{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 7: 2D Diffusion\n", "\n", "Now we move towards solving 2D difussion which can be represented by the PDE seen below:\n", "\n", "$$ \\frac{\\partial u}{\\partial t} = \\nu \\frac{\\partial^2 u}{\\partial x^2} + \\nu \\frac{\\partial^2 u}{\\partial y^2} $$\n", "\n", "\n", "## Discretization\n", "\n", "We've already experienced discretizing second order derivatives in Step 3. Same scheme here, with forward difference in time and two second-order derivative expansions as so:\n", "\n", "$$\n", " \\frac{ u^{n+1}_{i,j} - u^n_{i,j}} {\\Delta t} = \\nu \\frac{u^{n}_{i+1,j} - 2 u^n_{i,j} + u^n_{i-1,j}}{\\Delta x^2} + \\nu \\frac{u^{n}_{i,j+1} - 2 u^n_{i,j} + u^n_{i,j-1}}{\\Delta y^2} \n", "$$\n", "\n", "As always, we solve for our only unknown $u^{n+1}_{i,j}$ and iterate through the equation that follows:\n", "\n", "$$ u^{n+1}_{i,j} = u^n_{i,j} + \\nu \\frac{\\Delta t}{\\Delta x^2}(u^n_{i+1,j} - 2 u^n_{i,j}) + \\nu \\frac{\\Delta t}{\\Delta y^2}(u^n_{i,j+1} - 2 u^n_{i,j}) + u^n_{i,j-1} \n", "$$\n", "\n", "\n", "## Initial and Boundary Conditions\n", "\n", "We will solve the equation with the same initial conditions:\n", "\n", "$$ u = \\begin{cases}\n", "\\begin{matrix}\n", "2 & \\text{for } x,y \\in (0.5,1) \\times (0.5,1) \\cr\n", "1 & \\text{everywhere else}\n", "\\end{matrix}\\end{cases}\n", "$$\n", "\n", "And boundary conditions:\n", "\n", "$$ u = 1 \\ \\text{for} \\begin{cases}\n", "\\begin{matrix}\n", " x = 0,2 \\cr\n", " y = 0,2 \n", "\\end{matrix}\n", "\\end{cases}\n", "$$\n", "\n", "The boundary conditions set u equal to 1 along boundaries of the grid:\n", "\n", "## Libraries and Variable declarations\n", "\n", "### Lib import" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Adding inline command to make plots appear under comments\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variable Declarations" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "grid_length_x = 2\n", "grid_length_y = 2\n", "grid_points_x = 31\n", "grid_points_y = 31\n", "nt = 100\n", "nu = .05\n", "dx = grid_length_x / (grid_points_x - 1) \n", "dy = grid_length_y / (grid_points_y - 1) \n", "sigma = .25 \n", "dt = sigma * dx * dy / nu\n", "\n", "x = np.linspace(0, grid_length_x, grid_points_x)\n", "y = np.linspace(0, grid_length_y, grid_points_y)\n", "\n", "u = np.ones((grid_points_x, grid_points_y))\n", "un = np.ones((grid_points_x, grid_points_y))\n", "\n", "#Initiallizing the array containing the shape of our initial conditions\n", "u[int(.5 / dy):int(1 / dy + 1),int(.5 / dx):int(1 / dx + 1)] = 2 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting initial conditions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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SBUt4nofNZoPNZsPAwEDudqX3nBLoEolEbl9dOp2GXq8vKpaiLMGsNawqY1L/rra5uYnh4WEAoIIphBBCdiwKb4QQUif1Pi1JkiBJUtmm2sr9g8Eg3G43Njc30dfXB6PRiDe/+c1tGH3zcRwHk8kEk8mE3t7evH8TBCEX6BKJBCKRSG5vHYCSxVIa6VkHILeEUo0KphBCCNlJKLwRQkiNCptqK8rN3EiSBL/fD4/Hg3g8jsnJSRw6dAipVArPPvuslkOvW6mZt0bo9Xp0dXWhq6sr73ZJkooKpmynZ125gEUFUwghhOwkFN4IIaSKckVIgNKhQBAELC0twev1lixCkslkcgVLOlWzwls5PM/nQplaoz3rGhkrFUwhhBDCGgpvhBBSRr372VKpFBYWFrC4uAiLxYLZ2VkMDQ0V3b/VwagZ2hVA6ulZF4/Hc3vrJEnCxYsX4XA4ipZhGgyGuseg/l1RqWCKcv9q++oo2BFCCNkOCm+EEFJAvTSycMallFgsBrfbjdXVVfT19eGKK65AT09PxaV8jc68aRUAOjFgVupZ99hjj2FiYgIcxyGRSOT1rDMYDLkgp1XPOiqYQgghpBUovBFCCMo31a60tC4QCMDj8WBzcxOjo6M4depUUbAohef5jgtGpbAwRuCNcNTV1VU0W6cswVRm6trZs05dMGVxcREmkwlDQ0NUMIUQQkjNKLwRQnY19b6mV199Ff39/XA6nVWLkLjdbiSTSUxMTODw4cMwmUw1H1OZ1Wplr7bt6sSZt0YYDAY4nU44nc6820v1rNvc3EQ8Hs/1rCu1t65ZPesSiUQumFHBFEIIIbWi8EYI2ZWU/WyiKOaKkGxubsJms6Gnp6fo/koREo/HA47j4HK5MDY21nBJe2UMjVyAa7VskiX1hs1qPevUoa6wZ5061DXas0753pd6DBVMIYQQUg6FN0LIrlKpCEmp5YypVAperxeLi4uw2WyYm5vLLXVrlPLYRme2tJgR286+PJape9YVhnhBEPIKprSqZx0VTCGEEFIOhTdCyK6gLkJSrqm2OrBEo1G43W74fD709/fjxIkT6O7ubsrFrzLbIklS3XurtLQTlk02k16vh8PhgMPhyLtdluXcEsxKPevUoU7dJ7BWVDCFEEIIhTdCyI5VrghJuYtVjuMQjUbx9NNPIxAI1FWEpB7bnXnTwk7Z86YFdeGTQsoSTCXUqXvWBQIBrK2tFS3DtFgsdS3BVMZQT8GUwsdRwRRCCGEDhTdCyI5Trql2uQtRSZLg8/kQCoUQDAbhcrlw5MiRuoqQ1EMZQycvS6Tw1hzleta98MILsFgscDqdiMfjeT3rZFmG2WwuKpbSzJ51QPFsHRVMIYSQzkfhjRCyYxTuZ6sW2gRBwOLiIrxeL3ieh9VqxeDgIPbu3dvScW535o0KlhRjLWxyHAez2YzBwcG822VZRjqdzu2rq9SzrrBgSr3fs1pm69QFUy5evIh9+/bBYrFQwRRCCGkTCm+EEOZVKkJSSiqVgsfjwdLSUl4RkgsXLmgyXnWJ+E7W6eNjWbnXVgl1ZrMZfX19ef+m7lmXSCQQCoWwsrJS1LOusGBKIz3r1L8rwuFw3s8uFUwhhBDtUXgjhDBLvTSyXBEStUgkAo/HA5/Ph4GBAZw4cSKvoiDP85otZdzOsbSaeaPw1lnq6VkXCASa3rNOmcku196ACqYQQkjrUXgjhDBFvZRLXbGv3AWg0r/N7XYjGAxibGwMp0+fhs1mK7pvqVYBrdLp4ajTx7cTNCuw1NOzbn19HfF4vGTPOuXPpXrWVWsqTwVTCCFEGxTeCCFMKFeEBCh9ESxJElZXV+F2u5FOpzE1NYWjR4/CaDSWPYaWM2+d3keNtQtm1sarVa++WnvWRaNR+Hw+JJNJyLKctwRTXUmzkX115R5HBVMIIaR+FN4IIR2t3v1s2WwWS0tL8Hg80Ol0cLlcGBsbq2nfD8dxDfXfasR2ZvmUC95WY23mjbXxtjN81NuzTmlE/tRTT+W1NVCCnclkannBFPVjqGAKIWS3ovBGCOlIykXbysoKTCYTnE5nxU/bk8kkvF4vFhcX0dXVhYMHD2JwcLCuCzmtZ946OWx0+vhY16mvbbmedaIo4vz585ibm0Mmk8n1rFtcXEQymYROpytZLMVqtTbUs079u6LUEkwqmEII2W0ovBFCOkapptqrq6vo7u4uWvaliEQicLvd8Pl8GBwcxJVXXlnUU6tWWu95o2WThBXK/4vu7m7o9fmXDqIo5hVMicfjub11kiTBYrEUNSJvdc86Zab+9ddfx8jICBwOBxVMIYTsCBTeCCFtV6kIiU6nKwo5sixjY2MDbrcb4XAYY2NjuOaaa4pmC+qldbXJTp19AWjmTQssBYZKPws6nQ52ux12u73oMdV61pUKdc3sWRcKhTA0NJTX3oAKphBCWEbhjRDSNrUUIVEHKkmSsLKyAo/Hg0wmg6mpKRw7dqxiEZJ6aDkbxkI46vTxqbF2gc3Sawsgb89ZrSr1rBMEIa8KZqt61kmSVHN7AyqYQghhAYU3Qojm6ilCwvM8stks5ufn4fV6odfr4XK5MDo6WveFXDXU5y3/GKwGDNJ8jYS3SvR6Pbq6utDV1ZV3e6096wpn7Mr1rFN/IFSICqYQQlhE4Y0Qohn10shammonEgkEg0HEYjF0d3fj0KFDGBgYaNnFEfV5e0Onj491lXqmdaJmh7dyaulZpwS7Uj3rCkOd8j5TDyqYQgjpZBTeCCEtVaoIiXo/SSnhcBhutxt+vx9WqxUDAwM4fvx4y8fKSp83rWbeCFFoFd7KqdSzThTFvJk6dc86SZJw4cIFOByOonBXWHilljGof1crVzBFuX8twY4QQmpB4Y0Q0hKFRUiqhTZZlrG+vg6Px4NwOIzx8XFcc801WFlZyfWYajWWCpZocbFHM29E0ckzhTqdrmzPunPnzmFqaioX8JT3k2w2C6PRmLefTvlzq3rWUcEUQkgzUHgjhDSVsp9NXTmy0kWIKIpYXV2F2+2GIAiYnJzMK0JSqtpkq1Cftzd0+vgKsXaB28lhqBTWxquQZRl9fX0wm815t6uXYCr76paWlop61hUWTGlWzzplbKUKpiQSCWxsbGBqaooKphBCilB4I4Q0RakiJJWWA2UyGSwuLsLr9cJgMGB6ehqjo6NFF0c7NVBp+XU1grXwRlqLxfBWaamn0WiE0Wgs6glZ2LNOCVKJRAKiKBb1rFMXTKlXuQCWTqexsbEBl8tFBVMIIUUovBFCtkVd6r/WIiQejwfLy8twOp04cuQI+vv7y96flQqQ9er0cMTiBWAnv56sYzm81TNbVq1nnTrU+f1+xOPxkj3rlD830rNOqZBZOG4qmEIIASi8EUIaUKmpdrmLg1AoBI/HA7/fj+HhYVx11VVwOp1Vj7WTwxvNvO1erIUh1sYLIPf/qxnjVves6+3tzfu3wp514XC4bM86dcAr1+pEFMWSgZMKphBCAApvhJA6KEsj4/F4bplQYVPtwvuvr6/D7XYjEolgfHwc1157LSwWS83H3KnhTcu2BI3q9PERbbF2gd/IzFsjaulZp4S7QCCARCIBQRBK9qyzWq1lw1slVDCFkN2DwhshpCr1fjZRFHHu3Dlcf/31RUUAFKIoYmVlBR6PB4IgYGpqCsePH29oX8hOnQ3r9JmtTh9fIRYvMFka826feWuEumedWrmedYlEAqlUKjcb9tJLL+WFOovFoknBFPVjqWAKIZ2HwhshpKzCUv/AG59ilwo5mUwGCwsLWFhYgNFoxMzMDEZGRrb1yfdOnQ1joWAJaR2WgjGAhppdt5sSODtt3NV61l2+fBmRSARmsxnRaBR+vx+JRAKyLMNisZRsb1BvzzplHNVm66hgCiGdh8IbISRPuaba6hN9Yfn+eDwOr9eLpaUl9PT0VC1CUg+e5/P21bUSFSx5Q6ePrxTWxssa1i7KWQycOp0uV/xkZmYmd7ssy0ilUrl9daV61qnD3HZ71ql/V49B+b1UwZRMJoNoNIrh4WEqmEJIC1F4I4QAqK8IiRKogsEgPB4P1tbWMDw8jKuvvrpo38d2ad3nTbkwafVFRqcXLAEoDLUaSxeyLC6bVKo2skaSpKJiJhzHwWKxlNwvnM1m80JdLT3rLBZL2YIp5VRbghkKheD1etHf308FUwhpIQpvhOxySmhTyv2rL3gqLam5cOECkskkJiYm6i5CUg+tZ8OA0hdPzdbpBUtYnHljCWuvLYvhjcWZN2Br3PWEToPBgO7u7qKedZIk5e2rK9ezrnDGrtGedbIsQ6fT5S3hpIIphDQfhTdCdqlSTbWVE2YpoihieXk5V4RkaGgIb3nLWxo60ddD6z1vgDYX1p0+88ZaeGPxAo+lMbMY3lieeWtkD1shnue31bOuMNRV61lXqkomFUwhpPkovBGyy6iXRtbSVDuTycDr9WJhYQFmsxl79+7F/Pw8BgcHWx7cgPaENy2Ox/N83ifQnYYujFqLpWAMsDdeYPfMvNVrOz3ryhVM0el0EEWxrhULVDCFkMZQeCNkFyhXhKTSiS4ej8Pj8WB5eRk9PT04evQo+vr6wHEcvF6vpkVElJN4qz9F1zK8sTCz1enjK8TaeFlCM2/a0eK9rpxKPevUBVMKe9aZTKbcmJeWlnKhzmg0alYwpZZ9daz9DBNSCoU3QnawwiIk1UKbsunc7XZjY2MDw8PDOHnyJBwOR979tC4iAmhzQaOc3LUKb7Rscndj6UKSxfDWzhC0HY006W41nudzs21qSoiKx+NYWFhAKpXCxsZG7s96vb5swZRW9qyjgilkJ6PwRsgOpOxnU5ZGKp9AV1qm4vf74Xa7EY/HMTExgYMHD5Ztwq1l+X5lGc5Oa9TdjIIlrbygpouZ1mItGLMY3lgcM8BW6OQ4DkajEUajEZubmzCbzdi/fz+ArRCqLpgSi8WwtraW17NOHeiUP7eqZ12lginZbBYmkwlGo5EKppCOR+GNkB2k3iIkgiDkipDIsoypqSlMTExUPXm2a+ZNq+NpVbCk0ePE43Gsra3BYrHAbrc31MupleNrB7rAai0WgxDtedNW4Z43nU4Hh8NRtHJD6Vmn3lu3urqKeDxesmed8udm9qxTxqH8evbZZzE9PY2+vr68x1LBFNKJKLwRsgPUW4QknU5jYWEBCwsLsFgs2LdvH4aHh2u+YFA2p2tBy6WMgHYFUhr5msLhMNxuN/x+P5xOJ9LpNFKpVG5Jk7oynFIdbjsXgSyFN4C98bJ08cdieGN5z1urW5W0giRJMBqNVe+n7lmnDkvAVs86dagLBoMt6VmnjEPdHsZoNEKv11PBFNLxKLwRwij1+v7Lly9jYGAANput4skjFovB4/FgZWUFvb29OHbsGHp7e+s+2WhZAVLr42l1rFpn+GRZRiAQwPz8PEKhEMbHx/HWt74VOp0uNzumvtiJxWLw+/1IJBIAkBfm1Bc81S5qWZt5Yw1rry2L4Y1m3rRVb7XJUgwGA5xOJ5xOZ97t6p51yvtdtZ51SsGUWgiCkFtxQgVTSKej8EYIY0o11V5ZWYHdbi9anqLcPxgMwu12Y3NzEyMjIyWLkNRDy5k3QPtG3Z1QbVKWZaytrWF+fh6JRAKTk5M4evQojEZjrk8TUL6Xk7o6XGGDXkmS8vabqIOdcvFFFxlEjcXwxvLMG4vjbmWhlVp61imhTvnwKp1Ol+xZp8zWqX+eawmeVDCFdAoKb4QwonA/m3JhoizbKAwckiRhbW0trwjJoUOHyhYhqYeWBUu0Pp6WM2+ljiNJElZWVuB2uyEIAlwuV8l9iNVO9urqcAMDA7nblYsdJdTF43GEQiHE43EIggCz2QybzZYLieFwGFarVZOefrsJa2GItfEC7IYgVsfdjJm3etXbs251dRWJRCKvZ53FYoEsy0gmkzCZTNtegqlWa8GUwr11VDCFVELhjZAOV0sREvVMWGEREpfLhfHx8YYqeJWj0+mQyWSa9ny1HG+nFywRBAFLS0vweDzgeR4zMzMYHR1t+kWc+mJHvd9EXfI7Ho8jEokAAC5cuIBMJgOj0Vi0p85ms8FgMNDFxS7AYnhjccwAu+Gt0/bq1dqzLhaLAQBefPHFXM+6Uo3Im9mzDih5ytcuAAAgAElEQVSerctms3n3o4IppBwKb4R0IPUbuiRJVYuQ6HQ6pFIpvPrqq1hcXITFYsHs7CyGhoZachHQjpm3nbbnTVmemclk4PV6c8Vj5ubmMDQ0pPmJWV3yu6enB+l0Gj6fD6dOncqV/FaCXWEfp1KhrhUVMKuNn7V9ZKxh7WKR5RDE4rg7sT9dKYU965LJJPx+P9761rdCEIRcqFOWmivvdTqdrmSoa6RnHVDbbB0VTCGlUHgjpIMUNtVWVCtCEovFsLGxgf7+flxxxRXo6elp6Ru4ljNhwM7c8yYIApLJJM6fP4/u7u6Gi8e0ijIOWZbLFhEoXJYUCoWwsrKCRCKRqwxXGOwK95rsVqzNCrFY/IPFMQNsh7dOmnmrlTJunufzPsAqvE+9PesaXW5eb8GUixcvYnp6Gna7nQqm7BIU3gjpAKWKkCgn73KfzAUCAXg8nlxjVKWxthZo5q1xsVgMbrcbKysr4HkeV111VVEo6gS1nOQrLUsqVwFTvddEXSyllgqYpL1Yu/BjsWCJci5gbdxA5y2brFUtobOTe9ZFIpFcWKOCKbsDhTdC2qjeptqSJMHv98PtdiOZTGJiYgKHDx/G5cuXNT1p7uSZt1bteQuFQpifn8fGxgZGR0dx6NAhzM/Pd2RwA/Jn3urVqgqYOw1LF0yszRQCbM68Ke9zLIY3VpZNFlK3CahXoz3rSvXmbKRnnXINYTAYSr72VDBlZ6LwRkgbqJdGFn46Voq6mAXHcXC5XBgbG8udcNpRun+nHq+ZQVGWZWxsbMDtdiMcDmNiYgLXXnstzGYzAoEAE3u0mjnGShUw1Z9el6uAWRjsWK6AycL3Xo218QJszryxGt6UEMHiBy2tGnelnnXJZDIX6gp71hW+31XqWScIAgCUDZ/NLpiinIfNZjOFujai8EaIRtRvkkpoq1SEBABSqRS8Xi8WFxdhs9nKFrPgeX7HVn/U+njN2PMmyzJ8Pl9uhtTlcuHYsWN5J1+t9tY1ajszb40cq9Sn17IsI5PJ5IU6n8+HRCKRVwHTZrMhnU4jFoshk8kwUwGThTEqWAxCrM4WAmyGNwAU3mrA83zufUtNeb9Th7pqPeuUcbeqvUFhwZSHH34Yf/AHf4BXXnml7uOR5qHwRkiLNVKEJBqNwuPxYHV1Ff39/Th+/HjFIiR6vX7HzoQB2gad7cy8iaKY69EmSRKmp6cxPj5e8sS63eWZra6u2AkXvRzHwWQywWQyFRUQUC9JUvaXrK6uYnFxMVcBs3C2TusKmDsJq0GItRCkLPVkbdzK+YDF8LadZZPNpH6/K9ezTnnPU/esA4Ann3yyaBmmxWJp6OuqVDAlFAqhu7ubufeCnab9P62E7FCNFiFxu90IBAIYHR3FqVOnivYNlaJ1mNrJM2+NhCpBELCwsACv1wuDwYA9e/ZgZGSk4gUYK6XtO3WMhUuSYrEYhoaGMDg4WFQBc3l5GclkMq8CZuFFjtYXI536upbD2ngBdve8sRbcgDfCG6tj7/TQWa44VCAQwEsvvYQ9e/bk3vMCgQASiUSuZ12pgimN9qyLRCLo7u5u5pdGGkDhjZAma6QIibLELpVKYXJyEkeOHIHJZKr5mFrveWvHHrtOnHlLp9O5Hm12ux2HDh3CwMBATSdFLb+mRmi5bLKZyl3kiKKY22cSj8cRjUZzSzA5jsu7sNGqAiZLwYLFmTcWl3qyHN5YrVrIQngrR5IkGI1G9Pf3o7+/P3e7UpxE3bNuc3Nz2z3rlJk30l4U3ghpEmVpZDwex8WLF3HixImqRUgWFxfh9XrB83yuCEkjJ5GdHKa0Pl4tSzQTiQQ8Hg+WlpbQ29tbdVlrueN0cjBiNbyVo9PpaqqAqRQPiMfjRf2b1MFuuxd7rL2urAYh1sIEq+GN1TYBQOcsm2xEubFzHFdTzzqllUupnnVWqxVmsxmvvfYajhw5gv7+foRCoaLnI9pj86eVkA5RqgiJLMvY3NwsG9xqLUJSj3YtY9Tq0/hOqTYZjUYxPz8Pn8+H4eFhXH311UUzPLXq9IIlAFszQ42GYaqAWRuaedMGq+X2WR03sDX2UpUcWdBI8KylZ53yvvfyyy/jIx/5CILBIHp6ejAwMACLxYI777wTc3NzmJubw8TERMPf+zvuuAP33XcfXnnlFVgsFpw6dQpf/epXsX///oqP+6d/+if84R/+ITweD/bt24evfvWreM973tPQGFhE4Y2QBpTaz6YsjVQu3kRRzHtTjUQi8Hg88Pl8GBgYwIkTJ5r2CVY7Zt4A7T5t5Xk+rzdNq49V+FoGg0HMz89jc3MTY2NjuOaaa2C1Wrd9HKCzL4o7fXawlapVwFRXhCtXAVMd7EpVwOzU73spnfxzWg7NvGmH5aWHLI9dEISmjb3Ue97c3By8Xi/W19dx8eJFfOtb30Imk8HDDz+Mb3/727h8+TKMRiP279+Pubk5fPSjH8Xb3/72mo95/vx5nDlzBldeeSUEQcDnPvc5vPOd78RLL71UVI1T8dOf/hS33HIL7rjjDrz3ve/FvffeixtvvBE///nPcfjw4aa8Fp2OwhshdVD2s4mimFeERD3LpryRKieEzc1NuN1uBINBjI2N4fTp02XflBrVjj1vgHYnvXbMvMmyjPX1dczPzyMWi+UaotezF7ES9bLERi8wtbig3q3hrZxKFeHUe0yU5ZderxfpdDqvAqbNZoMkSUin07DZbEwEDBbDG4szb6yGN1o22R5ajX1gYABve9vb8Bd/8Rf4tV/7NXzsYx8DAGQyGVy+fBmvvPIKXn755bpnMH/84x/n/f3uu+/G4OAgnnnmGVx77bUlH3PnnXfi3e9+N26//XYAwJe//GU8+OCD+Mu//Ev81V/9VQNfHXvY/GklRGP1FCFRblteXsbq6ipSqRSmpqZw9OjRli3NaOfMmxa07vMWj8fx2GOPIZPJwOVy4cSJE01fDqd+DTv1Ym03z7w1wmAwoLu7u2hDv1LmWwl2wWAQkiTh+eefL6qAqS4c0ElhicXwRjNv2mF92STLwVPLpdqFe96MRiMOHDiAAwcO4H3ve9+2nz8cDgNA0Qdjao8//jg+85nP5N32rne9Cz/60Y+2fXxWUHgjpAL10kjlQqBSEZJsNoulpSUAwMLCAmZmZhouQlIPrcObElw7YR9as4iiiKWlJXg8HkiShP3797f0e8dCQRCWLnw7eaylKmCeP38ex48fz31Y0CkVMMthMbzRzJt2WA5ALI9dEARYLBZNjiXLMsLhcMsKlkiShE9/+tM4ffp0xeWPPp8PQ0NDebcNDQ3B5/O1ZFydiMIbIQUaaaqdTCZzRUi6urpgMBjwpje9qeKnR82k0+ly49bqxN+p5fvrlc1mcz3aTCYTBgYGkM1mMTk52ZLjKbSevWwEazNvrI2V53nYbLaGKmCWKpbSygtQFsMbqzNvLAYJVscNNHffmNa0XvIZDodzvTWb7cyZM7h48SIeffTRljz/TkLhjZBfqLepNrBVhMTtdsPn82FwcBBXXnkluru78eijj7ZtD5pW4U3L2b5WhLdUKgWPx5ML3Eop5KWlJfj9/qYeqxQWZt6Azh/fTlRPBcxgMJhryNvKCpgshjeaedMOy7NXhcXFWKJleJMkCeFwuCUfSn/yk5/EAw88gJ/85CcYHx+veN/h4eGic7Tf78fw8HDTx9Wp2PxpJaSJ6m2qLcsyNjY24Ha7EQ6HS1YfbGcBEa3Wv7O6bDIej8PtdmNlZQX9/f1485vfnLcMRKsZReVCmGbedq96w5AWFTCbOd52Y3XmjdXwxuK4AbaDp5bhLRqNQpKkpoY3WZbxqU99CmfPnsW5c+cwPT1d9TEnT57EQw89hE9/+tO52x588EGcPHmyaePqdBTeyK6lXhqpDm3lTvaSJGFlZQUejweZTAZTU1M4duxYySIkOp0OgiC0dPxqWu9BA7QtItKMry0cDsPtdsPv92NkZASnTp0qWq4GaNt/rdFwVOnntJlYu/BlSTNDcS0VMJVgp66AaTAYimbpbDYbTCZT0feeZt60wXJ4YzEAKatsaOatulAoBI7jGu5tWsqZM2dw77334v7774fD4cjtW3M6nbm9fB/60IcwNjaGO+64AwBw22234brrrsOf//mf44YbbsA//MM/4Omnn8Z3v/vdpo2r07H500pIg0o11a6lCMni4iK8Xi/0ej1cLhdGR0crnqj0er2mQQpoT8VJrY7XaFCUZRmBQADz8/MIhUIYHx/HtddeW3GDt9Z7+Tp5ZoulmTfWggWgzZhrqYCpLL9cWlpCMpksWQFTyw+jmoXFIMTqDJYkSUw2ulZ+rlkMnoC2Sz5DoRCcTmdTX6vvfOc7AIDrr78+7/a77roLt956K4Ct4m/q/xOnTp3Cvffei89//vP43Oc+h3379uFHP/rRrunxBlB4I7tEI0VIEokEvF4vlpaW0NXVhUOHDmFgYKCmCy6tg1Q7jqn1zFs9x5JlGWtra5ifn0cikcDk5GTNrRq0DFRazvI1ipXwBrA11nYrVQET2LoYTCaTRRUw4/E4IpEIlpeXi4KdxWLpyMDB4mwhq4U/WA2dyjmTxbEr1zRahbdWFCup5T373LlzRbfddNNNuOmmm5o6FpZQeCM7WiNFSNTL64aGhnJFSOrRjvCm9bLJTtzzpixtdbvdEAQBLpcLExMTdZ3cWJl502rZJAWi1ujU11Wn08FutxctKX7mmWfQ398Pq9XaMRUwq2Fx5k2SJE37djULq8smlXGzFvKBN4KnljNv3d3dTL5WOw2FN7IjqYuQPPvss5idnYXNZqtYhGR9fR0ejwfhcBjj4+NFRUjqofWeN0D7pZqdVG1SEIRcjzae5zEzM4PR0dGGLtw6dc/bk4tu/MUL/4n/c/I4bjlylSYX/xTeWou1iyCllUapCpjqYimlKmAWBjstLjhZnXljLXACbIc3lve7VSqu1myFDbpJ+7D5E0tIGeqlkUqlsXA4nHuTK3V/9UzN5ORk2SIk9dDr9Uin09t6jnq1Y+at3csmM5kMvF4vFhYWYLFYMDc3h6GhoW1dsDX767qw4sM/XryIK0ZG8FbXFAYdb8xo1BIUH7r8Cv73yw9izRoAZwU2U/Gmja0a1i58WcFiIC5X/ENdAbPw/qUqYMbjcWSz2bIVMJu1b0rZ38xaEGJ12SSroZP1Hm9azhoqe95I+1F4I8wrV4RE2c+m1+uLZsEymUyuCInBYMD09HTDMzWltGPmrR173rSeeVO+t8lkEh6PB0tLS+ju7saxY8fQ29vblJNYs/e8/XxlBf+48SL+ceNF4AKgz3Lo5swYM3WhK53FW01mvPvQIQx3OfIe96OXn8PfXD6HsC0M2ADlK4tlUk0bWy1YCRosBk2Wxlzvz4EWFTArUT4UYek1BtgNQSzPvLE4bkD7Bt0089Y5KLwRZhUWISkMbQp1kEokEvB4PFheXobT6cw1Zm72CX43VJvUumAJsNVnxuv1YnV1FQMDA7jqqqua/klgs2feUgXfE8EgYwNJbIhJQA/8j/tnuMP9M+izHJww40PjCRh0XjydBQSzDUD+/peEkGna2KqhZZOtweJr2swliI1WwCy1p85isZQcl/IasxaEWA1vrM4Yah2AmknrsYfD4br3/5PWYPMnluxqyn42deVIJbCVOonr9XpEIhH4fD74/X4MDw+35KJfrV3VJrWsXKjlMs1YLAYAeOKJJzA6OorTp0/DZrO15FjN3vOWrmUGVpbxv5wefGL2eRweWc/7p/WoFfOhbrhjTsynujBhGkU044eF7yvzZI1JChl8y/1f8CQ28O2jtwJgL7yxNFbWaLF/rNYKmMr7eSKRAMdxsFqtRRUwlYtamnnTBqszWKyOG2jPzNvExIRmxyPlUXgjzFAXIVF/qlru5KwUIYlGo7k3nWo9vppltyybbOXXKMsyNjY24Ha7EQ6HAQBXX311UxuEltL0mbcKr5FOlvC+rnl8bO557OkPlrzPgCOBAUcCb8HKL275GRD/JgJZC9aEAcTkMcjcHlgMB9BnOYYu43Bd44sJKXz99f/ATzYvQYKMLr0592+sXfiyhqXXt53FP8pVwJQkCclkMm+2Tl0BEwBeeumljqqAWQ3L4Y3VcXfyz0MlWoe3SCRCyyY7BIU30vFKFSGp1FRbFEWsrKzA4/Hkqp0NDAxgdnZWszHvhmWTrZp5k2UZPp8PbrcbyWQSLpcLR48exSOPPKJJCW3lAqRZF6ulZt6MEPGB7tfwkbnnMd4Tbeh5ew1J9BoWACwAeHzrxiwQSJi3Qp00BplXh7qRvMcHM3F87fV/x8+ClyHjjRkrQc4PrjSb1XwsvqadWLmR5/lcKCusgBkKhfDss8/C6XR2VAXMalgNb6wum2S92qTWM29UsKQzsPkTS3a8WvezqWUyGSwsLGBhYQFGoxEzMzMYGRnByy+/rPnFUruWTWazWU2P18wZKiV0u91uSJKE6elpjI+P5y4ItKpuqVw4NetiJC2+Ed4syOLDfZfwGwdewIAjse3nLqXXkEKvYRHAIoAntm7MAsGkGWvZfgRFF9aFfvznRgivJR2QYcp7vKgKbywtm+y0YLHTdGJ4K0cplsLzPCYnJ3O3qytgKsVSylXAVAe7ZlXArAWLM1jK+ZrF8MZ6tUmtwpvygQjNvHUGCm+ko5Rrql1ppi0ej8Pr9WJpaQk9PT1FRUjaMQvWrpm3VEq7SoTNmnkTBAELCwu5yp979uzByMhI0QVMu8PbZx/7DxzrH8Fbh6cw7az9BJYWRTi5NP6fgZfwfx+4iG6rti0kFBxExMUUDluegF0n4Jd/se88KBjhTnXlfq1m+hBKL8JpHG96eJuPr+Frr/07fnXsSrx94FDTnpdVrIQhgK3wBiC3SkOtngqY6+vriMfjJStgKsGu3gqYtY6btfCm3nvOGlEUNQ3nzSQIAkwmU/U7Nkk4HKbw1iEovJGOULifTQltlU4GoVAIbrcba2trGB4eLrsfqh0913bLnrfthKl0Op3r0Wa323Ho0CEMDAyUvRhqR3hTZEURD3hfxQPeVwFsle13GEwYttqxr7sPV5QJdRuJBXxo+iH8v90PwW7SblZUbTNrgjflwAFrEMftG0X/3qPPoMe+kf9vwkMIp0zoH+vBpjiCwMYsLIY59JiPots4WfcF66XoCv789f/A5cQaAGAj3dhS0WpYmSVkZZxqrIW3enu8aVEBsxYshzcWZ7BYXzbZqsJdpVB46xxs/sSSHUOSpNxMm3JBoyyPLEWWZaytrcHtdiMajdZUhKRdQUqZRdTqRMzKnjelXcPS0hL6+vpw/Phx9PT0VL3Y0aq6pTIO9QV2UswPXjKASDaNSDiNV8Ob+LeCUHdygMf/NfYKhvTPYV9vFHaD9sFtLWPGcsaOg9YAjjuKQ1s1Tn0aTrsPgA/As1s3CkAkZYQ/24+INAqRn4bZMIce01H0mFxF38ML4UV8/fKP4U3mHz8hatfugDQHa+Gt1MxbI7ZTAbMw2FkslqrnAxbDm/JaszZugJZN1iqZTCKVShXNWJP2oPBGNFeuqXa1IiTLy8vweDwQRREulwsnTpyoqYBFqSbdraacDARB0GxJRqfPvEWjUczPz8Pn81WcKW3W8Rql/Byqj5UQagtf07YQPjHzPP6P0ddh4N8If4G4GWsRG+JpIzhOhs2UxXBXFE5r80PMctqK9awFh20BDBqbv4y2S59Bl34FwAqAp7duFIFo1IjVTB+i8ihS8hyejCTxUCCN9WzxBytJicIbwNaySYCt8dY781aveipgrq+vI5FIQJZlWCyWoj11SgVMVveOsVyxkfWxaxXelIrP1OetM1B4I5opLEKiqFaERFlaZzaby+6HqqSd4U3rMNWJxwsGg5ifn8fm5ibGxsZwzTXXwGq11n08rZZNljpWIlv55+dQ1wbO7HkO/2vICx1XvCSu15ZCr604SG2FOjsSaQOwzVC3kLIjJBpxyBrAmKk1xVAqcegyCPNhJLIZXGX7OU7ZZHx6BIiKBnhSjtyeuvlUF3p00abP5CjP9aTPi799/VH8f2/9YNOeu9lo2WTrNWvmrV6VKmCmUqncnrp4PI5AIJBXAVN5X1xfX0dXV1fHVMCshsUiKwqWw5uWM2+hUCi3z5O0X+e/KxDmKaEtGo3C7/djYmIi90ZfqQiJx+PB8vIyenp6cPToUfT19TV0Mm5H8RCO45hZxrid45ULU0qPvfn5ecRiMUxMTODw4cPbeuNvZ3hLCqXD1JU9Pvz2nudw3cBSQ8epFuriaUPVmbr5pANJSY8D1iAm23Rt7U3ZERGMOGgLYLwgODp0WRyxBXDEFlDd+ihi0a/Cl+1FWByDwLtg1M+hx3wEfaZ9Df0/fyG2jn9e/QmC5hA4kc0LyU7GWnhr9cxbvTiOg8ViKVrir66AGY1GEQgEsLa2Bo/Hg2w2C5PJVLSnTusKmNVQAGoPrcOb0+lk6j1gJ2PzJ5YwobAISSqVwvz8PFwuV9n7K0VINjY2MDw8jJMnT8LhcGxrHO2YeWvHcbUOqaXCqSRJ8Pl8mJ+fRyaTqWt5azVahrfCKovxgmWT1/Uv4hN7nsdVvb6WHL9SqNuMOxC1yBBkQJB5HLYF0aVvTzEUd9KBuGTAQWsAvLn6/dXsuizsOj8AP4Cfb90oAvGoHr5sHyLSCLKYhsmwH92mN6HXtK/kxfj/rFzGty49hA3DJjjL1r5DucTsZydi6UKItfDWrpm3eqkrYNrtdly+fBlXXHEFeJ5HJpMpWn5ZqQKmEuq0/rpZXOqpYD14ajX2UCiE7u5uJv5P7QYU3kjTFfZnA7ZOUEajsWQfMlmW4ff74Xa7EY/HMTExgYMHD8JsrvNqsIx2FCxRjrtbZt5EUcTS0hI8Hg8AYHp6GmNjY009sTQjvN35/OPY392H0yNTcBjLzwIWHislCuAg493DHnxi5jkcdm5uaxyN6rWl4I844NBnsc8Szt0eyJqwnrUgLurBcYCdz2DImGxZqHs96UBG0uOgLdj057bpBOzJhbrntm6UgERMvzVTJ40iCxeWMkdxt9uHNW4TMG6Fthy+s8MbLZtsvU6beauF8v6tvM5GoxFGo3HbFTBtNhvMZnPLvn+sLptUPmBmMbwpxd603PNG+906B4U30hS1FCHR6/V5b5aCIGB5eRlerxeSJGFqagoTExNNfzNSZqS0vvjo1D1ozT7e66+/joWFBZhMJszOzmJoaKglJ/JmhLe/evEpSNi6cNbzPHpNFkzYnTjYM4CrhsZxemgCNqMp71hZMY0e/Bj/ec0/Y689XOnpW0aSgReXB2EzZnFgZL3o33sNafQaitthBLImrGUtSIp64BehbtCYgFPf2IcZlxJOABz2W0MNPX47rDoBM7o1XEpkcJffgnPhi0CZ/88cB2RFAQZdZ5/iWAtDLI2XlZk3NaXSZLVxV6qAmUgkcsGuWRUwq2E5AMmyzOSySeUDaa2XTZLOwN5PLOkohUVIlBN8qROQsnQukUjA5/PlipDs3bsXw8PDLfvkTnlz07qfi9bLJpVqjFpcZClLYAFgc3OzqDF6KzRjZlHGGzMegiRhLRnHWjKOZ9ZX8INXnwcAGHgeNugwl1zArXt9GOQfxJGu1bzqkVoRJODFpSH02FI4Mr5W9+OrhbqEqAfHybDz2Yqh7uV4N/S8jP3W9oRXAHgp0YO7fAfwP5HRmu7/7p9+DfqsET28A2OmXsx2DeNDs1fCYuicvUKsUK+gYAWLM2/bbROg0+ngcDiKthooFTDVxVJqrYBZ67hZDG8s96cTBEHT9gyhUIh6vHUQCm+kIcoMmiiKucCgBLZyJ/hEYquQweOPP47e3l4cO3YMvb29Lb8gUJft1zK8tWMmDGhtSI3H43C73VhZWUFfXx8A4Pjx403Z01ZNM1oF1BK/jFwK7596Gb/puogBUxIAkJV4eOIObGbMyEo8jLyIPmMSo5YYDC04d2ZFDheXhjDUFcfRSX/Tn79aqJNhQUrMQJZlmHQSDtm0n2lTXIz34m99B/B4dKS+B/IyBFMa60hjXdrAc6FX8ZaQC8cGxloz0DqwtmySxfDGar+0Vq1aUMKZWrkKmPF4HKIowmw25y29VIJd4fmF1WWTyvmZxbEr1zNa/Z+kZZOdhcIbqUthERKgelPtYDAIt9uNzc1N8DyPI0eOYGSkzguxbeB5vm2NutsR3lpR1CMcDsPtdsPv92NkZASnTp2C1WrFf/3Xf0EURU3CW6sLlnQbUvgN10V8aOolOA35VR0NvASXLQKXLZJ3e0bi4Y7bEciYkZF4mHkR/cYkRiwx6Bu4Hkhleby0MojxniiumGpNMZRKeg1pdOvTuJwyoceQhsscA1D/TF0zvBDrw9/6D+Bn0eGmPWc4o30LhUpYCUMshjfWlnkC2gfOWipgKsFudXUV8Xi8ZAXMeDzO3GsNvPFBJ4tj1/rD6FAohMnJSc2ORyqj8EZqol4aqewlqDTLJkkS1tbW8oqQHDp0CE8++WRbShy3K7xpeUzlpN+sxuCyLCMQCGB+fh6hUAjj4+O49tpr8070hc2sW6lV4W3QFMdHpy/gAxOvwFZnGDHyEqZtEUwXhLq0qMNC3IZgxgxT1gw5nUKvPYFhZwy6EtdmiYwOL68MwtUfwvE2hDYAEOWtWa5eQxr7LPmzfc1aflmLn8f68T3fATwdG2r4OcoJp5vftLwRrM68sYTVmbdOWMKnroDZ29ub92+FFTDX1tYQiUQgiiICgUDJYintqIBZCy2rNTab1uEtHA7TsskOQuGNlFWuCEmlDdVKERKPxwNZluFyuTA+Pp57k9Hr9SUrTrZaO3q9aX1MpbfctpcWyjLW1tYwPz+PRCKByclJHD16tGQg1LLC5XbDW+EF6IQlgo/NvIBfGXsNJl1zvwaTTsSMLQIUhrqsDosBB0IJMwSRg1EnIp4xYm5kHSdcq00dQ60EGbgY78OgISYBDw8AACAASURBVImj9kD1B6g0M9Q9HR3A3/oO4tn4QNn7bFckm2zZc+9kLM68sVywpJOVqoB56dIl8DyPoaGhXKgLBAJFFTALg10rK2DWgtVCK0B7Zt5o2WTnoPBGiihFSARBqHk/WyqVwsLCAhYXF2GxWMpWHdwtPdcA7ZdNbveYkiRhZWUFbrcbgiBgeno6L3iXO56WM2/ZbBb//drrODE2hh6rpfqDVBK/6NW2zx7Eb+95DjcMz0OvcRESk0GEqz+EUNyEy+u9mBkMwm7OIpXVwb3ejXDSDEHkYTZk0edIYKgrDr5F1zYZicOL8V6MmBI4Zm9u64NyoW4za8JG1gLpF3vq7LosNgQz7vYfxPPx/qaOoZRItrNm3lgJF6yNF6Blk1oSRRFGo7FiBUxl+WUkEsHq6iqSyWRLK2DWOm5Ww5vWBdho5q2zUHgjOYX72ZTQVulNNBaLwe12Y3V1FX19fVWLkBgMhrb1XNP6uHq9Hul08QVsKzUS3gRByPVo43keMzMzGB0drenkqfXMmyiK+NQT/waJB4wCj17OggmbE3O9/bhydBynXJNwmEr3b/NFHsdfHX8Q7xj0tiwQVbMRtcC72Y2Do/kzbWaDiOmB4qIgiYwevrAdkaQZgsTBbBDQb09gcBuhLiVxeCnehwlTDFc4tO1X12dIo8+QBhDC45Eh/O+lN+Fiok+z48ey2v5/3ClYDG8sBiEWxwxUDkG1VMBUgl0zK2DWQuvZq2bKZrOajV2WZQpvHYbNn1rSVI0UIQkEAvB4PNjc3MTo6ChOnToFu91e9Vg089Y5x8xkMvB6vVhYWIDFYsHc3ByGhobqukDTcuYt1woBADggY5DgQxy+dBxPra7gB6svAE8DJkGHPt6CSasTB/oGcGA0iz3Gb+MK52uYa/42qpqshm1YDXXh0NhaXcsjrUYBMyVCXUo0YCVjRkQ0QpQ5WHQi+vRJDBnLzywlRR4vJ3oxZY7iuGOjoa+jGR4Nj+Ae/yG8kNB+CU5M6JzwxlIQYjG87cZWAe3SyF69WipgKqGuUgVMJdQ1EmRo5q12tGyys1B426XU+9kkSaq5CInf74fb7UYymcTExAQOHz4MU5mZjlJ20563Tg1vyWQSHo8HS0tL6O7u3lbLBi2/RqU4ilxpmByQNohYQQwr6RieWFkGVgA9dw1mbEexxx7AfnsQ+xxB7LMHMWWNtLR/20LcjkikC3ODPow44017XrMuixlL8f+juKiHL2NFVDRAkjmYeQFOfRq+jA17LJG2hTZJBn4SHsVd/gO4lGzfp7cJMVP9ThpgrQAIq+GNpfECbJfcb9a41RUw+/vfWEpdbwVMJdRVKt7FcngTBKGua6/tkCQJ0Wi0qHgNaR8Kb7uMej+bKIq5k1u1IiTKsjqO4+ByuTA2NtbQpz56vR6plPb7Ttox89Zps33qJa4DAwO46qqr4HQ6t3W8VpfvV8vN8jVwPSbIPF6NdePVWDf+Q3W7gRMxYwtjnyOIWftWoJt1BDFpjULHNX6BfTnWhXDWjKPd65i0xRp+nnrZdAL2WLaKpEQEPV5LdmNcF4fTGoIvY4Un5YAkc7DwAgYMKfRXmKlrBkkGzoXH8D3fAbyeav+ntskOCW+sYTEISZLE3JI4VmfetAhB1SpgqnvVra2tIZFIIJ1Ow2AwlCyWYjQamV42KQhC0axlq4TDYciyTMsmOwibP7WkburQlslk8PDDD+Ntb3tbxRK+qVQKXq8Xi4uLsNlsmJubw+Dg4LZOLrRsUvtjhkIhzM/PY2NjA6Ojozh9+nTT3vS1/Bp5nkdWEBoKb+VkZR0uxXpxKZZ/MWDkBey1h7bCnD2EYz0xjJrXMGGJVtxrdinajZSox9HuDQCR8ndsoZBgwOWkE/utIZxQzbTttRSPJyoa4M9YEBUNkMHBygsYMCR/sS+tcaIMPBwax/f8B+BObe8DgmbqpPDGUhhiNbyxOGYWw1u7WxwoFTALw4UgCEUNyBcXF5FKpaDT6cDzPIxGI7xeb8dUwKyVlsEzFArl9i6SzkDhbYcrtZ9NaUqpnnlTi0aj8Hg8WF1dRX9/P44fP46enp6mvKG1K7zpdDomioc065iyLGNjYwNutxvhcBgTExO49tprYTabm3o8LWfeeJ5HRqPXMyPp8VKkHy9F8isgWnRZ7LWFcssuZ+0hzDqCCGWMkMHhsFPbAiBqm1kTvCkHDliDeaGtEocuC0fJ5ZcmrGTMiIkGyDJg1WUxaEii11A5/Agyh/8OTuAu/xy86a6K922HtKz9ku1SWFs2CbAVNgF297yxuIyvU5d76vV6OJ3OohUmSgXMV199FRzHla2AqZ6t06oCZq20Dm9Op7Ojvv7djsLbDqVuqq3er6CcgA0GQ97eM6UIidvtRiAQqKsIST3aVW2yXX3etP5aOY5DKBTCT3/6U6RSKbhcLhw7dqxljdG1nnlLZ7X9HhZKigZciAzgQiS/F5lNl8Feewj7fxHq9v1iX92IOdHyMa1nzFhM23HIFmjanjabLo19luIPO8KCAf6MFXFpK9TZfhHqHPos/jM4ibt9c1jMdO6ns2lJ+/eenYBm3rTB6swba3vHlFkkg8GAnp4eTExMACiugKleginLMqxWa1Frg2ZXwKyV1uGNipV0FgpvO0i5ptqlipAohUMkSYLP54Pb7UYqlcLk5CSOHDnSso2wtGyyNURRxMrKCtbX1yHLMmZnZzE+Pt7yk4rWM29psTMvvuOiEc+HB/F8eDDvdoc+jTk+iP2WMPY7AtjrDGJPbxD99u03i/anzVjJ2nHIGsCAUZtCJE59Fk59OPf3rMThP4JTuMs3h9Vscz/oaYWs3Dk/PywFCxbDG6szbyzuwWJ5xlA97lorYCpLMJUKmBaLpWSxlFZ+L7UMb+FwGN3d3cy9B+xk7L1LkCLKfjZlpk1RqQiJXq/HysoKLl68CJ7nc0VIWv0GvBvDWysvfARBwMLCArxeLwwGA7q7u2GxWDA1NdWS4xXSfOZN6Ixlb7WKCiY8hWE8lRkGwgCWtm7v5VLYbwxhv2Vrhm6vM4i9vUH02KoXEFkJ2hGVu7GnZxlDpvY0nc5IPP4tMIV71uawmtFm03wzZNEZ4Y21ZZMshjeaedOGsjVjJ4S3cmqtgBmPx6tWwLTZbDAYDNseu5bhLRgMbru4GWkuCm8MUxchkSQp75PGakVIotEostlsQ729tqNdrQLa1aQbaE0/lnQ6nevRZrfbcejQIQwMDOD111/XtJqnlk26dTod0oI2s3yFLDo9kk2c9QvIZjyeHsbj6WEgBGBx6/Z+LoE5Ywiz1q29dPu6g9jTG0CXJYPFQBc2Y1YcHvdjlNeugqVaWuLxQMCFe/xz8GetbRnDdoho77JbVrEY3lideWNxzACYGzew/XNzKypg1vL/TPlQWMtlk1RpsrNQeGNQvU21ASASicDj8cDn82FgYAA9PT0YGBjA8PCwVsMGsBVolL5yWr7Zt6vPG9Dc8JZIJHI92vr6+oqKyWhdJEWn02kWxnmeR7ZNyyZ1PA8trvs3ZCseTVvxaHoUCAJYAPgkMMgnsM8ZxJw1hMuxbhwcCmOiex12nTavR0ri8S+bM/jB2n6sZy1NeU4OgNbzTyInIp1O13yR1ErtPn49WAxvNPOmDeV8w+LMmyAILRt3tQqY6gbk6gqYhUsvS1XAVD6I1iq8RSIR2vPWYSi8MUYUxdxetWpNtWVZxubmJtxuN4LBIMbGxnJl4l988cW2zIApywUEQWhZEY1S2rFsUlm22owwFY1GMT8/D5/Ph+HhYVx99dXo6iqu5qd1eNNy5m1rz1t7Zt7agU8AnASINsDHWeFLWfE/qTEgAMC7dZ8xawRzzk3s7wpinz2EPdYQZixhWHXN+Z6kJB3ObmyFtoDQ3EqlHDjIGsc3iZPw2GOPQa/XFy1lstvtMBgMmlzws7hskjUszrx1atXGSlifedM6dFargKmEunA4jJWVlZIVMHU6naYfTASDQWrQ3WEovDGG47jcSancf15JkrC6ugqPx4NUKoWpqSkcPXo0Lyy1a/miMu52hTetP0HebmgMBoOYn5/H5uYmxsbGcM0118BqLb9cLdfIWiNaHk/LVgHtpEsAkLdCWzXLiS4sJ7rw0Oq06lYJk/YI5roCW0sv7UHstYUxbYnAzNf2+iVFPX64OYN712abHtoUPDhIWs+98TKuu+a6osIDyiff6uVM6l+teK9iaVaIxSBEM2/aUAIQa691p+3VUypgFvZSK1UBMxKJQJZlnD9/Pq8CpjJb1+wKmJFIBDMzM017PrJ9FN4YU2l5ZDabxdLSEjweD3Q6XcUiJAaDQdO9UQqO49pWPARozf6zasetd2ZKlmWsr69jfn4esVgMk5OTOHz4cE0VQLXe26f1zJsgt2fmTYuJBz4BcDWGtirPhIVYNxZi3fgv1a0cJLjsYex3BrDfEcSsI4g91hCmzFGY+K3XNS7q8c8be3Dv2izCYmsqzubGw3Har5vkZYDj0NXVVTRzLQhC7pPveDyOzc1NeL3eoj0qrQ51nYjFZZOsBk7WxszibCGAXJ2ATq/uWaoCZiAQwKVLl3D06NG896zCCpiFe+oarYBJrQI6T2f/1JIipU6gyWQSXq8Xi4uLcDgcOHjwIAYHByuebNs189auYytvWFpWaALqC1NK24b5+XlkMhm4XC6cOHGirspUO33mTWjb6q3WH5gTOYiO1h1HBg93rAfuWA9+rLqdh4g9XSEc5IK4kOxF1KIHTBI4Hlsb01qEb0N44zggkE5gwFLc1kCv15cNdepPvTc2NiqGOmX5ZSWsLUNkbbwAzbxppZNmr+rB+l49g8GQm2UrrICZTqfzQt3KygoSiUSuAmapYimV3rNCoRAtm+wwFN4YpCydjEQicLvd8Pl8GBwcxJvf/OaaKwIVNunWUrv2n2k5S6SopVCKKIq5GVMAmJ6ebrhtw07e86bT6SBoGEzV2Lt0rQ3HyTAlgfUXBvA/qYLiRf8/e+8e49hZ3/+/z7E9voxnZ3auO7Nz3Us2e50sWRI2yy6EqkKLlCpKKa1QRWgQKq2AIlqkBhBKAIFKUEulL9B/KBGF9o8iAm2//dEi+P0aEkIgIQskm8CM7RnP/Wp7xsfXc87z+2P6OPaMPePLOc/xx/O8pFWy3hk/j+3jcz7v8/5cVBPoz0PtyUHp0oF2A2hjgLojghpe205luA+xTHnxVolKNSr7ibq2trayTl1xgERJWEjnTQwUxRvlGW8HNXprVvZrtKIoCnw+H3w+X90dMBOJBJaXlzE5OYnh4WFsbW3JUQFNhhRvxChOqUskElXVQZXD4/E4Mm8NOJyz3sqRz+cLM9q8Xi/uuOMODAwMNHQxcaLbpFjnzRkZZTj0XbELRTHhS5nw/qYNaq5C6p+pAstemMu70ifdJtCXg9qbhzKWgVJn3OaYeMs2PiAdqF7Ura6uQtM05HK5gqjzeDwwDAPxeNyyuU92QlG8SSEkBqppk1wAUTuugfoziKrtgPniiy/iS1/6EpaXl+H3+xEMBvEP//APePXVV3Hu3DmcO3cOo6OjdX/uTz/9NJ544gm8+OKLWFpawlNPPYUHH3xw39/51re+hS984QuYmppCZ2cnbt68iSeeeAI9PT117YE6UrwRQ1EUzM3NoaenB3fddVfdNRdOOm9OCUcnZr2VWzOTyWBmZgZzc3M4cuQILl68iN7eXksuIq3svCmKAsMhD0xRVcC093WKCCEUxYQ/xeD9jQdKrs4gUVeBJR/MJR9c/TkgWJ94dypmSlgk3ipRSdTl83mkUikkk0nEYjGYpomXX365RNQVp14GAoGmEXUUxRvFPVMUnJTTJinuG7C+/GP3OevUqVP4sz/7MySTSfzqV7/Cww8/jOHhYTz33HP4x3/8R0xNTaGtrQ133nknzp49iy9/+cs1OXOapmFychKPPPIIHnrooQN//tlnn8V73vMe/N3f/R0eeOABLCws4AMf+ADe//734zvf+U7dr5syUrwR5O67727Y7XDK/XJybSdmvRWvqWkaIpEIFhcX0dvbW1Oaa7U44byJXM+pXpNC2scr9gvT9g2gbdrC7pEGreAYAOJ5e8VbJTweTyFACgaDSCQSuHbtGvL5/B6nLhKJIJfLwev1IhAIIBgMlog70U0WpBASA9U9UxRBUrwdTDAYxKVLl7CysoLHHnsMAwMDAHZuRE1PT+P27dt49dVXS5qpVMPNmzdx8+bNqn/+ueeew/j4OD784Q8D2Ckt+dM//VP8zd/8TU3rthJSvB1SPB4PTNN0bM6JE66fU2mTqVQKt27dwurqKo4dO4b77rsPwWD1NTe1rscYExYEiG6QYjiUatcyNW9Wf1Q6rYAeALZz4rvs7qa4AYjH40FXV9eebm67Rd3y8jJSqVRB1JWrqbMroKMo3ijumaJ4o5o2KbrztJXoug6/3y9krXg8DgAlN5o9Hg/Onj2Ls2fPCtnD1atX8fGPfxz/+Z//iZs3b2J1dRXf/va38Y53vEPI+s0IzSP3kGPFBYmftPL5vCPiLZfLCV2TrytKvDHGsLm5ifX1dWSzWYyOjuL69eu2n3CLRyKIuKCKbgLj2Ihugt32ymG1ucfyTlWu1c+27rx4q4ZKoo43HSgWdZqm7ekkV5x+2WiQSlUIUdozb11PTQhRdbD2a/rR7Ijsmp1IJBAMBh0VuteuXcO3vvUt/OEf/iEymQx0XccDDzyAL3/5y47tyWmkeDukqKrqSA0YsCOiUqmU8HVFvF7GGFZXVxEOh5FKpRAMBnH06FFhd6j4hd8wDCH1MsKdNwWO2GCtId1g/QvJ1x9oOtV+PpnPOrJuMY2IoUpNBw4SdbtTL2sRddTEG2OMnBDi51FKewZk2qQTiBRvsVgMnZ2djn7/b9++jb/4i7/Apz71Kbz97W/H0tISPvaxj+EDH/gAvva1rzm2LyeR4o0gVn2JnGpa0ordJk3TxOLiIiKRCHRdx8TEBIaHhxGNRrG9vW3LmuVQVXWnsYfAwdki0zSdct5Yq8g3q19Grv5zkVPvqGY4L97soFpRt7S0VBB1Pp+vbPpluaCWmngDaAkhquKNqggSPfPVSkQ7b11dXY5+/z//+c/j2rVr+NjHPgYAuHTpEtrb23H9+nV89rOfxeDgoGN7cwqaR67EEpyqPXOq26QdDUt0XS/MaFNVFSdOnMDQ0FDhAuyEuymyMQu/aAsTbw5F/EJMIhHXRmbtIqwB8WYyZ6R42hCfsu0k5UQdYwz5fB7JZLJkkK+madB1fY+oS6edafJSL1y8URKclMUbRRFEVXQCYsVbPB7fk7otmlQqtef18s/OqQwOp6H3jZNY6ry1mgN20LpWBSG5XA6zs7OIRqPw+/248847MTAwsOezcaLDpcg6tOI0TREXE6dGBbSK86ZYrJdYveMGAJgOvafNIN6cTkNUFAVtbW3o7u4uGeTLGNvj1C0uLmJ7exumaeInP/lJ2fTLZguCKQohfgOMkuAE6IogqvsGxApmO8RbMpnE9PR04e+RSAS3bt1Cd3c3RkdH8eijj2JhYQHf+MY3AAAPPPAA3v/+9+OrX/1qIW3yIx/5CO655x4MDQ1ZujcqSPF2iHGy66MT61rhgqXTaczMzGB+fh5dXV2466670N3dXfGCK7qVvug1eXAkqu7NqVEBrXJzz/LXkak/ODYdelMzpjPzLSmgKAq8Xi+8Xm+JqJudnUU8HsfIyEhB1C0sLBScOr/fvyf10klRR9V5oyQ2OZRr3uqdk+skjDFH0iat5IUXXsD9999f+PtHP/pRAMDDDz+MJ598EktLS4hGo4V/f+9734vt7W38n//zf/CXf/mX6Orqwtve9jY5KkByODmMzlu96yaTSUQiESwtLaGvrw/33HNPVUMpnRoMLkpMKYoi1OlzqubNKZfIcixOm0SmgbRJh97TbJOIN0rCAtg5f1Zy6orTL2OxGDRNg2EYjok6fv6j9B5TFW9URwVQrXnjXUkpO29vfetb9013fPLJJ/c89qEPfQgf+tCHLN0HZegduRLyDUs8Hg8MwxCeOlSPeIvH4wiHw1hfX8fQ0BCuXbtW00BKJ9ImRQtGkWJRdyxtsjWwOm2yEefNKXJM/I2j3VCr06h0ri526np6ekp+PpvNlqRfFou6QCBQVtRZJQL4mAAp3uyHavoh1X3za7uovScSCZw6dUrIWpLqkeLtEON2u5HJiJ95xO8Y6boupJ198brVCCnGGNbX1xGJRJBIJDAyMoIbN27A5/PVvKZTaZMi2/eLfI1OpdqJwGpTrCw2iDfGAEIxMvJNIN4AWq5QrWJTURT4fD74fL4DRd3m5iY0TYNpmhWdulpFDbUxAQBd8UY5bZKi88bn04k6VhKJRFVZRhKx0DtyJZY6b8lk0pLnqgV+ondCvO3nSDHGsLy8jHA4jEwmg/HxcVy+fLmhPTqRIiraeVNVteVr3loGy7UvvWBTl0dRzViVJbGfqMtkMiWibmNjA5qmgTFWs6ijNqAboJt+SHXfVId0i953PB7fM35E4jxSvBFFUZSGU2+cahyiKEpTiRrDMAoz2kzTLMxos+IE6XK5hM5B42u2ovPGGEPe0AF619vmwQ7jkkHMmAOLMBTnxRvFtEk7z1+KosDv98Pv96O3t7dk3f1EXbn0S7/fL503gVBNP6S6b9G1enY0LJE0jhRvhxinGpYAzghHnjbJ7yLruo5oNIrZ2Vl4PB6cOnUKx44ds/QCyi8OIu9Oik7VtNt5Y4xhaWlpxxHN51tXvAkQQJbXvAHkCgLNJhBvQGunTVpFLaJufX29IOq8Xi90XUckEikRdc0sjqiKN8ppkxT3LVK8McYQj8dLmhRJmgMp3ohihfPmVMMSwJl0QrfbDcYY0uk05ufnEY1GEQwGcf78efT19dkSTDmRIipavNm1nmmaWFxcRDgcBmMMExMT8MzMABCf6tsy2BGDmyAlqE3FebVJ0XlrJrG5n6hLp9NYXV1FNBpFKpXC2toaUqnUvk5dM4gmquKNoghijJGueRPtvMm0yeaD3pErsQyn0iYBZ1y/XG5nOO8zzzyDnp4evOENb8DRo0dtDUoURXFETIn8XK0eFWAYBhYWFhAOh6GqKk6ePInBwcEdh68JAm/SmDYc66YCUvab6tTACbo0m3irhKIoCAQC6OjoQFtbG86fPw/gdVFX7NQVi7riOjo+hNzv9wt9zRQdLN62npro5Pum9n4DYsWbrutIJpMybbIJkeLtEMMFlBMXZpHO2/b2NsLhMJaXlwEAk5OTGBgYELI24IwTJrKLqFU1doZhYG5uDpFIBB6PB2fOnMGxY8dKjk2DMVL1VTUh4nXZobEMWuJNUQEtl0O7wwN6KYghDrUAffd+uagLBALo6+sr+blyok7TtMLvlHPq7PjsKDpv/LpGTQRR3TcgVrzF43EAkGmTTYgUb0Sx4uLB0/hEd30ExLh+sVgM4XAYGxsbOH78OK5fv47nnnuurpb/jSA6RdSJmrdG1uO1hzMzM/D5fDh37hz6+/vLHuPSM2kMW2reDDoihLOZ1RwVbzJt0l6q7TZZSdSZplki6pLJJFZWVpBKpWwTdRTFG79pR00E6boORVHIvd+AWPGWSCTg8XgQCASErCepHineDjH8hJvP5x0Rb3YIGsYY1tbWEA6HkUwmMTo6igsXLsDr9RbWdWLuWivUoO23Xj3OWy6Xw+zsLGZnZxEMBnHx4kX09vbuGwAZxILepsOOYXJ6/c/plGcXz6Yw0iHrOKqFmnhr1ClUVbUgyoqpRdTx9Eufz1fVe0dRvPFGXJSODeD1Oj1q+wZ2xBuPZ+wmFouhq6uL3HF5GJDijShWzdxxquOk1eLNNM3CjLZcLofx8XHcfffde0SpUyMKWlm81eq8ZbNZzMzMIBqNoqurC5cvX0Z3d3d1AQ6h9LyaoTikGwDLK3VvXYEC5sBnGsumha+5G0qBIzXxZtect3pF3W6XrpyooyzeqEGxyQpHZKMVOSageZHi7ZDjVNMSt9ttSV2WYRiYn5/HzMwMAGBiYgLHjx+veGIWPcAaaP20yWrXy2QyiEQimJ+fR3d3N65cuVJzF6uWFm8isCNtMt+A86YogANuaiInria0HDJt0l5E1+hVI+qSySS2trawtLSEdDoNVVVLnLpUKgWfz0fqvabYZAUQK4CsRnTNW2dnJ5nj8TBB8+iVWPZlcsp5a3TdfD5fmNHm9Xpxxx13YGBg4MAL9mFw3qzu/ljNeryTZzlSqRQikQgWFhbQ19eHe+65B52dnXWt1cppkyJemS01b/n6g2SnQoJEznnnjRqUAji7nLdaKRZ1/f39hcdN00QqlSo4dVtbW4jH4zAMA8vLywVRx1Mv29vb4fV6m+I1FUPVwdJ1neS+AfHiTY4JaE6keDvkODXrrV4RlclkMDMzg7m5ORw5cqSqOqnd68qaN+vXK1fzpmkawuEwlpaWMDAwgKtXr6Kjo6OhtVq6YYmQtEnrF2G5RmrenAlGt/POO2/NFojvB8X9NnM6n6qqCAaDCAaDhcdefvllBINB9Pb2FkRdIpHA4uIiUqkUXC5X2fRLJ0WdTJsUj0jhmUgk6r7RKrEXKd4OOU6mTdayrqZpiEQiWFxcRG9vb10pd3xdmTZpLbudPj6aYWVlBYODg7h27dqedKJ6kWmTDWLH25erP3hz6tPczmcdWpkm1MRbszhvtcBTEHeLOv5vqVQKyWQSmqYhHo9jYWEB6XTaUVFHVQTJtMnqiMVi0nlrUmgevRLyaZPVCppEIoFIJILV1VUcO3YM9913354LWy04UfPWLE6Y3eslEgmEw2Gsra1heHgY169fh9/vt3Qto5XFG9WGJZlGNu7M56kZUrzVAjXx1uzOWzn2a1hSzqkDdkRIcfplsahzu91l0y/b2tos+yyp1rxRTZtkjAkVb1tbWyUjNCTNgxRvhxyn0ib3E42MMWxuz4iEfgAAIABJREFUbiIcDiMej1sqBNxuN7JZsYGby+USuiYXi6ICrkwmg3g8jp/97GcYHh7GjRs3bJulZ7ZwzZv9MCiwIaDNNuC8OfR5pnRnxRtFMURpv1Sdt1oFp8vlQkdHx5509N2iLhaLYX5+viDqyjl19Yg6mTYpFn4TWGTN2+nTp4WsJakNKd6IYtWFyQkxw9fVdb0kKGCMYXV1FeFwGKlUCqOjo5icnESbhcN03W43NE2z7PmqXVO08wbYe1eUC+xQKIR4PA6Px4Nr165Z+lmVQ6ZNNiGZ+o8xpz7PlFG5wY5kL9TEG1Xnzarz9UGijqdfbm5uYm5uDplMpi5RR1kEUdw3v+EtclSATJtsTqR4I4yiKA3fuXayYQnw+p27xcVFRCIR6LqOiYkJDA8P23KCOgzdJvlFyY4LFGMM6+vrCIVC0DQNY2NjGBkZQSgUsl24AS0u3ujExqVk6NW8ZQzx57zdUBNDlKA4M03EnvcTddylqyTqilMv29vb4fF4SKdNihp0bSU83VPUuUOKt+ZFirdDjpMNSwAUWsi7XC5MTExgaGjI1gvYYah54++flWtyVzQUCiGTyWB8fByjo6Nwu93Y2NgQVmPXyuLN7ldm2/VeV8GYjc9vAxnmrPNGTQxJ581+nBScLpcLR44cwZEjR0oe13W9JP1yY2MD0WgUmUwGHo8HqqrC7XZjfn6+xKlrdig7b6JcN8aYHBXQxEjxRhirnDfRYiaXy2F2dhYAsLKygjvvvBMDAwNCgoPD0G1SURTLBCNjDEtLSwiHw8jn85iYmMDIyEjJhU+kODVpxby1QSc2Jk/OFN+kiTLUxJtpmuS6CTZj/Zjb7d5X1E1PT8M0Tayvr2N2dhbZbBYej6di+mWzIMVbdUjnrXmhdXaTWI7ItMl0Oo2ZmRnMz8+jq6sLHo8H586dQ3d3t5D1gcMx582KNU3TxOLiIsLhMBhjhVTWcsGFqqrCnDemtLJ6sxsb3zsGUuIzx5wXb5TEEEXxRmm/AK1UTy7qvF4v2tvbMT4+DmBHXBSnX5YTdTz9MhAIIBgMwuPxCN8/1VEBTjhvXV1dQtaT1Aa9o1dSwIqLk4i0yWQyiXA4jOXlZfT19eGee+5BZ2cnnnnmGeGi5jDUvDWypmEYWFhYQDgchqqqOHnyJAYHB/cNKsQ6by0s3mjFmqWYgB2NLO1Ch9jv425k2qS9yLRJMeyueXO73ejs7Nwz2Hm3qFtbW4Omachms2hrayvr1Nkp6qiOChApOpPJJAzDEHpzXVI9UrwdcnjRsR0Xjng8jnA4jPX1dQwNDe0Z1uyUkGr1tEmgdkFlGAbm5uYQiUTg8Xhw5swZHDt2rKqAjTtvIgK8Vq55sxtbPxlTgXPtR2pHh3TeaoGaeJPOmxiqTfWsJOry+XxJ98vV1VVomoZcLmerqKOaNpnP54WOCQCw5zOTNAdSvB1y+Ikgn89b0n2JdyOMRCJIJBIYGRmpOPfLiWYpbrcbjDGhF0rRc9eK1zwIXdcRjUYxMzMDn8+Hc+fOob+/v6Z9ihhNwKEjD+qAVqxZiriZ8JZgKs5uWDpv9kLNeWOMgTFGTlA0KoI8Hk9FUVfs1O0n6ngaZi2ihmrapMh9x+NxHDlyhOT7dBiQnwphrLiYulwuqKrasHhjjGF5eRnhcLjQjfDy5cv73iVzqnkIsCNaRBVQF7fuF3UiPEi88aYxs7OzCAaDuHjxInp7e+s6poq7W9odfJiy5q050Wk5b06LN2pQFG+U9strhikJTsC+G3YejwddXV176q3KibpIJIJcLleov9v9Z/c1lzFGNm1S5L5lvVtzI8WbpKGOk4ZhFGa0maZZaGxRzQnGCfGmqioURREq3opn2jkt3rLZLGZmZhCNRtHV1YXLly+ju7u7oUCn2HmzG0ZIINSMzbGmrU+v0wmUAYCpzos3SuICoLVfaimIVMWb6A6Z+4m6ZDJZGGuwvLwMTdMKN6WLxZzf7wcAsuJN1Hy6RCKBzs5OUt/7w4QUb4Sx6ktVT/oiT7ebnZ2Fx+PBqVOncOzYsZpO5E6IN0VRhK/LBaPoQd3F62UyGUQiEczPz6O7uxtXrlyxrAWwoijCXl/LSjch3RptfPeIiTeoDIZpwuVQsEwtbZJaDRnF/QI0xVsziCCPx4OjR4/uuablcrkSp255eRnJZBIA8POf/3xP+mUgEGjqNEGR3SbljLfmpnmPUokwanHestksZmdnEY1GEQwGcf78efT19dV1ofR4PNA0rebfaxSnmpaIHtRtGAZSqVRhEHpfXx/uvffePTN7rMDlcknnrRGItdrfDdNVUttXFCCeTaPH337wD0vIpSFSq3njYpPSewyIqXNuhLa2NrS1tZWIkFQqhZ/+9Kc4e/ZsWafO5/OVTb9shtcpWrzJZiXNixRvhLHqRF/NrLdUKlWY0dbT04M3vOENDbeQdcJ54+s60bpf5Gs1TbNQgzgwMICrV6+io6PDtvVEjQtgtGKbpsLWty5P74OJZVOOijdqgTql/VJ03iiJTU4zDhY/CF6+0N3dXRLDMMb21NQtLi5C0zTout4Uok46bxKOFG+SfdMmt7e3CzPajh07hje96U2WOTdOdJvk6zZ76/562d7eRigUwvLyMtrb2/eMZ7AL7vTZTUs7b5TJ0QmUOZuZlGNrU0ublM6bvVAUQbxrczM4UrVQKdVTUZSyTh1jbE/65X6ijqdf2vG+iBRviURCircmRoo3Sdm0yc3NTUQiEWxsbOD48eO4fv06AoGApes65bw5kTZp95qJRAKhUAjr6+sYHh7G6OgoTNMUItwAgWmTdOLHQwXL0Qo8ASCec068UYOaeJPOm/3wm3XUxFutAkhRFHi9Xni93j1O3X6izu/373HpGhV1op23wcFBIWtJakeKN8JY2bAkl8uBMYa1tTWEw2Ekk0mMjo7iwoULtnU3cjJtslVq3mKxGEKhEGKxWMlMvXA4jK2tLcvXq4Qw541OPFYbtIyYPbAsrcATAF68/TKOriRLZkUFg0G0tbUJCfwpiQtq4o2a80ZRvPGbddTEm1VNVqoVdclkErFYDJqmwTCMukUdY0xox+qtrS05KqCJkeKNOIqiNJyC43a7sbGxgWeffRb5fB5jY2O4++67953RZgWNjChoBOppk4wxbG5uIhQKIZFIYGxsDJcuXSoZfSDKCXNqPUnt2Bp6ExRvRwf7MTY4hmQyiUQigYWFBaTTabjd7hJBx//fyvOhTJu0F+m82Q+/nlF6nwH7O2TuJ+qy2WyJU7efqOPpl/y44DGLSOdNirfmRYq3Q4xhGJifn0ckEoFhGDh79iyGhoaE3UnjIkp0YEC1YQljDOvr6wiFQtA0DWNjYxUHoYuqseOIcN4YYwCt+KZ6aMXye0nT+2Cyion+/n709/cXHjMMoyS4Wl9fx+zsLLLZLNra2va4dI00LKAU9FITbxSdN6oOFqXjAhA7b7UYRVHg8/ng8/nQ09NTePwgURcIBNDe3l64OZtOp9He3m778S0bljQ3UrwRpx7nLZ/PF2a0eb1eDA0NYXNzEyMjIzbtsjxut9uRome3241sNitsPb5mveKGMYaVlRWEw2FkMhmMj49jdHR03wuQaPEmwnnL6mIFd8thp9uTpRXAAUBSz+15zOVy4ciRI3uaMhV3oUsmk4V5UbxhwW5BV3zHvBwUnTdKSOfNfigKTmDHwWqmfVcr6uLxOADgF7/4BUzTrJh+acVxxBiTDUuaHCneDhGZTAYzMzOYm5tDZ2cnLl68iN7eXmxubmJtbU34frj4yOfzQk+mVBqWMMawtLSEcDiMfD6PiYkJjIyMVPVetaLzljXEp9gKQ0hsbGMwm1HB2M78NCpoevU3cDweD7q6ukrSiIprW5LJJDRNQzQahaZpYIwV7pgXp1/6/X5SooIjnTd7oSjeKHbIBJpnsPhB7BZ1R44cQTKZxNWrV5HJZEqcuo2NjcJ5p1jU8XOP3++v+bOS4q25keKNONVcUDVNQyQSweLiInp7e/HGN76xJAipZs6bHaiqClVVW6Z5yEFrVuv2maaJxcVFhMNhMMZw4sQJHD9+vKaTb0s6b/kWFm8CUGxViPSCuJSx13mrhf1qWzKZTEHQJZNJrKysIJVKQVEUtLe3F8TQxsaG0CYp9cBdN0qBunTe7IeKCNqNU2mTjcI7TSqKAr/fD7/fj97e3sK/8/NOJVHHbyYV/6kk6nK5HFKpVMOzfCX2Qe8IllRNIpFAJBLB6uoqjh07hvvuuw/BYHDPzzlVewY407SkWRuWGIaBhYUFhMNhqKqKkydPYnBwsK6LunTeaKEwAeab3Qsw2NwVxVrSDYq3ShQHV319fYXHTdNEKpWCpmmYn59HJpPBb3/720KTlN0NUtrb221vGlUN1FImqYpNSvsFaKdN2tVB204OSvesRtTxG0pra2tIpVIlom5qagrb29u4dOlS4fdlw5LmRYq3FoN3IgyHw4jH4xgeHsb169fh9/sr/o7H4xHehpbjVNv+ZhJvuq4XGsd4PB6cOXMGx44da0hIt6TzJmvemhtaMT6ypj3irRKqqiIYDCIYDCKVSiGdTuPcuXOFJik8sFpfX8fMzAxyuRy8Xu8eQddIk5R64GKIipPFz0OUxBDFFESKewboOob1znjbT9Sl0+mCS/fKK6/gO9/5DqLRKEzTRDAYxPve9z5cuHAB58+fx/nz53Hy5Mm63runn34aTzzxBF588UUsLS3hqaeewoMPPrjv72SzWXz605/GN7/5TSwvL2NwcBCf+tSn8Mgjj9S8fisixRtx+AWVMYbV1VWEw2GkUimMjo5icnKypH18JYprzw6DeGuWmjdd1xGNRjEzMwOfz4dz586hv7/fkiDJCfFmdxOYnOBU15bDbnFlAiAUE2VMZ51c/j3fr0kKF3SVBgAXN0qpp66lGqiJN2r7BWg6b1RFENV9Wz2gW1EUBAIBBAIB9PX14ZOf/CQ++clPQtd1fPe738XHP/5xXLx4Ebdv38a3v/1tvPbaawCAM2fO4B3veAc+//nPV72WpmmYnJzEI488goceeqiq33nXu96FlZUVfO1rX8OpU6ewtLQkxxEVIcUbcUzTLLg2uq5jYmICw8PDNX3JFUVxdGC26Ho7p4d053I5zM7OYnZ2FsFgsNA4xspgw+VyFTp5iggKVFWVzluTY3soayqgZL/lmPg6X041qYgejwdHjx4taRrAm6QU19MV17XsnhPV3t4On8/X0LmFmhii6LxRFG+U0yYp17zZjdvtRkdHBzo7O/Hxj3+88L03DAPhcBivvPJKzdf6mzdv4ubNm1X//Pe//338z//8D8LhcKHubnx8vKY1Wx16R7CkhPX1dUQiEUxMTGBoaKjuC4BTTUucFlKicLlcyOfz+M1vfoNoNIquri5cvnwZ3d3dtgRF/KIqKrVFhNOXb+GaN0KapzIGLfGWZ/SOp+ImKbvbivMUqGQyWdIkRVXVPYKODx2v5txDTbxR2y9AUwhRdbCo7lvXdWE1sIlEAl1dXSXfIZfLhdOnT+P06dO2r/9v//ZvuHLlCr7whS/gn/7pn9De3o7f+73fw2c+85l9S4AOE1K8Eae/vx9Hjx5t+ELlpPPmhHgzTVPY3c5MJoOFhQWkUikkk0lcuXLF9ha8/HUZhiHkhC+dNwLYrasMOsEyAOhw7niyujnU7hQoDm+Swp26WCyGubk5ZDIZeDyeskPHK93dpyKGeKdJKvsFdvbcDM1paoFyzRtV502UcInH4+js7BSyVjnC4TCeeeYZ+Hw+PPXUU1hfX8ef//mfY2NjA1//+tcd21czQe8IlpSgqqolF6nD5Lzxu266rldVE1gvqVQKkUgECwsL6Orqgtvtxt13323besXw40KUwyjCeWvlmjcR3SZtD2XzdIJlADCU1j2eOMVNUorRdb1E1K2uriISiRSapBQ3R+HnSCpiiNpMOoBm2iRlB4vqvkWJzng87uiMN34D5lvf+lZBRP7t3/4t3vnOd+IrX/mKdN8gxZvkf3FKvHk8HqTTaaFr2i3eNE1DOBzG0tISBgYGcPXqVaiqimeeecbytfZDZNMSEaMCWlm8CcFmdch0hdKkAJiKs8XvTgoMt9tdtkkKHzrO0y8XFxeRTCYBAM8//7wlw3/thqIQopg2aZqmrTc/7YB31ab2XgNixRtPm3SKwcFBHD9+vMT9O3v2LBhjmJ+fF5K62exI8UYcqwIAJxqH8HVFO2+8QYvVYmN7exuhUAirq6sYHBzEtWvX0N7eDmCn7a3IBiKAWPEmYlRArpVr3kRgt7VHzHljDoq3Zp2d1tbWhra2tpK77qlUCj/96U9x+vTpknEGfE5UuVEGjTZJaQTpvImBogji1yhq+wbEpnvG43EMDQ0JWasc165dw7/+678imUwWsgZ++9vfQlVVDA8PO7avZkKKNwkAZ4ZlA60hGhOJBEKhENbX1yvO1RPdQISv2VrOm2wT3NTkaAWfTJXHU7Woqoqenp6yTVK4oNve3sbS0hLS6XShScruweMinBqqQkju2X74NYpqzZtI5+38+fOWPV8ymcT09HTh75FIBLdu3UJ3dzdGR0fx6KOPYmFhAd/4xjcAAO9+97vxmc98Bn/yJ3+Cxx9/HOvr6/jYxz6GRx55RKZM/i/0jmDJHhRFafhOrtvtRiqVsmhHta1LtVFKLBZDKBRCLBbDyMgIbty4AZ/PV/Zni8WbqMJ0EW6YyLXyrZw2KcCIUexOmyTmvCkqkM7n4Pc4k/pFxR2q5GQVN0kpxjAMpFKpQurl5uZmSZOU3YJuvyYp9cDrZShBVXBSc7B0XYeiKOTea0B8zZuVaZMvvPAC7r///sLfP/rRjwIAHn74YTz55JNYWlpCNBot/HswGMQPfvADfOhDH8KVK1fQ09ODd73rXfjsZz9r2Z6oI8WbBIBzzptT69Y7qJsxhs3NTYRCISQSCYyNjeHSpUsH3lFWFEX4cPDWc95aWLyJwG6BmKUXEG1mUzjugHhr1rTJctSahuhyudDR0YGOjo6Sx3VdLwg63iQlHA4jn8/D5/OVTb+sJ8hmjJELzimKN4p1ehQFJ7DzXotMm0wkEoX5albw1re+dd9z3pNPPrnnsTvvvBM/+MEPLNtDqyHFWwtghfN2mLpN8nVrERuMMayvryMUCkHTNIyNjeHy5cs1uWgixZTo9aTz1hh2u2L/u4qtz86ytNwOAIhl0jgedK4wnwJW1ZC53W50dnbuaUFePHRc0zTMz89D0zSYpgm/379nnIHf7993P9J5EwPFtEmqA7r5dVyE8GSMOd6wRHIw9I5iiS20Qu2ZHesyxrCysoJwOIxMJoPx8XGMjo7WdQE4DM6bnc0CcmbrijchbRptd97o3dGO5cSninOoCAy7G4C0tbWhu7u75E4/YwyZTKak8+Xa2ho0TYOiKAVnrljYeb3ewo1MaqKCqnij5mJR3DPwerqnqL1bnTYpsR4p3loAq+a8OSWiRA7M5hwkpBhjWFpaKqT1TExMYGRkpKGTpx0dLvdDtPMG2Bvo5Vt5SLcI583uVL0MreATABJZsWNKOJQ6IjqR4qkoCvx+P/x+P3p7ewuPm6aJdDpdEHRbW1tYWlpCKpWC2+0upFrm83nEYjEEg0ESw68ppiBS3DNl8eZyuYScM0zTxNbWlqVpkxLrkeJNAsBZ5w0A8vk8vF6v0HXLiTfTNLG4uIhwOAzGGE6cOIHjx49bIixbPW0SsCeVxjRNLCwsIBKNinGoHEBEeGz7FLY0QfGWzzi2NiXx1ix75V0s29vb0d/fX3icN0lJJpNYXV2Fruu4ffs2stks2tra9qReBgKBpkqfo+q8UdwzVfEm6njd2tqCaZqODumWHEzznL0kdWOV82YYhiMOmKIo0HVduHgrFquGYWBhYQHhcBiqquLkyZMYHBy09L1o9bRJAJbWvXHRFgqF4HK5EOzsBLZWLXv+pkKI82bz8xsqGAOaJM6viu2cc+KNCs0k3ipR3CSFz9O8fPnyniYpy8vL0DSt0CRld+fLQCDgiCChJt6oDrumWvMmutOkqqo4cuSIkPUk9UHvKJbYAk8t0XVdyCye3WuLTtl0u91Ip9PQdR3z8/OIRCLweDw4c+YMjh07Zkuw4kTapCg3VVVVKIpiyevbLdruuOMODA4O4kc/+n+BLQs224y0Qs0bQbZ1Z8RbK3ebdJrimrdyTVIYY8jn8wVBl0wmEYvFCk1SAoHAnnq6g5qkNLpfiuINoDfsmqLgBMTPeDty5AjJ9+kwIcWbBMDrwXc+nxcu3pxqWrK1tYWnn34aPp8P586dQ39/v61BihNpk5mMuOBUVdWGnLdKoo1/JnoLD+kW0m1S1Bp04nxoetaxtakIImri7aBuk4qiHNgkhQu7ck1SitMv29raGn5vuBCiJN5Edj+0EpHt9q2E8oy3Zub73/8+fv/3fx/b29uF79/LL7+MixcvYm1traTettmgdxRL9mDFhVVRFEeblohyiHK5HGZnZxGJRKAoCu666y709vYKCU5aOW2ykfUOEm2cPGvhhiUCECIQTQB0YlBoes6RdaXzZh/1dps8qEkKF3SJRAILCwtIp9OFJim70y9raZLCb3hRFG+U9gxI8VYNfEwApe98vbz00ku4cOFCyXF869YtDA0NNbVwA6R4kxTRyrPestksZmZmEI1G0dXVhRMnTmBlZQV9fX22rluM6LRJEYOzd69Xi/NWrWjjtLLzJgQh4k0RtJA1pA1nxBslqIk3q+e8FTdJKcYwjJJRBuvr65idnS00Sdkt6Nrb28s6VRSFEG9WQum4ACC8tt4qRIrOWCx2aJy3W7duYXJysuSxX/7yl3sea0akeGsBrDqBNvvMtXrIZDKIRCKYn59Hd3c3rly5gqNHj2JjYwOLi4u2rFkJl8uFXE5csNisowlqFW0cnUnx1hAiNBUxczRtOifeqAS+1MSbqDlvLpcLR44c2dPYIZ/P72mSkkwmoet6Yeh4saDj7y2l95jimACAbs2byG7chylt8qWXXsKHP/zhksdu3bqFK1euOLSj6pHiTVKglZy3VCqFSCSChYUF9PX14d577y25yDohVEWnTTab81avaOPoFnaybDqE1KMJCA4NWs5b1hR/vgNopU0C9ISFky6Wx+NBV1dXSQDMGEMulysIOk3TEI1GoWla4Vh45ZVXSurpfD5f077vFMcEAHS7TYp03njaZKujaRpCoVCJy2aaJl566SW8733vc3Bn1UHvKJbswUrnzQnxZmWtnaZpCIfDWFpawsDAAK5evYqOjo49PydaSAHN64TZvR4XbXwMQ62ijdPS4k0AQmre9OYMNiuRM8VnGlDD6jREu2lGp1BRFHi9Xni9XvT09BQeZ4xhfX29INySySRWVlaQSqUKTVKKBV17e7slTVIahaqDRXXfohuWHIYZb5FIBKZp4s477yw89l//9V/Y2NiQaZMScSiK0vDdXCcblmSzjXV9297eRigUwurqKgYHB3Ht2rU9NQq71zRNU+hd2mYRU3ax2+nbLdpOnz5dl2jjyLTJBpHibQ85OOe8OR2AVwulvQLOO2+1wDtfejwejI+PFx43TROpVKqQfhmPxzE/P49MJgOPx7Mn9bK9vb2mJimNItMmxSK6YcnY2JiQtZykp6cHiqLg5z//Od7xjnfgpz/9KT74wQ/C5/PhjjvucHp7ByLFm6SAk2mTyWSyrt9NJBIIhUJYX1/H8PAwrl+/Dr/fX9WagNj0D9Gpmk6IRS6IrRRtHOm8NYgA8cbyKqVJAbKDaZVQEm+tIDZVVUUwGEQwGMTAwEDhcV3XkUqlCumXq6ur0DQNuVwOXq93j1MXCARsEStU0yYpd5sUJToPS9rk4OAgPvOZz+CP//iP0dHRgfvvvx9/8Ad/gB/+8IckBD69o1hSFiucN7fbjVQqZdGOalu3VlETi8UQCoUQi8UwMjKCGzduwOfzVf37/Mup67qwO5ZOiSlRKIqCjY0NRCIRS0UbRzpvDSLCecvTCZoBwKDWYcUBKIohavutVgi53e6KTVKK6+kWFxehaVqhScru1Eu/39+Q+KLsYFHdt5zzZj2f+MQn8IlPfMLpbdSFFG+SAk6lTVa7LmMMm5ubCIVCBWv/0qVLdQ0VVxTl0Mxdszv44k7bxsYGVFXF2bNnLRVtHEM6bw0hpOYtRydoBgBDcUa8URJElPYKiOs2aRVWpHl6PB4cPXq0pFZpd5OUZDKJjY2NQpMUnm5ZLOqqbZJCMW2SMUZadIoQb4yxQ+O8UUeKN0mBZu02yYu6Q6EQNE3D2NgYLl++3LBj5kQao+j1APsutLvTIzs7O9HZ2YmhoSHL1wJaPG1S1ABtm2E5OkEzAJhKCx9TFkFNvFGqeQPsS0Hcr0lKOp0uCLriJinFM+2K3brdN0gpiiCehUItbZKXIoiseevu7haylqR+aB3FkopYcXF1qttkJRHFGMPKygrC4TAymQzGx8cxOjpq2UlMdPdHvp6oYIhfXK2+0FaqaXvttddsTdM0iLVXrwUhobGAUQEsSydoBgCmOifeqAgiauKN2n5Fi01FURAIBBAIBNDX11eyj+J6ulgshrm5uZImKVzQaZpG6j0GUIgxqIlOvm+R4u0wdJukjhRvkgJOdpssXtc0TSwvLyMcDiOfz2NiYgIjIyOWn3SdcN4AcSknPCCwSqAe1IhEVVVb309D1rw1hBCTiZh4g8ocCfYpzXmTYshemmW/xU1SitF1vVBLl0wmsbq6ikQiAdM0EYvFSjpe2tkkpVEMw4CiKE3xXteCruvC9p1Op5HJZKR4I4AUby2Clc6b6Is1d6R0XS+INsYYTpw4gePHj9t20hKdxsjvnIkqmuZ1fY2Kt2q7R7pcroZHPuxHa4s3+4dbC9ELGVqBkaIA8WwKR32Vx4ocdigJTaC1G5Y4gdvtLqTEc1577TW4XC709vYWnLrFxUUkk0kYhoHSGHXMAAAgAElEQVRAILAn/bLRJimNQrnTpNvtFnJMx+NxAJA1bwSgdyRLbMPj8YAxJrwYmZ+UfvzjH8PlcuHkyZMYHBy0/UQv2nlTFAWKopCZ9VZry3+7u1sajAnKL2xRBKRNIt28QWglNjLOiDcqAoOa83YYG5aIxjAM+Hy+sk1SstlsSefL9fX1QhdrLuqK6+m8Xq+Q40t2mjyYRCKBQCAAr9crZD1J/Ujx1iJY5bwBO22HRZzkdF3H/Pw8IpEIAGBiYgJjY2PCAgXRNW9WOWG1UM969c5p2z2k22oMZkrx1gCiuk0ytuNoUSGeTQtfk5KbRU28SefNfirVUSuKAp/PB5/Ph97e3sLjpmkWmqRomoatrS0sLS0hlUrB5XLtEXTt7e11dZGuZ8/NjkjHMBaLoauri9T357AixZukgKqqcLlcyOfzNc1MqxVd1zE7O4uZmRn4/X6cO3cOv/71r9Hd3S08XVN0jV8zD+pudLi2EOetRRHyyoRkndIKQgEglhMv3gDpvNkFReeNmqioVQgVd7Hc/TypVKpQT7e5uYloNIpsNguPx7NH0LW3t9ctZKiKN9HOmxRvNJDiTVKCnU1LcrkcZmdnMTs7i2AwiEuXLqG3txeKouC1114T3ulSdM0bX7PZnLdGRRvHdudNjMRpXUS9fQykHNIth8QbFaiJN+m82Y9Ve3a5XOjo6EBHR0fJ47xJCk+/XF5ehqZphRvLuwVde3v7gfsRKYKsRPSA7uLaRknzQu9IlpTFqouVHeMCstksZmZmEI1G0dXVhcuXL+9x2USnMPI1M5mM0DVFi7f9BJVVoo1jt/NmtrDzJmZUgIhFBK5jEVs5secAQKZN2gk1541iIw27XaxyTVIA7Bk6HovFoGkaTNOE3+/f49T5/f7CsUvZeRO173g8LpuVEIHWGUNiO1Y6b5lMBpFIBHNzc+jp6cGVK1cqtqB1YsacE4LRiQ6Xu1+j1aKNY7fzZorJ+2tZFFGHugmAUIyU1O3rkLofVAQRNfEmnTf7cSrVs62tDd3d3SVDpBljyGQyJU7d2tpaYRYdd+ZyuVzhZ0U1SbECJ9ImJc2PFG8tglUnIo/H07CISqVSiEQiWFhYQF9fH970pjfhyJEj+/7OYag/42s65bzZJdo40nlrckS9fYYCeOh8Vtt56bztBzXxRs15oyjemsnFUhQFfr8ffr+/YpOUZDKJRCKBfD6Pn/zkJ3C73XtSL4PBIDwej4OvpDy6rgvr/iidNzpI8dZCKIrScFDQiAOmaRpCoRCWl5cxMDCAq1ev7sllr4QTA8IPS82bruuYm5uzTbRxZM1bA4h4aaagANy0f2adlWgOOW+UoCTepPNmP4ZhNP2ei5uk9Pf3I5fLwePxYHx8HKlUquDSbWxsYHZ2FtlsFm1tbXs6XwYCAUfTWnVd39PoxS4SiQTGxsaErCVpDCneJCXUI6K2t7cRCoWwurqKwcFBXLt2reaTzWFy3kStye88rq6uwuv12ibaOLY7b4QEQc2IiDVFvX06ncAZAFJGzpF1qQgM6bzZC1Xx1izOW7Xw2XSVmqTk8/nCKAPeJCWZTELXdfh8vj0uXSAQEPK5ybRJSTmkeGshrHDePB4P0unquq8lEgmEQiGsr69jeHgY169fh9/vr2tdt9uNXE5sEOVUzZvdaxanR+bzeXR2duLKlSu2B2B2vzbWwuJNxGtTRJUMEhNv61txTE9Pl9xxtzsoo5Q2SdHJorZfSuLNNE0wxkiKt/1EkMfjQVdXV4l4YYwhl8sVBN3uJil86HilJilWILrbZKW+BJLmQoo3SQnVOEOxWAyhUAixWAwjIyO4ceNGw3Ph3G43UqlUQ89Rz5pOpE3aJVLL1bQlk0nkcjkhwYyqqmCM2Xan3qQT79aMmG6TYgJapiuUJgXAdO8EdouLi0gmkyVBWTAYLARlPp+PlCiwEkqvm6LzRkkI8ewKSnsG6uvaqCgKvF4vvF5v2SYpPPVS0zSsrq4ilUqVNEkpTr9sa2ur63sknTdJOaR4k5RQqWEJYwybm5sIhUKFvOhLly6hra3NknWdbB4iMi3I7XZX7WxWy36NSMLhsDBRzC+MdrW+bum0SRGIct7ydAJ9ADBdwJkzZwDs7VyXTCaxsrKCVCoFVVVLxBz//3qOdUqpiNT2SlG8Udovz66gtGfA2lTP4iYpfX19hcdN0ywMHdc0DfF4HAsLC0in03uapPD/HtQkRZR4Y4whHo+XiFRJ8yLFWwthxQV2t3hjjGF9fR2hUAiapmFsbAyXL1+2vCuTUw1LgJ2To6guU1amFlbTPdLuOrRi+MXcrvVaOW1SCKLevhytoC7HXj/v7Ne5rrgV+fr6OmZmZpDL5eD1egtCjgdkouphREBNvAG0nEKK4k1RFFJ7BsTU6RXf4Nm9dnHqZfH5o62tbY+ga29vt/1maDmk80YHKd4kJXAHjDGGlZUVhMNhZDIZjI+PY3R01LaTiFPOG7BzcqQk3mpp+S+yuyW/mNu1nqlI8dYIoua8sRydwBkA8uzg846qqmWbHPB6GO7SRaNRaJoGxtieu+yNpE45CSXxxm8cUdkvQE+8UUvz5IhMP9yNy+XCkSNH9oxM4k1S+E2hxcVFaJoGXdfh9/sRCARgmiZisVghnduuY8UwDGxtbcmaNyJI8dZCWHHBcrvdyGazePbZZ5HP5zExMYGRkRHbT9ZOiDdFURwZml3vevXMaRMp3vjdWLvWk9KtQUTVvGXpBKIAoKP+739bWxva2tpKAh7GGNLpdEHQbW1tYXFxEel0Gh6PB+3t7UilUojH4wVx18zBMCXxxp03amKI0n4pjAkoRzN2yNyvSQo/d2xsbGBxcRFTU1NgjCEQCOxx6qyox00kEgAg0yaJIMWbBMDOBWRxcRGhUAimaWJ0dBTDw8PCTtKNzJdrdF2R4q0eMdXIcG0n5srJtMkmRVTNGzHnTYe13w9FURAIBBAIBNDf3194nKdOJZNJhMNhbG1t4Ze//CXy+Tz8fv8el87qrnX1Qkm8UXTeqImhZhRBB8EYI7Pv4iYpfr8fs7OzeOMb31i4KVSpHnd3k5T29vaanP5EIgGXy7Un5VPSnEjx1kLUc8EyDKNEGExMTOD27dsYHBwUekFxonkIIH5Qdy3rNSLaitcTKd5sdd7oxGPNiSjxlmn+AKkYU9AMheLUqeXlZQwNDWFgYKBwl724HkbTtELXut31dFY1iaoWSmMNqNW8McbIOW8U0ya5qHdy2HY9FKd6Ft8UKtckhZ9DYrEY5ubmkMlkCk5/saCr1CQlFouhq6uL1LF4mKF1JEssQ9d1zM/PIxKJwOPx4MyZMzh27BgA4NVXX0U+nxdWBwagsJbI5iGAeOetmtlyVog2jnTeJDswKBB0Uc7QuvgzVZSqLVqzSGTwu+w9PT2FfzdNsyT1cnNzsxCQ8QYHu1On7Aq6qDlvqqqS2S/FNE9qTiGAwjWemuispk6vUpMUXddLRN3q6io0TStpsvSTn/wEADA5OSmblRBDircWopoLlq7rmJ2dxczMDPx+P86dO4f+/v6S33Vq/hnfn2jxJlrcVFrPStFWzXp2IJ03CdK0AjsnxNtBFKdBDQwMFB7Xdb0g6HiDA7tn01ESb5T2CrzuCFESQ1TSD4uh2iGzntl0HLfbXbZJSvHQ8YWFBfzoRz/Cpz/9aaTTafj9frzzne/EhQsXcPHiRVy4cAGnTp2qy7F8+umn8cQTT+DFF1/E0tISnnrqKTz44INV/e6zzz6Lt7zlLbhw4QJu3bpV89qHASneDgm5XA6zs7OYnZ1FMBjEpUuX0NvbW/ZCV2nWm50oiuJYx0nRaZOmaZakytgh2orXaxXnjdTk58OMqYIxgEoMrahAVtfhFZxSVc/32+12l21wYOdsOkqCiGIKIkBLvFFMmxTZbt9K7OiQWdxk6bOf/SyAnc/07//+7/Hd734XV69excsvv4z/+I//wO3bt2GaJs6ePYuPfOQjeO9731v1OpqmYXJyEo888ggeeuihqn8vHo/jPe95D37nd34HKysrtb68QwO9o1lSE9lsFjMzM4hGo+jq6sLly5fR3d2978XYyeYhotd1otsk8Ho7fbtEG0dVVaF1FbLbZH0wKGjtV9jcbGY0DAY7ha1nZR2Z3bPpKIk3SnsFaIo3is5bIw6Wk4gab8DjhImJCfzVX/1V4XHDMBAOh/Hyyy9jZGSkpue8efMmbt68WfNePvCBD+Dd7343XC4Xvvvd79b8+4cFKd5aiOKLViaTQSQSwdzcHHp6enDlypWq53c4MTAbcG7Wm2jnDQDm5uYwNzdnm2jjFItFEQGCdN7qw+6XJjyeZSD1eW1mU0LFG2B/U41qZ9PNzc0hmUxWnE1nmiYZQUTReaNUowfQrHmjKDgBsbPpEonEnhjR5XLh9OnTOH36tJA9fP3rX0c4HMY3v/nNgisoKY8Uby1GOp1GOBzGwsIC+vr68KY3vWlPzvNBOJE2CTgn3kSlFfL0SGBHvNkp2jjFg7NF1BLalaaZ1w1SYqBmbH9tgl09ExDVH8UK4tm001sQxkGz6TRNK5lNpygKZmZmkEgkSpy6ZgyGKQlNgJ7YBGgKIZk2eTDxeLykaZJopqam8Nd//df48Y9/TPKzEo18h1oIxhh+8YtfIBgM4urVq3vuuFaLU2mTTjh+fCi5neyuaXO5XJicnBTS2Ynf1RUlUFVVtcV5ywqs25NYgEkrDTSeEyvemq39fnEb8mIMw8DPfvazwrlqeXkZmqY17Ww6xhgpMURRvJmmSS64ppw26ff7hayVSCRw4sQJIWvtxjAMvPvd78bjjz+OO+64w5E9UIPWN1CyL4qi4L777mv44nmY0ibtrHmr1Ijk6aefti+1sAy2pjKWWcsOoZh14HgUid2hvPBwmpjW3hIs3gAas8hcLhdcLhd6enoK9XSMsaadTUfNeaOagih61mCjUHQLAfHOW7WlNVazvb2NF154AS+99BI++MEPAtj5LjPG4Ha78d///d9429ve5sjemhUp3loMKwJ1t9uNTCZj0Y5qW1e042eHYDyoe2QzDwZvFNuct3xri7eWw6DlvG3l7XXfd9Nsztt+7G4C0syz6aTzZj8UhRDFPQPO17yJ4siRI/j1r39d8thXvvIV/OhHP8K3v/1tTExMOLKvZkaKtxbDiruOh8l5s7LmrdqW/07MliPvvBlSvJFCp+N+AEAyL/5mFRWq7eDYDLPpqDlvFMUbxVEBIkWQlYiq1WOMWT6kO5lMYnp6uvD3SCSCW7duobu7G6Ojo3j00UexsLCAb3zjG1BVFRcuXCj5/f7+fvh8vj2PS3agdzRLbMfJhiWiHT8rXKla57Q5MXtNZM2bHcdOVieWh1cz9joxwsNZauJNF+u8ATTSJoHG2++LnE0nnTf7oZrqKaJhl9WIdt66u7ste74XXngB999/f+HvH/3oRwEADz/8MJ588kksLS0hGo1att5hQ4o3yR4OW8OSetesd7i2E+MJRIk3u9bKtbrz1mLdJlleJdUcVBMs3iinTVqBXbPppPNmPxRTEA3DgM/nc3obNSNKvDHGEI/HLXXe3vrWt+57nnvyySf3/f3HHnsMjz32mGX7aTWkeGsxZNqk/WvWK9o4re682VLz1vLOW4uRpxNAA0DayDm9haZF5ODrRmfTZTIZMMbIDOummIJIcc8URwUwxoR1yeQdZK103iT2QutolgjBKefNyZq3ai72jYo2TiuLN/ucNyneKMFyzR84F5MxxZ/vKIgLQKx4q0S1s+ni8Tjy+TyeeeaZsl0vm010SOdNDBRHBRR3W7SbRCIBAELGF0msQYq3FsMq5800TeEnaae6TQL735mzSrRxnOg2KdJ5s3otxhhW1tctfc7DhvDQO0srIBUt3g572qQVlJtNNzs7i+3tbYyOjhZcumaeTUdVvFHcMzXxxmMEEeItHo+jo6ODnDt5mJGflGQPvLBX9N0qp+a8AeVzy60WbRy32410WtxcKdHOm1Vpk4wxrK2tYWpqCjMrq5Y8p0QMLEcruMsy6bxVolnFWzm4GDpy5AiOHDlSeLxZZ9NJISQGimmTuq5DVVUhx0c8HkdnZyeZ77lEireWw4ovn6qqcLlcyOfz8Hq9FuyqOrh4E11joapqiWi0S7RxWjlt0grnjTGGjY0NTE1NIZ1O48SJEzjZeRT4VQt3pmq1a2aGVkCaM1u8IU4DUHMJywW7zTqbjprzxhgjWfNGMW1S9IBuKd5oIcWbpCxOuGDc8RN9l4zXvdkt2jii0yZ3i1M7adR529zcxNTUFJLJJMbHxzE2Nga3240Xf/2yhbs8fMi0yf3RIfZcR00QUQnqau026fRsOmrijZ/bKe0ZoOkWihZvTg3oltSHFG+Ssjgx642fqEQP1HS5XFhaWsKtW7dsFW0c0UO63W43slkxrdDrdd4SiQSmpqYQi8UwPj6ON7zhDSVzeXKy2yQt0sQCJYg/vqgIIkrizao5b6Jm05mmSWr+GD+3UxJCjDGyaZMiZ7x1dnYKWUtiDbSOZsmBWHWRdaJ5iKIohXRNETNZuNOWyWSwtLSEM2fO2CraOKLTJu1oIlKJWp23ra0tTE9PY2NjA6Ojo7h06VLZWpO8DeMHDhWijZ6cCsYAIjE/DEWseJPOmz3YmdJnx2w6as4bv45Q3DMlwQlI502yP1K8tSCKojQcHLTyrLfd6ZGBQAATExMYGhqydV1OKw/prlYoJpNJTE9PY3V1FSMjI7hx48a+9ZV5s8WdNxqxcctiKvLmQDn4dYSKeLPKeauFRmbTbW9vQ1EUZLNZtLW1Nf37zMVxs++zGKriTaRbmEgk5JgAYkjxJimLE2mTgL3CplJN2y9+8QtbBktXopUblnDnrdLd+lQqhenpaSwvL+P48eO4ceNGVS5rq895o+PD1AADGVHKVPHijUIATE281VrzZifVzKbb3NzE+vo6lpaW4PF4mn42HdXumKK6NlqJ6LTJU6dOCVlLYg1SvLUgVjhvTjQssWvdgxqRtLITJno9HmjsTl9Kp9MIhUJYXFzE4OAg3vzmN5fMZzqIfIuLN7vDTcUJeUhJkapMaHoglbRJauLNCeetFnbPpkskEujv78fAwECJS9ess+moNv6gtmdAfNqkdN5oIcWbpCwej0dYk4vd61olpKrtHunE0GyRIxGsnL12EDxw4hf5TCaDcDiM+fl5DAwM4L777kMwGKz5eVu95s32UN4JrWAqgIuGSFEUIJHNoMvnF7hm8wsiauKNWg0Z36/L5SIxm47imACKghPYEW+13OBsBJk2SQ8p3loQKy60brcbyWTSgt3Uvm6jQqrWlv+inTd+N03UhVCkOOWvh4u2ubk59Pb24urVq3tqQmqh1Z03KumFNWEAoNNID5sZTah4owQV8UapuQqwv9hsxtl0VNMmqXWaBGTDEsn+0DuiJUJwsmFJvbV29c5pc7vdSKVSda1ZD1zgiLojKNJ548fM888/j6NHj+Kee+6xpAVxqztvdqM45bwRyp2M5dLC1pJpk/ZA1XmrBSdn01F0sSinTYrYN2MMiUQC3d3dtq8lsQ4p3loQKy60lBqWNDpcW/TcNVVVoSgKdF23Pc0FEFPzpus6ZmdnEYlEoCgKzp07h+PHj1v3/IYUb+TQaQT8nIRA8QbQEEQUxRuVvQLWOlkiZtPJtElxiG5YItMmaSHFm6QsTjUs8Xg80DStqp9tVLRxRL9WPs9OZBMRwzBsSSkyDAPRaBThcBjt7e24fPkyfvnLX6K9vd3SdeSogAZxwuihJt6y0nnbDTXx1kppk1Zg9Ww6qmmTUrztv04ymZRpk8SQ4k1SFqect2rqs6wSbbWsaTVO1KFZedfUNE3Mzc0hHA7D6/Xi0qVL6O3tLQhTq9M0ZdokPVheIVXKt5XPOL2FpoOieKMkLpxK86x3Nh2wcyxsbGwgGAySmE0n0sGyElH7jsfjACDFGzHoHdGSA7GqYUk+nxd+J3O/WjurRRtHdNqk6DWtrLHjn0EoFILb7ca5c+fQ399f8hlUO6i7FvRWF282f8UcqXnL0wmiAWBbsHhr9qAXkE6W3TTbfg+aTTc3N4dsNovf/va3SKfTZGbTNdN+qoExJqzRSjweR1tbm7DOlhJrkOJNUhaPZ6dNnOhOTeVSGO0SbfutaTci0yaL2/fXC2MMi4uLmJ6ehqIoOHPmDI4dO1b2M7DDedNbPW2yFcnTCfoBYDsvbjQKpbRJSuKN2n6bTbyVo3g2XTweR2dnJ06dOgXDMMjMpuPxDBV4mYMo8dbV1dX0x6GkFCneWhCrnDcAyOfzwsUbT9e0W7QVr9nK4q2RGjvGGFZWVjA1NQXTNHHy5EkMDQ3te6K347W1uvPWinPeWI5OEA0Ami5+rmWzI8WQfTC2MxiekitUfDOXymw6wzDg8/lsXcNq+PVTlHizoiO0RCxSvEnKoihKoe7N7xc3+4iLN15PZado44gemg2IF4y1CirGGNbW1jA1NYVcLoeTJ09ieHi4qsBIVVXrnTfW2uKtFdMmWZZGEM1JGTmh61EQRRTFG5X98nMkFbEJHJyC2Iyz6SjWvOXzebhcLiHHMu80SeV7I9mB1hEtqQqq6YSmaWJ9fR26rmNmZsZ20cbhJ3aRKaIinTeg+jo0xhg2NjYwNTWFdDqNEydOYGRkpKa7w9J5a0KcyNIjJt7SAsWbTJu0B0oNSyiKt3qbXsnZdLUhMhbhaZMSWkjx1qIoitJwgCCq42RxeiQ/MV+9elXYycsp8SZSGFfTIGVzcxNTU1NIJpOYmJjA6OhoXe+HdN6aEQcC8AydoBQAMqZ03nZDRWRypPNmL1aPChAxm0503b4ViHQLpXijCa0jWiKU4vozOyhX0zYwMIAf/OAHQk9eqqpCVVXoug6v1ytkTScGg1daLx6PY2pqColEAuPj47j77rsbeu/tcN4Mk1YQWTOtOOeNmHjLmuJHozQ70nmzD8MwoCgKqfdXhItlx2w6as6baPEmxwTQQ4o3SUX2a9vfCAc1IuFCSiSinTCXyyV0jl45QbW1tYWpqSlsbm5ibGwMk5OTlhSP2zIqQDpvjeGEg0JNvDFx338qjhY18UbNeaMiNDlWzgqtlXpn02UyGaytrYExJmfTlSGRSKC/v1/IWhLrkOKtRWnGtMlqu0c60f3RiQYi6XRa6HpcUCWTSUxNTWFtbQ0jIyO4cOGCpY6jHaMCjFYXb3Y3LHEibdJUwRjQ5HFSgbxA8QbQSZuksE/g9e6NVAQRRfFmddqkFRw0m+6VV15BKpUiNZtO13Vh+0kkEjhz5oyQtSTWIcWbpCJWCZpaW/47Jd5EpjGKXo+LxV/96ldYXl7G8PAwbty4YUsLZVVVkctZWz/U8uLNbmgYPY6SY3mkUinH5lE1I9TEG0BDFAN0xVsziZxK8Nl0fr8fjDGcPXsWPp+PzGw6XdeFzaaTNW80keKtRbHihOPxeKBpWt2/X++cNrvSNfej2Vv3N0I6ncb29jZWV1cxNDSEN7/5zQgEAratZ4/z1trqg7VizRsAmACaP9YDABgw8Pzzzxc64/EArqOjA+3t7ZamMcm0Sevh7ykVQeRkCmK9UNszv8byPVOZTSfaeevu7haylsQ6pHiTVKTehiWNDtd2ami2aPFm93qZTAbhcBjz8/Pw+Xw4fvw4Lly4YOuagD01b60u3mzHqbeP0MfGVIa3vOUtSKVShTvzxU0RfD4fOjo6SgK5elqXcyiIIkrijd8worRfKkKTQ8V54+wWb+WodjZdLBYTOptORPM0xhgSiYRsWEIQKd5aFKuct1oERqOijWN3l8tKazZb6/56yWaziEQiiEaj6Ovrw9WrV7GwsCDsbr9tNW80YrKmxIkh3QAAUwEVBcdUs6QVeTH8zjz/s7a2Bk3TSn6++M9BAS4V5w2gI4YoOm9U9grs7JdSTSHweo1ePXs+aDYdd+nsmE0nRwVIDkKKN0lFqm1YYpVo4xyGmjc70ibz+TwikQhmZ2fR3d2Ne++9F52dnYX1stmspetVwjbnjUYMWR+tmjYp7ivVMEytfMOhra0N3d3dJelFxa3Lk8kkVldXEQ6HS+pnrHLpnEI6b/bRjM0/9qMaF6vZsCP9UMRsOlHiTTpvdJHirUWx4gJ2kIiyWrRVu64dUE6b1HUdMzMzmJmZQWdnJ65cubLnZCyyxk52m2xCHBNvKqgoOEUFkpk0fG5PYf7WfsF1udblxfUzxaIulUrB5XKVuHrJZBJtbW1NHQxTEm98r1T2S9F5A2iJN1FpnlbPphMl3ra3t2EYhhRvBJHiTVKRSs6bXaKN43a7kclkLHmuZl3TCqfPMAxEo1GEw2EEg0Fcvny5JGe/GNHizeq1TEJpZnVhu/PmUEAr9h5Mw8SyaQyopcEeFwTVCLr96md4ELe9vQ0AePXVV6HrOgKBwB6Xzuv1NoUIoSTeKIohSvvlTiGV4wHY2bOo9MNy1DubLp1OY2NjA4qi2DqbLh6PQ1EUmTZJECneJBXhAoNfZOwWbRyPx4NkMmnpcx6EE90mTdOs6wJuGAbm5uYQDofh8/lw6dIl9Pb27vs5iBRv/FixEoNI3VTd2D3nzam3T6cT6AFAiu00CmCMFWp8iv9bzG4xV61Ld+zYMczPz+Oee+6BoijY3t4uaV2eSqXgdrtLxFxHRwcCgYBw14OSeKO0V4CueKOEyK6NtXDQbLrbt28LmU2XSCTQ0dHRlO+RZH+keGtRrGpYAuzcJVpbW7NdtHEOw5BufjewlguiaZqYn59HOByGx+PBhQsX0NfXV9XnQN95a+G0SYaWrXljeZVUqWIsmy58H4sDmt1Cjv/hN2A41bh0xfPIuEtXnGpVbhbV9PQ0DMMo69LZdVee75WKIKImhijul1qQT6k7ZvFsOtM0hcymk81K6CLFm6QiPAB57rnn4Ha7bRdtHKe6TYpuWALsXFwOGsZpmiaWlpYwPbcaoK4AACAASURBVD0NVVVx5swZHDt2rKbPgbrz1sLSTQxOpZ3maAT+nEQuVfbxcoIO2Cvq9nPpeMrZQd+NSrOostlsIe1ye3sbS0tLSKVS8Hg8ewSdVW3LKYk3SnsF6IkhSkKI43TaZD3w6zTft52z6RKJBLq6ukh9byQ70DqqJVXTyJexOD2SMYaRkRGcPHlS2Bf8MDQs4cHcfoKKMVa4626aJk6dOoXBwcG6gjLyzlsrp00Kcd6cuTizPB1nAQDi2drqXmtx6fh3IpXaEYg8pavaWjqfzwefz7fHpStujrK7bXnxkPGOjo6ahwtTEkSmaZLZK0DPeZNpk2LgcYhds+l++MMfIhAI4K677sLq6qp03ogixVsLoyhKTfOEytW0TU9PC78zU+t8OStoJsHIGMPq6iqmpqag6zpOnjyJ48ePN3ThtKN9/35rWe68tXrDEptxrOYtSyeYBoCl1XWwOxoTLJUEXT6fRzgcxuLiIoaGhuDxeMq6dNyh43vY73vvcrnQ2dlZGAkCvN62nAdwiUQCCwsLSKfTJcOF+R/e4a4clMQbtRlkpmmScoWoOm/U9sw7TdbzvatmNt3S0hKee+45PP7448hkMggGg/ijP/ojXLx4EZcuXcLFixcxNjZW8/pPP/00nnjiCbz44otYWlrCU089hQcffLDiz3/nO9/BV7/6Vdy6dQvZbBbnz5/HY489hre//e01v+7DCJ0zh8Q29mtEMjs72/IDs/maItMmy63JGMP6+jqmpqaQyWRw8uRJDA8PW3LxEfn6XC5XISi1KphqeeetFdYot2yWTjANAP/3n/8//OwPnsLY+WFMXBjB+MVRTFwcxdj5YfiDvrqe0zRNRKNRRCIRdHV14d577y2MC9ivlq6YWjte8rblfX19hcd1XS+pnZmfn4emaTBNc0+aFa+loyTeqDlZFPdLTQhVU5bQbNg9m+6LX/wigJ3P85Of/CRu376NyclJ/OpXv8K//Mu/4LXXXkN7ezsuXLiAz33uc3jLW95S1RqapmFychKPPPIIHnrooQN//umnn8bv/u7v4nOf+xy6urrw9a9/HQ888ACef/55XL58uaHXexiQ4q2FOch5q6Z7ZLWDuq3E7XbX3YmxkTV1XRcarBSnF25sbGBqagqapuHEiRMYHR219AQu2nkDrA1OWCuLNxGYDgXgxMQba3chk8zgN89P4zfPTxceVxQFx070Y/zCCCYujmL84s5/+0d7Kz8XY1hZWcHU1BTcbjcuXbq0Z5RHJZeO/7f4/3eLut2Crvj5yuF2u8u6dMVpVvF4HPPz84U0K7fbXUjf7ujogN/vb1rBQUloAvTEG9W0Sb/f7/Q2akLUjDdVVZHNZnHx4kU8+uijhcez2Sxee+01/PrXv8bIyEjVz3fz5k3cvHmz6p//0pe+VPL3z33uc/je976Hf//3f5firQqkeDuE1NLy36kURgDI5/Pwer3C1uTBkai7iy6XC4lEAjMzM0gkEpiYmMCVK1dsOXHb4YbttxZgbbG4dN4aQ3Gq40uGVrDH/JXTB5dCK1gKreC5771QeLy9K4Dx89yh2/nv2LnjSGV22nxzB31oaKhqYVFp9IBdLl0gEEAgEEB/f3/hcZ5mFY1GCy4dH99SzqVrBneDmhiitl+KKYgU9yxKvAE7DUuOHz9e8pjX68Xk5CQmJyeF7IFjmia2t7fR3d0tdF2qSPF2iKhnTpsTzhuv+dB1XZh44yd4UQXOiUQCqVQK4XAY4+PjuOuuu2wNgIoFld0BAz+erHT6Wli6CcGxksEMrcCpknirhBZP4ZVnf4NXnv0NAKCjJ4jukU5sbyQxdmEE5++9E8HsBvyudnQfa6wxQDUuHc+0aETQAa+nWcXjcbhcLpw/f77Epdve3kYsFkM0GkU2m4XX6y1bSyfSCaPWsISak0U1bZLankWLt2ZpWPLFL34RyWQS73rXu5zeCgmkeGth+IWskeHaTrTtVxRFeN0bF4x2pxZub29jenoaa2tr8Hq9GBsbw6lTp2xdE6htNEGjKIpSGEJuFaZjHTcEIKTmzaGgNqeCMYBMTF2jeOO0+T0YPjeIuVcWMXtrx6HanEvgpf/n5cLPdPZ2lDh0ExdHMHxmCG5P/Zdhu1264lTESi5dPp8v6XgZjUahaRoAsS4dxYYllPZLUQhRHBUgUrw1y5y3f/7nf8bjjz+O733veyXnFkllaB3VkpowTRP/P3tvHtxIel8JvsR93wcJEiDAq8gq1tnVR7W6ayVLDq2mI1Ye/+HdmI2N1sqKHc1K8qGQNVZYa41H9q49GsmjCI/W14ZkrY5e3a1Rt92S2i231Ed119l1kQRJHCRInMR9JjJz/0AhiQRAAiCABMHCi+joqI9JfJkAmPm97/1+721ubnYVri0Wi1lraz7Bd7lmvwljNpvF2toaQqEQJicncfnyZayurvK2U9xuxlQv5+ut8jYib0d+jmMARtbZ3yNBAK5zDgS9EWxc8x94bDKaxq1X7uLWK3fZMZFEBPuCba+PbskB52kHNEbVoc6/inZVulaErh01SywWQ6/XQ6/Xc+aq7aXb3d1lVTqZTNZA6DoJFt4Pw6a8DSN5OwrlsZ1gWKMCHibl7bnnnsNHPvIRfPe738X73ve+gZ7LMGFE3o4xvF4v/H5/V+Hag1DeqvMeFev+bpDL5bC+vo6dnR3YbDY8/fTTbAM1n9lrfM/Xa+VtUMLRccHAet4AfnLsegVp+4tp87QBZLGMjRsHk7aDUC6V4XnHD8873Ncw2vR7Kt1S5f+2ubGu40Jq/1/FfkHjhUIBiUQCCoUCpVKpQZ076Fz2syyvVenS6TQbLFw9vp7UdbKIHSlv/QVFUZDJDue4OiiM1ML9wTAMEonEQHvMvv3tb+PDH/4wnnvuOTzzzDMDO49hxIi8HWM4nU44HI6udiMHYVgCDIY09pIwFgoFrK+vIxAIYGxsDO9617ugVCo5xxxn8tZ75W2ErjDIN3CYPrw2WmzNUyaIZAR2ViJ9O43Ydhyx7TiuvXSLHdOPabH0rgXI1TI2wsC5ZIdC052bXr1KR1EUfD4fvF4v9Ho9HA4HBAIBS+wOcrxsRUb2U+lyuRxL6qLRKLxeL0qlEkelU6vVUKlUkMlkTZ9pI+WtvxjWnrdhK5skSZI3kpxKpTh/i90gk8lgbW3Podfj8eDmzZswGAxwOBz4zGc+g0AggK9//esAKqWSzz77LL785S/j8ccfRzAYBADI5XKOI+4IzTFc3+oROkIvCNAgDEuAwWW9dTtnsVjExsYGNjc3YbFY8OSTT7KZTvUQCoUoFApdzdcJhlt5GyYG0BkIhgd+M8i3jyYA4XB8foxk/8W/yqCE0a6D//Y2GJq/6xGKBFh4fA6+u1v45fevcH5GEAQsUyY2wsB1pkLqLFOmjokMwzAIh8NYXV2FWCzGuXPnGnbl91PpmpVeVku1gdYqXZWg1aJUKnF66WpVunqFTqVSjZS3PmPYDFYYhhkpbwegVCohl8v1jLxdvXoV73nPe9h/f/KTnwQAPPvss/ja176GnZ0d+P17FQZ/+7d/i3K5jI997GP42Mc+xo5Xjx/hYIzI2wgHYhAkalDzdhNkXSqV4PF44Pf7YTAY8MQTT0Cj0fRtvsNgmJW3EbrDQMsmKQBD0iojlAkw94gLuzsJxLbjAACxTAz7qXFs3tuG71aA1/OZuziNZDjFulnWg2EYhLwRhLwRXPnJdXZcoZE/iDDYy6WbOmWHVC5p+jrJZBKrq6vI5XKYnZ3dN9pgv166ZuYo9X//nap0EokEBoOBQyCrKl06nUYmk0E4HMbGxgZIkoRIJIJIJILH42EJ3X4q3VHAsClZw0aEqt+/YTpngL+et3i8cn/rVc/bu9/97gNzhesJ2S9+8YuezPuwYkTejjF68dCqKm98B6AOi/JGkiRbYqTVavHoo4+2fTM8zmWTvZ5r1PPWJQZK3ggMS+0kLaThvuYBACi1CkydmUAqmQFZJGGaMCLij6Fc6v99yeTQQyqXwn1141C/n0vlce+NVdx7Y5UdEwgIjM+MsYTOddqO8Xkr4rkYQqEQpqamcP78+Y4Xjs0IHcAldQcZpFQVum5UumKxCLfbjUKhgFwuh3A4jFwuB6FQCKVSyZZcqlQqKJXKI7GgHzblbRjJJjAib/shmUxCJpMNXYj5CBWMyNsIB6IaXs137bhYLEaxWORtPqAzw5JyuQy/38/u8l64cKHjxl++Ceowl00OjeHFUcUg2S81RB/eg1ucfdGGbDqLe790c34sFAkxPm2B1qKBUCREIVNAeDOGdCzTk+m1Zg3MUwasX/f1vDSTphkE3DsIuHfw2g/eYscVWjlmzjpx+nIGfnsQztN22BcmIJZ0d7/vRKXrNpdOKpVCKpVCIpFgfn6enSubzbJll6FQCOvr6yBJEgqFoqHsUiqV8p5LN0zkbdjKJsvlMgQCwVCdM8Cv8qbT6Y6sMj3CwRiRtxEORNUamE/7WqBCbKpZQXzO2YpMURTFxi/I5XKcPXsWRqPxUDfA46y89apsslAoYNXtPt7kjQ9RapDKW3l4PjxCBNgWLNi8v93051SZws5GGDsbYc64zqKBacIAqVKGMllGIpRE2B9tm4BJFRLMXXDBfd2Dtavebi+jI0zMjiHki+D2n95nx0RiISbmx/ciDE474FxyQGc5uBS8FVpFGNSSuU5VuvqeN4FAALVaDbVazTmmVCqxZZeZTAbBYBC5XA4ikaiB0PVLpate2zARi2Esmxym862Cr3iDoxATMMLhMSJvxxi92FGp5p/x6YAEDM5tcj+1j6ZpbG1tYX19HRKJBEtLSzCbzV29x/2IJmg137AobyRJYmNjA36/H6pj/oDhw7BkkH4vDEkMD/cWMggshzs+30Q4hUQ4xRmTyCWwTpmgNqhAEAQyiSzC/ijy6T2TIoIAFp6Yw85GGHd+1byvrV8Yn7FCrpKxZaK1KJMUfHe34Lu7BTy3N663arlB40t2TMyPQyg6/GKzV0Hj7ShDBEGwKp3JZGLHKYriqHTBYBCZTAYURUGhULAxBtXyS4lE0tW9v3oNw0TehrFscpjOF9gzWeEjTy+RSECr1Y6UtyHFiLwdcxAEcWATaTsYlv6zXsxZr/bRNI3t7W2sr69DIBBgcXERVqu1Jze8kWFJI8rlMnw+HzweD7RaLR577DFQYjHgfr0PZ/kQYZDKGzk8C1SCAGiFEMJc938npXwJm8tcBY8gCJgmDdCP6aDSKwGGgf9eAIlQsuv52oVCp8Dk/BjWrnlBU519MeKhJOKh27jx89vsmEQmrgSNn5liXS+dp+1Q6ZQHvFJrtBs0DlQWovF4HGNjY5xMunbLLoVCITQaDcdkimEYFItFjuNlVaUTi8VNVbp2ydgwkrdhI0PDGBNQXfPw8T4nEomR8jbEGK5v9ggDwSDiAgYd0s0wDHZ2dtjckm6Czg+aj0/yxqcDZKfKW62yKZPJcP78eRiNRgDATirV4rdHaAl6gLur5HDt7DIaIdAD8tb0tRkGAqEAYBjc+NkeAVJo5LA4TFBoFWAYGulYFiFvGGSxd/dAoViIqTMTCNwPYvWtwxmhNEOpQGL9pg/rN32ccbPdWCm5XHJg7uI0JufHMT7T3cZXvUpXKBSwtraGcDgMh8OByclJNpOu2146giAgk8kgk8maqnTV0svt7W1kMhnQNL1vL109ho28DWOZJ1/lh71EuVwGQRCjsskRWmJE3o45eqW88U3eBhEOXr3OUCgEt9uNcrnM2mb346FVJW98OXnyWaYpEAjamqtKkt1uNwQCAU6ePAmLxcJ5P0rlUeRA1xhk2WRxuMgbrREBwVLPX1elU8Bxyo7Vt9YQ9kU5P8ul8vDe2eSMCYQCjLks0Fk0EIqFKGSLiG7GkIymO557/tEZ7O7EsXHN3/rgHiGyGQNN0UhF0/jOf/oxAECmlGLq1CScS3uZdFOnJiFXdVaSXxskbjab8eSTTzaU9TdT6XphjrKfSlcoFFiFLpVKYXt7G/l8nlXpah0v253rqGAYnRuHVXkTCoW8rAcSiUTPMt5G4B/D9c0eYSAYFJHic06GYdjd1Hv37mF6ehp2u72vD9eqkydfvQRCoZA3B0+hUIhSaf8FMMMwiEQicLvdIEkSs7OzmJiY4Dy0qoutXIlf19HjiEHmvDGl4VigVkGre/tYFIqFWHh8Ft7bm7i3T15b0/OgaAQ9YQQ9XHMUrUkN06QRMlXFHCUZSSHsizYtgZw8MQ6RWITVt9e7vo5OUDVgWbm6weblAUAhW8TKW+tYeWvvfAiCwNi0hVNy6TrtgMVhanjd+iDxCxcu7KsetNtLd1DQeC3BaqXSyeVyyOVymM1mdrxcLnN66QKBAKvSMQyDe/fucVQ6iaR5Dt+gUX1vho28DdP5AvwawyWTSUxMTPAy1wi9x4i8HXP0MuuNT1T7wfgo1YjFYnC73chkMhAIBLh8+TJvZArg7yFzVHre4vE4VlZWkM1mMTMzA4fD0eAaB4BVJQs85GoNFLy4TQ5Q/SoMF3ljVL17LM5fnEE8nMDdHpqRJKPpBvVNLBXBMKGFRCWGXC4HUwaUWjnu/HKl68qLTrHw+CxC3kjbBiwMw2BnPYSd9RDeeP4qO67UKR4EjTswfcYBy7QROSKNYrl4YJB4KxzUS1e959SqdLWkrlOVTiQSQavVQqvVcq43Go3i3r17kMlkSCQS2NraQqFQgEQiaSi7VCgUA1foKIriuHwOA4a1bJIv8pZIJHDq1Cle5hqh9xiRtxFaYlDOj0DlZtav3ch4PA63241UKgWXy4X5+XncuHGDtxt+9YHcz2usxaDdJlOpFNxuN3Z3d+FyuXDx4sWGB1XVbau6eBIIBCgPScDzkcYg38LicJE309IY7AUDEgcoWq0wecIGkViI1av8KF5ksYyoPw6xTIwTFw1wX/egmCvCaNPDMK6HVC5BqVDCbjCB6NZuX87B7NSDohksX1nryetlEzncfW0Fd2vUSoGQgG1uHNOnHazrpeu0A/qx7np3eqHSVWMMmr1O/bESiQQikQjT09PseLlc5pijbG1tIZOp5AcqlcqGsHE+HAmrqDp5DhN5GylvB2NUNjncGJG3EVpCLBYjn8/zOme17rsfxCaZTMLtdiMej8PpdOL8+fMQi8XIZrO8lmpWYxj4JFSDmCuXy8HtdiMUCsFut+P06dMNn2ktaQO4O9zHveeNl+XQIN/C/HCRt1B0F9krQQAVRcs2Y4XaqAIhECCbyCKyGUMu1fx+qB/Twjplxspb64NRvHxR3PnVMjsW245zyhYBQK6SwTJlglJXcbtM72YQ9EZAFg63Qacb02HMacLKlf5fM00x2FrextbyNl797pusykdTNDfC4LT9AYHmL2i8/t56kErXLNZAJBJBp9NxykAZhkE+n2cJXTweh9/vR7FYhFQqbarS9YNgDVtMAFB5j49qGep+4LNPL5VKjcjbEGNE3o45emVpz7fyViU2vSRT6XQabrcbsVgMDocDZ86c4dzca3vQ+CpTGRSh6jeqhiV3795FIBDA+Pg4nn76acjlcs5x9bvZtYudKko8OnIOBH1f4zMgMEACNWRlk7Ryb5FKFsvYWt1pOMY48UDRkklQLJSQjKRgsRuxes3TM+WpXThOToBh2le88plCJb+tBgKhAFanGTqLFmJJxRwlsrWLZGR/p9eKyjcD9/UNLL/J7zXbF2wgBALONd965S5uvXKX/bdIIoL9hK3SQ3fGAddSRa3TGFVdzd2M0AFcUneQQUr13igQCFo+awiCgEKhgEKhgMViYcdJkuSodH6/n425qWbS1f7XrUrXTobeUUO5XG543hx18KW8MQwzUt6GHCPyNkJLDKLnDeidaUkmk2HtpO12Oy5fvtzUvpmPUs168OkA2W1wdruoOnYmk0nIZDI8+eSTUKm4C6bahU11t36/spwidbx73o59USgjAMNUMtSGAorWi9RYII5YIF4J2b40j2KuhI3bfthmrFBqFaDpistiyBdFuU89m4ZxHcwOE1Z6QBZpikbIG0HIG+GMq40qmCeNkKtloMo0kuEUwv4I5h6ZRtjPVfn4gNakhm1uDMtvrrVU+cqlMjy3/fDc9uOVb73Gjhtt+j2Vbqnyf9vcWNfkpF2VLp/PIxAIcJ5vnfbSicVi6PV6zuKbYRjkcjmW0O3u7nJUutqSS5VKBblc3vbm7jCWIA7jOfNtWDKKChhejMjbMUevDEv4dpsEuidvuVwOa2trCAaDsNlsTZWfWvDdgwbwG9Tdb+Wtat+9sbHBOq+dP3+ec0y9EUAzpa0e5Eh5G4FHMG2QNwCYPjuFQraA+6+vsmPeJNfuXygSYnzGCq1ZDaFIiFwqj8hmDJl49tDnJ1VKMHd+GitX17G7kzj067SDdCyDdCzD/tu+YIN9cQLpeBZWpxnj01ZkUzlE/DFkk7m+nQchJGBbsCCysYv7b7i7eq1qKem1l26xYxK5BFMnJyqkbsnOBo4rNN0pN7WEjqIoeL1eeL1ejI2NweVycao99lPpau+PrVS6am+c1Wplx2tVunQ6jVgsxqp09QqdSqVqSh6GtWxyGKMC+Fh70DSNZDI5Ut6GGMP1zR5hIBhE2WQ38xYKBayvryMQCGBsbAxPPfUUFApFy9/rR6lmKxyHsslmAdsEQeD27b0Q4k6Utnoc9543fpreBgwawJCs/RjZweRNY1VBrpFh45bvwOMAgCpTrJNiLfRWLYwTBsgUUpBFEvFQApHNGA4Ukwhg8Yl5bK8FeVe8dBYNxmesHMUrUHeMYVwPo00PqVyMUpFEPJRExB/reu7ZR1xIhlMI3A21PviQKOVLcF/zwH3Nw44ptHKcetcJCAQCToSB1WnuaFO0Nt5AIpHg4sWLHPfJKvbrpes2l66ZSkfTNEeli0aj8Hq9KJVKkMlkDYRuWJ0bh/Gc21mrdItkMgmGYWAwGPo+1wj9wYi8HXM8TMpbsVjExsYGNjc3YbFYmpbrtTMnX2SqOh+fZZO9vLZqwPba2hoIgsDi4iKsVisIgkAikWjo+6g3I2kXJR5KPQcJos/K25EoVxwidZGRN18Mq/RKOE5OYuWKG6lQpukx7SIeSiIeSnLGpAoprFMmqPRKlMgS4uEkksEUykUKztN2kMUy7r+xus8r9gdiqQgnHp2F+7qnpeK1uxPH7g7XHEWmlMLqNEOpUwA0kE5kEfKGUcq33pSzOs1Q6ZRYqyFUfGHx0hwCq0G8/eJNAMCVn1xnf6bQyPeCxh8YpDhPTUKqaCzFz2QyWFlZQSaTaRlvcFCEQW0fHYAGUtcpoRMIBCwxq0WpVOL00kWjUValEwqFWFlZYX9PqVQeaWVrWMsm+TjnZDIJgUAAtVrd97lG6A+O7l/eCEcGVfLGMAyvVsHtEptSqQSPxwO/3w+j0YhLly4d+qb0MChv3X6OzQK2bTYbZ8FQzXmrzUk6bE7QsTcs6TuOAHOiCEB0BM6jHci431GRRIQTj83A846/o5DtTlHMFeG/z9WzLFNGmCaMoMoUlFoF5EopooFdJML7G4n0Cicem0F0a7crla+QLTaYoxACArpxDWQaKVRqBUARiG7HkXhAZhUaOVynHVi+stbQg9dvOE5OgKGZA4lqLpXH/TfcnGMEAgJjM1a4TjvgOu2AfdEGQkMjQ6YwOTmJM2fOHMo0pN0Ig16pdBKJBAaDgaPI0DSNtbU1pFIpCIVChMNhbGxsgCRJyOXyBpVOJpMdiUiBYS2b5OOcE4kEtFrt0JHbEfYwXN/sEQaC6s2EJElerXdbKX4kSbI9BHq9Ho899ljTcpROwKeBSHU+Pskb0F3/Qjwex+rqKjKZDGZmZmC32xtei81nK5fx2muvQa1WQ61WQ6PRQK1Wd/wdOvY9bw8Dhkk8le4tPE88OoPYTrynIdvtQK6WYfrsFFbeWkfY11h6qDaqYLYbIVfJQJEUkpE0Qr7IoTLp6jE5PwaRRIyVt/qTUcfQDBI7KaDOxFNjVGHu4jTIAolSkYTVaULIGwFV7v+XR6GTwzJlhO+dwKHiDmiawbY7iG13EK/94C12XGVQPnC5rJRcus44YF+YgFjSnwiD6v8Pcrs8jEonFouhVCoxOzvLjheLRY5KFw6HkcvlOKqeSqWCWq2GUqnknSgMq/LGB3kbmZUMP0bk7ZijFztg/cxcOwj79byVy2X4fD54vV6oVCpcvHixZ423g1De+CybBA73UKsP2H7kkUcODNiWSCR4+umnkU6nkU6nkUqlEAgEkM/nWeezWlJ30G7tiLx1h8HvgQMoCzDYsLkOICFgX5yAQEBg5W1+QrZZEIDz3CQint0DCWO9kQiwl0mnMaoBAYFcMoewP7pvJl09qk6OK1fWQNP8qqTO03aUCiSuvfQOZ1wkEcE2Z4HWpIZAKEAumUdkM4pMojfmKEKxELMXnPDe2YT31lbrX+gQmd0sbr96H7dfvc+OicRCTMyP49S7TmDMZWFLMHUWTVdz9Uqla/Y6zZ4ZUqkUUqkURqORM1c2m+UQuqpKp1AoGlQ6qVTaF5Wu+iwakbfmqCpvR0EhHeFwGJG3hwAEQXQVnkoQxEDiAkQiEXK5vYc0RVHw+/3weDyQy+U4d+4cDAZDT29AfJM3Ps1gqg/jTpS+dgO2a3d7qwsAmUwGmUwGs9nMHlt1PquSukgkgmw2C6FQyCF01d1agUCAEj0ki/7DYkiqCbtCeXgWCQK5EFqTCoVsCTqLhpcSRQBwnrEjm8zBe+NwJGIvk44raRkn9DCO6yGWiVEqkNjdqcQcVCGSiLDw+CzW2uhr6zWME3oYbQas7kOSy6Uyq2jVQj+mq5ijKKQol0jEg20YvtRh9rwTqd0MVq7wS9AJAQGVXoWXv/FLFHMldlxv1VbcLs9UHC+dpx2YmB+HUNifCAMA7GZbvQswe64PCF27vVjVPqratgWGYdheunQ6jUwmg1AohFwur0eBwgAAIABJREFUB6FQ2EDoeqHSVZ9xo7LJ5ojH4yOnySHHcH2zRxgY+CY1tXPWuhlKpVIsLS3BbO7M8auTOfk0LBEKhSgUCrzMRRBE22WatY6dnQRst3KQ3M/5rJbQBQIBpNNpMAwDpVKJtWUv0H8DrhH6CKZMHA0FsA3QAgp3frlnDMLJOiMpJMIphP3RnpQoAhVjDrVeibUb3p68Xj2qmXS1UGjlsDhMMIzrQVM0optRlEn+7nsSuRhzj0xj9epGw7m1g3gwgXiQG5NQa/gCAJl4FiFfhEOQAMDsMEJr0mDtOv9GKLOPuJAIJXG3SR9hxcTmNm78fM+lVyITw744UXG7XLKzrpcqnbKr82hXpaNpGvF4HLFYDDabDaVS5b08SKWrB0EQTVU6iqI4Kl0wGEQmk2EdF+tLLyUSSUe5dK3O66ihSpz5KpvstsVkhMFiRN4eAnSrvAGDCeoWCoXIZrN49dVXIRKJOG6G/ZzzuJZNAntGIvuBJElsbGzA7/fDZDK1DNhul7S1OieNRgONZq9siGEYeO758K3P/wDXEQf+tfWAVxjhIBBHQdojh4W6AajzlWhaoigTwzZrhdqgAiEgkE3kEPJFUMgU255GpVNi6tTkQIw5dBYtCBC4/tO9MsX6TLp8uoCwP9pVJl0zLDw+i5Av2vM+wmaGLwIBAYvDBL1VC4lcDIlMAv/9AO/EzTiprxDGDp0zSwUS6ze8WK8j9ma78UEf3RRcD/rpxqYtXT8ba1W6YrEIt9uNSCQCl8vFOmW2Uuna7aUTCoVN7/v1vXTBYBC5XA5isbipStdsnnK5DIFAMFTkjU+1cJTxNvwYkbcR2gKf5X1VC/rV1VWUSiWcPn0a4+PjvNRni0QidneRDwxC6Ws2X23AtlarxaOPPtrQ0Nxr0rYfEqEknvvz5/Gzr/0CZZIC88Gpnr7+CAPAMJG3Np6KZIHE1gq3PJEgCJgmDTCM6yCWilHKlRAJ7LIuilUIRAIsPD4H351N3O2je2UzqAwKTM7bsPrWekNf236ZdDqLFqZJA6QKCcql8oP8tmhHJYoAMHliHEKREMtX1rq9jLZB0wzC/igM4zpsruywn4VKp4TZYYRCLa8EFkfTFXOUHquPYpkIE4tj2Ly9jdhW5wrjfohsxhDZjLFRBgAgU8kwdWqSLbmcOeeEfcEGuUrW0WvTNI3NzU2sr6+zG3gyWeNr1KpzrQxSap8TrVS6arm9yWRix6sqXTqdRjabxfb2NjKZDGiabtpLN4z9biRJtkV6e4FEIjEib0OOEXl7CDAsWW8MwyAUCmFtbQ3lchkTExMIBAKw2Wx9nbcW9X12/cag3S3rS1LPnTvHeWgC3QVsd4JcKo8f/pcX8eP/+hIK2T0FgxEO0cJ/hKZgSsOzA04ID6dUMgyD6NYuolu7nHGZSgrtmBp6kw4SuQSlXAnLb7p7VnbZDgQiARxLNmyvhrD8ZmfkKRFOIhFukknnNEGlU4KiKOyG4ojvJFEuNpIfjUmNyblxLF9x826Esh9hzCSyyCS4iqJILIRt1gqtSQOBSIBcOo+IP3Zo5XHh8VmEvJFD9zB2ikKmgJUra9i45cOJi9P4f/79N1EuURibtnBKLl2nHbA4TE1fIx6PY3l5GQzDsD3l+2G/Xrpm5ij1G4a9UukKhQKr0KVSKWxvbyOfz0MkEoGmabjdbrbsUqFQHGklrhptwMcmdTKZxNTUaFN0mDEibyO0hX6WTVZzw9bW1lAsFjEzM4PJyUlks1n4fL6+zLkfBhHSPQjl7aCA7Sp6EbDdDsgiiRf/7mV87ws/QSqWbvg502XD/ghHAENF3gBaAAh6xK0KmSIM0KGUJ1niVHWGVBtVIAQCZBNZhP1R5NO973+duziNRCgJ783ekYhirgj/PW6JIiEgYJmqlCiKJCIUs0XINQqsXd/APZ7DxdUGJSZP2DpyziyTFLbXQthe4yqPGpMacr0UErkEEpEE6VgWEX9kX+VxfMYKmULKq8JYxfzFacS247hTU5JaVVPfeP4qO6bUKeA8VVHoXKftmDgxhqI4j3hyF9PT03A4HIciOq0iDOqJXb1KV90UbFelk8vlkMvlHFOscrmMQCCAra0t0DTNUemUSmWDSseng/ZB4MusBBgpb8cBI/L2EKAXi+1+GJYwDINYLAa32418Po/p6WlObliV2PAZDn6cQ7qBysMwHo9jfX1934DtKlGrLYfph9JG0zRe+dZr+Paf/RCRzcYsKxbHXXnrsxhxFN49pngUzqJ9MBoRkOj+PqAxqTA5Z2tQnfacIfdAEARMEw/KLmUSlAolxAK72N1J1L9sW7DNWiFTyOC+utHVNbQLhmYQ9kUR9kUxd8GFVCyDtRteqI0qTJ+b6ksmXT0EQgEWn5iD57a/Z86ZqWgaqSh3U0mqkMA6Zd4zR0lmkYpmYJsd411VBQCLwwi1UY3VNj/rbCKHu6+tcMp2BUIC4zNjmDk7xZI652kHDGPd5YHxHTQuEokglUohk8lw4sQJAFyVLp1OI5FIYGtrC4VCARKJpIHQDUKl45O8jQxLhh8j8jZCWxCLxT11Rdzd3YXb7UYmk4HT6cTU1FTDjav673K5DLFY3Oxleo5BlzH2E/F4nH14zc3N7RuwXWsf3a+m7ysvXMc3/sP3GgwGmuHYl00e88sDABSHR3kDAEojhrAL8iaSCLHw2CzWb/raVp0YhkE0sItogFt2qdQqYHGYoNDIQVE0UpEUQr79w6vVBiXsCxNYvrLGO4mwOiuExl1jCHJQJp3aqIJAIEC2w0y6Zpg+O4VcKs9LH2ExV2LvXQQBLFyaRzKUQmQzitkLLoilYhTzRexuxw9NvtuBUCKEdc6I0EoUYf8BG2BtgKYYBFZ3EFjdwavffZMd15rUHDLnOm3H5AkbRGL+gsbrSV09oat9PWCvBLH2+P1UulpzlK2tLWQyGdbpuN7xsp/rkHbjGLoFwzAj5e0YYETeRmgLvTIsSSaTcLvdiMfjcDqduHDhwr43xEGQt+MY0p1Op7G6uord3V3IZDKMj4/D6XRyjmlG2vpRInn/TTd+/F9fwhvPXwXTZjnTcSdvxBEwg+w78sNF3hjN4R+NJx6bQTSwyyld6wbZZA6e237OmEgiwsScBRpjJbw6m8whth2H4+QEPO/4ce91fssUJQoxTE49givRtpwzmymPAGC06WGw6SGViVHMP8ik2z7Y6MM0YYDBpsPq2/wojLWwL1T6se/XvN+ROhKl1Cpgdhih1ChA0zTSsTSC3ijKpe7u+/OPziC6FcP23XBXr9MKyWgat165i1uv3AVQUTeXnjqBbDIPx8mJB7l0DjhPO6Axqlq82sHolUpHkmRbm44ikQg6nY5jzsUwDPL5PEvoalU6qVTaoNLJ5fKebHDyqbylUqkD+xlHOPoYkbeHAEfBsCSVSmFtbQ2xWAwOhwNnzpxpWWtOEMRAQrP57nmrDbfuJZoFbC8vLzf0tXWa1XYY+O5u4f/9D9/F2/9YcUeTyCWwOk1Q6ysP+2Q0haA3AqrU5L0/5uStIr31j8EdiXevMFzOb7S68/OtqBFCrLzV/9DncqmMgDuIwIPw6tlHXJCrZQhuhDExP94R+ekGBAEsXprH5vI2tu91TyJi243nq9BUMukUWgWYGvIjEBJsVly9WtlvqI0qTM6PY/nNtZYxPNlkDtnbXBOs+liGQqaA8GasQaFsBqvTDKVOsW+weT/hXLKjmC/hnX+5DwBYv+nFK996jf250abfU+mWKoHjtllr1+SmXZUOqDz3otEolEolSqVSx2WXBEFAoVBAoVDAYrGw4yRJclQ6v9+PbLZiZtOsl67TDWe+e97q3aRHGC6MyNsIbeGwhiWZTAZra2sIh8Ow2+24fPkypFJp279/HJWw+vmAxjKPblAoFLCxsYGtra2GgO1awxI+bP/D/ii+9ac/wL889zqn56eUL2Hz/jbnWIGQwJjLDJ1VC6FIiFwqj5A3cuyVt4cCpAAMU1nsDwOsZ8ZhLeqbWv3XQ2fVYtxlwfKV1gv5XmNs2gKlRs7JD2sgP1o5LHYTlFoFKJpGqke2+K7TDhQLpb6rfLlUHt47m5yxxSfmkEvnQZEU5i9O9y2Trh696qnbP5ZBA9OEAVKlFGWSQiKURNgfBUMzkCqlmDvvHEguoMakhm3W2tKptEq+r710ix2TKiRwnNyLMKgGjis08q7OqV6lo2kaPp8PHo8HFosF09PTEAqFLVW6doLGgcoaSK/Xc8oNGYZBLpdjCd3u7i78fj+KxSJHpVOr1axKt98zli/ylsvlUCwWR8rbkGNE3h4CDMKwJJfLYW1tDcFgEBMTE7h8+XLTrJh25uUzHLyqhNE0zUvDcpW89eLGTZIkPB4PfD7fvgHbAoEA5XIZFEX1lbSlYhl85z89j3/6+1dAFtv7/GiKQdATQdDDXZiIFPyUzB5bPAxlmT3GdngXqeuVhbVKr4TZboRcJUMmk0UinEI6nIFYKsL8IzNwX9/A/Td7Y47RLlQ6JRynJtsyx8gl8/AmueSnaouvMakhFFY2SiKbUWQSrWNSjDY9TBMGrAxA+bHNWiGRS/Z9v3VWLUw2fYX8dJFJ1wyuMw4UMoW+9tQlwikkwinOmEQuwdJTJ1AqkKApGpPzNoT8kb44kzaAAJznJhF0RzqOmKiimCvBfXWDY5xDEBVn0voIA6vTfKhnUTwex/3790EQBM6fP9/Qz1UlbrUbl70IGicIAkqlEkqlElarlR2vV+l8Ph+r0tUrdCqVil1fdbKxfVgkk5XNqFHP23BjRN5GaAvtKm/5fB7r6+vY3t7G+Pg4nnrqKSgUikPPO4iySaBCpviwEK4agnRTqlkbsK3RaA4M2BaLxdjY2EAymYRarYZGo2F3BXtBVgvZIn78V/+EH375H7syH6gF2ePg3KOG/nOrI8LeGByRGs7WYJR7fwuZeLZB0Tn55AnkM3lQFIWZc05kkzkEvREUa/IJ+4Gq8uO9s4l7XZCI/Wzx1SYVFHopVFoVBIwAu8EkYg9KEiVyMeYemYb7mqevpZjNIFNLMT5rge+dwIFkNRFKNiilUrmENVIBKiXaIV+kaSZdM+jHtLA4TLyUw9ZjzGWGQq3A9Z/d5oyzzqS2B4HwBRK7TUpOu8HkwjjIUrkvOXUMwyDkjSDkjeDKT66z43K1DM4lO8695xT0Yzo4TzvgPDUJqaI5qSmVSlhdXUU4HD4w4qDdXrra/9eiFyodTdMclS4ajcLr9aJUKkEmk7FRBuFwuKVK1w0SiQSUSiVvPgIj9Acj8vYQoFc9bzRNg6Kopo5ItaV6Vqu1qepzGAyibBIA79lrh7nGwwRsOxwOmEwmpNNppNNp7OzsYHV1FRRFseUdVVJX3RFsB2WyjJ9+9V/wnb94HvEWZWadYlQ22S2OyPt3RDhkO2AUzXverDMmECBw7/VG4kQQBMx2IwxjOoikIhRzJUS3Yg1KymExe96JdDzbV+UnHc0gHc0ghD3TDYVWjsUn5lAqkCiXyrDYDT0x3GgHhIDA3EUXtpa34bmx2foXmqCYLzW42hICAmbHg89K8uCzqiuRFUlEWHhsBu7rHt6Jm0wlxcw5J1aurKFMNpZI7udMqtDKYbTpAREDmmZAFWnENndBFtv/rKoZee308/UacpUMZZLCt//PH7FjAkElwqCqzrlO2zG1ZEcRebjdbhgMBjz55JOHquzpJGi8W5VOIBCwSlstSqUSMpkMVlZWQFEUvF4vstksBAIBlEolu7mqUqmgVCq7rtBJJBLQarW8xS+N0B+MyNtDAoIguroR1ypStTe6UqmEjY0NbG5uwmQy4dKlS1Cr1V2fb+28fJK3YTBJaTdgGwBLuGsfMFWCVntsPp9nCV00GoXH40GpVIJCoeAodGq1mqNIMgyDX37vCr75+e8juNEf17PjTt76fXXEUWFNNAEIj8i5tACj4C7EDOM66MY02Ljh3+c3Kn8Lkc1YQ2ahxqiG2W6ETCUFRVKI1/QxtYOqarR2w9vxdXSLyfkxCMUiXHvpHc44x3BDKEQunUfEH0Mm0bueM9dpB4r5Ilbf6r2LJEMziPhjDc6QaoMKZrsROqsGdJlGyBftiPj0AguPzyLojeDuIdxKc8k8ckluxYNQJMSYywKdVQORSIhcpoDo1m5Ddl3VfMZ3d6tnGXntQigSYOGJOaxd92J3h/t50zSDgHsHAfcOXvvBW+y4XCPF1JId8xdmEDudhvO0HfaFCYglvY8wqJxH+ypdbStCK1InkUhgMBggEongcDhgsVgaVLpwOMw+k+VyeUPZpUwma5uMVc1KRuRtuDEibyO0BYFAAKFQCJIkIZVKQZIkvF4vvF4vDAYDHnvssb6EPnbrcnkYHNWsN4ZhEI1Gsbq6um/AdvW4Zrb/+6HWXau2br9YLCKVSiGdTiOZTGJrawv5fB4ymQxqtRqBd0L4p6/8C/x3Wme1dYXhMio8ejgqfIkCMCyVOg/IW1UBWb26cei8rlQsjVSMu1CWyCWwTpmgNlR24TPxLEK+CIq5EnuMUqvA1JIdKwMyqJiYG8PKlTWO0VAV+xlu6Md0MNr0kCkkKBVJ7AYTiG525gQ5yDJFmUoKgVCA6z/dK1MUS0UYn7FCY1SBEAiQ60EmXTOMT1shU0qxfOVwvWX7gSpTCHrCCHq4m2takxqmycqmAkEADF2JcuE7G9BxcgKlAtkxWc2nilh+fQ3Lr++9XyKxEBPz45w+OueSAzqLpuvz7ESlq3+et6PS1ZqWHaTSpdNpDqnL5XKc42v/a1YlNXKaPB4YkbcR2oZIJEKhUEAoFILH44FGo8HFixf72vjKtwo2iDnbIW/xeByrq6vIZDJsbX+/A7alUinMZjMn1JQkSdz65R189/94EendDGhQ0E1okAplQO8TGtwtGMFoh/BYgOpvJEIvwcgEWHxyHturO4dSQFqhlC9hc7nObVVQMXEwjOug0MiRTxewtbINqsxjCbdYiIXHZ7Fxy3co9SUeTCAe5JJcuUoGy1TF7ZJBJbQ75A03KFpiqQjzj85i7foG78RNIhdj7oILq1c3GtQ4sliuhFfX/Q4nk66LnjO5Wobps1NYfnON1886GU2DKlNwnJyskDaagVgmhm3WCrWhQlSziSwim7GeE1UAUOjkMEzqerr5VyYp+O5uwXd3C3hub1xv1XKDxs84MDE7BqGou53BVhEG9cSuXqWrzVMlSbJlSaREIoHRaITRaOTMl81mOYRuY2MDJElCoVBAqVTiV7/6FQwGAx555BG2bHKE4caIvD0k6LZsskoKbt68CZVKhfPnz3NuIP1ClTDyiUFkve1HFmsDtp1OJx555JGGG3w9aeuXg+TW6g6+8SffwxvPX234mVAshHnKAIlSDAYMitkSUqEMyEL3JHhE3rrDkQkBLw/P5yjUiHG/SV9bP0HTDJQ6JRKhFMfZT2N6UHaplIEskUj00EGxFrMXXEjF0j0nq/lMobKYroFAKKiU8lk0EIqFIAQCJMNJ3P3Vck/nbgeTp8YR30ng7mudRR4clEmn1LYXyL3wxCx21sN92SBohcUn57C1vMOJeiALJLZWmoSnT+hhGN8LT48HE4fO1qstz9y60zhXPxAPJREP3cbNf76Dk5fmsXHLB6pMwb5gg+vMFMf1UqVTdjXXYYLG0+k0yuUyGIYBSZId99I1a4Wo9tJlMhlcv34db775JjY3N9myy9/5nd/B2bNncfbsWZw6dYqNE+oEr776Kr7whS/g2rVr2NnZwQ9/+EP8xm/8xoG/84tf/AKf/OQncffuXdjtdnz2s5/Fhz70oY7nftgxIm8jHAiaprG5uYmNjQ1QFAW73Y4TJ07wVi/9sCpvtVELdrsdS0tLDTbCfAVsx3bieO7PfoiXv/GrfXeGKZJCxMd9mBMEAeOEHkqDAhAwyGcKSIczKKRLTV+jGXRjOoSVEvR+33cE3jFE5K0s4Ld0TDemgUwjheeWr+FnqWi6oT9JqpDCOmWCyqAEaAbpeBZBbwRkofNYFavTDLVeibXrntYH9wg0RT8o42Og0CqwcbNy3VqLBuZqzlmxjHgogXCdEtYrjE9bIVNJ4Xln/z7GTtEsk04oEmJ82gKtuUJU8+kCSLIMoUBwaPv9bjAxNw6hWID7r7evrMYCccQCXKIqV8tgcZig0ilBM8y+imotJk+MgyCIvmcDNoN9wQaaZjiGP+s3fVi/yf2bM9uNlZLLJQer1o3PWLt+rjZT6UqlEuvOPTU1xTpz16t09WWXta/XDARBQCqVQiqVwmg04u/+7u8AANlsFn/4h38Iv98PgUCAb3zjG/iDP/gDJJNJzM/P4+zZs/j85z+Pubm5tq4pm83i7Nmz+PCHP4zf/M3fbHm8x+PBM888g49+9KP45je/iZdffhkf+chHMD4+jve///1tzTlCBSPy9pCg0xsPTdMIBAJYX1+HSCTCyZMnsbm5CYVCwWuj6yB63gYZDF4sFrG+vt40YLsKvgK2M4ksvv+lF/CT//tnKOXbJ1y159nsoa8xq6G1qCAQC1DMF5GOZJHd5dIzhUYO1xkHVq9uoFgiAfQ//+bY4ogob0yZOCq+l63B09et+j1fubKGRLB9V8pirtjgoFhRs8zQWrQQiUXIJrMIeffPA1No5HCddgwk9Ll2bqom1zEZTiFZ584pU0phmTJDpVMATHdEtWFuHsoUqTKFnY0wdjbCUGjkcJ52wPumG2qjCrPnnZAppSiVykiEUoj4Iz1XVKuoXnev+try6f0VVa1FA5FYiEK2iOjWLsgiCeeSvZJL2KZRT6+g0Mg7mrtqOvT2izfZMZlSiqlTk3Au7ZVeOpfskKs6d7gEKs/GcDiMlZUVKBQKPPHEE1Aq9xS/g1S6WnTqeKlUKkGSJC5duoQ/+7M/Y89la2sL77zzDm7dutWRS/gHPvABfOADH2j7+L/+67+Gy+XCF7/4RQDA4uIifvWrX+Ev//IvR+StQ4zI2wgcMAyD7e1t1snwxIkTGBsbA0EQCIVCvAZmA4NR3vg2LBGJRGxezUEB27XN0P0sjyzmS3jhr3+G73/phYZ8q14gFUkjFeEqCQqtHPpxLcQKMRiCRiaaqeyQMgCOfdnkEWFX/QbZ/9D7XkGgEGJibhxBbxhUH3IGCQGBxSfmsLm83bOSuYqa1Rhyr7VoYJ40QqqQgCyWEQ/FYZowYWtlu6+xA81AEMDCpfmO5i5ki/DfayQJVqcZUo0EFEUCtACpcAbpWObA11q8NI/A6g7v112Zew6B1SCbz9eMqEoVElin9jLpMokKUS3lOt8848z9xBwC7mDfr7uqqNaaoyw8PotEJIVirojFJ+dBkRSSkTRCvkjfzVHGF8xIBjNdK32FbBErb61zejEJgoDVZX6g0NnhOuOA67QDFofpgFeqZOEuLy+zatf4+HjDM7xVL12V1NWO157XQYQumUxyfAoIgoDdbofdbsczzzzT7ltyKLzxxht43/vexxl7//vfj9/7vd/r67zHESPy9pCg1QKfYRiEQiG43W7QNI3Z2VmMj49z/vDbDeruJUQi0UDm5KvnjaIoZDIZJJNJ6HS6AwO2a2/Y/SBtFEXj5a+/iuf+rx/xHsKbT+UxdXISIW+EdfWTKiQwTOiwLT3et6l+V+gdmZ630vCQcJqgEXDvQCQWwjY3Bq1RDYFQgFwqj5Av0pWBg+usA4VMkbfSsVqS4DrtgFgqgfe2H5YpE+wLNjBgkI4e3JvVCzhOToCmaNzvwXXTFN1ULdSaNTBNGiBTSkGWymx/4OQJG0AA99/gv1xPN6GBWCJqywCmmGueSacb18A8YYREJmmaSbcfxqetkCokuP8mv9b/QKUcV6GR7+ueWeviSZIkEtEk0tEsipnuiCoAWBxGqPQqbDQpQ+4VGIZBcCOM4EYYb/x4rw98+uwUPvPt32kgcdUWlPX1dTYLtzZ2pxUO00tXiyqZ293dHZjbZDAY5DhaA4DVakUqlUI+nz9U393DiuO9KhqhJRiGQSQSgdvtRqlUwszMDCYnJ5vK7yKRCMVikdfzG1TPW78JY23ANgDo9XpcvHixIautnrTV1rz3Eq//6G1840++j4CbnwbyWsxecCGbzDUsboq5EnbcYZQpG4DhUW06xZk5G65GtlsfOORghoi8VSMNyiSFbXcQ2+4g+yOCIGCaMMBg00MsFaGULyGy1XoxbXYYobdosXq197llraA0yqGzauC5vdffVV/yxsluEwmRS+YR2Ywik8h1NbfWrMH4jAUrV9b7HvqcjKSQjOypWWqDEotPziMTz0KlU+Lkk/NIx7MIecMo5ft7j1dqFZg6VXFybDfTrxkYmkFiJ4XEDlelq2bSydWyipoVTSPkrahZ1YgLvh0sgQfOnY/MYOWKGyHv/nPv5+JpGNfDOKGHVFaNm4i3HTchkohw4rEZrL693rdeyf0gFAnxwd/57/E/feY3IJVzSVkymcT9+/dBURTOnTsHg8HQs3kPUulqjcwYhsFLL72Eq1ev4td+7dd6Nv8Ig8GIvD0kqF/wMwyDWCwGt9uNfD6P6elp2O32prkgVYjFYmQyB5el9BpV8lYtE+QDQqEQ+Xx/LDIYhkEwGITbXSEqi4uLyOVySKVS7PXVlkNUiVs/lDYAuPf6Kr76R89h9W3+M5XsixMQiYQtjRKOu9tk36/uiChvTHGIAvsOyKNjGAbRwG6D297eYloOiixXwrh9EchUFSv4lbfWG2zo+42KBf403Nc2ELgXOvDY/bLbDON6GG06SOQSkAWyqctiM1RjB9ZveHk35iAEBBYvzcN7x497TVwkBQIC1ikzdFYtRJIHvVmbMSTrjGEOi8Un57G1vN1XdTW9m0F6l/s8FktFOPtrp1DKk2AYBo7Fia6V4k4wd3Eau9vxrlxDd3fi2N2pM0dRVcxRlHolQNNN+x6nz04hE88OxLnzxOOz+N+//CE4l+yc8XK5jLW1NQRb64DzAAAgAElEQVQCATidTrhcrq7ie9pFvUoXDAbx6U9/Gi+//DI+97nP4eMf/3jfz6EZxsbGEApx7y+hUAgajWakunWIEXl7CLG7uwu3241MJgOXywWHw9EyXwQYXAkjwA2w5GPOXqt9BwVs+/1+tkyz11lt+2HjHR++/sffxY2f34baqMLMOSdkKinKpTJ2dxKIbPZvkWmZMkFn0bZPGIdozX8Y9JtbHRnqWzwyZ9ISxCG+c/WLaYIATj21gEwiC4ZmMH9xurLo9IQPbbbRCRYen0XIF+26z6nZYrrWEp+iaaSiaYQ8YVAPsh7nHnEhEUkNZCHtOu1AIVdke8uagaYZhHwRhHx1/YEmNUx2I2TKyr0wEUoi3EEsw+QJGwgBelIa2imsTjOUGgVu/Ox2w8+MNj2MNj0kMjFKBRKxnQRih7T6bwajTQ/DuA7uPqnK+UwBvvq+xwcE3DJlgkQmRjKaRqnQfcllJ5CrZfjXf/ABPPO/vY9jOAIA4XAYy8vLTQ1J+AJN0/iHf/gHfPazn8V73/te3LlzBxMTE7yfRxWXLl3Ciy++yBn72c9+hkuXLg3ojIYXI/L2ECGRSMDtdiOZTO6bGXYQBuX8CFR2sIaVvLUK2K4apFQVxlqlrddqW9ATxjf/4/fxy+9dYRW+dKyx0V8iF8M4qYfOrAVDM0iG0wh6w12V/2hNakzMj2PlrXWEfdG2f4/h0d30WOKIKG8oDFHpq5ABg8MTX+dpO0oFEnd+2ahAVM029FYthGIhCpkCQr5oz8yBJufHIBSL9u016gWaWeKLJCIsXJqBVCpGmaSg0iqR1eR4U310Vi2sTjNWurjuZDTdoL5JFRJYpkxQ6ysGUplExcWzWGMiotIp4Dg5ORA3RbFMBNdZB9av+/Z1DW2ZScfQSMUyCHsjB1r916Oqrq5d9/DeJ80wDIwTeqzf8iKX3PuONSsnDfsi7MZCr3DhX53G+z/+NCBhcOXKlcrcajXkcjkymQzy+Tzm5uYwOTnJq0N3FcvLy/jd3/1deL1efPWrX8UHP/jB3jtSZzJYW9v7e/N4PLh58yYMBgMcDgc+85nPIBAI4Otf/zoA4KMf/Sj+6q/+Cp/+9Kfx4Q9/GP/8z/+M73znO3jhhRd6el4PA0bk7SFBNpvF22+/jampKZw9e7ajRtkqBmFYIhAIBuL+2AvDkvqA7QsXLkAs5tZjVYlaOp3G8vIy1Go1NBoNVCpVTxW3RCiJ/+8vnsdPv/oLlNtwzyvlSey4w9hx77mGSeQSWJ0PFjEMg9RuRUVoZXJQ7b9Yu+49XBnREK35jyKUGSH4TS3bB0NE3ggBwMgIEIXOFuLVXriDVOWq2Ub9Qltn0cI8aYDkgSvk7k4c0a321RGNSY2JuTGsXFnjnUBIFRI4z9jhvrrR4M5ZDXiuqj7RrRjiwdZmG+1CKBZi8fFZuK97uyJu+6GYK2HzPrcnVSAgYHGYoB/TQqlTIp8pIOAO8v6+T52ZwO52AqtXOle8WmfSiZBP5xHZijV18XSdcSCXyg9EXbXNjUEkEjZ9njQrJxVJRJiYs0BjVEMgqhgPRfyH6+ccc5nxb//yWVx432l2jKZpZDIZ+Hw+hEIhSCQSCIVCLC8vw+fzsSHaKpUKarUaMpmsb4SuWCzii1/8Ir70pS/ht3/7t/HCCy9Ao9H0Za6rV6/iPe95D/vvT37ykwCAZ599Fl/72tews7MDv3+vz9blcuGFF17A7//+7+PLX/4yJicn8fd///ejmIBDgOiigfio7OeO0AYYhkEul+tKvUqlUnj77bfx3ve+t4dn1hqvvPIKzp07x7G37Sei0Sju3buHy5cvH+r36wO2p6enmwZsV81ISJJEJBJBOp1m/6NpGiqVChqNhkPoDupJbHou6Tx+9OV/xPN/9RIKmeZ5T91AKBLC6jRBa9aAEAiQS+Sw4w2jmC1WdmUfm4V/OdDSwvsgeL5wAWXD8a2dfMRsw7U+GpZckk5g5Zfh1gf2HTREH+S356sbKP9XH0Sh9sqwKhsULqy+vdaRctEKcrUMZocJAjFQKhZB5ijsbic5BEkoEmDhiTls3PLtm+nWTzjPTiLijyEbb19hU+mUMDuMUKjloCgKyfDhrONnL7iQiqYR9rev5PcKFadOYGt5729XbVTBPFlRfcokhWQ4iZAv2lXFQjNYHEaojWqs3/D29HX3g86igXHCAJlSBrpchlQpw61X7vb8ulpBqpRi9pyzZ1l1hnFdpZxUXtkwSRwQCi8SC/Ebv/sB/Na//2CDIUkqlcK9e/dAURQWFxdZQ5JSqcR5rmcyGWSzWQiFQpbIVf9TKpUdP99rwTAM3njjDXziE5+AWCzG3/zN3+CJJ54YiOo3Qsfo+EMaKW8PCQiC6LrssKq88WkeAvDvOHnY+WoDtsfGxvDUU09BoVBwjmkWsC0Wizl16FWiXb3hh8NhrK+vo1wuQ6lUsmSuetNv9rmSpTL+6e/+Gd/9wo971oTfDFSZwvZaCNtre03IhIDAufcuVYK9CcA8aQRDMcgkDlkWNjIsOSYQgGEqvWDDAFotAlqQN4IAFp6Yx/ZasCuThv2QTxfgr3OFZOMLTGpIFRKUSxTWb3p5J26TJ2wQCAl4b221PrgOmUS24X4gFAtgnNDBOGaohIwncgj7o02vy2Q3QGfWtjQ76gdUeiXsCzYsv7nW4J7ZrARdLBPDOmWGxqgCRVHYDceRCKZA5jt/xohlYsxfnObdTTERrrh4Ll6ah+9eALlUvlJO6jBBbXhQTprMIuSNopjtjyP1/MUZRLZiPc2q291JsNE0VXBC4VH5rmoMavzbL/0vcJyc5BxbLpfZZ77T6YTT6eQQMIlEAqPRCKPRyI5RFIVsNsuSuZ2dHayuroKiKCgUigaVrn7jtxkSiQT++I//GN/+9rfxR3/0R/jUpz51qOqqEYYHI/L2EIEgiK6smqslf+VyuaH8r58YBHnrpGySJEl4PB74fD4YjUZcunQJarWac0wz0rafgyRBEFAqlVAqlRgbG2N/v1AoIJ1OI5VKIRaLwev1olgssjd8jUYDpVKJm/94F9/5i//WUV9ZrzB9dgqlfAk3X77T8DPDuB6mCT3EMglK+SIimzEk6kJqm2JIFvuHRb/t00c1EocDrTn48Ti1NAmqRPGeHVYmKVAkBbJAsvEaBEHANGmAYVwHiVSCQq7YdhZYp1AbVbDP2yoW+D387lIkjZg/gZh/bzFde11iqRilfAlKjRx3X19t2z6+VyCISsi37+5WW5ltVZAFElsrXGWdIAiY7Ubox3QQS0VtZbfNPeLCbjAxkDJF+4INDM1wyhSLuRI2lxuvS2/TQqoWQ6aQQwgBYjtJJIKJ+pdsG8YJPQxWHVav8uOIXBsKr9Ir8ex//C38+of+u4ZnddWQRC6X4/HHH4dKpWrr9YVCITQaDaeUsfp8z2QySKfTSCaTCAQCyOVykEgkLJkrl8vIZrM4c+YMpFIpGIbBj370I3zqU5/C4uIibty4gfn5+d69GSMcWYzI2whto7qj9LCQN5qmD+w7oygKfr8fGxsbUKvVfQ3YJggCcrkccrkcFouFHS8Wiyyhe+vFG3jpK/+CqJffxnGgYpIgkUsPDEVt5lqnMaphdhghV8oqmT5N+nyY4WmVOhT67jZ5lMgbjaFxD2XUzR+PRpsepkkDVt7iP15DoZHDddqBlbfWOD1zDMMgurXb8LezV8bHjS84DOeqlmd63vHjHk+Etfa6Tjw2g9h2HO5rHqgNKtgX9kwpEn0qT6zCcXICdJnumfU/wzCIbMYaXH0bzDYiaZSpMnRGDdzX+FcZJQoxTE49tpZ32npvGYZBfLuRgKr0SpjtRig0clBlCslICmFf9EATker3zX3Ng1iA/2fa5d+6hN/+838DnYXbL1YoFLC8vIxEIoG5uTnYbLauK5Fqn+9ms5kdL5fLLKHLZDL46U9/is9//vOgKApTU1OQSqXweDz4+Mc/jk9/+tMchW+E441Rz9tDBJIk2fDGw+Lll1/Go48+2rcG2Ga4efMmtFotXC4XL/OVy2X8/Oc/x3vf+96mJJWmaQQCAaytrUEqlWJ+fh5Go7EhYLt6LEVRrHNkP8pNl6+s4adf+wVuv7qMiP9wC7PDwjRpgNFmwOrbvQvgVWjksEyZoNQoQFE0Xvw3WlDK4yu/nZCrsZLvX2nrJdEkVl4/OOOLLwifiYAYki1D6d+kMH2/ssFAgEA6noXOosHKW+u8WP3Xoqr6bK5sd9U/ClTMRaxTZqj0Fevy9G6mITOrHtPnppBN5PZ1M+wnNGMqyBRShDcOLhOsLU8EmrtCdgq1QYnJE81LJPsNsVSE+Udn4Lnth8Gqg9qoAiEgDiwn7SUWn5hDwB1EKtafe5NIIoJ1ygSNSQ2BQIBssnJduVQeU0uTKGZLCHr479Udm7bg3/2XZ3Hu15Y44wzDYHNzE2tra7BYLJifnx9IaWLVkOT555+HXC6HTqfD8vIyNjc34XA4cPbsWZw9exaXL1/Gr//6r/N+fiMcCqOetxH6i0FlvfGpvO2nMDYL2LZarU0D0Ouz2vpB2vz3A/jGn3wPV35ynR2TKaWVvB+dEmWSRHR7F/HtBJge2w2qDUrYFyex+vZ6R4547SCXysN7e88FjfmfL/b09Y8aRKL+qtgEz4vOA0ERgOgInc8BKEsJbK8GsY0QxhfNSIUy2HYHYbJXIjTEEjFnwdkvOJfsIEvlnqk+xVwJ/vsBzphAKMCYywKtRQPRA5fBsD8KmVIKvVUH97X+5HcdBIVGDtcZB5bfdCNVbk1Ym5Un1rpCiiSitsO4CQGBk5fm4bnj76hEsleYPe9EMppmSyRrrfCB2nJSPcRSMYr5ImKB3Z64eI65zJCpZLj/Zn+vu1wqI+AOIuAOsmMqvRJLTy+gmC9BrVNBY1T1PJNuP1QMSf4V/sc//B8gkTUakty/fx8kSeLs2bMDU7hu376NT3ziE4hGo/jKV76C97///ezaYnd3F++88w5u3ryJW7du4ZVXXhmRt2OMEXkboSMMKuuNT8JIEAQnnqAasO12u1EsFjE7O4uJiYmGkkq+ArYjWzF8609/gF9867UGa+pCtghfncGBWCrGmMtcaSxngNRupi2L/2aQKiSYvTCNjZveA0Nwe4rjK7oBQKUhvX/CG69KbCtMCYzwg/9ezMOAVgrgODUBhmI4VvFhbwxhL1cF0o1pYRzXQaqQgiyQiGx1329mGNfBbDfyUp5JUzSCnjCrdEgVEsxdmEbQGwbA4NRTJ0AWyojtxHlZSC9emsO2O9h1fxdNMwj7ow1ulNwwbgrxUJKtWpg6NQmyVO6pMUa7qIZpr7YIu96vTFalU8LiMFXKLqn2yhOrqNzbXVi5stZWnEyvsXhpDpvL202zEeVqWSWTTqcEc8hMuoNw8sl5/LsvfwiORW6Ada0hydTUFFwuV1eOkIdFLpfDn//5n+MrX/kKPvaxj+Fzn/tcQ4+dwWDAu9/9brz73e/m/fxG4B8j8vYQoRfqzyCy3kQiEXK5zvNYup2ToqiWAdsAl7QB6FuJZHo3g+/95/+GF//2ZZQ6KNsii2RDY7lQJIRt1vrA4p+olBh59i8xIgTAxKlxxLeSfXHVOwiD7nkjSBqMuH8n8TAZlmilKoAeDvKmtmvh/+r9to5NBJNI1KkeSp0CpkkDlFoFqDKN+P/P3nuHOXqX996fR713jTS97LQt3uK1vV7bgHF4KcE5cZKXY3PeCzDk5ArN4INJKIZjOwQb8AEDiUlCDgFM4oBJXGJCwJhgr43renubXnaKNJqi3qXn/UMr7Wg0TRqVdazPde1lr+qjlfTo9/3d9/39unybamuWq+T0XdHF4GtjBU541aD/QDfucQ+nLnzPVwqEvHDnVBrffAD3+FxZQpCzDpaVrnatFsZta7HQuM1BKpmCNEilkg3bSctFJuy6h+Ejo1sKu17NxVOulOHscmCw6jJxLqtUi3v2d7Ews1QTMxRrqxmVRrnuex4JRAs2JbPVYpPDgFQmJRKIrplJtxZ6i5YPfOlm3vb+Nxf8Xns8Hs6dO4dKpSrKkKSciKLIM888wyc+8QnMZjPPPfccl19+ed3+v05dvNUpjmq3MNbqOQVB4Ny5cwQCgXUDtrNGJFkHyUqItlg4xr89+BSPffPnhHzlEbGrWfxLJAKOdjsmpxGZXErYl2mdau51sujyMnVytizPXQxN3U6Ga/xDdbmzmdcWKvfaK62tqh0cvB5CSlJaJbUGGQP+SBjjFu4f8oYJrQgBlqtk6Bt06M1aVGo1oaVwXhW876puPOfnOVWj4GOFUs65DYKuVwt3lilkNPc6MFr1IBHwL/pxj8+TiGxO+OjMWtq2N3PupaGqf14FCWzb38H0ORcnn80X6xKpBEeHHVODEblCSjgQxXN+nsBiibEnq9C1p52QL1yxTbFELMn04CzTKy63Nptp7nEiU8gJLASo9i6PXCWnfVczY8cmSxL+K6vFWYx2A7aWTCZdMp7EO7e6Sc/1t1zDh+57L0Z7oSHJwMAAi4uL9Pb2lsWQpBTm5+e58847efzxx7nnnnv4xCc+seW4pzr/dah/Et5AvF4rb9Vs1cwGbEejUXQ6HW9+85vXDdjeyPZ/K6SSKZ76wbP85CtPsLQFq+XNkk6LuCc8uCcypgSdl7VhbTKzOOPF0mTG0W4nGowxN+kp6+JlNcxOI87OBgZeHgahtaLPtRGS13nOnM9b/erNmiQEKGXGXxCQIpCq4gJTVJe/2pqIJlmc9LK4zA5fIpXQfWUnCqUcRAGDTU80FKvoHN1ydCYtbTu2JpyS8axAuLjJsaod/lR+PIggEdh+dQ8Tp6fKNtNXDM19TmKRGMOvjq96fTqVxj3uKTBqMTYYMDboSQtJxLRAzB8vOrrA5DDiaLMx8Gr1XUulcinOzgbOvTySyeO8gNaooaHNhsaoJp3MVFVd43Oky1BVXU7P/k4WZ70MHx4v6+MC+DyZTLrlKDUKGtpt6M06tCYNv/eRt7PnrTvzbrPckMRut3PttdfWxJAknU7zk5/8hM9+9rNceeWVnDhxompmbXVeP9TFW52i+K9qWLIyYNtoNOJ0OvOEW7VEmyiK/PbRV/inL/1rXmWsWjRuc6A1qBk+Op67bH7FnIvZYcTWYkGhVhCLxJkvw4wPXDQpGDw8mmujEV/f2mlDxAoLEqPeyNwlMmcmlireALVUSTBVvSBqUVX5D57WpMHeYWHktfECK3aT04Cl0YxKoyIRjeOZXtpSXtZKsqYc46fOV0Q4rWmHb9XR0GrF2GAAUWR60EXYX922eKPdQOO2Bs69tH6VcS18c358KzIqVVoljnY7WpMGkUxgt3t8rmAuSyKVsP1gDyNHx2si3Dr3tBHyhldtkQz5woydnMy7TCKTYGuzYGu0IJVJCfsjuCc8JW0umJ1G7C3WDWf6yk0sHGd2ZI6D/+tK3vNnNxYYkgQCAc6cOVNzQ5LR0VFuv/12Tp48ybe//W1uvvnmiszN13n9UxdvbyDKVXkLhSpbdVlJJQXjWgHbR44cyTMsKUdW22Y49pvTPPS/H2FkmXCqFpZGE44OOwMvD2+4A7/k9rG0QqzprToa2myotEoSseSqmW1rIZVL6b2yi/NnpgsXFTUWb5Wu9aRSZbYCLeDSUb+RYBy0pd1XJZWXJN5kEUiqS3nCyi2almemjR+bWvU2XpcfrytfIGiMamytFnQGLelUuuTcts7dbURDsZqYckilEmRKOUeeOpm7LC++QITA0sbxBaWQFU6jxydKFm5rEQ3FmDiT/15KZVIauxow2g1I5VLEdJpIIFqT2TKj3YCz60I3QxGkk2nmJxeZn8w/l1ubzFgazSjVcmKRTEbnWvN6EqmE7Vf3MHJsvOrCDWDntX189Nu30tLXlHd5MplkdHSU8+fP19SQJJFI8OCDD3Lvvfdyyy238JOf/KSe2VZnXerirU5R1MqwpNyVt40CtrPPma2yrTQjKTfDR8d47Js/Z8ntRxAEjHZDQetHpdCZNLTvamXw1ZEtGSQEFoIFw+IaoxpHmx2NUU0ykcLr8jI3OZ+32Gy7rImlWR9nX1hjYL3WhiUVfvxAsIJWk3BJ2U2G/TFwlHZfpbS0SIWdzjaO+yY3vmHBE1bmne/e10FgKVTSAj7sizDpy59ekqvk2NssGCyZvKzABTfZ1Zz4LI0m7C3WmrXqbT/QzfDR8QIBsV58gakhI3zCgQieiYUCQ47N0nFZK7FQrKrCKZVMMTs6R9gfobHbkROMZqcJa5MZpUaRaaV1bX6jq1iyFdbRExNFC7f1WJgpFGvZjE6NQYOYTuOfDyCTS0kkUjXZKFAZlFzz/svZ97s7mI/MERuJoNfr0ev1BAIBBgYGam5IcuTIET7+8Y8TjUb52c9+xlve8pa6IUmdDamLtzcQ5Tgh1NKwRBTFLb+GlQHb2RaJlQHbUqmUUChENBpFJpNVrNI2M+ziH+/5F154/HCB66DRbsDabAaJSCgQIuKN4fdsLaB3OVlXu9ETkxVb0IR9kYI2HKVGibPDjq3VgpgWcY15CHtXb8ERoeaFo0pLH61WB77KtQOWO+NvK6jkJZbdAIVQ4o54iW+gqCjvB6/hQoD08JGxsj5uIppgZtDNDMvMh6QC9nbrBaMNOZFABL1Zx7lXhmviYLltXweBxWBRRixrGVKYnSZszRYUajmJaGJVEbEck8OY6yioOgI0bW9gfnwpr9K35PIWzDFnXTw1xovCxzXuIbUF2/7W7c2kU+mqCaflGZ1ao4b2nS0MHh7F3mql/+pupNKMK+TcpIegt7Ktsm/9H9fyoXvfi8qgJBAIEAgECAaDuFyunHu1RqNBr9fj8/lIp9PodLqqtSkGAgH+8i//ku9973vccccd3HnnnahUqqo8d53XP3XxVqcoamVYkm1bLLWlodiAbYPBwPDwMIcOHUKtVqPX6zEYDBgMBvR6/ZYHmRddXn587+M8/dChjDX1Kqw2eK0zZ3N81CTjCRZml4oelBckAv1Xd+MamauJq521yYRMKeO1X57IXSaVSzG3GDE3GFEqlQSXQrjG5oilqp83VG0k0souFioeRVAE8Wjpx6KQlPbdT5eo3losOmyfup7E2TkWXhonvlTaYjM7xznw8jBzE56N71AG0ikRz8QCnokFHL02wosRxk5MYnIYaOlvRKXJtDbPTy2UJdh5LWzNFiyNprK2yq0qfLIVfoOadDqNb86PZ3qB3iu2ZWbLaiDc2nY2k4ynmDnj2vjGrOHiKb8Q6WIzIEglhP1hPJMLG7oO60wa2na0cPbFoZp8//sPdDMz7M7NUs6OuJkdyZ/frlT1sanHyUe+eSu737I9d5nVasVisTA1NYXH48HhcNDU1EQsFiMQCDAzM0MwGCSVSqHVanPVOb1ej06nK6txiSiK/OIXv+BTn/oULS0tvPLKK+zatatsj1/njUFdvNUpilq1TUKmP71Y8VZqwHZjYyONjY0kEgkCgQB+v59AIMD09DSRSASVSpUTdNn/rnSlXI2QL8yjD/w7T37nqTUz1dYjuBQiuJTfNpRtVdEaNKSSKZZWaU3M0rO/k8BiaO0WxQpidhpxdjQw8ErhTF0qkWJpysfS1MWFpFQmpaHHSfUbvKpLxRdXl1DlLRQo/jOfRVpi5S1dYulRZlLwvDEOV5sQrt5Lo1aLU5SjXoiRGp7H+9IE4am1q1iCAP0He5kemK3JjFNjlwOVTsnYiYuVb6/bj9e9+hyd1qBF3MIc3XLkKjm9V3QxeHi0wOyoEqys8HfuacPeYsM756dzdxuCRELIG8I94SEajFX0WPQWLS19TZx7aXjL3+1kojDSBS7MmzWZUajkxKMJFpdVH/sP9jA9OFsT986Gdjtao3rDuAlYXYSr9Soc7fZc9TGwEMA1Pp+L0lgPmULGH33q3bznz34PuTK/xXq5Icnu3btXnScTRZFoNJqr0i0tLTE5OUk0GkWpVOYJOr1ej1qtLrobx+Vy8ed//uc8/fTT3Hvvvfzpn/5pTWbs6rz+qYu3NxCv17ZJiUSCRCIhkUhsSiBl2WzA9sqstuUtkgqFAqvVmneyXy7o/H4/s7OzhMPh3Al+paATBIF4NM7P/vZpHv3Gz8pus7+8VSVLtjVRa9YiptMk40mSiRRDr5W3ZWszaAxquna3MXB4lLMvbV40ppIp3FMeoKVyB/cGIH0JVd4iwdI3fqRCaRXKZIniLS4myVpjisBMKMQMgBq4TAuX7cAol9Eq12AIpGDMS+DIeXynXXTsbCWZSHK2BgtorVFDx65Wzr08vGZVfzlrztG1WtBbdERjUQILQXzuIKn4xo/Xe+U2FqYXayJYzU4jDa359vvLX1k2vsDizFT/V4svKBVBgO0He5k4PVXxkPHVWkU7drWiNqiRCALNPY34TX7cE56yhKdvhFwpo/fKbQy8MrKl6nIkEC2oPq40fQn7I3gm82cfd13Xz0e+fSstvY15902lUoyMjHD+/Hna2tro6upaUywJgoBarUatVtPQ0JC7PPt7HwwGCQQCzM/PEwwGkUgk6HS6girdao+fTqd56KGHuPPOO7nhhhs4deoULS3137U6pVMXb28wBEHY0m6gXC4nlUqRTqeramFbjGgMBAIMDQ2xsLCwbsB2qbb/crkci8WCxWLJXZZMJvMqdG63m1AohEwqY+T58xz64av43NUxIIFMsPfEmSkcHXYMNj1Dr40hV8lp7W9Cb9FlrKzn/cyObW2mYj1kChl9V21j4tRUye2Zadl//V3JSourS2nmLRYtfQOp1M2nhFja5zuWTrBRroEvkcSX8IMU6JZj372THSfa4LgLo9mAzqLDO+fDPe4piAIoN1nxcP7czJZnnBLRBDNDblhnji4aiOKe8ORa+BwdGZv8wVqZoVzdw9BrY+uasawVX6A1qdFY1ehNOuRSOUtuP57JzVcfW/ubEEWxJtUuhVfWVZUAACAASURBVFpO+2UtjB6ZKBBq2fB0g1WHIJEQWArgHvcQD5eve6ZrbzuBxWDFxHrW9GV2dMXso8NIa38zv/O+N3H9LdcU3M/j8XDu3DmUSuWWDElW+71Pp9OEQqFclc7tdjM8PEwikWBqaoonnniCXbt2sW/fPhoaGvjyl7/M6Ogo//AP/8BNN91UNySps2Xq4q1OUSxvYaxmgOVmxFs2YNvlctHS0lLVgG2ZTIbZbMZsNucue+GJV/nR3T+9sAiqLqYGA03dTs69PJwLmE1EE5w/N5N3O5lcSnNvY+bHXRAIXJg126pFd/+BbjxTC1v+QRdl//UzbipeF7uExFsinkYtSEsSVLFoaaYu8XRpnQLR9Oa/A0qZlP1RJe4vPc+Yv/A4FWoFjo5MSDCQcYQsoxV++84WkolURcXD8jm65djbLTg7GkinROLRBGansaJzdCvJmaE8d67kxwh5I4S8ETxcbPFUapQ42m2Z+AJWf8+yAee1mi1r393C4swSQ6+s3lFxMTz9IoIA1mYL1kYTcpWCeDiGZ7r4nE6j3YCz087AK7VpbN/3/1zGB7/8XgzWfFEWi8UYGBhgYWGBnp4empubyy6WJBJJrtqWRRRFYrEYp0+fZmBggKNHj/LP//zPuFwu1Go111xzDS+//DLRaJS9e/fS29tbb5msUzJ18fYGY6uVN6lUmmthvFTE28qA7euuuw6NRpN3m2oFbAOcfv4cP7zrpzUZks+aIwy9NraphVwykSr4cZdIJTRuc2CyZ4bkQ94QrnEPsdDGsyKde9pIRBKbmnnYDKKs9juUwWD5HD5rwaXUNgmglipIJIsP+C21XbtU8RZLJ5AIsFHBbJ/GRPJ7rzF1bu1Nmngkzvmz+RsnEqkk0w7WYLgYfjxeXPixyWHE2Wkve2bZZunY24JnYoGTz+YLJ41Rja3Fgs64tTy69cjOfQ1VKDcsFo6tHV/gMKDRqwkHokyema66cLO1WDA1GBg+Ml70fUURFqYXWVgxi6gza7G3WtEY1KQSKXyeAO4JD+kVOZSCANuv6WXsxGRNhFtzTyMf+dYHuOzN2/MuF0WRqakphoeHsVqtXHPNNUWNWWwVQRBQqVRcfvnlxONxnn76aWw2Gw899BAajYbjx49z7NgxHnjgAU6ePIkgCNx444088sgjVTvGOv91qIu3OkVTK8fJlYu3RCLB+Pg44+PjeQHby6lmwPb4qUl+dM+/sji9hNqgou9AN0uzS8xNLmx85y2Sa1E8PbXlalc6lS5wB5NIBBztdkxOIzK5lLAvgnvi4kKzqduJWq8qe7i4KN9E5S0lgrRyIi9bba4UlTcsubTEm0qQ46d48abRasFfvPlFNFXauUoE5FJYJS4NgE69AfvTk7h+/kJJj59OpVdtB7M2m7E2mZErFcQjMTznC2eyst/34SPjNRFuzT2NyBTSNQPG15ujM1g3zqNbD5lCRv9V3Qy+NrpuREAlSKfSyOQSwr5I3r97sfEFpZJ537sZPDxS9ly41cyw5EoZTd0O9JZMZ0YymSIRTXDmt9VvD5Ur5fy/n76RP7rjRuSK/HNyIBDg7NmzxONxLrvsMmw2W9WPD8Dr9XLXXXfx8MMP8/nPf54/+7M/y21yX3vttbnbJZPJ3GhHObnvvvt49NFHOXfuXK7a99WvfpW+vr517/fTn/6UL37xi4yPj9PT08NXv/pVfvd3fzd3vSiK3HXXXfz93/89Xq+Xa6+9lr/5m7+hp6enrMdfZ/PUxdsbjHKZltQyqHt5wLZOp+OKK67Ia1eEi6It6yKZDdeuhGhzT3h4+EuPcuiRFwtcFCHjoGVqNCCRC0gEKbFAHM8abpBFI0D/Vd14zm+9RXE90mkR94QH97JhdEEQ6Nrdht6qJ5VMEQ5E0Jq1hJbKaMiyQdukYkGgPW1kyF65Ni2VSgUVzNGutLRa7TNZS5RCaRX7Uo1HwsnS3QU1ajmxQP65zqRSsmsqyfl7fomrAv+2C9NLLEznL/wNVj32NisqrQqpTEI4EKmJIUi2TfDcS0NFf66yc3TL28g3mqNbSfflnfjm/Zx6vvQWyVLRGNR0XNbGuRcHC177WvEFDW0ZF+B0Oo3P48c9XrqByLa97QQWQ5yu4mtPxJJMDcyi1qvo3N3O8OFRRBHsrVbMThMKpYxoGU1f1mL3W3bw4W9+gOYeZ97lqVSK0dFRJicnNzQkqSSiKPLEE0/w6U9/mv7+fo4ePUpvb++at5fJZGzfvn3N60vl2Wef5WMf+xhXXnklyWSSz3/+87z97W/nzJkzaLWrZ2y+8MILvPe97+W+++7jxhtv5OGHH+amm27iyJEjuQiDr33ta3z729/mhz/8IZ2dnXzxi1/kHe94B2fOnKln09UIYQu7vpfWiqDOpkgmk6S2mJ310ksv0d7eTmNj48Y3LhMnT55EqVSiVqtzAds9PT3YbLaCgG0gz/a/UpU2n8fPI1/7N37xvd9sysp4OUqNEmenHZ1JSzqdxuv24xqfK8rUwNlrJxqK4Z2unhFKlkx7ZjuDh0cK5nb0Ni0NrTZUWjWxcKZysDKvbrNEek1MfaZwd0/mF9CclyALSWjtNnLcMl/S42+GK2xNHJ6f2fiGJdJtsDBcQkVps1zmsTE9Vr0ZpI3oe4+Ukfjmsq+W06N1MhQq/n4AEkob/dNPtDE1l6kSyiQSrkDL4rd/S9RT/VbahnY7BouW4QvVbbVOlTEJMV4QB/MB3GNzFXEXzJqhTJ6ZznP5qxTGBj3WJgtqrYp4LEHIH0Zn0JQ1L64Yth/sYWpwlsDC1t53uVJGQ7sdo1UPEgh7I7gm5taNLzA1GDIh4zWaLXP02gh6QoSW1q+W66067C1W1Ho1qUQy0yo7Ob8lox6DVc8H77uFG/7HdQXXzc/Pc/bsWZRKJdu3by/ouqkWU1NT3HHHHbzwwgv8n//zf/jABz5QVTO39fB4PDQ0NPDss8/y5je/edXb3HzzzYRCIX72s5/lLrv66qvZu3cvf/u3f4soijQ1NXHHHXfw6U9/GgCfz4fD4eAHP/gBt9xyS1Vey39xil6g1itvdYqm2m2T2UFgt9uNQqGgv78fp9O5ZsD2ctFWiZNoJBjliW//B4//1S+IBEozUYiFY0yczm85UqgVOUEnilzYqS1cjLX0NSFXyvLym6qFTCGj78pse+bqO8CB+RCB+fwFntFuwN5qRalREI8mWJheZHF27YysLCtn3iQR0JyXIvcKCMWf70qjwk9T6bbJlTMrtUYulvazkxBLjyjRSFUEU8V/V5WKzPljl86E7OFTzLxW/e+cWq+ia097Qch3JFhoqy5TyGjuacBg0yNIJIS9YWbH5zY1r7oW7TtbSMaTVXVS9M0F8M0FkMglNPc7mJuYx6uS07azGZ1RQzolZlw8J7YmDjaiqduBXCkvm/V/IpY1EJnNXSYIAvY2KxbHxfgCz/kF/AsBth/sZez4RE2Em63VgtFm2HQrfGAhWCBuFWoFjnYbekvGVCS4lMna2yjjVBAEfud9b+IDX7p5XUOS7u5uWlpaauLemEql+Pu//3vuuecebrzxRs6cOYPD4aj6cayHz5fZtFvulLmSF198kU996lN5l73jHe/g8ccfB2BsbAyXy8Xb3va23PVGo5EDBw7w4osv1sVbjaiLtzcYr6est+UB26FQCL1ez1VXXbVuwDZQsRbJRDzJL7/3Gx752r+VXElaj3gkzuSZFXMiShmN3U4MFh0SqQS5Us6p584WPSdSDvoPXGjPLMGG3OfxF/yb6cxaHO02VDoVyViSBdcS8+fzK1CiNPNeC3FQT0tQeiTVE23ZY6iwuAqGKlvJSF9a2g1purS2pni69I4BlVRemniLRthzeIGlJ0uba9sq/Qd7mB1ybbpFMhlPMj3kYnroYoVSEIRM+55FQyIVJxVLEZgPE9wgb9JoN9C4raFmZig9+ztZcvk4fzIjdJKxZOEcnVKGrc2KcfkcXRlcPNV6FV272zn70lDFNz9EUcQzuYBn2Wx0285mzA4jsVCMrr0dJOOZSlYx8QWlIpVL2X6gm4HDowXn42KJR+IFDscSiUBDuw2zw4hcISMSjOGZWsA/n+lNb+lr4qPf+gA7r+vPu1+tDUmWc+rUKW677TY8Hg8//vGPeec733nJ2f+n02luv/12rr322lz742q4XK4C0elwOHC5XLnrs5etdZs61acu3uoUTTUqb16vl8HBQQKBAF1dXYiiiM/nyxNuqwVsV0K0iaLIs4+8yMNfejRnu18tErEk/vkABquecy8NkUykCu39Sxz83yzldpDMstqAvMagxtFuR2NUk0ykGDOkWZyWoJ6VIKRr8+MYCFRw4A1Qa9QQXH8neitUOl+sWKSp0qrhsSKs+1eikso3vtEytBIlfac0zN53BLVVj3FvC4lEguBSGL8rUPHsvNb+JhDgXBkqPqIoMjc5DyuKhiaHEXuz5UI1PMni7BLz04tIZRL6r+5h9NhETYSbrdWC2W5k6LXV7e+Xk4glmR1yM7tsjk6QCBgb9ZgdJrRaDeFgBM/EPEHv6nN0K+k70I17bG7LWXmlsFH0QC6+wKIllUgy71rCO+sjlSjPB7Jzdxthf6TkXM7NkE6LzE3MMzeR3+pua7Fw0yfexTv/5w1rGpLEYrGaGpJEIhG+8pWv8OCDD/LRj36Uu+++u+T8uErzsY99jFOnTvH888/X+lDqVIC6eHuDUa7KWzxemcXm8oDt9vZ29u3bh1wuZ2pqKlftq6bt/2tPHedHd/0LYyer3y6l1Crp2dfB8NFxzixbSKxm7y+VSTP2/g0GBIlA0BvCNTpHPFL6gtfaZkajUzN2vHqvPeyPMHZyEkEmofP91xIzydFMl9aaWi5kcjmU3nW2MRXesU2nLi3xRkqSCbUukkiq9HOOQtjcE0oQ2O1vwPP5k4yMZlqOwgv5i36ZQoa1xYxKryCVThP2hfG5gqTiWw+7N9r0uXzGSld8vW5fQbZX34HunNhv39VatYBxyLhR9l2xjYFXh7dU8RHTIr7ZAL7Z/E2XzByd+cIcXbKgddvZaUetV9ck4gVg+zU9nD87s2576lrxBXmRE4HixCpk5tWae5w1q7LuuK6HDz/wAdq3t+ZdfikZkhw6dIjbbrsNo9HIoUOH2L9//yVXbcvy8Y9/nJ/97GccOnSIlpaWdW/rdDpxu/NjTtxuN06nM3d99rLlPgdut5u9e/eW+cjrbJa6eKtTNHK5nHB48z8Mm2GjgO2sw2VWsFVatA28OsJDX3ykJq5mUpmEvqu6mRqY3fQOaCqZKrT3X5ZJJJVJc/MG6w3HA5idRqwtZkaOTLCQrq4VN0DbTZfj6bPxqjcIoa0viLeKWqWCCvpTVDqHrRbhweuSEEoSb6Va/gPINiHetmFD/tezjP18/Z3qZDyJezS/Ai+RSrC1WdCa1IiIhAMR/O4g8fDmjnl5tevsS+WZryoGa7MZS6N5VeFS6YBxgJ4rulicXaro+TY7R7cctUFFY1cDBpuBeDjGosuHIBGqWq3OzdW9UNr7vlbkhKXRhLXJjFKtJBaJs+gqdDEF2HFNLxOnp2oi3HQWDe/4+FvYdm0rg1PnGJ8bzQu/np2dRalUctVVV9XMkGRhYYE777yTxx57jLvvvptPfvKTFY+PKRVRFLntttt47LHHeOaZZ+js7NzwPgcPHuTXv/41t99+e+6yX/3qVxw8eBCAzs5OnE4nv/71r3Nize/38/LLL/ORj3ykMi+kzoZcmp/AOhWjHEKnnG2Tmw3YlkqlRCIRJiYmcif3SuzATQ3M8KO7/4WBV0ewNVvYdV0/0XAMz+Q8vvnKts8B9F21jUWXtyzmAOlUGtfYHK6xiz/qgpCZN7A4TUjl+cHAyx0kl1zVdyd0XtNN8q09HJ33gff1HYxdDGKFjXsTRTqhVpp0HCjBXTqNiEoiJ1pC+2Q4tPZmk1Wqo+1pkdH7Xyz+oLLHlkozP7nI/MrWRKcRg02LIBOIhqL4PSEi3vxKctfedkLecE2s/+VKGb1XbmPotbFVF/ZQuYBxgIY2KwarvmJB2xthazXjnvAweuziG5c/RycQWApn2tLLKFYBVDol2/Z0cO7lYVLJ8m9SLc56C0yhNMYLbel6NUgEJBKB088PVN3USBAEfuf9b+LWL92cMzNJJpMEg0GWlpaYnp4mEolcyJZLcvbs2dzvvl6vR6fTVbwCl06neeSRR/jsZz/L/v37OXHixKbEUC352Mc+xsMPP8wTTzyBXq/PzaQZjUbUajUA73//+2lubua+++4D4JOf/CRvectb+PrXv8673/1ufvzjH3P48GG++93vApn36vbbb+cv//Iv6enpyUUFNDU1cdNNN9XmhdapRwW80RBFccstjy6Xi7GxsdzOTCmsDNju6elZN2A7kUgwMTGB3+8nEAiQTCbRarUYDIbcn62c0OenF/nnex/jP//x+TV/yPRWLRqLGpVGiVSQsjjjLVu2TdfuduLxBFPnKmdJvxZypYyd1/UTDUaRymVEAmFco3OES3TSLBZTjwPdey7nxKKvpGH8SkcFXG5r5Mj87MY3LJEWrYGpUOXiHprPqIgEa1/BzHLZNUbO2kvb5TfLtSwlijd46VU2MBjLr0woJTJ2jZuZ/OxrxL2V7IvNR2/RYnQaUGrlpEnjGVskOF/eTobN0LO/a81qTKkUBIxPLRa0ZgIo1HJ692/j3CvDRceslIOGdht6s5aRYxObur1EKmBtNmNqMKJQKUpqTVxO35XbmJucZ2mVf5tKo9Qo6L68k3MvZUSjXCnD0W7HYMv8/oZ8YVzjni05lK5Ha38TH/nWrey8Nj84WhRFpqenGRoawmq10tvbi0KhIBwOEwgE8v4kk0k0Gk2eoNPr9blA7K0yNjbG7bffzokTJ/jmN7/JzTfffMnY/6/HWpvz3//+97n11lsBuP766+no6OAHP/hB7vqf/vSnfOELX8iFdH/ta19bNaT7u9/9Ll6vl+uuu47vfOc762bZ1SmKoqsqdfH2BqMc4m1hYYHTp0+vmRuyHisDtnt7e1cN2AZy7ZErs9pEUSQajeL3+3Nizu/3Fwi6zVToAotB/uXrP+Pnf/c08RJ2Vo12Aw2tVhQXLPA9U4t4XRtb4Gdp6nGi1qoYOTZe9HOXg6yD5MJM4QLO7DRib7UiVyqIBqPMTXoIbOBQVwwqm5bGD1zLiWiE+BZ2nl/v4q1Jo2cmXLmqbvuAloCvcoYoxbL9CiNDzaWJt0alkdlY8Qve3cY2TvguVld2RR0E7h7Ae6K6BkSQmWXt3tfBwCsjOeGi0imxNJlQaOQk4heMUdyVMUZpaLdfEC7j5X/wVdBbdZncR52KZDyJVC7gHptf9ZxTaRRqOT37u/L+7bfCyjm6xZmldV+X/UKlcbP2++WmZ38XCzMbx7QIgpAJ4nYYkavkRIJR5s8vbKn7RKGS898/8/v8we3vQibPb/oKBoOcOXOGWCxGf38/drt9zcfJRgetFHSRSASlUlkg6NRq9aY7jhKJBA8++CD33nsvN998M1/72tewWq0lv+Y6dTZJPeetzvqUy7Ck2LbJdDrN9PR0LmB79+7dBQHbsLmsNkEQUKvVqNXqnH3tckEXCATweDyMjIzkCTq9Xp/7bzKe4skHf8mj3/w5oRJ3T2F1C3yDVU9DuxWlRkkimmB+lUwza7MZe4uVgVdGajKT1LWnnVgkvq6D5JLLV9A+aXaasLdYkKsUmQDuEtpJBbkU8x/uYsqmZzr4xmmPXItKv/uJxKVTdQOIh0tXJMoiXSOzZM8ybVIz+u97Of/j2jiw9R/oxjXuKWiRjAZjzAzmmwbIlVljFCXJZJKwL4zXFSRdorOgSqdk296Ogry4SpPN/8qIRg0Dr0yg0ipp39mCzqQlnRbxzwdwjc+RquBnteeKLhZnlsranrrWHJ291YrOmHlt3jkfi7NL9O7vYuDVkbxIgGphbcrMNA69trn21KxD6dxk/qaYwabH3mpFpVWRiCfwun14Juc37JjY+zu7+PAD76exK99uPpVKMTY2xsTEBK2trWzbtm3D7hlBEFCpVKhUqjyRl0gkCAaDOTE3Pz9PMBhEKpWi0+nyBJ1Wq817HlEUOXr0KB//+McJh8M8+eSTXH/99ZesIUmdOvXK2xuQeDy+JcEQDod57rnnePvb377hyU0URdxuN4ODmRmunp6eTQdsb/XEmRV02cqc3+/Hu+TlxC/O8eojJwkuVK9VSW/R0dBmQ2fSIFPIOD84w9x45apFa9HU7UStK2+lz9RgwNZiRaVREovE8EwvrVl97LzlKs63GnH7y1fBq3TlbZ+1kaMLlau8OdQ63JHKiVjncQXx2KVzum7p1OLaPV7SfXu0ToZCxWcLXa5rR3jGx8g9hxFr4L7Z0utEKpcxcXpqS48jlUkwN5lQ6OSASDycwDcXIBFev4rUf6Ab19hc2dq8iyHTptfFwAYtkjKFDEe7DYMtk9kW9IZwjc8RC22tamxrtWCyGxk+snH0QCVo7GsgEU4gV8ox2gyZPLqlEO7xrbkBbwaJVMKOgz0MHRnbMBi7VFRaJQ3tdnRmLaIoElgI4h7PRNeYGox86Cvv5S3/vXDEYmFhgbNnzyKXy9mxY0dFDEnS6TShUKigSvfAAw8wPj5Of38/27dvZ2JigieffJI77riDL3zhC6hUJQzl1qlTOvW2yTobs1Xxlkgk+PWvf83b3va2NV2XRFFkYWGBwcFBYrEY3d3dNDc3rxqwXa2sthcee5V//It/ZWa4+sGS2Xad0eMTRC7MkuWFVMeTLMwsMT+1tVDUtbA0mnB02Bl4eZh0FZzUDFY9DW1WlFoliWiSuF7B0sF2RhfKv3isuHizOTk6X7nPTINay1ykckHdzuMq4rFLp/pmc6rwHjhf0n2365s4G9j8XKhMkLB7zs7MZ4+iERRYm83IlXJi4Tie8wsFVfNyozNradvezLmXhir2vRMEAZPTgN6mQ5BCJBAl4AkS8cewtZlRqBQFVb1q0XfVNuYmF1gqopV8OYJEwNigx95iRaFSEglG8EzOb6p9W66U0XflNgYOj5bdbGQzmBxGrE0mRo6uPlcnkQpYmsyYHUYkMgneeR8+l59omTIfO3a2EovG8xyIq4VMLuX3b3snf/i/3o3OrM27LhaLMTg4yPz8PN3d3bS0tFS1wiWKIiMjI7zwwgv85je/4fjx40xOThKJROjo6GDv3r15f9ra2uoVuDqVpi7e6mxM1nK/VERR5Je//CXXX3/9qjtUKwO229raClohqiXaAI7/5jQP3fXTmuy8ChKB7Vf3MDPs2tSut9aowdFhR6NXEY8nWXJ5t9Rmk3GQbGOwRguYhnYbRruBocOjaJxGrPs7kHfaiBqUzCUSZanAOdu1nHGUtjjcDHutTo4tVE682VUaPNHKVYEbjihIJi+d07VWJyP2O6VVMncZWjjl31z1qj/dQPIrY3ieX1vsGe0G7K2WCy3OF4Oqt4pEmrH+Hz81SdhXnANjOdAaNbTsaCTsCyNRSIhH4vjng4QWqnMsjg47WqOG0eObMwQpFrPDiK3FglKtJB6NszjrzXvfui/vxDvnq9hm2HpIpBK2H+xh5Og40RJMPwx2PbZmM2qtmng0UbSpjM6kpXV7E+deqnxW4Gq0bW/mo9++le0H880slhuSWCwW+vr6albhcrvdfOYzn+Gpp57iy1/+Mh/+8Ifxer0cP36co0ePcuzYMY4dO8bZs2f5whe+wN13313W5z906BD3338/r732GrOzszz22GPrOjfeeuut/PCHPyy4fMeOHZw+fRqAu+++m3vuuSfv+r6+Ps6dq37cUZ2iqc+81ak8giDk5t6Wn3zXCtheTjUDtkeOjfPQ/36EY/95uuyPvRl6r+jCNx8oyvY/5AsXLHhy9s4GNclEiqXZJeY2EHQyhYy+q7YxcWqqJhbkeouW1u0tF+ZrMlWxsMtH+N+P592uxa7Hur8DZZeNqEmNJ5nA5Q8V5TqZTFxaVvjFUumct2pUWoshHEogo7TdP8kmfuOcUgOOx2KM/+1vN7ztajOrWqOGhnZb7vvmdfuYm/Bs+jPZuaeNaCDKmd9W/3snCLD9YC+TZ6cZeHGk4HqNQY25yYhcJSMeSxBaCuFzB8u2FZszY3l5GPd45ebqlty+AqdGjVFNx642lOqMwYZMIat6Zlv7zhbi0cSWzrl+TwC/Z8UcnV6FvdWC1qTNhJDPBXBPeAqckfsP9jA9MMvZF6ufFahQK7j5M/+Nmz65uiHJ2bNniUaj7Nq1a11DkkqSTqf50Y9+xOc//3ne+ta3cvLkSVpbM8HgVquVG264gRtuuCF3+0gkQixWftfNUCjEnj17+NCHPsQf/uEfbnj7b33rW3zlK1/J/T2ZTLJnzx7e85735N1u586dPP3007m/X6p5dHW2Tv2dfQNSbtOSjQK2obqibXbEzT/+xb9y5OkTONrs7Lyub9Oipxy0bG9EIkgYLFN2UdgXYexEfoCUWq/C2dGAxqgmlUix6PLlTAj6DnQzP7VQm9wolZy+K7oYOTaxqcVrxBNg6hcn8y5rNGuwXdGJsttO3KRmPp1i1hdaU+SoNSoqmqJdYSq9tNxCkb0iiKKAXJQQF4o/sEBgbXMcjUTB9rN6xu48zPgGM2DrEfKFC75vSo0SR8eFuZ50Gv98sMBgw9pkxtpsZvDV2mSWte1oJp1Mr7tZFPZHCrLYFGo5lmYzKp2CZDJJaCmMzx0knSzu/VnLjKUayBQyui5rZ/C1UeKRi22H1QgYh0x7bGt/5apdkUCUyTP5FWSZUoaj04bRZkCulCGVSjnz4mDF5+hWY9/bLuPDD7wfZ2dD3uUrDUn27dtXM0ExMDDAJz/5SUZHR/ne977HH/zBH2y4/sgao5Wbd73rXbzrXe/a9O2NRiNGozH398cff5ylpSU++MEP5t1OJpPhdDrLdpx1Ll3q4q1Od3H6KwAAIABJREFUScjlciKRCGfPnuX8+fPrBmwvb5EEKibaltxefnLfE/zqh8+SvLCoGjuZvwhT6ZTo7VrUBhUKmQK/J1A2QWdtNaPUKpg6WzlziyyRQLTgtfVduQ2EzLyBvdWGRCbJtFxWYeNZEKD/6h5co3Oc2uLiLbYUZvpXp+FXFy9zGNTYrmhH1eMgYdGwIKaZ8QVJXWJVpVKoZOVNeonOaujkGhaTxQtuhVwBK0aCJAhcFmhg4c5TDA9Xpn02Fo4xeSa/XVOmkNHc24i5wYhSo2DJ7WP8VGmzfFvBaNPT1OMsWTjEIwlcw/kZeFK5lIYOK2qjirSYJuyL4HMHSUYLRXFjlwOVVrmuc20l6drbTnAxxKnnC9vDKhkwnmXHwR4mz85UvdqVjCWZm1xAUILr8DzpZBpBImBrtWB2GFEoFURDUdwT8wSXKjNTa2ow8sdfeS9v3sCQ5Morr8RgMFTkGDYiFovxwAMP8PWvf51bb72VJ598Mk8IvR753ve+x9ve9jba29vzLh8aGqKpqQmVSsXBgwe57777aGtrq9FR1qkkdfH2BmSrwimRSJBIJDh9+jRWq5WDBw+uG7CdXVBUaqYt7I/w6AP/zpPfeWrDGYNoMEY0mH8bjUGdmTMroi1xOSanicZOOwOvjKwZ8F1JmrodqPVqBl4tbJNSaBQ0djagM2lJpVJ45/y4xz1lbSXq2ttONBit6OIl7o8w85/n4D8vLtDsOiW2/R1olFJiogS/RcacJEmyEuFYFaSS4k1yiYo3laQ0y39xxcvZJtiQ//Us4/9efev/ZDyJzqhhZsTN4mxmJkkileDstGNyGJFKpYQDWxMG6yGRSth+dQ+jJybK/t1LJVLMjeefAwVBwNJkQmfVggSioQgKjYKZ03M1Oe9lcihtDK5y3luPdCrN7Ogcs6P5gnWzAeNZmnqcyGRSztSgRRGge18HXo+fmdMXX4eYFpk/v8j8+fxZP4M9k0en0alJxBIszG4tnF0QBN7+wet5/1+8B50p35AkHo8zODjI3Nwc3d3dtLa21sTwQxRFXnrpJT7xiU8gCAJPPfUU11xzzevefGRmZob/+I//4OGHH867/MCBA/zgBz+gr6+P2dlZ7rnnHt70pjdx6tSpijh51qktdcOSNyCpVIpksvi2ouUB2wCNjY3s2LEj7zbZz1O5bf9XIxFL8PPv/pqf3v8kgcXyts0tF3SZtkRvbnZr+W1qaQZidhpxdjQw8EpxDpJKjQLnBUGXTqfxzvlxjc0VLeiaup2odEpGj1XGlGAj2nY2E/AFWZq6uMCSquWY39SO8nIHsQ4tHl2ayUSQeLp0t8UetZ6hSOVCtPVyBYFEhWy8pTI0L156i5We9wiMxec2vuEKOiQmxtNedEkZzv+I4/mb4hbu5aJxW6batLK9ci1szRYsTWbkShmxUIy58wv4txB43LmnjYg/imus+H/DctB/dTezI3P4PH4Mdj3GBj0SuUAsEiPgCRFarJwxilSWEa1DR8aJhcs/j7SclQHjS24vgaUgXZe1c/aloZqIVpPDSENb8aJ1JSq9EnurFb1JRzqdXnOObiXtO1r46F99kP4D3XmXi6LIzMwMg4ODNTck8fl83HXXXfzTP/0Tn/vc5/jzP/9zFApFTY5lIwRB2NCwZDn33XcfX//615mZmVn3NXm9Xtrb2/nGN77BH//xH5frcOtUhrphSZ3ykw3YHhkZQS6Xs3v3bmZnZwtOHJsJ2C7X8fzm4d/yz19+DM/5ysywhf1rz5lpTRrkShkLZQ583SzLRePZl4rf9Y2F4wV5Uwq1AmenHZ1Zh5hO4/MEcI2tvqNuchhp7CxeNJaLhnYbUpWEydPTBdelIgnmnxqGpzItXALQpZRiurYd1RVOYh1aFgwik8kg0dTmBJ1Esn5o7FZ5I7ZNykv86VGrNew/p2DyM4fxeCu7cF8NnUlD244Wzr08XNTCfX56scDF0mg3YHToSIkpQCCyGGVxdv22T0ujCVuLdcsL91Jp6nagUCk499LFFsnVDDY0RjXmRiMylYxEPE5wPoTfE9rylm/n7jYigeiWW7M3SzZgPEvfVdsQRQh6Q2y/uqdqAeOQcS7ecbCX0eMTZXn/o4EY59eZo8tm7bnHPcTCcZQaBTd/9iZu+sQ7kcryz4nLDUl27txJQ0P+7Fu1EEWRf/u3f+PTn/40vb29HDlyhL6+vpocSyUQRZF/+Id/4H3ve9+GYtRkMtHb28vwcG3ametUlrp4ewOy2SpYNmB7aGgIURTp6+vLBWwvLCzkDEuWi7bs41eqRfLlfz/CP979L0yeLVy4V5poMIpSp2Rm2JVbZBUahxRW6MqFRCahbVcT7tH5sovGeCTO5Jn8f1O5Sk5zrxO9WYcIBBYDmO0mBg6PlCQat4reqsPSYmTy5ExRVcJULMXCf47Cf140kmiTSbBc04bqykbinToWTTCRDBJJFVakVUolVC6GrcLiTQJcem2ksnTxgnhXzEHw82cJz8Ro62pCpVEQi8SZn15kybV2e1s5WO7iWIx77Hqs5nSpM2lpaLeh1mcrPX48kx5kChm9V3YzfGR0Q4FXCTQGNR2XtWXy6jYhWsO+SEFEgkwpw9xkyHQzpFIEl8L4XQHSmwhNNzUYcFzoMqgFDe02dGYtA6+sLppkChnNPU4MNj3pdJrFuSW8s34Sq8wIlkJrfxPptMjpCjuYJmNJZofnmF02AylIBA7ctI9bPncTHdvb8jZklxuStLS01NSQZHp6mk996lP89re/5f777+eDH/xgRTaPa8mzzz7L8PDwpippwWCQkZER3ve+91XhyOpUm3rb5BuQdDqdE16rsZmA7eHhYcLhMDt37qxKVtuZFwZ56K5HamKBDJncoJAvvKnA00oIukzY7XzFF6mrkcms6ub8uRmiwSiODjsGa6aH3r8QYHa0srvOcpWc1p2NnD8zQyJSuVgAQSpguqoV9YFGktv0LJoEJtMhthktnFioXNCtUiIltoW2zvUwKVRInr90Arqz7PsDLSfT45u6bavUjPGHPs4/vPbCVW/RYW+zotapSMaSLLiWCuZ+SqVjVyvxWIKZocpl/a3H9oM9JGNJ5GoF6XQavyeAe3yOVJFukFt5/ulBF/6F8rcOS+VSrC1m1AYl6XSasD+Czx0gGc18ZgWpQN+VmciTSDBa9uffCLlKTu8VXQy8MkIyXty5RxAE7K1WzE4jcoWMSCjG3OR8XiVvIzQGNR27Wisa8r4eBrueG//XDXQdbCUQCCCKIlqtFoMhU5mbm5tDLpezc+fOmhmSpFIp/u///b/cfffdvPvd7+aBBx7A4XDU5Fg2SzAYzFXE9u3bxze+8Q3e+ta3YrFYaGtr43Of+xzT09M89NBDefd73/vex9DQEC+99FLBY37605/m937v92hvb2dmZoa77rqLY8eOcebMmZpFM9TZNPWQ7jobI4oi8fjqMzbLA7Y7Oztpb29fNWB7YmIiZ/9rMBjQ6/UV2XGbOD3Fj+7+Ka/+x7GyP/ZmaNvRjEQqYfzk1lzk1rP2X4+uPe3EI3GmBivvYLkavVd04fX41xWfMoUMZ1bQCRk77tnRuaIXO6vRua+NuQlPRWdo1iITttuLOx1BcbmDVI+BJbPAeTGMP1m+GTW5REKiQn7+FqUanrv0cvAu/z0DJyTrt34ZpGp6XlEycvdhxE1UZ1aS+84Z1KSSKbxzPtwT85uu2pocBhzt9jWrLZWmod2GwaJj+Oh4wXVypSyziWK58J1bCuEamyvr7G1zTyMyhbSgxbrSCJKMMYqt3UIiniCwGMTvDhILVmYudC0qFfS9MmB8LfOQ/gPdzI7OFVRnq4EgCLzjQ9fz/r/472iNGQdpURQJh8MsLS0xOTlJKBRCKpWSSqXQaDTo9Xr0en1uPVCNGbPTp09z22234Xa7efDBB3nXu971ujAkeeaZZ3jrW99acPkHPvABfvCDH3DrrbcyPj7OM888k7vO5/PR2NjIt771Lf7kT/6k4L633HILhw4dYmFhAbvdznXXXceXv/xltm3bVsmXUqc81MVbnY1ZTbytDNju7OxcN2A7EokwPT1NIBDA7/eTTCZzO3LZPzqdrkD4FcuS28vwkXGGj4wxcizz35XhrJWgod2GqcFQ0cwmtU6Fo9OO1qghlUixtCwMuKnbiVqnYuTYeMWefz3adjQjCELJCzeZXJpZXNr0CBJJJl9p1E0itjkh0bqziZA/zOL56reIAXTv7ySwEFwzaNi4rxHt1S2ke40sWSWcJ4wvUdoMViUbG+1KDannqm+msxG9b5Iyalm9kiUVJOz22Jn97FEiM+XtV1VqFDjaL+S1iSK++QDusfwqllQhpXm7g5lzbpKx6lctM0HXnQy8MlzUBohEKsHRbstZ4Ie8YeYm54t2uiy2RbLc6K06WnobC7osjA0GDHZdxhglHMM/FyTsLX81LuNiaa1qXt/yYHgRkMmknDx0tqoB41k6drXy0W/fSt9VqxuSDA0NYTabc4YksVgMv99PMBjE7/cTCASIRCIolcqcoMuKOpVKVRZxFYlE+OpXv8pf//Vf85GPfIR77rkHnU635cetU6dG1MVbnc0Ri2UWmpFIhKGhoVzA9rZt29YN2F7N9l8URaLRKH6/P/cnEAiQTCbR6XS5nbjsf7fShy6KImeOnuPlpw8zP7ZEYCrM5OlpvHPl2Z002g009zgZeGWEVLL6CzdnZwP2NivpVPpiy+XkfNW+bbZWC1anedXYga0ilUlxdNgw2g0IEoHgUojZ0fxqgb3dhkwlYXagNi56TT1OVGoloyeKd9DU73Kgv6aFdL8Jn1XKeSHCUmLjxaVA5d5ep0pH/FD1jT02ou8aBSP2wrnVvnQDqa+O43muejOtucqxTY9CJSceSTB0dKwmDrL9B7pxj3vKtkElCAK2FgsWpwmZUkY0FGNuwkNgcXVRvP1gL1ODM0W19pWLrCHH2MnJTQtOrUlzwRhFSiwSJ7gYIjBXmuCXyiT0X93DcBVcLFdDppDRd9U2Bl8dIRFLrh4wPja36Q2wYlFqFNzyuZv4/dsKDUlCoRBnzpwhEonQ39+/oSFJIpEgGAwSCARyG7zZSt1yQafX69FqtZteE4iiyKFDh7jtttswGo383d/9Hfv3739dVNvq1FmHunirszkCgQAjIyO5gO3u7u5NBWxvdqZtNUHn9/tJpVI5Qbe8QrfRyVsURTweD8PDw6TTabq7u3E4HLljmZ9eZOToOMNHxxk5Osbw0fGi2k3UehVde9oZPjJGLFzd9hzIOki2M3h4pGDRqFDLcXQ2YDDrSCXzK3TlQqVTYGkz4RrMhL1WC4lUgqPDjqXZTCIZY3HGi3c2QLJCC5S1MNoNNHU7GHi5vA6a+j4buutaod+Mv0HGeUmUhXj1WkCb1Hqiz1Z/Vmgj9rzZxGnzxcqKU2rA8XiM8b85VZPjcXTY0Zk0jFyIvcirYkmlGde9CU9BRmS5aOp2oFArttyevVnMDiPWZkvG9CWaIJFIkU4kC0yLqkXbjmZSyTTTZWgPV2mVWJpNKDRyEokEoaUwPndw3dbbjl2txMKxguy3atG1p53gUiizUbcOK6urWw0Yz7L/HXv402+8D0d7/mxUKpVifHyc8fHx3OZuqeMR6XQ6T9Bl/yyfo8sKOp1OV/A8CwsLfOELX+DRRx/lrrvu4vbbb6+ZOUqdOmWmLt7qbIwoivzqV79Cp9PR29u7asA2ZE62WeFWjqw2URSJRCIFFbpUKpVXmTMajXm7cUtLSwwNDRGJROjq6iowT1kLz9RCRtBdaLkcOTqOb0W2klQupf+qbibPTpc9K24zyBSyzED+6SmC3s3vGKu0SpydmdiClS2XxSBXZp5/9MTmd7vLiVwlp21nI5PLzEgkUgkNbTbMDiMSqYSQN8zs+ByxDQLYS0GhltOzv6uqu+3KdgOy/TYUexwk2vRMy2LMxcMVea4WjYHwM9V/XzdixwEjg85hNBIF28/qGbvzMKlw9WfzNAY1nZe1ce7l4Q0r7RcNKEzIFFIigShzEx6C3tLfO61RQ8eu1pplhuWiD14aQmPU0NCWdbpMseRaYm6yMlEsuec3a2nb3szZF4fYwlpkQ2QKGdYWE2qDilQqRcgXxucKolDJaei0MnG8NqLVYNPTuC2zabQVig0Yz2J2mviTr/1/XPuHVxVct7i4yNmzZ5FKpezYsaMihiTZObqVgu4Xv/gFjz76KP39/ezatQuZTMb3v/99rrjiCr7zne/Q1dVV9mOpU6eG1MVbnc0RCARWHSheLautki0Jy0/ey0WdKIpoNBqSySSxWIympia6u7u3PATtOb/A8JFMZc4zOc/EmSnGT1Vnt3sl/Qe68ZxfYGGmcFi9FPIEXTLN0uwSc5Pzawq6/qt7mJuYZ3G2PM9fLF2Xt+Eenye0uPHiVyIRsLfZMDuNuXke1/jclioh/Vf34B6bq8oM5WpsP9jD7OgcXrcPTbsJ45vaEXZaCDrlTMvjuGJbn/dqUmiJPl/9SvJG9O42oLcFWbjzFIHh6s81CgL0H+xhemDrLorWJjPGBj3JdJJYJE54MUJgYYP3ToDOva14xhcILlVGuK/79MuiD4JLax+rWqfK2OSbtKRTabweH+7x+S0Lzdzzn5kuatOqXAgC9B7YhnfOj0qnQEQkHIzgdweJhyrfLpt9/eOnzlds08xg1WNvteYFjGeNpyQSgXf+zxt4393vQWNQ590vHo8zODjI3Nwc27Zto7W1teqW+7Ozszz33HP89re/5eWXX2Z0dJRQKERTUxP79u1j37597N27l3379tHZ2Vlvm6zzeqcu3upsjkQiQXqZw121Rdt6hMNhBgcHmZ+fR6vVZtqWgkFEUcxV6LJ/NBrNln9Y5ibn8wxRRo6NrzkTUg4697SRiCSq4iBZIOhc3szOeixZMwfL1u1NhIJbNyMRBAF7mxWL04RULiXkC+Me9xAJrN8m2HlZG4l4gqmB2rz+9l0tpBKpDZ9f3azH8KZ2ZJfZCDQqcCkSzMSCRZ14nVIV8RcvraiAbVYj6udHYNqHyW5AkEoIeoO4xzxVaVlu29FMOi0ydW5m4xuXiNFuwN5qRalREI8kWJxdym3SNPU4SKfTuEY2dputBK39TQCcL/H1yxRSDE49lgYTCoWcwGKoqFmslr4mBKH0598qLb1OBKmE82dXf36Tw4ChQYcgFYgGo/jnQ0TKaIzS3NOIRCas+fyVRKVVsu93dvFHd9xIz/786pUoiszOzjI4OIjJZKK/vx+VSlX1Y4TM+uQ73/kO9957L+95z3u4//77kclkHD9+nKNHj3L06FGOHTvG6dOn2bNnD4cPHy7r8x86dIj777+f1157jdnZWR577DFuuummNW+/lnvk7OwsTqcz9/cHH3yQ+++/H5fLxZ49e/irv/orrrqqsOpZ5w1HXbzV2RxZ8Zadacv+fyWz2jYiHo8zNjbG1NQUDoeDbdu2oVZndgVFUSQUChVU6IACQafVard8/O4JD8NHxhk5NsbI0fGyCLqmbgdqvZqRVay/q4GzqwGdScvUwExG0Bk1FZuhWw1LswmVXsHMucrNleQMGhrNyBQyIv4IrvE5wv4I9jYrpgYjQ4er5yK3HGuLBWujmcEtmMGoHDqMb25HepmNcLOKWWWcmViI9Bqn4y6tGe9vqt8OvBpWnZpOV5ixf3px1etz1VWHMSPGS3RLXAuj3UDjtgYGXh6paIveWjg67Dg7G0glUiTiyaq0JS5HZ9LStqO5IplhUpk059ArkUhWnRHUGjW072ypWWbZVjLTdGYtpkYDUoWUeDROYD5IcL64iqlKp2Tbno6atciqtEpu+fxN/Lf/n703j26rvtP/H+37vnqRLNmWl2y2szkhFJISmgLptEM6pUP5JoGWQjNkA0qACSS0oSEEQgi0gcKvDRQYWmgLpwulhZlAKRASL1m9ypJXSV61Wrvu7w9ZimV5ky1ZSbivc3Q4XN0rfa5jS/e57/f7ef5r3biGJA0NDRgeHp6WIUmmIAgC9fX1uOeee+DxePDCCy9gzZo1E36f+/1+WCwW6HS6tK7jvffew7/+9S8sWbIEN99887TFW1NTU0J7qVKpjN9c/u1vf4uNGzfihRdeQHV1NQ4fPoy33noLTU1NWft5k1wykOKNZHoEg0EEg8E5CdieinA4jI6ODpjNZohEIhgMhqQ5vPGICbqxM3QUCmXcCt2sBZ25L9pyOapC55nGvItELYJap0TTF+k1w5guMQfNxhOtE140xCt0Ii7C4TDsNgds5vQIOp6IA7FGBEuDDZEZ5HXNFr6Ii8IqHfzeAOiM6KySzdwHj2Nu2tU4AjaKKgrQNOIil24YUi6k1xSAVqGAN58NGyeEroAbYYJAMU+Kwf9Lf7hyKjDpNFQw2ej6/z5BIEUhdlGMi0FnMuB1edHb3p9Sqx2NQUN5dTGM9e1ZCXqm0qgoX2EY10WRw2dDpVOM+rtzwtbel1aL+Gy1KI7+t+OJePC6vehs7Jm0TTNTlFUXw2K0Jc08zwY2f8QYhcNAMBCEe2gYTpsLxDgfsSXLCtHXMZC1Fu1lN1TirkMbodDIErZHIhGYTCaYzWbk5eWhuLg4ayYgbrcb+/btw8svv4ydO3di9+7d8Zu32YRCoUxbvA0NDUEsFo+7T3V1NZYtW4bnn38eQPRnr9FosHXrVjz44IMZWTvJZQMp3kimxuv1YvHixViwYAEqKyuxZMkSVFZWQiAQzKl4i0Qi6OnpgdFoBJvNhsFggFQqnfVrDg8Pz5mgs7TZRrlcmmE8fVHQcYUcFC7SoulUW1Zsx1k8FgxVerTUmmZkxsHisqDWK8AX82Yk6BgsOjQLctF1wYKAd+7Pn0anoqzaMKEZjHykEkZn0eF1+9BrTk0UTAWFSkH5CgO6miyznqtKFYaIBck1OsiWaeEepmMQEXQ73AjP8c2DhTIxhv9QC3vj+JluM0WaI4EsTwIWmwmfx4fezgE4x7kwL16sh7PfNaWLX6bQL9LC5/HDYrRN+xgmhwm1biSLDoCr3wmLqQ/hYOrtr9p5eYiEI1lrEc41qMFg0hPyIqU5YshypWBxmPB5/eifprnGTFDpFOAKOTCd6cjI64+FwaJDmicBR8hCOByC1+MHnUGHtSk7LbKyXAnuPHgbVn5zadJzow1JysvLIRKJsrDC6E3Yv//979ixYwfy8vLw4osvYuHChVlZy3ikIt4KCgrg9/uxYMEC7N27F6tWrQIQ7Sricrl4++23E15n06ZNsNvtePfddzN+HiSXNKR4I5maQCCAf/zjHzh58iRqampQW1sLi8WCkpKS+DDw4sWLUVFRkRaBMxaCINDb24vW1qjDVnFxMZRKZcaEYyQSSarQud1uUKnUBEEnEAhmfb4EQcDa1gtjvRntF7px4dMmtJ1un1Mnx5ho6G62pPVOM5Ao6CLhCIZ6RwTdGFGgr9Kir6Mf7oG5N2MAAMPSQjh6nSlftMtyo65tTDYD3ikysSajsKIAXrcvpYv2dKKdlweCIBLmaugcJhRLdeCUqhGW8zBAiaDH4UEwAy1cWokAkrpudL0/d9b/IqUQivzonFk4FAGDScPZjxvn7P1HI1GLoNTK0fRFevISE0LvKdGMRKu5d8KbImwBE3KtFN0XrBlvhx6PmIvndFsEBTI+lBp51FzDH8SAdQj9nYMzfv+Yi2zTiVaEZiB6Z0ssM66lpg2hQBiyPAm4YnbUGMXlhcPmQjCD7qpUKgU3/HAtbnt0w7iGJC0tLbDZbFkzJIlhs9mwa9cuvP/++3j88cfxox/9CDQabeoD55DpiLempiYcP34cS5cuhd/vx8svv4zf/OY3OHHiBBYvXoyenh7k5eXh008/xcqVK+PHPfDAA/joo49w4sSJuTgVkksXUryRpA5BEOju7sapU6dw6tSpuKDr7+9HeXl5gqBbuHAh2Gz2jAXO4OAgWlpa4Pf7UVhYiNzc3Kx8ccQEncPhiM/RuVwu0Gi0hFBxoVAIDocz4/MdGBhAc3Mz+toHACcN/SY7jHVmtJ3JjKArXqKHe8RAYK5gcZlQ65TgS3gIESEMuzzoPGfNyidEfokaDBYTprPpu9MuzRFDnicFg82AfziA3o7+cas8AKAsUEAk56OlxpS2908FiVoEZYFi2tbjNDYD8qoC8MpzEFbwMEQDuh0eBGYYUM9lUKHrH0bv23UgQnP/C8Dms1BUqUPTF0aEAqFRooCFoD+EgZ4hDHTPXBRMBZ1JR9nyopFqd2bNV2KRGuKRzC+PYxh9Xf0omKeB+Xwnhh3ZiYgoqy6Gpa03pZzN8eAI2FAVpN5Saliix6DVjoHu7Ljo6hZo4PP4J/0MplAoEKuFEMj5oNAAr9sHV58HXsfs23oLKwqw5cjmSQ1JRCIRysrKstaWGIlE8Nprr+Hhhx/GtddeiyNHjkCj0WRlLVMxHfE2Htdeey20Wi1+85vfkOKNZCpI8UaSHiKRCDo7OxMEXU1NDZxOJ+bNm5cg6BYsWAAmkzmpwHE4HDAajXA4HNDpdNBqtZfcHbZYiOjYCl1M0I1+TCVgXS4XWlpa4HA4oNfrodFoEs6XIAj0tNrQWjdiiDLScjmVU+JE5JfmgsGkp1W0pIJCIwODR0dPY7TSxOIw4wYp4XAE9gkqdOmCJ+VCoZWh/XTXnJhRiJVCcGUcUOgU0AgavE4flBo5mr7Izp1+JoeBkiWFaRENVAYN8qoC8OflIKwUwEGnoMvphn+S86JRKajg8WD79afwDWTHIKVsRTGsbb2w904uGrgiDlQF0Xa6qIW6I26hPhsMS/Sw9zrR1zl3JiSjKZifj1AwjIA3AKlaHG0HdvnQ29E/J3Nm6kIl2DxWRoPGR7eUAoBjwAWbqQ+hQAiyXAmkuZKsGRLxJTxoSnPR8HnL1DtPgEDGh1glAJVJhd8bgLvfM+3uBTaPhVt334z1W74GGi3xhqh/2Cj9AAAgAElEQVTH40FjYyM8Hg9KS0sz2ukyFc3Nzdi2bRuMRiOOHDmCm2+++ZK2+p+pePvxj3+MTz75BJ999hnZNkkyFaR4I8kckUgEZrMZJ0+ejAu6uro6DA8PY/78+XExt3jxYpSXl4PBYODChQvYvXs38vLysG3bNuj1ejAYjGyfyrSJRCIJlbmYoKPT6UkzdGw2Gz6fD0ajETabDRqNJqXzJQgC3c2Wi4YodWa0nemAbxKTBVmeBIp8GZq+yI6DHk/Cg6JAgo6z3VOakbC4TKj16RV0LC4TukUamOo7EMjCXCGVFm2P6jjfBTqTFrWH5zDh8wYyOsszmrLqYtja+zFkzWBeGo0C0fwcSBYVADkiOBgUdLs88AZCKJOLQfz1PPrr2jP3/pOQX5oLKo2CjgszD1qO5ZnxRFx4PB4M2Zxw9Y5vPjEWhVYGsVyIltrsVFuFckHUkOjz1gk/A2JzZkwOA4HhAPq6BqYUudMlVu1s/HzqoPNMwOIyMX9VKXweP0ChwGP3wGrug98z8wzIVCm/yoDOCz0ZMYThCNiQ5onBYNMRCATgHhyG0+ZOuAJb8vVFuPvQJii18oRjLyVDkkAggGeeeQZPPfUUNm7ciP37909o7nEpMVPxdv3110MgEOAPf/gDgKhhyfLly/Hcc88BiP7baLVa3HPPPaRhCQkp3kjmlkgkgtbW1rigq62tRV1dHQKBAHJyctDT04OVK1di586dWLNmDWg02iV9l206hMPhcSt0VCoVkUgEfD4fGo0GcrkcLBZrVucbiUTQ3WyNV+ha60wwnekAjU6DbqEGzRlyMJyKdJmRjBZ0kUgEdpsTVnPvlIKOQomGbMdCrrNB8WI9XINu2MwTmxGI5AIotHKwuSz4fQH0dw1gyJqe9WrKckGhzk60zAZlgQKSEhUoLh9oNBo8zunl7KULgYyP/JKcSUXLbGBymPH5ToIg4Oh3wWbqRTgUVXQsLhPFi/VZ+xukUCmYt7JkXBfL6SCQ8sCVccDiMsGgMmC3OeNZdNOldHkRbO39Wfsb1C3UwOdOblGkUimQa2SQqMWgM2gYdnphM/elvVU9p1AFJoeRYMgyFzDYDMjyxBDnClH+1SLkV6lAo9EgEAjiNxUJgoDJZLokDElOnDiBrVu3AgBefPFFrFq16pK+DnC73fGZ/KqqKhw6dAhr1qyBVCqFVqvFQw89hO7ubrz66qsAgMOHD0Ov12P+/Pnw+Xx4+eWX8dxzz+Hvf/87rrvuOgDRqIBNmzbhxRdfxPLly3H48GH87ne/Q2NjI1QqVdbOleSSgBRvJNnF5XLhySefxKFDh1BaWoqqqio0NTWhvr4eBEGgoqIioeXSYDBccu2TqRBrLzUajeDxeJBIJAgGg3FBx2Qykyp06RF0FrTUJgq6uQg4BoDCKm20FStDZiQsLhMqnRICSdQUxd6bKOgKFxXA7/WjuyW9DobTRV2oBE/IhbHePKPjBTI+VFo5WDwWgr4QBnoGU7poFiuFyClUofFEZkTLVIydKxsNhUKBXCOFVC0Gg0mHxxm19k9nLMNk1vuZhsGiQ6VXQl0gRygYxkDPUEoB1elCt0ADvzeQdkMcnogLVYECHCEb4WAYg1YH+jqSHWbFOQIwOAz0tWVufnAyhHIBcouifwOpIFIKoNQqwGQzEfD60dc5swpkzBAlW9VGKpWCG+9ai+89ugFcASeh5d/hcKCvrw/BYDDBZTkm7Ph8/px95zocDuzduxevvfYaHnzwQezatQtMJnNO3ns2TBS6vWnTJhw7dgybN2+G2WzG8ePHAQBPPvkkfvnLX6K7uxtcLheLFi3Co48+mvQazz//fDyku7KyEkeOHEF1dfVcnBLJpQ0p3kiyQyQSwc9//nP89Kc/RWlpKZ544om4TS5BEAiFQmhsbEyo0J0+fRoMBgMVFRWorKyMt1wWFRVlzf1quhAEAavVitbWVtDpdBgMBshksgRRFg6Hk0LFPR4PmExm0gwdi8Wa1XrC4Qi6GntgHGm5bK03w3SmAwFv+gRdfnkOvB4vBjoy2J43AdEqRyGYLDp8w/5pV+jSiUDKg6Ysb9K8vJm/Nh9KrRwcPgsBfxCDPXb0jzHWYLAZKFlahNYZRj+kg/KVBvS0WFN2MZXlSaJte2wGvO5ozt5M5rAURVIEPAE4rNmZq8spVIHNZyVYz9PoNKh0cogUQlColGhAtakvIzdTYkHjjZ+nJlpmA5vHimbRiXkAQYDFZeH8vxqzEv9BoQDlV5XAfLYzfeHtckG03ZnHQtAfxKDFjv6uiUWpYYkegxZ7ylXKdFFUWYAfHbkdhsX6hO1jDUlKS0vjbf+xh9PpRDgcBo/HSxJ16WynJAgCf/rTn3DffffBYDDghRdeQFlZWdpen4TkCoMUbyTZgSAI3HXXXfjGN76B9evXT1lZIggCwWAQ586dSzBEOXv2LDgcDqqqqhIEXUFBwSUj6AYGBtDS0oJgMIiioiLk5ORMu5IWCoWSZug8Hg9YLNa4FbrZEA5H0NnQHRd0xnozTGc7UxZ0co0ULD4D3Q3Zsb3ni3komJ+fZAaSUKGLjFToTOkXdBQaBbnlSvSbhuD3zE11E4iet1InB1fAAY1Og2vIjbb67MyVaefnIRIm0NXYM/XO00SaI4YsTwommwn/sB99Hf0TikJ5nhSSHHHWzChi1veNJ6ZXaaFSKVAWyCFWikCjR9v2rObeGbeUUmlUlK80oC1LQeMAULK0CP3dAxi02MFgM6AqUEAo4wME4Bx0w2rqTarEppP80lyAgrT+Dk4EV8SBSqsAV8RBOBjGkM2BoD8IeZ4UzVn6HWTz2fjeIzfjpruvn9CQxO12o6ysbEJDEoIg4PP5Er6DXC4X/H4/OBxOgpgTCoUzqpL19PTg3nvvxSeffIKDBw/i9ttvv2S+u0lILlFI8UZy+UIQBPx+P86cOZMg6M6fPw+hUJjQbllVVYX8/Pw5/VKYykFypowWdLHH8PAwWCxWUoVuti0n4VAYnY3daK0dCRavN8N8dnyzj7gZybkeRELpzwKbChqDhrLlxTCd65i27fnYOaXZCrqSpUUYstmz5iCYX5oLGp0an6nhijhQFyjBGXFKHLQOoa8jc2sTq0RQ6xVzVukRKYVQjpi++H1BDFrtyNEpshZ0D0Srjd3N1lkHrY9uKaUzR5wg2/vgtk/eUqpbqIHf44elbe7iP0aj0MoglAlgrDNPul9iBZIaNQ4x9c66AskVcqBboEHj5y2IzHHIPHCxTbezsQdipRB8KR9EJAJnvwtW88zC01Olev1i3PnUbVDkyxK2x0zETCYT8vLyUFRUNCNDML/fn1Sh83q9CTcVY6JuIqflcDiMl19+GXv37sWNN96IZ555Bmq1esbnTELyJYIUbyRXFgRBwOv14vTp0wmCrqGhAVKpNEHQLV68OKUq2HSJOUharVbk5+dDr9dnvG8/GAwmCTqv1ws2m50QKp4uQdfR0B13uGytMwE0oP1cFwLD2blgTqdoigs6SfSiy9HnhNXUN2nrYyby4lJBpBAit1g1LTMOrpADlS5qfR+dU7LP2vqewaKjdFnxSPRAdlo0S5cXobdjAOFgGAqtDGweG0FfAP3dgxi0ZL51N780F1QqBR0NmTWEiQXDM9gM+D1+2Dr64RpwQ6wSQaWbfmZfumGwGShdWoimWRiyUKkUKLRyiFWiqHGIwwtb+/SNQ4qX6mAzRX8e2UA7Lw+hYBg9E8zXJoSnU0fC000Th6eniixPih8+dRtWfGNJ0nNDQ0NoaGgAhULBvHnz0m5IEgwG4Xa7E6p0Ho8HdDodX3zxBUwmEyorK1FdXQ0KhYKdO3fCarXi5z//OW688cZL2pCEhOQSgxRvJFc+BEHA4/Ggrq4uQdA1NTVBrVYnVehmmmkTDAZhNpvR0dEBpVKJ4uLirIWaxtYzlaCLPWZy95UgCPT09KC1tRVMBhNcQgBbS/+IoDOj/XwXgv7Mirn80lzQGTSYz2UuKwq4mBfFEbLh8XjgGRqG3eqCUCpAbrEKTSdas3KXn86ko6y6GK21pqj1+QyJBxyLufG2r972ZOOJ8ShZVjgSZp2dmZ7cYjWYbMakvwMCKR8KrQwcPmdkTmlo0jmlVOCN5HU1ZckQhkanYuE15fA4vWCxGfD7glFjjTl0dMx00LU8TwpprgQMFh0+tx+9nYkCTa6RgM6mw9oysZNrJuGJuCiYn4+Gz1pS/h2ICVaJeqRlNkXBCkSrfTfdvRbfe2QDOHx2wnPBYBAtLS2wWq0oLCyEVqudsw6UmNPy+++/jz//+c84f/482traEA6HoVQqsX79elRXV6Oqqgrz58+fdes/CcmXBFK8kXw5IQgCLpcLtbW1OHnyJGpqalBbW4uWlhZoNJqE+bmqqipIpdIJBZ3P54PVaoXZbAafz0dJSQmEQuEcn9H0iDlbxh4ulwterzc+vzC6QjeZoBsYGEBzczNCoRAMBgNUKlXSzycUDKHjQrRC1zpSoWs/35WWOReJWgRVgSJreXUMNgNl1cVw9rvAE/NARAg4eh2wmiev0KWTkmVFaRUhY2FymRAoeRCIeWAyWXD2OaM5eyM/7txiFVjcRDOOuYQv5kE7b+aGMKOdEkPBMPq6BjCYgvigUAHNwjzYWvvmdLZxNPoKLbxOX5L1PQAIZYKRCmTUWGOgx46B7vT+rsjzpBCrRGjNQmadZKTSyBVx4bF7shZBULaiGD0ttlm3yY4latojAZPFgM8Tdbocb8azeLEeW45sRlGlLmF7zCSrqakJIpEIZWVlWbuZSBAE/vnPf2Lbtm3g8/l44IEHEAwGUVdXF3/E8l+/9a1vYc+ePWlfw8cff4yDBw+ipqYGFotlyiy2P/zhDzh69Cjq6+vh9/sxf/587N27F+vWrYvvs3fvXjz22GMJx5WWlqKxsTHt6ychGQUp3khIYhAEAbvdjpqamrigq6urQ1tbG3Q6XYKgq6yshEAgwLFjx7B//35s374dt956a5KD5OVAIBBIqtD5fL4EQRcTdX6/H83NzfE5vlTv4gYDIbSf74xW50ZMUdrPdyUYi0wGi8dCcZUeLTVtaXXGTIWy6mL0dvSP24rHYDOQo1eOzLkQIy2XvWkVdFKNGFQ6Bf2mua90sbgsaOflQSDhwef2Y8jmmHMXTwqVgvIVBnRc6E57yDGbx4Jar5yyAqlboEHAF0BPa3ZMecRqMVRaGZq+MKZ0HE/EhbJADgoDGHYPw+cMwm5JXfDQmXSULi/O6t+hYWkhBrqHMGi5+HcgkPGh1MjB5rMQ9IcyenMj1no8lzcvRAph1OmSy0QkTGDVvy/DTXevTfoMHh4eRkNDw5SGJHPB4OAgdu/ejd///vd49NFHsWPHjqQbgwRBwGw2o7a2FgRB4Nvf/nba1/Hee+/hX//6F5YsWYKbb755SvG2Y8cO5ObmYs2aNRCLxfj1r3+Np556CidOnEBVVRWAqHh7++238cEHH8SPo9PpkMvlE70sCUk6IMUbCclkEASB/v5+1NbW4tSpU/HYgo6ODkilUhAEgZtuugm33HILli5dCoFAcNmJt/EIBAIJYs7pdMLvj7blcblcqNVqSCQSCIXCWVtGBwMhmM91xufnjHVmdFxIFHQUClC2siRqO9+Xes5SOtDOywOAlEOuGWwG1HoFBBI+CAIzFnQCGR+a0tysGzGYz3Um5LDFXDz5Ym40nHoaM4IzRb9QC7/XP6eiicVlQa0fsb4HARabidPHL8xZhXU0NAYN5dXFaKk1p222kMNnR639RVyEw2HYbU7Y2vsmFORFVTo4B1wZNb6ZDHmeFBK1CC0106v2sXjRCrJYLgKdSk+pJXg8ovOdRWgcJ7dwrljxjSX44dO3QZYrTdgeiUTQ3t6OtrY25Obmori4eEYt8ekgEong7bffxq5du1BZWYmjR4+isLAwK2sZC4VCmVK8jcf8+fNxyy234NFHHwUQFW/vvPMO6uvrM7FMEpKJIMUbCUkqnD9/Hrt27cLHH3+Mb33rW9BoNDhz5gxqa2thsVhQUlKSMENXUVEBLpd72Qq6cDiM9vZ2mM1mSCQSKBSKBGHn9/vB5XKTKnSzFnT+IMznOtFaa4L5fBcGegZR+/ezWQm4leaIodTK09qiGRd08Qqda0JBF7tgN55un7F1/GwpqiyAx+Edtz1vPOIVSAkPBKLnZzP1IjxDF1KJWgSlRo6mk6lVmtLFWNGU6FIaFeQ288zPbzoUVhbAYx+GzZz5uS4WlwlVgSL670cQcPS7EPAFIFWL0XwyO9b3NAYNZdXFaKkxzbrax+JGs+gu3nBwTevfL7dMBa/Dh6EZVCvTgUIjww+f/n9YfmNV0nOjDUnKy8shFouzsMIoZrMZO3fuRF1dHZ555hn853/+5yVl/z8T8RaJRKDT6fDAAw/gnnvuARAVbwcPHoRIJAKbzcbKlSuxf/9+aLXaTC2dhAQgxRsJyfRwOBy477778Prrr+Ouu+7C7t27E1ojCIJAd3d3vDoXm6Hr7+9HeXl5XNBVVVVh0aJFE9onXyrEAlxbW1vBYrFQUlICiUSStJ/f70+q0AUCAfB4vCRBN9uYhIAvMCLozPEsus7GnowJOhaXCcNiPZrTcLE4HRIEHUHA0esCT8yF3ebIWvSAQiuDWCGcdpVjMhgsOtR6ZfT8ADj7XLCabJNeMDNYdJQsK0ZrbVtGQqynQ/FiPZz9LvR2TO7IyWDRodIpR7LMCDgH3bC09c7aGl6kFECaK4GpPjuzhTR6rOLaBbFKCKFMAABwDmQ+qy1G4aICeJyZFa7Rfz9F/PxcI1l0QX8IQrkAco0EbXXZ+Teg0qj4xpav4dbdN4PNSzT1iBmSWCwWFBUVzakhyViCwSB+8Ytf4Gc/+xn+4z/+A08++eQl2UI4E/H25JNP4oknnkBjYyOUSiWAaCum2+1GaWkpLBYLHnvsMXR3d+PcuXMQCASZWj4JCSneSEimQzAYxI9//GNs3boVRUVF0zomEomgs7MzQdDV1NTA6XTGBV1shm7BggVgMpmXhKAbHBxEc3MzgsEgiouLoVarU1rX6FDXuRB0pjMd8Qy6mKCbVUsbBShfYYDFaIO9NzstmrnFKrC5bHQ29yQKullWsKYLi8tEYYUWLTXmjF6cj71gdg644oKnZGkRBiyDWXOxlGukECtmZ8ZBZ9Cg0kcFHYVCSRAEU0Fj0qCv0KD9bBeCvuy05+krtFH3wwlE0+isNiqVCteQO63W9yK5ADlFKjRmKf6AxqChYvW8qJMrhRLNojP3wT8LZ9dUMSzRY8tzt6NwUUHC9pghSXNzMwQCAcrLy7NqSFJfX4+tW7fC7Xbj6NGj+OpXv3pJfJ+NR6ri7Y033sCdd96Jd999F2vXrp1wP7vdjoKCAhw6dAjf//7307VcEpKxkOKNhGQuiYWknjx5Mi7oRjttjRZ05eXlYDAYc/YF6Ha70dLSArvdntZQ8ViY+tgKXSgUShJ0fD5/1u/p90YFnbEu6nJprDOjs2l6gk6/UIuAP4juZsus1jBTBFIeNGWTOygmVLBGWtrSKeh0FfnobR/AsH36VuXpJK9EDYFUACqFAlCiFRBL29xUeACAyWHAsKQQzbPIK5sMGp0GZYEcYqUwmvVl98Dalih4iqt0cGRxrkysEkFVIE/ZEAWIWt8rC6JZbVQaDcOOYdja+1Jq+aVQKShfWQLTmey1CueX5gAAupoSPwsoFAoUWhkkKjHoTBqGnV70dfRPGZ6eKlwhB7c9ugE3/PC6cQ1JGhsb4XK5UFpaOq7b71zh8Xiwb98+vPTSS9ixYwceeeSRrEbkTIdUxNubb76JO+64A2+99RZuuummKfdftmwZ1q5di/3796djqSQk40GKNxKSbBOJRNDa2hoXdLW1tairq0MwGMTChQsTZujKyspAo9HS+kXt9/vR1taGnp4e5OXlobCwMOOh4gRBjFuhy5igG/aj7UxH3OWyqaYVltaLLomyfClkORI0Z2umik5F2QoDTGc6Usp3ijG2JdHR50xZ0Gnn5YGIEOhs7En5/dMBV8iBfqEWjSdak1phY+HGIkU0gsM15IG1zZZ2cVW6vAh9nQNzEuo9mqjgUUCtV4DGoGOgexBWcy987rkNPKfSqChfaYCxzjyr3MCxUCgUyPOlkOZIphQ8mvI8RMKRrN1A4QjY0C8qQONnzSkZA8lyJZDlScBgMeAfDqCvo39ca//psPKbS3HnU7dBlpPYqn4pGZIQBIEPPvgA27dvR05ODl588UUsWrQoK2tJlemKt//5n//BHXfcgTfffBPf/OY3p3xdt9sNrVaLvXv3Ytu2belaLgnJWEjxRkJyKRIOh9HU1BQXdHV1daivrwdBEFi0aFGCoCspKZmRuBltRiKVSmEwGMDj8TJwNtMjJujGVujC4TD4fH6SoJvJXIfb7UZzczOcTify1PkIDIbReaEbzTVtaPrCiJ4Wy5w7ORqWFsLR65xypipVYoKOxWdgeNgHv8uPIYsTkTGCTqwSQa3LXmYeZaRNtbPJAtege+oDRhivZc/S1ougL/WWPXWhElw+B21n2lM+Nh1EHQyL0TzKej9W4ZGqxaAxooLHZk4tvDkVdAs08HsDsBjnzskzKnikYLDo8A/7wRVyce7jhqy4qQJA6fJi2My9aWuXHm3tH/AGMdAzOOmNAYGShxt3rMHSr1fE8zZjhld2ux0NDQ0AkHVDkt7eXjz44IN47733sG/fPmzZsiUtXRqZxO12o7U12n5bVVWFQ4cOYc2aNZBKpdBqtXjooYfQ3d2NV199FUC0VXLTpk149tlncfPNN8dfh8PhQCQSAQDuv/9+fOMb30BBQQF6enqwZ88e1NfX48KFC1AoFHN/kiRfFkjxRkJyOUAQBEKhEBobGxMqdKdPnwaDwUBFRUVCDl1RUdGE4iYcDqOjowOdnZ1gMpkoKSmBVCodd99sQxAEvF5vUoUuVUEXCARgNBrR09OD/Px8FBYWjnvH2uv2oe10e3x+zlhnRk+rNSMXkzmFKnCEbLTVz51gYLDo0RksKR+gAEwWE801Rgw7stMiqZ2fh0gwgq40VVmoNAoESj5ECiF4fC6GRxwyJzI74Qo50C/SovHz5GrfXGFYoseQzTGtPLJ4BUstBp3FgMfhiVboXDOvknFFbCh0MrSfTi0CI52UrzSgq9kC14AbYqUICo0MTA4Dfm8A/V2DGQ/flmukEMmFMNaZM/o+AMCX8KAskIPDZyMUCGPIOoSBniGs3/I1rN+2FoGQHy6XK/4AotlhgUAASqUSOp0OAoEgK6YkkUgEr732Gh5++GFcc801OHLkyGXjrHj8+HGsWbMmafumTZtw7NgxbN68GWazGcePHwcArF69Gh999NGE+wPAd7/7XXz88ccYGBiAQqHA1Vdfjccff3zac/EkJDOEFG8kJJcrBEEgGAzi3LlzCYYoZ8+eBZfLRWVlZYKgKygowHvvvYf//u//xvLly/HYY4+lbEZyKRATdKPFnMvlQjgcjt+tjj04HA66urpgMpkgkUhmVF0cdnlhOt2O1npz1OlyRNDN9LOQL+FBOy8PjZ9PPNeWaUqWFmHQGg0wThB0AJz9zqhpSAZNUfhSLpQ6OdpqM+/eN3oGi0anwW33wGbug36hNpobOMPWttkiz5dCopp+XtlkXGzZY8Ln9qG3ow+uwckDzClUCkqXF8F8rnPO2zNj5BSqwOIyYT7XOel+QpkAsnwJIgjD7/PD5wjAbp19dSwWP9B8qm1GFdt0ULKsCFuObIZ+YaIIihmSNDY2gs1mQyAQxG9kRSIRCASC+CNd7eWT0dLSgm3btqG1tRXPPvssNmzYcNl9d5CQXCGQ4o2E5EoiZg5y5syZBEF37tw5cLlchEIhXHfdddiwYQNWrFiB/Pz8Syp/Z6YQBIHh4eGklstIJAIqlQqpVAqlUgmhUAgejzfrcx52etF2uj0eKt5aZ4LF2DupoIvPtZ3tyFqlK6dIBQ6PPWV7IJ1Jh1o/ygWy3wmLqW/Wtvd0Jg36Si3az3alzZEwVfJLc0Cj0+Dz+CFRRwXdsMMLq7l3TswxGGwGSpcWoemUMaOCQaIWQ5EvBYPNhH/YnzCDpZ2fh1AgjJ4Wa8befzJYPBaKq3SzqnjyxSMVLMHFClZvCgYv+kXaeCtqNuCJuLhtz7fx9R+sSfo88nq9aGhoGNeQJPZZF6vMxW5exeaFY2IuJuxmm7kZCARw+PBhHDx4EBs3bsT+/fuz2rJJQkJCijcSkiuavr4+7NmzB7/+9a9x0003YcmSJWhqakJNTQ0aGhoglUoT5ucWL16MnJycy/qOqtPpRHNzM9xuNzQaDTgcTsJFDkEQSRU6Ho8363P2OIZhrG+HsT4m6MywtkUFXfFiPVyD7qxdKPLFI9W+SVwspyJJ0I2y9Z8OhiV62PucWXNQ5Et40JbnofHzlnHbYOdixsywtBCDlqGsxR/kFqug0MoRDoajgq57CHbr3JqzlCwtQl/XAIYy8L4cARuqAgV4Ii7CoTDsvQ7Y2vvjxkQAIJDxkWdQo/Hz7MQPAMCqf1+GHxy8DVJ1oggabUiSk5MDg8EwLUOSsQZQsf8GAgFwudwEQScUCqf9ml988QW2bt0KgiDw4osvYtWqVZf1dwMJyRUCKd5IUuPnP/85Dh48CKvVioqKCjz33HNYvnz5hPu/9dZbeOSRR2A2m2EwGHDgwAHceOON8ecJgsCePXvw0ksvwW63Y9WqVTh69CgMBsNcnM4VzVNPPYWf/vSnWL16NQ4cOICysrL4cwRBwOPxoK6uLqFC19TUBLVanSDoqqqqoFQqL/kvbZ/PB6PRCKvVCq1WC71en3TXOXbeoy9wnM5o+9Xoi5t0CjrT2U40nzJGZ+jqo4JurqDSotW+9nOd8DjSa2UOjAg6nQJC+cSCTlmggFDKQ+sczBONR9R23oD2c10p/wwoFArkGimkagnoTHic7F8AACAASURBVDq8zmiFLlVBp9DKIJIL0FprTum4dEGhAOUrS9B+PvlnIJQJoNTKwOKxEPSFMNAziIGe9ItLeb4UYqVwzn8GLC4TKp0SfAkXLA4Tjj4n2s93ZTwrcTyUBXLcdWgjlq6rSHouZkhCEATmzZuXlupWLKJldJXO5/OBzWbHP+/4fD58Pl/C7JrT6cTevXvxm9/8Brt27cKuXbvAYrEmeScSEpI5hBRvJNPnt7/9LTZu3IgXXngB1dXVOHz4MN566y00NTVBqVQm7f/pp5/immuuwf79+7F+/Xq88cYbOHDgAGpra7FgwQIAwIEDB7B//3688sor0Ov1eOSRR3D27FlcuHABbDZ7rk/xiuLgwYNYunTpuEPa40EQBFwuF2pra3Hy5EnU1NSgtrYWLS0t0Gg0qKysTBB0MpnskhB0o10z5XI5DAZDSjlDowXd6Bk6CoWSVKGLOb/NBveQB8b6i6HixnozrKb0V+QKKwrgdXlhmUOxCFwUdBK1CEw2E/1dg+hqscy65XImFCzIR9AfSnt7oDxfClmuBHQmA16XF73tfePa3mc6M246aMpyQRBEUl7ZZPAlPCi1cnAEHIQCQQxYhtDfObWhynhQ6RTklqthbepFKJAdU5jcYhXoTDo6LkRNWRLmPAnAORKenqksQRqdhm9uXYfvPvQtsLiJIigYDKK1tRU9PT0oLCxEQUFBRlvZg8Fgws2rtrY23HbbbZBIJCgtLUVubi7+7//+D8XFxTh27BjKy8szthYSEpIZQYo3kulTXV2NZcuW4fnnnwcQbfHQaDTYunUrHnzwwaT9b7nlFng8Hvz5z3+Ob1uxYgUqKyvxwgsvgCAI5Obm4r777sP9998PAHA4HFCpVDh27Bi++93vzs2JkUwIQRCw2+1Jgq6trQ06nS7BEKWyshJisXjOBF1soL+1tRVMJhOlpaVpm8WIRCJJFbpMCjrXoBvG0+1xh8vWOhN622cWHSDXSCFVidF8qm1Wa5oNZSsNsIwyAxlboXMMuGBNoeUyVbgSNuQaKTrOzF1mnSxPAlmuFEw2A8MuLxgsBvo6BjBoyU6LJF/MhXZe/oRtoqnCFXGgKlCAK+QgHAxj0Gqf8ne0qLIArkF3SrNo6SSV2brR0RMUykh4uql31rOZpcujhiS6BcmGJDabDU1NTeDz+SgvLweXy53Ve82UoaEh/OMf/8Drr78Ok8kEn88Hq9UKkUgU/3yfjpMxCQnJnECKN5LpEeudf/vttxOCLTdt2gS73Y5333036RitVot7770XO3bsiG/bs2cP3nnnHZw+fRptbW0oKipCXV0dKisr4/tce+21qKysxLPPPpvZkyKZEQRBoL+/H7W1tTh16lQ8tqCjowNFRUUJ1bnKykoIBIK0Czq73Y7m5mb4fD4YDIY5cc0cLehGV+hoNNq4LpezXY9zwB2fn2upNaGlpm3SWanYhWq2qzwAphX0ndxy6YalzTYrQUdj0FCyrBBt9e0TxgNkGmWBAgIJD8Z6M6Q5EsjzJWCyGPB6/Ohtn9oFMh2UX1WCzoZuuIcy+14cPhsqvQI8IRfhcARDVjt62/sgUgihGskOzBaGJYVT5qpNBZVGhVIrg1glApVGw7BjGLb2vmkZ2/DEXPy/vf+BdXesntSQpKSkJKuuv+FwGL/61a+wZ88efP3rX8fhw4ehVqvh9Xpx7tw51NbWxh9nzpzBBx98gK985StpX8fHH3+MgwcPoqamBhaLZVoh2sePH8e9996L8+fPQ6PRYPfu3di8eXPCPqmOepCQXAak/GExO9siksuW/v5+hMNhqFSqhO0qlQqNjY3jHmO1Wsfd32q1xp+PbZtoH5JLDwqFAoVCgXXr1mHdunUALt5Fjs3Pffrpp3j++edhsVhQUlISn6GrqqpCRUXFjOfJvF4vWlpa0N/fj4KCAuh0ujkLh6VSqXEHt7y8PABRQed2u+Nizmw2w+12g0ajxYVcTNilKuiEMj6qrlsIQ7Ue+qZcrHQtglqWg2GrH6115niFrr9rEOUrDbAYbTj/SVOmTn/ytcoFcROI6d7gCwVC0Xy3URlvdAYNeSU54Ik48Pq8GLYPw251T0vQFVXp4Bp0o+HTlhmfx2xgcZkoXlyIpi9a0dsebYMdtAwlVd7GukD2dvTDmaa4gjxDDmgMKho+bU7L602F1+2D+exFm38KlYIFXymHa8gNOoOO8hUG2PucsJp6E0xDMoksVwJpjgQtNbOvPEfCEVhNfQltzRQKBUqtHBK1GHRm1Nimr6M/oW326g3V+MGTt0KiSjYk6ejoQFtbG9RqNRYuXDgt85BMceHCBWzduhUWiwWvvfYabrrppvhnFIfDwbJly7Bs2bL4/sFgMGMi0+PxoKKiAnfccUdCKPZEmEwm3HTTTbj77rvx+uuv48MPP8QPfvAD5OTkxL+Xfvvb3+Lee+9NGPVYt27dhKMeJCRXKqR4IyEhSYJCoUCtVmP9+vVYv349gKig6+7ujlfnjh8/jqeffhr9/f0oKytLMEVZtGgR2Gz2hBcGXq8X3d3daG9vh0qlwlVXXXVJzERSqdS4SIsxHUEXe0x2zsFgEEajEd3d3cjPz8eiRYuiF3oLgcXXL4rv5+hzxufnWkdcLge6ZzaflCqx+IO20+1o+Gz2oikUDKN7TGB3TNCJRip0rkE3LG0X55PkeVJIc7LbJlq6vAi9HQM4/8n4N7JGM2S1Jzkt8qRc8GVcCMUCEGGgr3MAjr7p55hxhRzoFmrR+FlzRgLlp4N2Xh5CwTDOftyQ9ByTw4SqQA6BjA8iQlwUdOH0rZVKo6J8pQGttaaMGK7EIAgCvR396O1IbBmV5UlQVKHD1394HZasXZh03GhDkqqqKkgkkoytcSq8Xi8OHjyII0eO4K677sJPfvITCASCKY/LpNC84YYbcMMNN0x7/xdeeAF6vR5PP/00AKC8vByffPIJnnnmmbh4O3ToEO68807cfvvt8WP+8pe/4Fe/+tW4ox4kJFcqpHj7kiKXy0Gj0WCz2RK222w2qNXqcY9Rq9WT7h/7r81mQ05OTsI+o9soSS5PKBQK8vPzkZ+fH29/iUQi6OrqwsmTJ3Hq1Cm8//77+NnPfgan04ny8vKEyIIFCxaASqXiF7/4BZ5++mk888wzWLt2LUQiUZbPbHLGE3ThcDhB0LW1tcHj8YBOpydV6JhMJnp6emA0GiESibBixYpJg8VFCiEWX78oQdDZe53xDLqYsEv3BW1RlQ7uIU/Gq30xQdc9pkKnnZ8HRZ4Mfm8Ajj4n6Ex6xgwnJkKli9rSz7Y90DM4DM/gMGy4KAhECiGUGhlYXBb8vgD6OgdgtzmSji1fYUB3ixUX/pWdqitfzIW2PB8Nn7dMWHUNeANJrbQ0Bg3qImVclDsHZm4aIisQIxyIZK3yTKPTcO0tV0UNSTjMhOdGG5Lo9XrodLqszYwRBIF//vOf2LZtG3g8Ho4fP45ly5ZdEsZTqfLZZ59h7dq1CdvWrVsXH9MIBAKoqanBQw89FH+eSqVi7dq1+Oyzz+Z0rSQk2YYUb19SmEwmlixZgg8//DDhQvzDDz/EPffcM+4xK1euxIcffpgw8/aPf/wDK1euBADo9Xqo1Wp8+OGHcbHmdDpx4sQJ/OhHP8rwGZFkAyqVCq1WC61Wiw0bNgCI/h6Zzea4oHv33Xexd+9euN3u+N3p73znOygsLASHwwFBEJfdxQaNRoNIJEoQnmMFXV9fH9xuN4Doz0mhUECtVoNGo6V8zmKlEEvXVSRYktttDrTWxapzUWE3k3kguUYKiVKElhpTysemi8JKHQa6B9Fxvju+jc6gIc+ghkgRFc1jK3TphM6iIadUiZ4Ltoxl9zn6nEnVN5FcAIVGBjaPhXA4AoCChs/mpkVyPMpXGtDVZMGFGawhPIEozzWoIZYLAQrgtntgaeudMMycL+ZBU56bUrtuuilbUYwtz96Ogvn5CdsJgkBvby8aGxvB5/OxcuXKrBmSAMDg4CB2796Nt99+G48++ih27tyZ1ZbN2TLRWIbT6YTX68XQ0FDKox4kJFcqpHj7EnPvvfdi06ZNWLp0KZYvX47Dhw/D4/HEWxI2btyIvLw87N+/HwCwfft2XHvttXj66adx00034c0338SpU6fwy1/+EkC0MrNjxw7s27cPBoMhHhWQm5s75aAyyZUDlUpFYWEhCgsLccstt6C1tRX3338/PvjgA1x33XVQKpWor6/HDTfcgGAwiAULFiRU6MrKykCj0S5rQTc8PIzm5mZ4vV7k5ubGg8WNRiPcbjeYTGZShS7VtlGxSoSlX6/E0q9frGoPWu3R2bmRyILWOvOE4cnRmS49mk8aZ2wbP1tUOgV4Yi6aTyZXukLBMLpbrOgeFQtAo4+IgVGCzmrqnZWhS2l1MaymXnSemb71frpw9Lvg9wVQVKFD88k2hENhCGT8qK0/j42AL5ixnLbR5BSpwGQz0tIqO5pQMIyeFmtCtAOVRkVOkQpihRBUGjUq6Ey9KKwoQHeTJe1rmC48MRcbH/sO1t2xOumzx+v1orGxEQ6HA6WlpVk1JIlEIvj973+PBx54ABUVFTh9+jSKioqyshYSEpLsQIq3LzG33HIL+vr68Oijj8JqtaKyshJ/+9vf4ne2Ojo6EtpBrrrqKrzxxhvYvXs3Hn74YRgMBrzzzjvxjDcAeOCBB+DxePDDH/4QdrsdV199Nf72t7+lbZ4pFaepl156Ca+++irOnTsHAFiyZAl+9rOfJey/efNmvPLKKwnHrVu3Dn/729/Sst4vMy6XC3v37sUvfvELbNy4EUajMeGuaTgcRnNzc7xC99prr+H+++8HQRBYtGhRwgxdSUnJnBmZzIZQKASTyYSOjg7k5OTg6quvBpOZ2HYVDocTAsVtNhs8Hk+CoIs9Ug3SlarFkN5QiWU3XBR0A5ahBEFnrDNDpVPAZu7LWlsaR8BGYUUBmk60plTpCoeSxUBM0InkURfU6Qo6daESHD4bTSdaZ3wes6VsRDieH9Ui6RpwwzXgTtiPL+FBVSAHm89B0B/EQM9QWuYgU7HeTxeRcAQWow0WY7QFX61XIK9YjSGLHXkl0cr08Eh4+nRcINPBV75djR8c+B7EqsQW7rGGJKtWrcpqdau9vR07d+5EbW0tDh06hFtvvfWKsfmfaCwjZg5Fo9FSHvUgIblSIaMCSC4bUg0V/973vodVq1bFzTAOHDiAP/7xjzh//nzcXXDz5s2w2Wz49a9/HT+OxWJldfj8SsHj8eDOO+/Egw8+iEWLFk25P0EQCIVCaGxsjAu62tpanD59GgwGAxUVFQk5dJdSPhFBELBYLGhpaQGXy0VZWdm0DANihEKhBEHncrng8XjAYrGSKnSpCrrxGOgZRGutecTlMtp6mYqhxmwoW1EMi7E3o+9Ho9Og0ivi7XqjBV1MOM6lYBmLShfNVzOd6Zjxa/BE3OjrCNgIBkIpB2+XLCtCX0c/hsaZu5sLGGwGSpYWoulEK0LjuI9SKBQoNLIRF0g6hp3D6G3vh8eRHJ4+U1Q6Be4+vAmLxzEkcTgcuHDhAgiCQHl5eVa/E0KhEI4ePYp9+/Zhw4YNeOqppyCXy7O2nlShUChTRgXs2rULf/3rX3H27Nn4tltvvRWDg4Pxm6nV1dVYvnw5nnvuOQBRca3VanHPPfeQhiUklzNkzhvJlUuqoeJjCYfDkEgkeP7557Fx40YAUfFmt9vxzjvvZHTtJDODIAgEg0GcO3cONTU18eiCs2fPgsPhoLKyMkHQZcM8wG63o6mpCYFAACUlJVAqlWlpqRor6JxOJ4aHhxMEXewxtro3E/q7BxNCxY115ngodzrIM+SAzqSh/XxX2l4zFegMGhaunoegN4AIMSLo2mxzmqHH4jJhWKxH4wSCZbaMDt4OBcMYsgwlBWortDIIZQIY68xpf//pUrxYD3uvA/1dqVcP5XlSyHIlYLDoGHb70Gvuh9ueWv4dlU7Fkn+fj6XfXgCxTBy/MSIQCMDhcGAymdDd3X1JGJKcPn0a99xzD1wuF44ePYrrrrvusmgpd7vdaG2NVrWrqqpw6NAhrFmzBlKpFFqtFg899BC6u7vx6quvAohGBSxYsAD/9V//hTvuuAP/+7//i23btuEvf/lLQlTApk2b8OKLL8ZHPX73u9+hsbExaRaOhOQyghRvJFcmMwkVH4vL5YJSqcRbb70Vt7/fvHkz3nnnHTCZTEgkEnz1q1/Fvn37IJPJMnYuJLODIAj4/X6cOXMmLuZqa2tx7tw5CASChFDxxYsXIz8/PyMXXz6fDy0tLejr64NOp0NBQUHGWzuDwWCSoPN6vWCz2QliTiAQpEXQ9XUNjBJ00Sqdc0xL31TwxTxo5+Wh8fOWrNne5xarwGQzYT7XmbCdRqdBpZNDrBABVEpGBZ2qRA53f9SFci7hCjlxF00mhwmryYaeFtvUB2YAsUoEpVaG5pPpjYGIhaczWAz4PX7YOvqTWk9jlK80YMuzm6Epz4PP50uodtvtdoTDYdBoNEilUkil0ngWJJ0+t1MmHo8Hjz/+OH75y19i+/bteOSRR7JqkJIqx48fx5o1a5K2b9q0CceOHcPmzZthNptx/PjxhGN27tyJCxcuID8/H4888khSSPfzzz8fH52orKzEkSNHUF1dneGzISHJKKR4I7ky6enpQV5eHj799NO4uyUQnbH76KOPcOLEiSlfY8uWLXj//fdx/vz5+Azem2++CS6XC71eD6PRiIcffhh8Ph+fffbZZTFjRRKFIAh4vV6cPn06LuhqamrQ0NAAqVSaMD+3ePFi5OTkzPjudTgcRnt7O8xmMxQKBQwGQ1Yz6qYr6IRC4YzndWIZf62trQh7CFDdDHQ1WOMVOtdg8oUyhQKUryxBx4XulCsj6YIr5EC/UIuGz1sQCUemdUxM0IkUQoTCIQza7LBbnAgHZlYpUxbIIZDwYaw3z+j4dFBUpYNzwIW+kSoch8+GSh8VdOFgGEM2B3rb+5Apg0cKlYJ5V5XAWGeGz+PPzJuMQaISQa6RgclmIOANwDnowYadN+Jrt09sSGK321FYWAg2mw2XyxX/uwoEAuDxeAkVOoFAkJH5N4Ig8MEHH2D79u1Qq9V48cUXUVFRMfWBJAnk5+fj4YcfxpYtW+LbPv30U6xduxYNDQ0oKCjI4upISBIgxRvJlclsxdsTTzyBJ598EsePH590/qqtrQ1FRUVxZ0SSyxeCIODxeFBXV5cg6JqamqBWq+OCLibqpmp3jFmFNzc3g8lkorS0FGKxeA7PaPoEg8EEMed0OuHz+cDhcJIqdFNdgDocDjQ2NiIQCKC0tBQKhSLp52Rr70tot/Q4hjHs9CY4Rc415SsN6GmxpqX1k0anQVkgh1gpBIVKgXtocst7AGByGChZUoTGL1rnPK8uhlglgkorR9M4bp5jYfNYEOcKQWVSwGSw4HP6YTP3gZhltVRTlotIOJLV34VrvrMS33/iVoiVwoTtow1JVCoVDAbDuBVrv9+fUKFzOp3w+/0Jf08xYTcbQdfb24sHH3wQ7733Hvbt24ctW7aQNxFnyIYNGyAUCuPz7ARBoLq6Gtdffz0ef/zxLK+OhCQBUryRXJnMpm3yqaeewr59+/DBBx9g6dKlU76XQqHAvn37cNddd6Vl7SSXDgRBwOVyoba2FidPnoy3XLa0tCA/Pz9hfq6qqgoymQwUCgWfffYZfvzjH2Pz5s248cYbZ1W5yxaBQCCpQjeeoBMKhaDT6fD7/WhtbYXVaoVOp4NOp0vpQtJm7kNrrQmtIw6Xxnoz3EOZr8DlFqvBYNEzPls3WtBRqdRoDp0pKugMSwsx2DOUcYv/iaDSqChfYYCxfnaVLhaXCbVeCb6Yh0g4AnufE1ZT77QEHVfIgW6BJqvtsupCJX50eBMqv7og6TmHw4GGhgaEw2GUl5dDKpWm9NqBQCBBzI3+expdoZvOTGokEsHrr7+Ohx9+GFdffTWee+45aLXalNZDksjBgwfxyiuvxN2mX331VezatQstLS3g8/lZXh0JSQKkeCO5cpmJ09STTz6Jxx9/HO+//z5WrFgx5Xt0dXVBq9XinXfewb/927+ldf0klyYEQcButycJura2Nmg0GohEIjQ3N2P9+vX4yU9+Ap1Od9kJt4mIXYCOfvj9fjAYDIRCIfB4POj1esjl8rTM/FhNvRcz6GrNMJ42w2NPzwwYV8iBbqE2Kham2SKZbpQFcsjypABBRAXdkHvKCl26KZifj4AvGLfiTzdMDhNqvQJ8CR9EJAJHnwtWU2/Cz7y0uhhWoy2thjepQGfS8e/bb8B3dv0bmOxE4RQKhdDa2oru7m7odDro9fq0zcTGKt6jBV2shVkgEIDH46Gurg4rVqyIi7OWlhZs374dzc3NePbZZ/Htb3/7ivl8ySb//Oc/sXr1ajgcDlAoFJSWluKxxx7D97///WwvjYRkLKR4I7lymcppamyo+IEDB/Doo4/ijTfewKpVq+Kvw+fzwefz4Xa78dhjj2HDhg1Qq9UwGo144IEH4HK5cPbs2bRYspNcnvj9fhw8eBBPPPEECgoKYDAYUFdXh46ODhQVFSWYolRWVkIgEFwRF1wDAwNobGxEOByGVCpFKBSKCzoej5dQTUiHiQNBELC29UbNUOqjWXRtp9tTtoMvX1mCruaeCU0qMg2DRUfpsiI0nWpLEmpUGhUqneJihS5Dgo4tYEGSJ4SlqW/Ov50ZbAbUegXkeVJQaVRY2nphM/UiHJp7ET3vqhJsOXI7NGW5CdsJgkBfXx8aGxvB5XJRXl4OHo+X8fXEZlJdLhdMJhPuvvtudHV1QSKRQKPR4Pz587juuutw8OBBLFiw4Ir4HLkUGB4ehkgkwocffogPPvgAf/rTn1BTU3PJxMuQkIyCFG8kVzaTOU2tXr0aOp0Ox44dAwDodDq0t7cnvcaePXuwd+9eeL1efOtb30JdXR3sdjtyc3Pxta99DT/96U/TajucSrD4sWPHcPvttydsY7FY8PkuhtUSBIE9e/bgpZdegt1ux6pVq3D06FEYDIa0rfnLzHvvvYedO3eCTqfj8OHDWLt2LYDoz91ms8Xn52I5dBaLBQaDIWF+rqKiAjwe77K5EPN6vWhubsbg4CAKCwuh0WgSLnJGz/zEHjETh7EzdLOd0SEIAhajLSGDru10O4ad3qR980tzQKVR0XGhe1bvORuKF+vh6HOir3Ng6p1HiAs6hRBU2uwF3byrsmsMQ2fSUba8CE0njXGnTgaLDpVeCaE02qLm7HfCYupDOAMRCQAgkPKw6ae3YO3Ga8Y1JGlqaoLdbkdJSUlW254JgsDx48fx+OOPw+fzQalUoqurCw0NDZDJZPG27SVLlmD16tUZdT5O5btp9erV+Oijj5K233jjjfjLX/4CIOre/MorryQ8v27dunhO21yzePFifOUrX8FLL72Ev/71r1i9enVW1kFCMgWkeCMhuZRINVj82LFj2L59O5qamuLbKBRKgpg8cOAA9u/fj1deeQV6vR6PPPIIzp49iwsXLmTV9fBKIBgM4uqrr8bGjRtx1113TVlZirkwnjp1Ki7mampq0N/fj7KysgRBt2jRIrDZ7EtK0IXDYZjNZpjNZqjV6gkNG8ZjrM16TNDx+fx4dS6dgq6n1QZjXbTl0ni6HTQaDWeOn8/aPJUsVwJprgQtp9Jjez+6QjddU5Rcgxp0Bi2r4rWosgCuQQ96O/qn3JfOpEOtU0AojwbYOwei4emzNXRZ/Z9X4Y6f/SdEimRDks7OThiNxkkNSeYKp9OJxx57DK+++ioeeOABPPjgg/EOj+HhYZw5cybetl1TU4ODBw/i+uuvz8haUv1uGhwcRCAQiP//wMAAKioq8PLLL8ft/Ddv3gybzRY3CQGiNx+zFXC+ZcsWvPDCC/jmN7+JP/7xj1lZAwnJNCDFGwnJpUSqweLHjh3Djh07YLfbx309giCQm5uL++67D/fffz+A6OC9SqXCsWPH8N3vfjdzJ/MlgSCIWQmsSCSCrq4unDx5MiGHzuFwoLy8PCGyYP78+WD9/+3deVRTZ/oH8G9I2EFEVgFZZRcIoCIoVSuttZ1OHetU7eJuW0dFB60z+FOwahWXWq17WyxOl7G1M7VOrYyVFq2CKJuyS9giq4oGSAQCyf39keGWGJQtYfP5nMPpIbn35r0HKvnmfd/n0dXt80D3aOVMDw8PmJiY9PqaHc3Qte2daz9DZ2RkpJZAV1FYzS63LMpQhLomcVPnJ/cCV5sLjyBXCNKL0fxQ2vkJvfC4QMflacHFz7FbLRDUzcTcGNbOVii4JujVdXjaXMUMnZkROJz/9dorudOlXns2o63w7kcL4DfVW+W5+vp65Obm9rggiToxDIOzZ88iIiICLi4uOHr0KDw9PfttPED3/zY9at++fYiKikJVVRW7/HThwoUQiUQ4ffq0RsfeVceOHUN4eDhycnIwevTo/h4OIY9D4Y2QgaInFTLj4uKwdOlS2NraQi6XIyAgANu3b4e3t+LNSVsrg4yMDPD5fPa8yZMng8/nY//+/Zq/MdJtcrkcpaWlSoEuIyMDEokE3t7eSoHOy8sL2traGgt0YrEYBQUFaGhogKurK2xsbDT2WgzDsDN07Ys4tLa2djhD19v9KHK5HBW3qlGUWaIoiJJRiuKbZWrrLebCd0DDAwnulHU+y6QpHhNGo7GhCQbD9MHR0oJYJEZ18R1IG/uoKAoH8ApxR2mWsMOlrOrA5XFh5WQBE3PjDmcheTo8zPrrS3ht/cvQ1lUuzd/a2oqioiKUl5ervSBJT1RVVWHt2rW4dOkSdu7ciSVLlvT7vqveVG9u4+Pjg+DgYHzyySfsYwsXLsTp06eho6MDU1NTPPvss9i2bZtGl34+ydSpUxEQEIAPP/ywX16fkC7q9h/g3pcPI4R06N69e5DJZCr756ysrJCfn9/hOe7u4W9etgAAIABJREFU7jh+/Dh8fX1RV1eHPXv2ICQkBDk5ObCzs0N1dTV7jUev2fYcGXi0tLTg7OwMZ2dnzJkzB4AiaAgEAjbQnTp1Chs2bIBUKoWPj49SoHN3dwePx+tVyGppaUFxcTHKy8thZ2cHX19fjTQZbo/D4UBfXx/6+vrs72z7QFdfX487d+4omn/LZDAyMlKZoevOG10tLS2M8rDBKA8bTJmrKFJ0584dJF+4hjuCWjTfa8Xt3EqU3BR2a9ZsuJUJrBzMUXCt835pmmJpbwbjEUbIv6o606XF1cJIZ0sMtzJRBLr7YlQW16C1C7NX3WE6SjE7m3uloJMje0fWKkNlYTUq2/WG0+JqYaSLFbwnuuNPq2fAzt1G5bw7d+6wBUkmTJjQJwVJHkcmk+H48eOIjo7G9OnTkZubC2tr634bT3s9+dvU3rVr15CdnY3Y2Filx1944QXMmjULTk5OKCoqwoYNGzBjxgwkJyf3Wb86uVyOu3fvIjY2FoWFhV0KooQMNhTeCBlAgoODlZqQh4SEwNPTE8eOHcPWrVv7cWRE3bS0tODm5gY3Nze88cYbABRv+G7dusUGui+//BLr1q0DwzDw9fVV2kPn5ubWpTdEDMOgqqqK7W8UFBTUr32OHhfoGhsb2Rm6mpoaFBYWQiaTwdjYWGmGrquBrn0RFv9JvrCba8eeJ5PJUVFQCUFG6f++SlByUwhpo3Kg4/K04DHBDUUZJf0W3BSVLEej4LoAd4QdF0WRy+SoKr6DquI77GMcLQ6snCwwwnq4osplL2bo9Ix0+32ZpqGJAWav+wOmvRmq8iFGU1MT8vPzB0RBEgDIzc1FeHg4Kioq8MUXX+APf/jDgNrr2luxsbHw8fFRKW7Sftm+j48PfH194eLigsTEREybNq1Pxnbp0iU8++yz8PDwwL/+9S8MGzas85MIGWQovBGiIebm5uByuaipUe63VFNT0+VPYLW1teHv7w+BQPFpe9t5NTU1GDlypNI12y+jJIMTl8uFp6cnPD09MX/+fACKZWB5eXlsoIuNjUV4eDh4PB74fD74fD4b6FxcXJQC3aVLl3DmzBm88sor8PDwgKWl5YB8E8nhcGBgYAADAwP2d7x9oKuvr0d1dTUKCwshl8tVZugMDQ3ZYCaXy1FWVoaSkhJYWVkhJCREpe0Hl6sFey872HvZ4dk3JgFQBLrbeRXsHro7ZXdRI6xFzuXOZyI0ZbS/I0R365HdgzEwcgY1JXdRU3KXfaz9DJ2WlhbEIgmqS+48cRbSbZwL7gjvIUfDs21PMvX1iVi8fR5b6KQNwzC4ffs2BAIBLC0tERIS0q8FSZqamrB7927s378fb7/9NrZu3QpjY+POT+xjvfnbJJFIcPLkSWzZsqXT13F2doa5uTkEAkGfhbcpU6ZALu+fDxgI6SsU3gjREB0dHQQGBiIhIYHdVyCXy5GQkICVK1d26RoymQxZWVl48cUXAQBOTk6wtrZGQkICG9bq6+uRkpKC5cuXa+ZGSL/i8Xjw8fGBj48PFi9eDIZh0NLSguzsbLZlweHDh5GVlQV9fX3w+Xy4ublBIBDgypUrWLJkCYKDg9XSZLsvPS7QPXz4kA10lZWVKCgoAMMwMDY2ho6ODurq6sDlcuHv79+tKndcrhYcx4yC45hRmPZmKADF8r3b+RWK2bl0RS+60iwhpBpuum1qbQKLUea4dV29s30dzdBpaXFg7WQJUysTaHG1IBE9RFVJDYxNjTDcapjax9AdNq7WWL5vIXwnqxb3aF+QhM/n93tBksuXLyM8PBz6+vr49ddfMX78+AH5QQnQu79Np06dQnNzM958881OX6e8vBy1tbVKHzQSQnqPCpYQokHdbSy+ZcsWTJgwAaNHj4ZIJMLu3btx+vRppKWlwcvLC4CiVUBMTIxSq4CbN29Sq4CnWFulx4yMDHz00Uf44YcfYG1tjaamJrS0tCg1FQ8ICICdnV2/F01QF4ZhcP/+fQgEAjQ0NEBPTw9SqZQNdI/O0PX2DbWsVQZhXgWKMhQzdILMUpRl31ZLoNPiasEz2BWC9FI0P1RPkZXu4mpz4TnBFferHmCYuaLNQ1ug03R1zTbaujzMingJf17XeUESR0fHPttP1ZEHDx5g06ZN+Pbbb7Fp0yZERERofC+pOnT3b1Ob0NBQ2Nra4uTJk0qPi8VivP/++3j11VdhbW2NoqIirF+/Hg0NDcjKylKZ/SaEsKhgCSEDyZw5c3D37l1ERUWxjcXj4+PZvT5CoVDpTfSDBw+wbNkyVFdXw9TUFIGBgUhKSmKDGwCsX78eEokEb7/9NkQiESZNmoT4+Hi1Bbeh3rh1KOJwOEhOTsaqVasgk8nwn//8B8899xwaGxtx48YNtsLljh07kJeXhxEjRijtn/P399do1UlNab9E0tLSEnw+H7q6umAYBhKJhJ2hKy8vR0NDAwAoVbfsSaDj8rhw8rGHk489wuY/A0AR6Mpyy9lAV5RZitLscrQ0dz3QOYyxg/ShFDmX+295opOPPRrFTcj+TbFMs1Lw+7K6thm64VbDNBro7P1sELosEFZOZsjKyVIK33V1dbh16xb09PT6fe+mXC7Hv//9b6xfvx6+vr7IzMwcVOXou/u3CQAKCgpw+fJlnD9/XuV6XC4XN2/exIkTJyASiWBjY4Pnn38eW7dupeBGiJrRzBshhPU0NG4din788Ue8/vrriI6OxqpVqx6776ct1GRkZLCBLi0tDQUFBbCyslIKdAEBAQN2jxyg+F3Lz8+HlpYWPDw8Ov19ksvlSksu24qjcDgclRk6AwODXt93a0srhLkVEGSU/L7kMvu2SkNq4xGGsHOzQd7Vwl69Xm8YmRpilHv3x6ClxYGlg4Ui0PG4ED/ofA/d4xiPMMKi7XMx7c1QyGQypdYSdXV1ePjwIQDA0NAQFhYWMDExgbGxcb80vi8rK0NERARSU1Oxd+9evPHGG0NmJpsQ0ueozxshpOeehsatQ1FLSwtqa2t7VIqcYRg0NDQgPT0d169fR3p6OtLS0lBYWAg7Ozvw+Xw2zPn7+8PMzKxfA11TUxMKCgpw//59uLi49GoJqFwuV5qha2hoYAPdozN06gh0LdJWCNvN0DU8kCDnSgHq7tb36rq94Rnsitt5lRCLJGq5nkqgE0lQXXIXzU/otffsm5Ow6IN5GGamPJPWviCJhYUFrK2t0djYyAY7iUQCHo+n8rPSVKBrbW3FkSNHsG3bNrz66qvYs2cPzM3N1f46hJCnCoU3QkjPPC2NW0nnGIaBSCRiA11aWhrS09NRXFwMR0dHpUDH5/MxfPhwjQe6R5dIurq6amQ51qOBri3UcblclRk6fX19tQS6spzb/2sqXgJBRimEueVobZGp6Y46NtLZCjr62ijLKdfo6wCKQGdhbw5TKxNwtX8PdOY2I7B8/wL4PNNxQZK8vDy0tLTA09Ozw38v2mbo2s/StQ907X9evQl0DMPg5s2bWLlyJerq6nD06FFMmzZtwM5KE0IGFQpvhJCeqayshK2tLZKSkpR6za1fvx4XL15ESkrKE8+/du0agoKCkJKSorRH7uTJkzAwMFBq3GpkZNSnjVtJ7zEMg9raWrbCZWpqKtLT0yEUCuHs7Ky03JLP58PY2Fhtb267u0RS3eRyOcRisVKgE4vF4HK5SmFOXbM+Lc0tKM2+jdRfM5CdlId7JSLcLb0PmRoCnY6+NlwDnZF/VQBZq2YD4uNo62rjz+/9AbMiXoK2zuMLkjg4OMDJyalb/07IZDKVn1VboHs0fHflZyWRSLB9+3YcO3YM4eHh2LRpU782/yaEDDkU3gghPdPb8PbOO+8gOTkZN2/efOJxxcXFcHFxwYULF/qs9w/RDIZhUFNTw+6fawt0VVVVcHV1VdpD5+fn1+3iIE1NTbh16xZqa2t7vURS3R4X6HoaEtprP+vk7u4OCwsLtDS3oCRLqFhymVGKooxSCPMquhXAXAOdcL9KhNrKBz25ZbXwneyFd/ctgK2r6hLfu3fvIj8/H3p6evD09FRbQZJHA11DQ4PKz6qtUqmHhwe0tLTAMAwSEhKwevVqWFpa4tixY9RLkxCiCRTeCCE905tlkxKJBDY2NtiyZQtWr17d6WtZWFhg27ZteOedd9QydjJwMAyDyspKdnaurSjKvXv34OHhoRTofHx8Olx62NTUhF9//RW6uroaXSKpbk+a9Xl0hk5XV1flvltbWyEQCFBRUdGlWSdpkxQlWbfZCpdFGaW4nV+pEuhMrU1gbmeGwtRijdx3V5iYG2PRjnmYOm+iynPt9zG6ubn1SeXT9j+rhoYGfPbZZ4iNjYWenh5cXV3B4/GQlZWFdevWISoqalCU/yeEDEoU3gghPRcUFITx48fjwIEDABSzC/b29li5cuUTC5bExcXh3XffRUVFRad72crLy2Fvb4/Tp0/jj3/8o1rHTwYmuVyO8vJyXL9+nQ106enpqKurg6enp9IeurKyMvzf//0fTE1Ncfbs2X5tvqwOHQU6sVgMbW1tpUIbUqkURUVFMDY2hoeHR4+X5jU3SlGaJWR70DWJm5D5Sw4e1jeq+c66hsPhYNpboVi4bQ6MR3RckKSoqAjm5uZwd3d/bKXUviCRSHDgwAH85z//QVNTE3g8HgoKCmBoaIiAgAAEBgayXy4uLhoNmN1p2RIXF4dFixYpPaarq4umpib2e4ZhEB0djU8//RQikQgTJ07EkSNH4OrqqrF7IIR0CYU3QkjPUeNW0lfkcjlKS0vZQHflyhWkpqaCw+Fg7NixcHNzQ2BgIAICAuDl5QVtbe0hUyCifSn8+/fv4/79+5DJZODxeBg+fLhSqFNH/8bmh80ovtm25LIERRmlKL9VBblMroa7eTw7dxv8Zf8CeE/yUHmuoaEBubm5TyxI0pcEAgFWr16NgoIC7N+/H7NnzwaHw0FzczOys7PZGeS0tDQIhUJUV1drbAlvd1u2xMXFsWNvw+Fw2J5tALBz507s2LEDJ06cgJOTEzZt2oSsrCzk5uaqrUcoIaRHKLwRQnrn4MGD7Ce+fD4fH3/8MYKCggAomnI7OjoiLi6OPb6goAAeHh44f/48nnvuOaVrNTY2YubMmcjIyFBp3Nr+jUVvXLp0Cbt370ZaWhqqqqrw/fffKy377EhiYiIiIiKQk5ODUaNGYePGjWxfujbd+eSb9JxUKsX+/fuxZcsW/PGPf8Ty5ctRVlbGvlHOzMxEc3MzfHx8lIqiuLu7g8fjDdpAJ5PJUFpaitLSUtja2sLR0RFNTU0qSy51dHQ6XHLZW02SZpTcLIMgvRSCTEUvusrCKsjlvf/TrqOnjT+/9zL+9NeXoK3DU3pOJpOhqKgIt2/f7lFBEnWTSqX4+OOPsXPnTrz11lvYsWNHpwVxZDKZRsfc3ZYtcXFxWLNmDUQiUYfXYxgGNjY2WLt2LdatWwcAqKurg5WVFeLi4jB37lyN3QshpFMU3gghT5dz587hypUrCAwMxKxZszoNbyUlJRgzZgzeffddLF26FAkJCVizZg3Onj2L6dOnA+j+J9+kZ3JycvDnP/8ZWlpaOHToECZPnqxyjEwmw61bt9gZuvT0dGRmZoJhGPj6+oLP57Ohzs3NDTwer4NXGlhqa2uRl5cHHo8HT09PmJiYdHhca2urUhn8+vp6PHz4ELq6uiqBTh3LDRvFTSi+UYaiTEUfuqKMUlQKqrsV6PymemP5vgUY6aL64YymCpL0BMMwuH79OlatWgWZTIajR48iNDS03z8M6Mne47i4OCxduhS2traQy+UICAjA9u3b4e3tDeD3IlEZGRlKRVcmT54MPp+P/fv3a/7GCCGPQ+GNEPL04nA4nYa3v/3tbzh79iyys7PZx+bOnQuRSIT4+HgAvW9WTrqmtrYWX331FZYvX96tghCtra3Iy8tTCnQ3btwAj8eDn5+fUlEUFxeXAdOSon31zNGjR8POzq7bYaG1tVWpamJboNPT01Ppbaa2QJdZCkFm6f960SkC3aPvHUzMjbE4Zh6mzH1yQRJXV1fY2tr2a0iqr6/Hli1bEBcXh/Xr1yMyMnLALOHuSdXf5ORkFBYWwtfXF3V1ddizZw8uXbqEnJwc2NnZISkpCRMnTkRlZSVGjhzJnvfaa6+Bw+Hgm2++6ZN7I4R0qNv/GA78jygJIUSNkpOTERYWpvTY9OnTsWbNGgCKT77T0tIQGRnJPq+lpYWwsDAkJyf36ViHOjMzM4SHh3f7PB6PBx8fH/j4+GDx4sVgGAYtLS3s3qTU1FQcPnwYWVlZ0NfXB5/PVyqK4ujo2KctB9oKtggEAlhYWCAkJKTHYYHH42HEiBFKhVxaWlqUZugqKyvR2NjIBrr2X92tmqhvpAfvSR5K+9YeNjSiOPP3GTqDYfp4M3p2hwVJ2u7b3Ny8V/etDgzD4OzZs1i7di2cnJyQmpoKLy+vfhuPugQHBysFvZCQEHh6euLYsWPYunVrP46MEKIJFN4IIU+V6upqlf12VlZWqK+vR2NjIx48eACZTNbhMfn5+X05VNJFHA4HOjo6bDhbtmwZGIZBc3MzsrKy2AqXH330EbKzs2FsbMzOzLXN0o0aNUojga6urg55eXmQyWTg8/kaqZ6pra3dYaBrPztXUVGBxsZG6Ovrq/Sh626gMzDWx5hQD4wJVS1E0qahoQF5eXmQSqXw9fXt94IkVVVVWLduHS5evIiYmBgsXbp0wPQMbM/c3BxcLhc1NTVKj9fU1MDaWrU3Xke0tbXh7+8PgUAAAOx5NTU1SjNvNTU11LuOkEGIwhshhJAhh8PhQE9PD+PGjcO4ceMAKGZeGhsbcePGDTbQ7dixA3l5eTA1NVVabhkQENCrfmMtLS0oLCxEVVUVnJyc+ny2T1tbG2ZmZkqhSSqVKs3QlZeXo6mpCfr6+kphztjYuMd9zdoXJLG3t4ezs3O/LluVyWSIi4tDVFQUnnvuOeTk5CgFmIFGR0cHgYGBSEhIYJd/y+VyJCQkYOXKlV26hkwmQ1ZWFl588UUAgJOTE6ytrZGQkMCGtfr6eqSkpGD58uWauRFCiMZQeCOEPFWsra07/FR72LBh0NfXB5fL7fUn32Rg4nA4MDAwUFpmxjAMJBIJMjIy2EB35swZFBQUwMrKSinQ+fv7w8rK6omBTi6Xo7q6Grdu3YKJiQmCg4NhYGDQV7f4RDo6Oh0GurYZurq6Oty+fRtNTU0wMDBQmaHrrBjMvXv3kJeXB11dXQQFBfVrQRIAyMvLQ3h4OMrLy3HixAm8/PLL/V6QpCsiIiKwYMECjB07lm3ZIpFI2F5uj7Zs2bJlCyZMmIDRo0dDJBJh9+7dKCsrw9KlSwEofu/XrFmDbdu2wdXVlW0VYGNj02llXkLIwEPhjRDyVAkODsZPP/2k9NjPP//MvplXxyffZPDgcDgwMjJCaGgoQkNDASgCXUNDA9LT03H9+nWkp6fj1KlTKCwshJ2dndL+OX9/f5iZmYHD4SAtLQ3h4eF444038Oqrr8LS0nLAhwUdHR2Ym5vD3Nycfawt0NXX10MkEkEoFKK5uRkGBgYqM3Q8Hg/Nzc0oKChAbW3tgChI0tTUhD179mDfvn1YtmwZzp07h2HDhvXbeLprzpw5uHv3LqKiotiWLfHx8exSbqFQqDSL++DBAyxbtgzV1dUwNTVFYGAgkpKSlPbzrV+/HhKJBG+//TZEIhEmTZqE+Ph46vFGyCBE1SYJIYOaWCxm93b4+/tj7969mDp1KkaMGAF7e3tERkaioqIC//jHPwD83ipgxYoVWLx4MX755ReEh4ertAp4UrNy8vRhGAYikYgNdGlpaUhPT0dxcTHs7e1hZmaGnJwczJgxA9u3b4eDg8OAD27d0dzcrNSyoKGhAc3NzdDR0UFLSwuMjIzg7OwMMzOzflsmyTAMLl++jPDwcOjr67P//w6lnwMhZMihVgGEkKdLYmIipk6dqvL4ggULEBcXh4ULF6K0tBSJiYlK5/z1r39Fbm4u7OzssGnTJpUm3U9qVt5b3W0s/u9//xtHjhxhG1Z7e3tj8+bNbNgEgM2bN+P9999XOs/d3Z2KrGgQwzD4+uuvERERAT09PfD5fGRmZkIoFMLZ2Vlp/5yfnx+GDRs2ZIJEQ0MDcnJy0NzcjBEjRrAtDKRSKQwNDVVm6DQd6B48eICNGzfi1KlT2LhxI9auXdvjfXuEENKHKLwRQshA193G4mvWrIGNjQ2mTp2K4cOH4/PPP8eePXuQkpICf39/AIrw9t133+HChQvseTweT2k5HFEfoVCI8PBw/Pbbb9i1axcWLVoELS0tMAyDmpoadv9camoqMjIyUFlZCVdXV6U9dH5+fjA0NBxUgU4mk6G4uBhCoVClIElbhc/2M3T19fXszFz7MKeuQCeXy/H999/jvffeg4+PD44cOYLRo0f3+rqEENJHKLwRQshg0pXG4h3x9vbGnDlzEBUVBUAR3k6fPo3MzExNDJM8YubMmTAzM8POnTs7DcgMw6CyshKpqalsqEtLS8O9e/fg7u6uFOh8fX2hr68/IAPdvXv3kJ+fDx0dHXh6esLY2LjTcx4X6FpbW1Vm6IyMjLoV6IRCISIiInD9+nV8+OGHePPNNwdk+X9CCHkCatJNCCFDnVwuR0NDg0rPsMLCQtjY2EBPTw/BwcHYsWMH7O3t+2mUQ9u3334LHR2dLh3L4XBga2sLW1tbvPLKKwB+b9x9/fp1pKam4vz584iJiYFIJIKXl5dSUZQxY8ZAV1e33wJd+4Iko0ePhp2dXZfH0tayQU9PD5aWlgAUga6pqYkNcnfu3EFRURFaW1s7nKF7NJC1trbi6NGj2Lp1K2bOnInc3FxYWFio/b4JIWQgopk3QgjpRz2Zedu1axdiYmKQn5/PviE+d+4cxGIx3N3dUVVVhffffx8VFRVsU2oy8MnlcpSWlrKBLi0tDZmZmRCLxfD29lbaQ+fl5QVtbW2NBjqGYVBRUYHCwkKYmZnB3d0durq6Gnut9oGu7evSpUv4/vvvMWbMGPj7+8PGxgaHDh1CfX09Dh8+jOeee25AzlISQkgX0bJJQggZTLob3r7++mssW7YMP/zwA8LCwh57nEgkgoODA/bu3YslS5aoa7ikj8nlchQVFakEuubmZvj4+Cj1oPPw8ACPx1NLmBGLxcjNzUVzczM8PT37Ze8kwzAoKytDQkICe/9FRUWQyWTg8/kYN24cxo4di7Fjx7JhlhBCBplu/4NNi8MJIWSQOHnyJJYuXYpvv/32icENAIYPHw43Nze2jQIZnLS0tODq6orXX38de/fuxcWLF3H//n1kZGRg1apV0NPTw5dffolp06Zh5MiRmDZtGtauXYsvv/wSubm5aG1t7dbryWQyFBYWIiUlBaampggJCem3ojccDgcODg5wdHTE5cuXYWRkhKSkJOTl5WHdunUwNDTEF198gdDQUBgbG2PChAkoKyvT+LgOHToER0dH6OnpISgoCNeuXXvssZ9++ilCQ0NhamoKU1NThIWFqRy/cOFCcDgcpa8XXnhB07dBCBmkaM8bIWTQ+ec//4nFixejuLgYI0eOBAAsWrQIaWlp+O2332BiYtLPI1S/tns+efIkXnrppU6PF4vFKCoqwltvvdUHoyN9icvlwtPTE56enpg/fz4AxT6wvLw8dobq+PHjWL16NXg8Hvz8/JSKori4uHRYGOTMmTMwNjaGoaEhxo8f3+/Lbe/evYvIyEj8+OOP2Lp1K1asWAEeT/G2xdXVFXPnzgWgmJ0sLCxEamoqu4xYU7755htERETg6NGjCAoKwr59+zB9+nQUFBR0+NqJiYmYN28eQkJCoKenh507d+L5559HTk4ObG1t2eNeeOEFfP755+z3mlqeSggZ/GjZJCFk0GEYBnw+H8888wwOHDiA6OhoHD9+HFevXlV6QzRQdbex+Ndff40FCxZg//79mDVrFnsdfX19NqiuW7cOL7/8MhwcHFBZWYno6GhkZmZSMYenFMMwaGlpQXZ2NlvdMi0tDTdv3oS+vj74fD5bFMXW1hY7d+7ElStXcOLECcyYMaNf95HJ5XL885//RGRkJCZMmIBDhw7BwcGh38bTXlBQEMaNG4eDBw8CUIx11KhRWLVqFf7+9793er5MJoOpqSkOHjzIBu+FCxdCJBLh9OnTGh07IWRAomqThJChj8Ph4IMPPsDs2bNhbW2NAwcO4LfffhsUwQ0AUlNTlRqLR0REAPi9sXhVVRWEQiH7/CeffILW1lasWLECK1asYB9vOx4AysvLMW/ePNTW1sLCwgKTJk3C1atXKbg9pTgcDnR0dNgCJ8uWLWPL9mdlZbFtCzZu3Mj2oAsJCcHVq1fR3NyMgIAAjBo1qs9L7xcVFWH16tXIy8vD4cOHMXv27AFT/l8qlSItLQ2RkZHsY1paWggLC0NycnKXrvHw4UO0tLSoVIpNTEyEpaUlTE1N8eyzz2Lbtm0wMzNT6/gJIUMDzbwRQgatgIAA5OTk4Pz585g8eXJ/D+epcOnSJezevRtpaWmoqqrqtNhKYmKiUlBtU1VVBWtra/b7Q4cOYffu3aiuroafnx8OHDiA8ePHa+QeCJCTk4N33nkH5eXl2Lt3L0aOHKnUgy4vLw+mpqZKyy0DAgJgY2OjkVk5qVSKAwcOICYmBm+++SZiYmJgamqq9tfpjcrKStja2iIpKQnBwcHs4+vXr8fFixeRkpLS6TX+8pe/4L///S9ycnKgp6cHQLGX1cDAAE5OTigqKsKGDRtgZGSE5ORktTQyJ4QMaDTzRgh5OsTHxyM/Px8ymQxWVlb9PZynhkQigZ+fHxYvXqy0hLMzBQUFGDZsGPt9+/1B3d1HRHrngw8+wAcffIAVK1Zg8+bNMDQ0BAA2kDAMA4lEgoyMDDbQnTlzBgUFBbCyslIKdP7+/rCysupxoGMYBqmpqVi1ahWkUil++uknPPPMM0NzrBX9AAALnElEQVSy/H9MTAxOnjyJxMRENrgBYPfuAYCPjw98fX3h4uKCxMRETJs2rT+GSggZwCi8EUIGnfT0dLz22muIjY1FXFwcNm3ahFOnTvX3sJ4KM2bMwIwZM7p9nqWlJYYPH97hc3v37sWyZcuwaNEiAMDRo0dx9uxZHD9+vEv7iEj3uLi4ICkpCXw+v8PnORwOjIyMEBoaitDQUACKkNXQ0ID09HQ20J06dQqFhYWwtbVVCXTm5uadBrCGhgZs2bIFn3/+Od577z1ERkYqhZqBxtzcHFwuFzU1NUqP19TUKM0id2TPnj2IiYnBhQsX4Ovr+8RjnZ2dYW5uDoFAQOGNEKKCwhshZFApLS3FSy+9hA0bNmDevHlwdnZGcHAw0tPTERAQ0N/DI4/B5/PR3NyMMWPGYPPmzZg4cSIA9ewjIt3TfqanqzgcDoYNG4YpU6ZgypQpABSBTiQSIT09HdevX0daWhq++uorFBcXw8HBgS2I0hbohg8fDg6HA4Zh8NNPP2Ht2rVwcHBAamoqvLy81HyX6qejo4PAwEAkJCSwS4XlcjkSEhKwcuXKx563a9cufPDBB/jvf/+LsWPHdvo65eXlqK2tZSvpEkJIexTeCCGDxv379/HCCy/glVdeYWdkgoKCMGPGDGzYsAHx8fH9PELyqJEjR+Lo0aMYO3Ysmpub8dlnn2HKlClISUlBQEAA7t271+HSVysrK+Tn5/fTqElXcDgcmJqaYtq0aewMEcMwqK2tRVpaGlsUJTY2FkKhEM7OzvD09IRQKMTt27cRExODpUuXDqp9XREREViwYAHGjh2L8ePHY9++fZBIJOys8fz582Fra4sdO3YAAHbu3ImoqCh8/fXXcHR0RHV1NQDAyMgIRkZGEIvFeP/99/Hqq6/C2toaRUVFWL9+PUaPHo3p06f3230SQgYuCm+EkEFjxIgRHb6hP3v2bD+MhnSFu7s73N3d2e9DQkJQVFSEjz76CF988UU/joxoAofDgbm5OaZPn86GD4ZhUFNTg9TUVCQmJqKwsBA5OTmwsbHp59F235w5c3D37l1ERUWhuroafD4f8fHx7IcPQqFQqTrmkSNHIJVKMXv2bKXrREdHY/PmzeByubh58yZOnDgBkUgEGxsbPP/889i6dSv1eiOEdIiqTRJCCOkRDofTabXJjrz33nu4fPkykpOTIZVKYWBggO+++07pOgsWLIBIJMIPP/yg7mETQgghA0W3qzMNjOYphBBCnhqZmZnsfp72+4jatO0jal+OnRBCCCG0bJIQQkg3iMViCAQC9vuSkhJkZmZixIgRsLe3R2RkJCoqKvCPf/wDALBv3z44OTnB29sbTU1N+Oyzz/DLL7/g/Pnz7DU620dECCGEEAWaeSOEENJlqampbFl4QBG8/P39ERUVBUDRfFsoFLLHS6VSrF27Fj4+Ppg8eTJu3LiBCxcuKJVAnzNnDvbs2YOoqCjw+XxkZmYq7SNSh0uXLuHll19mm0yfPn36iccvXLgQHA5H5cvb25s9ZvPmzSrPe3h4qG3MhBBCyKNozxshhJAh79y5c7hy5QoCAwMxa9asTvfq1dXVobGxkf2+tbUVfn5+WLVqFTZv3gxAEd6+++47XLhwgT2Ox+PB3NxcY/dBCCFkSOn2njdaNkkIIWTI625zcRMTE5iYmLDfnz59Gg8ePFBZysnj8Tpt0EwIIYSoCy2bJIQQQjoRGxuLsLAwODg4KD1eWFgIGxsbODs744033lBaMkr61qFDh+Do6Ag9PT0EBQXh2rVrTzz+1KlT8PDwgJ6eHnx8fPDTTz8pPc8wDKKiojBy5Ejo6+sjLCwMhYWFmrwFQgjpFIU3Qggh5AkqKytx7tw5LF26VOnxoKAgxMXFIT4+HkeOHEFJSQlCQ0PR0NDQTyN9en3zzTeIiIhAdHQ00tPT4efnh+nTp+POnTsdHp+UlIR58+ZhyZIlyMjIwMyZMzFz5kxkZ2ezx+zatQsff/wxjh49ipSUFBgaGmL69Oloamrqq9sihBAVtOeNEELIU6W7/el27NiBDz/8EJWVldDR0XnscSKRCA4ODti7dy+WLFmiruGSLggKCsK4ceNw8OBBAIp2E6NGjcKqVavw97//XeX4OXPmQCKR4Mcff2QfmzBhAvh8Po4ePQqGYWBjY4O1a9di3bp1ABT7IK2srBAXF4e5c+f2zY0RQoY66vNGCCGEqAvDMDh+/DjeeuutJwY3ABg+fDjc3NyUWikQzZNKpUhLS0NYWBj7mJaWFsLCwpCcnNzhOcnJyUrHA8D06dPZ40tKSlBdXa10jImJCYKCgh57TUII6QsU3gghhJDHuHjxIgQCQZdm0sRiMYqKitgG5KRv3Lt3DzKZTKW1hJWVFaqrqzs8p7q6+onHt/23O9ckhJC+QOGNEELIkCcWi5GZmYnMzEwAvzcXbyswEhkZifnz56ucFxsbi6CgIIwZM0bluXXr1uHixYsoLS1FUlIS/vSnP4HL5WLevHmavRlCCCFPLQpvhBBChrzuNhcHFHuc/vWvfz121q28vBzz5s2Du7s7XnvtNZiZmeHq1auwsLDQ7M0QJebm5uByuaipqVF6vKam5rFtHKytrZ94fNt/u3NNQgjpCxTeCCGEDHlTpkwBwzAqX3FxcQCAuLg4JCYmKp1jYmKChw8fYtmyZR1e8+TJk6isrERzczPKy8tx8uRJuLi4qHXcO3bswLhx42BsbAxLS0vMnDkTBQUFnZ73NJXB19HRQWBgIBISEtjH5HI5EhISEBwc3OE5wcHBSscDwM8//8we7+TkBGtra6Vj6uvrkZKS8thrEkJIX6DwRgghhAxQFy9exIoVK3D16lX8/PPPaGlpwfPPPw+JRPLYc57GMvgRERH49NNPceLECeTl5WH58uWQSCRsU/X58+cjMjKSPX716tWIj4/Hhx9+iPz8fGzevBmpqalYuXIlAEVF0jVr1mDbtm04c+YMsrKyMH/+fNjY2HS5SikhhGgCtQoghBBCBom7d+/C0tISFy9exDPPPNPhMU9rGfyDBw9i9+7dqK6uBp/Px8cff4ygoCAAiplXR0dHdqYVUMxObty4EaWlpXB1dcWuXbvw4osvss8zDIPo6Gh88sknEIlEmDRpEg4fPgw3N7e+vjVCyNDV7VYBFN4IIYSQQUIgEMDV1RVZWVkdFlEBAHt7e0RERGDNmjXsY9HR0Th9+jRu3LiB4uJiuLi4ICMjA3w+nz1m8uTJ4PP52L9/v8bvgxBCCADq80YIIYQMTXK5HGvWrMHEiRMfG9wAKoNPCCFDGa+/B0AIIYSQzq1YsQLZ2dm4fPlyfw+FEEJIP6GZN0IIIWSAW7lyJX788Uf8+uuvsLOze+KxVAafEEKGLgpvhBBCyADFMAxWrlyJ77//Hr/88gucnJw6PYfK4BNCyNDF3bx5c0/P7fGJhBBCCOncihUr8NVXX+G7776DjY0NxGIxxGIxuFwutLW1ASjK4F+7dg1hYWEAAFtbW2zcuBGGhoYYMWIEDh48iG+++QaxsbGwtLQEh8OBTCbD9u3b4eXlBalUivDwcDx8+BAHDhwAj0c7KgghpI+8390TqNokIYQQMkBxOB0XIvv888+xcOFCAFQGnxBCBjFqFUAIIYQQQgghgwC1CiCEEEIIIYSQoYjCGyGEEEIIIYQMAhTeCCGEEEIIIWQQoPBGCCGEEEIIIYMAhTdCCCGEEEIIGQQovBFCCCGEEELIIEDhjRBCCCGEEEIGAQpvhBBCCCGEEDII8HpxbrebyhFCCCGEEEII6RmaeSOEEEIIIYSQQYDCGyGEEEIIIYQMAhTeCCGEEEIIIWQQoPBGCCGEEEIIIYMAhTdCCCGEEEIIGQQovBFCCCGEEELIIEDhjRBCCCGEEEIGAQpvhBBCCCGEEDIIUHgjhBBCCCGEkEGAwhshhBBCCCGEDAIU3gghhBBCCCFkEKDwRgghhBBCCCGDwP8DwSIZHP5CLE4AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(11,7), dpi= 100)\n", "ax = fig.gca(projection='3d')\n", "X,Y = np.meshgrid(x,y)\n", "\n", "surf = ax.plot_surface(X,Y, u[:], cmap=cm.viridis, rstride=2, cstride=2)\n", "ax.set_xlabel('$x$')\n", "ax.set_zlabel('$u$')\n", "ax.set_ylabel('$y$');\n", "ax.text2D(0.35, 0.95, \"2D Diffusion at t=0\", transform=ax.transAxes);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solving in 2D" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def diffuse(nt):\n", " u[int(.5 / dy):int(1 / dy + 1),int(.5 / dx):int(1 / dx + 1)] = 2 \n", " \n", " for n in range(nt): ##loop across number of time steps\n", " un = u.copy()\n", "\n", " u[1:-1, 1:-1] = (un[1:-1, 1:-1] +\n", " nu * dt / dx ** 2 *\n", " (un[1:-1, 2:] - 2 * un[1:-1, 1:-1] + un[1:-1, 0:-2]) +\n", " nu * dt / dy ** 2 *\n", " (un[2:, 1:-1] - 2 * un[1:-1, 1:-1] + un[0:-2, 1:-1]))\n", "\n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1\n", " \n", " fig = plt.figure(figsize=(11,7), dpi= 100)\n", " ax = fig.gca(projection='3d')\n", " X,Y = np.meshgrid(x,y)\n", "\n", " surf = ax.plot_surface(X,Y, u[:], cmap=cm.viridis, rstride=2, cstride=2)\n", " ax.set_xlabel('$x$')\n", " ax.set_zlabel('$u$')\n", " ax.set_ylabel('$y$');\n", " ax.text2D(0.35, 0.95, \"2D Diffusion at t=10\", transform=ax.transAxes);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diffuse(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "As we can see, the same behavior from the 1D sim is also occurring here. It would also be very cool to see this in an animation, so as always, we are returning to the arduous task of building an animation of this sim.\n", "\n", "## Animating the simulation" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Imports for animation and display within a jupyter notebook\n", "from matplotlib import animation, rc \n", "from IPython.display import HTML\n", "\n", "#Resetting the U wave back to initial conditions\n", "u = np.ones((grid_points_x, grid_points_y))\n", "u[int(.5 / dy):int(1 / dy + 1), int(.5 / dx):int(1 / dx + 1)] = 2\n", "#Generating the figure that will contain the animation\n", "fig = plt.figure(figsize=(9,5), dpi=100)\n", "ax = fig.gca(projection='3d')\n", "\n", "surf = ax.plot_surface(X, Y, u[:] , cmap=cm.viridis)\n", "ax.set_xlabel('$x$')\n", "ax.set_zlabel('$u$')\n", "ax.set_ylabel('$y$')\n", "ax.text2D(0.35, 0.95, \"2D Diffusion time history\", transform=ax.transAxes);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Initialization function for funcanimation\n", "def init():\n", " ax.clear()\n", " surf = ax.plot_surface(X, Y, u[:] , cmap=cm.viridis)\n", " return surf" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#Main animation function, each frame represents a time step in our calculation\n", "def animate(j):\n", " un = u.copy()\n", "\n", " u[1:-1, 1:-1] = (un[1:-1, 1:-1] +\n", " nu * dt / dx ** 2 *\n", " (un[1:-1, 2:] - 2 * un[1:-1, 1:-1] + un[1:-1, 0:-2]) +\n", " nu * dt / dy ** 2 *\n", " (un[2:, 1:-1] - 2 * un[1:-1, 1:-1] + un[0:-2, 1:-1]))\n", "\n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1\n", " \n", " ax.clear()\n", " surf = ax.plot_surface(X, Y, u[:],rstride=1, cstride=1, cmap=cm.viridis, linewidth= 0, antialiased=True)\n", " ax.set_zlim(1, 2.5)\n", " ax.set_xlabel('$x$')\n", " ax.set_zlabel('$u$')\n", " ax.set_ylabel('$y$')\n", " ax.text2D(0.35, 0.95, \"2D Diffusion time history\", transform=ax.transAxes);\n", " return surf" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "anim = animation.FuncAnimation(fig, animate, init_func=init,\n", " frames=nt, interval=20)\n", "#HTML(anim.to_jshtml())\n", "anim.save('../gifs/2dDiff.gif',writer='imagemagick',fps=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "This one takes the cake for the coolest one so far! We will move on to applying the burgers' equation in 2D as our finale to the second 3rd of the project." ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }