl4PF4V81ks7VJsN2Vg24gMbaysoKbb755yymlxWJBsVhENptFpCzB0aXiroonvV4Pl8uFF198EUBzla71NWEW4zMzMwiFQsjn8xgaGoJSqcSpUAJPBNM4vZSkCXxwcJDTVvlK4WLXDbqBFIvFYrGNFWexWFg6FyKRiArW8ni8XZmjmM0Q4gjZOu0dGRmhtHlSjA8ODiIcDje1DM8E8OIf/z3WnnkJm5ubtAF1tRRN6XSarhsA2LaeYDabZa0oGAwGmtMJu259fR0ej2fLVWgyjDKZTNg4dhKZb/0M/kce38Gzujrh8Xho7gHYrxWAjsW4Xq9HrVaD1WrF7A+fxNIX/h3+Rx6HXC5HoVBouyBfaTCbBMT96VKhVCpR0WdmPuKCWq2GUqlENBpF/pQfgsdf2FXxBIA1HNHr9RCLxaxY0Ov18Pl8MJlM8Pv9CAQCSKfT2L9/PwqFAsTzUYQ+/02c+Y//wsDAABYXF6+6upzZJNgJSOObqy6fnZ2ldXnrqlXrxbFYLFLWqkqlQm1qES/96ed2VUw5HA6USiV6t2tlyAsEAgwPD2NkZITKrZDVurW1Ndjtdpz65iNY+sK/I/BfT1BTG6FQeNVIYZAmASEVLC4u7sgVmAtk62VlZQU33XQTFhcXu36/xWKhztTC4Co2//3HuyqeNBoNXC4XHeB5vd62gaXNZsPIyAjEYjGty1OpFEZHR6FQKJA4fgahz38T/kceh9PppM7LV5MUBnN4d6kRiUQwNDSEUqnUtllAmnAEZP11fn6+yfI8P3dZctSrxvO02+3Y2NhANBqF1Wqle4etO9GkGK/VanjiiSfQ39+Pr5/P4MeVUeCFJPBCEh+/NY0H3TzKmLpUq0gXA9IkIAXTxdg5t67aNRoN1Ot1zM/Po7+/n64ZdhKZTiQS0Ol00Gg0+NzPF/FY0oX//PZZAMDHb/Xg0/fv29HjuprQ39+P48ePY3FxEXq9Hl6vF08//XTbpZowVoDmBzAYDOLQoUN4OqHBz9d5AKLA0Sg+dlMfPixbwsDAACYnJ6l18JUEl1bYdmKq2yRmfn4eAwMDaDQaWFtb2/Iim06nMTw8jP/1owl8O6gA0MC/+o/vmngCmkWT3++n03ChUMg5Gdfr9dDr9cjn8zh69CgajQZ+sNDA97Ne4Ggznj5+qwcPunlwOBxUzP5KC9W2MgnW1tZYWnE7AYlH0hBfWlqCw+GAVCpl6ZGpVCrWRY80enU6Hb70cgw/W9YDy7srR9lsNkxPTyMYDMLn80Gn03Gu8woEAvo5P3/+PJLJJEZGRjDyk+O44+h/Nb/pb4GjD3wI9q/9X/h8PszMzGDfviv/GoXD4Yt6HNFolGW3LZfLaSGUSCSg1+vhdrspW6db07Rer2NkZARHH/wwPvKTf29+8Qt/jRPv/hgOf/tLO36MVwvEYjEcDgfm5uawb98+GAwGnDp1ivN7bTYbbDYbkskk5ufnMTIyAuE/fBW//Ph3mt/wt8CJd38M+T/9bXoZNhqNV3z1Z2VlhdUkIEXzxYDkKNKAWFlZ4Vw3kMlkLHZdo9GAwWDA/K//Ad7x6Lea3/T1f9w18QQ042RjY4Oy7ZnrYUwQxkqtVsOTTz4Jl8uF9U//OX77kX9rfsPngBPf/Rj0n/0dNBoNymi9GPbjpUCj0UA6nab3g4tp2FcqFXqeEdZhvV5HKBRCX18f+vr6urrlxeNx6HQ6GI1GzP7/Po3ffPy79N92S0wRE6TFxUUYjUZ4vV489dRTnHmbrE5Ho1HMz8/j4MGD0H3le3jL099vfsPfAs+98yNY+JvPwO12Y2pqCqOj3MLTryZamwTbXQVmMlYJyH/Pzc3Runx9fX3LeM1ms3C73TjzoU/i/T/6RvOLX/nfuyaegGZMzczM0NwslUrbBlZAkwGm0+lQKBTwzDPPwO12o/hn/w+/9eNvNr/hlTNP/9nfgUgkgkKhYLnDXylks1nI5XIaQ8Rd/FKAaD8Rpq9cLmfpura6dzcaDUil0qbr5u//JT762Lfpv13KmHrVeJ6E3kwocx6Pp+uqhUAggMfjQUFuwddPsffMP390HhmxAQsLC9BoNMjn85xCY68mWpPR0tLSjrvgpPFEtJsWFhbgcrnQaDQwMDCARCJB9S26/fx8qo7HWmSwPn90flewCohQ3MrKCt0H30onRqlU4uDBg/DHSvj5Orvw/PLxZfq6kMndlURrkwDYftHUSb+nXq+Dz+djYWEBg4ODaDQa1EKTCebfSyaTiFak+PYke596t8QT0JyuqFQq2hwYGhrqatcul8vh9XqRERvwfT+bJff5o/MIF0VIJpOvGn11K7SK6TIF5XcKEiMrKytQKBTQ6XQQi8WwWq09rdJFyhL8LMRmR+2WmGI6jTYaDZhMJpaIKBekUimOHDmCxUeP4QHSdHoFtz7ybzj9zUcgEAig0+lYjOErgVYmwVYru53AZVxACsJ4PI6RkZEt1wtJHEZ//iLuIk2nV3D4O1/eNVPgvr4+NBoNVgOz27mn0+ng8XiQeWkSbyJNp1dw+DtfxvrRl1Gv16+KlTvSJNjpukG33ws0C/x4PE7rMrvdzsrLRD+U+XORp1/AvaTp9Ap2Uzy5XC6qTwj0Vpe73W7w/Mu4lTSdXsHh73wZ9alFzM/PQ61Wo1QqXfGVO7/fz2p6dGsMbQWyaqdSqZDJZGhdXq1WMTQ0hPX19a7Pl9iTx587jfsZTSdg98QUj8fD8PAwVldXkUqlqINfN2g0GoyNjSH68xcvNJ1ewc3f+xcsPfYsgGZdfqWlMDKZDKtJAGw/R62trbVp/zYaDfo6zc/P07qcqd9L/hYz38fjcVTPz+MO0nR6BbslnoBmfJChJtCsy7tpXcpkMni9XjSmQ7iTNJ1eweHvfBnZl6YQj8evGimM1px0KZthy8vL0Gg00Gg0kEqlMBqNPd1F8qdmcB+j6QRc2ph61RpPcrkcDocDGxsbiMfjVAelG3g8HhZi3GtP/sgmvSgPDQ1d0XWW1nUDgNuZrleQDrper0c8HkelUsHS0hKGhoYoPb7VJpgJkghXUtzNuE6v6WsNWq0WUqmUJg+FQtHVHYuw7WKlDruwdQlisRgUCgUajUbX5t7lRmuTgFhcbgeddCyCwSAsFgur6dDf389qtplMJtZlj8fjIZzmtlreLfE0MDBA15iq1SplaXYDj8dDKMGtJxMr8SnLx+v1XtEcxcUKvVTrWmQFYX19HVartS2WuLBXctTY2Biy2Szrvd/qdefxeOAtchtnVGbnqYNiLxPRy4XWdQOguQq800tdK9bX11GtVlmsXovF0nEljFhwl/3cKz7pc1OX5HFdaWi1WpaGzhve8Aaq0cMFwjosTHOvFUgiGwgGg+DxeF1f31cDXOsG243vTu4+6+vrMBqNKBaLkMvl9P8z1+pbL8npdBq8EHeRvlviSSKRUKH6jY2NngZ4QOfnnzh1jmo+DQ4OXlFtHq4mAZGz2AnIOafX65FIJFAul+najkQiQalUglAoRKXCXSfxeDzw+fxdn6OUSiUkEgnNJWq1uuvAhdQmlVnuppJgaRVra2uQy+Xg8/lXdOVueXmZdcYRZ7vtIJvNQqVStX09GAzCarVCqVRSsf9WsX6u5nhllvsztlviyeVyIZlMolaroVKpUEOarZA5P8359UpwgQ7trrT79OrqaldR8ItBpVKBQCBANBqF3W6njMxuIHF3uXPUq6ps53Q6USgU6Jsul8u3tMp0G7n3+20KPvL5PI4fP45MJtM2vXo1EQ6HLwulWC6XY35+Hnq9HjKZjCUo2k1wjxRPsir3a9vpNX2twWazIR6PNwvrQgEOh2NLlgWPx+v4/LWCMk6ePImVlRW43e4rxnrisiaPxWKcVr3bBVnbJM6QQLPp1JqQNBoNq4nXaDRglnNPdnZLPPF4PFx77bVYXV2lGhXMSVQrCoUCpFJpx+ev4ZewurqKyclJ8Hg8SKXSro3RywXCJGA2CXayCsz1MzweD/Pz85DJZHRtjxxeRqOxY+OuWq2Cz+dDWOAuIHZLTJGVaTIkcDqdPeUV9QHulQLRsAdPPfUUNjY24PP5rhhLpZMmwaVgqBBKPWkmAU0mmFgsZn1+yDon0FzLU6vVqLm4V+47vZ6vNZjNZggEAvD5fKyurkKv13fNKeRS1+n5VxwWzM/PY25uDjpdU8T1SriWEi0nZpMgEonAarVu6/cQIehWJJNJJBIJaiVNDElaxVWZ2NzchPG6azj/bbfEE9Bs6FYqFcTjcQDNtehWp6hWdHr+4uGmicJzzz1HV9yulPt0a5PgYkEGwkQbk2hiMXNeN4MaUkuU7NxO17slpvr6+mhdThxae6nLOz3/er8Dp0+fxvLyMmet+mqBa4OADLMvBUhdTu6SXJsXhHjABM/LvVmzW+KJx+PhuuuuQyQSoXV5q14mE6RB3On5NwaciEQiOH/+PJV8uBLGEY1GA5ubmyx2004GiVw/IxAIEAgEoFKp6L2R5Cmz2dxxwESGDlkTN+PqUsXUq9p4Im4z5GCzWCys7i0T5FJ3yKXDx2/1sP7tw9dbcdc1Xlx77bXQ6/XI5XLY2NjA5OTklqsMlxpcwoWdpm47QaFQYNHDgQuiosyAY34QG40GZmdnMW5T4i47e3r1ids8OOS6sjutlwpKpRIOhwOpVIpqy2wlGAo0Xcze1M/eyf7EbR68/eYDGB0dhUwmQzAYRLlcxgsvvHC5Hj4nuJoElxLLy8tQq9UsVxeJRIJKpQKdTsc5SahWq007zkoCHzvMbrDupngCmpdZchEhGnJcujzAhUsdV476xG0evOn6Edxxxx3g8/mIRCIoFAp49tlnX/W14NZ1A6ApiLldoXouy1alUolcLodUKtVGD9bpdKx8zCzQV1dXEYvFcOOQFTeo2Jec3RRTAwMDSCaTMJlMWFxchFgs7un99z1wD352z7tZXzvx0MO49Vc+gP7+fgiFQszPzyMej7/qzScuJsGlRDQaRaVSoRogQPMys7Kywlo1YE5/q9UqwuEwZIeG8cSb3sP6fSceehi+B+65LI/1SmB0dBSLi4t0aLfVAI/H48H3wD148s2/yPr6iYcexi0Pvw9HjhwBn8/H/Pw8+Hw+nnjiiVedSbe0tNQ2vOvEDOgGskbORCqVgkKhoA6ABI1GgwqpEjBzVDabRW3Igaff+n7W79tt8aRWq5HL5Wjj0WQydayjyKXO98A9OPHuj7H+7eiDH8b1H3wXDh06BKPRiEKhgI2NDUxPT7/qa8FcTIJSqbSjVWAu5PN5xONxVo6yWCzU8ZaAqy43HXkDfnr3u1jft5tiSiaTYWBgALFYDCsrK1RHbKuc4nvgHjx670Osr5Ezb3x8HFKpFLOzs6hUKjhx4sTlfAptaDQaO9o66BXLy8tQqVTQ6/X0ayKRCJVKpam3w/j8kBxVr9ebLpRDDjz3zo+wft9uiiegaRZFnNvq9TqcTmfHBi9ZXePKUSceehiHf+kXcPvtt0MkEjWNI/J5nDhx4lWvy7mMfkKh0LYlerhICVqtFul0GslkknXX4/P5UKvVHYdV6+vrWFtbg/v+2/DIrW9j/duljKlXVUmSNGgajQai0WjXwjUcDlPR0f92hxvmcgQrqTIODTqwz3yhqaNWqyGXy2G1WjE4OIhnnnmGMjmIWOLlAlk3aGWnEDer7YBLLC0ajUIsFrc1IfR6PQKBANRqNV13IPRfPp+P6elpHDhwAMViEftKfrz5TXeCpzLDbVTsmgsdgc1mw+LiIhUQN5vNPe3xv8srwBssQlQkWvRpJXjbTU2B3L6+PlZCmJiYwPnz5yGVSqFQKC7KHaUXXIp1g26oVqtIpVJtgsBEgyYQCLAOv0ajgeeffx5GoxF9fX2wl8soBlfhu/5W7O8377p4slgsOHv2LPr7+xEMBqnLZCeQIuD940oMSi14YXoR9998LUYtcvrvfD4fLpeLunueOHGCxtHAwMCOV3J7QacmQa1W27aQMGEVMhGPx5HL5TAyMsL6OlOPgYhpkjiORCJYXl7Ghz70Ibz00ku4SbGBD9y+HxWpbtflKD6fj7GxMUxNTcFsNsNkMiEcDrMEHglaXZMEv/Mr+MFdt0K5kYTE58WRX25egAcGBqjo8tDQEI4fPw6gGWt6vX5bVuE7wfLycpvIKzG02ClIbJTLZQgEgraVGBI/Xq+XamCQtaBSqQS/34++vj7I5XK8/OEH8R83vAFegRjqA6M4vIsKcOCCzgdx/CMDvK2aNI1PfRRHH3gzEqfOwfCGg7jl4fcBaA4Ey+UyPXfUajVeeOEFGAwGCIVCDAwMXBImWydcznUDoJmj5HJ5W45SKBTI5/Os85Wps5LP5zE2Noa1T30UXxx2w8MTwXnk8K6LJ4vFAqFQiFKphM3Nza7nwvLyMm22XPfNf8Ij1x1EY2EZ+msPwH7njfT7iKaIxWKhdTk582w227bXk7YDwiRordWWlpa2XZcXi8W21bz19XWIxeI2fUSNRoO1tTVotVqq00LWV2UyGfx+P/bt24darYZj998EyTveClU8tStzFBm0aLVa6qjZiysz/7d/GT+48wgUGwlIfYP0zHM6nazaeHp6GmfPnoVcLqcyLpcTl9MNGGiuRXHV5UCTaBAIBKjgNGHOvfjii9BoNBgYGEDls7+DL7hs2CdVwnLjdbsunux2O86cOYNbbrkFwWAQIpGIrvS2gjSoAKD/c3+CJ26/CfGXz8B71+1w3XED/T5mXd7X1/eq1uW5XI4aGDFBdOS2g1Qq1ZbXNjY2UCqV2gzImIzMVpH7aDSKYDCID3/4wzh16hQW33kXnv3geyGJbFzyHPWqW5gMDw9jZmYGQ0ND1AWuk0MbeVGWlpZwZPQVxwgTW7PGbrdjZmYGarUaPB4PBw8eRKFQoKt3RP+HKLpfSnRbN9iJ4BxpnhCkUikUi8WORZnVakUgEIBGo4FOp8NTTz2FoaEhaDQaOBwOPPXUUzAYDDjoUGNwkNsB77UOmUyGYrGIgYEBBIPBNpV+AqbwLZmKjllkUCrFkMmkrA8hKez5fD7Gx8cxNTVF45XsA6tUqktGsSXo1CTo5mC4HSwvL4PH43E2z1rt7oGmxsXk5CTMZjP4/OZqaygUwrX9erzj5qGOjnmvZajVahiNRnq4CYXCNrcjLhQKBRx0aqCtaeFS1JHJZGh8EHvpwcFByGQyeDweKmS+uLhIGVYDAwOX3FWKq0kAXDrRXh6Ph3w+39ZEIYUBWVl1u90QiUQ4c+YMnE4nLRQTiQQ0Gg32mWW7OkdFo1E4HA4kk0nIZDKEw+G2QpZ5qdvY2GiKk18/1sYEIXoiBG984xsxNzeH4eFhxONxmqMMBgOriXwpQNyvWhGPx7ftPsbMuUQTcWFhAdVqlbPIJ/mGqUGzsbGBer0On88HHo+HaDSKZDKJu9//4EW7oV2tcLvdmJycRLVaRTKZ7DlniEQiGG4+BMnBIfT19WF1dZV+DomepMFggNVqRTKZhNfrRa1Wo/pkIpEI/f39l7QJ1alJ0M2RdTvI5XIQCARtK1FAsyYk6wjpdBpqtRrlchnnz5+H2+2mAsDpdBqq68fQf911225cvFYwODiIQCCAkZERuiLHNcBjXuoWFxcx9q77sbS0BFtLjrJarfD7/XRoevDgQbp2tbq6ikgkQmuRS12Xc7kBE2w3diORSNtrkEwmUSwWOw4hzWYzAoEAdDodlEolXnrpJQwODkKr1cLhcODYsWPQ6/XoP3KE5ei5m6BUKlEsFuFyuTA3NwepVMo5wKtWq7TeJeeB7fY3Nlel1GrWGUHWYgUCAfbt20fr8lwuR888pVJ5yZvY2WwWEomkLc9yMcB3gnA43HzeHL/LbrfTOyx5LTKZDCYnJ2EwGKiLWzgchu7wQdz44IOXjNV3NUGhUNCcIpPJUK/XqQNnaxOb+RnP5XIYuO9W8PcNQNPXx1pTZNblUqkUXq8XKpUKarUaoVCIarW53e5LXpeHQqHL6tBYr9dRLBbbXhuiDU2Yvl6vFzKZDCdPnoTL5UJfXx94PB5isRg0Gg1sR264LDnqVb85CoVCVKtV9PX10S5vLyLO3XY6ye8EmusdmUwG1WoVDoeDToWTySRmZ2cxOzvbtiO7E3RbN9jpnibzA0NExTvZKiqVSiqyVy6XMTExAYPBgL6+PlSrVdo8IRTF3Qqn00kvLOQ5tzpBAGBZ+87Pz8PpdEKlUkEgEEAikbDcDUhCIiCibEqlksaTQqGg8dTLel8v6KRJUCwWL8nqZi6XQ61W41zj02g0SKVScLlcCIVCWFhYQDabxfj4OPh8Png8HiKRCGq1GpxO565sOhHY7XZEIhEMDAzQFZBuOhXk88W15gGw8xPAXhtyu90YHByE1+vF0tISZmdnEQwGL4nOSqcmQS6XuyTxND8/j3q93nWKSejiqVQKyWQSSqWS5rR4PI5CoQCj0birc5TZbEa1WkW5XO561jEvdclkkhbeQPv5Zzab6VqHUCiEWq1GIpGAwWCgOaper9McdSk0DEiT4FKtG6ytrVFdsEqlAj6fTxtQXJ8jMq2Ty+XIZrOYnp4Gn8/H8PAwSqUSJBIJtSa+nAydKw2BQEAZBFqtFpubm3A6nW06KsxLXTqdhsFgQLlchl6vRz6fZ8Viq5nEyMgI/H4/RCIRjSe73Y5gMIjZ2VksLi5eks9spyZBL+yIXkBWy7uxwWw2G6LRKNbW1rCysoLx8XFIJJKmM/D8PLLZLIaGdueghYCcUQ6HA/V6nTZXekGnOGA65Wq1Wuo+bbfbMTQ0hMHBwUtel5MmwaVaAyaNDoJkMolKpdKxoU+2EADQJqZer0dfXx8dfhKtqN185tlsNlZdXqvV6ACPCWZdvrCwAKfTCaVSCZFIBLFYzMppg4ODLJMOUqsqFAqao1QqFY2nS2WUsLS0xJmLuJoeO0Emk0GtVuM8V8k9b2BgAKFQiK5Yj4+P09XhSCSCSqUCm822K5tOBMRQxePxYGlpidWU2wqddJCYdbbT6aRNwIGBAZqjlpeXaUxdirq8k3YhF7tyJ1hYWECtVuu69UPM3dLpNOLxOJRKJV3XI7nfYDBcthz1qp+kZH8xFApBqVQinU53tXInWk/MQrJV8Le1UcBlDcxsQsViMczOziIQCLAmx9vBysoK5xu7vr5+SUSgicNIpyKffOgEAgGef/55jI+Ps5Ig0ShqZVHtRhA68+DgIBYXFzkFCJmXOnLwy2QySKVSlEolVtFD9ogJVCoVKpUK63tUKhWNJ5lMRhNT645/r+DSCrsYtOqMEavfrUTw+Xw+zp07B6PRSB8Pj8ej1NBL1QS7mkEosKRQ5BJaJeLYwIWGITPGWi++rYdkqzkAj8eDx+PB0NAQPB4PFhcXMTs7i7m5uZ5chlpB1oC58geT6XAxKBQKlBXGBcI6JXvj11xzDet12djYQCqV2rXMFAKNRgOxWIz19XWYzWbEYrFtmWHYbDbw+XxW87NVP4voHTHPRaPRSHNUpVKhOWor4eBO6MTw3WlxwizcK5UKLfo6FUxktU6tVuPnP/85hoaG6FrhxsYGarUatTvf7dDr9djc3ITFYkEsFuMUnWXqJkWjUXr5JWjNUcSkg/yb0WhknWdisZjGk81mo02oUCi0oxggZwpXk6D1wr8TlEol5PN5OJ3OjpoWxIVsbm4OPB4PN954IzY2NqhYfblcRq1WQ61Wu2QW11cjBgYGqM4X0e3jGuARtK4Fk8Y486xqFdrmcp/uVJf32vRqRacmQTwevyTsz7W1Neo4zQWr1Yq1tTWIxWI8++yzGB8fZ7GBg8EgqtXqJRU9v1pht9tZdTnXAK9ardL6oVqtQiQSQSKRUIZUa75i5hmlUol6vc5qZjGHw3K5/KKHwzsxOOiGVp2xWCyGYrEIp9PZNYfyeDycP38eBoOB1m48Ho/WYKVSadfX5YTokc/noVKpqBkCE0wDnJWVFdjt9q6va6v5Qav7NBkODw0Nwev1IhQKIRgMYm5ubkdNKKIVxpU/mE3Yi0E+n4dQKOzYhOzr68Py8jLi8ThWV1dx4MAB1lm7traGdDp9WevyV73xJBaLIRaLkcvl4PF4sLy83Kbez5zUMS91ZBcTACtYWhMSj8eD1WrtKFze19dHk9Pa2ho97HoVF+umSdDpsrcdZDIZZDKZrodTo9HA3Nwca+WLvAbk9SOF6W6e/gLNw4YwCur1etdEwyxoW5uZTLROkL1eb0cxO7VaTeNJIpHQw66To1crujUJCANgu2ilAadSKUilUiiVyo5xXi6Xce7cOYyNjdGJb7lcRjqdpixC4rC4m0FYg9FoFAcPHsTZs2dhtVpZjSPmGkKxWKSi5MRxqlarsYrwVkE/mUwGoVDIKQrM5/Ph9XoxNDREi/ftNqEutybB6uoqKpVK18NJIpHg1KlTOHjwIP0aGRqkUil6+AoEgl2foxwOR5MOr9MhnU7Tyx0X1tbW6JoPKcRrtVrbZYzJegWaA5dO1sAmk4nmqGKxSHNUry6L2WwWMpmMsxlwKQom0vzf6uwMh8NIJBIYHh5mNTxrtRp1zHW73bs+ngwGAyQSCZaWlqhduVgsZg3SWnXciF4deW1az7z+/n6WkYLJZEI8HufMORKJhMaTxWKhTait3KuYWFpa2raQaje0Pp9wOAyZTNZ1HcZgMODRRx/FjTfeiEqlQvN0JpNBPB6HxWKBWCxGJpO5bIYfVwOEQiGkUiny+TwGBgYQDofbBnjMSx1TBJfZLGa+/1xxZrPZOrIUSF0+PDyMjY2NbQ+HuzUJCBv0YpDL5ZBOp7vKHpC6XCaTwel0svIQ2USIxWJwOBy7PkfJZDI0Gg0Ui8Wu7sDAhdhiMnyBrXNUN/dpZl1OhMm3MxwmDF+uJsFOG+OtLHRSl+v1+o6Mv2q1ipdffhnj4+MQi8WQSCQoFApU4B5oDrcu9crq1QaHw4FGo4G1tTXs378fk5OTsNvtrF4AsxYpFApQKBR0ICwUClGv11kNo9Y6TCKRQCKRcNZFfD4fHo8Hg4ODNO62W5fPzs52rcsvNidEIhEUi8Wuf4NIXoyNjbWxeNPpNNVlI47MlwNXhDvscDgQjUZRq9VYLjUE3cShCfup9TBqna4Qm+FOAmTAhQOTJKdIJEKTE9nvbMVW6waX4o1aX1+HUqnsKIxOdnw9Hg90Ol2bJfDq6uplFwS9mtDX1wc+n08nvAsLC5yaRUBzPaiXiwkRHmWCa52hFRqNhsaTUCik8dTN1aUTkwDYmcsBwGZ4xeNxZDIZDA8PUxvp1u+dnp6GyWSCWq2mSZWwdAhDZnV1FS6Xa1evHADNzzBhYyqVShQKBajVatYln1zqmIURWbXjKsIB0LUYApfLtWU8MZtQAwMDmJ+fx+zsLObn5zsWctlstiOTgDy/iwUpyDr9rvX1dao71MpAyefzKBaLlF5OGne7GTKZDCqVCqurq9BoNIjH45RtAbAvdaQJzePxulqbk2YWgUgkglKp3NLZ1WKx0ByVz+dpjurmjNatSVAqlS76/QsGg1AoFB2ZeNVqFefPn8fo6CgEAgErvzcaDcRiMdhsNuRyuTbR390IvV6PUqmEYrGIa6+9FqdPn267lBEQAxKmo6JYLEa1Wm2b2rbWYz6fD36/v+tjkUqlNJ6MRiONp27ryd2aBDtdYdnY2KBs81qths3Nza5shaWlJSSTSQwPD0On07EuII1Ggzolkovibj/3rFYrYrEYyuUy+Hx+W+3c2mBmapmS6Xpr3ezxeFh1uU6nQzab7VhfEzCHw9FolMZUp6FZNybBpUI0Gu26tpnJZDAxMQGv1wutVsvK70CzLie1516ozfv7+1Gr1bCyskLNWjo1Hufn53vazmCyMgmIFEY3MOtysVjc03B4dna242Btp3U5cxiQTCYp45to7LXC7/fDYDDAYDDQdTvCbg6Hw3A6nbQ+381rdgRqtRqbm5uQyWQolUpQKpWsexqXODfZcOnv70ej0WiLlVY3762kNYD2upwMh4n8BBfy+TzEYvEl14tigrjYdcovpKE/PDzcVieVSiVkMhnweDxoNBoWAehS44qcpFqtFhqNBvPz81QUmji0ABc+nLlcjtXFZdqStqJVcBXgXrnrBB6Ph/7+frrXGQ6Hqd4K8wDu1iTYyUpMK4rFImKxWEcRy6WlJcTjcYyPj2N4eJg6upG1HRIsCwsLsFqtu3qPnIDQchuNBrUE1mg0tGvNvNSRhgwzlmQyGSqVSlsRbjAYWIcBod73SgPX6XT0sOPz+fSwY/7ObkwC8vgutkhZXV2FwWAAn8+HUqlkXTCZxRJhx5G/RwSiNzY20N/fTzXD9gKMRiPq9Tq9zEQiEQgEgrZinFmAkDgTCoUQCARtxbXVam3THWC6v20FgUCAwcFBDA0NUdHO2dlZLCwssD7n3ZoEa2trO1oFJivPwAW7+05/w+/3o9FoYGRkBAaDAYlEAkajkTZfg8EgpfvabLY2y9fdiP7+fqTTaWSzWWqPzJzWcrGGGo0GFAoFzWNceaBVp4A0i3vN+1arleYoYp4wOzvLarJe6nUDLqytrbGeP/Pxk2JpfHwcFosFxWKRatKZTCbEYjHqTqZUKvfEmQeAfqaEQiH4fH7Hc4loaZHGSaPRYA1rmBgcHGTJFvD5fBgMhp7ZuzKZjMaTXq+n8cS8bJImQafVtZ2K9qbTacpKImxwrr9BmpjEEYo8JuYAb2ZmBuPj41hdXaXmGrsdBoMBCoWCyhXMzc3R1THgwqWOqUWyFZOFaPwxMTQ01JGZ2YrWunx1dZVzONyN4Xsp8kGpVMLGxgY1f2jF0tISYrEY9u/fj6GhISwtLbGG4UQsPxQKbbn+s1sgFosp89tgMCCZTEKlUtGzpXVox6yBydlXLpfb4qdVj06lUqFarfasEabVajmHw8y6fKsmwaVYBQ6Hw9Dr9RAIBFTygyCbzWJiYgJut5vqIJLzn6ycRyIReL3eHW9FvBah0+kgFAoRjUZhMpmwurrKmWOWl5cpM5HU5Xw+v42kATT1MlvPN4/HwzoHu0EgENAmVH9/f8fh8OLiYkfdwlgstqMauFKp0BhdW1tDuVzu+DcCgQBqtRr27dtH6yaz2UzzO9E+JiuKndh+lwJX5DQ1m820w0gOdCYbgHzASEeXiW4Ju5XlwuPxqP7PdsAUF/N6vVRc7OzZsxCJRB0TzsWwU8hznp+fh9lsbkskXMUS0+2h0WhAKBRicnKS5VhzKZphrwXYbDYqLCkSibC0tESTDLnUdergEtpzaxHOvCwTEDvv7UKv19PDDgA97M6fP39J1w1akU6nkUgkWLR4AtLE3L9/P50SkH1xrVaLRCKBfD4PqVSKpaUl2rDYC0WTw+FAsVikIs/pdJrV4CWvI9P2vVVcnOt1YrIOgObeOp/PZ130e4FQKKRNKKfTSZtQL774YtcmAfNyth0wL4NE2LEV2WyWOkKRYsloNFJ9DZLzI5EIHA4HPdj2gm4Yj8eDQCCg771CoWA1gMmlrrXJQ4pMjUaDXC7XVmC16hsCzYFLq5ZKL7DZbDRHpdNpuuqyurrasQBp1XrZCUiuJs9boVBQ9gmzWOJav1Cr1dRqmvk490KO0mq1UKvVtGAkOXp9fX3LgQWJx9ZGemsjE7hQmG/3NZXL5TSeNBoNPfOee+65y7oG3Gg0OjrBEh2h8fFxmgcJk4DJziEOf6TRstsZmUCz8UTYlSR2iOMfE61N8lZNzFa0yl5sJYXRCa2ivysrK7SGEggEHZsE3TYouoEZ76QubxX/rdVqmJiYoExx8jiZnz+JRIKJiQk4HA5EIhFYLJYtG3a7BQ6HA7lcDjwejzY1Sd4hd5RWB0vyuthsNgiFwra6vHUgDIBVm20HzOEwj8ejOerMmTOXxNygE7LZLB3otmJ5eRkbGxt0tQ64wPQiz500f5eXl/dUXe5yuZBOp5tOoyoVMplMm1QPwDZkYhIPOqFVz04qlUIkEnVlgXOh03D4xRdfpPIJXNgpW5Op10oGua3I5XKYmJhAf38/rbFIPa7VamnOD4VCcLlc9OzLZrOXTS/zio1xSFDkcjl6mW+lebcGi1QqRaFQ6LhG1yq4CoB22neqRs8UFxMKhTQ5cTlPEXG87SIajcJisaBarVLNKya4iiUCcoCpVCpIpVLq8lCtVqnLz27WJiAgjJ54PE7dM4iAM7nULSwsUDoviTXC8Gl1HiMgMcdEqyDdTh7r0NAQdRLo5Dx1KRykgsFgG4W5Vqvh/PnzUKvVbbFG1jWICHIkEqFaH7tZXLUVrWK9zGKHyZZj5qjWqR0XWkXFgXbdgu1CJBJhcHAQg4ODkEgkiMfjFyX6ywXy3IjbZitranl5Gevr66wmJgHzMZBc3Gg0dj3LqRUOhwN8Ph+lUgl8Pp8yEZnTtkwm00aB5vF49NLTWoRzub2KRCLI5fKLcrIjzlONRgNGo5Fq+LTmwp0OW5ggDAvyWTIYDFhZWaFN+dZGqtFoxMbGBr1sECc7rkHVbsbAwABLUF4gEEClUmFzc5NqiXAxi7YqwrlWykdGRjAzM7Pjx0qcpxwOB3Q6HV1NuFTOU0zMzc3BaDS2NbMJS4bZxAQuDANIA2VpaQkWi4U22FuNOnYzCGMwm81SFzEulgDz9SNNdJPJhFQq1bYOx2SfE/QihdENzLqcz+dDIBB0rMuZw6HtgOhC1Wo1TpfFeDwOv9+PsbGxtjqN1JdarRYSiQShUAhyuRzFYpH1v7sdhDmeSCToVgrJ24VCAXK5nFWXi8ViVCqVNnZPK4izKRO9rNx1AxkOq1Qq1spw652SSDBcDGZnZ+H1etvqx/Pnz0OpVLYx6whDnNSh4XCYGktcKpfZ1wIkEgkqlQo98wj7jdyDuRq6TAF7gLtBR4YPTPQihdENZDg8ODgIsViMzc3NS+oIC1zQAE4kEigWi3TgS7CysoJoNEqdWjuBNJ8ajQYrnnaVxhPQ7GbX63WkUilUq1VUq1UWvS2bzbZpHBG9C4PBALlczplkWleJgAvWwBeDSCQCu93O6TwVDAYvilmUy+WgVCoxOTmJ4eFh1pu9uLiIcrncViwRMPd+T58+TYXbyUQqlUrtiYYB0ScgIBbJzETEbBSQA44JrteXyyFPo9GgWCzu2BGRPJZkMkm740NDQyiXyyznqVgsdlEOiYVCAYlEgnUZi8VimJ+fx/j4OOeBxXwNCoUCLbgJLbP1e3YzyMQ7EomwmDtE1LCVOsuc3FmtVmxubrYV4Z1EM7ezctcJs7OzGBsbo/FktVppw2BpaYlq6l0MpqensW/fPvrf9XodgUAAKpWqo0YDaQQPDAxgeXmZ0udJQ3yvxJPD4UA8HodIJKKfLalUimQy2VMh0smCm6txSTTZLgbE2aq/v5/mKTIEmZ2dpRPCnbx/xN0nEolAKpWyJmvr6+tYXV3F/v37OYslolMnFArpKhRpPnEZR+xWMBkVpVKJst+IC6lcLt/RGcIlfM/n86HX63teueuEUCjEylGtzlPRaPSi1zqDwSBGR0fpf+fzeQQCAfT19W25wkdqTLFYjI2NDVit1j3TJACaWwP1eh25XA6FQgG1Wg1utxtzc3NoNBqcTTjymmm1WiiVSs7LWqu5BrA9KYxOIPFCmlAejwehUKhjE2o7IE3bqakpDA4Oslg5oVAI+Xweo6OjnLmGrFGbzWacOnUKCoUC2WyWCo5vbm7uicGLyWSijRsej9fm7guwmeKtjHDyc61wuVxtw1+1Wo1KpbJjR0SgWZcR8wqSo6rVKms4vLa2tqNVYIJSqYRYLMZi4cXjcczNzWF8fHzL+1qxWKTDvY2NjbZVvN0Oo9EIiURCVxWJlMPk5CSsVis1JCNg6t06nU4kk0nOGOEa4nENireLYDCIsbExWkPZ7XZWXd4LI2srzMzMcNblcrkcXq+X82eIOQ0xectkMlR39XLH0hVrPLndboTDYaqfQhJJNBqF3W6njR4m5HI5LYg6dcKdTmebTTWZGO/UUpNLk6DVeWp6ehrRaPSi7M/D4TDtdOfzeUxMTNAOfCeQRE3WyM6G0zgZFyCUvXDB3Su6PAKBgFpAkykboRIyd2GBCw4/JNFwiWkScAngt2phbBdcmgRms5nlPEWmwr06TxGQ53T27FkcOHCAaqYFg0GUy2VKK+4E8nwbjQbmNmv4mT+JtEh/SfSmXkuw2WzY3NxEqVRCo9GARqOBSCRCJBKBXC5vYzgyDzilUgmNRsPZHOda1yRN9k5OZ1shl8u1aRIwnafMZjOeeeYZVCqVHU9x0uk0arUapQTH43HMzMxgaGio69SNiDVms1lkxAYcWynh2NQy3G73noophUKBUqkEoVCIcrlMm9qNRgO1Wq3NLZWrScnVeJJKpZyF1ODgYM9aKlzgmvIT0d/BwUGsr6/T4ct2m/CEkTM5OYkDBw4AaBZLExMTUCgUPa/G1Go1xJ49hex3HkNtcoEOGvZKTBG9mEgkQtm7bre762ecxJDL5aJ23q1grsYSWCwWusa3ExBmNxOtzlMTExOIRqM9O0+1Yn5+Hna7nebBcDiMSCSC4eHhrutyRH+vUCigMR3C5r//GBvPnqLsw72g8QQ0ByCrq6swGo1YW1ujDRRywW1lFfJ4PFazgKmfyQQRRGZip1IYBI1Gg66FEBDnKdKECgQCCIfDF1WXLy8vU83VQqGAiYkJjIyMdG1GEgY9+ZuRp19E5YfPYPP5c2g0GqhUKjtiYb0WIRKJYDQaEY1GqcYTGR60yl+01uVcWpkEXEw8rtXz7SAYDLYJijMdYcvlMm1sdjL92ApnzpzBgQMH6HMMBoMoFotb1uXMNejMS5PY+Noj4Aeazbe9ct4BoExeYo5B7uWrq6tQqVQolUqszxapB4ier1ar5dxY4dJ1Ivq725XCICgUChAIBKx7glgsZjnCPvPMMyiVSjtm62WzWZRKJZoHE4kEpqenMTg42HV9jzSBs9kshMFVlP/r55j5wWOvSl1+xU5T0jgiKz0ymQzFYpFTKIyAy26z0+9uTUhGoxGJRGJHE5CtrMkFAgHEYjFuueWWnp2nWnH69Gns378fQLNAi0QiGB8fh91ubysAuRAMBvF8wYJ/Cirwf09m8CvfmcUXX9x5kfhahNPpRDwep5d3k8lEi5PFxUUWfZUccAT9/f0di/BOh5ndbm9rcvYCriZBK8xmMxXV7NV5imBjYwM6nQ6pVApmsxmbm5sIBoNwOByc2jytII3Ub/lL+OMTeXx7WYbffmwNX3yxeRnYKzFlt9uxsbEBg8FAJ6ukSOYqYuv1ek9FeKcc180aeCtwNQmYkEql6Ovrw759+1g08u3E78mTJ3HdddcBaDIxS6VSx4kvF/78J1P4n89l8b1VFf7XS2X89WMBynzZK5DJZDCZTLTwEQqFEIvFKBQKbTv1rbHDNQ0maBVcJd8vk8l2VCATLZJOIM6Phw4dwuDgYE/OU0zUajUkEgkoFApIpVJsbm5ienoao6OjPTF0lUolZmdnIfyHr+Ke33gY7//6P+LWX/0glj/1R3TgsBdA9BwJBgcHsbCwQNdbur2WYrEYRqORswg3m82czZ+drtyRc7hbIazRaOiZx3Se6uYI2wq/34/9+/fTia9MJus48WWCMHIWf+MzeOcffArv+vLf48FP/wZOPPQwffx7AeTMInU5qZM6SRFs53VpdXkDmqzizc3NHdXlW1mTEwv12267rWfnqVacPXuWsufW1tYQDocxPj4Om822ZV4lshyqL34LH/hfv4+3/N8/w+GPvhfLn/qjPRNPQDNHra+v0zVts9lMXScXFhba6nJmjPT39yORSHAO5DoNf8la2nbB1SRoBbMuLxaL26rLiV5oMpmExWJBLpfD7Ows7HZ7RzdXJgYGBjA9PY3E//hrvP33Pon3fvX/4O5PfgzLn/ojAHsnR1ksFsTjcVgsFqysrNCBCI/H48wjtVoNCoWCxl+nelUoFHL+PNfWS6/Yyq1RIpHA6XRibGwMZrO5J0fYVjDrcsLEHBsb62lYwuPxcOoDv4a3/s6v4f1f/0c8+N9/Ey+/7xOXZDuiG67oGIesWhAtCrvdjmq1Sh1JmCAvAvnfTlNeAHQ3vRU7Wbkj6wa9sIaIYGcvzlMEp5eSeHw2hedno3A4HJicnIRUKqXFUrdGHIHJZMLzs1F85Xl2sP7n+STmU3tDXBwApQySqbfBYEAgEIDJZGqjM5JLHPmaUCiE2Wzm/MB3YtdptVrk8/meLlpMtDbBuBAOh+m6ZCfnqU7smBeCa/jnx85A3jeKcDiM5eVlHDhwoGedCqFQiGcmQvjmGXbB/5/nk5he7805ZDdh//79mJqaAtBkXRoMBhw9erTtPSSaDkyGWqfkzTUBBpqH3HabT1xMgm5gOk/pdDpO5ykmTi8l8eOpGILJKvh8PiYmJmC1WmkTk0ukuBUnF+P49iS7UP/80XmcXUntGf0UoP399Xq98Pv9bWvlTJAYcrlc2Nzc5PzcczFUAG4G8FYg6wZbrYLE43EYjcY256lIJMLpPEXgf+RxhD7/TRz956/jhhtuwNzcHIrFYs/FEtCsFc7+5w9xy/f/lfX1O370Daw8cXxP6BoCzYZJLpejDj+EBaBUKrGwsACj0dj2M8yc1K245KqxBAIBdDodp/V3NwSDwS0FxZnFLtN5iuj3tDpPMTH1vZ9h+u++BMnCOm1ibjXx5fodd/74m6yvHf7Ol5F5abLn37EboNfrUa1W6TnmdDrpRL4Ty4e8b1xrmgSdBKB9Pt+26/JCoQChUNiTpiqpy8mGgsvl2nI4THJU8EdPob+/H5OTkxCLxZT5tJWgOtCs2wL/9SRu/t6/sL5+x4++sadiimy3kLqcaLxptdo2QxbS6GQaJ5nNZs5aqdN7oFarUSqVts3CZWpNdQKTlWyxWGiOIk2kVkdYJia+8xO88Md/B3OiiEgkgoWFBezfv7/nNV6BQICZHzyG23/4ddbX7/jRNxB5+oWefsduwr59+yijW6lUQq/X49ixY22ak6Qu72UA14lMsBMpDOIm2yukUimNJ4PBQNfxOtVv/kcex/w/fh2J403Ts/Pnz8NkMlFGKlnB74bQo8c4z7zlx5+7rOvlV3QHa3BwkLXjrVKpkMvlkM/nce2117K+t/VwcDgcWFhYQD6fb3uBuHY1ydeJ60s3hXkmlpaWWLuT2wERFwOaImBkT14kEqG/vx9/+bMZfP7ohYN4vvwc/ur9N3cM8Gw2i/X19bZkOz8/j1CS+xBc20N9AtKxdjgctLkjEAhgMpmwuLgIn89Hv7d1sgJ0jhvggqB4q3jt0NAQpqamWJoS3dCrhkUnpy/mKs7q6iptFjgcDsjlcvzFT6fx+aPN7vwXzp3Dh6+34ZO3ujgbp9VqFdFolHW54PF4yOfzmNvIAmi/DC/G8zjgULd9fbfCalwrJaQAAMKfSURBVLVidXWVfub6+vowNTVFBemZqNfr0Ol0iEajMBqNUKvVHScXGo2G0zZcqVRiY2ODM69xgTQJtoq/Tr+POE8BoE1N8jhsNtsr8XQhRwWLp/GX77uJNWnU6XRUs2JzcxOJRKLtc+SPsAU6CUKJAg65dr8GHYHT6cT09DRkMhkymQxUKhX4fD5SqdSWwtjk/FpdXW1bBwAuuMG1NrG8Xi+CwSA9i7bCVkyCrR4jKfwajQZCoRDNs263Gy/94sdx+DtfBsnETz1/Ejd+64sd826pVEI0GmXlah6Ph7W1NTTmO0whF5Yv2ur6tQQ+n4+RkRE8++yzsNvtUKvVyOfzPTOFOr32AwMDmJmZwcjICOvrVqsVU1NT0Ov1PU1Fe20ShEIhzoGMTqejzC1inAA02TJ6vR4nHnoYh7/zZZAM+MyjH8Rtj/wbJxuiXq8jFovRpgrzzC/OdHCCXFzZU6ssXq+XDlqA5lmQz+dRLBZx8ODBrj9rs9mwsLBAcxsTzNXh1uYncaTu9aK2sLDQc83VCmZdTgbdRJJiYGAAz//CL7flqNse+bct63KmniiPx8Pc3Byqs9z6MLzFnZvTvNZABrd9fX2Ym5ujr73dbsfs7CyrLuca8nary10uF6fBxeDg4Lbq8l7vhLlcjnNrwGq10rp+dXWVNsrsdjsUCgVOPPQwjnzny81v/kfg2IMfxsGv/gNnY6BarWJtbY3F0Gk0GigWiygHuOOp6A9CcNfhnp7rboDdbqcyBUCzrpqYmACfz29j0NfrdahUKsrg1ev1HXWbVCoV5wBWLpdT7cRuQ0Im4vH4lvFH3AlbIZPJ6OeENDWBZo1nt9vpmUc+OU8ffxF3/PDrLMKNXq9HPB6nkiHxeLxtayx9bgpcKM4EYbnt+p6e505wRRtPxNnCarXSS71er0cul+volsN80SwWC1ZXVzkLamKx2Lp+YjKZMD09DaPRuOV0tVcmwcbGxpYCnsR5Cmi6bPzw+Hl8/iibDvqdqTRuf2EKsvwaK9ES4VilUon+/n5WUV2r1VCv11FUFPEv0+30Uqt87xRMQLOhRHZ43W43TCYTJicn2wpaQinvlZ6qVCo7dp5tNhvVLOkGsm4wNjbW25PZAsy/t7KygidOB9ti6qsvReARZ3DIpUMsFgOPx6PxJBQKYbFY2hpcMzMzePe9R/DdfznV9jc1/NKeEMUk8Pl8ePbZZ6mtdjabhcFgQDqdRjabZbmb1Ot1iEQiStc1m80IBoOcRTjQbD6lUqk2dobb7e65aOLSJOBCpzzJhFKppL8rk8ngv5471xZP/3k+iSMnJlg5iuhg9Pf3Q6vVwuPxsC4WiUQCRw768K8cKzomaWNPrdoREDtxlUpFWVAajWZLjaduF2Cn0wm/388q5IFmTpRIJEin022Oea3I5/MQiURbNgl60QAg9ufk+49/5T9wMym+X8GdP/4mjn3jzSh7rKyfIzlKIpHAbre3PZ5KpYLGzTcAbDJB82+5+9q/uItBGovkwpbL5VAqlaDRaDjfJ7KSQIYy09PTHXNIqzU8gc/nQyAQaIs1LiwuLvY0vOvFFdRgMNDzJxaL4eg/fx23tsTUbf/1NRz74n0oe6z0sxMKhagGltFobLtkLiwsYPyt9wNf/T/tf3Rg7zglAs1zKZvNwmazYWlpCS6XCyaTCZlMpo2tzZWjTCYT1tbWOM88sk7eWo8ZDAbMzMzAaDRuGQNra2s9NQl6YW22DoePffEbbfF054+/iWNf6ZyjuOryer3ebCBcdw3wxfa/u9dyFNHWIQMQg8GAc+fOdWQYtdblner0VvdhJjoNi7kQj8d7ylG9NKCZdXk4HMbJb3y/LaaO/OCr+NlXboL51uuQTqfpkIaw88xmc9v63czMDA68/S3A1/5f29+sOW17wkSKYHh4GM888wykUindOjEYDMhkMm01NTlXSAwRNhGX4yvQZNty/dvAwMC26vJeBn0rKytbroITR1ig2eTmOvPu+NE3cOyL97NyFHBh9U6n07W5KG5ubsJ5y42c+anWZ+uqiXixuCoUE+VyOZ3QmUwmCIXCnmiS26WJE/RC7SVMgl6o2tu1vReLxajKuH9vWaLFwMAAtWEcHBykrkJWq7XtUJ6dncXQ0BCu6dPiDit73eUXxrUY1O0NYXGCffv2IRwOI5vNolqtgsfjUabHVsLNVqu1q2tPp3UWnU6HbDa75Upkr0yCSqWy7Ym90+nsGFMliQYjIyMYHByE1+ul8TQwMNDWdCKuNYeHbbin5bx+7wEdHNLKnnH4AV75rFardMKSTCah1Wpp05sJpqsdQTdTg07rdsCFSV435PP5ntcNtrv/r1Kpes5RZH3B6/XCYDC05eX19XXcdY0Xbx9kH2SfuM0Dj+aqOIJeVWg0GmQyGbqiS4oirvdou+8bl+AqcEHgfSv0sgYMAMvLyz0V9AQ8Hg/iVW7BaGk0RnNSa47q6+tri2/CFLzpo+/FT+9+F+vfnn7bB6C+/tI09l8r6O/vp0YtJCcpFArodDrOHEIEfoFmLBKXLS6QplYrBAIBNBrNlvqTvTYJgO3HutFohGyNe/VOGo2xcpTP56OuxFzN11KphPF334+f3fsQ6+snHnoYqj0WTwQSiQTFYpE6I/P5/C1rnK3QTaeu15U7suLby/dtZ9VSJBJ1jadOOapbXT741jvx4zvfwfq3vZijxsbGsLi4iEqlQt9/MrTbSh/J4XB0NYYyGo2c7E6NRoNCobClFEYwGOxJB46rvtsKDoejY0zJ1uLw+Xzwer30nuf1ejEwMNBWYxeLRUilUoy/+37OM0+037tn1suBZsO4Xq/DZrNhZWUFsViMDhRaY6V1nRO4wAbiAtGM4kIvUhjFYpGaLmyF7Yp4K5XKnnMUs3fAVZdHo1G88UPvxuNveg/r6yceehjK60Yvq6HGFe9K2Gw2hMNhKqLN4/EwNDREqYatF2Pmi9fNiQy4IJDZWvjw+XwYDIau9EpycFwuuI3cdD23UQFUettNJomQx+Mhm83iNk0S77z+DVhJlXHjmAeIL6JU2jsrB0Bz2nb27Fm6x1+pVNDf349isYhwOMxq/LR+6MnaS6dGoslkQiAQ4CxmhoaGqDguF7bTJAiFQlvumnOhU0zZFN0FE5lYWlrCyMgINjY28B6fBD75JhRWN24c80BVjtOpzF5Cq0g4WZdtveATV7vW16fbhYpouLW+P0qlkgpydtJAWlxc3PG6QS+4FDmKKXD8kWv1sNVmILe6Meo04J5rh/Dkk6t7RhST4ODBgzh27BiMRiPm5uaQyWRw+PBhrKysUIYB0IwNYkRA4HK5cOLEiY5nEzFC4Pp34trSqciORqM9NwlKpdK2J2LqA9yx2unrnZBKpWCz2TA/P4/EL70Dj77tTRAurcJ55DD6xtxbNmx3GwiTh9gj83g8yGQy1Go1zkuXRqPB2toavagYDAZsbGxwnnmkwOeC1WrF5OQkdDpdxzOhl3UDoDnJ7XWFgYleY8pgMCCRSHCK+C4sLGBgYAClUgmy3/81/NsbDsCcK8F95604/MA9+MlPfnJZp79XI1wuF5aWltDX10cvcqOjo1hdXWWtm5Aaivn+CwSCrpf9Tmt1TPfpTpsGs7OzPa8M7wSXIkeRzwtZod744Ntx9D3vRCUwD+eRwzB5bR0bvbsVOp0OmUyGbqJUKhWqHUaYv0ww40kmk0Emk7U5GBIYjUb4/X7OZuTQ0BAmJyc7bhkUi0XO9SwucG3Q9IJOsSMe9vTM9l5cXMTIyAhisRjEn/4EvvbGQ7CXavTMW1xc3DPOmwREW5Q870qlAqlU2pZ7CONpO/cWoo/UuganUCiwvr7edeVubm7ukm21cOFS5KjNzU16/pv/4r/jXw6OwlGuQ7V/Hw5/5D148sknL2tdfsUjdWxsDBsbG9Dr9XQia7FYIBaLt3Qm6O/v7yiIC3RmqACgrh1cL26v6wbA9juWBIdcOnz8VnZz4RO3ebald0KaY6SBViqVcG2/HvcMaXDIpaPslb0IPp+PTCaDdDoNl8vVk9AacKEI7wQyBWwFj8frymDpRbiQgDQwtotDLh3es58dP5+4zYN9ZllPMcqMl1gshmw2i5t8dhpPe63hRDA6OoqZmRkqUMjn86mrSSuLpPU1EolEXYtwLgtX5r912kXfDpNgO9/LxKXIUevr67BYLJibm4PP54MwtYJfe/N1cKv3ZiwBoMWMSqXC/Pw8FAoFNBoNhEIhK7eIxeI2hoFEIoFcLu84resmeiuVSiESiTpOmHtlEuwUvgfuwYl3f4z1tRMPPQzfA/f0/DsikQisVitKpRK1JXe/6Vb0f/x98D1wz57NUcQZkcfjIZFIwGQyUeet1lWUVkfXrdDNvZWs3HFhO02CSCTSk+Nq299/4B48986PsL7GFVMymazjSg5pos7Pz8PtdqM4YMaNf/xb0N90DQAgnU5vizmzGzA8PIxMJgOtVkvrcKPRCIlEsqVZAWHgdYJWq+3YeDEajUgmk5w5bDtNgp1emi5FjiJ1eSwWg8FgQKVSwQAjRxUKhT3FGmeCx+OhUCggkUhQxn2nzyXzPdRqtV3ZlTKZDPl8nvPfuuWvrVzHmOhlFZgLvgfuwdNv+wDrayceehjmW69j6YR20rJi6gCtr6+jWCyi/74jNJ72Kvbv34/p6WnodDokk0nweDx4vV5UKhWWCx0X46nbRhTQndnkdncebq2vr28pu0NA8sN2cSlyVDQapXp8g4ODiBvluP0vfh+mI28A0NtK6cXgijee+Hw+1Go1Njc3WTbIarWa0x2A+cEUCoVQKpVdE5JCoejoMtDJGrjXdQMAHbWoesHv3ufDH1wvxsdGhfjcW/vwe2/qXcScyXaKx+N0JYgZyJ0Eqnc7iGUpaaQQrZFKpcI6gIhANJfIeCf09/d3TDpkqtPKwtuuu8HFfOg/cq0ev3+dCA+PifD9T9zEGVNktbUVS0tL6O/vx9zcHDweD+RyObLZLORyOXK53I6brK912O12pFIp6PV6TE1Nwe120xVOrvVNZo5yuVyIRqMdfzeXRgYTZPLciu00CTKZzI5p2L90SIe/utuED3hr+NJ7RraVowjbiVCPA4EAHA4Hq9jaqzFF0BorGxsbtCAiDYLW2CCFVif09fV1tP91uVycA53tMHzL5fKOdbkOf/tL+MGffw4/+NXfwTOf/zcc/haHwEAXpFIpaLVazM/Pw+v1Uo0Hgr0aT9dffz0mJiZgMpkQCoWg1Wqh0WigVqs5329mTCkUio6XNqDZIO3UrBQKhVCpVG01WLFYhEAg6DlOLuY9s/zl7+ORv/gHfP9XfhvT33t0WzFF2E4bGxswGo2YnZ2Fy+ViuSCVy+U91yggDLpMJoNMJkPXE9VqNSsWuM4v4nzYaV0F6B5TnVbuyGe+FywvL1Pm6HZx47e+SHPU0S98bVvxxGQ7bWxsQKFQoFgssuryXo1DdhsMBgNisRhyuRwVa+7v70ej0Wgb4HHVqN1yRKc6CWiel7lcrq3O306TYKu/vxXsf/0/8P0/+9/4wa/+Dvw/eIzGFPN3qtVqTuc1ch8ldTnRG2V+/14880wmEwqFAtRqNasub21CksYTM0c5nU5EIpGOdXcvdTnXPTAWi/U85N3c3NzxQGPwH/8cj33uS/jOxz6FF/7129vKUYTtVCqVUKvVsLCwAKvVyjqrL3cddcUbT8CFTm82m6UXJLvdjkaj0ZFBQqDT6bo2nrppW/D5fOj1etZ+8HabBNVqtec1plaEQiEcGe3DTXYh9pm2R+UmFwWynzwxMYHDhw+3Jd+9Rr8EgOuuuw5TU1PQ6XSsRM6V2NVqNXW4AS4IPndDN5eNoaEh1gS40WjQ/eNewKRA7gTr6+s4MtqHu7yqjvo5XPvNpElXKBTA5/MhFAqxsbEBu93elcm1V6DX6zE3NweRSEQ/U16vF6urq13ZAzweDzqdriuLzuPxdHTMUalUqFQqrOnMdhzKLhbZbBbX9utxh1sBl7xdO6gbCNuJsP1isRh8Ph/rQpLL5faUNgEBKSSBC0WOTCaD0WikObwbM6XbRL+b4Cr528x4226TgLkOuF0Ui0UYbj6E4d/4JWDEtS1mAmE7kQvD6uoqpFIp5HI5xGLxtu2zdxPkcjlKpRJisRjr82Q0GrfUYbLZbF3zE9C92Wm329uK+O0wfC8FHHcdhvPhX4Bo//b+JmE7EX3RSqUCiUTSkTW4l0BE6Jk52mazgcfjbcl6UqlUrLqqFXa7veO2AhGAZ8bkdpsEXGsyvSIUCsH3wD1QPXTftp2dSF1OmgSkLme+XhdzZ3gt49ChQ5Q5zowNlUq1ZV2u1+u7DluA7mzf1rocaA7veo2pTCbDMpLZLjY2NjD0trtg+8i7YL71Os7v4cqxhO1EGL5isRixWAxWqxUmk2nLvL3bodPpsLCwAIFAQAeaXq+X062bCeIQ3G0o7PV6O24cKJVK1Ot1Vp1FPvO94mJW2VKpFDxvvg26X3wLdIcPbOtnCdtpfn4eg4ODiEQiGB0dZd3xSqXSZSWtXBVdiUOHDuE7T7+MZaENP33pAgOp9fAB2gOolzevk+AqcEFI7NRSEt89tYLnZsLbor9dTPDUajUIhUJotVpks9meC2fCdmJeGHK5HE2MPB6PJuC9pp8CNN/v5bwA3zu1gk3hhbUg0ihgTj5aDziz2bxloU50VLjA4/FgtVrx4te+i5f+9HM49sVvbEsrrBeHxE6IxWJQKpUQi8XUWYYLUqm0LdYI24lMVwKBACwWC7RaLZ0edGu47XbUJhdw/q+/AFO8QA8roVAIm83WRsltzVGE0dkJ3QRXgQvx5n/kcTz/R3+HtWde6rlJcKUuUESEnXlhyGQy6OvrY70W6XR6T7mxEHi9Xqw8cRy57z6OyNMv0K/b7Xb6uSWNp9Z4MplMHVftCDoJrgLNBpdAIMC5b/0IL/3p53DiX/5z2wXTTqdhKysrsNlskEgkrCZbK5hnGAFhOxG2XyAQoA1Yp9OJlZWVHQnA7haI5iI4/9dfgGA2TM84g8EAkUjUNjhoff+MRmPXIpzo8nTC8PAwZmdn4X/kcRz7g79E/lQ7k7wTtqMt1goysLRYLMjlcjRmeokDwnYiF4ZsNotkMolbbrmF1Zjdq2feddddh+Nf+Q+onj2Hl772Xfp1rgsvVz7Y6nUjGi1cMJlMiMVimPnBY3jpTz+Hye/+dMd10XZRrVYhFothNBqRTqe7NvGZILFHcnarkyh5vnu1juLxeKhPLcL/uX+BIHChEefxeBCNRlk1kEKhYLHJ9Xo9UqlU19dtcHCQ0wiB/G3S7PQ/8jie/J0/RX1qsefHHo1GYbVat/5GDiSTSYjFYshksq5SHkKhsO2eGgqF6JCKPD+j0QiTycTa5NmL8QQ06/KJv/4CrJtl2twVCASwWq1tjKTWHNUaY60QCoVdNaTJAI/U5atPPd+zFuCleL92UoMRYgNh+ALN4a/NZmMxUC/3evkVFxcHgC+9tIHPz6sAFIGzy5hOi/Dp+/ehv78fjz32WFehLqvVivPnz3dlAAwODmJ2draj9e8PFoF/Pnac/ncgP41P37/1SkmhULgo0UlSwBPb41Ao1JPrGXkuRMy6VqshFovhlltuQTgcpoLtXKLFewF/8dNpfGlJB6AGTC/j1FoVf/zOa8Hj8eB0OjE/Pw+fz4dGowGBQNB2wSFFeKeDRiAQdGxkAoD/V38Xhxl2lyce/zkOf/tLl+S5dUMymaSTya0SGzNpEbYTUwtoZWUFLpcLTqcTgUBgz17mgOb+9NsZ7+fTj74f1h9+HUDTYvX48eM9fW67wWq1do255Gf+Brd8/18vPKafPdlTTO1UEBMAvbzy+XwoFApIpdKuhgxMrK2tsXJUJBIBn8+H2WymjadGo4F6vc5avdsrOPHQw/goR45QqVSQyWQ0Fmq1Gm3CkM8gGVR0awAZDIaOgqsAEP6tP2HnqKeOvSo5iqlf1013j6w6kaYkYTsxHYiI0w9pijQaja5i/LsZJx56GO9n5aincMcrOcrpdGJ5eRk2m63jzxNh8m7oJLgKNLXsIr/7Wdz2yNdAqqwTP/hYTzGVyWR2fKkLh8MQiUSsc6pWq/VU+5DYI02C6elpuFwuahzRup6x1zD18G/hlzhyVF9fH/x+PyqVSscc5HA4cPLkya5DN6/X29Xpd/MP/3ZHOapUKu14FRi4UJcrFAooFAosLy9zPsbW503YTjMzMxgdHUW9Xkc8Hsfhw4extrYGq9WKlZWVPbsO3HrmHfvp4zjyg6+y6vKRkREA3Jdq4iTMZRAAdGc8AU12zJkPfRJ3/OgbF3LUu3vLUReDWCwGvV6/bVdIwnZiDu/ICqnNZnu9Ln/oYby1pS53vHLmeTweHDt2jN7zuMA13GoF2fbodHYm/8df42ZmXf7Y0z3F08VI9DDvnhqNBmKxuONj5HKyGxkZwdTUFEZHR7G+vk7dATOZDH1NiFD75cIVr/hPLyXx+aNsOtvnj85jXFvDPnNzMvvEE09AIBDQQqD1xQwGgzCbzV2TeSgU4rzgTK3l8c/H2FPXzx+dx31j1i1FdFdWVna88pJKpaiOFXlOvRQ5pCBirgTOz8/DYDBAJpPB7W46HDQaDWQymT0niskVT199KYLrbRPYZ5aBz+fj+PHjEAqFWF1dxdzcXBtjJZFIIJFIdO2GF4tFPPfcc20Fc+TpF3ALIxkCwOHvfBn+R96zpfjbpSpyifOCyWTqSHdn/q2lpSX4fD5MTU3RJm8+n+e0nd5rBZP/kcdZxS8A3PGjb+DYF++H/c4bATSnCC+++CLC4TDm5ubanP/K5TLOnDmzZZEwNzfHGXPhJ0/gVsbhBvQeU4RVuROEQiFIJBKYTCbqkFUsFrdsPBG2E3MlMBQKoa+vD0CTWl+v17G2trbn4gngjqnD3/kynv3SnbDdcQN4PB6OHTuGa6+9Fqurq3Rthen8UyqVcPz48a4X9vX1dVQqlbZGzMXkqGQy+aow1LRaLUKhEP1bhO1ExIWz2SxSqRTcbjcEAgFtbHbKW7sZnXLUs196M2x33AAAmJychEql6pijVlZWUCqVun4eG40GnnnmGU6dnZUnjuO2R77G+lqvMXUxIMM/Ho8HqVQKq9WKhYUFWCyWro0n0pCfn5+nrnuxWIzzMvB6jmqCmaP4fD6eeOIJiMXijrXrwsICXc3rhFAoxCnYvPrU8ziywxy1tLS047qcrFR10zwjYD5ncoFlarwsLCxAo9FAqVRCLpfTtZ1sNsvpILmbwRVPRx75Nzz7pftoPD333HMQiUQdc9T6+joV1+6ESqWCY8eOcRoVhB59Fnf+6Busr70aOQpo5hC1Wo1QKASn07nl2iBwwcmO6cpXKBQ43dT2Wo7qpS7PZDJ4/vnnaTy13vNqtRpeeumlLQXj5+fnOfPBxdTllUplx83xxcVFyOVyqFQqNBoNVKtVlMtlzsYTM0elUiloNBrW8G5hYQFOpxNAs+aq1WpYXV297PF0xRtPCzHuy31ZooXX64TH48Gjjz4Kp9MJiUSCarXaVvgQAeRurijE2YDZFW80GlhOca+4LMRyWzaeWm1kt4P19XV6aSAUt04OWGSKJxAIEAwGWVMVoFk0kikAYfAQ94hWm9Ldjq3iCWg2ljQaDRwOB7xeLxqNBiumBAIBcrnclkKWfr8fCoWCdooBoDTDTfVNn5sCtkhG4XCYJoHtgrznjUYDWq0WCwsLGB0dxfz8fNeGB2E7BYNBOtUjaxkkkQkEgj3Lnkufm+L8ejkwD+8vvx9AcxJ36tQpGk/1er0tdlZXV+HxeLrmC7IC1Sq6Wpnl1n/qJaYu5gBpNBpUA2U7v2dtbQ0ulwuFQoEerqlUir4mNpsNs7Oze65YIugUU5LIBn2N4vE4BgYGEAqFcPDgQayvr9PGHXDhotMtR3m9Xvj9fohEIhaz6GJyVDwe3/GlLhqN0tV28t739fVxil8zmaiE7URyGtC8XJpMpraisZfG6G5Dp3jiL63S+CDaIJ1y1MDAAH7+859veebVajUqEsxEfZ7bcGOrmOJyHNouSHFtsVgQjUbpxLZbYV8sFpFKpWis1Ot1JJNJXH99U9PH6XRibm5uy5XW3YqtchSpy71eL0qlEgQCQVvsFAoFSCQSVt5qBWHjkbqcvJclP7eUQa9n3k7Plmg0CqfTiVqtxjJ54Gp2kHpdLBa3sZ2AZl1Onjt5fnw+f082nno585LJJJRKZcccJRaLsbm52VNdzqUxJljm1hTbKqa6MV62AonnRqMBjUaDfD4PrVaLxcXFrg0PwuZlOoOura2hWq3SO4JIJEKxWHy9Lmeg5J+jdbnVasXLL78Mp9PJec8Dmp9Rt9vd9Qwijb5WRvCVqsvr9Try+TxLlqEXRCIRDAwM0LwMNOtyshFhNptfNRbdFW88uY3t3VsA4GU3UK1aqQbSycU40g0pnBoxWtm7XK4s6XS6baIeCoVw++23sz7wWUkSONqubaAXd97tJLhYhsr6+jo8Hg+9aA4MDGB2drYtIRH7Wa1WCx6PR5tP9Dlks6z/ZrLC9trlrlM8JZf8iLmkMBqNOHToEP7tx0exlm9At5SEuuU16u/vx1NPPcVa8azValhaWmLRHJPJJKRSKeu1rx05DPxt+98vWrcWF7+YNREywV1cXIRUKoVOp8PKykrH9598nQgFr6+v0wMsGo2y9BTcbjeee+65PVcsAYD6wCjn11M6FZ0cKJVKFAoF5E/N4KXjEyhajW0rBjabjVWIAk09r1ZRzZWVFdx2222s96168w3A37Q/Bum+7g0A0lS8lNhK0JKwnRYXF2kBTtgpzJW/vbpuAHSJKb0K2WwWSqUS+/fvxxP/9ysoTs9iMVODcJytwaRQKNreh2Kx2GaksbKygsOHD7NclOodclStb+vi+mLOvEwmQxtPBORSxxUL5GupVAp8Pp9l+rG6usr6LBHb94uZJL5W0SmeVsV8rKyswOl0oq+vD5OTkyieCXDmKFJzMBtBjUYD4XCYXrrJaqzf78cNN9zA+luF6w5xPgbleHfJgotZBSarKGRYRwYvPB6Puj51+psul4uVoxYXF6FUKumqulwuh0Qi2VLvcbeiU0zlTDpUq1UIhUIYDAYEf/wUasEQFGM+eL1e1ueYa5U2nU4jGo2ymkOhUAi33XYbi5nbKUfxPVubGlxsXR6JRNDf3091vlwuF4LBYFuOMhgMSCQStHlJxHoJstlsW2w3Gg0q8bCX0CmewiIe3K+Y7xw6dAg/+pt/Ai+0An+2DsEY21mcrNMyUavVsLy8zNLi2dzchFgsbhuQbI5xS610emwE2Wx2x40nslK1tLQEoVAIs9nc0eyq9edcLhcikQhtEkSjUZb+8MDAAE6cOLEnHRI7vWdpvZo26xQKBUqlErIvT+Gl4xMo2UxtMWGz2bC0tMT6nG5sbLB0SImZwq233squy2+5kbsuH+lelxeLxUteo3TSYGTWUBqNBgsLC9i3r3km5/N5bG5u7njl72JwxRtPh1w6fPxWD2s96p0jShwettHE/1RCjX8+dqG7eC7Jxx+8pdkUaDQayOVybTQ6lUrVdvnTarVIJBKsS7WqHMcDw3I8ErjQuPrlm/vhM0i6Wkwzxbm2C+bByAzkThcxcpEjE8tYLEabBKurq6jX6yymjNPpxMmTJ/ekPgFXPD0wJMUt+5yo1+uYmZnBtwJlfOWlZrH6pcnjeM8BPf6S0QnP5XJYXl6G3++nRbhQKERfXx+rOBocHGyz/XXcdRhPvOk9uPtn/0m/9vTbPoDDH3wXJiYmMDAwcFHuGJ3QulIlEolQrVahVCo5bY2JHopUKkUoFKLJCGjGttt94dAnl77Z2dk913zyPXBPUweAQet99L5fgOOuw7Db7ZiZmWlS6T//77jvB1+l38Pc9a7VatjY2EAkEmEV4kajkZM90vpeVrw2PPWW9+HOH3/zwu9/6GFY3zCK5eXljhPlcDi8LWF7JuLxOC2smdDpdAgEAh0L57W1NWg0mrYmgU6na4vPQqGwJ3MUV0w9+Zb3of/eI0gkElheXkbyM3+D+777leY/fuGv8fTbPgDvf11YZZJIJDh9+jQUCgV9DSUSCTweD2ti5fF4MDc3x4oD7Y0H8Pib3oN7GDnq6IMfxoEH78XExARGRkY41zMvxXtFtKsymQwkEklXdyziamuxWKjzCtBsjqTTadb5azabMTU1hUQisS1zkN0Arnh6/P73wvPm26HRaDA9PQ2j0QjhP3wVD/70P+j3MHNUuVxGuVzGM888w8onDoejrXk9M8MWDq/X6ygOmPHzt30At7+isQE0c5R2pK+rYQZhcu8Ey8vLGBwcbDP68Hg8OH78ON74xjdy/lyxWGzLjRdj6rEbwZmj3vw+7Hv73bQur/zVF3A349+f++kTuPmVnEXYsq2NAlKXM2vd1gYOAIgPDOKJ+9+Luxnx+ty7PgbPnTciEAh01IWKx+M7lpcg+a1er/cUkwqFAtFoFKlUCk6nE+vr6/RCuba2hkqlwnL/7O/vx/PPP//6mfcKHr//vfA9cA8ajQamp6eR+IO/wjvI6tIX/hpPv/X9GGTkk1wuh3A4DL/fT98fPp+Pvr4+FutncHCwLUflcjnUhhw49uCHcYRRpz33ro9BO2hHJpO5LNshrYMQwuTVaDQdnaJJY4LJ8AWaMcVskPB4PBgMBiwuLu65YUunutx5901wOBwX6vJ/+ibuZdbljz5Fzzwi91Cv11mNS4PB0FY3E30u5utc7VSXXzfa1fmXnFs7ARnstg6sNRoNi0lOQBrdkUgEer2edcatrKxAo9GwNBulUikymcxlz1FXvPEEAJ++fx/uG7NiIZZDLrqAQy4dZmdnceTIEbw0v4F/PvYi6/u/+Owi9r+iAcXj8TA4OIhYLLblm2k0GjEzM0Nf/Gg0ikqlgt9/8yh+6S4xnp+ch10twpCOD5vNhlKphMnJSbhcrraktLm5ueNLHRGIY64YEIt7oVDYtm5Hgp7H42FpaYmVjDY3N9sem1wuR7FY3JMHHMCOJ1ExCZeiOaV929vehnBRhK+cOM76/v88l8At/eexz9wssJVKJa677jpIpdItu8FMwdV6vY7FxUU4//6P4P/4x7B5dhJrUiGG3343eDwexsfHsbCwgEQi0ZaUKpXKRYks83g8ToaLzWbD5OQk58+EQiFoNBrWZDiTySCTyXAmzUKh0HWddbfi8Le/BP8j70H63BSU4/sgVAugUCgwPT2NN7zhDTj7nz9kFTNAc9f72BfvoPoFY2Nj1JmkG7xeLwKBADVCIJeqm77zZfgf/SUsHzsBvseF/vuOwO12I5VKYXJyEsPDw5eUcp1MJjE4ONjzxF8ikSAajUKj0SCRSLDYgqurq21xMzAwgCeffPKSPd7XGpgxlTFoYbz5GiwsLODee+/FzCOP4ybSdHoFd/zw6zj6z/dR/QK9Xo++vj6qcdQJrYKr2WwW6XQa/Z/7E/inP4aVZ5+HaNANwy2HoNVqodFo4Pf7odfr21bWWhl72wHJb8RBRSAQIJlMolQqUSFirs9GKpVqY/QuLCxALpe3NZgsFgtOnjy5JyfAzHgSePshduhQKBSQyWSwb98+nPzG91mXeICdo8RiMV1D2CpHEXco8pmenJyEXC7H9f/1Nfgf+RAWnjoKsW8Q4+++H2azGWtra5iZmYHP57ukLMdOK1UCgQDlcpkzHy4uLlLtQ+a/JxIJKmxMQJwT9yqYMRVTStF3z82Ym5vDkSNHMP39R3FTi8bKzd/7Fxz95zuprpjb7UY0Gt0ynnQ6Hfx+P803a2trKJfLGP/K38P/wkexcuwERMMeGG4+BJvNBoPBgImJCbhcrjZWWyKR2HFdTqQOmM1wwiQgunJMMMWJl5aWWMO7RCIBlUrVxgCrVqtXzGn2SoMZTyWbCcY37KNGSYnjZ1gizcAFzR4STwqFAtdffz3EYjFrMMoFmUxGNwjq9Trm5+ehVqux7/v/ipkfvA/+R5+E9ppx3PDhh+jwNZFItNX7l8IllUvs3mKx4Pz585zfv7i4CK1Wy7rX5fN5pNPptvOXz+ejUCjsuYEwwI4n1f59EGtEUCgUmJqawnXXXYdz3/oRbuGoy4/+8+20Lj9w4AD8fv+WOYo4fZO6nDTfb/zWF+F//JewcuwEeN5+9N19E9xuN9LpNCYmJuDz+TjPoZ2eg0TqoLXx1AlKpZLqhMZisbZGZiuTr6+vD0888cSOHtt2cNVI4h9y6fDOa524ZZ8TpVIJ1WoVsVgMy5vcrjfhdIUWHtFotGmT6fdjdXW1qzW5XC5HLpdDOp2m63kWiwWHXDrcM6TBPpOUahhIJBKMjY0hkUiwGFWnl5J4IpjG6aWtBeK4UC6X25xh9Ho9kskk3G435xQ4FApBoVC0BUonXaCkQIMTkdqOH+NrHSSe3np4HMViEaOjo3j88cc7akAx4ymbzSIajSIYDGJhYaFrB5istwHNAlyj0cDpdML3wD244Q//G0YevBdCoZDavLrdbmi1WkxMTNA4Pb2UxJefPI8kX7Oj50qE6rezi06aZZubm6wJYTQahVqtbovP/v5+HPev4lRCuCdjyvfAPbj+M7+Jfe+4Fw6HAzweDxsbGygUCigH5jl/phyYp+sfqVQKgUAAc3NzWF9f7+iKyBRqjUQiUCgUEAqFkEql8D1wDwY+/j44774JQPM91Gg0VMuLSbX1P/I4lr7w7/A/8vglew2IboLRaGxrSOn1egQCAaTTaZZ7aL1ex+bmZhubgMfjIZis4mxKsifjCbgQU9d94B0olUowGo04f/48Mh30C5iaAslkEtVqFceOHcPS0lJXy2+io1Kv17GwsIBarYahoSH4HrgHN//p70B7+AAVg+fxePQCPj09TWPR/8jjCHzuXxB69NiOnmsrnV0qldLHLJfLOd3tNjY2oFKpIBaLWcUbEQBuhUKhAD+wgpc/+w+XNO5fKyDxdO37HoTBYIDBYMDLL7/cXJGbX+L8GZKjKpUKyuUyTp48ibm5OSQSiY5nnlqtpvopxN6bNAB8D9yDwU9+GM67D1MdKIvFAq/Xi8nJSVow+x95HCf+8G+QOH72op7zdodrxWIRa2trrIsraXS0rkXp9XqEnzwB4eMv7Ml4Ai7E1Og734RSqYRGo4GNjQ1kJ2Y4v78yu8Cqy6PRKKanp7esy4mrYjabRS6XQ6PRgNVqhe+Be9D/8ffBdscNMBqNlFU0Pj6Ozc1NVl1+sWdesVhsG9yRx0XWnloRCoWgUqlYDF+gc13O86+g9uNjez6ebv7YL6JcLmN0dBSPPvpoVy1NcknP5XKIRCKYm5vDwsIC0ul0x89/f38/QqGm7hypy4kO7siD92Lfpz4G+503UsH3/v5+6PV6TExM0LPI/8jj+Pmn/wzlc9x6Y1uBrM1zDd46gWiGxeNxFqM3HA5Do9G0xefAwACWH38OmW8/uidjisTTyIP3wm63g8fjIZFIIJ/Pd9SJqwQu6N5ubm5idnYWwWBwy7ocaJ43a2trkEqlEAgEkMvlNEf13X0TbQSq1WqMjY1hYWEB0egFKZ/LUZcT0orJZGrTJNTr9fD7/SgUCm1yPK3bX+R5Zl+eguCx5y9rPF0VjCcm3G43crkcDAYDJicnYbVyTy9uHPNgkCH+TS7SWq0W0Wi07ZBjXuiOHj1KRZgNBgPdWdfr9SiXy8jlcvQiADSTUiaTweTkJH6w0MAXn3tFSPNoFB+/1YNP399dx6AVrclSKBRSm00uhxDyYUilUiwr0Uwmg1wu13bA/cVPp/H5oxsArHj0n47v6DHuFvB4PGg0Gvp+VsrcneIbRt3wMuKpr68PJ06cQF9fHxKJBGtdjbw/TJ2k5eVlmM1mzM7O4sYbb6TfSxgHRBvHZDJBrVZjfHwcgUAAXzuXxtdOvtIweCayo/dqfX0dQ0NDSKfTnNMZqVSKXC7HcsMgonqt08FYLMa5qvL3T83je1kvvvfEEvDE0p6OKZfLhdnZWRiNRpw7dw6a/dyvg/OWG1lihoTpWCgUWHphzOlHo9FArVbDj3/8YzqtO3DgAEt7RaVSQaFQYH5+Hvv27QOPx4PP58PGxgampqaQ+p9/h8Pf+XLTMvhvt28Z3GkiazabKWvr1KlTrH8jwwKpVMpi7i0sLEAmk7WxZ/7ip9P4/KkaABW+t8dzlFqthkajQa1Ww+bmJoQD3AYDzltuZE3meDweSqUSrFYrNjY2WAK4zBzVaDQwPz+P8+fPo7+/H8lkktLGpVIpHcYIBAIqamo2m6HX6zE1NYXkZ/4Gt3z/X3ccT8AF8wPmY98K6XQa6XSaxSQAms1xLlZD+Lf+BJ9i2q+/ClbZVyt0Oh2SySTsdjsmJiY6amK05qhoNAq3243NzU16KSNgxtTm5iYee+wxqNVqzM/P48Ybb2zTbfN4PNTZUiQSYXx8HMvLyzj9wV9nr+T9aPvvUzQahdlsRuwVfRgC0tB0Op1YWFhgPbeVlRW4XK42dkAqlYJCoWiLyRMPPYx3kXj6+j/u6Xjq7+9HLpeDSCTC1NQUtMMezu9rzVEkz5C6vFKptNVPQDO2zp8/j3q9Dr1eD41GQ+tys9lMm1KlUomeJS6XC9lsFpOTk9j8w7/Fzd/7l4vKUa11t0wmozmVK1/V63XU63WkUilWYyGXyyGTybQ1G0489DDuJPH07S/v6XgidXmxWITFYkHexj18as1PAwMDOHbsGFwuF+LxONU55IopUpdbLBYEAgHcdNNNrL/faDRgNpuxvr4Os9kMlUqF8fFxzM7OIvI7n8Wtj/wbyAhtJ+9VJBLB0NAQgsEg5zaDUqlEOp1msfZWVlYwMDDQtkpKVqxa8fL7PoFPkpjaYdzvFvT39yMQCFyoyzvoCzqPHG6ry/v6+lAul2ld3pqbyP/+9Kc/hVQqRaPRwPj4OKsu12g0rBVJHo+H4eFhxGKxS1KXd2qy6vV6es62GhMROQuhUMga3pH1zFaiwomHHsY7XoUz76prPAHNRoxEIkGtVoO4msQv3zKALz67SP/9vQd0bY5zcrkc+Xwecrm8424lwdTUFN7ylrfA7/fDbrfTaTDQfEPq9TrsdjuefvppFrVxPlXHF59jTw4/f3Qe941Zt3TAI8jlcm2rAK07mwKBgB66QHOqWK/XWUwCoFl8EatWgtNLSZa+0U4e426Dx+PB4uIiotEorhkZwfuvNeEbpy4I875zRNn22kgkEroeYjabuzolicViRCIRKJVKWrRHIhE0Gg2EQiGIxWKUy2UsLy/TCxOPx4M/VrrQdHoFl/K9Im6IVqsV4XCYHmaFQgH1er2tSVCr1RCPx3Httdeyfs/rMcUGEZ4VCoXNtQ6ZrG3f/Nl3fgS3tDhbkFzj8Xi6Wr7XajXMzc3h1ltvxdzcHEQiERYXF9FoNLC+vg6lUonJyUmo1Wq8+OKLlLHG4/EQe/YUbt2hDTUBEfxtpYgzpz6tWF9fR7lcbqOqc628vB5P7dBqtSgUCojH47AfeQOefccv4RbG6sHTb/sA7mh5//r7+/Hzn/8c+/btYw0kuJBIJGC1WpHP53HNNdfQ4QyPx0MoFEKj0cDAwACefvppVtGbOH4GR3ZoGbwdmM1mhMNh+jwIu4A4vxKQx93KTulk//5qWGVfjXA4HLQIlUgkwL7+thx14qGHcbjltREKhahWq9Dr9V21ckwmE1544QUMDQ2hVCqhVCrR4UwoFILNZsOLL76IarVKh4IAEP35i6ymE7Cz9ymTycBqtdKCm/m85+bmIBQK26bXAoEA8XgcHg+7aRKNRtsK8NfjqR1CoRAKhQLVahUikwnH3/VR1kowV46Sy+VIp9M91eV+vx/33XcfZmdn4XQ6sbKygmq1Ch6PR+tyh8OBJ554Am63m55DyRNnccv3/oX1u7b7XhGheiaIqQ8BWeEkZ+Ls7CwAtDXBV1dXoVQqWatSr8dTO7xeL+bn5xGNRjHyplvxzNs/iNsYOoZPvPkXcTdHfiK6cFvV5RKJBMvLy1CpVBgYGEAqlcLqatPZbmlpCVKpFKVSCeFwGIODg7QZFf35i7j1kX9j/a5L+V4RN0STyUQ3DIDm8K5Wq7UxfEndd80117B+z+sxxYZUKoVEIoFIJIJMJuOsy4+945dwpOW1IcY/Xq+3q85XvV5HIBDAbbfdhmAwCLFYTOvyRCKBTCaDWCwGrVaL559/njUQiT93Gkcu8r0igvPVarWjvEJrbR6JRFCpVNrqJa71z1cznq7KxtPQ0BBNSPfccw/eWp3E/Z+4CS9MzkMrKMMpa3ecI05kzB1GLgQCAdx55504duwYrrvuurYDgkzt+vv7IZVK4XQ66YF0Nr0CoJ2yvhDL9XxhWl1dxdDQECtA1Go1izLc19eHhYUFDA0NoV6v02ZVa7Bls9m2JlanVbLtPMbdBrFYjEajgaGhIayvr+MTh+24Z58ZgcgmPEYlYv6XOX+OaZfbCel0GrVaDWq1GuVyGSqVqi15DQ4OYnZ2FnfccQfC4TDttp9NXXw8dRKqBzpblYdCIfB4vLZCcHFxEUKhsG1Sdz7ULk6+3ce522AymVAul3HmzBnceeedmPvj/z/8H3gPVo6dQNqgxeBb72j7GbJnvRUmJydxyy234MSJE7jlllvA4/Gg0zVfZyIW7XK5MDw8jOnpadbFK/b1/+L8nb1YvBIQcfNOwuWVSoXSeg0GA5LJJIrFIqc478rKSlszam490/Z9wN6OJ4vFAr/fD4lEAolEAtOffxoT73sIa8+/DMnIILKW9oJIIBD0tGoUiUTgdrvp9Fcmk7E++41GAxaLBZlMBtdddx2dBANA4ps/4vyd24knJouyNUcRnRTCuiLY3NxEo9GgcU+QyWQgk8nazsLo8y+Dy7NoO49zt0EoFKK/vx8zMzMYHx+H5G8+A/8H3oPlYycQ4tXw4T//TNvPkOZ4N8vyWq2GUCgEr9eLlZUVHDx4EADo518kEsFms0EoFLblqOS//5jzd16q94lLXJU0LmQyWRtrIJfLIZVK4cCBA6yvJ0+fu6yP87WIwcFBBINBbGxs4K677sLkZ34DMx98L8LHTqDmskN6Tbvgd19fH5588kmMj493/d3BYBC33XYbjh8/jkOHDrXVUWRqb7fbIZVKYbPZ6NrRpYgppuAviSG5XM5ar3M6nVhcXMTw8DCty2UyWRubJZ/PQyqVtj+Wi3yMuw0ikQiNRgM+nw/r6+vw/r8/w8mH3oHMxBRk+3xYE3LLrBAn1NbXmIlMJoNyuQydTkcdLpnDPnIfIPfBpaUlmvMuRTwRUWcuOJ1OugbIBLkDtjYJFhcXIRAI2jZbNl46/fqZ1wKz2YxisYgzZ87g7rvvxiyjLs+adHDde0vbz2i1WtqQ7IbJyUnceuutOH78eMe6XKlUYmhoCJOTkyyXz/glqKMIe3R5eZlzdbNer8NgMNDNmlQq1bUub42n9FluLeDLEU9XjcYTE0T5/4YbbsCJEycwNjYGcTqMe4Y0eNtN+6ltMhO9UPfD4TD0ej0UCgVyuVxHdzGPx0Np2kTcNxwOIzx9ivP7BYUElpa4NRQ6gemi0ioAy1y3m52dhVgsbgu0Wq2GSCRCL4aNRgPBYBD8HPfF1m1UcH59r8BqtUIkEiEajTbtpWU1vOeNbng0fMjl8jZXROCC1WYnVKtVLC8vY2BgAPl8vmM8kfeSUDSLxSLK5TJiC9zFiKCQgN/vZ63OdEI39wTibAdcYAQWCgWkUilYLBbOlU7mql48HsfMzAzsSu7u+l6OKYPBgHQ6DbvdjkgkAqfTCdF+L/o//j5c/8F30mkoE3a7ndNhkAliBSuVSikjhQny30ajERsbG/TAA5qaPCEe9456wWLgtFvtBqa7HmFhAk0Wk8Viofvk0WgUYrGYWpETRKNRlEolqqdSrVYxMzMDUWmT8+/t5XgCmgX1+Pg4zpw5A5/Ph4avD65f/UUc/sh7kM/n2/b3gWZTvVueSKfTKJVKMJlMbXpuTKhUKuRyOboSTH62WzzNzs72JJSbTCY7/l0iVA1ciO1oNIpMJsMpIJtIJFjNg3A4jJmZGUhHuFfyt7LK3s3wer1IJBLIZrNQqVSQSCTQ3LCf6sS1Oj8B4HSybMXk5CTGx8dZq0hMELYKc818fX0djUYDMQX3ZbFgMSAQCLAYJp1QqVR6ch1zu91UBJZoYLRidXUVUqmUxlQul8PMzAzqLm4G4V6OJz6fj0ajgRtvvBHHjx/H+Pg4Kh4r+j/+Ptzy8PuwsrLCKXGxFSKRCDQaDZRKJXK5XEfWAdHt8Xg8dA00Eolgvs6tHVWwGCgjoReQFVJyjrWu2zDF7IPBIEQiUVtdXq/XEQ6HWXX53Nwc8mbu/LeX4wloMhT5fD6ty7WHD+DQf/91GG9pNh/J55cJq9WKlZWVjr+TNMY9Hg8VGG8FUxheLBZDIBCgUCigUqkgLOa+FpMc1U1PkYAZA60g91uguW6XyWRQKpWQTCZhtVpZDmtAe74jdbm4w7rrXo4pnU5HRdjJ3Ug47nmlLn8XZzwxa9lOCAaD8Hg8W9blZHVzaGiI3gFmZmYQQjtZBmjGFFMDqhcwNaKlUik9gyuVCoxGIz1DV1dXOetyIstA6qtardbUgbIawYXLEU9XZeMJaBYvZFeaz+fTIkKpVMJgMHBe7MRiMadIKdCcoJI3Zm5uDjfffHPHpgKz8SOXy/HII49gaWkJn3zf2/DQGPtN/MRtHjxw8wGYzWYEAgEEAoGenKDS6XRbQBCRMKCZnCqVCtbW1jhFChcXF8Hn8+FwODA7Owu/34/+/n7cvn8Ad9nYl4FP3ObZs0wCAo1Gg3Q6DY/Hg5mZGTqtJRopsVisLXYsFktXhsrU1BRGR0dRqVSgVqupWD0TVqsVkUgEarUaqVQKg4ODeOyxx/Dkk0/iF+56Iz5+K/vwIPHk8/mwtraGQCCAhYWFjsUTl1A9F4hby+LiItRqNZxOJxWIJQiHw7Db7djY2IDf70e9XsfIyAjEmVW8xc1el3o9pppFg8fjwdTUFNRqNVQqFS2gRCJRm0bKVgiHw9BqtbQROjIy0razTUDMCCQSCZLJJH784x+jXq/jF/7wt/Gzex9ife+Jhx7Grb/yAUgkEpqjuGIVuCBU3wrmOnClUqFU8M3NTWxsbLStAQPNqaNEIqF2yQsLC/D5fLjebcQdFvZB/Ho8vSIUurwMuVyOVCqF8fFxJJNJRCIRGI1GTtMJq9XKyWoE2I3xWCxGNXZawdQwaDQacLvd+O53v4uXXnoJb//dX8dz7/wI6/tJPJHBTCAQ6GliyEURZzYvbDYbVldXEQ6HYbVa2743l8thY2ODsrf8fj/UajUGBwexaVXhifvf2/Y49+LKAQEphu+66y488cQTsFqtKBaLSKVSGBkZQSKRoE1GAoPB0NUxJxAI0LUUojvSejaRi5Xb7cb8/DyMRiMmJibwk5/8BPt/4S048e6Psb7/uXd9DLf+ygcwPDyMUqlEc1TrBYwgFAq1sQK4QAYvi4uLlMXeCjJsyWQymJmZQTwex8jICLQ3HsBP7non63v3ejwBTV2lzc1N5HI58Hg8ui4lk8lgMpmoiQoTRGOSC8zG+Pz8PG666SZONkirfphKpcIjjzyC+fl5/MIf/jaefuv7Wd9PcpTVaqX18VaXSwCUxcsEcbYDmizCUqnUtS4nbPJgMIhAIIC+vj5c8963vx5PHFCpVMhms/D5fDh//jy8Xi/C4TCrLm9tbttstq5DtMnJSYyNjaFarXY0riD1MNHCc7vdeOqpp/D444/j9l/9YFuOIvE0PDyMjY0NBAIBzM/Pd6zLOzW8WkEGlwsLC1Cr1XC73Ugm2XpXa2trVMdxZmYGtVoNIyMjKLkteJSj1ns9plRwuVwIBAJQKpXQaDSIRCKw2+2QSCR0UNsrSGNcoVBQ/abWuxPQzFEajQapVIq6YP7oRz9CtVrtWpfLZDJ65nXKk0SovhXMdWBmXZ5KpRCLxdq0woBmzS4Wi8Hn8zEzM4P5+XkMDw9j6G134cd3vqPtMV6OeLoqV+2ApkPNysoKRkdHcebMGVx77bVwuVyYmJiA2WxGvV6nonAEpAhvtUasVCoIh8MYGxtDvV5HpVKhYoedIJVKcfLkSSQSCRiNRhw+fBgAcI85j/fdehOePRuAop7D++/w0O8nbzJJTEBz6kaCYSt3AyISxuPx4Ha78dhjj6Gvrw9arbatAVKtVrG6ukoLQaFQiEKhgPPnz+Ph6434dccIFmI5uI2KPX+hI9BoNJBIJHj++ecxPDyM0dFR/OhHP8K+fftQrVYxNzfHWtXUarVtFroEgUAAw8PDTXeuYBAjIyNYX1/H5uYmayKvVCqpyODx48dRKpWg0+ng8/mg1WrxoYN5uEVGJCpCGCV1XNt/Ya2PFMrlcpk2WvV6PWt3uNNEketALBaLWF9fx+23345Go4GVlRXa/IxEIohEItDr9eDz+bSRMDU1hWq1ij96xyE8XBC+HlMMOBwO+P1+WCwWupY2MzODWCwGtVqNUqnUVoBIpVKqRccEaYw7HA6kUinqwjIzM9Nm801QLpdx6tQp5HI5WCwWjI2NAQD4v/UwTn7oF5E4eRb1fgfu+81fBtCMZxKby8vLWFlZgUAggMfjoXG0sbHBaS2rVqupg08ikYDZbIZOp8Pp06fh9Xo5GQikKbW8vIyRkZGmBlUshtnZWXzqTjd+Q9v3ejxx4I1vfCOee+453H333bjmmmvw1FNPYXBwEIVCAXNzc6w1KKfTiZMnT3KKbU9NTWH//v0Amu/rvn37sLm5yRLEBC4MPAYGBvDcc8+hUCjAZDJR62rh7/4qTr3r7UieOoey3YLrPti8QPH5fPp3M5kMPfNsNhtlLTD/Vuv515qjlEolzp07Bz6fD5fL1VYgrq6uIplMIhaLoa+vD319fWg0GnjhhRcgkUhw0w++Cv9PP4r0uSmoD4y26RftRXg8HiwtLUEul2NzcxMDAwMIBAKUJbuxsQGj0diT8Du5qMnlcjpNlkgkmJ+f51zNEwgESKVSOH78OGWHOJ1OWP/98/j+tQegjm9CNOSB8cgFTUGLxULZuPPz86hWq1AoFG2X/O1YnC8uLtJ1QCbq9Tqmp6chk8loMw5osohjsRgG//HP4Z/++OvxxACxqd+/fz9Onz6NN7zhDRgeHsbp06dhMplQq9WwtrbGcnmzWCwsjUmCarWKpaUljI+Po9FooFwuQ6PRdK3L5XI5rcv1ej1uuummpivjJz+EmYc/jKVnnkPJZsI9n2w2Dlrrcr/fDx6Ph4GBASqhEI1GWVpyrfGvUqloo2NgYACPPfYYHA4HdDpd25C5Wq0iEolgdnYWXq8XQqEQxWIR58+fh/ZPfgv+T74eT63Q6XQQCoUIBAIYHR3F6OgofvjDH2JkZAS1Wg3z8/OsulypVHZk+TIb47OzsxgZGcHGxgaNFwLCFOnr68Px48epTAapy93/57N47MiNECytgudxsVa0SO5k1uU6nY6TUdkLyuUy1tbWcNttt0EgEGBubo7+rvX1dapT1eo4W61Wcc2//R/4n//l12OKAbvdjpmZGdoP6Ovroy7UpC5vrcEVCkWb0DvQbIwTdlAmk4FKpYLNZqNDLy6QujydTsNsNtM1Y/5vPYwzH/kg1l94GTWXHfd/6lcBNO+l5B62srKCcDgMPp/PWtWLRqOcdblCoUA0GoVer8fa2ho1THv55ZdpX6A1n6XTaUQiEYRCIfh8PuoEGAwG4fjbP4Q/9InLHk9XbeMJAJ08hEIhpFIpDA8P48SJE+Dz+ZDJZIjFYjCZTPSFdblceP7559veoKmpKbrDHwgE6KXaYDC0uaJIJBLMzs5ifX0dyWQSb3nLW1AulzE3Nwe32w0ej4dDLh1UZQNqNW1bswJoah2YTCY0Gg0sLCygUqk0xc7KZVp490JBXl5exr333gvgQpFeq9UQDAZx5swZ7N+/nyaiWq2G6elpyOVyWCwWOJ3tAux7HVarFTMzM3C73fD7/di3bx+lRF5zzTUolUptRQhXAyccDsNgMNAmAnHEITotrToS+Xwe586dw9LSEu677z7odDpMTU1Rltw7br2JXg7W19fb9tfFYjEtnuLxOPx+P9VhIcmzk+sFEyTRkCYBmShHIhGcPXsWYrGYVaDPzc0hl8vBarU2Yxp4PaZaIBAI4PV6cfbsWdjtdgwMDGB9fR1arRY8Ho9OSAjsdjtCoRDLqYvZGAeaF2zy7wKBgIppEjQaDczOzlIR09tuuw2xWAzr6+vg8/nQaDS49p57MHfDfs5mBQBKA69Wq5idnaUun92eZ71epzHrcDhQq9UQDodxxx130McFNKd909PTmJycxP33308vIZlMBqFQCHK5HG63GyqV6vV4asHg4CDm5uag1+tp0WSxWLC0tETXEpgOlXK5nLMIZzbGI5EIFU8mLCVmo8pgMODFF18En8/HxsYG3vSmN0Emk1FGZyaTwd3vexDBN46jVqthfX29rchmarKsrq4iEomAx+OBz+ezGujd9PKApgviW9/6VgAXWL8ikQgLCwsIBoPQaDSsRuzk5CRdlRKLxc3p3OvFNwVh/fT19WFxcRHXXHMNPB4PIpEItFothEIhZmdnWU0BuVxOi2yCVCpFG+NAk31GLmCtsgdAM69MTU0hGAzijW98I2WsFwoFLCws4MAvvAVCoRBGoxHT09NtQ0TCpiF/izQ1W23rmSBmGlKplMXaymQyVIuDClInkzh58iTy+TweeOAB2shaW1vD+vo6ZDIZhoaGwBsefj2eWmA2m1GpVJDP52kzk3zetVot4vE4zGYzrXGJE1lr44nZGJ+dnaU5iekATKBQKBAIBOhw781vfjOq1SoVl+fxeBh54B4Ix9yczQrye0ldvri4iEqlQk1kSM231Vpeo9HA8vIy7r77btb31+t1zM7O4uzZs9i3bx+9Y9TrdUxNTUEul8NoNMJ1k+v1eGqB2WyG3++ndfno6CiGh4cRCARw3XXXIZ/Pbzm0AJrnDmmMFwoFSKVS8Hg8mM1mzMzMtK17k7o8FArhvvvug16vx/T0NK1xjvzy+xEOhymTvXWIyKzLE4mmPAbQzFFkCyGTyXSU4CAgbptE1oA8t2g0irNnz0IikbCExRcWFpDJZGAymZqN+tfPvDaIRCJYrVacOXMGNpsNXq8XkUgEKpUKfD4fi4uLrPxgs9mwvLxMa3DgAmOcfC0cDtPagzjRM0XgCQkhEolAIpHg9ttvRzweRzQaba65azS45t4bELxuHwqFQpsxBgA6YOlWl3Pp+ur1egQCAZrfotEo7rrrLtb3F4tFzMzM4MyZM7jvvvvo38rlclQD0e12Q3PNNZc9nq7aVTugqWMSj8dhs9kQDodpEiEOFDqdjhYkwAUnMiYIY4DH46FcLkMoFNIiw2QysZhEyWQSm5ubOH/+PIaGhmjhLpFIwOPxMD09zdrbJQyaTrotPB4PHo8HPp+PUokDgUAblZILp06daup8vBI01WoVfr8f8/PzUCqV0Gq19IPTaDQwMTEBkUgEuVzOSQF+HU2QBFAul5vW5UIhXC4XpXwnEgnWB5sU4QSbm5uo1Wq0KdqqsUQc7IALE9VgMAiJRIJ7772XNnu8Xi+CwSAVjAOaTQmZTNZ1RctgMMDn88Hn8+Hs2bPIZrNYWFhALBbj1FEhxTg5iJmIRqOYmZmBTCZDf38/S8iXrCGqVKquziF7HV6vl1Kh/X4/HA4HJBIJVldXwePx2lak+vv729aSpqen6WeZMBAIiKArQSQSwczMDNLpNG688Ub6vSRXkjUUciCRVbdOE0IiAOzz+SAWizE3Nwe/399xFY/H4zVdjUQinDlzhtVAy+fz8Pv9WF9fh0qlgsPhoBdFYlUrkUg4BfhfRxOkwadWq6lxgUqlglKphEwmQ7Va5VxFYYLZGAeaTQNSvDD1JYBmMTI1NYWlpSWYTCYcOHCA5iOz2Yy5uTlWse3xeMDn8zlXagjsdjuGh4epFsvc3FxPq3irq6vUeQ8AZdTNzMzAYrHQhiUBOfuFQmFXMey9DpvNRg02QqEQ+Hw+RkdHsbS0hEajAZlMxlodaBW/rVQq1OYbaA4kmM5wNpuNJcK8sLCA6elpNBoNPPjgg7Qmc7vdWFxcRDgchtvtpmvdarUaGxsbHS/9CoUCw8PDGB4eRjgcpsOXUqnEYj6RdXqHw0FZM63F/ebmJv3Z/v5+mM1m+js2NzeRSCSgUqno4OB1tIOseVssFvq5JmYbEokEWq2WXsKB5iWw1WGQNDt5PB4qlQr4fD4druj1ehaTiLwvpC73+Xzg8/lUm2dqaorl6kma0J3WschGwfDwMCwWCz3zepHIOHPmDIaHh1mDYL/fT5viarWadXmdmJiAWCxuM3R4HWxIpVJoNBqqdUQGehsbGyiXy0ilUqxzS6VSsfTgUqkUdYoDmixH5lnB1MJpNBqYmZmhzmT3338/rdlJvVUsFum5ZzabIZPJOPWBCPR6Pa3Lz5w5Qxvs0WiUs1lOjItIDmMK1K+trcHv90MqlWJgYKBN07BQKLxel28Bj8dD3UoDgQCsVivkcjmi0Sity5k6YS6Xi3WGAey6PB6Ps+5XTJ05oHmXIjI7119/PW1kGwwGxONxLCwssD7/pKfQqc5urctJ76DTKh5wYdXu7NmzrOFcoVDAzMwMIpEIFAoFHA4H7RFUKhUsLCxALBbTtcRXA1d14wloFh0ikQhKpZJqMjmdTpRKJWxsbEChULCmW8xiYXl5GWazmXafuSb/hGY9NTWF1dVVCAQCjI2NwWw2Q6PR0OTm8Xhw+vRpVlPHarWiVqv15FQlEAho8VSpVDA/Pw+/39/WKJteL+DRwCaeD67hlltuQSAQwMzMDFZXV5t7mENDyOfzEAgEdOo9NTUFlUpFD77X0RlutxupVAoymYxVNBGtHKfTySqaBgYG6IFTLpcRiURoAmEKUbZ+/9LSEqXD9vX1wefzQa/X03iSSCR0tQ1oFkvJZJImxa2EoHk8HpxOJ4aHh2G327GwsIBAINCmYxCHCt85uYRvPnocb3zjGwE0PxczMzNQKpUYGRmBUCjEysoKi5JOtC/I43kd3GDqwZH97kajQVejEokEbSAAaFtJm5mZoXRXAJTF2fr7M5kMpqamEIvF4PF4YDQa6Wed/H2v14vz58+zCh3SKOhFbyqdTuP222+Hz+dDLBajTYPWC2HqhfM48T//FpmXpqiIo9/vRzqdhs/nowwX8pyIxhOfz+dcm3kdbJDpp0gkornIYDCAz+cjHo/D4XCwtJrUajXNK8lksq0x3ipySn4+EAjQ93doaAj9/f0sQWbCRmEWuCKRCAKBAHw+f0uRVYFAgIGBAfh8PiiVSpqjWteXI0+/gMXPfxPHv/IfuOOOO5DJZOjkUKVSYWRkBNFoFMVikRaCi4uLkEgkUKvV9LV6HdxQq9XIZrNQKBQoFAq0YeDxeOhQhVmEO51O1vlDmG8AqFQBU1eQ5L2NjQ1MT08jm83CaDRidHS0TX9QrVZT3U7CxtJqtTAajV2bmQQikQg33HADhoaG8NJLLyGXy9HHTnQUeTweMi9N4rFP/U8oVxIQCARUH6Ver8Pn88FqtbKGMfl8Huvr66jVajR/v47OUKlUEIvFUCgU1JjF4XCgXC7TwQOzMcCsy4nJD3ntuepyhUKBzc1NTE1NYWVlBTweD2NjY7BYLKwVN4/HgzNnzrDOFIvFgnq9jng8viWDSSAQ0GYWYUpx1eUkR83/5Oc4cuQIZmdnMTMzg5WVFTqkJnFNzmVmXb4V62Wvo7+/H+l0GgqFgtblZrOZshfJehMBsy5vbYxz6VQODAxgcXERy8vLmJqaQqVSQV9fX1PPTauljXeRSIRYLEbrekJO4PF4MJlMPQlBOxwO+Hw+OBwOeua1aunlT/kR+Id/xWP/8GVal6+srGBmZgYKhQI+nw8SiQQrKyv0sxGLxejgmpAwXgc3SL7h8XjQaDSU7DE0NIRisUhNN8jr2bq6HQgEmoxXhgRFKyMXAKsud7vdMBqNNHZI7hkeHqbMKwKv10uZl1shl8vhyJEjGB4eRiKR6FiXJ46fwcnP/gNSL5zHwMAAQqEQ/H4/Njc3MTIyQhux5Lk2Gg1MTk5CKBRCqVR2lQG61LjqG09OpxPlchnFYhH5fJ5e4EZGRhCPxyGVSlmMAqVSiVQqRZkr5GJPCq/WKVa1WsWJEyfA4/FgMBgwOjpKL4cWi4WymSqVCnUGa4XH49myaAqFQvRCZjab4fF4MDw8TC9tq6ur+IufTuOTP1zCXx2N4m/OAr/3zeMIh8Pw+XwYHBykhyEz4ILBINW8yufzrMnP6+AGucy7XC7kcjkqetvf349z585BrVbTRGW322kRPjMzw2J4MFdYCJLJJObm5ugUb3x8vKOjEynYgQudcXIZiMViPbuxSCQSyqxrNBpU+PCzPzyPh774Ir54vow/faGIv/jpNFZWViCTyTAyMkKLoUgkgkajgb6+PqRSKWQyGWSz2TY9qdfBDaKRVCwWWQ5d+/fvp2tNzKKJvK/Ly8u06Qk0C/LWeKrX6ygWizh9+jTq9Tr6+vowNjbWxiIALkxlmA0BQgk2m81bNjOZQvVarRYHDx6Ey+ViibOeeOhhPPjffxO3/K/fw9t+99cw8dFPYXFxkV7myGNmuo+dP38eVqsVOp0OpVLp9SJ8CzAFUXU6Hc0RTqcTWq0Wi4uLyOfzLPbk7OwsyuUyotEobYw3Gg3WWh5BOp3GxMQEXVkfGxuj30OcqwhEIhGNNfL/dTodtFpt1wkwwL4AEOHU4eFhpFIp+P1+LC4u4sRDD+PIr3wAd//t/8S7P/NbeOaBD2FhYQEDAwMYGRmhDaVarQYejweBQECp7MQN6PUmwdbQarWo1+uwWq1YXFyka4/Dw8OYnp6Gy+WiLCdmM316eprVGCcrnEwUCgWsra1hdXUV9XodQ0NDuPbaa+kljTg3Ac0imri7EpjNZso+7jQBbgWfz4fVasX+/fuh0+ng9/sxNzeHzc1NmqPu/d9/glt/9YNY/tQfUZ05chavra0hFothbGwMtVoNc3NzEIlEcDqdnLoYr4MNh8OBUqmEUqmEcrlMc5HP50MqlYJQKGSxHDUaDeLxeFtjPJ/PQyaTtb3e5XIZzz//PPh8PgwGA8bGxigrhLB7gWZekMlkbXFDVjV7qctJw8JkMtG6nDTmV1dX23LU02/7AFZXV+Hz+TA6OsrZgA8Gg1TzKpfLdXQ4ex0XQJzm+vv7kc/nUSwWqd7f+fPnodVqacOR6UTGbIwDzTqq9R6UTCYxPz9P6/KxsTEWw58JlUpF8xWp0T0eD2Xe9VqXi8ViWpfz+XwEAgEsLi7iuXd9FPveeR8e+Pxf4W2/+2s4++HfQCQSgUgkYtXlKysraDQa6O/vRyaTQSqVQjabhclkahPAfx3tIHVBoVBgNQxJXe71elkbU+R9bW2MRyKRNtYaqctPnTqFRqMBh8OBffv2UVYec4CXSCRgMplYbCXCPLdYLFs2M5krnmSg09/fj9nZWQQCAcRiMZx46GE88OnfwC1/9mm87Xd/HWc//BtYWlqCz+ejd4pGo4HNzU1ak50/fx42mw1arRbFYvFVJa1c9Y0n4MK6kM/nY03ub7/9djz33HPUZhVoHnznzp3D2toai9rWuhK1trZGNZHq9Tq8Xi9L26cVCwsLGB8fb2M3eTweah281QSYHK5MNonX64XP58N6TY7PH2WzEr49mUJeZqYNNNKlXV9fh8vlwtLSEnQ6HdbW1mAymV5nO/UI0sRLJBJ0zaBcLtMPKJ/Pp7RL8p5NT0+z6IutOiflchlTU1MoFotwOBxIJBLYt28feDwelEolnag4HA56oKytrWH//v1YW1ujf0coFKJarWJoaKhr0UQc6FphNBqbFHajG186znZt/OaZGDTeazhXPZmNE4lEArvdjkQi8foB1wPIGkutVsPAwACdwAsEAtx+++144oknWI6VGo0GwWAQjUaD9foyV6KAZlFM9rbz+TzGxsba9r2ZjYF0Oo19+/a1NQT0ej14PF5PE2ACorkiEoko5Tf1wnkc/s6XWd9354+/Ccyw42xxcRHZbBYHDx7EzMwMBgcHEYvFUC6XXy/Ae4TRaEQ+n4dGo0E2m0U+n0ej0cDIyAiW/7/23jy6zfO68/9iXwmABAgCJMGd4KrNkmVJlixLXpPYcezETRNna505Taad6TrTJdOm269Npk1nTjvdsrVpkzTN7sSJF1mSLcmSbO2iiIUESBAbARAEiH3H+/sDeR7hJUBKsiWbip/POT6JIeAlKV7f5z53+V6fD/39/TRoIit0VyfG3W43LylDOnuFQiHUajUkEgkdmaq3C5lMRquCOp2Oatl1dnYiEAhQDZb6bU/NiEQiTccMSEVY6g412NOBZ7+BjnixoXOT6JzFYjEUi0WkUikMDw+jUqnwxhQYzeno6IBAIEAkEoFer6dnANkKSLo8yMgJcLVjnATgxWKRdrsBNZtxOp002RmLxTAxMQG5XA6VSkUDbbK5CahdALdt29ZwtpGtc+tVgKvVatOEEOkQGBkZweKR1xps6r6f/gfSZ22815LJJKrVKlpbWzE1NYXe3l6IRCKEQiE2tnmdkKLG8PAw7/d2zz334PTp07yulNHRUUxNTfES4wC/IAvUfAaJyzmOQ19fH+/itJq5uTlMTEzwzjaO4zA4OAiv1wuJRLJuMpPjOJ49A1clMqxWK8pX5pueeXJPBNVqlcbl2WwWS0tL6O7uhs/ng06no/6PFVquj6GhIZTLZUSjUdrpRJLl5KK++pK+OjG+WrO3WCxienoauVwOFouFLtkQCoW8mIzcpziOQzAYxNatW3lfi3x9ogm7FmuN1un1elitVuhCSdz9/X/h/dn+H/07TCvFNbeJFotFuu3WZDJheXn5DQuZv5MQi8XgOA7VapVuDAZq97sDBw7gpZdegsFgoHd6vV4Pp9OJSqXCs6GVlRVekrI+Ls/lchgfH2/QEBSLxbRJhiyuWH226fV6WqS93ricNDuQUTyr1Yrk69NNfRRn50syeDweJBIJbN26FU6nEwMDA4hGozztxreK2yLxRMZWiCAmyXoLBAJs2bIF09PTKJfLKBQK0Gq1sNvtvAA8Ho/TSlcmk4HNZoNIJKKG+dBDD62pm0E6BUiFkMwAkzE8YmADAwPXrAATgsFgQ2eDZ7n54ViU1SrLarUa6XQai4uLNDspFouRTCapuONb2Sp3OyMSiSCRSFAoFBqCpr179+LChQswm800ybm0tASTycQTxiXbDoFadcvr9cJoNCKRSGDTpk28Ebz6Cxrpmpufn0d3dzdt5a13PHq9Hslkct0KMBE1X4vIGjlQT/Rq1p1UmLLZLKRSKXVG2WwWxWKRtfLeACaTCfF4nCaCSDJIpVKhra2NrmAGav7s9OnTvADc4/HQyuvy8jJsNhvtUlAoFNi5c2dDuzaBJOYXFxepGHV9QoDY2HrJzEwm07Bpb/Ulr+BcIxHq8dMRF5KAIyKsZrMZ8/PzGBsbu6bNMq6i1+uhUCgQCASwY8cOOBwOqlFx//3306CJ2ATp6CBUq1VUKhWqr2Kz2ZBKpaDRaGjrdv2aaZJsAkDHJ0kH3cDAADweDx2NAmo2R4SErzdoWk3WPtP09dLsHE3UCwQChMNhhMNh9Pf3Y3l5GWq1Gi0tLfB6vazb6QaQyWS8NeWEgYEBpNNp6HQ66h/EYjFNUhHqE5mBQAB2u52OrHV0dKCnp6ep0DghlUqhVCrBbDY3JASIqP56FeB6H9kMjuNQnGm+Krs4U1t9vtqnkdXrXq8XJpMJEomEdTtdJwMDAygWiwgGg9Dr9dQXCQQCbNu2DZcvXwbHcVSTZmZmhheXk+2tQC2eIePYxGc99NBDvJHiekwmExYXF6muidVqxezsLD3rhEIhvXBeSxOPQLQa68k7mvsoaSCM+fl5yGQyFItFBAIBZDIZOhJNxPcDgQAbLb9OyO++WCw2xOV79uyhHRpk2ykZf6rXLq0fiXK73VhYWEBHRwdWVlYwPj7OK9zVJ+CJBpTH40FXVxcMBgPi8TjvbGtvb8fKygpkMtmaWjvkjF2L0mzzO2Ly8tXEOImjCoUCJBIJLd6RZDmbQrh+Ojs7EY/HqT8ghRWlUon29nbayMFxHKxWK1577bU1G1ZWx+UymQy7du1aU+OZJObD4TA6OzsbtBD1ej1isRj1Xc0getaEarXaINexVlwuWAjwfvZyuUyTt2RhzdjYGDKZzFuuuXpbJJ4EAgFUKhXS6TS2bdsGh8NB/6yvr492D7ndbtjtdl4FBbiahSarzru6uhAOh9Hb24vOzs4GwVVyIQdqLerhcBjLy8vo7e2lgoYqlYoGbyRrulYFeHV3TKFQoM7S6/ViZmYGnS3Nq7aDxhY6ZkCcYDqdRj6fpys2y+XyWyYK9vNCd3c3QqEQOI7jzQADtZncubk5VKtVBAIBGAwGnjgz6TYKhUKw2Wo6N+VyGZVKhVZTSGAE1Oyp2YgnqdSvTgiQVvL6MaprQZ6fSCQwMzMDrbDQ9H39BhWkUikKhQLduri8vAyFQoHNmzfD5XJheHgYKysra44IMhohK1HJ5ag+Cb19+3a6End2dpZecggkOBeJRFQXTK/XY3FxEWNjY2hra6OCrs0YGBjAiRMnqKA0GdskW8EA0E6FtSrAwWCwadWDbOtxOp1QjFsb/hwAOu7ajnA4TJPjHMchEolArVYjm82io6MDPp+PiaveIOTvU6VSQS6X04udXC5Hb28v3cDl9XqpoC6BbInyeDxwuVwYHBxEIpFAS0sL7eioTzZ1d3fTkXXiS9LpNA1IVicE6rfjNUtmrk5G1a8vjkQimJmZQbm7eYexZvPVsQmO45BMJpHNZpHNZjE0NEQ3j7Jupxujr68P+Xwe4XCYJhcJZPxAqVRiYWEBBoOBJzhOEtPJZBI2mw1qtRoqlQrxeBzj4+NQKpUNgqv16PV62Gw22g2wOiFARjxJMN4smbnW77tQKMDhcGBmZga6bZuafn3TrjtpR0M2m0U6nUY6naYjEcPDw5ibm+OJpjPWRyAQQKlUIpPJ0Co6oaenBxKJhMYYDoejIQFDqvcOhwORSARdXV2IRCKwWCx0g2e9HZANr0BtHGp5eRlLS0vo6+uDRCKh/5DOkfb2dtp1tFo4GKhdJOsTq5lMhnYn+Xw+OJ1OCAd6Gz4HAJotE7wOK/L5bDYLnU4HjuPAcRybQrhBenp6EAqFUKlUeFpeQC0uJ0knIlNQrxdICvpkmqWrq4teuImECunaJazeEFYoFOg5uvpsIzFYb28vz3deD8lk8ppnnkKhQC6Xo9o/0WgUMpkMmzZtoiPOy8vLLPF0AxCNNZ/P13Dm3HHHHVRHcnZ2FvPz87yGECJVIBaLYbfbUSqVYDAY6NZpvV4PnU63psZ0X18fTp06BY1GQwvQ8XgcUqmUxl2k+UUmkzVoXwKgm41XP5/jOLhcLszMzEAxNtzwOQAw7rwD0WgUOp2O6u2Ru16hUEB7e/vblhi/LRJPAOgIi0wmg8Fg4F3sSBs5GXlbvSGgVCrB6XTWWmfLZSSTSUxMTPACddIiC9SypPXz6aSbiPzS+/v7eQZMLnrkf1cHTclkkpdpJ5swnE4n2tvbYbVasaPfgHf38wVSP71/ANt6WmkirFqtIp1OI5FI0P+I+vr6qHo/4/pRqVQwGAyYm5uD0WjkjXYMDAxAqVQiFovh4sWLuO+++2CzXa1IhEIhBAIBSKVSmEwmujmnvsWWiKgS6m3CYrFQ3RsANJlZn9wiQVazoGn1WvJqtYqlpSW6jcxqteKR3ZN4yMJPdhF7Im3F5LNzc3PYsmULFSIOhUKs2+kN0NraimQySe2AJKZFIhH0ej3K5TKuXLnSkIAh1Q6/34+RkREsLy9DKBTSbZwEknwHQANboHZpy+fzvMofEVEkfmxgYABut3vNCvDqxGgul6Pi00SnQL9nG1548Ene+049+cnaCnvUAjOi3dPf30/1iQwGA3K5XENHFWN9iI5KLBbD6Ogo7HY7/bPe3l7IZDKsrKzA4/FgbGyMJqkLhQKSySQcDgeMRiNaWlqwsLCAiYkJXoGiPoAmVTFCPp9HOp1u2M5Sb3NAbdRTKpU2VIBXJxqJOPjMzAztULjjw+/DoYc/yPscsSdyaQRAt7FNTEzQccL69euM64cUWRQKBa2qA7X/dslY5+nTp6n2EWFubg6ZTIYma/x+P9ra2ngdSKQ41ixpVN9dQOjo6OBts2tvb0c4HF6zArzaRxGtMKK3MzIyAsmmQbzUxKYmP/Au+rMGAgE4HA7s3bsXhUKBdmFKpVLW7XSDDAwMwOfzQSwWo6Ojg5d47OjogFAopNpfJBEFgG4rczgcGB4eRrVapV0p9RX++gRpd3c3TwQ/EAjAZDJRX7S6UEeWuZD/XW2X9ZMQQC0un5mZwczMDN0ePPDue/HCQ7/A+xzxUaTTmBSOYrEY/R76+voQDAbZFMINolAoYDQaMTc3h/b29oa4XKVS8eLy+sRQMBhEMBiEWCyGyWSiOj71Rb6WlpamF3ygdh5euXKFNgmIxWJIpVJeoY50sdQXlgmlUonXjUIKcE6nE5lMBlarFXs/+WE8/8AHeJ8j9mSxWOgdtFwuY35+Hlu3boXf76djgmzE7sYh//2bzWZUKhVawCP6cZVKBQ6Ho+G/1bm5Odq5Pzo6SpOgREKFUK9hCPBHdlfHvVarFel0mheXz8/Po7e3t2l35+qmhXw+D6fTidnZWaqZ2b5v+7pxuVarhdvthtfrhdlspmcx0Z16O0aBb5vEk0wmg9FoxPz8PORyOYrFIm2bI5dlMobX1dWFubk5xGIxvP766+jv70d3dzfsdjs6Ozub6ozUaxIoFApeEmB1ixxQG8Grb1cXiURUm2d10EQMMZVKwel00g1iIyMjVDRsfn4e//2eHnz5g6P4y/eO4gef3oPffbjWlkyqcl6vFxcvXsQTTzyB2dlZDA0NIR6PN+i+MK6P+oOtu7ubBk0CgYBexAwGA+2MqlarOHToEFpaWjA2NoZoNIp8Ps8TvqyHbNlZjd/vp+MiBBLAEUhHQbMK8MLCAnp6esBxHNxuN06ePIne3l6ekFwsFsPD5gK++Ylt+N17TDx7qt/4QNaokzZMsiFrLeFFxtp0dHRQnTeZTMZrwR0aGoLP50N3dzfm5+fpJc3v99PEpUajgcPhwOjoaNMAoz7wJiMFQHPtC4lEArlcTg/E+upxs2Qm+bNoNAqn04l4PE63aJJgKhwOo+9v/wwnvvQNnPnT/wvnD1/E7m9/CUDN1vP5PAKBAEKhEHbv3g2n04mRkRF4PJ6GLlTG9UE2XAqFQrS2ttKgSa1WI5fL0Sp/Z2cnXC4XcrkcDh06hN7eXtq5KZfLGwSh62lmP6T6Wo/VauVd7MgYer3GIqFQKEAmk9Gij9vtRldXF6xWK/UtyWQS1d/4JTh++CIO//af8OyJVBJzuRzV14tEIrTa26zlnHFthoaGsLCwAJVKBb1eTzsIgKsj3n19fXA4HPScuHDhAhKJBBVPDQaDmJiYaNqev5bkANHBqU9UEe054sdaW1upfMHqCjDp1gNqCQeiSTUyMoL+/n4IBAKq2zj8T59v6qOAWpwWDodpMYB0es7Pz7NupzeARCKByWTC/Pw8lEolXQQEXN2OSGQpBgcH6dny2muvoa+vDxaLBQ6HAyaTqWlHbL0fkkqlPA2yrq6uhnPMZDLxzt16Hap6IWHgqt9Lp9OYmZmBz+fD0NAQrFYrvSy63W70/J8/xrlvfB8nPvN5nj2RJJPP58P58+fxvve9jxZq6kV8GTdGvXB4b28vL7lE7llGo5F2LlWrVbz00ktQq9UYHx+nvmatuJxskAb4yeyFhQWo1Wrefaq3t5fXhNDf34+5uTnqq+rPTpJwJHH56dOnqZ4hicvj8TgKv/oRXPyPH+Hw7/xpg38i35PP50NbWxvdIqrVapnm6hvEaDRS/UKFQsGTrBgaGqIJGY/HQ+NyUpwYGhqCTqejMUizgnx9o0p9QpLjOKrZSxCLxVAqlfRsq7c/s9nMszXyDKDWqTQzM4NYLIaRkRFYrVYa/wSDQfT97Z/h+Be/3nDmabVapFIphEIh+Hw+3HvvvTQuJ/fIt4PbJvEE1A6yxcVFKJVKmM1m6pByuRyy2Sw2b95MZ3OP/uPXcPqP/wY92dplanl5GRMTEzTR04x6sTlCIpGASCTidRMAVyt49avM5+bmGirAlUoFsVgMMzMzvHXj9QYXDochk8nQ0tICa5sEH9jRg209Vy/+xHjdbjcd61IoFJDL5U3n0hnXB+nEKJVKEIvFqFartCpaLBah0WgwNjYGm80G36FX8dLv/CnEriCMRiOmp6fR19e3bkXLZDKtqVex2iEBoCNJAH+z0MjICC9oKhaLmJ2dxezsLHp7e2E2mxtaRIPBIFQqFfaMdOKBYS3PnoBawHjhwgXIZDIMDg5ifn4e/f39WFxcZPb0JrBYLPQSTrqMgJof4TgOd955J/L5PKrVKr79p3+Ni5//RwwUxXC5XKhWqxgfH29Y7VoPqbLWt/jOzc2hp6eH17EC1IKk+mQmGZciLb/1WzzK5TIdlRgZGWmwa7fbDbFYDIvFAvOBu3DnH/46ragANVv3er1YWlpCV1cXvF4vuru7qWj9en6XsTZEJJeMIZGgieM4pFIpWCwW9Pf348KFC1h44QSO/cHnoI9mafA7MTGx7sgsSXCvZq1kZr3uXH0L9+qgKZVK0cuc1WrFwMAAr5Mhl8vR7WGjjz2A3k99mGdPhLNnz0IikeCuu+6i22FmZ2fXTaQx1kYoFMJsNiOfz1ORWnJRz2azkEgk2LFjB4LBILwvnsCLv/XHiJ44j507d8Jut0Oj0awrvl2fHGhpaaHjemTd9Gqduu3bt+PixYv034nGy+pxllAoRMdVtFpt07N3ZmYGUqm0diY28VEWiwXBYJB2p5Mkfy6X49km48Ygf68qlQrt7e20gJfP55HL5TAxMUHt7PiXvoFTn/0CutMc4vE43Sy4XjdsvQAwIZVKQSAQNMTlbW1t9KwFriYKxGIxrxBDRH3JunGr1UplOwiRSAQymQwqlQqdB3Zh2+//Ks+eSHFydnYWnZ2dEAqFkEqlUCgUTHP1TdDa2opisYhSqUTF30nysVQqoaWlBePj47Db7fAdehWHf+dPIZypbQSenp5GT0/PumLJ9ZIo9eccx3ENyU0ANDEN8BMFVquVN15aKBToprGenh60t7c3FNyCwSCUSiW2/uKj6Gty5snlcly6dImO08/NzWFwcHBN0XLG9UFiUrJ4gOQO6uNysvHwPz77eVz83D9goCjB3NwcHdVcLy4nCVG1Wk3v/h6PB2azueFzfX19vHFPk8mEYDBI4ylik6FQCKVSCTMzM1SDqllXlkQiQVdXV9Mzz2g0IhgMIhQK0cVWZHqrXv7grea2EkjQ6XTI5XIwGAx0hCMSiWBxcRH33XcfHA4HJBIJop/5PJ4++kztQ38HvPrEL+Hu7331ms83Go1wOBy8rHI4HIZEIkFra2uDOCXJxg8PDzfMdk5PT0OhUMDtdmP79u1rBv/VahXLy8t0rGphYaFplt7lcqGis+DUYgUrF934wIEdiMViTIfnTTI0NITFxUVks1ns378fNpsNKpUKPT09WFxcRLFYBPeFL+OXXvg2/cwrz38U+5/5t+t6PhGbJpW3crkMoVDI05YgbNq0CS+//DK9sJPsudlshlwuh9frRS6XQyQSwYEDB+jnVl8SnU4nTCYTr/1zNQqFAq+7I1Bn1bhjWIeDW2rV3kQiwcY23wR9fX14/vnnaccRUKtyxWIx7Ny5E263G1qtFtE/+Dw++MqPah/6f3+Bkx94GmPf+fI1nz80NITZ2VmMjIzQ18jGr2aQjj2TyQSdToeZmRmYTCa6Rl0kEsHj8eCee+6hyaHV4zKpVIrOoq91UHEch4vf+jHal1cQDyVR6OmBTldbjLCeIDBjfQQCAe93SIKmYrGIXbt2weVyoaWlBdk//zs8ffj79HPH3/dx7PvBv17z+fW6KQSfzweBQICJiYmG9n6LxYK5uTlMTk4CANWLa21tpZW+SCQCgUDASw6t9lFutxtqtXpdfYFsNgvOvoDCaRtOeZZw4NMfo9/rekEgY32Ghobw+uuvA6h1TpJNhySxHA6Ha2fec9+inzn64lEc+PHXr+v5pODS0dEBt9tNOz/qR4UJpGMvk8lApVKhv7+fJhZJcbFSqWBhYQH33Xcf9XMk2U4IBoM0gF8LjuPgfOYlaGMJcNs2ofVnHRGzs7M80WvGjaHRaFAoFKDT6ZBMJmE0GhEKhWic4nA4IJVKsfQHn8N/eQNxOdk2Va9ts7i4CKlUCoPBgGq1yvMHZONn/bYzoBav22w2KJVKuN1ubN68mefbVichIpEIJBIJTZrVyxsQXC4X2pYyyJw/hPOuIA7+10+wjvGbwPDwMAKBAFKpFA4ePEjjcqLPWygUwH3hy/hEfVz+wvXH5WTRAtE5FAqFEIlEsFgs8Hg8vLNrfHwchw8fRl9fHwQCAe1w6ezshFKphNfrRT6fp/Zer8NTD4m9SLGmGQqFAsEjpyGqCGDYsRXbPvQYgFoMyXzUG6e3txcvvPAC7aYVCoU08b1r1y56TkV+7y/x4fq4/P2/jNFVG+OaMTg42FAQI4sPmhXx2tvbqQ1pNBoaO42MjMBms0EikcDj8WDv3r28mLv+Wel0mjYorDUux3EcLvzHMzAuxbESTiHX14fu7u5rLuq41dxWiScAmJiYwH++9Bpkhgp2TQzAe+EYHnnkEYRCIczPz6MrVcGj5HD7GXd//1/gfOZDTSuqq5HL5Q0jBsDVykl9tY9o8+RyOSgUClr1z+VyNJDq6+tbNznkcDhgtVqRzWZpB8NqnQGXy4WX41p8ZzoBoAzYwnDl7Xhfv4C3yYhx43R3d+PKlSvwZUVYPu+HIF3AUKUCk8mEUqmE1//tu3h33eEG1NafOp/56HXZEwmCBgYG4Pf7US6XIRAI0N/f3yDKK5FI0N3dTR2YVqulQotkK9rIyMi6lY9YLEaFN9eaB08kEvg/R+bw7ZVeYKWCr9oX8KkVET62RcuSTjeBtrY2zP74MM6cvIKWzeN4uXoZjz/+OF3D2l8U473kcPsZe777FTif+eA1bWq14Gq5XKbJA61Wy9sUBIAKdBIdPKlUSjtAl5aWsG3bNgiFQl5HUiQS4bUUe71eekCuxZFHnsJHfvof9N9PXbJh+Dtf5i1SYLwxNm3ahGc+/3dYCUVRefAgIm1yDA8PI5PJIBaLIXLsLN5dl3QCgH0//Bqczzx1XT6KCK4SLUEyKtPV1UXXBhPIJj2SEO/r64PT6aTFksXFRWg0mnX1l8imGHJ5bMbi4iISn/0b/HLdReLU0eNo+/P/wbSd3iRkJCp91oYzJ69AMjyAC/oA7r//fjidTth/8CIer0s6AcCBZ78B5zMfvy570ul0dHwKqBXvVCoVBAIBXT5QH+N0d3fTDTskkCY+yufz4eDBg/RiSKgXGie6nVKptKmMAnn/6Sc/iafrfdQrT0Pztb9l3Zg3gYmJCRz9x6/BmC2ie+8uOAU5vOtd70I4HIbH44FppfSm4nKyDXg1JC6v324pFoshFotpDN7V1YWFhQUUCgXkcjnI5XLakbIWZDP21NQUVlZWaPGwHpfLBfk/fAPvevYb9LVTR0+g9c9+h8Xlb5LOzk5cvnwZ+YszOPPqFHIdehR3TsJsNqNUKuHUv34bj76JuJycW1arFfPz86hUKhAKhbwudYJIJEJPTw+Ny1taWhAMBhEIBJDL5RAOhzExMQG9Xr+mRtzKygqUSiWi0eiaEwXJZBJXnv4t/DeS4P9n4NQLT6Pvb/+MTSHcBNrb22H/wQs48+oUWrZM4OVqGo8//ji8Xm9to3ezuPx7X4XzmV+8pk3VT6gAoPbEcRyNwevzAKS7yWw2QyAQ0BFAUqTetGkTXd5AWC2r4/F4YLFY1tVoOvLIU3iqSVz+dk8h3HZlw69dXMH/tUnw+WMhPP6PJ3Eq14EXX3wRxWKxVg1+6eWmn4ufv3xdz+/r66Mt3tFoFK2trbQauLoyLBaLafYwkUggFArR7QM7d+6sVWxXZTvr1yOSavL8/Dy2bNnC2yJD8Hq9COQlP0s6XeWfjs0hWGgetDNujJ8GJPj/zhTxW9+5hN98Loi/O+aF1+uFWq1G3tF8VWXo9NnrejY5iMhoHekmIZf91cEUqQCn02nMzs4iGAxCoVDAarVicnISTqdzTU0vMmJXL7i5mnw+jyOX5vCtyzHe6/90bA5n5pbYdsSbQPmvvoin/vwPcOcf/QZG3/cgtF/5Lo4fP063Hc6+eLjp51YuTV/X8+s1debn52nSe62tmmQ7SzgcRj6fh81mw8jICPbv309bdetJJpPUDsimp3p9ndW88s//jvvqDjcA2P3dr+DVr/wH+vv7r+tnYqzNuaf+K578o9/BI//wOYy870FU//pLOHPmDBWIjJ692PRzS2cuXNfzW1pakMlk0NXVhUAg0LRCR9DpdBAIBIjH48jn85idnaVLLsbHx2E0GtcUbwVq/oeMUaylV7G8vAzP88dwz6rq9e7vfgXhV86wbqebgOIfvoEnPvObuPOPfgNbP/Re4G++gvPnz0OlUkHsa941FDhxel3bqEej0dB4JpFIIJvNorOzc83lBmQM2Ov1IpvNUsHwAwcO4OjRo+tqUZDuFlJhXg3HcTj6T1/DwSY+6sy/f491ZN4E5v/b/8KH/vT3cN9f/xFG3vcgNF/5Ll566SUUCoXatsMjrzT9XOzcpet6vsViofqGy8vL1A+t3kgN1IrHJpMJCwsLSCaTCAQCdBnB9u3bUSgUGj5Tn1haWlqCXq/H/Pw8JiYm6OhMfVLB5/Mh8doUDtQlnYCaTaXOXN85zlgf8d9+De/7/V/HnX/0G7jnVz6Kxf/55/B4PFCpVCjNNN+eeSNxOfmH2ALHcRCJRHSbLO97qdOdc7lcCAaDkEgkGBkZwZYtW2Cz2dbVXyLdLWslpgqFAs5/84cNXaW7v/sVzPzoJdZBdxMo/OU/1OLyz/4mjctfeeUVCASCWpHthTcXl/f19VENzPn5eajVahgMBp4eK4GMzs3MzCASiSCfz8Nut8NqtWLfvn3wer0NUwz1WziJNEooFFozgb5eXP52n3m3VQR3wRvHPx3jO5xvXVqGPydGoVCA1WqFYcfW5h/ut2BmZoa2bl8LrVaL+fl5pFIp+ksi41KEzs5OXLhwAclkEl6vl4rxEp0go9HIWwcKXN2QRzaRtbe3040flUoFKysrmJ2dhcvlwunTp+H3+2Hz8Y2WsFJhiac3ywVvHD9y5XmvvegHjlyaQ1dXF0Yfvr/p59STo3QDylpr7glEhLJ+PTnAD6YIRHPq+PHjGBwcxIEDB3jiq6Ri3AwSgNdXAAuFAnw+H9xuN2ZnZ3Ho0CGEMtWmn88IVev+HIxr43zmEPasas09+JNvIvzKGchkMmzbtg3azZNNP1vu6sDMzAzm5+fXveDVLz/gOA7pdHrNbiSylcPn86FcLmN0dJTXMUcEEOshwVE6nYZIJKLaPiKRCKVSCZFIBC6XC263G0ePHkXO3riBCgCythmmnfImcT5zCLtX2dP+H/07xK4gIpEIBgcH0XvP3U0/qxgdpj6qWbdAPTqdjm6d6+zspJ1IJBlVD+nMPXnyZG1Tz969tFWcLPqop96W3W43hoaGeGuhU6kUFhYW4HK5cOnSJVy4cAHZaSeaoQgvN32dcf04nzmEfauSeg88/5+Yf+4VaLVaWB+6r+nnWjaP0xXOzdbT19PZ2cl7D7GBZhoqZNPQ+fPnYTAYsG3bNuo3RCIRHeesh/goMoIajUZpAF6pVBAMBuFyueByufDcc8+Bczdff16du7G16IxGmvmoe3/07yhediGfz68blwsHe6le5WrNy9UIBALo9Xrqz0gycrV9mM1mXLx4Eel0GnNzc3TjIfGBJpOpQWuMJAbIiF1HRweNy4GazyNn3uuvv46FhQWsXJhq/o16/M1fZ1w3zmcO4f5VXZfvOvQ9XPnuT9HV1YWxdzXvQFFPXI3LV9+9VkN0eYnWDfFRq7eaA7WCSaFQwPHjx9Hf348DBw7QuF+r1SKTyTQkM4mPIougyNkHXI3LXS4Xjcsr7saEPACI/c11YhnXTzMfdfAn38TS8XOQSqXYsmULdFs3Nf3s9cblMpmMnm3VahWpVGrNhKFAIIDf70cwGKS5i/q4vL6jd/XnSCJcLpdT/elcLoelpSV65h09ehRZW/MYKjvtfNunEG6rxNN8NNP09bKija7l3fvJD+PoI0/x/vzV9/8ylHeMYmBgAAMDA/B4PJiZmYHH42lqSENDQ1hZWcHKygrK5TI1AJJA4DgOLpcL8/PzVPhUJBKB4zieKObKygq6urp4Wjv5fB4+nw+HDh2CRCLBqVOnkMvl4HK5aCVwaGgIer0eJpMJe/bsgSC91PA9AkC/gSUK3ixr2VS8IkU+n8f4Ew/jyHs+zPuzU09+Euod49DpdLBarSiXy/SwazamKZVKUSqVsLS0BJlM1nT0MhqNYmZmhgpd7ty5k7edBag5o6GhIZ6gIRlLOHfuHKLRKLxeLzweD+bm5rCwsIBIJAKz2YzBwUFks1k88sgjGDbrmv7MY91sY8abJXnZ1vR1bSxJL/BbfvFRHHvsY7w/P/74x9G2ZyuGh4fR1dVFRSrXEqc3GAyIxWINwQ7RoyDbxFZWVqBQKHDw4EHagVC/trelpQWpVIr3nFwuB7fbjePHj6NUKuHo0aNUi+7y5ctQqVQYGhqCXC7HxMQEevfvbfo9dt1913X8jTHWYy17kgbCNPm4/SOPN/iokx94GrKtwzCbzbBarXQryuzsbNPCi9FoxNLSEiqVChYXF+mlrn7bq9/vh9PppGKbAwMDdJyFXOqCwSC2bNnCS1ZFo1HkcjkcO3YMxWIRNpsNgUCAnnmxWAxDQ0Po7e2FSCTC/fffD/Fw8045zebxG/wbZKxmLZtSL9Xa/EceewAvv/ejvD879eQnYbp3JyQSCaxWK1Qq1TULLyKRiG7yrIcsSEin03A6nVSA/sEHH6SFmHq7M5vNDcnPVCoFh8OBy5cvIx6P49KlS4jH4/B4PPB6vdDr9RgaGgLHcdi/fz9Me+5s+j127tl57b8wxrqsZ0/Ly8vgOA77/stTa8blfX19dLvU7OzsmnH54OAglpeXkUqlUCqVaHKcdACThQputxsymQw7d+6EVCoFx3ENHVN9fX28CYNMJoNgMEj1GU+fPo1MJgO3202fPTg4SDsY9u7di4yxuYQG81FvnrVsShIII5vNYuzxh5rG5S07J6DRaGC1WlGpVNYtvJAphEgkArVa3bTbn2z5jcVisFqt2LVrF43LSWKpWq1iYGCAtwCI4zgsLy/jwoULtJOTxOUejwfhcBhmsxlDQ0PI5XJ497vfDe2WiaY/85rNFIzrZs24PJ6iZ8vWD70XrzzGP/eOP/4JtO7e0hCXr1V4aW9vRyqVorEZgXT0kiU+JCdw4MAB+v97e3tpx1RLSwuy2WzTuPyVV15BpVLBkSNHqJ1dvHgRCoUCQ0NDUKlUGB8fR/+Be5p+j50bIC6/rTSe1kq07JoYgKYUw+nTp9He3o7ir30Uxx59GDn7LIpdHdj0gXejs7MTMzMz6OjooDpNZAsBUMtak4yjSCTC4uIiYgINZl1JZORxbOtpRaFQwNzcHDiOw8DAAMRiMdXpIeMspJrrcrng8XjQ39+PV199lepSRKNRDA0NYevWrbSqQoSCiSMjAtL9/f04dOgQhtsk+IXJFnz7ygr9mT+9f6BhUxnjxlnLpg7umMBrr72G/v5+tP/l7+HH+++GMhxFUq/Fpiffg/b2duRyOdrCTaqtRGhQIBBgYGCAtksajUa89rXv4PyLp2HZtxv6n80Mp9NpnD17Fv39/bBarXSMRK/Xw2azoaOjAwaDASdOnEChUIDFYsHS0hJyuRxaWlpQKpWgUtV+hu3bt8Pv92P37t1Qq9U04HK5XLDZbBgbG4PT6UQlvIBfmNTx7Onp3RZmTzeBtYJOy/67kSqXMTU1BaVSidynP4zj73kQ8fOXod40Dut774PBYMCVK1cwODhIRQoTiQQNaIxGIx2z1Ov1OPqPX4M2noJibJi+XygU4vz587BarbBarRAIBNRHkcPPaDRifn4ehUIBHo8HPT09OHToEPWLyWQSCoUC+/fvh1KpRKVSwfDwMCqVCrxeL6rVKqLRKKrVKuRyOeakJQQe/iDuf/4/6c975JGncPCJh2/J3/E7ibXsqXvfbpi2bMHRo0fR29sL+R/8Kg49dBDChQCSei22fPBRulo8kUhQ7ZtqtYq5uTlUq1W6AYycOyKRCMnXr2DhxdOo7tuNkcceQLVapRfB7u5udHd3U3vq6+uDzWbD+Pg4qtUqLl++jKWlJfT19cHlciGbzUIoFGJhYQFbt26FXF7TpnI6nbj33nvp121ra0M6nYbNZsOmTZtw6tQpFPo7cPTRj/BGD049+Unsvg79Dsb6rGVTvffug9vtRqlUQvcX/gjfv+sOaGNJeubJZDLIZDJMTU1hfHyc+pxIJEJ9lMViodoRg4ODOP6lb4D76Qm077wD+Nn71Wo1jhw5gvHxcYyMjFDNKfL8TCaDjo4OHD9+HO3t7VhZWUFLSwtOnDhBNQjJWN0DDzyAQqEAsVhMN0j19/fD7XbTBFQqlcKCnMPSez6Mgz/5Jv15X3nsY9jP7OlNs56PkppMOHXqFIxGI8r//eM49ujDyDtcKJiN2PTku6mAfHt7OwYGagtO6uNyjUZD9W2EQmHt0u/w8nxUsVikW8f6+/shkUiojyLjLFarFbFYjDcaPDU1RePypaUlDA8PY+vWrTCbzXTlOHC1W69QKGBxcRGDg4N46aWXoNg2gqOPPMUbt2M+6uawlk0NHLwHZ86cwcDAADo+/wd4Zt8uqJfiSLRpaFxeKBTo74/E5T6fD36/vyEuN5vNeP3fvouzL5yCZd9udPzsd5fNZvHaa69hcHAQIyMj9P2tra2w2+0wmUwwGo04duwYSqUSurq6EI1GceHCBbS0tKBSqUAul0MsFmPfvn0IBoO46667oNFoIBAI0NPTA7fbTcerZmdnETOqG+zpxBO/hL3Mnt40a8bl9+xBhuNw6dIlqFQq5D/9FI6/5yGsXJyCamIU1vfeT+PygYEBeuaRDatALdlEOptaW1tx+vRpKL1RLLk8qO7dhZHHHoBAIMClS5cwPDxM43Li48hGYKIRTZZpkLicdMklEgkolUrcc889UKvVNC4nCXegllQvl8vQ6XQ4KynB9/AH8cDquPz977o1f8k3gIC73qH9DcLnnrPzxu0+sbMTf/z4NgCgl+tKpUI3hjmdTgwMDNCV4WRFYU9PD9XbIaJwJJNtMpnw2R9cwA+dV7thfmFSh1/d2w2xWAyFQoGVlRVUq1UsLCzQgMfv90Ov18NgMKBQKKBUKmF4eBiJRAKpVIoG7cViEePj40in00gkEnT1p9vtRqVSQT6fR3d3N86fP4/NmzfTlY8ZeTsuz4fQq1fg3sm+t+hv/Oef1Tb16f0D+N2Hx6iOidlspquX5+bm0N3djUQigUQigUKhQAMZUoGTSqUwm83weDz0cu79jc9i3w+/Rr/G0UeeQtcX/ggWiwVerxcajQaZTIY6HIFAgHK5DJ/Ph7GxMSSTSUgkEhookQvfwsIC0uk0hoeHIZVKeQETSYQePnwYd955JxwOBziOQ3t7O0qlEjLydniWsxBmonjfvq1v3V/4zzmnnvwkr6331fc/jbu/W9tYR35vZJOl0WiE0+mkYsvEpygUCirwLRAI0NHRgUwmQ31B9A8+j7u//y/0axx77GPo+PwfQKvVIplMorOzk+o91W+wIDZBdMba2tqg0+ng9/vR0tICrVaLS5cu0ZXlXq8XBoOBihy63W6k02mo1WrI5XLY7XbcddddWFxcROjl16EILyNvMmD3L32waasw48ZZbU+vPPZR7P9hbVTK6/Wira0NarWa+qiZmRm6rTOXyyGRSCASiWBoaIgmtpVKJXQ6He1802q1sH3yt3lB79FHnkL333yWdsiRVnLi74BaVy/RV4zFYhCJRBgeHka1WsXMzAxGR0fhdruRy+XoJrzVPqq1tRUOhwNbt27FmTNneFoYVZsHKxevoNhpxL7/wu+YYLxxVtvUqSc/id3f/hLK5TLcbjdGRkbgdrthsVhQLBaRSCSgVqtpZ7nL5UJHRwcd8RUKhXTjFCm8LP3+57CnbmvZy49+BOa/+l8wGo2IRCJob2/H8vIyqtUqAoEA7bJzuVwYHR1FMpmEXC6nwb7dbsfIyAiEQiFOnTqF4eFhGAwGnj3Nz8+jp6cHZ8+eRW9vL1KpFLxeL3bu3ImFhQXkLjgBjx+Z9lbc+yl+1ynjjbPano4//gns+9n5ZLfbMTo6imq1CrfbTZNB/f39CAaDKJfLCIfDyOVyvPXzbW1tNNnEcRw6Ojpw7qn/ytMtOfrIU+j/uz+HTCaDRCJBKpWiFzfyrEAgAJ1Oh46ODuRyOZTLZQwPDyOZTNKkvMtVGwucnJykSxtIsp7Ic5DC37lz5zAxMUF1gKo2DyKvn4dyzIrtH3n8lv9dv1NYy0etrKxQTUJy5s3Pz8NsNiOdTmNlZYUW1fr6+ujYrlQqpZd7Unjx/eYfrxuXkzE6j8dDizTEvkhcLhaLqY8i8Z3f70cikcDQ0BBkMhnPR7ndbgwODuLo0aO44447MDMzg8rPFhrlcjnA4UX6ioP5qJtMY1z+y7j7Z/9OlgnE43EUi0V0dNTG6ywWC43LvV4vZDIZT+jdaDQil8thZWUFHMehp6cHxx//BB6sE74/+shTGP3iXyGVSqGzs5NOMdTHUaSBAagVAFtaWqDX6xEIBKBSqaDT6TA1NQWVSkUXVel0Oios7nK5aPe5SqXC9PQ0du7ciXA4jMWjr0ERXkbB3I6dH/vAmgtd3kpuu8QTUNPlmY9m0G9QQZmLUOdSHzQ5HA6MjIzA5XLxMtwA6Oz3+Pg4RCIRVZInwe5JZxB/eLxR6PvvHu3BmFGBQCCAvXv3QiQS0YscgRjw4cOHcc8999AZcRI0vfTSS7j//vshFAp5zgioGY/dbsemTZvg8/kwMTEBnU6Hy5cvw2g0orOzkzpaxs2F2FS7nENfC2jQQZKZ6XSaXuhXr80EavpKOp0ORqMRhUIBwWAQ1WoVHMfB++KrOPirn2j4mie+9A2YD9yF+fl57Nq1C2q1GvF4HNVqlYrIeTwetLe3I5FIIBwOY9u2WpI1mUwimUxSnTCSDMtms7Qq7HK5IJPJ4Ha7IZFIoNfrMTo6SjPtw8PD8Pl8aGtro11TjJuD85lDSF62QbN5HIX+DrqlIh6PI5fLobOzk/73v9oPALUKbDQapf+th8NhGugGj5zGPb/y0YavSewpl8uhWCxi27ZttOOJ+KhyuYy5uTlYrVa88MILeOihh+jnSdD03HPP4V3vqlVFVn9vNpsNCwsL6O/vRyQSwZ133olkMolQKISxsTFIJBI4nU7mo24y9fak3jEOuVxOfUR9sKvT6VAul1EoFBo0A2w2G3p7e6HRaJBOpxEOh2k1f/65V/DAf/9kw9c9/sWvw3zgLiwsLGDv3r2QyWQNZx7xkdPT01CpVFRQPhAIQK1W4/Lly9i8eTO0Wm1tw5XJRDUGXC4XFhcXYTAYsLy8jN7eXlgsFp6PImf5WsKsjDcGsSn15Ci4EQvGx2tVYa/Xi9bWVqjVaqob2MxH+Xw+VCoV9PX1UV2lQqEAgUCAwEuncM+nGn0UsadAIIDh4WG61afepkjBp62tDa+++ioOHjwIoNat53Q6YTKZMD09jb1794LjOPo9ArWtrolEAh6PBxqNBqVSCXfddRdcLhcVdE2lUlhZWVlzAx7jjVHvozDaU+vElMtRqVTgcrmoHVmtVszNzaG3t5dXnMhkMpibm8Po6CgkEgmNy4mPmv3RYbzrtz/V8HXJuef3+3H33XfTSYTVPmp8fBxHjx7Fnj17aDLC6XTS4tx9990HkUjUNC632WzYunUrFhYWMD4+jra2NkxNTaGtrQ3d3d0sLr9FEJuSDA+gdfdmmky02WwYHR1FLpdDLBZDd3c3zw8QZmZm6DQLicvJqLn30Ks4+F8/0fA1m8XlqVQKmUyGJh1IwSeVSiEYDGL79u0AaiPA8XicbpXu7u5GKpVCMpnkNRjI5XK4XC5IpVJotVqMj49jdnaW+ii/3w+tVsvThGW8edaKyxOJBNLpNLq6uuh//6RTsp5oNIpIJIKxsTEA/LhcIBDg0n/+GE985jcbvu7xL34dbXu2IpvNYseOHQ1nXqVSwezsLEZHR/Hiiy/iwQcfpJ8lOYX14nK73Y75+XkMDg4iHA5jx44ddEmH1Wqlyc+N4qNuy5L0tp7WurGgVhrYisViyOVypNNpDAwM0F+E2+3mrWBWq9XYtGkT7HY7Ojo6oNfrebo7R+bSABoTTyV5K4aGulGtVhsU5wlknEUmkyGXy9HE08jICE6fPg2NRgOhUIhqtdoQSJPWvUgkgi1btkCj0dB5ddLBUL/mnHHzqLcpv99P11+SYGl0dJSuHG+G1WpFKBSimev6bV7x//hJ08/IFpcwODgIvV6PTCYDtVqN1tZWuFwueqkk4ywmk4knoKnRaBAMBrG4uEiTUeFwmOcol5eXIZFIEIvFsHXrVtrKXiwWaaY8k8mwAPwWMPLYA8DPWqRLpRLsdjvGx8fR2tpKV9HXr1mt31gB1Np3tVotbfGtr7Jcy56Ami9pZqtkOwvRT6lfbd7d3Y3jx49Te1i9vpXjODgcDkgkEiSTSezZswdisRh+vx8KhQJSqZQKaTJuLvX2BNQCD7VaTc+GQCDAuwCRsXKCSCTCpk2b4PF4kEwm0d3dzVvDG13mrxEmyEO10XCyQQqoiWgWCgV6eSMdDKtXCnd1deHSpUsoFotUP6NYLPKELf1+P7LZLMRiMQYHB2E2m5HNZrGysoLx8XEUi0VIJBKWdLoF1NvUysoK7RLp6emhF3Wix0S2P9VvFLRYLEgmk3T0rv4ciX3z2aZfk9jT4OAgZmdnm/5e68dZ6pe5CIVCaDQavPTSS3j/+98P4Op2H4JYLMaVK1dQqVTQ3t5OL4T1BAKBDROA/zyx2kddunQJmzdvhkgkglKpRDKZrG24+9mmVJfLxYvLVSoV3dxrMBhgMBh44rz+yH+iGeTcW0uQF7g6zkLi8nrfdfr0abS0tFCd1rXi8lAoRBPo8/PzdKv10tLSmhtfGW+OepsKBAKIRqMwGAwYHR2F0+nE2NgYfD7funF5OBymSYQbicuNRiNSqRTUajVaWlp4G4N7enpgt9vR2dnJ03VtaWlBIBBAMBikcTnZ0EmIxWIQi8WIxWLYvHkzjdlKpRI9G9PpdIM2HuPNU29P5XIZNpsNExMT0Gq1CAaDMJvNaGtro3ZGCvsEg8GwZlwOAPOxxrwBUDv3JiYmeHF5faxEfCTRe6r3QxaLBSdOnKCJy0QiwdMj4zgOdrudJut3794NiUSCQCAAhUJBk5zEzjYCt5W4+FqMjo7CbrcDABX3JttThEJhU6FCgUCA8fFx5PN5zM3xN+UZlc2dmJqrCdS1trZSQU0yrkdoa2tDPB6H0WjkCZAJBALk83l64JF2S8Lly5epAN7k5CRtYa9PcsXj8abC1IybCwkmCoUCzyGYTCYsLi5Cq9XSzU71mEwmWCwWXLlyhZck4vqaHyCZ9lZUKhXodLqmz6t/rt1uR2tra4MtE/E5cjkgJBIJOJ1OSCQSGAwGmnQioxA9PT10rI9xa5FIJDCbzXTpAElmrh45WY1UKsWmTZsQCoV4vmStefVMeyvvOWs1s/b29mJ+fp7+L0EkEsHv99PgjGz3IRw7doy26e7YsYMG+ZVKhQbt1WqVjdi9BZCuXo7joNPpkEwm6VhvLpdrSAIR+vr6aCt2/Z8XO5sXNPImAziOQ39/P7UVkugikIJPqVTiJQqA2jINYjPLy8u888vv9yMQCIDjOAwNDdFOzUAgAK1WC5VKBbfbTX0X49ah0+kgEomo/+jq6oLf78fQ0BBmZ2fpBqjVaDQaTE5OwuFw8ETG1ZNjTb9O1tiGTCZzzUSi1WrFiRMnMDw8zHuuSCTiJcDqRabL5TJee+01iMViKJVKOtpJBFiNRiOSySTrIniLGB8fp3E5EfeWSCQolUpr/v4FAgFGR0dRKpWobglBONDb9DMVS81v6PV63tryev/W2tqKlZUVGAwGXgIBqGmqkgv/an9z5coVWqQhF1QAvKVD5JLKuLV0dXVheXkZ+XweQqEQLS0tSCaTdPlA/b2sno6ODvT09GBqaoon+izob15wzbS3olwu08Ura2E2m+k0yuokAtnQuLrBgGgDiUQiGAwGegeMRqNIp9Po7+9vupCBcfMhiWOy1It0ObW3tyMajaKtrQ0rKysNn5NIJNi0aRPC4XDD0guptXmsIhyo3bNIAacZ9Xeyet8nFAoRDAbpXY1sciWcOHECEokE1WoVO3fupM0uxPY4jqOaiBuFn4vEE5ndJXoVZAU0+UUqlUp6eKymq6sLRqMRU1NTKJfL4DgOY+1y/MKkjve+T93Tj13DJjgcjpp+wc/Wser1+gZnR0RdgauHH9GwoHPhdQmlc+fOIZ/PU/FVoqcC1JJNer0e4XCYdwlk3FqIEwJqDoGMsSQSCXR0dDQELwS5XI7JyUksLCzQ9+ju2tSwLeGVxz6G/b/yUbjdbtpiuxZtbW1IJpPo7++nwf/Kygqd/V1ZWeElMlOpFI4ePYrBwUEoFAp0dnbSZ5HAWyAQIJfL8WyNcetobW2FUCikOjhqtRrJZBIajWbdpCNQE+mVSCSw2+01ja5923H8fR/nvefwez6Mez/1MVQqFTgcDrS3t/OSSqspFotUnJ7g8Xiwfft2eL1eXmANAIcPH4bBYIBIJMLY2Bi9+GWzWSwtLaG/v79hvIFxaxkfH4fD4QBw1V/19fXRzhUSUK2mtbUVo6OjmJ6eppudTPfubNg6deKJX8JdH38SDoeDJoiAq5f/enp7e7G4uAidTkfPQ5/Ph5GREeRyOVQqFd4FzePxwG63Q6/Xw2w286qK9WK+MpmMdTu9RXR3dyMajaJQKECr1SKdTtPKK+nSboZAIKCaN2Qrj3iyH68+8Uu89x155Cns/5WPYnl5GQ6HAwqFgrdZrB5iYyQ5D9QS3PF4HCMjI/B6vbxqNMdxePbZZ9Hf3w+ZTMYr6pGxO51Oh2AwSCvHjFuLRCJBZ2cn9UPd3d3w+/3o6+uDx+OhI0zNMJvNMJlMuHz5MkqlEjiOa+qjTn7gaYw/8TDsdjuq1SpisRgANI3Ruru7aQGH2LLD4cCOHTuoHdZ3TV24cAGZTAYymYxuiyKsrKygtbUVkUiETSG8hZBzjiy7IEWKVCpFN7M2Qy6XUwkTYheanZMN24VJXD43N0e/zlqxuU6no9M1JFGQTCYhk8novbA+Ls9kMjhy5AiGh4fpfxuEeDyO1tZWCAQCOv3AuPVotVqIxWIsLy/TZGYikaD3qvV+/wMDA5DL5bDZbOA4DisrKxh57IEGH3XqyU/C8sDdsNvtaG9vp3e4ZnFNuVyGQqHgbR6em5vDtm3bsLi4iEqlwus6PnLkCLUb0qEM1Ap+4XCYxuX1naUbgdtS42kt/H4/lEol2tra4HA46LaAteY16yFjJJlMhq6ej1SUmI9m0GdQQZoM0Ara0tISzp49i71796KlpaXhwjU7OwupVAqdTodoNAqtVotyuYx0Og2j0Ui/F41Gg9deew0SiQRCoRAqlQpCoZA6KtLpsG3btqYaC4xbS7FYpJoDZAZYLpejWq0iHo+va09ArbsomUxSx8XZF+h8sXhyAGazGUqlEqVSiXZJ7dq1q8GeOI6D0+mkjmpkZARXrlzB5OQkFasXiUQYGRnB8vIyjh07hi1btkAsFkMoFCKfz9PnnT9/Hp2dncjn8+jo6KAbiBhvDU6nk2rSkdltp9MJi8WC5eXldcceS6USHA4HKpUK2trakHh9Cnm7C5rN4+i+fw9CoRD1HT6fD1euXMF9992HUCiEjo4O2m0J1HxUuVxGW1sbHZ1rb29HMBiESqXi6Ra88MILsFgsEIlEtGpCvg7R4hkcHITL5brmfxOMm0s8HkcqlUJPTw/VVIpGo+jp6cH8/Pw1fx8ejwf5fJ7qPtX7qPJQJ8bHxyEQCJBKpXDmzBkMDg6it7e3wUdFIhFks1lIpVKkUin09/fD4/FgaGgIc3NzyGQyaGlpwcDAAGZnZ+Hz+dDR0YFKpQKlUkmfxXEcjhw5gv3791ORacZby+XLl7Fp0yaqnzQ8PIy5uTnIZDK0t7eve2Ykk0ksLCzQswcOL7Un3a7NAGpJASJQPjc3hwcffBBut7shaU18lEgkwtDQEBwOB8bGxuByuVCtVlEulzExMYF8Po+f/OQnuOOOOyAUCmm3wWofZTQakclkeBc+xq0nEAhQTTqHw0E3QF9vXO50Omlcnk6nkTlnR/KyDS2bx1EeNNO4PBqN4syZM7j77ruh0WiaxuUymQwajQbRaBStrbVN1blcji75GBoagk6nw+uvvw6RSASRSASFQkFtEKjF/x6Phy5sYT7qraVcLmNmZgbj4+NUr02tVtMlCNcTl6+srFztCq7zUZJNtRE7tVpNR7HS6TT27NlzXXH59PQ0JiYmqO8SCoUYGRlBLBbDyy+/jG3bttElHZVKhfqoixcv1jY/lsvQ6/VMc/UtZmZmBj09PXRhDonLe3t7EQ6HeUsPVlMul+FwOFAul6lERuDwKSQv2yAfG4Jy2yj9Pfv9fly+fBn3338/lpaWoNPpeL/r2dlZlEoltLe3QygUIp1Oo62tDeFwGGq1Gl6vl2pEvfjii7BYLBAIBDQuJ/Y5OzuLarUKq9W6obSdCD8XHU+E7u5uRCIRFItFqjuxeixgLQQCAcbGxpDL5XDu3Dl0dXVhW08rnrijG3f0tMJisdDKTXt7O3VEdrsdxWKx4Xm9vb0IBoMolUqIRCK0NY4cenK5HCdOnIBUKoVEIsGWLVt4mUwAdL54cXGRdTu9DUilUnR0dMDn89GqSmtrbZyJjN2tBwmwA4EApFIpRh57AHf+4a9j5LEHeKMLEomEHkgOh6Nh7Mrj8WBwcBByuRxSqRRnzpzhZbBJddjr9eLs2bOYmJhAa2sr1eAgowjZbBbpdBomkwn5fJ4lnd4GyJgdcLUCrFQqUa1WeVoBzSAtvtFoFAsLC9j0gfdQe1KpVJDL5dR2LBYLFXFNpVJNfaDVakUikYDX6wXHcfQA7OzspImEw4cPo7e3FzKZrOnhRTo1WbfT20N9J11XVxeCwSCtwJKxlvXo6+tDKpXClStX0NPTw/NR9SPsLS0tOHjwIBYXF2G32xs6FRKJBPr6+mhAT0SEQ6EQzGYzkskkdDodpqensbi4CL1ej6GhISiVSl5FkYiPl8tlXqKU8dYxNjYGh8NBNZXIpjCy3XA9NBoNhoeH4fV6kUgkePbU0dGBRCJBt94NDw+jp6cHTqeT11EHgGp7mc1mKBQKvP766zAajfSSR7aARqNRvPzyy9i8eTOkUmnTC8Li4iLtdmFJp7cesmq+UCjQZFNXV9c1bQm4OnqXy+Vw9uxZdHd3U5safewBXmenwWDA3r17MTMzA7vdzpM7IPT09FCBaWIPHMehpaUF0WgUSqUSJ0+ehFgspnH5aj3XlZUVaLVaprn6NiEWi2knXUtLC7LZLDQaDeLx+HXd9zo6OiCRSOD3+yEWi3k+imgDcxwHsViMzZs3Q6VSweFw8MY4gZrAeH9/P5RKJWQyGS3MEIjci8/nw5kzZzA5OQmdTofOzk6aHAdqMVQikUBnZyey2SxLOr0NkHwBx3F0o6FarUapVGrqR+oRi8WYnJzE8vIy5ubmoFarqU1t+sB7oFQqqe10d3djbGwMbrcbyWQSwWCw4XmkgSAQCNCRT6A2SRWNRpHP53H06FFYLBZIJBIqdF5PsViETCbjbcvbSPxcJZ6Amt4TCZpaWlpQrVaRSqWoUNh6lMtldHR0wGAw0NE7ApntJmMxWq0WarUaY2NjCIVCcDqddIsZCaBMJhNmZmZ489/pdBo9PT145plnqPAXUdZfDQnaSesf462HtDHGYjHqnFpbazPg681/19PZ2YlisUhHBggkG01QqVQYGRmBSCSC3W6n88XlchkSiQS9vb2IRCK0/TudTkOlUoHjOMzNzWFhYQEmkwmdnZ30+y4WizTxFAgEYDKZMD8/T9d4Mt56yIW+paWFVuD9fj8V8l2PUCiEoaEhGAwGOnpH6OrqQigUon6LbPMcHR2Fy+WiYzBENFwkEkEul8PtdvO0vrxeL3p6enD48GHo9XooFIqmSaVqtYpQKISuri5wHNeQOGe8NZCCS6FQoMlMoVAIi8Wy7rglQavVoru7Gy6Xizf6JBKJYDKZeIF8W1sbxsbGkM1mYbfbeZoZQC1oCgQCNFgjgbROp8OxY8foqO/k5CRkMhmUSiXvGblcDgqFokE0mvHWIZFI6Nrxzs5OLC4urqnx1IyFhQUMDg7CYDBQn0MgXegEEm+Njo7ixIkTtJhDxkWJftny8jIvjvJ6vWhpacGFCxdgNpuh0WiajtAtLS1BoVDQ8UHG2wPRpANAJwAymcy6sgWESqUCo9FI4/L6ZHpLSwuEQiGNlVpaWqDRaDA2NoZIJAKHw9EwIko2ytYv88hms7BYLHjmmWcgk8kgk8mwefPmpnE5KSSTxSCMt556TToSl+v1euTz+TVlVeoplUro6uqiMUw95A5JUKlUsFqtVO6AjJKTUXCLxUI1muRyOdXyLZVK8Pv9tJhCFsoA4MXlPp8PJpOJaa6+zYyNjcFut0OtVtOJkEAgALFYzMsFNCMSiWBgYAB6vZ6O3hHMZjOWlpao3+rr64NIJKKFYRKjJRIJaDQaiEQiqFQqzMzM8Aopfr8fPT09OHToEFpbW6FQKJomlUizg8ViWXcR2tvJz+VNgTgOovXU0dGBYrHYVHiunrm5OVSrVWzevBmTk5OYnZ3ldZ/09vbC5/M1zHz29PRgeHgYs7OzOHnyJB2XqVar0Ol0dO4cqOk5yeVyiMXimp5Uk2wlAOo8iXge4+2DXOzK5TI0Gg1kMlmDhlczOI6jowJWqxUcx/GCbqlUitbWVhp4kY0vRqMRAwMDyOVycDgcvIsZ0d6pVCp0HXogEEB/fz/8fj9GRkZ48+GlUol2DpAVr4VCgbdZivHWUq9JR4ImuVyOzs7Oa17uSMfA2NgYhoaGeOKnAF/3hwTNIpEIAwMD6OjogN1uh81mo9oo1Wq1QcyQ6K9kMhm0traumaT0eDzo6urasFWVdxJkyw+pAPf39zeI8zYjFotRLZ3JyUnE43FeJ0JbWxuKxSLVJtRqtVhZWUFHRwfGxsawuLiI6elp+n6SOK1PQl68eBGVSgUGgwHLy8vYunUrDYZIYoHg9/thMplYN+bbTH0nncViod3bZAPntSiXyxgYGKBr5+sT6kNDQ3C5XACuLmPp6OiA2WyGXC6Hw+GgnXNAzUfp9XpEIhG6wGBmZgZtbW2IRCKwWCxrdoTHYjHodDpaxGO8fZCziSQzyQbLa2kckrh806ZNmJychNvt5nWfWCwWBAIBXoKJdC6QROfJkyfp779arTZoK549e5Z2lFcqFUxMTDT9XvL5PEqlErLZbMNGK8ZbC9GkKxaLNBEVjUbXFXAGarZBlvEMDw9DKBRSPVcAdCEPSYKTLiiz2Yze3l4UCgU4HA5ehzopDpfLZQSDQUilUvh8PvT19dE4r36pQX1cHovFYDAYmObq20y9Jh25zysUCnR0dFwzLo/H4ygWixgfH4fVasX09DSNmYCr8RnQGJebzWbY7XZMTU3Rc6xarcJisfBiOLvdDoVCgXw+D61Wu2ZhbmFhAZ2dnRtS24nwc5l4kkqlMBqN8Pv9sFgsSKVSSCQS6wqF1SMUCunoXaFQ4BkdyYoCoC155DMjIyPQarXweDwIBAIIhULYs2cPvF4vznmW8fUTM/BlRfB4PNiyZcu6ToYkzFKpFKvUbQCI4yBBk0ajgcFgWLejgLTskvbbjo4OWCwW3nYNsrK1UCjQhFJnZydd7dnV1UUTUA6HA9u3b4dOp8Ozp67g++f9+NGrlzE0NIRwOIx9+/bRzYgEsvWHdP7F43HWSbABIB1p8XgcWq0WWq22aVJ7NfXbKeq3a5AgSSAQoLe3l3YaKBQKahMKhQJjY2P0cufz+VCtVjE8PIxQKAT7D17A2T//W8jmw5ifn8eBAwca7KmeWCxGL6is2+nthxRcrFYrvdhfS7yeBOqkm6S3txdqtRpXrlyhtkj0mjiOQ0dHBy/p3t/fD6lUinK5DLfbjZmZGdx7773I5/M4+/Xvw/aFL8F36FVwHAeFQoGRkRFe9ZAEUkCtO6W1tRVer5d1ZG4AyHZXiUSCfD6Prq4uZDKZdRNP6XQauVyOBtBk653T6aSFP4VCAZVK1TC6AlwVvie6GfPz8+jo6KBb9k5+9Vu49Ll/QEe8AJ/Ph/vuu29d+/b5fGhtbWUd4xuA+k66np4erKys0KTztQp4AoEAIpGIt/WO+Djg6ngoACpeDvDjcp/PRzdp7tu3DwsLC7B9/3lc/t//hMxZO7xeLyYnJ5tuPSTfn9frhdlspuLijLcXIl1gMpkQCoWg0+nQ1ta2bqJgYWEB1WqVdnEbjUb09vbiypUrNJnU3t6OTCaDXC5HFysQeQ2yvTqbzcLhcMDpdGLLli1oa2vDq1/5D9j/z1dw8qvfwujoKEKhEPbt29fQhUXico7jkEgkkEwm2Zm3AdDpdBCLxTS2bWlpgd/vv+bnyGZn4Oro3dLSEu0WFwgEPL+kUqloYkoul2NsbAxKpRJ2ux1+vx+lUonaj/0HL+Lsn/8tJO5FzM/PY9++feuO/8XjcdqJuRG7nYCf08QTUKukkY6TXC4HrVYLpVJJE0WryefziMfjDe3anZ2d6OjooC2+IpEIZrMZfr8fcrm8wQBkMhnGxsYQDAapUzkUUeL9/3wa/+rk8L+OJfBiRImBgQHeBRHgr+H0+XyQyWSsSreBIO3iPT09VLtrvRZMUgWpb9eu365BLnBkZTUA2glHKsShUAg7d+6E2WxGKBSC3+/HjxYE+PWf+PH359P43PkK/uIn07j33nvR3d3d0LZODjjSnUJmfxlvP6STjlTXiHj3Wq3iPp+PdhLUMzAwAIlEAofDQfUqRCIR4vE43fxC4DgOGo0Go6OjmJubQ7FYhFgsRvbP/w5jTzyMD/3b/8P+T30Msr//Okwm07odDrFYDMlkkmk7bRCIJh3ZwNnW1oZUKrXuKEuz7sfW1laMjY3hypUr9GJYr00GNG6NGhsboyLkgUAA1b/6InZ89P147z/9bzz6P38Ny5/539i+fTuv2wXgb3YJBoO0hZyxMSC/d6vVCp/Pd00dumAwCIVCwbuUk407mUyG6vHUjx+s1mWJRCIYGxuD1WqF2+3G8vIyzGYzgr/zZ7j7kx/GL/zr32Lnx5+kPqpUKjXVMsvlcpBIJIhGo6w7ZYNAChWFQgGFQgE6nQ5KpbJhJJNAJhVWx8FmsxmdnZ00LhcKhejs7ITP54NUKm2wB6lUirGxMdolHo/HIf1//47x978LT3zpC3jXb38K+D9fxeDgIPr6+ngFRTKqCdTsm8XlGwuSdOzr60Mul8PS0tK6HU9EP66+WCaTyTA5OYlAIEDPtfqzitgUSUAGAgHs3r2bFon9fj9WPvs32P+pj+E9/+8v8MRnfhPTT/8W9u/fD4vF0iCzQeJy0p3CphA2DkSTrrW1FaFQCBKJBDKZbE1pFSItUK/vBdQKdkSsnOM4qNVqSCQSmmeo13cicTvRfyLC9Pm/+HuMPfEQfvFrf4d7P/1xyP7+6+js7IRer29auAFqxcRUKrVhu52An+PEE1DrSAqFQujr60MsFkMmk1kzU+j1eqHVaptWO1QqFW3xXV5eRmtrK2/8QCQSoVgsIpfLQS6XIxaLobu7G5OTkzg27cV3pvkVuW9dWsYFbxwqlQrFYpEekjqdDqlUCtVqlYoNazSam/y3wnijkE66WCyGQqFAK/3NbKpcLiMUCqG7u7vps4hTWL0VrL+/v2kXld/vx7333otltOCLJzy8P3vBx+GibwUAGpKZZDTP7/ejWq02JC0Yby+kS6W3txcikQiFQmFNcUyif9NMd8JgMGBwcBDT09PIZDK88YPV4s19fX3wer244447MDo6iuNf+gYePvRd3vP2/fBrcD5zCCaTqWniIhKJQKPR0O5QxsaAXPhlMhmWlpZQLpfX7CYIh8PI5/NNBZlFIhE2bdqEWCwGn8/HGz9ob29HLpfjtZKTy//u3buxePQ17P3h13jPu/+5b8H5zCEIBII1k5nhcBjlcnndDTKMtx7io9ra2mhScC1h6Gw2u2Ynd3d3N9ra2nDlyhVUKhX6XJVKxUu2E01Lp9OJgwcPYnR0FD/+q7/HI0d/yHve3d//FzifOUTHIlZDhF5ZZ8rGghRcenp6sLy8jHQ6veYSBI/HA61W2zQOViqV2LRpE+bm5hCNRqHT6VCpVJBKpSAUCiGVSpHNZmmiIR6Pw2QyYfPmzbB973kcePYbvOcd+PHX4XzmEF1nTpYGkXFgjuNQLBbpqAtjY0A66aLRKMrlMh2XbJYkr1arCIfDTfXggFqyqX70bnh4mG48I0nzevx+Pw4cOIDiZRf2fPcrvD97+NB3MfvjwwBqSYj6LiySeCJd7mwKYWNBmgxIF1oul1tzmVQmk4FSqWwaB+v1egwPD+PKlStIp9Po6urC4uJig5Yr6QL1er3Ytm0bRkdHcfKr38JDL36H9z4SlxuNxqaa1cvLy1Cr1RAIBBt6CmHjfmc3CbIWkbSepdPppl0qqVRq3XZs0uJLRu/I3G9/fz+KxSLNehPDMpvN8Hg8iKxRIJyP1gKt+qCJrLR2uVyQSqVrOkfG2wexI4PBgEKhAIFA0PRAmp+fR3t7+7rjlEajERaLBVeuXIFAIIBareZdyMiF0e12Y3BwEMlkEq/Zmo/2EXtSKpUNFWCBQIBcLgexWEwFDRkbh9HRUXi9XpTLZVQqlaYC4xzHUc2AtZBIJJicnEQ4HEYwGMT4+DhsNhsvcC6Xy/QftVoNu90Oeah55SR52QYADRVgAHC5XLwV04yNg8ViQTgcRmdnJ01mNguaVlZWrlnY6Ovrg1qtxvT0NPR6PbLZLORyORXzjcfjaG1tpWvRw+EwEpemmz6L2FP9uB4hl8uhUqkwjYsNCNGkI9o2a23gjMfjVKR5LVpaWjAxMQGn04mVlRVeoaU+Qbq0tAS9Xo9qtYqpqSnoVtJNn5e8bINAIGhaAQ4EAlSjg7GxGB0dpYLQQC0ub7YdOp1ONy0G1zMyMoJSqQS3242+vj4sLCygv7+fXhbJpS4QCKCrqwsLCwsou5rHUcRHDQ0NUX0VpVKJXC6Hubk5qgPD2FiQTrrW1lYalzdLjs/NzUGv1/N0UFfT3t5OR+84joNWq2245AsEArqkJ5VKIXDidNNnEXtSKBSoVqu0SE20X7PZLMRiMZtC2ICMj49TiYFKpdI0b8BxHBX9XguxWIxNmzYhEokgEAjQDr22tjYkEglUq1UUi0Wa2NZoNHA4HJAGm3eqE5tancwEao0MQqFwQ3c7Ae+AxBNQO5iIxpNSqWz4ZaVSKWQymetqxyajd1euXKEjUgKBgBrl7OwstFotnn32WYRCIQgzzS91ffpagE2CpuXlZTpLvLCwAKPReM0Dl/H2QC52arUauVyuacAUj8d5W1PWQi6XY3JyEj6fD0KhEMvLy5BIJMhms/D7/dBoNCiXyzhz5gzOnTsHZaV5AN4uvxq014/uAbVxvWw229AKytgYkBEpEnykUqmGQIdonVxPgDIwMACZTAan04muri6qoUMu+263G6VSCc8++yxSqRTShuYdAZrN4wBqgTepAJNx4EQiQXWqGBuPsbExeL1e2pHWrE3c7/dfVwckGb2bnp5Ge3s7T/CSrElXqVQ4cuQI5ubmkNI37wZQjFnp/1+dzJyamoJGo2FbfTYopGtIo9GgUCggGo02JMgjkch1nXn1o3fRaBRSqRRarRZ+v583Yu7z+XDo0CGk02nkOwxNn0V81OpkJpE5IEsUGBuP0dFRxGIxGpevHrfLZDJIpVLXVYA1m80wm82YmprC4OAgZmZmIBAIqK4rict/8pOfYHFxEYm25j6qZdPVZT8kmUnOOLL4hU0hbEyI2DiJy1dvXAVqxZbr2URYP3oH1OJ5qVSKdDqNQCCAlpYWFItFnDt3DmfOnEHe3NzPiIf66P+vT2YCtbOTxeUbF4lEArPZTOVSstlsQ/f/wsIC2tvbr0seYGBggI7edXd3I5vNQiKR0JG72dlZVKtV/PjHP0YikUDa0NxOyZknl8vBcRzy+TyV/SGFwI0el4vf7m/grUAmk6G9vR3Ly8uIRqMNlzefz3dDVQyVSkWrdiKRCJFIBKGXX0d1bgHioX7o796G/v5+KJVK7Nq1C8sKO/7p2NVk16fu6YcyF8Hc3ArdNmWz2eDNCHEyWIYkH8eePXtu2s/PuPmMjY1hamoKCoUCsViMt1qXrHQ1Go3X/bzh4WFEIhEIBAJkMhlc+s8fQx1dQdlihuHubdDpdJDL5bjrrl5E5Qs8e/r0/gEM6kSw2+3o7e2FUqmEwWBANBrFXKKKk4cuYdzSQ0WpGRuPtrY2ZDIZSCQSVKtVxGIx3qUpEoncUHeRXq+HRqOB0+mEUCjE4tHXMGefRamrAx3776SrWDUaDXb+j5049fp57K5rFX/1/b+MNms3gsEgOjs7MTQ0BJvNhsKlWfhPnMZyiwIPP/zwTf07YNxciI5XuVxGNBrF8PAwDUj8fj/0ev11+wShUIjJyUksLCxALpcjnU5j+nvPQRFeRqWnE+1774DBYIBMJsPO//lrOHV+imdPp578JDruGIHdbofVauVVgFNnphGbmYPlnj3A3bfkr4JxE7BYLLVK7M9Ecefm5niV1YWFBdx3333X/bzu7m6kUikq9ht+5Sx++M1nUe3phPGeHVCpVOjv74fRaETbnj04deoMz6ZOPPEJ6K3d9OwdGBiA2+1G8MhpRF4/D8lQH9qfZImnjQrppItGo7TgVo/X672huJyM3jkcDgiFQkSjUQSPnEZ1zgvxUB/a922n8dGu3//vOHX+8iof9TTaxnrpRIPRaITdbsfyqxeQeu4Qkm0a7Pr9X79pPz/j5jM6OoqpqSnI5XIkEgksLy/TZHixWMTKygp27Nhx3c8bGhrC0tISLd5MfecnUEdXULGYYdh7B7RaLRQKBXp+bRdOnbnYcOb13bsTdrsdPT09UKlUaG9vRyQSQfLMNF799vPQbh5nUwgbmNbWVmQyGYjFYpRKJbqBlRCJRG5oTFKv10Or1cLhcEAkEsF36FXMOlwomNthuncnlEolhoeH0dLSgrv+x11N4vKn0Wbtpt2bg4ODsNvtKE254Tl6HNHbJS7n3kEsLCxw586d41566SUumUzS15977jmuWq3e0LOWlpa4mZkZ7vjx49yP7n2M4wD6z5FHP9LwvPMLMe5753zc+YUYfS2Xy3E2m43z+Xzcn/3oMtf7e8/Sf/7yp7Y39bMybj35fJ67ePEid/jwYW56epq+PjU1xblcrht6VqFQ4GZmZripqSnu2YOP8+zppXd/iEun07z3N7MnjuO4+fl5zmazcaVSifudfz/ObOo2w2azcefOneOef/556kPK5TL3wgsv3PCz/H4/NzMzwz334JM8e3rhoV/g/H5/w/sdP3yRe/1P/y/n+OGL9LV4PM7ZbDZuaWmJO/bYx3jPOfmBp9/4D8p4S1heXuYuXLjAvfLKK5zb7aavv/rqq1wsFlvnk42kUiluZmaGO3PmDPfjA4/xbOHwez7MlUol3vub2VO1WuUcDgc3MzPDVatV7vB7Psxs6jbj0qVL3MmTJ7mTJ0/S18LhMPfaa6/d0HOq1So3NzfHzczMcD+9//08O3jx4Q9yS0tLDZ9pZlOhUIiz2WxcKpXijjz6EWZPtxler5fG5fF4nL7+/PPPc5VK5YaeReLyEydOcD9a5aOOPPJUQ1zezJ7y+TyNy199/y8ze7rNKBQKNC6fmpqir09PT3MzMzM39KxiscjNzMxwV65caRqXp1Ip3vub2RPHcZzH4+Gmp6e5UqnEzrzbELvd3hCXVyoV7vnnn7/hZ5G4/PlVcfnzD/0C5/P5Gt7fzKZWVlY4m83GRSIR7tj7Pn7b2ZOA466xv/vnDJvNBq/XC5PJhK1bt2J5eRmzs7PYtWvXup+rVCrweDx0W4Jer68JZX73OUw++e6G9x/7539H58HaM5VKJdRqNVQqVdP1hifsfnzk3y41vP6DT+/Bth4mjLmRWV5ehs1mQzwex3vf+14AwPPPP4+HHnromu2OkUiEroKWSCTo7e2F80cvYfR9Dza89/gXvw7TvTsB1CqFarUaarUaUqm04etwHIcfnZzCrz/bOOPObGrjc/bsWYRCIUxOTqKvrw9XrlyBUqm85lhUoVDgbe3s7OyE/6WTGFnDnswH7gJQG31RqVRQq9VQKpVNRQnPfv372PHR9ze87vzhixh57IEb/REZbyFerxezs7OQSqXYt28fOI7DCy+8cM3KGPcz/QIysqBSqdDZ2Qn7D17A2BONn623KblcTm2qWVdVsVjEya9+C/d++uMNf8ZsamNTLBZx9uxZRCIRPPDAA1CpVDh+/Di2bNlyzTGkZDKJcDgMgUAAgUCAnp4ezP305Wv6KJFIRM88uVze9Gw9+dVvYc/TH2p4ndnTxsdut8Pr9aKjowNbt25FPB6H3W6/Zud/tVrF/Pz8dcfl9TZ1rbj84rd+jK0fem/D68yeNj7xeBzT09OIRqN43/veB+DWxeXEniQSyTXj8uNf+gbu+ZWPNjyH2dTG59y5cwiFQhgbG8PAwABsNhskEsk19ZQKhQIWFhaoPdzMuPzc13+A7R99ouH1jW5P74hRu3rGxsYQiURqq8fbevHTE+dx8M7Jpu+Nx+NUsFIoFEKn0yEWiwEAHa+Knj3f9LOK8DKGhobAcRzdAES2LiQSCSSTSVSrVQgEApxabBQTBmqC0SxJsLHR6/V0k9ypf/lPcPM+lFqUEDzceLiVy2UqVgdcFUSsVqsolUpwuVwIHD+F0SZfRx6KUgdXLBaRyWQQiUSQz+eRy+WwsrLCW/d6OdR8nSyzqY0PESI8+/XvY4kTwSus4v2f+c2m7w2FQlS/RyqVoqWlhW4bCwaD8B0/hZEmn5OHonR0r1KpIJvNIp1OIxwOo1Qq1WbM67aWpU6cRrMG9eRlG7CBDzgG0NPTg1gshvPnz6M1nEbw5GtQj1ubvjeXy8Hn89EgSa/XU0HUbDYLl8uFxZOvY6zJZ4lNcRyHQqFA9TBKpRLS6TRWVlZ4WxbTF6eafg/MpjY2UqkUo6OjWFxcxLEvfh2GdB4RYRWaffsa3stxHLxeLz2bSOKoUCiA4zgsLCzAfx0+qlwuI5PJIBaLUV3FeDzOEzlPv36u6ffL7GnjMzY2hqWlJdjtdigWljDzwmH03ru36XvXissFAgGNy5fONI/L631UfVxeKpWQTCaRTCbpe1MvH8fWJs9g9rTxaW1tRW9vL+bn5/HqV74FkTeAokoGQZNiS6VSwfz8PC8uF4lEqFQq1xWXEx9VH5cXCgXkcjnEYjGUSiV6nqbOX276/TKb2vhs2rQJ4XAYNpsNpSk3HD95AePveQhoknhaHZdrtVqkUilwHHfdcXm1Wr2OuPwktjd5zka3p3dc4kkgEGDXrl346F9/D2cunQQAfGnqPD51zwB+9+FReDwelEolLC0tQSwWQ6/Xg+M4VKtVVKtVXnazUqkgMTne9OvkOvRNV/yKRCIMDg5Cp9PRDKbeG8dXbCcb3ttvUN2MH5lxi+np6UHHN57F7he+TV879fp57P7Ol7G8vEyD5aWlJVgsFvp7T6VS6Ovro9U2juOQvXNb06+xlj0JBAIYDAaMjIzwtMv03ji+Ms1s6nZEJpOh5Uvfxrt/tpL+TgCnLk5j93e+jFKpRDsvQ6EQNBoNXUJQKpXQ2trKW5JQ2rMT+ELj18ibDHC5XGt+/bGxMbS0tNCAyZmuAv/8Vw3vJUKHjI3Nli1b4P+tP8Hk0R+ClFlOvXAEu7/zZQSDQWQyGSQSCeRyOZhMJvp7J+Kn5N+r1SpSd2xu+jXWsimBQICuri5s2rQJYvHVkMOZ4YB//uuG9zOb2vi0tbWh7V9/QFfS1/uoTCaDYDCIUqmExcVFmEwmqmOSyWTQ3d0NuVxOn5Xf1VxzZa0zDwDUajXV66E+itnTbc1dd92F5x74AEaOP1u7lP3j53HqO09j17e/ROPyaDQKkUhE9TSr1SoqlUpjXL7G73wtmxKLxQ1xOTvzbm8sFgtM3/wJ7n7+P+lrp85c5MXl+XweS0tL6O7u5sXlPT099Ky6Vly+Vhyl1+thtVp5cTmzqdsXqVSK3bt34+gjH8HIyZ/WfNSXvoBTH3gaO775j7SpYHFxsSEu1+l0PG2oNxqXj46OQqPRrIrLb78z7x03agcAF7xxPP6PjZfy/zaax7hRCalUes2Vm0AtidTa2gr7f/mdBlG53d/+0g19T597zt4gGP27DzerKzM2Gs5nDjVtm/zWZ/835FtrQnEymQwdHR3XbPNVq9WY+7XPYM/3vkpfeyP2BDCbul1Zy56+82dfQHW4i1bk6i90ayGVSuH/rT/B3d//F/raG7WnU09+8k37Ocbbw1o29c0//Euod4xDoVBAo9GsufGH+C2BQACtVouZT/8e9twEW2A2dXuylj19+0/+CsLxPuh0OohEInR2djYdY6pHLpdj4df/iPmodzhr2dQ3/vAvoN+zDRKJ5LricqFQiLa2tpsSlzN7un253rjcaDSuG5cLBIKbGpczm7p9Wcumvv6Zv4Dxnu0QiUTXtX1aIpEg8Nt/+o49895xHU9AbdyoGebhLXh49+ANryLc/Z0vw/nMB5G8bINm8zh2v4EWt9971xgemjBhPppBv0HFxqFuI5KXbU1f7ypVsfuRR3hV/uvB9N2vwPnML74pewKYTd2urGVPhlQOdz36KJRK5Q09r/d7X4XzmQ+9aXu6GX6O8fawlk31VIXY88gjTfUD1sNwk2yB2dTtyVr21JErYdejj14z8F5NN/NR73jWsql+Tozd16HNs5qbYQvMnm5f1rKnzmIFe97GuJzZ1O3LWjY1JJJi14ONCan16HsHn3ms46kOJrzMeCOslQXf6AJvjI0JsyfGzYbZFONmwuyJcbNhNsW4mTB7YtxsmE3dHG6szPlzwraeVnzqHv6GqE/vH2BJJ8YbYuSxB3DqA0/zXjv15CeZI2K8IZg9MW42zKYYNxNmT4ybDbMpxs2E2RPjZsNs6ubwjux4IlzwxtkYEuOm4XzmEG13ZI6I8WZh9sS42TCbYtxMmD0xbjbMphg3E2ZPjJsNs6k3xzs68cRgMBgMBoPBYDAYDAaDwbh1vCNH7RgMBoPBYDAYDAaDwWAwGLcelnhiMBgMBoPBYDAYDAaDwWDcEljiicFgMBgMBoPBYDAYDAaDcUtgiScGg8FgMBgMBoPBYDAYDMYtgSWeGAwGg8FgMBgMBoPBYDAYtwSWeGIwGAwGg8FgMBgMBoPBYNwSWOKJwWAwGAwGg8FgMBgMBoNxS2CJJwaDwWAwGAwGg8FgMBgMxi2BJZ4YDAaDwWAwGAwGg8FgMBi3BJZ4YjAYDAaDwWAwGAwGg8Fg3BJY4onBYDAYDAaDwWAwGAwGg3FLYIknBoPBYDAYDAaDwWAwGAzGLYElnhgMBoPBYDAYDAaDwWAwGLcElnhiMBgMBoPBYDAYDAaDwWDcEljiicFgMBgMBoPBYDAYDAaDcUtgiScGg8FgMBgMBoPBYDAYDMYtgSWeGAwGg8FgMBgMBoPBYDAYtwSWeGIwGAwGg8FgMBgMBoPBYNwSWOKJwWAwGAwGg8FgMBgMBoNxS2CJJwaDwWAwGAwGg8FgMBgMxi2BJZ4YDAaDwWAwGAwGg8FgMBi3BJZ4YjAYDAaDwWAwGAwGg8Fg3BJY4onBYDAYDAaDwWAwGAwGg3FLYIknBoPBYDAYDAaDwWAwGAzGLYElnhgMBoPBYDAYDAaDwWAwGLcElnhiMBgMBoPBYDAYDAaDwWDcEljiicFgMBgMBoPBYDAYDAaDcUtgiScGg8FgMBgMBoPBYDAYDMYtgSWeGAwGg8FgMBgMBoPBYDAYtwSWeGIwGAwGg8FgMBgMBoPBYNwSWOKJwWAwGAwGg8FgMBgMBoNxS2CJJwaDwWAwGAwGg8FgMBgMxi3h/weP4Am/y5EDeQAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_contagion(G_ws, threshold_model(G_ws, {0, 5}, 0.2), \n", + " g_kwargs={\"with_labels\": False, \"node_size\": 10, \"width\": 0.1}, node_kwargs={\"node_size\": 10})" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_contagion(G_ws, indep_cascade(G_ws, {0, 5}, 0.15), \n", + " g_kwargs={\"with_labels\": False, \"node_size\": 10, \"width\": 0.1}, node_kwargs={\"node_size\": 10})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n",
+    "# YOUR SOLUTION HERE\n",
+    "
" + ] + } + ], + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/mkdocs.yml b/mkdocs.yml index db18f3f..866aa5d 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -104,5 +104,7 @@ nav: - m08-randomgraphs/lab08.ipynb - "Module 9: Network Epidemiology": - m09-netepi/lab09.ipynb + - "Module 10: Information Diffusion": + - m10-infodiff/lab10.ipynb - "Resources": - resources/index.md