{ "cells": [ { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ ".. _user_guide_optimization:" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Optimization" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "📖 :ref:`Optimization API Reference `" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Given that the main purpose of the SigmaEpsilon ecosystem is to facilitate structural optimization, this submodule needs no further elaboration, as having a capable optimization toolkit is essential for the project. The overarching approach is to utilize third-party solutions whenever feasible, though we also provide essential solutions when necessary or fill in the gaps wherever required." ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ ".. _linprog module from SciPy: https://docs.scipy.org/doc/scipy/tutorial/optimize.html#linear-programming-linprog\n", ".. _HIGHS: https://highs.dev/" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ ".. note::\n", "\n", " Most of the classes for optimization rely on other classes like :class:`~sigmaepsilon.math.function.function.Function` or :class:`~sigmaepsilon.math.function.relation.Relation`. Before you proceed forward, it might be a good idea to check them out first :ref:`here `.\n" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Linear Programming (LP)" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "📖 :ref:`Linear Programming API Reference `." ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "The library offers a solver for a wide range of linear optimization problems, including continuous, integer and mixed-integer problems. The :class:`~sigmaepsilon.math.optimize.lp.LinearProgrammingProblem` class uses the `linprog module from SciPy`_ (which eventually calls the `HIGHS`_ solver) for the solution, combined with the power of SymPy for being able to pose problems directly in symbolic form. The class handles all the preprocessing required to bring the problem into the form required by SciPy." ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "First, import some stuff. Note that the notebook requires matplotlib to be installed." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from sigmaepsilon.math.function import Function, Relation\n", "from sigmaepsilon.math.optimize import LinearProgrammingProblem as LPP\n", "import sympy as sy" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "raw_mimetype": "", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "One of the great features of the optimization module is that it handles symbolic functions pretty well. Problems can be defined using `SymPy` expressions, or simple strings. To solve a problem, call the `solve` method, which returns an instance of [scipy.optimize.OptimizeResult](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.OptimizeResult.html#scipy.optimize.OptimizeResult)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([0., 6., 0., 4.])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x1, x2, x3, x4 = variables = sy.symbols(['x1', 'x2', 'x3', 'x4'])\n", "obj = Function(3*x1 + 9*x3 + x2 + x4, variables=variables)\n", "eq1 = Relation(x1 + 2*x3 + x4 - 4, variables=variables)\n", "eq2 = Relation(x2 + x3 - x4 - 2, variables=variables)\n", "bounds = [(0, None), (0, None), (0, None), (0, None)]\n", "lpp = LPP(obj, [eq1, eq2], variables=variables, bounds=bounds)\n", "solution = lpp.solve()\n", "solution.x" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ " message: Optimization terminated successfully. (HiGHS Status 7: Optimal)\n", " success: True\n", " status: 0\n", " fun: 10.0\n", " x: [ 0.000e+00 6.000e+00 0.000e+00 4.000e+00]\n", " nit: 0\n", " lower: residual: [ 0.000e+00 6.000e+00 0.000e+00 4.000e+00]\n", " marginals: [ 1.000e+00 0.000e+00 4.000e+00 0.000e+00]\n", " upper: residual: [ inf inf inf inf]\n", " marginals: [ 0.000e+00 0.000e+00 0.000e+00 0.000e+00]\n", " eqlin: residual: [ 0.000e+00 0.000e+00]\n", " marginals: [ 2.000e+00 1.000e+00]\n", " ineqlin: residual: []\n", " marginals: []\n", " mip_node_count: 0\n", " mip_dual_bound: 0.0\n", " mip_gap: 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "solution" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "scipy.optimize._optimize.OptimizeResult" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(solution)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the bounds for the variables are all the same, you can afford to input a single bound:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 6., 0., 4.])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x1, x2, x3, x4 = variables = sy.symbols(['x1', 'x2', 'x3', 'x4'])\n", "obj = Function(3*x1 + 9*x3 + x2 + x4, variables=variables)\n", "eq1 = Relation(x1 + 2*x3 + x4 - 4, variables=variables)\n", "eq2 = Relation(x2 + x3 - x4 - 2, variables=variables)\n", "bounds = (0, None)\n", "lpp = LPP(obj, [eq1, eq2], variables=variables, bounds=bounds)\n", "lpp.solve().x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furthermore, if all the bounds are in the form $\\geq$, you can omit the arguments for the parameter `bounds`, since it is the default value." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 6., 0., 4.])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables = sy.symbols(['x1', 'x2', 'x3', 'x4'])\n", "obj = Function(\"3*x1 + 9*x3 + x2 + x4\", variables=variables)\n", "eq1 = Relation(\"x1 + 2*x3 + x4 = 4\", variables=variables)\n", "eq2 = Relation(\"x2 + x3 - x4 = 2\", variables=variables)\n", "lpp = LPP(obj, [eq1, eq2], variables=variables)\n", "lpp.solve().x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2d example with `matplotlib`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the following problem:\n", "\n", "$$\n", "\\begin{aligned}\n", " & \\text{minimize}& \\quad x_1 + x_2 &\\\\\n", " & \\text{subject to} & & \\\\\n", " & & x_1 &\\geq 1, \\\\\n", " & & x_2 &\\geq 1, \\\\\n", " & & x_1 + x_2 &\\leq 4, \\\\\n", " & & x_i &\\geq 0, \\qquad i=1, 2.\n", "\\end{aligned}\n", "$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up the problem is as follows." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The optimal solution is x1 = 1.0, x2 = 1.0.\n" ] } ], "source": [ "variables = sy.symbols(['x1', 'x2'])\n", "f = Function(\"x1 + x2\", variables=variables)\n", "ieq1 = Relation(\"x1 >= 1\", variables=variables)\n", "ieq2 = Relation(\"x2 >= 1\", variables=variables)\n", "ieq3 = Relation(\"x1 + x2 <= 4\", variables=variables)\n", "bounds = [(0, None), (0, None)] # x1 >= 0, x2 >= 0\n", "lpp = LPP(f, [ieq1, ieq2, ieq3], variables=variables, bounds=bounds)\n", "x = lpp.solve().x\n", "print(\"The optimal solution is x1 = {0}, x2 = {1}.\".format(x[0], x[1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plotting with `Matplotlib`, with the feasible side of inequalities visualized by hatching, the ticks being on the infeasible side." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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8OU2aNGHfvn0UKVIkW84lZL/nz5/j7OzMyZMnKVGihG5RpWCYtFotw4YN45dffkGpVLJhwwb69esnd6w8S0yYzEZr13owdOg9QMvFizWpV28ryckauWMZlDcnSqZvEWV2aNiwIWFhYRQrVozjx4/j7OzMy5cvZckiZF6xYsUICQmhcePGPH36FHt7e86ePSt3LEFPSqWSVatWMXToULRaLQMHDmTTpk1yxxIyQJSH16xe7c6wYfcBLZcu1aJu3W2iQGRQbioQDRo0IDw8nOLFi/PHH3/o1kIIhqlo0aKEhITw8ccf6xZTnjlzRu5Ygp6USiU///wzw4YN0xWIjRs3yh1LSCdRHv7j55/dGDHiAaDh8uWa1KkjrkBkVG4qEPXr1yc8PJwSJUrodmOIAmG4ihQpQnBwME2aNNEViNOnT8sdS9CTUqlkxYoVDB8+HEmSGDRoEBs2bJA7lpAOojy8xYoVnRk58iGg4cqVWtSuLa5AZFRuKhD16tXTFYiTJ0/q1kIIhim1QDRt2pTnz5/j6OjIqVOn5I4l6EmpVPLTTz8xcuRIJEli8ODBrFu3Tu5YwgeI8vAOP/3UmVGjHgEa/vqrJjVrbiMpSRSIjMhNBaJu3bpERERQsmRJTp06haOjI8+ePZMli5B5hQsXZt++fTRr1owXL17g5OTEyZMn5Y4l6EmpVLJ8+XJGjRqFJEkMGTKEtWvXyh1LeA9RHt7jxx878fnnjwEN167VpGbNrSQmyvPNz1C9eVfNn2XLUqdOHSIiIihVqhRnzpzByclJFAgDllogmjdvrisQJ06ckDuWoCeFQsGyZcv4/PPPdQVizZo1cscS3kFs1UyHceMCWLq0BGBE2bK3mDGjBSpVyjbO9E6fTHss5bhKpWDMmFI5/vXI4fVtnKmyc6vm+1y8eBEHBwcePXpE/fr1CQ0NpUSJEjmeQ8gaUVFRdOjQgcOHD1OkSBHdrgzBMEmSxLhx4/jhhx8AdIsqBf2JOQ8ylQeACRMC+P77lAKRVUxMFCQkNMyy95ODNvoxCoti7x1JnUrz4ALx6iWgTbl6I1d5ALh06RL29vY8evSIevXqERYWJgqEAYuOjsbV1ZVDhw5RuHBh3aJKwTBJksT48eNZunQpACtXrmT48OEypzJcojzIWB4AvvgikO++KwkoMTePxsGhHCqV8r3TJ9P+WtrjxsYK1q+vJNeXk2nal/eIC1uAqkQVTFu9/54WqZLvniZhf8q/KOQsDwCXL1/G3t6ehw8fUrduXcLCwihZsqRseYTMeb1AWFpa6hZVCoZJkiS++OILvv/+ewDdokoh40R5kLk8AEyaFMiiRcUBIypWvMjly70wMzOWNZNc0kyULN8gXQUipyZMpteVK1ewt7fnwYMH1KlTh7CwMEqVyh8fJeVFMTExuLq6cvDgQSwtLXWLKgXDJEkSEydO5LvvvgNg+fLlfPbZZzKnMjxiwmQusHBhB7788jmQzK1btahefQfx8UkffF1epCpbG9O2Y1IWQ949Q8Ih+XZT6Kt69eqo1WrKlSvH+fPncXBw4PHjx3LHEvRUsGBBAgICaNOmDVFRUTg7O3PkyBG5Ywl6UigULFq0iIkTJwIwatQofvzxR5lTCSDKg17mz3dh8uSXQDK3b9ekWrX8WyCMytYx+AJRrVo11Go1VlZWXLhwQbcWQjBMqQXCzs6O6OhonJ2d+f333+WOJehJoVCwYMECJk2aBMDnn3/OsmXLZE4liPKgJy8vZ/73v5dAEnfu1KRq1R28epUodyxZ5IUCUbVqVdRqNeXLl+fixYu6tRCCYSpQoAB+fn7Y29sTExODi4sLhw4dkjuWoCeFQsH8+fP56quvABgzZoxuMaUgD1EeMmHuXGemTo0Ckrh7tybVqnmLAmHABcLW1lZXIFJ3Yzx48EDuWIKeUguEg4ODKBB5gEKhwMvLiylTpgAwbtw4lixZIm+ofEyUh0yaPbsd06ZFAYncu1eTqlVFgTDkAmFjY4Narcba2lq3G0MUCMNlYWGBr68vTk5OxMbG4uLiwoEDB+SOJehJoVAwd+5cvv76awDGjx+v240h5CxRHrLAN9+0Y8aMWCCR+/drYmu7k5iYeLljySIvFYgKFSpw5coV7OzsuH//vtyxBD1ZWFiwd+9e2rVrR2xsLK6uruzfv1/uWIKeFAoFs2fPZurUqQBMmDCBxYsXy5wq/xFbNbPQN9+EMWNGAcAES8tH9O9fE2NjI1J/i9NOmOSfY9IHj5csaYSXl5U8X5Sekh+cT5nn8J9tnLltq+b73LhxAzs7O27fvk3VqlWJiIjAysqw/jsI/4qLi8PDw4Pg4GAsLCzw9/fHzs5O7liCniRJYubMmXzzzTcAaRZVCmmJOQ+5vDwAzJkTzrRp5kDWfVOsXNmE69frZNn75ZS3FQgkjcGUB0gpEPb29ty6dQtbW1siIiIoX7683LEEPcXHx+Ph4cG+ffswNzfH398fe3t7uWMJmTBz5kxmzZoFwPz58/nyyy9lTpT7iPJgAOUBYO7ccKZOLQgYYWHxjOHDq2FunjI8Kb3TJ18/XqSIis8+M8zJh/8tECbNhhK3czRgGOUB4ObNm9jb23Pz5k1sbGyIiIjA2tpa7liCnuLj4+natSuBgYGYm5vrFlUKhmvWrFnMnDkTAC8vLyZPnixvoFxGlAcDKQ8AXl4R/O9/ZoAppUtf4a+/PLC0NJc7lixeLxDKcnXR3j8HGE55ALh16xb29vbcuHGDKlWq6BZVCoYpPj6ebt26ERAQgJmZGX5+fjg6OsodS8iE2bNnM336dADmzp3L//73P5kT5R5iwqQBmTLFHi+vBCCBR4+qU7XqbqKi4uSOJYvXF1GmFgdDU7FiRdRqNVWqVOH69eu6tRCCYTIzM+O3336jY8eOxMfH06lTJ0JDQ+WOJWTCtGnTmDNnDgBff/01c+fOlTlR3ibKQzaaPNmOBQsSgXgeP66Ore1uXr58JXesLKWNfpyu3RS6AqHMuruS5rQKFSqgVquxsbHh+vXrtG3blps3b8odS9CTqakpPj4+dO7cmfj4eDp37kxwcLDcsYRM+Prrr/n2228BmDp1KrNnz5Y5Ud4lykM2mzSpLYsWJQPxPHlSnapV9+aZAqGNvEdc8FwSDv2U7gJh0tqwb2pjbW2tKxA3b97Ezs5OFAgDZmpqire3N25ubsTHx+Pm5sa+ffvkjiVkwpQpU/Dy8gJg+vTput0YQtYS5SEHfPFFGxYvTikQT59Ww9Y2bxQI6dVLSHyF5u7p9BeIMrWyP1g2K1++PGq1GltbW27dukXbtm25ceOG3LEEPaUWCHd3dxISEnB3dycoKEjuWEImTJ48mfnz5wMwY8YM3WJKIeuI8pBDJkxow/ffa4A4nj1LKRDPn8fKHStTVGVrY2o3FpRGGSoQeUFqgahatSq3b9/Gzs6O69evyx1L0JOJiQk7duzAw8NDVyACAwPljiVkwpdffsnChQuBlN0YM2bMwAD2BxgMUR5y0LhxrVmyRCK1QFSt6sezZ4ZdIIzK1sm3BcLKygq1Wk21atVEgcgDUgtE165dSUxMxMPDA39/f7ljCZkwceJEFi1aBMA333wjCkQWEls1ZbBs2SHGjAGwwMQkihYtymBsrErX9MnUYym/nvZ4gwYWrFxZQZavKfnBeRLUS0GbjKp8Q0xbfYZC9ebiSEOaMJle9+/fx8HBgStXruiuSNjY2MgdS9BTUlISnp6e+Pj4YGJigo+PD506dZI7lpAJ3333HV988QWQsqhy9uzZKFIH6uQDss95WLFiBStWrNAtEKtduzbTp0+nQ4cOb33++vXrGTx4cJpjpqamxMdn7L4Pea08ACxf/jujR0uARZa9Z6tWBTh4sHqWvV9GpadA5MXyAPDgwQMcHBy4fPky5cuXJyIiAltbW7ljCXpKSkqiT58+7Ny5E2NjY92uDMFwLVmyhPHjxwMpiyrnzp2bbwpEdnwPzdC+ufLlyzNv3jyqVq2KJEls2LABd3d3Tp8+Te3atd/6GktLS65cuaL7eX75j/Uho0a1RKE4zKhRCYApFhYPWbSoPoULpwySen3aZOr0ybcdf/1Y8eLyboM0KlsH7MaSoF6q+wjjXVcg8pqyZcsSERGBvb09ly9fxs7OTreoUjA8xsbGbNmyBaVSyY4dO+jWrRs7d+7Ezc1N7miCnsaNG4dSqWTs2LF4eXmh1Wrx8vIS35P0JWVS0aJFpTVr1rz119atWycVLlw4s6eQIiMjJUCKjIzM9HvlNitXHpbggAQnpSJFtkuPHkXJHSnTku6fk2K2DJViNg+S4tRLJW1yku7XtEnxUszmQVLM5kGSNilexpTZ4+HDh1KtWrUkQCpXrpx05coVuSMJmZCUlCT17t1bAiRjY2Np165dckcSMumHH36QAAmQJk2aJGm1WrkjZbvs+B6q94JJjUbDtm3biI2NpXnz5u98XkxMDBUrVsTa2hp3d3cuXLjwwfdOSEggKioqzSOvGj68OT//bAzE8vKlLdWqBfHoUbTcsTIlPy+iLF26NOHh4dSuXZv79+9jZ2eX5sqbYFiMjIzYtGkTnp6eJCUl0aNHD3bt2iV3LCETPv/8c3788UcAFi5cyJdffikWUeohw+Xh3LlzFCxYEFNTU0aMGMGuXbuoVevte/erV6/O2rVr2bNnD5s3b0ar1dKiRQvu3r373nN4eXlRuHBh3SOv30Ng2LBmrF5tAsQQGWlDtWpBPHxo2IVJFIhw6tSpw4MHD7C3txcFwoAZGRmxceNG+vTpQ3JyMj179sTHx0fuWEImjBo1iuXLlwOwaNEiJk6cKApERmX0UkVCQoJ09epV6cSJE9LkyZOlEiVKSBcuXEjXaxMTEyUbGxtp6tSp731efHy8FBkZqXvcuXMnz35s8bo1a45JsF+Ck5Kl5Q7p3r2XckfKtP9+hKGJj8nTH1u87vHjx1LdunUlQCpTpox06dIluSMJmZCUlCT17dtXAiSVSiV5e3vLHUnIpBUrVug+whg/fnye/QgjV3xsYWJigq2tLR999BFeXl7Ur1+fpUuXpuu1xsbGNGzYkGvXrr33eaamplhaWqZ55AdDhjRh7VozIIaoKBtq1Ajm/v1IuWNlyhtXIA6vkjtSjilZsiRhYWHUrVuXhw8fYmdnx8WLF+WOJejJyMiIDRs20L9/fzQaDb1798bb21vuWEImjBgxgpUrVwLw/fffM378eHEFIp0yPSRKq9WSkJCQrudqNBrOnTtH2bJlM3vaPGvw4CasX28BxBAdbUONGiHcvftS7liZ8nqB0N7/U+44OapkyZKEh4dTv359Hj16hL29fbrW/Qi5k0qlYt26dQwYMACNRoOnpyc7duyQO5aQCcOHD+fnn38GYOnSpUyePFnmRIYhQ+VhypQpHDhwgJs3b3Lu3DmmTJmCWq2mb9++AAwYMIApU6bonv/NN98QHBzM9evXOXXqFP369ePWrVsMHTo0a7+KPGbgwMZs3FgAhSKa6Ogq1KwZmmsLhDbmSfrvqmk3FhSqHEiVu5QoUYKwsDAaNGjA48ePRYEwcCqVirVr1zJo0CA0Gg19+vRh+/btcscSMmHYsGGsXr2aQoUKpWsg2P79+zl79mwOJMu9MrQB//HjxwwYMIAHDx5QuHBh6tWrx759+2jXrh0At2/fRqn8t4+8ePGCTz/9lIcPH1K0aFE++ugjDh8+/M4FlsK/+vf/CKXyFP37RxETU4UKFf6iVCkTlErVe6dMvnnszePduxdh3bpKmc6ojbxHfOgClCVsMW018oPzHIzK1kFqM4rE/T9k+tyGpnjx4oSGhtKuXTtOnz6Nvb29blGlYHhUKhVr1qxBoVCwbt06+vTpg1arxdPTU+5ogp6GDh2Ku7s7JUuW/OBzQ0NDWbRoEUeOHKFBgwbZHy4XEuOpc7ktW07Rr18UkpR1X3evXkXZtq1ypt9H8+AC8eol/0yUbJSuApFXJ0ym1/Pnz3FycuL06dOUKFGC8PBw6tatK3csQU9arZZPP/2UtWvXolQq2bRpE3369JE7lpADpk+fzqJFizh48CAfffSR3HHeS/YJk0LO69OnEUrlafr0iUaSCmJufo+dOxtjZVX4g9MnU3+c9tcUFCyYNfdDU5WtjWnbMSTs/wHN3VMkHFqRrgKRnxUrVozQ0FCcnZ05efKk7gpEvXr15I4m6EGpVLJ69WqUSiVr1qyhf//+aLVa+vXrJ3c0IRtptVq++eYblEolrVu35siRI9SvX1/uWDlKXHkwEDt2nKF37xdIUmEsLG5y/nwbKlcuIXcsAJLvnyNh/w/pugKR3688pHrx4gXOzs6cOHGC4sWLExYWlu/+8slLtFotI0aM0BWJ9evX079/f7ljCdlAkiQUCgXJyck8ffqUpk2botFoOHz4MBUqyHNjwg/Jju+h4pbcBqJnzwZs21YUhSKSV68qUafOAW7ceCp3LACMytXFtO2Yf7ZjplyByC8DofRVtGhRQkJC+Pjjj3n27BmOjo6cOXNG7liCnpRKJStXrmT48OFotVoGDhzIhg0b5I4lZIH//vv65cuXnDt3jq5du2JnZwfAoEGD8vQk5LcR5cGA9OzZgB07iqFQvOTVq0rUrn2Qv/9+IncsQBQIfRQpUoTg4GCaNGmiKxCnT5+WO5agJ6VSyU8//cSIESOQJInBgwezfv16uWMJmZR646yEhAS2b9/OgAEDaNWqFc+fP2fIkCGcPXuWOXPm5LvFz6I8GJju3euzc2cJFIqXxMVVpG7dQ6JAGLDUAtG0aVOeP3+Oo6Mjp06dkjuWoKfUAvHZZ58hSRKffPIJa9eulTuWoCdJknj27BnffvstHTt2xNPTE0tLSxYvXsyhQ4eYOHEiRYoUQaPRyB01x4nyYIC6dq2Hj8/rBeJ3rl59LHcsQBQIfRQuXJjg4GCaNWvGixcvcHR05OTJk3LHEvSkUCj48ccfGTVqFJIkMXToUH755Re5Ywl6iIuLw8XFhQULFmBlZcWRI0fYtGnTG7OKVKr8N79GlAcD1aVLPXbtKolC8YK4uArUq3eYK1ceyR0LEAVCH5aWluzbt4/mzZvz8uVLnJycOHHihNyxBD0pFAqWLVvG559/risQq1evljuWkEEWFhbs3LmTK1eu8PPPP9O0adM0v576kQakLJp9XXx8PImJiTmSUw5it4WB27v3PF26PESrLYaZ2R0OHmyCrW3JNEOi4N9hUR86/u8xKFRISdGi+m+7fNsuDCSN2G3xHtHR0XTo0IHff/+dwoUL6xZVCoZJkiTGjx+vu//Pzz//zLBhw2ROJegr9dtlamnQarUolUo0Go3u6sPmzZs5cuQIR48excbGhi+++OKN0pHTsuN7qCgPeYCf3wXc3R+g1RbL0vedMKEUixeXz9R7/LdAmDT7hLidowFRHt4lOjoaV1dXDh06pPtIo0mTJnLHEvQkSRITJkxgyZIlAKxYsYIRI0bIG0rQS+o2zXv37mFlZQVAcnIyRkYp/8gaO3Yse/fupV69etSpU4eoqCjWr1+PWq2WdZCU2KopvFWnTrXx9S2HUvki3a9RKECpTHmoVGBkBMbGCkxMUh6mpgqMjBQffqMPeOMjjMPi0u2HFCpUiMDAQFq3bk1kZCTt2rXj2LFjcscS9KRQKPjuu++YMGECACNHjuSnn36SOZWgD4VCwYULF3Bzc+P7779HkiRdcRgxYgRr165lypQprF69mrlz57Js2TI6duyYJ+++KkYB5hGurrXw84NOne6j1RbD1PQux483pnbtsv+ZMpn5QpBRRuXqwj+TKLX38/fNZNKrYMGCBAQE0LFjRw4cOICzszP79u2jWbNmckcT9KBQKFi0aBEKhYLFixfrFlOOGjVK7mhCBhUrVgwrKyuKFi2q+/vUy8sLHx8fli1bRs+ePbGwsNA9/9mzZyQn5701X+LKQx7SoUMtAgLKo1Q+IyGhPE2anODSpQcolQqUSkW2FId031Uz9QpEPryrpr5SC4SdnR1RUVE4Oztz5MgRuWMJelIoFCxcuJBJkyYBMHr0aJYvXy5zKiGjypYty9atWxk0aBAAd+/eJTAwkGHDhuHm5pamOBw7doxHjx7RsWNHmdJmH1Ee8pj27WsQFFQBpfIpCQnl+eijk/z5571sOZc28j7x++aQ8Hv6dlMYlauLSevPsiVLXlWgQAH8/Pywt7cnOjoaZ2dnfv/9d7ljCXpSKBTMnz+fr776CkgpEMuWLZM5lZBRBQoU0P345s2bHD16FDc3N4oV+3fd2Y0bN9i0aRMqlSpP3nlTlIc8qF276gQHV0KlekpiohUff3yKM2fuZvl5pFcvkBJfoblzKv0FomztLM+R16UWCAcHB2JiYnBxceHQoUNyxxL0pFAo8PLyYvLkyQCMGTNGtxtDMDwqlYo6depQufK/dyq+ePEiS5cuZcuWLUyZMoWGDRvKmDB7iPKQRzk6VktTIJo2PZPlBSL1rpoojTJUIISMs7CwwNfXF0dHR12BOHjwoNyxBD0pFAq+/fZb/ve//wEwbtw4vv/+e5lTCfqoWrUqz58/Z9q0aZw5c4a1a9cybdo0du3axdKlS+nZs6fcEbOFKA95mINDNUJCKqNSPSExsRxNmpzh1Kk7WXqONLspRIHIVhYWFuzduxcnJydiY2Pp0KEDBw4ckDuWoCeFQsGcOXOYOnUqABMmTOC7776TOZWQUSVKlCA0NJTff/+d/v37M27cOCwsLFi5cmWevrOqmPOQD+zffw1Hx2toNKUwNn7AkSP1+Ogj6yw9R5p5DtaNMG359ttyi1tyZ15cXBzu7u6EhIRgYWFBQEAAbdu2lTuWoCdJkpgxYwazZ88GYOHChUycOFHmVEJGRUdH8+zZM4yNjSlZsiQmJiZyR9IRQ6JEedDbgQPXcHBILRAPWbGiOjVqlH5t4uSHp0++/tx/fx1q1jSjcmXTdBUIUR6yRlxcHB4eHgQHB2NhYYG/v7/u9sCCYZo5cyazZs0CYMGCBbpdGYKQWaI8iPKQKYcO/Y2d3VU0mlJZ+r6LF1sxYUJp4MNXIER5yDrx8fF06dKFoKAgzM3NdYsqBcM1a9YsZs6cCcC8efN0uzIEITOy43uoGBKVj7RqZcP+/Qratv0bjaY4kIy1tQnm5sb/DJD6d4jUvz/ntSFTirceL1Xq3z9Grw+ESl0D8a6PMITMMTMzY9euXXTr1o2AgAA6deqkW1QpGKYZM2agUCiYMWMGkydPRpIk3a4MwbDFx8ezePFiJk6ciKmp4f+jSVx5yIeOHLlBmzaXSU4ujZHRQw4cqEnz5pU//MIMeNcVCHHlIeslJCTQtWtXAgICMDMzw9fXFycnJ7ljCZkwZ84cpk2bBsDcuXN1uzIEw9W9e3d8fHzo1KkTO3fuzNECIe5tIWSJ5s0rc+BADYyMHpKcXIY2bS7z++/Xs/QcYhdGzjE1NeW3336jY8eOxMfH07lzZ0JCQuSOJWTC1KlTmTNnDgBff/217seC4RoxYgRmZmb4+fnRtWtX4uPj5Y6UKaI85FPNm1fm0KFa/xSI0tjZXeHQob+z9ByiQOQcU1NTfHx86Ny5s65ABAcHyx1LyISvv/6ab7/9FoBp06bxzTffyJxIyAwnJyf8/PwwNzcnICDA4AuEKA/5WNOmlTh8uPZrBeJq9heII+KumtnF1NQUb29v3NzcSEhIwM3NjX379skdS8iEKVOmMG/ePCBlPUTqYkrBMDk6OuLv74+5uTmBgYF06dLFYAuEKA/53McfV+TIkToYGz9AoymFnd1VDhy4lqXneL1AaO+Ju2pmp9QC4eHhQUJCAu7u7gQGBsodS8iEr776ivnz5wMpuzFmzJiBASxVE97B3t6egIAALCwsCAoKwsPDwyALhCgPAo0bV+Dw4bq6AuHgcA21+mq6XquNeYqkFXfVzE1MTEzYvn07Xbp0ISEhAQ8PDwICAuSOJWTCl19+ycKFCwH45ptvRIEwcHZ2droCsW/fPtzd3YmLi5M7VoaI8iAAKQXi6NF6GBvfR6MphZPTdcLD/3rva7SRD4jfN5uEQyvSXSDEXTVzRmqB6Nq1K4mJiXTp0gU/Pz+5YwmZMHHiRBYvXgzA7NmzmT59uigQBqxt27YEBgZSoEABgoODcXNz49WrV3LHSjexVVNI48yZuzRteobExHIolc8ZO7YM1auXfmPKJEDyy/skXVUjabUoilijqtwShUL1zmmVnTsXprqtQmzVzEFJSUl4enri4+ODsbGxblGlYLi+//57JkyYAKSsiZg7d65uPotgeA4ePEiHDh2IjY3F0dGRvXv3YmFhkaXnEBMmRXnIEX/+eY+PPz5FYqJVlr7vtm2V6NmtgCgPOSwpKYk+ffqwc+dOjI2N2blzJ25ubnLHEjJh6dKljBs3DoDJkyfz7bffigJhwA4dOkSHDh2IiYnBwcEBX1/fLC0QYsKkkCPq1bPixAkFH330J0lJpYBEWrQwp3Tpgm+fMhkfiebxXyiQUBYoilGpqiiUCt1zIeV5lSqJoiAHY2NjtmzZgkqlYvv27XTv3p0dO3bg4eEhdzRBT2PHjkWhUDB27FjmzZuHVqtl3rx5okAYqFatWrFv3z5cXFwIDw/XTYstUKCA3NHeSVx5EN7p/Pn7NG58goSE8iiVzwgIsKZ9+xpvfe4bEyVbjUShFHfVzE2Sk5Pp378/27Ztw8jIiB07dtClSxe5YwmZ8OOPP/L5558DMGnSJObPny8KhAE7cuQI7du3Jzo6mrZt2+Ln50fBggUz/b5iwqSQo+rUKcfJkx9janoXrbY4rq53CAy89NbnvjHPIZ2LKIWcY2RkxKZNm+jTpw/Jycn07NmT3377Te5YQiaMHj2aH3/8EUi5lfekSZPEIkoD1rx5c4KDg7G0tGT//v24uroSExMjd6y3EuVBeK/atcty6lQTTE3voNUWp1OnewQEXHzrc0WByP2MjIzYsGEDffv21RUIHx8fuWMJmTBq1Ch++uknAN2Nl0SBMFzNmjXTFYiDBw/m2gIhyoPwQbVqleHMmWaYmd1Bqy1G58738fO78NbnigKR+6UWiP79+6PRaOjVqxc7d+6UO5aQCSNHjmTFihUAfPfdd0yYMEEUCAPWtGnTNAWiQ4cOREdHyx0rDVEehHSpUaN0mgLh7v6AvXvPv/W5okDkfiqVinXr1ukKRO/evfH29pY7lpAJI0aM4OeffwZgyZIljB8/XhQIA9a0aVNCQkIoXLiwbjdGbioQojwI6Va9emnOnm2OmdlttNpieHg8EgXCgKUWiIEDB6LRaPD09GT79u1yxxIyYdiwYaxatQpI2c45duxYUSAMWJMmTQgNDaVIkSL8/vvvuLi4EBUVJXcsQJQHIYOqVSvFn3+2wNz8NpJUFA+Px+zefe6tzxUFIvdTqVT88ssvDBo0CI1GQ9++fdm2bZvcsYRM+PTTT1mzZg0KhYJly5bx+eefiwJhwBo3bkxoaChFixbl8OHDuaZAiK2agl7+/vsJdeseIi6uIgpFNB06WGJjU+K1yZL/TpnUxj4n+f45JK0EFsWRYp8DoKzcEhQq3fMh5flff12GqlXN5Pzy8h2tVsunn37K2rVrUSqVul0ZguFau3YtQ4cORZIkRo4cyY8//ohSKf69aKhOnTqFk5MTL168oGnTpuzbt4/ChQun67ViwqQoD7nK9etPqVv3IK9eVczS9z14sBqtWmV+b7OQMVqtlmHDhvHLL7+gVCrZuHEjffv2lTuWkAnr1q1jyJAhSJLEiBEjWL58uSgQBuz06dM4OTnx/PnzDBUIMWFSyFWqVCnB+eN1qdX4CvHxZYF4unY1o3btMq9NoPx3yqQU/QjNzSMoFFoUgHE9d5Qqo7TTKoFKlUzk+pLyNaVSyapVq1AoFKxZs4YBAwYgSRL9+vWTO5qgp8GDB6NUKhk8eDArV65Eq9WyYsUKUSAMVMOGDQkLC8PR0ZFjx47h7OzMvn37KFKkSI5nEVceBL1pIx8QHzqfZ6oq1OxXntjYSigUkWzdWpRevRq89TVJd06ReGAZICZM5lZarZaRI0fqisT69esZMGCA3LGETNi4cSODBg1CkiQ+/fRTVq5cKQqEATt79iyOjo48e/aMxo0bExwcTNGiRd/5fDFhUshVtK+eISXGUiz2NJc236VAgZtIUmE8PV+ybdvpt77GqGztHE4pZJRSqWTFihWMGDECSZIYNGgQGzZskDuWkAkDBgxg48aNKJVKVq9ezbBhw9BqtXLHEvRUv359wsPDKVGiBCdOnKBdu3a8ePEiRzOI8iDozahsHUzbfA5KI4rFnubyr3cpWPAGkmRJnz6RbNlySu6Igp6USiXLly9n5MiRSJLE4MGDWbdundyxhEzo16+frkD88ssvfPrpp6JAGLB69erpCsTJkyd1ayFyiigPQqYYWdXTFYiiMae5tPkehQpeR5Is6dcvil9/FQXCUKUWiFGjRiFJEkOGDGHt2rVyxxIyoW/fvmzevBmlUqnbjSEKhOGqW7cuERERlCxZUrcbI6cKhCgPQqb9t0Bc/vU+hQqlFIj+/aPZuPGE3BEFPaXOChg9erSuQKxZs0buWEImeHp66m7RnrobQ6PRyB1L0FOdOnWIiIigVKlSnD59WrcWIruJ8iBkidcLROHo01zefB/LQteRpEIMHBjLhg1/yB1R0JNCoeCHH35gzJgxQMoQotWrV8ucSsiMXr166QrE+vXr+eSTT0SBMGC1a9cmIiKC0qVLc+bMGRwdHXn69Gm2njND5WHFihXUq1cPS0tLLC0tad68OYGBge99jbe3NzVq1MDMzIy6desSEBCQqcBC7vVGgfj1PpaW14FCDBoUx7p1x+WOKOhJoVCwZMkSxo4dC6QdgywYpp49e7J161ZUKhUbN25k8ODBokAYsFq1aukKROpujOwsEBnaqunr64tKpaJq1apIksSGDRtYuHAhp0+fpnbtN1fRHz58mDZt2uDl5UWnTp3YsmUL8+fP59SpU9SpUyfdIcVWTcOSfO9PEg4sA20yUZYNqdmvLJFRNkACNWoYUUp5H0lSoCpVDQnlW6dSAm89/vqv791bhXLlxEyInCRJEl988QXff/89gG5XhmC4fHx86N27N8nJyfTt25cNGzagUqnkjiXo6fLly9jb2/Pw4UPq1q1LWFgYpqamuW/CZLFixVi4cCFDhgx549d69epFbGwsfn5+umPNmjWjQYMGrFy5Mt3nEOXB8LxeIKKLNKBG33JERtpk6TmuX69N5cpiTkROkySJSZMmsXjxYgCWL1/OZ599JnMqITN+++03evXqRXJyMp6enmzcuBEjIzFD0FBduXIFe3t7Hjx4QJ06ddi9eze2tra5Y8KkRqPB29ub2NhYmjdv/tbnHDlyhAkTJqQ51r59e3bv3q3vaQUDYWRVD9p8TsKBZRR6eYbLv0K13iZEx1hjZpzMRLcT1O7aHaWR8RsTJl+fTPm+46VLG8v3BeZjCoWChQsXolAoWLRokW43xqhRo+SOJuipa9eu7NixQ/dRhiRJbNq0SRQIA1W9enXUajX29vacP3+eTp06Zfk5Mvwn49y5czRv3pz4+HgKFizIrl27qFWr1luf+/DhQ0qXLp3mWOnSpXn48OF7z5GQkEBCQoLu56l3EHv8+LG48mBA/lsgrm1TULN/As9f2LLEvxGLHa8wbGRruWMKelAoFCxYsAClUsmCBQsYPXo0Wq2Wzz//XO5ogp66dOmCt7c3PXr0YNu2bWi1Wn799VdRIAxUtWrVdAUiNjY2y98/w7stqlevzpkzZzh27BgjR45k4MCBXLx4MUtDeXl5UbhwYd3D2toagI4dO36weAi5y+uLKAu8PM2lDfdoU+sOMfEmjPhMwYoVR+SOKOhJoVAwb948Jk+eDMCYMWP44YcfZE4lZIaHhwc7d+7E2NiYHTt20KdPH5KSkuSOJeipatWqqNVq/P39s/y9M1weTExMsLW15aOPPsLLy4v69euzdOnStz63TJkyPHr0KM2xR48eUaZMmfeeY8qUKURGRuoed+7cAeCvv/7SfY4jGI40BSLqT3Z+4UfbWneQsOCzzzQsX35Y7oiCnhQKBd9++y1TpkwBYOzYsSxZskTeUEKmuLu74+Pjg7GxMd7e3qJAGDhbW1sqVszaOx9DFsx50Gq1aT5ieF3z5s0JCwtLcywkJOSdayRSmZqa6raDpj4ArKysdCtJRYHIHbQxT5G0yR98nq5AKFRYmCbj/YUfxYtfBSwYPVrLsmW/Z39YIVsoFArmzp3L//73PwDGjx+v240hGKbOnTvz22+/YWJiws6dO/H09BQFQkhLyoDJkydL+/fvl27cuCH9+eef0uTJkyWFQiEFBwdLkiRJ/fv3lyZPnqx7/u+//y4ZGRlJixYtki5duiTNmDFDMjY2ls6dO5eR00qRkZESIJ05c0aqUKGCBEjVqlWT7t27l6H3EbKWJvK+FLtzrBS3f5mk1SSl6zWJt05IMZsHSTGbB0lPHz2TihXbKsFJCQ5KS5YczObEQnbSarXS1KlTJUACpEWLFskdScgkf39/ycTERAKkrl27SomJiXJHEvSQ+j00MjIyy94zQ1ceHj9+zIABA6hevTqOjo788ccf7Nu3j3bt2gFw+/btNFcEWrRowZYtW1i1ahX169dn586d7N69O0MzHl5XuXJl1Go1FStW5K+//sLOzo579+7p9V5C5mljniIlxqK5c5KEQyvTdwWi3L//7YsVK8DVq50pXvwvwIJx4xQsWXIwGxML2UmhUPDNN98wffp0ACZOnMjChQtlTiVkhqurK7t378bU1FS3nTMxMVHuWEIukOk5Dznhv3Mebt68iZ2dHbdu3cLW1paIiAjKly8vd8x86fV5DirrjzBtNQKF8t2rs6XkBF5tTxkqZNFrJQojU168eEXVqnt59qwaEM/ixclMmNAmh74CITvMnDmTWbNmATBv3jy++uormRMJmREUFISHhwcJCQm4u7uzY8cOTEzEgDZDkR2zkgyyPADcunULOzs7bt68iY2NDREREbpdGULOykiBeFt5AHj5MqVAPH1aDUimQAElFhYpfzm9bcrk247/e+zf4wBRUQ0wNlZk29cvvN0333zDjBkzgJQdVKm7MgTDtG/fPtzd3UlISKBz5854e3tjaiqGtBmC7CgPBntjrIoVK6JWq6lcuTJ///03dnZ23L59W+5Y+dLruyky8hHG64oUseDqVTdKlrwCGBEbq+TJk2SePEnm6dNknj3T8Py5hhcvNLx8mfKIjNQQFaUlOlpLTEzKIzZWy6tXWuLiJOLjUx4G0I/zpOnTpzN79mwgZQeVl5eXzImEzGjfvj179+7FzMwMX19funfv/s7F8kLeZ7BXHlLdvn0be3t7rl+/rlsTUaFCBZmS5m/puQLxrisPqaKi4qhSxY9nz2yARMaNS2Lo0MYAr02cTDt98t8JlG8eVygUWFsbo1CIKw9ymTt3LlOnTgVgzpw5fP311zInEjIjJCQENzc34uPjcXV15bfffhNXIHI58bHFO77wO3fuYG9vz99//03lypWJiIjIln2twod9qEB8qDxASoGoWnU3jx9XBxL49tt4pkyxz6kvQcgGXl5euq2cs2fP1pUJwTCFhYXRuXNn4uLicHV1xcfHBzMzM7ljCe8gPrZ4B2tra9RqNTY2Nty4cUO3FkLIeVnxEYalpTlXr3pQuvQVwJT//c+MuXPDsyewkCOmTJnCvHnzAJg2bRrffPONzImEzHB0dMTPzw9zc3MCAgLo0qUL8fHxcscSclCeKA8A5cuXR61WY2try71797h06dIHX/Po0SOePHmSA+nyl6wqENeudaFMmcuAKVOnmjNnjigQhuyrr75i/vz5AMyYMYOZM2fKG0jIFAcHB/z9/TE3N9ftxhAFIv/IM+UB/i0Qe/fupUOHDu99blRUFGvWrKFr166cP38+hxLmH1lRIAoWNOPq1a6ULZtSIKZNs2DWrNDsCSzkiC+//JIFCxYAMGvWLGbMmCEWtBowe3t7AgICsLCw0O3GiIuLkzuWkAPyVHmAlBHWLi4uH3yepaUlvXv3pkmTJrRt25azZ8/mQLr8JasKxLVr3SlX7jJgwsyZBZk5UxQIQzZp0iQWLVoEoBsqJQqE4bKzsyMwMJACBQoQHBwsCkQ+kefKQ0bY2NiwePFihg4dyieffMLz58/ljpTnvFEgDq/J8HtYWJhw9Wp3rKxSCsSsWQWZPj0k68MKOeaLL75g8eLFwL87MESBMFxt2rTRFYiQkBA6d+7Mq1ev5I4lZKN8WR6uX7/Or7/+qvt5//79SUxMFOsfssnrBUJ774xe72FhYcJff3XHyuoSYMLs2ZZ8+WUIT58m8+RJEo8fpzwePUri4cMkHjxI4v79RO7fT+TevUTu3k3kzp1Ebt9Oedy6lcDNmwncuJHA9espPxZy1oQJE3Q30PLy8hIFwsC1bt2aoKAgChYsqNuNIQpE3vXuOcJ52MuXL+nfvz9Xrlxh6tSp7Nmzh+vXr4txq3rQxjxFYVHkvSOpIaVA0OZzEvb/AJJGr3OlFIgeVK++k7t3a7BwYVEWLvxTr/f6rxIljHjypF6WvJeQfuPGjUOhUDBu3Di8vLzQarV4eXmJuRwGqlWrVgQFBeHi4kJ4eDidOnXC19eXAgUKyB1NyGL54srDuXPn2LFjh+7njRo1YseOHXz77bd4eHgwc+ZMpk+fLu6PkUHaqAfEB88l4dDP6b4tt0mrkZk6Z8pHGD2wtr7Eu/74KhSgVIJKBUZGKQ9jYwUmJgpMTRWYmaU8zM0VWFgoKVAg5SHIY+zYsfzwww8AzJ8/n8mTJ4srEAasZcuW7Nu3j0KFChEREUGnTp2IjY2VO5aQxfLEkKj3SUpKol+/fhQvXpyffvoJrVaLUqnk+fPn2Nvbs3LlSipVqkTp0qVRKsU3kIxIvn8u5UqCNhmVdWNMWw3/4BWI9AyJSo/4+CSqV9/B7ds1gWS+/PI58+d/eKGskHstX76c0aNHAyl35FywYIG4AmHAjhw5Qvv27YmOjqZNmzb4+/tTsGBBuWPlS2JIlB6MjY2ZOXMm3t7efP3117pZ7H/++ScvX77EwsKCsmXLiuKgB6NydTFtM/qfxZAn0n0FIiuYmRlz5UpPKla8BBixYEExJk0KzJFzC9lj1KhRLF++HIBFixYxceJEcQXCgDVv3pzg4GAsLS05cOAArq6uxMTEyB1LyCL54jtmzZo1CQ0NZcuWLQwYMAAXFxcmTpxIrVq1KF68eJrnarXaND+Pj48X969/DyOr+jIXiF5UqpRSIBYtKs4XX4gCYcg+++wzVqxYAcB3333HhAkTRIEwYM2aNdMViIMHD9KhQweio6PljiVkgXxRHgDq169PWFgYjRs3xtzcHA8PD906h9TCoNFodFcgNm/ezKhRo2jZsiX9+vXj2LFjcsbP1eQsEKamRly50ovKlS8CRnz3XXEmTAjIkXML2WPEiBGsXLkSgCVLljB+/HhRIAxY06ZNCQkJoXDhwhw6dEgUiDwiz695eJ+nT59SokQJAJKTkzEySvm8fuzYsezdu5d69epRp04doqKiWL9+PWq1mo8++ijLzp/XJN87S8KBH9+7BiKr1jz8V2JiMjVrbuP69VpAMmPGPGHp0o5Z8t6CPFatWsXw4cMB+Pzzz1m6dKlYA2HA/vjjD9q1a0dkZCQtWrQgMDAwS/8+F95NrHnIQufPn6d9+/YsXrwYSZJ0xWHEiBGsXbuWKVOmsHr1aubOncuyZcvo2LEj3t7eMqfO3eS8AmFiYsSlS72xsUm5AvHDDyUZM8Y/R84tZI9hw4axevVqAJYtW8aYMWPEFQgD9vHHHxMaGkqRIkU4fPgwLi4uREVFyR1L0FO+LQ/FixfHysqK4sWL6/414+XlhY+PD8uWLaNfv36UKlVK9/xnz55x7do1ueIaDLkLxMWLvalaNaVALFtWitGj/XLk3EL2GDp0KL/88gsKhYIff/yRzz//XBQIA9a4cWPCwsIoWrSobjdGZGSk3LEEPeTLIVEAZcuWZevWrbrhJXfv3iUwMJBhw4bh5uaGhYWF7rnHjh3j0aNH9OnTR664BsXIqj60GU3CgR//KRCkaxtnVkgpEJ7UqrWVq1drsXx5aR492sfo0S2QJF57pHwDSnss5Xjq96a3Hbe0VGFnVyjbvw7hX5988glKpZJPPvmE5cuXo9Vq+fHHH8UOKQPVqFEjQkNDcXJy4ujRo7Rv3559+/ZRuHBhuaMJGZBvywOQZurZzZs3OXr0KAsXLqRYsWK64zdu3GDTpk2oVCoaNGggQ0rD9K4CkSPnNlJx8aIndeps5cqVWuzcWYKdO69myXvXr2/OmTM1s+S9hPQbNGgQCoWCwYMHs2LFCiRJYvny5aJAGKhGjRoRFhaGk5MTx44dw9nZmX379lGkSBG5ownplK/Lw+tUKhV16tShcuXKumMXL15k1apVbNmyhZUrV9KwYUMZExqetxUIk2aDcubcRirOn/ekbt2tXL5cC5AoUiSJcuUsSV1zp1CkPhS6H7/t+OvHqlUzy5H8wpsGDhyIQqFg0KBBrFy5Eq1Wy4oVK0SBMFANGzYkPDwcR0dHjh8/jrOzM8HBwaJAGIh8vdvidU+fPqVx48a0b9+ekSNHcurUKfz9/Tlx4gRz5syhf//+2XLe/OD1XRhKq4Zo750Gsna3xTvPnayhXr2tXLpUC9AydOg9Vq92z9ZzCtlr06ZNDBw4EEmSGDp0KD///LMoEAbszz//xMHBgWfPntG4cWOCg4MpWrSo3LHylOz4HirKw2uuXbuGh4cHCoWCW7du4e7uTp8+fejQoUO2nTO/eL1ApMqJ8gApBaJ+/a1cvJhSIIYMuceaNaJAGLLNmzczcOBAtFotn3zyCatXrxYFwoD9+eefODo68vTpUxo1akRISEiaj4+FzBHlIZvLA0B0dDTPnj3D2NiYkiVLijttfoA29hkK88LpWgyZfO8sCfuX6e6qmVPlAVImh9art4ULF1IKxKBBd1m3ziNHzi1kjy1bttC/f3+0Wi2DBw9mzZo1okAYsPPnz+Pg4MCTJ09o2LAhoaGhokBkETHnIQcUKlSISpUqYWVlJYrDB2ijHhK/bw4Jv6f3rpr1MWk1IgeSvUmpVPLnn32oW/cioGT9+goMGrRLlixC1ujTpw+bN29GqVSybt06hgwZgkaj3+3eBfnVqVOH8PBwSpYsyenTp3F0dOTZs2dyxxLeQZQHQW/amCdICTFobp9If4EoVzcHkr2dUqnkzJk+1Kt3EYANGyoyYIAoEIbM09OTLVu2oFKpWL9+PZ988okoEAasTp06REREUKpUKc6cOaP7KEPIfUR5yCCNRsNff/0ld4xcIc1dNTNQIOSkVCo5fboPDRqkFIhNmyrSr99vMqcSMqNXr166ArFx40YGDx4sCoQBq127Nmq1mtKlS3P27FlRIHIpUR4yQKPRMHDgQJo0acLx48fljpMrpJkoaUAF4uTJPjRseAmAX3+tRN++okAYsp49e7Jt2zZUKpVuN4YoEIarZs2aREREUKZMGd1ujCdPnsgdS3iNWDCZAbGxsXTo0IGDBw9iaWlJcHAwTZs2lS1PbpLmplgVGmPa8u0TJbPrxlj60Gq1fPzxVk6dShn69PHHTxg4sJFumuSbkybfPX3yv8dsbEzp2VNsN8tpPj4+9O7dm+TkZPr06cOGDRt0960RDM/ly5ext7fn4cOH1KlTh7CwsDS3DRDSR+y2kLk8AMTExNCxY0cOHDhAoUKF2LdvH82bN5c1U26RngKRm8oDpBSIJk22cvJk1k6NdHW1xN/fNkvfU0ifXbt20bNnT5KTk/H09GTjxo2iQBiwK1euYG9vz4MHD6hduzbh4eGiQGSQKA+5oDxAyhWITp06oVarKVSoEEFBQbRo0ULuWLnChwpEbisPkFIgmjXbyh9/pBQIK6sYWrQo/84pk/+dSpn211OO16tnztix4i84uezevZsePXqQnJxMr1692Lx5sygQBuyvv/7C3t6e+/fvU6tWLcLDwyldurTcsQyGKA+5pDxA2gJRsGBBgoKCaNmypdyxcoX3FYjcWB4gpUA0b76V48dTCkS3btfZubO7zKmEzNizZw89evQgKSlJFIg84OrVq9jb23Pv3j1RIDJIzHnIRQoUKICfnx/29vbExMTg4uLCoUOH5I6VKxjqIsojRzxp1ixlEaWPTxW6dPGWOZWQGe7u7uzcuRNjY2O2b99Onz59SEpKkjuWoKeqVauiVqspX748Fy9e1K2FEOQhykMmpBYIBwcHXYE4ePCg3LFyBUMtEL//7kmLFpcB2L3bBg+PHTKnEjLDzc0NHx8fjI2N8fb2FgXCwNna2qJWq7G2tubSpUu6tRBCzhPlIZMsLCzw9fXFyclJtxvjwIEDcsfKFQy1QBw82JuWLVMKxJ49tri7iwJhyDp37sxvv/2GiYkJO3fuxNPTUxQIA2ZjY6MrEJcvX8bOzo779+/LHSvfEeUhC1hYWLB3717atWunKxD79++XO1au8EaBOPKL3JE+SKlUcuBAb1q3TikQe/fa0qnTdplTCZnRqVMndu3ahYmJCT4+PvTq1YvExES5Ywl6qlKlCmq1mgoVKqRZTCnkHFEesoi5uTl79uyhffv2vHr1CldXV9RqtdyxcoXXC4T27mm546RLSoHoQ9u2VwDw969Kx46iQBgyV1dX9uzZg6mpKbt27RIFwsClFoiKFSvy119/YWdnx7179+SOlW+I8pCFzM3N2b17Ny4uLroCER4eLnesbKWNfZbum2KZthkNClUOpMo6arUndnYpBSIgoCodOogCYchcXFx0BSJ1O6coEIarcuXKqNVqKlWqxNWrV7Gzs+Pu3btyx8oXxFbNbBAfH0/Xrl0JDAzE3NwcX19fHB0d5Y6V5bRRD4kPnY+yZFVMWw5L1225k26fIPHgciB3bdX8EAeHrUREVAfA2volnTrZppkoCaSZTJl2EuW7j9vbF2LIkBIyfEX5W3BwMO7u7sTHx9O5c2e8vb0xNTWMP4vCm27duoW9vT03btzAxsaGiIgIrK2t5Y6Va4g5DwZSHgASEhLo1q0b/v7+mJmZ6RZV5iXJ98+RsP+Hf+Y5fJyuApFb5zykh5PTVsLCqmfpe376aXFWraqYpe8ppE9ISAhubm7Ex8fTsWNHfHx8RIEwYLdv38bOzo4bN25QpUoVIiIiqFChgtyxcgVRHgyoPEBKgejevTt+fn6YmZnpFlXmJcl3z5BwcHm6C4QhlwcAR8dthIdXA6By5acMGlT3nVMm35xM+ebxunXNadfOcP5M5zWhoaF07tyZ+Ph4XF1d8fHxwczMTO5Ygp5u376Nvb09169fp3LlykRERFCxoijnojwYWHmAlALRo0cPfH19MTU11S2qzEsyUiAMvTwAtG+/jeDglAJhb3+F8HBPmRMJmREWFkbnzp2Ji4vDxcWFXbt2iQJhwO7cuYO9vT1///03lSpVIiIigkqVKskdS1ZiwqQBMjU1ZefOnbi5uZGQkIC7uztBQUFyx8pSRuUbYNp61D/bMf8g4fdVuX6eQ2bs29cbF5erAEREVMfObqvMiYTMcHR0xN/fH3Nzc4KCgujSpQvx8fFyxxL0ZG1tjVqtxtbWlps3b2JnZ8fNmzfljpXniPKQA0xMTPD29sbd3V1XIAIDA+WOlaXyW4EIDOxFhw4pBWL//uq0bbsVA7iIJ7yDvb09AQEBWFhYEBQUhLu7O3FxcXLHEvRUvnx51Go1VatW5datW7Rt25YbN27IHStPEeUhh5iYmLBjxw66dOlCYmIiHh4e+Pv7yx0rS+W3AhEQ0IuOHVMKxIED1WnbdhtarVbmVIK+7OzsdAUidTeGKBCGy8rKCrVaTbVq1bh9+7YoEFlMlIccZGJiwvbt2+natSuJiYl07doVPz8/uWNlqfxWIPz8euHmdg2Agwer06aNKBCGrG3btgQGBlKgQAHdboxXr17JHUvQU7ly5YiIiKBatWqUKFGCwoULyx0pz8hQefDy8uLjjz+mUKFClCpVCg8PD65cufLe16xfv/6fVeb/PvLzYiRjY2O2bdtG9+7ddQXC19dX7lhZKr8ViD17euLunlIgfv+9Bq1biwJhyNq0aaMrEKGhoaJAGLhy5cqhVqsJDQ2lWLFi73yeJEncvXuXuLg4YmJicjChYcpQedi/fz+jRo3i6NGjhISEkJSUhLOzM7Gxse99naWlJQ8ePNA9bt26lanQhs7Y2JgtW7bQo0cPkpKS6NatG3v27JE7VpbKbwVi9+6edOnyNwCHD9egZcutokAYsNatWxMUFETBggUJCwujU6dOH/x7Tsi9ypYt+97icOjQIXr27EmDBg1wcnLC3d2dP//8MwcTGp5MbdV88uQJpUqVYv/+/bRp0+atz1m/fj3jxo3j5cuX+p7GoLdqvk9ycjL9+vVj+/btGBsbs2PHDjw8POSOlaX+u43TpOlA4rxHA4a7VfN9unXz5rffbAAoVCiWBg1KAYo3pky+aypl6uTJlF/79zFyZAmGDy8p01eVfx0+fBgXFxeio6Oxs7PDz8+PAgUKyB1LyEKhoaF4eHgwdOhQunTpQokSJfj555/ZuHEjarWaBg0ayB0x07Lje+iH5wm/R2RkJMB7Gx1ATEwMFStWRKvV0qhRI7799ltq166dmVPnCUZGRmzevBmFQsG2bdvo0aOHblFlXmFUvgG0HkXCweUpVyC0GrkjZSsfnx706LGTnTurEB1dgIMHs+Zfqw8f5t2rNrlZixYt2LdvH+3bt0etVtOxY0f8/f1FgcgjQkNDcXZ2BuDatWv4+PiwaNEifvjhBzQaDTNnzuTXX38V/73fQu8rD1qtFjc3N16+fMmhQ4fe+bwjR45w9epV6tWrR2RkJIsWLeLAgQNcuHCB8uXLv/U1CQkJJCQk6H4eFRWFtbV1nrvykCo5OZmBAweyZcsWjIyM2LZtG926dZM7VpZ6/QpEqrx45SFV166/sWtXJQCqVLnLvHmtUKkUuimT8PrkyZTpk28eS32eAltbU2xs8ubvlSE4evQo7du3JyoqijZt2uDv70/BggXljiVkwsWLF2nXrh1NmjRh+PDhGBsbs3jxYjQaDYGBgdy/f587d+7QuHFjjI2N5Y6bKdly9V7S04gRI6SKFStKd+7cydDrEhMTJRsbG2nq1KnvfM6MGTMk4I1HZGSkvnFzvaSkJKlv374SIKlUKsnb21vuSOmiiXkqaTVJ6Xpu0p3TUsyvQ6SYzYOkmM2DJG1SfDank1fv3jslOCnBSalRo82SRqORO5KQCUePHpUsLS0lQGrdurUUHR0tdyQhE77++mupadOm0sWLF3XHzp49KzVu3Fi6dOmSJEmSlJCQIFe8LBUZGZnl30P12qo5evRo/Pz8iIiIeOfVg3cxNjamYcOGXLt27Z3PmTJlCpGRkbrHnTt39IlpUIyMjNiwYQP9+vVDo9HQu3dvvL295Y71Xtqoh8Tvm/PPYsgPfxxhVL4BJi2H50Cy3GHr1m54eqbsKz91qiaNG4tFlIasadOmhISEULhwYQ4ePEiHDh2Ijo6WO5agB61Wy7Fjx6hbty41a9bUHb979y5//fWX7sq3iYmJXBFzvQyVB0mSGD16NLt27SI8PJzKlStn+IQajYZz585RtmzZdz7H1NQUS0vLNI/8QKVSsX79evr3749Go8HT05Pt27fLHeudtDFPkBKi/9lN8XP6CoRVvRxIlnts2dKNvn1vAnD6dE0++kgUCEPWpEkTXYE4dOgQLi4uREVFyR1L0EO1atXSDAG7c+cOYWFh1KpV64Pr+IQMlodRo0axefNmtmzZQqFChXj48CEPHz5M8x9gwIABTJkyRffzb775huDgYK5fv86pU6fo168ft27dYujQoVn3VeQhKpWKdevWMXDgQDQaDX379mXbtm1yx3oro3J1MW09GpSqDBWI/Gbz5q7075+yPfnMmZo0aiQKhCH7+OOPCQ0NpUiRIhw+fJgOHTqIAmFglEolo0aNwt/fn1GjRjFu3Di++uortmzZwogRI7C2tn7r6yQxgl4nQ+VhxYoVREZGYmdnR9myZXWP1/91fPv2bR48eKD7+YsXL/j000+pWbMmrq6uREVFcfjwYWrVqpV1X0Ueo1Kp+OWXXxg8eLCuQGzdmjtvvpQyz0EUiA/ZuLELAwfeArScPVuTBg1EgTBkjRs3JjQ0lKJFi+q2c4oCYVhq1arF4cOHdVfDixUrxooVKxg4cCCQtii8/uOEhAQePnyYqfEDeYG4JXcuptVq+fTTT1m7di1KpZJNmzbRp08fuWO9Vcpuih9Bq/nnttzDUShVbzwvL9ySOzMGD97N+vXlASW1a1/i7FlPVCoxJd5QnTp1CicnJ168eEGzZs0ICgoSI5ANTHJyMkZGRiQlJaXZVaHValEqlbr/vXLlCuvWrWPnzp0YGRlhZmbGjz/+SKtWrWRMnz7iltz5jFKpZPXq1QwZMgStVkv//v3ZvHmz3LHeSlyBSJ916zz45JN7gJYLF2pSr95WkpPF75OhatSoEWFhYRQrVoyjR4/i7Oyc7/9FamiMjFLGHaUWB7VaDZCmOKR+5H748GF69erFihUrcHV1xdXVlYsXL8oVXVaZGhIlZD+lUsmqVatQKBSsWbOGgQMHIkkS/fv3lzvaG1IGQo0m4eCPKQUC3nkFIj/75Rd3lMo9rFljxcWLNTE1PUnhwiakTKJ895TJ902lTD3+888V+OSTEvJ8YflUw4YNCQsLw9HRkePHj+Ps7ExwcDBFihSRO5qQQWvXrmXu3Ll89dVXfPrppyiVSs6dO0f//v2xtbVl9OjRtGvXDki5jfuxY8c4evRovvwYXlx5MABKpZKff/6ZYcOGodVqGThwIBs3bpQ71luJKxDps3q1O8OG3Qe0aLVGvHih5cULDS9faoiM1BAVpSUqSkt0tJaYGC2xsVpevUp5xMVJxMdLJCRIJCZKJCWlPJKTQSyjkEeDBg0IDw+nePHi/PHHH7Rr144XL17IHUvIoPbt22NnZ4erqysKhYInT54wffp0KleuzBdffKErDgBPnz7lzz//zLe3bRdXHgyEUqlkxYoVKJVKVq5cyaBBg5AkSbe4JzcRVyDS5+ef3dBofPnll7KAkkqVruHr2xFjY9Ub0yffNZUy7SRKKFJE/B7LpX79+oSHh+Po6MiJEydo164dISEhFC1aVO5oQjpZWVmxevVqlMqUf1ffu3eP8+fPM23atDT3b0pKSiI4OJjSpUtTr17+2n6eSpQHA6JUKvnpp59QKBSsWLGCwYMHo9VqGTx4sNzR3vCuAiGktWZNZ0xMfFmxogw3b9rSrdtuLlzojZGRKAGGqF69eoSHh+Pg4MDJkydxcnIiJCREzA0wIKnFASAoKIj4+HgGDBigOyZJEidPnmTatGk0aNCA1q1byxFTduJjCwOjUChYvnw5o0aNQpIkhgwZwi+//CJ3rLcSH2Gkz08/deazzx4BGv76qyY1a24jMVHcCMtQ1a1bl4iICEqWLKnbjfH8+XO5Ywl6KF++PBUrViQ+Ph5I2ZkRERFB//79KVWqFD4+PkD+nP8gtmoaKEmSGDNmDD/++CMAq1at4tNPP5U51du9vo1TWb4R2rungPy5VfN9xozxZ9myUoAKG5tLXLzYCxMTcXHQUF24cAEHBwceP35MgwYNCA0NpXjx4nLHEjLg3r17fPTRR3To0IGmTZty+vRpIiIiKFu2LOHh4ahUKt2OjNxMbNUUdBQKBT/88ANjxowBYNiwYaxatUrmVG/3+hWI1OIgvOmHHzoyZsxjIJm//xZXIAxd7dq1iYiIoHTp0pw5cwZHR0eePn0qdywhA6ysrDhy5AhPnjxh5cqV3Lt3j379+rF//36DKQ7ZRVx5MHCSJDF+/HiWLl0KwMqVKxk+POfWFmhjn6EwL5KuxZDJd8+QcGAZSClbAsSVh7ebMCGA778vARhRpcpFLl3qLa5AGLBLly5hb2/Po0ePqFevHmFhYZQoIbbTGpLExEQSEhIoUKCAriwYUnEQVx6ENygUCr7//nvGjx8PwIgRI1i5cmWOnPvfu2qm86ZY5Rtg0nJEDiQzbN9958qECc+AZK5fr0X16tvFFQgDVrNmTdRqNWXKlOHPP//EwcGBJ0+eyB1LyAATExMKFSqkKwuSJBlMccgu4p8zeYBCoWDx4sUoFAq+++47Ro4ciVar5bPPPsvW82qjH/97V03Stx3TyKoeidmaKm9YvLgDSmUgixYV5+bNmlStuoP9+z0wMzPWDZFKOyCKdB1PPWZlZUyBAmJHR06pUaMGarUae3t7zp07h4ODA2FhYZQqVUruaIIeFKn7o//x/Plzbty4wUcffSRTopwnykMeoVAoWLRoEUqlkkWLFul2Y4waNSrbzmlkVU/Mc8hGCxd2QKkMYsGCYty+XYPKlS9n2XsHBNjQoYO4B0NOql69uq5AnD9/HgcHB8LDw0WBMHDPnz/HycmJa9eusW/fPpo3by53pByRv6+75DEKhYIFCxYwadIkAEaPHs2yZcuy9ZxiO2b2mj/fhcmTXwCpv6cSCgWoVGBkBMbGCkxMUh6mpgrMzBSYmyuwsFBSoEDKo2BBJYUKKbG0VFK4sIrChVUYGSned1ohm1SrVg21Wo2VlRUXLlzQrYUQDJepqSmFCxcmOjqa9u3bc/jwYbkj5QixYDIPkiSJKVOmMH/+fACWLl2q25WRXcRdNbPX//63Dy+vIoAx5ctf5q+/emBubvyhlwm51LVr17Czs+PevXvUrFmT8PBwypQpI3csQU+xsbF07tyZiIgIChYsSFBQEC1btpQ7lo5YMCmki0KhwMvLiylTpgAwduxYlixZkq3nFFcgste337Zn6tQoIIm7d2tQteoOXr0Sq0cMla2tLWq1mvLly+t2Yzx48EDuWIKeChQogJ+fH46OjsTExNC+fXsOHjwod6xsJcpDHqVQKJg7dy5ff/01AOPHj+e7777L1nOKApG9Zs9ux7RpUUAi9+7VpFq1naJAGLDUAmFtbc3ly5dFgTBwFhYW7N27FycnJ2JjY+nQoQMHDhyQO1a2EeUhD1MoFMyePZupU6cC8MUXX7Bo0aJsPacoENnrm2/aMWNGDCkFogZVq+4kNjZB7liCnmxsbFCr1VSoUIErV65gZ2fH/fv35Y4l6Cm1QLRr147Y2FhcXV3Zv3+/3LGyhSgPeZxCoeCbb75h2rRpAEyaNImFCxdm6zlFgcheM2c6MXNmSoG4f78GVav6EBMTL3csQU9VqlRBrVZTsWJF/vrrL91aCMEwmZubs2fPHpydnXUFQq1Wyx0ry4nykA+kFogZM2YA8OWXX7JgwYJsPacoENlrxgwnZs9+BSTw4EENqlb9TRQIA1a5cmVdgbh69Sp2dnbcvXtX7liCnszNzdm9ezft27fn1atXuLq6EhERIXesLCXKQz4yc+ZMZs6cCcBXX33FvHnzsvV8okBkr6lTHZgzJw5I4OHDGtja7iI6WhQIQ1WpUiX2799PpUqVdLsxRIEwXKkFwsXFhbi4ODp27EhYWJjcsbKM2KqZD82ePZvp06cD8O233+p2ZWQXcVfN7OXlFcH//mcGmFKixHXWrLHDwsIEePeEydePv3ns3+OOjpYULiyGfuWkW7duYW9vz40bN7CxsSEiIgJra2u5Ywl6io+Pp1u3bgQEBGBmZoavry9OTk45miE7voeK8pBPzZ07V7eQcs6cObpdGdnl9QKRSpSHrDNvnpopU0yBrP39PHu2BvXqWWTpewofdvv2bezt7bl+/TpVqlQhIiKCChUqyB1L0FNCQgLdunXD398fMzMz3aLKnCLKgygPWerbb7/VlYbXF1VmhPbVcxRmhcVdNXOBhQv38+WXZoAxKlU8NWpYolKpUChI84CUdTBvHnvz+Pr1FbG1NZPta8rP7ty5g729PX///TeVK1cmIiKCihUryh1L0FNCQgLdu3fHz88PU1NT9u7di7Ozc46cO1u+h0oGIDIyUgKkyMhIuaPkOd9++60ESIA0a9asDL1WE/lAivUZL8Ud/EnSapLT9ZrEm8elmM2DpJjNgyRtUrw+kYX3WLRovwS/S3BSKlFiq/TiRazckYRMuHPnjmRjYyMBUqVKlaQbN27IHUnIhPj4eKlz584SIJmamkpBQUE5ct7s+B4qFkzmc1OmTNEtnJwxY4ZuQWV6pNxVMwrNreMkHF6VvttyW9XTN6qQDl980YbFi5OBeJ4+rYat7V5evnwldyxBT+XLl0etVmNra8vNmzexs7Pj5s2bcscS9GRqasrOnTtxd3cnISEBd3d3goKC5I6lF1EeBL766ivd1s1Zs2YxY8YM3YK59zGyqodp61EpuykyUCCE7DVhQhu+/14DxPHsWUqBeP48Vu5Ygp5SC0TVqlW5desWbdu25caNG3LHEvRkYmLCjh078PDw0BWIwMBAuWNlmCgPApB2eFTqTIh0FYjyDUWByIXGjWvN0qUSqQWialVfUSAMmJWVFWq1mmrVqnH79m3atm3L9evX5Y4l6Cm1QHTt2pXExEQ8PDwICAiQO1aGiPIg6EycOJHFixcDKds5p02bJgqEARszphU//ADwiufPq1G1qh9Pn8bIHUvQU7ly5VCr1VSvXp07d+5gZ2fH33//LXcsQU/GxsZs27aNbt26kZiYSJcuXfDz85M7VrqJ8iCkMWHCBN0NtObOncv//vc/USAM2Oeft2T5ciUpBaIq1ar5iwJhwMqWLUtERAQ1atTQFYhr167JHUvQk7GxMVu3bqV79+4kJibStWtXfH195Y6VLqI8CG8YP3687hbe8+bNY8qUKaJAGLDPPmvBTz+pgFe8eFGVqlUDePw4Wu5Ygp5SC0TNmjW5e/cudnZ2XL16Ve5Ygp6MjY3ZsmULPXv2JCkpiW7durFnzx65Y32QmPMgvNOyZcsYM2YMkHI/jHnz5qFIHQrwHsl3T5NwcDloNagqNsG0xTDdHAgpOYFX20cAYs5DTvv55yOMGJEMFKBgwbt89VVDChZM+f2X/plAmfpIOZa+4wATJ5bG3Fz8WyQnPXr0CAcHBy5evEi5cuWIiIigWrVqcscS9JScnEy/fv3Yvn07xsbGukWVWUEMiRLlIcctX76c0aNHAylrIhYsWJCpAiHKg7xWrTrK8OFJQIEsfd+nT+tRvLhRlr6n8GGPHz/GwcGBCxcu6K5IVK9eXe5Ygp6Sk5MZMGAAW7duxcjIiB07dtClS5dMv292fA8V/28X3mvUqFEoFApGjRrFokWL0Gq1LFq06IMFwqh8Q2g9ioSDy1M+wgBMWwzLmdDCOw0b1gyl8hiffhoPmGFsHE2nTmUxNzd+Y8IkvD6Z8v3HTU0/XCiFrFeqVCnCw8NxdHTk/Pnz2NvbiwJhwIyMjNi4cSMKhUL3UUbqosrcRlx5ENJl5cqVjBw5EoBx48bx3Xff6XUFwqTJQOK8RwHiyoOc1q49zpAh8UBBLC3/5tIlZ8qVKyx3LEFPT548wdHRkXPnzlGmTBndokrBMGk0GgYOHMivv/6KSqVi27ZtdO/eXe/3y47voeJDSiFdRowYwc8//wzAkiVLGD9+vH6LKI+uze6oQjp88kkT1q0zB2KIirKhRo1g7t+PlDuWoKeSJUsSFhZG3bp1efjwIXZ2dly6dEnuWIKeVCoVGzZsoH///mg0Gnr37o23t7fcsdIQ5UFIt2HDhukKxNKlSxk7dmyGC4T2zsnsjimk06BBH7N+vQUQQ3S0DTVqhHD37ku5Ywl6KlmyJOHh4dSvX59Hjx5hb2/PxYsX5Y4l6EmlUrFu3ToGDBiARqPB09OTHTt2yB1LR5QHIUOGDRvG6tWrgZTdGFMnjkarSf7g63QFQiH+yOUmAwc2ZuPGAigU0URHV6FmzVBRIAxYiRIlCAsLo0GDBroCceHCBbljCXpSqVSsXbuWgQMHotFo6NOnD9u2bZM7FiDKg6CHoUOHsmbNGmxKWzKw0hOOLBuR7gJh0nJ4DiQUMqJ//4/YtKkQCkUUMTEpBeL27edyxxL0VLx4cUJDQ2nYsCGPHz/G3t6e8+fPyx1L0JNKpeKXX35h8ODBaDQa+vbty9atW+WOJcqDoJ8hQ4awbN40Slqa0aCkhsPLRqBJTvrg64ys6udAOiGj+vZtxKZNlroCUatWhCgQBuz1AvHkyRPs7e05d+6c3LEEPalUKtasWcOQIUPQarX069ePLVu2yJpJlAdBbx0GTeQP6pGYrKFhSQ1HfkxfgRByp759G/HrrykFIja2MrVqRXDr1jO5Ywl6KlasGKGhoXz00Uc8ffoUe3t7/vzzT7ljCXpSKpWsWrWKoUOHotVq6d+/P5s3b5Ytj9iqKWRa8MbFfCydxcRIxenHSpp/vhKVkfFbnyuGROV+O3acoXfvF0hSYUxMntG1a8XXJlG+/pD+M3Xy3+NvHgNjYwWbNlWS6avKv168eIGzszMnTpygePHihIWFUb++uAJoqLRaLSNHjmTVqlUoFArWr1/PgAED3vsaMWFSlIdcK3TTd3ykPYOJkYpTjxW0+PzntxYIUR4Mg7f3WXr1eo4kZd3sB1NTBfHxDbPs/YT0e/nyJc7Ozvzxxx+6jzQaNGggdyxBT1qtllGjRrFy5UoUCgXr1q1j4MCB73y+mDAp5FpO/ScQtvl7GiWfplEpFb//MJyWY95eIITcr0eP+iiVf9KjRySSVAAjoxeMGVOR4sULvjZd8t8pk/DfY/xz7N/JlEZGYgqlXIoUKUJwcDDt27fn+PHjODo66tZECIZHqVSyfPlyFAoFK1asYPDgwWi1WgYPHpxjGcSVByFLhf+6hIbJpzAxUnHyEbQcsypNgRBXHgzLrl1/0q3bUySpCObmtzh3rhU2NiXljiXoKTIykvbt23Ps2DGKFi1KaGgojRo1kjuWoCdJkhg9ejQ//fQTCoWCNWvW8Mknn7zxPDFhUsj1HPqO44xJYxKTNXxUGg4tHUZyUqLcsQQ9delSj99+K4lC8ZK4uIrUrfs7V68+ljuWoKfChQsTHBxMs2bNePHiBY6Ojpw8KQa3GSqFQsGPP/7IqFGjkCSJIUOG8Msvv+TIuUV5ELKcvecYzv5TIBqXgd9/EAXCkHl41GX37lIolS+Ii6tAvXqHuXLlkdyxBD1ZWlqyb98+WrRowcuXL3FycuLEiRNyxxL0pFAoWLZsme7ux0OHDtUN8stOojwI2cLOcwx/mn78T4FQcGjpp6JAGDA3tzrs3l0GpfI58fEVaNDgiCgQBszS0pKgoCBatmypKxB//PGH3LEEPSkUCn744QfGjBkDpEwCXrVqVbaeM0PlwcvLi48//phChQpRqlQpPDw8uHLlygdf5+3tTY0aNTAzM6Nu3boEBAToHVgwHG17f845syYkJmv4uKxSFAgD17lzbfbuLYdS+eKfAnGUS5ceyh1L0FOhQoUIDAykVatWREZG0q5dO44fPy53LEFPCoWCJUuWMHbsWACGDx+uuxdRdshQedi/fz+jRo3i6NGjhISEkJSUhLOzM7Gxse98zeHDh/H09GTIkCGcPn0aDw8PPDw8xLjUfKJNr9GcN2+qKxCHl4+WO5KQCR071sLXt+w/VyCsadjwGBcvigJhqFILROvWrXUF4tixY3LHEvSkUCj4/vvvGT9+PJByN+QVK1Zkz7kys9viyZMnlCpViv3799OmTZu3PqdXr17Exsbi5+enO9asWTMaNGjAypUr03UesdvC8B30/ok6r45iYqTSHRO7LQxXYOAlOnW6i1ZbHFPTu5w8+TG1a5eVO5agp5iYGDp27MiBAwd0H2k0b95c7liCniRJYtKkSSxevBiAhQsXMmnSpNwz5yEyMhJIGYP6LkeOHGHChAlpjrVv357du3e/8zUJCQkkJCTofh4VFZWZmEI20r56gcLMEoVS9d7nte7xGYe8ofZrBSI5ORljUR4MUocONQkIUODqeoeEhPLUq3eNunWfYm5u8s4JkynHpA8et7Y2ITDQVqavLH8qWLAgAQEBdOrUCbVaTfv27QkKCqJFixZyRxP0oFAoWLhwIUqlUlccspre5UGr1TJu3DhatmxJnTp13vm8hw8fUrp06TTHSpcuzcOH777U6eXlxaxZs944vnLlSr788kt9IwtZTBv9iPjQ+ShLVsO0xacfLBCtenzG0Z0SdRNSVnYPGTKEtRs2Y2QkZpUZovbtaxAUpMDF5RZabQnOnk0CMn9vk7g4bebDCRlWoEAB/Pz86Ny5MxEREboC0bJlS7mjCXpQKBTMnz8fpVKJQqFg3rx5Wfv++n5sMXLkSAIDAzl06BDly5d/5/NMTEzYsGEDnp6eumM//fQTs2bN4tGjt6/WftuVB2trawC+//57xo0bp09kIYsl3ztLwoFloNWgqtg0XQXi9SFRpYZspqNbF3799VeMjcUkSkMVFvYXzs530WqLYGT0jAULqmBjUxz4dwJl2qmT7z9ubq6kRYuCMn01wqtXr+jcuTPh4eEULFhQt6hSMEySJBEdHZ07xlOPHj0aPz8/Dhw48N7iAFCmTJk3SsKjR48oU6bMO19jamqKqenbL2ePHz8eSZJ0C0IE+RhZ1YdWn5Fw8Cc0t46RAOkqEKmMjYzw9vZGkiS2bNkiCoSBcnSsRkgIODvfJDm5BJMnX+LYsQY0aPD+vxuE3MnCwgJfX1/c3NwICwvDxcVFt6hSMDyp4+OzWoZ2W6SOwty1axfh4eFUrlz5g69p3rw5YWFhaY6FhITotRhn4sSJAEyYMIHvvvsuw68Xsp6RdSNMW38GClVKgTi8GkmrSddrt2zdiomJCTt37sTT05OkJHE7b0Pl4FCNkJDKqFRPSEwsR5MmZzh16o7csQQ9WVhYsHfvXpycnIiNjaVDhw4cOHBA7lhCbiJlwMiRI6XChQtLarVaevDgge7x6tUr3XP69+8vTZ48Wffz33//XTIyMpIWLVokXbp0SZoxY4ZkbGwsnTt3Lt3njYyMlADp5cuX0tSpUyVAAqRFixZlJL6QjZJun5Rifh0ixWweJMUdXCFpNclvfZ42KV6K2TxIitk8SNImxUv+/v6SiYmJBEhdunSREhIScji5kJXU6quSShUowUnJ2NhP+uOPW3JHEjLh1atXUrt27SRAsrCwkNRqtdyRBD2kfg+NjIzMsvfMUHlI/ab938e6det0z2nbtq00cODANK/bsWOHVK1aNcnExESqXbu25O/vn6GQr3/hWq1Wmj59uu7cCxYsyNB7CdknPQXiv+VBkiQpICBAMjU1lQDJw8NDFAgDt3//6wXCVxQIA/fq1SvJ2dlZVyAiIiLkjiRkUHaUB4O9q+asWbOYOXMmAPPmzeOrr76SMaGQKvnOKRIO/gTS2xdRvuuumkFBQXh4eJCQkICbmxve3t6YmJjI8jUImXfo0N/Y2V1FoymFsfEDfv+9Dh9/XFHuWIKe4uPj6dKlC0FBQZibm+Pv74+9vb3csYR0EnfVfM2MGTN02zknT56c5dtQBP3ouwbCxcWFPXv2YGpqyt69e+nevXuaHTeCYWnVyob9+6thZPSIpKSytGhxgWPHbsodS9CTmZkZu3btokOHDsTFxdGxY8c31rIJ+YvBlgeA6dOnM3v2bACmTJnCt99+K3MiAfQvEO3bt8fX1xczMzN8fX1FgTBwLVtW4cCBGhgZPSI5uQytWl3kyJEbcscS9JRaIFxdXYmLi6NTp06EhobKHUuQicF+bPG6uXPnMnXqVABmz56t+7Egr7d9hIE2+a0fW7wuNDSUzp07Ex8fT8eOHfHx8Xnn1l0h9zty5AZt2lwiObkMkEyBAkYolcrXpkumPqT/TJ1MezztMWjTpiD791eT5WvKzxISEujevTt+fn6YmZmxd+9e2rVrJ3cs4T3Exxbv8PXXX+uuOkybNo1vvvlG5kQC6H8FwsnJCT8/P91nq126dCE+Pj4HEgvZoXnzyhw6VAsjo4eAEbGxEB2tJSYm5REbq+XVKy1xcRLx8RIJCSmPxESJpCSJ5GTQaFIeWm3aciHkPFNTU3bu3Kkr+J07dyY4OFjuWEIOyxNXHlLNnz+fyZMnA7BhwwYGDBiQUxGF93j9CoTSujHaOynjqT90Y6zw8HA6depEXFwcLi4u7Nq1CzMzs5yKLWSxP/64RYsWl0hOLoVK9YzNmyvRpEkF4PWpk/9Onnzb8dePmZgoKFpUjDaXS2JiIj179tStVdq9ezcuLi5yxxLeIjuuPOSp8gCwYMECgoKC8PPzw8LC4r3PvXfvHmZmZhQvXjwr4wpv8XqBSJWeu2qq1Wo6duzIq1evcHZ2Zvfu3Zibm2d3XCGbnDhxmxYtzpGUVBaV6jHh4ba0aSNugmWoEhMT6dWrF7t378bU1FS3qFLIXcTHFunw5ZdfEhwc/MHicOHCBbp06UKvXr24cOFCDqXLe7SvXqTrowjdRxgZ/CNnZ2dHQEAAFhYWBAcH4+7uTlxcnJ5pBbk1blyBw4frYmx8H42mFA4O11Crr8odS9CTiYkJ27dvp0uXLiQkJODh4UFAQIDcsYQckOfKA5CuuzTWrl2bJUuWULduXdq0acO5c+dyIFneoo1+TPy+2eley2Bk3QiTlsMyfJ62bdsSGBhIgQIFCAkJwc3NjVevXukTWcgFGjeuwNGj9XUFwsnpOhERokAYqtQC0bVrVxITE+nSpQt+fn5yxxKyWZ4sDx+i1abc8rdFixZ8//33DBo0iEmTJhEbGytzMsOijXqAFBeVocWQRuUb6HWuNm3a6ApEaGioKBAGrlEja44fb4CJyX00mpK0a3eDsLC/5I4l6MnY2Jht27bRrVs3EhMT6dq1K76+vnLHErJRvioPWq0WSZJQKpUkJSWh0aR8s2vQoAGPHz/GAJZ/5CpGVvX1vimWPlq3bk1QUBAFCxYkLCyMzp07iwJhwBo0KP9PgbiHRlMCZ+ebokAYMGNjY7Zu3UqPHj1ISkqiW7du7N27V+5YQjbJV+VBqVTqVmwbGxujUqWMTT527BjPnj1DqcxXvx1ZIjN31dRHq1at2LdvH4UKFdLtxhBXjAxX/frlOXGiESYm99BqS+DsfIuQkCtyxxL0ZGxszK+//krPnj1JSkqie/fu7NmzR+5YQjbIc7st3ub48ePs27ePxMREkpKS0Gq1KBQK7t27x82bNzl58iQbN26kR48eaLVaUSL08KF7WqR6170tMurIkSO0b9+e6Oho2rZti7+/PwUKFMjU1yDI5/z5+zRufIKEhPIolc/YtMmKNm1s0z1A6s1f+/d44cIqypcX90nJScnJyfTr14/t27djZGSEt7c3Hh4ecsfKt8RWTT2+8JiYGN1rhg8fzr1799BqtZQuXRpJkihevDiDBw+mVq1a2RE9X0lPgciq8gBw9OhR2rdvT1RUFG3atMHf35+CBQtm6msQ5HPhwgM++ugPEhLKk3LTXEWWvG/v3kXZurVylryXkH7Jycn079+fbdu2YWRkxI4dO+jSpYvcsfKl7CgPeX7CSsGCBblw4QItW7akYsWKrFix4q3PkyRJ95GGoB8j60bQ+jMSDv6U8hEGvPMKRFZo1qwZwcHBODs7c+DAAVxdXQkICBAFwkDVrl2W06eb0LDhMRISrAEJIyMFKpVCNxgK/h0ilfbYu48XKiSuJMrByMiITZs2oVQq2bJlCz179tQtqhQMX56/8pDq1KlTtGrVirFjx+Ll5aU7LkpD1nvfFYisvPKQ6vjx4zg7OxMZGUmrVq0ICAigUKFCmX5fQR6XLj2kUaNjxMdbo1Q+Z+/ecnTsKK4MGiqNRsPAgQP59ddfUalUbNu2je7du8sdK18RQ6IyoVGjRhw5coT58+enuffF24pD6lbOV69e8ejRI65cucKTJ09yLKuhy+lFlE2aNCEkJITChQtz6NAhOnToQHR0dLadT8heNWuW4cyZZpiZ3UGrLYab2318fcUgN0OlUqnYsGED/fv3R6PR0Lt3b7y9veWOJWRSvikPAPXr1+fcuXNYWlry8uXLNL+WWhhSF0yeOnWKTz75hMaNG9OxY0datmzJoUOHZEhtmHK6QHz88ceEhoZSpEgRfv/9d1xcXIiKisq28wnZq3r10vz5Z3PMzG6j1RbD3f0he/eelzuWoCeVSsW6desYMGAAGo0GT09Ptm/fLncsIRPyVXmAlMmSo0ePpkiRIgDs2rULSNnGmVocDh06RPv27YmNjeXrr7/mt99+o0+fPri7u3P1qpiEl145XSAaN25MWFgYRYsW5fDhw6JAGLiqVUvx558tMDe/jSQVxcPjMbt2/Sl3LEFPKpWKtWvXMmjQIDQaDYMHD+bhw4dyxxL0lO/KA/w7vnrWrFmMHj0aHx8f3fCoY8eO4ezsTPv27VmwYAEjRoygXr16TJo0CVtbW65cEXvQM+KNAnF0Xbaer1GjRoSGhlK0aFHdds7IyMhsPaeQfapWLcW5cy0xN7+FJBWhW7en/PabKBCGSqVS8csvvzB8+HC2b99OmTJl3vv8u3fv8uDBgxxKJ2REviwPqYYMGcKwYcNo06YNCoWCW7duMXz4cNzc3Jg9ezY1a9bUPffFixecOnVKTDTUw+sFIvV23NmpUaNGhIWFUaxYMY4ePYqzs/MbH1MJhsPGpiTnz7fGwiKlQHTv/hQfn7NyxxL0pFQqWblyJZ07d37v8+7cucPIkSNp0KABZ8+K/965Tb4uD+XLl2f69OmULFkSgLNnz6JUKhk+fDiVK/+7Lzw6Opp169bRsGFDGjduLFfcXCm776qpr4YNG+oKROpuDFEgDFeVKiXSFIgePZ7j7S2+oeRVt2/fZvLkyTx58oRmzZrRokULTp48KXcs4TV5fs7Dh7y+22L//v0kJSVhb2+vOxYXF4e/vz9btmzBxcWFKlWqyBEzV9JGPyY+dD7KUtUwbT70g/McjKwbIbUcRuLvK3MkX4MGDQgPD8fR0ZE//viDdu3aERwcTNGiRXPk/ELWqly5BBcvtqF27f3ExlZi2DANT58+oXJlkw9OmXzX8X+PQfXqptSvbyHPFyfovHz5kp9++gkfHx927dpFhw4dmDJlCq1ateLgwYPiH3C5RL4vD6+ztrbGyspKt3AyNjaW7du3M2/ePGrVqsX3338vd8RcJeWumpFobh5NGQiVngJRvgGJORMPSNlhk1ogTpw4Qbt27QgJCREFwkBVrFicCxfa4uZ2hz//1PLZZ3ey7L2/+KKUKA+5gIWFBS4uLpw+fZolS5bg6OiIl5cXRkZGeHl54e3tLW4hkAvkmyFR6XHnzh0++ugjHBwcqF27NocOHeLBgwfUrVuXX3/9NdvOa8jSDISq1OyDBSI7hkSlx7lz53BwcODp06c0atSIkJAQihUrliPnFrJeZKQGR8ernDz5CpUKbG1NKVAg9cZ3Ekplyv8qFFoUCtUb0ydTJ1LCvz/v1asoI0eWlPXrEv71/PlzevXqRZ06dXT/cEtMTMTERNynJKPEeOpsZm1tzfHjx5kyZQohISHY2Njg6enJoEGD5I6Wa6UZSZ2BKxA5rW7dukRERODg4MCpU6dwdHQkNDSU4sWLyx1N0EPhwirCwqri4nKNo0djefw4mdDQqjRqlPbKwYMHD1AqlZw5c4bq1atTqVIleQIL73XmzBkuX75M7969gZR5O8WKFaNevXpcvnxZ9zwTExMxFTiXEOXhPypVqsTmzZvRaDSi4aaToRSIOnXq6ArEmTNncHJyEgXCgBUurGLfPltcXK5x5EgsDg4XmTfvMcbGDwgNDUWSJE6fPk316tUJCAjA0tKSc+fOYWVlJXd04TWJiYlMmzaNsmXL0rt3b922eUiZ8nvz5k2SkpIwNjYG3j4VWMh54oOjt1CpVKI4ZFCaeQ43j5JwZE22DoTSV+3atYmIiKB06dKcOXMGR0dHnj59KncsQU+WliqCgmxp3tycyMg9jBzZiT/+uEX16tUZPnw4Bw8epEOHDrRt25Z27doRGxsrd2ThP0xMTJg/fz4+Pj58/fXXuv8/btq0ieDgYIYPH46xsTEG8Al7viLKQwYdP36cUaNGodHkvm+McjOUAlGrVi1dgTh79qwoEAbO0lLFvn3VaNDgY6AE69ZdxNV1Evb29kRERLB69WoqVarE//73P6pVqyZ3XOEtUv8/6ePjg5ubG1WqVOHzzz/H0dERFxcX4N8rDqm3EkgVHx9PYmJOLsMWQCyYzJDo6GiqVKnC06dP6du3Lxs2bEClyl2X5nOD9y2ilGvB5NtcvnwZe3t7Hj58SN26dQkLC9PN/BAMT3S0hjZtfDlzZjjGxk2YM6cvO3d+R82aNZkwYQL169eXO6LwAXfu3OHw4cOcPXuWtm3bUrt2bcqXL6/bAafRaHR/527evJkjR45w9OhRbGxs+OKLL2jatKnMX0HulB3fQ0V5yKDffvuNXr16kZycTJ8+fdiwYYNu3LXwr3cViNxUHgCuXLmCvb09Dx48oE6dOoSFhVGqVClZMwn6kSSJ2FgtDg4H+eMPDxQKBe7uXZk//ytxxcFA3bt3T7dGJTk5Wfd37dixY9m7dy/16tWjTp06REVFsX79etRqNR999JGckXMlcUvuXKBr167s2LEDIyMjtmzZQv/+/UlOTpY7Vq5jKB9hVK9eHbVaTbly5Th//jwODg48fvxY7liCHhQKBQULqhg79gkWFiWRpCT27j3Ks2fl5I4m6OHChQu4ubnx3XffIUmSrjiMGDGCtWvXMmXKFFavXs3cuXNZtmwZHTt2FLf6zkHin8x66NKlCzt37qRHjx5s27YNSZLYvHmzuALxH2/bhWHycX+5Y72hWrVqqNVq7O3tuXDhAvb29oSHh1O6dGm5owkZtHv3bqZPn0yPHnYcP16LS5dCcHa+xsCBRalc2QxJAo1Gi0KhICHhFQkJscTFRWJmVoQCBUroFuW9PpkydSpl6nEXF0uaNy8o55eZLxQrVgwrKyuKFSumW+/g5eWFj48Py5Yto2fPnlhY/Ls199mzZ+IfcjlIfLfTk7u7Ozt37qR79+5s374drVbLr7/+qttOJKR4o0DkwqsPAFWrVkWtVmNnZ8fFixd1BeJDd/0TcpdGjRrRoUMH+vTpw/LlTencuTMRETEsX/4QMAa0pFxwvQRsBM7+c1wJTAcafvAcRYqoRHnIAWXLlmXr1q0UKFAASLnDZmBgIMOGDcPNzS1NcTh27BiPHj2iT58+csXNd0R5yAQ3Nzd8fHzo1q0b3t7eSJLEli1bRIH4j9cLhPb2H3LHeSdbW1vdFYhLly7pCkTZsmXljiakU4UKFVi8eDGmpilraYYOPUt8fD2OHIlFpdLi5FQYOINaPYaSJRtgbf05pUp9xK1bQVy6NBE3t10UKZJyU7y3TaUExAjrHJRaHABu3rzJ0aNHWbhwYZrpsDdu3GDTpk2oVCoaNGggQ8p8SjIAkZGREiBFRkbKHeWtfH19JRMTEwmQunXrJiUmJsodKcdoYp9LWo0mXc9Nun1Sitn8iRSzeZAUs3mQpE2Kz+Z0+rl27ZpkbW0tAVL16tWl+/fvyx1J0MPMmTOlcuXKSb/+ukNydLwiwUnJzGyjZGpqLvXt21e6ePGi7rkxMTFSkyZNJF9fXxkTC+9z+PBhqWHDhtKjR490xy5cuCCNHTtWKlq0qLR9+3YZ0+Vu2fE9VCyYzAKdOnXit99+w8TEBB8fH3r16pUv9h1rox8Tv28OCUdWI/1n7/XbGFk3wqTlsBxIljk2Njao1WoqVKjAlStXsLOz4/79+3LHEjJoyJAhDBs2jHbt7PD1taVVqyji4+eQnNyaTp2+ombNmrrnvnjxglOnTvHq1SsZEwvvU7VqVZ4/f860adM4c+YMa9euZdq0aezatYulS5fSs2dPuSPmK6I8ZJGOHTuya9cuTExM2LVrV74oENrI+//eVTO9BaJ8g+wPlgWqVKmCWq2mYsWK/PXXX9jZ2XHv3j25YwkZUL58eaZPn07JkiUxN1cyZsxLChUyQqPpypAhGtTqaCBlfsu6deto2LChuN1zLlaiRAlCQ0P5/fff6d+/P+PGjcPCwoKVK1fSv3/uW4id14nykIVcXV3Zs2cPpqam7N69mx49euTpAmFUvgGmrUe+th0zfQXCUFSuXFlXIK5evYqdnR13796VO5aQAa/fB+Ho0YNUqKCkfXtHXr3S0rHj3wQFPcbf358tW7bQsmVLqlSpImNa4UNsbW05cuQIvr6+XLp0iV9++YUOHTrIHStfEuUhi7m4uOgKxN69e+nevTsJCQlyx8o2RtYf5ekCUalSJdRqNZUqVeLatWuiQBgwa2trype34rffKuHiYsmrV7G4uS1n4sSvqVGjhu62z1Lun5uXrxUqVIhKlSphZWUl7kEkI1EeskH79u3Zu3cvZmZm+Pr6igJh4FILROXKlfn777+xs7Pjzp07cscSMqhbt26cOnWKTz7pR5MmWyhRYjJJSVt48KA6o0dvAFLumyDu2mj4RAHMfqI8ZBNnZ2d8fX0xMzPDz8+Pbt26iQJhwCpWrPhGgbh9+7bcsYQMsLa25vjx4ygUCiIiQunQwYZ69Yai1c6hU6e/CQ5+qbsVtGC4NBoNAwYMYM6cOXJHydPEvS2yWWhoKJ07dyY+Ph5XV1d8fHwwMzOTO1a2Sb5zkoSDK167p8WnKF77Czm33dsio+7cuYO9vT1///03lStXJiIigooVK8odS8gAjUaDRqPBxMSEhAQt3btfx8/vJaamKtq2LYiVlQmSJL11ymTq35ZvO/7fX/vii1K0aCGGSeU0X19f3NzcAJg1axbTp0+XOZH8xI2xDLA8AISFhdG5c2fi4uJwcXFh165d+bZAGHp5gJRJd3Z2dvz9999UqlSJiIgIKlWqJHcsQU8JCVp69LiBr29klr7v9u2V6dmzaJa+p5A+8+bNY8qUKQDMnDmTGTNmyJxIXqI8GGh5AIiIiKBjx47ExcXRvn17du/enS8LRF4oD5BSIOzt7bl27ZruIw1RIAxXYqIWV9e/CQuLRqUCZ+dE7OwqpZkyCa9Pm3z/cQBn50LY2ubd/4/ndgsWLOCrr74CYMaMGcycOVPeQDIS5cGAywOAWq2mY8eOvHr1CmdnZ3bv3o25ubncsbLN2woE2qQ8UR4g5XbB9vb2XL16lQoVKujWRAiGKTFRS9euf+Hv/wpIZObMGGbMcJI7lpAJixYtYtKkSQBMnz6dmTNn5ssFseKW3AbOzs6OgIAALCwsCA4Oxt3dnbi4OLljZZu8vojSysoKtVpNtWrVuH37Nm3btuX69etyxxL0ZGKiZMeOKpQtexkwYebMgsycGSp3LCETJk6cyKJFiwD45ptvmD59utiJkUVEechhbdu2JTAwkAIFChASEoKbm1ueHon7RoE4tk7uSFmqXLlyqNVqqlevzp07d3RrIQTDZGFhwrVr3bGySikQs2YVZPr0ELljCZnwxRdfsHjxYgDmzJnD1KlTRYHIAhkuDwcOHKBz586UK1cOhULB7t273/t8tVr9z+eAaR8PHz7UN7PBa9OmDUFBQRQsWFC3GyO/FIjcfFdNfZUtW5aIiAhq1KihKxDXrl2TO5agJwsLE/76qztWVpcAE2bPtmTaNFEgDNmECRN0Q8C+/fZbvv76a1EgMinD5SE2Npb69euzfPnyDL3uypUrPHjwQPcoVapURk+dp7Rq1UpXIMLDw+nUqROxsbFyx8ow7asX6bwp1j8FIo9e7EotEDVr1tTtxrh69arcsQQ9pRSIHvy/vbMOj+Jq+/C9m40gIRASEixIgUCgWChWClFCcIq7O19L6dsW6vYW+rZFilO0WKDFHWJQ3N3dHRICRPd8fwzZJMVmNzLZcO7r2otldp6Z38nszvnNkecUK3YSsOXHH/PxxRcbtZYlSQdDhw5l7NixAIwcOZLhw4dLA5EOzL6TBwcH8+OPP9KqVSuz4goVKoS7u7vpJZOxwLvvvsuGDRtwdHQkIiLC6gyE+atqemP3bt8sUKYN7u7uRERE4OXlxbVr16SBsHJy57bjzJm2FC9+ArDlp5+cGDFCGghr5sMPP+T3338HUmZjSANhGVlWg1etWpXChQsTGBjItm3bXrlvXFwc0dHRaV45lbp165oMRGRkJI0bNyYmJkZrWaqwbFXNalmgTDvc3NwIDw+nYsWKXL9+nQYNGnDq1CmtZUksxMHBltOn2+HhoRiIUaPy89ln67WWJUkH//d//8eECRMA+OWXX/jkk0+kgbCAdE3V1Ol0LFu2jJYtW750n1OnThEZGUmNGjWIi4tj+vTpzJ07l127dlG9evUXxnz77bd89913z2239qmar2Lnzp0EBQURHR3Ne++9x9q1a8mbN/tnp0u8vJe4rVNemlHy3+SUPA+v4/bt2/j7+3P06FFTl4anp6fWsiQWEhubQPnyi7l0qQKQhLu7keLFnV6bZfJ1WSkBFi4sRbVquTUp15vMpEmTGDx4MKCMifj1119z7DTObJfnQY15eBENGjTAw8ODuXPnvvDzuLi4NOtAREdHU7x48RxtHgB2795Nw4YNiYqKol69eqxduxZHR0etZb0WcwzEm2IeAO7cuYO/vz9HjhwxdWmUL19ea1kSC4mNTaBChcVcvFghQ4+7dWs53n03+z8o5EQmT57MoEGDAGVMxOjRo3OkgcgM82DIkKOYSc2aNdm6detLP7e3t8fePudWKi+jZs2abNq0icDAQLZu3UpwcDDr1q3L9gbC4FED6g0gbusUpQsDXtsC8Sbg6upKWFgYAQEBHD58GB8fH9OgSon14eBgy6lT7SlTZglXrpQFkmjZMpo+fWqkyjCZNvtk2gyUun/tp3xWqVLOTRSX3Rk4cCB6vZ4BAwYwduxYhBCMGTMmRxqIjEYT83Dw4EEKFy6sxamzPe+88w6hoaGmsSGNGjVi3bp12b7FRRqIF5PaQBw6dAhfX1/Cw8Px8vLSWprEAuzsDJw925oKFUI4f96L5csdKVFiG2PHNtZamsRC+vfvj16vp1+/fowbNw6j0ci4ceOkgXgNZt/ZY2JiOHjwIAcPHgTgwoULHDx40LQ88YgRI+jWrZtp/7Fjx7JixQrOnj3L0aNHGTp0KOHh4aa+Jsnz1KhRg9DQUPLnz8/27dtp1KiRVQwaNXjUwL7egBybUdJSXFxcCAsLo2rVqty6dQtfX1+OHTumtSyJhdjZGThxogNvvXUcMDBunAsffrhGa1mSdNC3b1/++OMPAMaPH88HH3wgB1G+BrPNw969e6lWrRrVqimj5ocNG0a1atVMy57euHHDZCQA4uPj+fjjj3n77bdp0KABhw4dIjQ0FH9//wwqQs7E29ub0NBQChQowI4dOwgKCiIqKmNX/csMpIF4MQULFiQ0NJRq1apx+/ZtfH19OXr0qNayJBZiZ2fg+PEOlC2rGIjffy/EkCGrtZYlSQd9+vRh+vTp6HQ6JkyYwJAhQ6SBeAVyYaxszoEDBwgICOD+/fvUqlWLDRs24OTkpLWs1/KyQZRv0oDJF3H//n0CAgI4cOAALi4uhIeH8/bbb2stS2IhiYlJeHkt5MwZLyCJQYNuMXFiU61lSdLBzJkz6dOnD0IIBg4cyIQJE6w+L5FcGOsNpFq1aoSFheHs7MyuXbto2LAhDx8+1FrWa5EtEC/G2dmZ0NBQvL29uXv3Ln5+fhw+fFhrWRILMRhsOH68I56exwEbJk1yY+DAVVrLkqSDXr16MXPmTHQ6nWk2hlHeu55DmgcroGrVqoSHh1OwYEHTdE5pIKwXZ2dnNm3aRI0aNUwG4tChQ1rLkliIwWDD0aMdKV9eMRBTphSmf/+VWsuSpIMePXowe/ZsdDodU6dOZeDAgdJA/AtpHqyEKlWqEB4ejouLC3v27CEwMJAHDx5oLeu1PGcgctiqmpZSoEABNm3axDvvvMO9e/fw8/MzDUKWWB8Ggw1HjnSkQoXjgJ5p04rQt++KdB1TCIHRKEhKUl5W0MOco+jWrRtz5sxBp9Mxbdo0BgwYIA1EKuSYByvjyJEj+Pn5cffuXby9vdm0aRMFChTQWtZrST0GIpk3cczDv3n48CFBQUHs3r3b1KWRPBhZYn0kJiZRpcpCjh/3AgQ2NgI7Oxvg3xkmebZNvHD7i7h4sSIlSrzZvxctmDdvHt27d8doNNK7d2+mTZtmdWMg5JgHCW+//TYRERG4urqyb98+/P39uX//vmZ6jE8fqlvTIrkFQn7l0pA/f342btxIrVq1uH//Pv7+/uzfv19rWRILUVogOlGp0nFAR1KSnqdPBU+fCmJjBXFxgvh4QUKC8kpMhKQkMBpfbRzg9Z9LMocuXbowd+5c9Ho9M2bMoG/fvrIFAtnyYLUcO3YMPz8/bt++TbVq1QgNDcXZ2TlLNRgf3SY29H/oC5XDvk4fVQmhEi7sIH77NEC2PKQmOjqaoKAgdu7caerS8Pb21lqWxEKMRiOVKi3ixAllPZPWra/x228NVWeffNF2JycbbGxk4iKtCAkJoXPnzhiNRnr06MH06dOxsbHRWpYqZMuDxETFihWJiIigUKFCHDhwAH9/f+7du5elGpRVNR+SdHEHcTumq1yW+8WLob3p5MuXjw0bNlCnTh0ePHhAQEAAe/fu1VqWxEL0ej1Hj7ancuXjACxZUpSvvlqLh4cdxYvbUayYHUWLKq8iRewoXNgWd3db3NxsKVRIebm62uLiYqBgQQPOzgZpHDSmQ4cOLFiwABsbG2bPnk3v3r1JSkp6fWAORZoHK8bLy4uIiAjc3Nw4ePAg/v7+3L17N8vObyhWNdVgSPUGQvJikg1E3bp1efjwIQEBAezZs0drWRIL0ev1HDjQiapVFQMxd24JunRZqrEqSXpo3769yUDMmTOHnj17vrEGQpoHKye1gTh06BB+fn7cuXMny86fdjaFNBDpxdHRkfXr11OvXj2ioqIIDAxk9+7dWsuSWIher2ffvk5Uq3YCgPnzS9K5szQQ1ky7du0ICQnBxsaGuXPn0qNHjzfSQEjzkAOoUKECkZGRuLu7m2Zj3L59O8vOLw1ExuLo6MjatWt57733TAZi165dWsuSWIher2fv3o5Ur64YiAULStKx4xKNVUnSQ5s2bVi0aBEGg8E0G+NNMxDSPOQQypcvT2RkJIULF+bo0aPSQFg5yQaifv36REdHExgYyI4dO7SWJbEQvV7Pnj0d8fZWDERISCnatftbY1WS9NC6dWuTgZg/fz5du3YlMTFRa1lZhjQPOQhPT08iIyMpUqQIx44dw9fXl1u3bmXZ+aWByFjy5s3L2rVradCgAY8ePSIoKIjt27drLUtiIXq9nt27O/LOO4qB+Ouv0rRtKw2ENfP++++zePFiDAYDCxcufKMMhJyqmQM5c+YMvr6+XLt2jQoVKhAeHo67u3uWnT/tolh10kzjfNMXxrKEx48f07RpUyIjI8mbNy/r16/n3Xff1VqWxEKMRiN164awa1d5AJo0uciECU1UJZBKvl2/aHtyXOXKudDp5MyMrGTFihW0bduWhIQE2rdvz7x58zAYDFrLMpEZdag0DzmUs2fP4uvry9WrVylfvjzh4eEULlw4y87/MgMhzYNlPHnyhGbNmhEeHk7evHlZt24d9erV01qWxEKMRiPvvruQnTsrZPix4+OrYWsrzUNWs3LlStq0aUNCQgJt27Zl/vz52Nraai0LkHkeJGZQpkwZIiMjKV68OCdPnsTX15cbN25k2fllF0bGkjt3blatWoW/vz8xMTE0atSIf/75R2tZEgvR6/Vs29aRunVPmrbZ2BjJk0dPnjx68ubV4+ioJ18+PU5ONuTPr7wKFLDB2dmGggVtcHEx4OJiwNXVQKFCBtzcDLi7Z5+n3TeN5s2bs2TJEmxtbfnrr7/o1KkTCQkJWsvKNGTLQw7n/Pnz+Pr6cvnyZcqVK0dERARFihTJsvP/uwXC7p2uPP1rECBbHizh6dOnNG/enNDQUPLkyWMaVCmxToxGI/Xrh7Btm9KF0azZWVaubKexKkl6WLNmDe+//z7x8fG0bt2ahQsXat4CIVseJGZTunRpIiMj8fDw4PTp0/j6+nL9+vUsO/9zLRC7ZmfZuXMiuXLlYuXKlTRs2JDHjx8THBzM5s2btZYlsRC9Xs+WLR147z2lBWLVqjI0bbpIY1WS9NCkSROWLVuGnZ0dS5YsoX379sTHx2stK8OR5uENoFSpUkRGRlKiRAlOnz6Nj48P165dy7LzpzYQxssy4VF6yZUrF8uXLycoKIgnT57QuHFjIiMjtZYlsRDFQHSiQYNTAKxZU5YmTaSBsGYaN27M8uXLsbe3Z9myZTnSQEjz8IaQbCBKlizJmTNn8PHx4erVq+k+rlxVUxuSDUSjRo1MBiI8PFxrWZJ0EBnZER8fxUCsXVuW4GBpIKyZ4OBgk4FYvnw5bdu2zVEGQt7J3yBKlixJZGQkpUqV4uzZs/j4+HDlyhWLj2eMuUPs+h+J3zlDtYGwq9vH4vNJ0uLg4MCyZcsIDg7m6dOnNG3alLCwMK1lSdJBRERHfH0VA7F+fVmCgkI0ViRJD40aNWLlypU4ODiYZmPExcVpLStDkObhDaNEiRImA3Hu3Dl8fHy4fPmyRccyPryGePqAxAvb1RsIuapmhpJsIJo0aWIyEKGhoVrLkqSD8PCO+PsrBmLjxnI0bCgNhDXTsGFDk4FYtWoVrVu3zhEGQpqHNxAPDw82b95M6dKlOX/+vMUGQllVcyDo9GYZCEnGYm9vz5IlS2jatCmxsbE0a9aMTZs2aS1Lkg5CQzsSEHAagE2byhEQsFBjRZL0EBgYyKpVq3BwcDDNxrB2AyGnar7BXL16FR8fH86dO0fJkiWJiIigZMmSZh9HmY45GYQRQ6m62NXubcoo+W9kkqjMIy4ujrZt27Jq1Srs7e1NszIk1kujRovYsKEsAN7el/n2W9802STVZJ9UtqXNVungoOP99wtoUaQ3mrCwMJo1a8bTp08JDg5m6dKlODg4ZPp5ZYZJaR4ynKtXr+Lr68vZs2dNXRqZaSCkechc4uPjadu2LStXrjQN1GrUqJHWsiTpIDh4EevXl83QY7q6Grh9u3KGHlOijoiICFM3Y6NGjVi2bFmmGwhpHqR5yBSuXbuGr68vZ86coUSJEkRERFCqVCmzj6PGQEjzkPnEx8fTrl07VqxYYZoqFhwcrLUsSTpo0mQRa9cqBiJv3qdUqOCMXq8zrWGh0/37pTO9T/u5sj1/fhv+/ru0VsV544mMjKRJkyY8efKEhg0bsnz5cnLlypVp55PmQZqHTOP69ev4+vpy+vRpPDw8iIiIoHRp828urzMQ0jxkDfHx8XTo0MGUrGbZsmU0btxYa1mSdNC06SLWrFEMxHvvnSQysgP6l3QPSrI/mzdvpnHjxjx58oTAwEBWrFiRaQZCZpiUZBpFihQhIiICT09PLl++bBoLYS5KPgc5iFJr7OzsWLRokSlNbqtWrVizZo3WsiTpYPXq9jRvfhaAf/4pT4MGIRjlb8tqadCgAevWrSNPnjxs2rSJ5s2b8+TJE61lqUaaB4mJZANRvnx5rly5Ig2ElWNra0tISAitW7c2GYhVq1ZpLUuSDlasaEeLFoqB2Lq1PO+9Jw2ENVO/fn2TgQgNDbUqAyHNgyQNhQsXNhmI5NkYZ8+eNfs40kBkD2xtbVm4cCFt27YlISGB1q1bs3LlSq1lSdLB8uXtaNVKMfXbt5fn3XcXSgNhxbz33nusX7+evHnzmmZjWIOBkOZB8hzu7u5ERkZSoUIFk4E4c+aM2ceRBiJ7YGtry4IFC2jfvj0JCQm0adOG5cuXay1Lkg6WLm1L69bnAdi5swJ160oDYc3Uq1ePDRs24OjoSHh4OE2bNuXx48day3ol0jxIXoibmxsRERF4eXlx7do1fHx8OH36tNnHec5A7J6TCWolr8NgMDBv3jyTgWjbti3Lli3TWpYkHfz9dxvatFEMxK5dFahdWxoIa6Zu3bomAxEREZHtDYQ0D5KXkmwgKlasyPXr1/Hx8eHUqVNmHye1gUi6tCsTlErUkGwgOnbsSGJiIu3atWPp0qVay5Kkg7/+akO7dhcA2LOnAjVrSgNhzdSpU4eNGzfi6OhIZGQkjRs3JiYmRmtZL0RO1ZS8ljt37uDn58fRo0dNYyI8PT0BMD6NQmfv+NKMkqlJvLyXuH8mAcpXTk7V1IbExES6d+/OggULsLGxYdGiRbRu3VprWZJ00LHjEkJClNwsHh7XGTDAG51O969MlOIFmSfTbk/ZpmwvXNiWIUMKaVCiN5udO3cSFBREdHQ07733HmvXriVv3rwWH0/meZDmQTPu3LmDv78/R44cwd3dnYiICMoVcyE2dBQ2hTxfmZI6NQkXdhC/fRogzYOWJCUl0aNHD+bNm4eNjY1pUKXEeunceSkLFpTM0GNWrZqLAwcqZOgxJerYvXs3DRs2JCoqinr16rF27VocHR0tOlZm1KGGDDmKJMfj6upKeHg4/v7+HD58GB8fH3Yu+wPXJ8qqmoAqA2EoXp2cs6K99WJjY8Ps2bPR6XTMnTuXjh07IoSgXbt2WkuTWMj8+e+j0y1l/vySADg7P6B589LY2Ci/SbXZJ1NvK1bMToOSSABq1qzJpk2bCAwMZOvWrTRq1Ih169Zlmwdo2fIgMYu7d+8SEBDAoUOHKFSoEDuXTqbQpTWqFsUCmWEyu5GUlETv3r2ZM2cONjY2zJ8/n/bt22stS5IOunVbxty5JQCoXPk4Bw50kpkorZi9e/cSGBjIw4cPqVOnDuvXrze7HpQZJiWa4+LiQlhYGFWrVuX27dvUajWA2yWayOmYVoqNjQ0zZsygR48eJCUl0alTJxYulMs/WzN//tmK7t0vAUYOH/aiatUFchClFVOjRg1CQ0MpUKAAO3bsICgoiKioKK1lSfMgMZ+CBQsSFhZGtWrVuHPnDrVaDeCWhzQQ1kqygejZsydGo5EuXbqwYMECrWVJ0sHs2a3o0eMqYOTIES+qVJEGwprx9vY2GYjkwZRaGwhpHiQW4ezsTGhoKNWrV39mIPpzq3hjaSCsFL1ez/Tp0+nduzdGo5GuXbsyf/58rWVJ0sGsWS3p3fsaYOToUS8qV15AYmKS1rIkFlK9enXCwsJwdnZm165dNGzYkIcPH2qmR5oHicUkGwhvb2/u3r1LzVb9uVk8WBoIK0Wv1zNt2jT69u2L0WikW7duzJs3T2tZknQwfXoL+vRRDMSxY15UrrxQGggrplq1aiYDkTwbQysDIQdMStLNw4cPadiwIXv27MEzvydLfxmJy63tIIzYFK2C7dstTIMoRWI8sRt/AsCh4efoDK8ezW3rYouDh0Oml0GSgtFoZODAgUybNg2dTsfs2bPp1q2b1rIk6aB//5VMm1YE0FO+/AmOHOmAwWCjtSyJhRw6dAh/f3/u3btHjRo12LhxIwUKFHjp/jLPgzQP2ZaHDx/S3qc9ww4Nw56Mm0Ghd9BT81RNaSCyGKPRyODBg5kyZQo6nY5Zs2bRvXt3rWVJ0sHAgauYMsUdsMHT8zhHj3aUBsKKOXz4MP7+/ty9exdvb282bdr0UgMhzYM0D9maG5tvcMrH/PTVr8N7nzeO1S1LjiKxHKPRyJAhQ5g8eTI6nc40qFJivQwatIrJkxUD4eT0gKZNS6HT6VVln0z7Wdrt77yTmy+/LKxZud5Ujhw5gp+fH3fv3qV69eps2rQJZ2fn5/aTSaIk2Zq8jpanT5VkP/R6PRMnTjT927t3b4QQ9OrVS2tpEguZNKkZNjarmTDBjaioAsyf/zBDjpuUlO2fQXMkb7/9NhEREfj5+bF//34CAgIIDQ19oYHIaKR5kEgkL0Wn0zF+/Hh0Oh0TJkwwzcbo06eP1tIkFjJ+fFN0ujWMH+8G6ClY8BaffloVW1s9umcpJlOyTqbORKl7wTZlu4eHrTaFkVCpUiWTgThw4AD+/v6EhoZSsGDBTD2vNA8SieSV6HQ6fv/9d/R6Pb///rtpNka/fv20liaxkN9/b4JOt4bff3fl3j03pk4N48SJDtjZySrBGqlYsaLJQBw8eNBkIFxcXDLtnGZP1dyyZQvNmjWjSJEi6HQ6li9f/tqYyMhIqlevjr29PWXKlGH27NkWSJVkR4xPo+R0zDcAnU7H2LFj+fDDDwHo378/U6dO1ViVJD2MG9eEjz66CyRy/rwXFSqEEB+fqLUsiYV4eXkRERGBm5sbhw4dws/Pjzt37mTa+cw2D48fP6ZKlSpMnDhR1f4XLlygSZMm+Pr6cvDgQYYOHUqfPn3YsGGD2WIl2QtjzF1iN/xA/K6Z0kC8Aeh0OsaMGcNHH30EwIABA5gyZYrGqiTpYfToxnz88T2SDYSn5yLi4hK0liWxkAoVKhAZGYm7u7tpMOXt27cz5Vxmt1EFBwcTHBysev8pU6ZQqlQpfvvtN0Ap3NatWxkzZgxBQUHmnl6SjTA+vIJ48oDE89sAELZySeecjk6n47fffkOn0zF69GgGDhyI0Whk0KBBWkuTWMivvwaj063n11+duXixAp6eizh5sj0ODnIcgzVSvnx5IiMj8fX15ejRo/j5+bFixYoMP0+md3Dt2LGDgICANNuCgoIYOnSo+Qd7+hhs5bzk7IKhYDmo0Z24HdNJPBVJQoIOeCvjTxT7FJ7KZKjZBR3w64/fYS8SGTfudz75v8HYJMTSv19/raVJLOSX79/DIMIZ9Zsbly55UcFzEScONcXBXhoIa8TToxibN6wlODiYCyeO0bZZ4ww/R6abh5s3b+Lm5pZmm5ubG9HR0Tx9+pRcuXI9FxMXF0dcXJzp/9HR0cqbjkXkEM9shoGUS2KM3g1My/iTDKsH+c5k/HElFqMDfgJ+8n+2Yc3HyktitYwEalXxoe3hn7l42Yse5Sczr9JXGPQynbU1UhY46wV4QXTiaZxOZOzxs+Xj3MiRI3FycjK9ihcvrrUkiUQiyfG0LBTJ35U/xVaXwKJbQXQ6+l8SjPKJTfI8mf6tcHd359atW2m23bp1i3z58r2w1QFgxIgRDBs2zPT/6OhoihcvjnsklC9fjrVr1+Lu5q58OOtzWP47FCkL43fBa9ZKMLH8dyU2fyGYfBByq8y6tWUx/NYL7HMrcQWLqIs7HAlfNQWdHsbtgBIV1cVdOgYf1lbSuP24Bt5uoC7u3nUYUAXin8LHM6F+O3VxT6KVuKg70PMnaPmBurjEeET75ur2NZfRW6Fanue3/9wFti+HSvXhv2tQnodVMO0/sGaKcg3GbgO9yp/BX7/CvG+hYGGYdBAcXqDpRYTNhd8HQi5HmHIQ8ru9NgSA/Zvgu1agt4EJe6BoOXVx5w4qrTUAozZBhTrq4m5fgkHVISEOhs+HOi1UhYlH93nSvRx5kmL56CS89cEohgwe8vrAhFgYXANuXYS2n0CXb9TpFEb4xAfO7Af/rvDBZHVxAD+2hT3rwLshfL1UfdzE/4ONs6B0FRj9j/I7VsPCHyFkFBTygIn7wO7F97znWD8dJg+FvPlhyiFwVDlnf9dq+KmDch+ctA/cSqmLO7UbPvUDoMWf3zN84R1+GOXKX7cCWX6/Hl4V8qFDr2SUfBYihEDExyOun1MyT7oWRzjkTZV5UvwrWyV0bJuPH75xUe4vA6oo95shEyCwhzqdcU9gUDW4ew06fgkdhquLMybBR+/CxaMQ3BcGjFEXh4BvWsDBcKjdDEYsVBkHjO0LEQvB8x34Xziq709/fgVLxoB7aZi4V32dtmoiTP8M8rko95k8+VM+i44Gd5V1lVpEOgDEsmXLXrnPp59+KipVqpRmW8eOHUVQUJDq80RFRQlAFC1aVADC09NTXL9+Xfkw5qEQbQsJEYgQf49WLz4+Toie5ZS4Pz5VH2c0CjH0XSXu567q44QQ4rv3lbhP/ZXjqGX8YCWuf2UhEhPUx83/UYnrWEyIJzHq49bNUOJa5BPi/i3VYdFz1okIIjL8Fb0v+sUnvHFBiMb2itZ/lqovX9Q9Id53VuJWTlIfF/dUiK6llLjZX6mPS0oSYpC3Eje6j/o4IYT4sokS92UT8+JG91HiBnkr51fL7K+UuC4llfKqxLhiohCBiHs+CGdbxG+//aYucOsy5XyN7YW4fl69zmPblbiGOiFO7VEfd/W0EMG2SuyuNerjHtwWoqWTErduhvq4JzHK7y8Q5feolsRE5fceiPL7V4vRKMSnAUrcd++rjxNCuZ8FIsSHdYQwGsVXX20UsEPAvgx79et3KeV8S8Yo52vjqtzH1RIRosQ1zSXErcvq4w5FKnFBeiHOH1Yfd/GYEEE2Suz+UPVxd68J0SyPEhc6T33c42gh2rsrcYt/UR+XEC9Er/JK3JRhaT5KrkOjoqLUH+81mN1tERMTw8GDBzl48CCgTMU8ePAgly9fBpRWg9Qr8A0YMIDz58/z6aefcvLkSSZNmsTixYtN073MYc2aNXh4eHDq1Cl8fHy4fv065HFSnpAB5n0HD1XOa7W1S3GfS8fANZV96jodDByn/Bs6F07sVF+Avr+ArT0cCIMdK9XHdfsOHAvA+cOwbrr6uNbDwK0k3L0Kf/1PfVzDHlDWW3kqmP2l+rhK76rfNyNwL6k8sQJM+xjiY9XF5XOG7j8o7+d8BdH31cXZOUA/ZdYQf/0CNy+qi9PrYdDvyvv1M+DsAXVxAP1Hg40Bdq2BPevVx/X4UWlNO7MPNs1RH9fuM3ApqrQGLBmtOkzXpB+i1Ns428K3peHjjz82zbB6JXVbQDV/pbXjj0/U6/SqA/5dlMfZyUNTFl14HUXLQquhyvspwyAhXl1cfteUlpGZI+BxtLq4XHmg77Pf3sKflCdmNdjYwICxyvvVk+HCUXVxOp1yX9PbwNalcDBCXRxAr5FKa9rxHRCxkO+/D+Srr2IAJfeDs/MVli71YMOGMmzcWIZNm8oQGlqG0FVFCGswgnDv/kR8e4DIyLJs3lyWLVvK8c8/ymvr1nJs21aOTz9N1erWfDAUL6+0Qsz/Qb3OBu2gUj2IewozVLY8AFRuAPXbgtEIkz5U/50p4aVoBeW7lqQyF0bBItDxC+X9jM+UAf9qyO2oXAuA+d/Dg1uv3j8Zgy0MHKu8X/47XMn4dYbSYK7biIiIECgtV2le3bt3F0II0b17d9GgQYPnYqpWrSrs7OxE6dKlxaxZs8w6Z2rXdP78eeHh4SEAUbZsWXH16lXFpQ+srjiusf3NK9DnwUrc183Ni/u1lxI3pKZ5T3YzP1fiur8lRFys+rjl45W41gWFiL6vPm7L30pcEwchbl16/f7JHN2a8mR39oCqkOh90Vnb8iDEsye7oorWhSPVly8xQYi+lZS4iR+ojzMahfjET4n7oa36OCGE+KmTEvfRe+a1PE39WInrVV55ulDLX78qce3chIgx44kjbL4S1yyP8vSklv1hQgQiEgN1wiuPcl/43//+9/q480eUp8FAhDgYof58d64K0TS3Ehe+UH1cTFQ6Wis9lbhpn6iPS1drZWvLWisnDLGstXLBf59rrfzuu00CtgvYJ9zd54tHj17QIrV+pkWtlWL3OiUu2FaIK6fUx53ep9ybAhHi6Db1cTcuKPdCc1sro+8r995AhFgxUX1celorB9ewsLWyqRL3RWPTpsxoeUhXt0VW8e+Cnz9/XpQoUUIAokyZMuLKlStCHN5idmUnhBDi0gkhGhmU2L0b1cfduyFEC0clbuMc9XFPHgnRvrASt+hn9XGJCUL08VLiJg1VH2c0CvFxAyXux/bq44QQ4r8dlLhh9VXduDQxD0IIsWmuhZVd6LNmTBulaVIt5w+nVHaHItXH3b6SUtlFLlIfF/NQadoNRIilY9XHxccJ0aOsEjf9M/VxRqPSdB2IED93Ux8nhBDfthIiEHG2bWnTg8XPP6v4nv8+KFVll6j+fPN+SKnsnj5WH7d2uhLX0knpklDLrjUpld3V0+rjTu1NqeyO71Afd/18StfctuXq46LuCvF+ASVu1WT1cXFPlS6rQISY87Vp8w8/hL3aQKTpmuur/nxCKJVcIEqlZw6/9VbiBtcw7wFu1pdKXNdSZnXNiWddc+J9Z6XrUy3/LE15gLtxQX3c0W0pddrpferjrpxK1TW3VgiRTbotsgOlSpUiMjKSkiVLcvbsWXx8fLhaoBQ0aG9+M6ZHeWj+bHDXlKHqm6Sc3aHTsyb9GcPhaYy6uFx5ofco5f38H+D+TXVxNoaUZsyVE+Cyynk3Op3SlKXXw+ZFcOQfdXEAfX4G+1xwZAv887f6uKzGrxNUqA2xj2Hm5+rjqvlD3ZbKYKopH6n/zpR6Gxo/y2kweSgkqZzK5loM2n+mvP/jE4h9oi4ujxP0/K/y/s9vzOua6/+s62HpGLh2Vl1cctccQOifcGKXujiAfr+CrR1vPTzPwg86AvDZZ58xatSoV8d1/96yrrk2H4NbCaVrbrGZXXNlqsPjKKXrSi01G8M7wZCYoAy8VUs5b+WcoDSZq83IWriUUkaAqcMgPu7V+yeTryB0+155P/tLePRAXZydg3INQfl73roEwJdf+vHjj0+BOG7eLE+ZMsuIjn6aEqfXw6Bn35n10y3smlttXtdcz/8qTfyn9yrfU7W0H650zd28AEvHqo9r0g9KVoJH95UucrW82xKq+CrdqtM/VR9XsS74dnpWp5nRzVKsXMpA9ykfKd/VTMAqzQNAyZIliYyMpFSpUpw7d04ZA9FkqPLlP7wZ/lmi/mBdvgYnF7h0HFabkW635YdQ5C24fwNCRqqP8+8CnjUVwzHLjMrOOxDqNFcMjjmV3VtVlRHGoHwJ1VZ2hTyUPnBQbpRxT1+9v1bo9SmV3aY5cHK3+thnlR37NirjCtTS/XtlJPy5g7Bhpvq4Nv9R/q63L8Pfv6qPC+qlXMfHUfDn1+rjajWBGkFK3745lZ3nOymV3WRzKrvS0Fqp7DpE7ea/3ypaR4wYwU8//fTyuHwFoeuzG/LsL9RXdva5oG9yZfez8ndVg41NSmW3dppyHdWSXNntWAl7N6qP6/mT8vBwajeEzVMf12EEOBeGG+dh2Vj1cU0HKDOKou+ZV9nVex+q+DxX2X3xhR8//RQLxHHrlidlyy5PayAqvgu+HZX7kjljCop7WlbZFXCDzs9+CzOGmzcOpffPyvsFPyoz09RgY0gZU7ByolJfqCH1A9yWv5T6SS19flZm9h3dCpsXq4/r/BU4ucLVU4rWTMBqzQNAiRIliIyMpHTp0pw7d473WncmKmiA8uEfZlR2jgWg+4/K+z+/Vn5sarCzT3my+/s35cethtQufcMsOLVHXRwoA/YMtrB3A+xeqz6u+w/KE+zZA8qUM7W0/QRciys35b/MqOyymvI1IbC78n7SB+oruyJvwfvPpgVP+Uj9ADonl5TKbtYXEPNQXZxDbmXgLMCiUXD7iro4G5sUg7R2Gpw7pC4u9QC6HStg3yZ1cZBS2Z3cBeHz1cclV3bXz/F5hTz8+KPy2/riiy9M719I0wHK4LToezDve/Xne6+1MhguPhb+MOPJrlI98OlgWWtli/9T3k81o7Jzdldu6qBUdk8eqYvLlVepROBZZXdDXVzqym7FBPMquwFjn7VWLobDW0wfjRjhy6hRcUAct2+/wED0ftZaefQfpaJUS3Jld+UkrJqkPq7lB8og2Ae3IOQV5vTf+HVSBt1a0lr5biultdKc70zpyimtlZPMeIBzLaa0lID5rZW9nv095n4LD++qizMDqzYPAB4eHkRGRvLWW29x/vx5ao9ZSmKBwkpz298qRnsnE9xHucCPHihNw2qp3QyqBZg/WrxCbQjoqrw3a7R4mVSjxc2o7NKMFv9ceYJVg0Nu6POsOXjRKLhzNc3HIgtW1dy5Q+WMll4/KaPFT+6C8AXqT9Dxc+XGfv2sMkpZLc0GgkcF80eL128Lld57Nlr8M/VxleunjBafMtSMyq5CymjxKR+ZMVq8cMpo8emfqe+aSzNa/Ae+GNjb1Orw1Vdf8f33LzEGBlvo/2wG1MoJcPmkuvMlP9npdJZ3zWX31kq/zpa1VlYPUForjUlKt4fq1soqL22t/OwzH/73v3ggltu3PSlTZjkPHz6r1AoVT2mt/OMT9Q9wefMrM4RAqeyiVFZ2tnYpM6CWjoHr59TFpe6as7S1cv8m2LlafVxya+X5Q8qsK7W0fdZaeeeKMstLLQ17Qplqyr1+4StMu4VYvXkAKF68OJGRkZQpU4aTFy4z7PizJ4GQkemYGnVEXdy/p0YdCFcv3DQ1ajtEhqiP6/Slktzq2hnliUItzQdDMc9nlZ0ZXyaf9kqTZNyTNFOjjDF3ebrhR9OqmrYutugdMvgrpYuj77Ce6lZhfW5qlCWVnZlTo5Kn+5ozNUqnU1qedDolicyxberiQDFydg5wKBK2LVMf1/VbpWvg0jFYY8ZS2u8PVboi7t9Qkh2pJaCr0vXxNAZmfcGIESMYOVL5G3/zzTd8991LmtFrNFQMeVKiUtmpJT1dc22ftVaY01qZN3/a1kq1lV3q1soloy1rrdw4O2tbK88dfK618pNPGvDrr4lALHfueFK27MoUA/Ga1kqhDNTHaBQkJQkSEwUJCYIE/17El6hOXPRjEmea8wDXVEn6ZUnXnCWtlYVLp7RWmjMOJXVr5ewv1bdW2udKaa1c/LNlrZWbZquLMYcMG3qZiagdKXr16lVRtmxZAYjd9Z6NUB7VxbyTJU+N+sTPsqlR/d5O99QoVViYyEnsWmvZ1KjUo8WfTY1KuLJfxMzvJWLm9RCx2/8QxqQk8fTSUxG9LzrlteGkiH63ooiuVVZET18honbdFbd+GCZu/TBMRO26m3bf1K/NV0SUr7d4Wq+QGFgMYW9vL9atW/d6namnRs36Un35Uk+N+q23+jghXjg1ShWj+2ZpIiexctKz0eIFlNH4asnARE4///yzaRbGN9988+K4jEjktHa6+rinj1MSOc37QX1c6kROvw9SH2c0CvFZYIYkclLNH58qcT3KKrNw1PKaRE6//bZZwLZnSaD2CFvbfcLWdr8w2OwVNrpdQs9uodfvEzqdecmkvi/TV4hzh9TrTJ3Iad8m9XF3rwvRPK8St2mu+rjUiZwWqZiOnExCvBC9K7wwkdMrMRqVKd6BCPFTR/VxQgjxYzsR5Yucqvk6kg1EdUdEUgDKH/vYdvUnSz01ausyM0SmI2vhC6ZGvZZsMjUq4eKu5wzEc6SaGmV8/FDEzOshYub1EMaE1+S5eDY1KjrQVhQwIOzs7MTatWtfrzN5alRje/OmRqWp7Paqj0szNcqMyu7+LcX8BaLMk1dL6twWC/6rPi4xQTG3gShmVy1Go5JnIBDFXJvDqC7PKru6psrul19+MRmIr7/+WhhfVAlO+0SJ61nOvMru79FKXNtC5mUtDF/4LGthbmVKrVoORliWtfDC0VRZC8PUx925mpK1MGy++riYKCXfRyBK/g+1pM5aOPXjF+4yZsyWVAYiY17fle4rxH98zTNIEz9QdPapaN4D3MKRSlyHIspUerVsmP3sAc5Rmbqvlj3rlbhGBiEun1Qfd2Z/ygPckX/Ux928KKIa2kvzoIZr166JcuXKieleinl42qeymYmcvlAuULfS5iVyWjEh/Ymcbl5UH5c6kdOZ/erjLp9MyW2xW8XTfDL3b6bkttgwy7T5tQYiVWVnnPe9evOQKpHT6sZK3gA7OzuxevXqV8elTuT0fRv15RNCiJGdlbih75qZyOk/zyo7z6xP5HTnqvq4Z4mcRJCNkpxJLakTOR0IVx+XJpHTAtPmX3/91WQgvvrqq+cNROpETn+pTHUtRNpETlP/oz4udSKnkZ3VxwmhfMc0aa0sal5rZZpETjfVxyUncnpFZTdmzD8CtgrYJ/Ln/0scOfJAXPtnn7jewEXcqF9Q3IjcKm7ejBe3bsWL27fjxZ07CeLOnQRx926CuHcvQdy/nyAePFBeD0+dE7GNnt1n/lmiXmeaRE4T1MfFPVXu9YEo9361JCUJMeQdJe7XXurjhEh/a+XA6mbVaVFTPpPmQS3Xr18X71Z4S0T5Kgbi1lwzmpZSJ3IKGaU+LjFBcb2BCDHpQ/VxRqMQ//F5lsipnfo4IVISOZmbtXDyR0qcuVkLF/1PiWvvrjTdPeO1BuJZIidjszzi8bR26syDEKZETsYgG/Fhy0CTgVi1atWr4zIikVNEiPq41ImcloxRH5c6kZO5a6yYEjmZmbXwWSIn8WmAed+ZjEjklKqyGz16tMlAfP75588biORETmZ3zWVAIidzWitTr7GS1a2VWbXGiqm18uVrrIwfv1XAPwL2CWfnEHHnzqOU1kpzu+aSWyvN7ZpLbyInTVorVbSmJpO6tdKMNVaibl6X5sEcrl+/Ln55R7mh3/TRi7NHDqgP3vSncoGa51X6xdSyb1PKk505WQvPHkyp7A5vUR9365KyQEwgQmxerD7u0QMh2rgocUvHqY+LixWiexklbvrwNB+90kAkJQnxQW0hAhHxA95Sbx6EEOKblkIEIpI+DRBt27QRgLC1tRUrV658ddy4gc8quyrmVXZzv1fiOhU3M2vhH0qcuVkLd65+duOyE+LqGfVxJ3crcYEIcXyn+rjr55RzBSLE9hXq49JkLZyiPi72iRBdSjzrmvsmzUepDcSIESPSGojUaefH9FN/PiFS0s5/1cy8OFPa+XfS0VppTmWXs1orJ07cZjIQBQqEiDtnz72wtfK1pOma+0l9XOq08xP+T31cDm+tlBkmzaRw4cJ0WbKHy4m2nH9spEuzRpw5o3IBLL/OUL6WsrBUlMqMfvBsalQLJevdI5ULLoEyNapxP2XK4BOVyU4gJZGTYwH1o37h2dSo/yoJSEyL7KogebS4wVaZR54KQ4ma2L/bH3R6Es9vM83CAEyJnITeRolTO2UMnk2Nskef35X5s2bQrl07EhISaN26NStWrHh5XPLUKJei6qemQsrUKLcSEG3G/OjkqVHmfmdqNoYajcDVw7zzJSdycikKjx+qj0tO5JSvoHmJv5ITOeXKq0z9U0tyIidbe2VWUio++ugjxo4dC8DIkSP5/PPPEcnfjeRETnobZYaJOd+Z5O9o3vzqpzNDStZC58Lm/Q47DFdm+xTyMO9336S/ksjJ3O9MciInt5LqZ3pASiIn1+LqE3FBSiInJ1clN8JLGDSoLpMm2QBPePCgLGVr7OV+sy+URdrMyXSYnMjJzkGZlaSW5NwWNgZlOqXa70zydF8bg3L91U5nBiVjsH1uJWmV2hleAJ2fzZpzLWbed6bF/ym5LdxKmne/yGgyzIZkIul1TbePHxBeXhUEIIoUKSJOn1bZlHn3unl9kck8uG3e00cyjx6k6QpQzdPH5o2eTyYx0by1IJIxGl+5FO6rWiCM18+oH/OQmlTnS0hIEO3btze1QLxyWXhzluxNze0r5j1FJHP3mnmtHMncv2XewMBkou6Z1++dzJNH5j3pJpMQb97gsGSMxlcORBw/frypBeLTTz9N2wJh6TXM6jhLvzN3rprXypHMvRvmPbEmE3XXvBa1ZGKiVA9CnTJlu4AtSgtE/hBx6/RZ88/3mu/MK5HfmTRkRsuDTghz7Lw2REdH4+TkRFRUFPny5bPoGLdv38bPz49jx45RpEgRIiIiKFeuXAYrlSSTeGk3cdumgjBiKP0udrV6odPrEYlxPFmkZAHN3X4KOoO9ZcdPTKRr166EhIRgMBhYvHgxrVq1ysgiSLKYiRMnMmSIss7MJ598ws8//4zOnKdOSbZi2rSd9O+fAOTByeksJ082wt3dsvu3JH1kRB36b3J0t0VqChUqRHh4OJUqVeL69ev4+Phw6lQmr3f+BvPKLoyMOL7BwNy5c+nUqROJiYm0a9eOJUvMyBAoyXYMHjyYSZOU1MS//PILn3zyCVbwbCN5Cf361eaPP+yAGKKiyuDpuYGbN83oCpJka96Ylodk7ty5g7+/P0eOHMHd3Z2IiAjKly+fQUol/+bfLRC23p15+tcgIH0tD6bjJybSo0cP5s+fj42NDSEhIbRp0yYjpEs0YurUqQwYoLROffTRR/z222+yBcKKmTFjN336xAJ5cXQ8z7p1DXBzc0QI/vUSpvfw4u3//qxECTtcXAwvPbdEITNaHt448wCKgQgICODw4cO4ubkRERFBhQoVMkCp5EWkNhA2JWuTdFFZqyIjzANAUlISPXv2ZO7cudjY2LBw4ULatm2b7uNKtGPatGn0768sJPThhx8yZswYaSCsmFmzdtOrl2IgMpLp0z3o3dslQ4+ZE8kM8/BGWjZXV1fCwsIICAjg0KFD+Pr6EhYWRsWKFbWWliMxlKgJQNy2qSbjkJHY2Ngwa9YsdDodf/75Jx07dsRoNNK+ffsMP5cka+jXrx96vZ6+ffsybtw4jEYj48aNkwbCSunZsyZ6/R569HgK5AKScHQ0oNfr0ekwvSD5ve4F257fnjv3G9Pznu14I80DgIuLi8lAHDx4EF9fXyIiIqSBMBPxNArsHdHpX/0jNhmIrVMwa2qoSmxsbJg5cyZ6vZ7Zs2fTuXNnhBB06NAhw88lyRr69OmDXq+nT58+jB8/HiEEv//+uzQQVkr37u+g1++je/dHCOGIEOc4ejSAYsXyay1NYgFvtG0rWLAgoaGhVKtWjTt37uDr68vRo0e1lmU1pKyqOUvVYEhDiZrY1emdaXpsbGyYPn06PXv2JCkpic6dO7Nw4cJMO58k8+nVqxfTp09Hp9MxYcIEhgwZIgdRWjFdu3ozd64jOl00MTGlqVAhlMuXzchxIMk2vNHmAVIMRPXq1U0G4sgRlctxv+EYH1xGPLlP4vmt6g2ER41M1ZRsIHr37o3RaKRLly4sWLAgU88pyVx69erFzJkz0el0TJo0icGDB2PMwJk7kqylc+fqzJuXz2QgvLwiuHRJGghr4403DwDOzs5s2rQJb29v7t69i6+vL4cPH9ZaVrbHULx6qumY6g1EZqPX65k2bRp9+vTBaDTStWtX5s2bp7UsSTro0aMHs2fPRqfTMXnyZAYNGiQNhBXTqVN1FixwQqeL5vHjUlSsGMGlS/e0liUxA2kenpFsIGrUqMG9e/fw8/Pj0KFDWsvK9qTN55C9DMTUqVPp27cvRqORbt26MXfuXK1lSdJBt27dTAZi6tSpDBw4UBoIK6ZDh2qEhORHp4vi8eNSeHlFcvGihumWJWYhzUMqChQowKZNm6hZs6bJQBw8eFBrWdme7GwgpkyZQv/+/RFC0L17d+bMmaO1LEk66NatG3/++aepdal///7SQFgx7dpVZdEiZ3S6KJ48KUXFilu4cEEaCGtAmod/kT9/fjZu3EitWrW4f/8+/v7+HDhwQGtZ2Z7sbCAmTZrEwIEDEULQs2dPZs+erbUsSTro0qWLyUBMnz7d1LoksU7atq3CX38VRKd7yJMnJalY8R/OnTNjkTCJJryxUzVfhZOTExs2bKBRo0bs3LkTf39/06BKyctJnc8h8fxWAOxq9XztNM7MRq/XM3HiRNOAu169epmMhMQ66dy5Mzqdjq5duzJz5kyEEEyfPh29xt81iWW0bl2ZJUsO07r1XZ4+LUGlSjsYPboKhQs7qc4++aLtydv8/R0pWtROm8LlUKR5eAnJBiIoKCiNgfD29tZaWrYmuxqI5Kl+er2eCRMmmGZj9O6deVNHJZlLp06d0Ov1dO7cmVmzZpkMhI2NzeuDJdmOVq1SDERsbDEGDboHZMwgynXr3pLmIYOR5uEV5MuXjw0bNhAcHMz27dsJCAgwDaqUvJzsbCCSkwyNHz/eNBujb9++muqSWE6HDh3Q6/V06tSJ2bNnI4RgxowZ0kBYKa1aVWb58qO0bHkfIfKi08VRpUpecue2e2GWyZdlpUy9LyDXv8gE5F/0NeTLl4/169cTHBzMtm3bCAwMZOPGjbzzzjtaS8vWvMxAaI1Op2PcuHHo9XrGjRtHv379EELQr18/raVJLKRdu3bodDo6duzInDlzMBqNzJo1SxoIK6V580osX36UVq1uYjQ6c/LkOQ4erIOnp5vW0iSpkB2EKnB0dGTdunXUq1ePhw8fEhgYyO7du7WWle3JroModTodY8aMYejQoQD079+fKVOmaCtKki7atm1LSEiIaan2Hj16kJSUpLUsiYU0b16JFSsKo9ffJzbWg6pVd3LixE2tZUlSIc2DSpINxHvvvUdUVBSBgYHs2rVLa1nZnucMxJ7skWtBp9MxevRoPvroIwAGDhzI5MmTNVYlSQ9t2rRh0aJFGAwG5s2bR7du3UhMTNRalsRCmjatyKpVRZ4ZiOJUq7aLY8duaC1L8gxpHswgb968rF27lvr16xMdHU3Dhg3ZsWOH1rKyPakNRNLF7PP30ul0/Pbbb3z88ccADBo0iIkTJ2qsSpIe3n//fRYvXozBYGDBggXSQFg5jRt7sXp1UfT6e8TFFcfbe480ENkEaR7MJNlANGjQgOjoaIKCgti+fbvWsjRDxEYjhLpFsezf7Q9krxURdTodv/zyC//5z38AGDJkCBMmTNBYlSQ9tGrVir///htbW1sWLlxI165dpYGwYoKDK7B2bfFnBqIY3t57OHr0utay3nikebCAPHnysGbNGnx9fXn06BFBQUFs27ZNa1lZjmlVzZ2zVBuIzFxV01J0Oh3/+9//+PTTTwH4v//7P37//XeNVUnSQ4sWLUwGIiQkhM6dO0sDYcUEBZVn/XoP9Pq7zwzEPo4ckQZCS6R5sJA8efKwevVq/Pz8iImJoVGjRmzdulVrWVmK8cFlxON7ylgGtQYik1fVtBSdTseoUaMYPnw4AB9++CFjx47VVpQkXTRv3pwlS5Zga2vL4sWL6dSpEwkJCVrLklhIYKAnGzaUwMbmDvHxRalRYx+HD1/TWtYbi06I5Dxc2Zfo6GicnJyIiooiX758WstJw5MnT2jevDlhYWHkyZPHNKjyTSHx4i7itk8DYcRQuh52tXui073ck4rEOJ4sGgBA7vZT0Bnss0qqKoQQfPnll/z0008AaQZVSqyT1atX07p1a+Lj42ndujULFy7E1tZWa1kSCwkLO01Q0EWSklwwGO7Qv38J3N2dgNQZJpXf8vPbeLZNvHD7Rx8Vwt095303MqMOleYhA3j69CktWrRg06ZN5MmTxzSo8k3BHAOR3c0DKDeWr7/+mh9//BGAX3/91TSoUmKdrFmzhvfff5/4+Hjef/99QkJCpIGwYsLDT9Ow4QWSklwz9LiHD1fg7bdzZegxswPSPGRT8wCKgWjZsiUbN24kd+7cpkGVbwpqDYQ1mAdQDMQ333zDDz/8AJBmUKXEOlm7di2tWrUiPj6eVq1aERISgp2dTFlsrURGnsHf/wpGY370+se0aFEQV9e8z2WZBPVZKT/+2I3ChXOeqZTmIRubB1AMRKtWrdiwYQO5c+dm9erV+Pr6ai0ry1BjIKzFPCTz7bff8t133wHw888/mwZVSqyT9evX07JlS+Li4mjRogWLFy+WBsKK2bLlLH5+Z0lKKoSt7Q22b3+bGjU8tJaV7ciMOlQOmMxAcuXKxfLly2nUqBFPnjyhSZMmhIeHay0ryzCUrIV93X4pCaFUDqLMznz77bd8++23AHz22Wf8/PPP2gqSpItGjRqxYsUK7O3tWbFiBW3btiU+Pl5rWRILqV+/DJGRZbGxuU1CQmHq1j3Cnj2XtJb1RiDNQwbj4ODAsmXLCA4O5unTpzRt2pSwsDCtZWUZOdFAfPPNN6bWh+HDhzNq1CiNFUnSQ1BQECtXrsTBwYGVK1fSpk0b4uLitJYlsZB69d5i8+ZyGAy3nhmIY+zadVFrWTkeaR4ygWQD0bhxY5OBCA0N1VpWlpETDcTXX39tGv8wYsQI02wMiXXSsGFDVq1ahYODA6tWraJ169bSQFgx775bmi1bymMw3CIx0Z169Y6zY8cFrWXlaKR5yCTs7e1ZunQpTZs2JTY2lmbNmrFx40atZWUZOdFApJ7C+cUXX5hmY0isk4CAAFavXo2Dg4NpNkZsbKzWsiQWUqdOKf75pwIGw00SE92pX/8k27dLA5FZSPOQidjb2/P333/TrFkzYmNjad68ORs2bNBaVpaREw3EiBEjGDlyJABfffWVqTVCYp34+/uzevVqcuXKxdq1a6WBsHJq1y7J1q1ezwyEGw0anGTbtvNay8qRSPOQySQbiBYtWphGeK9fv15rWVnGcwZid/ZYVTM9pB738PXXX5sGVEqsE39/f9asWUOuXLlYt24drVq1kgbCiqlVqyTbt1fE1vbGMwNxiq1bz2ktK8chp2pmEfHx8bRv357ly5djb29vGlT5ppB6Gmcy1jBV81X88ssvpqmbySZCp8teC39J1BMZGUmTJk148uQJDRs2ZPny5eTKlfMSBr0p7N17mbp1j5CQUBi9PhpfX2dcXR1fmWUyeZvy+fPbkz8LCSmFo6ONNgWzAJnnwYrNA0BCQgLt27dn2bJl2NnZmQZVWjMiNhrs874yJXUyiRd3EbdtKqB85azdPICSffKTTz4BlG6M7777ThoIK2bz5s00btyYJ0+eEBgYyIoVK6SBsGIUA3GYhIQiGXrce/cq4+xsyNBjZibSPFi5eQDFQHTs2JElS5ZgZ2fHkiVLaNq0qdayLML4+B6xoT9jU8jztWtaJJNwbivxO2cAOcM8gLL+RXL66i+//JLvv/9eGggrZsuWLTRu3JjHjx8TEBDAihUryJ07t9ayJBayf/8VatU6QWKiCzpdDIMHF6RsWddUmSV1/8o6+frtHTsWwMHBenr9M6UOFRYwYcIEUaJECWFvby9q1qwpdu3a9dJ9Z82aJVAeNU0ve3t7s84XFRUlABEVFWWJ3GxHfHy8aNOmjQCEra2tWLlypdaSLCLh8j4RM7+niJnXQ8Runy6MxqTXxhgTYkXMvB4iZl4PYUyIzQKVWcPo0aNN3+/PP/9cGI1GrSVJ0sGWLVtEnjx5BCD8/f3F48ePtZYkSQcHDlwRdnarBOwTNjYbRGjoKa0lZSmZUYeabZ0WLVrEsGHD+Oabb9i/fz9VqlQhKCiI27dvvzQmX7583Lhxw/S6dOnNzgBma2vLggULaNu2LQkJCbRu3ZqVK1dqLctsDMWrY1+3P+h0OWY2haV89NFHjBkzBoCffvqJzz//3LSqn8T6eO+991i/fj158+YlLCyMZs2a8eTJE61lSSykatVi7NlTDTu7ayQludCw4UXCwk5rLcuqMds8jB49mr59+9KzZ0+8vLyYMmUKuXPnZubMmS+N0el0uLu7m15ubm7pEp0TSDYQ7du3JyEhgTZt2rBixQqtZZmNMptCGgiAoUOHMm7cOABGjRrFiBEjpIGwYurVq8eGDRtwdHQkPDycpk2b8vjxY61lSSykcuWi7NvnjZ3dNYxGxUBs2nRKa1lWi1nmIT4+nn379hEQEJByAL2egIAAduzY8dK4mJgYSpQoQfHixWnRogXHjh2zXHEOwmAwMG/ePDp06GAyEMuWLdNaltlIA5HCBx98wPjx4wFlIa3PPvtMGggrpm7duiYDERERIQ2ElVOpUhH27fPG3v4qRqMLjRpdZsOGk1rLskrMMg93794lKSnpuZYDNzc3bt68+cIYT09PZs6cyYoVK5g3bx5Go5G6dety9erVl54nLi6O6OjoNK+cisFgYO7cuXTs2JHExETatWvH0qVLtZZlNtJApDBkyBAmTpwIpEznlAbCeqlTpw4bN24kX758REZG0rhxY2JiYrSWJbEQxUC888xAFKRx4yusW3dCa1lWR6YPF61Tpw7dunWjatWqNGjQgKVLl+Lq6srUqVNfGjNy5EicnJxMr+LFi2e2TE0xGAz8+eefdO7c2WQglixZorUss5EGIoVBgwYxadIkQJnO+Z///EcaCCumdu3abNy4EScnJ9NsDGkgrJeKFQtz4EBN7O2vYDQWpGnTq6xde1xrWVaFWebBxcUFGxsbbt26lWb7rVu3cHd3V3UMW1tbqlWrxtmzZ1+6z4gRI4iKijK9rly5Yo5Mq8RgMDBnzhy6dOlCUlIS7du356+//tJaltlIA5HCwIEDmTJlCpAynVMaCOulVq1aJgPxzz//EBwczKNHj7SWJbGQChXcOXCgFg4OioFo1uw6q1fLLnW1mJXlws7ODm9vb8LCwmjZsiUARqORsLAwhgwZouoYSUlJHDly5JXJkezt7bG3t/75/+ZiY2PD7Nmz0el0pq4MIQTt2rXTWppZGErWAiBu+1QSz28FUJ0HIqfRv39/dDod/fv3Z8yYMRiNRsaMGSPzQFgpNWvWZNOmTQQGBrJ161aCg4NZt24djo6OWkuTWECFCu4cPFibqlV3EhtbnGbNoihRYj+Ojg6A2uyTydvSZqx0cNBx8mRFjUqW+ZidImvYsGF0796dGjVqULNmTcaOHcvjx4/p2bMnAN26daNo0aKmxYO+//57ateuTZkyZXj48CG//PILly5dok+fPhlbkhyCjY0Ns2bNQqfT8eeff9KpUyeEELRv315raWbxMgPxJtKvXz90Oh39+vVj3LhxGI1Gxo0bJw2ElfLOO+8QGhpKYGAg27Zto1GjRqxbt87qE9i9qXh6unH4cB0qV95ObKwHSiaB9K9t4uCQs3/fZpuH9u3bc+fOHb7++mtu3rxJ1apVWb9+vWkQ5eXLl9HrU54wHzx4QN++fbl58yYFChTA29ub7du34+XllXGlyGHY2Ngwc+ZM9Ho9s2fPNhmIDh06aC3NLF5kIGxrdNJSkmb07dsXvV5P3759GT9+PEajkfHjx0sDYaXUqFHDZCC2b99OUFAQ69evx8nJSWtpEgsoW7YQhw/X5e239xAXVxidLoZvvnHivfdKvzL75POfpWzX5/CGVpmeOhtjNBrp27evyUjMnTuXTp2sr/JVFsWaCkJgU7IOSReVab05JT21OcyaNYvevXsjhGDQoEFMmDBBGggrZv/+/QQEBPDgwQNq1arFhg0bpIGwYs6du8Pbb2/l6dMS6HQPWbLEhVatKmstK91kRh2aw72RdaPX6/njjz/o06cPRqORrl27Mm/ePK1lmU3qQZTJxuFNpWfPnsycOROdTsekSZMYNGgQRuObOaA0J1C9enXCw8NxdnZm165dNGzYkIcPH2otS2Ihb73lypEj9cid+xJC5Kd167ssWXJYa1nZEmkesjl6vZ6pU6fSt29fjEYj3bt3z1YGQsRGq5pNYTIQEnr06GEa1zJlyhRpIKycqlWrEh4eTsGCBdm9e7c0EFbOW2+5cvToeyYD0bbtPf7665DWsrId0jxYAXq9nilTptCvXz/s7e0pWrToa2MeP36c6fPQjY/v8XTDj8Tvmq3aQNjV7p2pmqyF7t27m2bWTJ06lYEDB0oDYcVUqVLFZCD27NlDYGAgDx480FqWxEJKlXLh+PH65MlzESGcaN/+PosXH9RaVrZCmgcrQa/XM3nyZPbt24evr+8r942JiWHGjBkMGTKE06czb/EX4/1LiMd3STz3j3oDUeKdTNNjbXTr1o0///wTvV7PtGnT6N+/vzQQVkzlypWJiIjAxcWFvXv3SgNh5ZQoUZBjxxqQJ88FhHCiQ4eHLFp0QGtZ2QZpHqwIvV5PhQoVXrtf3rx5cXd3x2AwULNmTU6ezJzc7WlW1TTDQEhS6NKli8lATJ8+3dQ9JbFO3n77bZOBSF4H6P79+1rLklhIiRIFOX7c95mByEfHjlEsWLBfa1nZAmkechhJSUkAtGvXDi8vL6Kjo9m4caNpe0aTJqOkNBAW0blzZ+bNm4der2fmzJn07t07066XJPOpVKkSERERuLq6mmZj3Lt3T2tZEgvx8HDm+HFf8uY9jxD56NIlmvnzX2wghBAYjYKkJOWVmChISBDExxuJizMSG6u8nj418uSJkcePk3jyxDrvl3KqZg5CCGGa9jdnzhx69uzJt99+y4ABAyhUqFCmnjv1dEzDW+9hV6vHCzNKisQ4niwaALyZUzVfRUhICJ07dzYNjJ0xYwY2NjZay5JYyLFjx/Dz8+P27dtUqVKFsLAwChYsqLUsiYVcvfqQChVCiYkpDSQ9u7/pSG8N+tZb9pw9m7mZKOVUTclLSe0Bk43D559/zpAhQzLdOIBsgcgIOnTowMKFC7GxsWHOnDn06tVLtkBYMRUrViQiIgI3NzcOHTqEv78/d+/e1VqWxEKKFcvPiRMBODqeB2wQIv3GwZoxO8OkJHuRlJSEEAKDQbmUc+fOpWfPnowYMYJhw4bh7OycZVrSZJQ89w/AS1sgJC+mXbt26HQ6OnbsyJ9//onRaGT27NmyBcJK8fLyIiIiAl9fX5OBCAsLw8XFRWtpEgsoViw/J08G4ukZRkxMSeAxY8bY06lTNUB99snU2/V660wSJ+/qVowQgtmzZ/Pxxx8DMH/+fLp3785nn33Gxx9/nKXGIRnZApF+2rZty6JFizAYDMybN4/u3bvLFggrpkKFCkRGRuLu7s7hw4fx8/Pjzp07WsuSWEiRIk6cOuVPvnzngDx89FEsq1YdoFAhW1xdbXFxMVCwoAFnZ+VVoICB/PkNODnZkC+fDY6OyitvXhvy5LEhVy7rrIatU7UEUJzsO++8w/jx42nQoAE9e/bks88+45NPPtHEOCQjDUT6ad26tclAzJ8/n27dupGYmKi1LImFlC9fnsjISAoXLsyRI0dMYyEk1oliIIKeGYi89OkTy/Tpu7SWlaVI82DlVK5cmcOHD3PixAlKlSrF//3f/73UOPx7CmByl0dmIA1E+nn//fdZvHgxBoOBBQsW0LVrV2kgrBhPT08iIyMpUqQIR48elQbCynF3z8epU0E4OZ0F8tK3bzzTpu3UWlaWIc1DDqBSpUpERkZy8eJFfvrppzQVTLI5MBqNptVOw8LC+PHHH2nUqBH9+/dnz549maJLGoj006pVK/7++29sbW0JCQmhS5cu0kBYMeXKlSMyMpKiRYty7NgxfH19uXXrltayJBbi7p6P06eDyZ//LJCH/v0TmDr1zVi/R5qHHIKXlxf79u3jxo0bxMTEmOaV63Q6EhMTTcZh1KhRfPbZZ/z111+UKlWK2NhYfHx82L17d6boes5A7Mk+63JYCy1atDAZiEWLFtGpUycSEhK0liWxkLJly5oMxPHjx/H19eXmzZtay5JYSKFCjpw+3dhkIAYMSGLSpO1ay8p0ZJ6HHEZ8fDwxMTH079+fqlWr8vnnn5tyP3z33XfMmjWLLl260KNHD8qUKQNA//79EUIwadIk06yNjCZ1HohkZJ4H81i1ahWtW7cmISGBNm3asGDBAmxtbbWWJbGQs2fP4uvry9WrVylfvjzh4eEULlxYa1kSC7l7N4Zy5dbw4EFZ4AkTJugYPPhdrWUBmVOHyqmaOQw7OzuSkpK4desWRqPRZBxmz55NSEgIvXr1om/fvmluUjExMdy8edOi6YAiNhrs8752OqZpGue2KWafQ6LQrFkzli5dSuvWrfn7778xGo2EhIRIA2GllClThsjISHx9fTl58iS+vr5ERERIA2GluLjk5fTpJnh6ruH+/bIMGfKEW7e20bFjdYRIeW5Kfi+EeMn2lO7m1NscHfV4eeXSqHTPI1secihRUVE4OTkB8PTpUzp37oyDgwP//e9/KVWqlGm/ixcv0q9fP+rWrcu3336bJkvl6zA+vkds6M/YuJVXnc8h4dxW4nfOAGTLg6WsXbuWVq1aER8fT6tWrQgJCcHOzk5rWRILOX/+PD4+Ply5coVy5coRERFBkSJFtJYlsZD79x9Ttuwq7t8vBxjJqNEB9evnZfPmchbFygyTEtUkGweACxcusGLFCrp3757GOMTExDB37lz27dtH/fr1AVQbB5CrampF48aNWb58Ofb29ixbtoz27dsTHx+vtSyJhZQuXZrNmzfj4eHB6dOn8fHx4dq1a1rLkliIs3MezpxpRsGCp1GqWEHu3EYKFrTBxcWAi4sBV1cDhQoZcHMz4O5uoHBhWwoXtqVIEVuKFrWlWDFbihdXXh4edpQoYYe7e/bqKMheaiSZgsFgoFKlSmmMw927d5kxYwbffPMNkyZNws/Pz/zjFq8OdfsRt32azCiZxQQHB7N8+XJatmzJ8uXLadeuHYsXL5YtEFZKqVKlTF0YZ86cMXVhFC1aVGtpEgtwds7D2bPNKVt2JXfvluPJk1h++OEJw4bV11pahiHv8m8Arq6uxMbGMnr0aC5fvszq1av59ttv+eqrr/jtt98YMGCAxcc2lKyNfd1+cjqmBjRq1IiVK1fi4ODAihUraNu2rWyBsGKSDUTJkiU5c+YMDRo04MqVK1rLklhI/vy5OXOmOS4up4FcfPyxgd9+26K1rAxDmoc3gAIFCrBmzRrCwsJo3LgxnTp14ujRo8yaNYuPPvoo3ceXBkI7GjZsaDIQK1eupE2bNsTFxWktS2IhJUuWJDIyklKlSnHu3Dl8fHy4fPmy1rIkFpI/f27Onm2Bq+spwIH//MeW//0vUmtZGYIcMPkG8fDhQy5cuICtrS1ubm64urpm6PETL+4kbvu0Vy7LLZfkzhxCQ0Np1qwZsbGxNGnShCVLlmBvL/+21srly5fx8fHhwoULphYJDw8PrWVJLCQ6+illyy7n9m1PII5Ro+L47DOfLDy/HDApSQf58+enWrVqVKpUKcONA8gWCC0JCAhg9erV5MqVizVr1vD+++8TGxurtSyJhXh4eLB582beeustLly4gI+PD5cuXdJalsRC8uXLxZkzLXFzOwXYM3y4PSNHRmgtK11I8yDJUKSB0A5/f3+TgVi7dq00EFZO8eLFiYyMTGMgLl68qLUsiYXky5eL06db4u5+ErDn888d+O9/w7WWZTHSPEhMCCEIDQ1N93GkgdAOPz8/1qxZQ65cuVi3bh0tW7aUBsKKKVasGJs3b6ZMmTJcvHhRGggrR2mBeN9kIL78Mhc//midBkKOeZCYGD58OD///DNff/013377rVk5H17Ei8ZAkJQgxzxkAZGRkTRp0oQnT57QsGFDli9fTq5c2Sc7ncQ8rl27ZprG6eHhQUREBKVLl9ZalsRCYmJiKVduKTdulAfiad8+jjZtKr8yw2RKJkrxku3KZ6VL2+Pj45jmfDI9tSRTSR4H8f333yOE4LvvvkuXgTCUrA2QJg+ErXfH9AuVvBYfHx/WrVtH48aN2bhxI82bN2fFihXkzp1ba2kSCyhatKgpD0RyIqmIiAjeeustraVJLCBvXgfOnm1D2bJ/c/16eRYtsmPRogsZcuyOHQs8Zx4yA2keJCY+/vhjdDodH3/8MT/88ANJSUn8+OOPGWoghDEpo+RKXkP9+vVZt24dwcHBhIaG0rx5c1auXCkNhJVSpEgRk4E4deoUPj4+pjEREusjd247zpxpQ7lyf3PtWnnAiIdHEqVKFUCng+Tbrk6nM/0/ZdvLt1erljW/b9ltIXmOsWPHmvI/jBgxgv/+978Z2oWRjOy2yBq2bt1KcHAwMTEx+Pn5sWrVKmkgrJibN2/i5+fHiRMnKFasGBEREaYVciXWx5Mn8ZQr9xfXrlUAEvjyy2h++CEwQ88hp2pKsoShQ4cyduxYAEaOHMmIESN4mccUsdHq1rRIHkQpyXLq1avH+vXryZs3L+Hh4TRt2pTHjx9rLUtiIe7u7kRERFChQgWuXr2Kj48PZ86c0VqWxEJy57bj9Om2FC9+ArDlxx/z8cUXG7SW9VqkeZC8kA8//JBx48YB8PPPPzN8+PDnDITx8T2ebviR+F1zVBsIu9q9MkWv5NW8++67bNiwAUdHRyIiIqSBsHLc3NyIiIjAy8uLa9eu4ePjw+nTp7WWJbEQxUC0MxmIn37Kz4gR2dtASPMgeSkffPAB48ePB+B///sfn376aRoDYbx/8dmqmlvUG4gSNTNNr+TV1K1b12QgIiMjady4MTExMVrLkliIm5sb4eHheHl5cf36dXx8fDh16pTWsiQW4uBgy+nT7fDwUAzEqFEF+Oyz9VrLeinSPEheyZAhQ5g4cSIAv/76K//5z39MBsJQ3Bv7On2f5XNQbyAk2lGnTh02btxIvnz52LJlizQQVk5yC0SlSpW4ceMGvr6+nDx5UmtZEgtxcLDl1Kl2lChxAjDwv/8588kn67SW9UKkeZC8lkGDBjF58mQARo8ezbBhw1IMRKk60kBYGbVr12bjxo04OTnxzz//EBwczKNHj7SWJbGQQoUKER4ezttvvy0NRA5AaYFoT8mSioH49deCfPxx9jMQ0jxIVDFgwACmTp0KpMzGkAbCeqlVq5bJQCTPxpAGwnpxdXUlLCyMypUrc/PmTXx8fDhx4oTWsiQWYmdn4NSp9pQufRwwMHp0QYYNW6u1rDTIqZoSs/jjjz/o10+ZNfHBBx8wduxY0zTOxAs7iNvxx7OMkvWxq9VdrqqZzdmzZw8NGzbk4cOH1K1bl3Xr1snfmBVz9+5dAgICOHTokKlFomLFilrLklhIfHwiFSqEcP68F5BE7dpPaNSo3CuyTD6/XQhBXNwjfv/dK0PrUGkeJGYzffp0+vbtCyhjIn7//XfVBkKah+zHvn37CAgI4OHDh9SpU4f169fL35kVc+/ePQICAjh48CCurq5ERERIA2HFxMcnUrFiCGfPeqXjKDFAA2keJNozc+ZM+vTpgxCCwYMHM378eFUGQpqH7Mm+ffsIDAzkwYMH1K5dm/Xr1+Pk5KS1LImF3L9/n4CAAA4cOICrqyvh4eFUqlRJa1kSC0lISKJ8+cWcP+8JCCpVekz9+iVNWSaBNNkmk+/Fyf+Pj3/EhAmy5UFrOZJnzJo1i969eyOEYODAgUyYMAG9XjEJLzMQ0jxkX/bv309AQAAPHjygVq1abNiwQRoIK+b+/fsEBgayf/9+XFxcTIMqJdZJYmISFSsu5PRppQtj0KCbTJzYTFWszDApyVb07NmTWbNmodPpmDx5MoMHD8ZoVAZKykGU1kf16tUJCwvD2dmZXbt2mcZCSKwTZ2dnQkND8fb25u7du/j6+nL48GGtZUksxGCw4dixjnh6HgdsmDTJnYEDV2mmR5oHSbro3r07s2fPRqfTMWXKFAYOHCgNhBVTrVo1wsPDKViwILt37zZ1ZUiskwIFCrBp0yZq1KjBvXv38PPz49ChQ1rLkliIwWDD0aMdKV9eMRBTphSmf/+VmmiR5kGSbrp168acOXPQ6XRMmzaN/v37v9xA7JmvsVrJ66hSpQphYWEULFiQvXv3SgNh5SQbiHfeecdkIA4cOKC1LImFGAw2HDnSkQoVjgN6pk0rQt++K7JchzQPkgyha9euzJ07F71ez/Tp0+nXr98LDUTShW0aK5WooUqVKoSHh+Pi4mKajXH//n2tZUksJH/+/GzcuJGaNWty//59/P392b9/v9ayJBZiMNhw+HBHKlZUDMT06UXp3Xt5lmqQ5kGSYXTu3NlkIGbMmEGfPn2eNxASq6Fy5cpERETg6upqGkwpDYT1kmwgatWqxYMHDwgICJAGwopRDEQnKlVSDMTMmcXo2XN5lp1fmgdJhtKpUyfmzZuHXq83zcZISkoCFANhV6unxgol5lCpUiXCw8NxdXXlwIED+Pv7c+/ePa1lSSzEycmJjRs3Urt2bR48eIC/vz979+7VWpbEQvR6PYcOdeLttxUDMXt2MXr0WJYl55ZTNSWZwqJFi+jcuTNJSUl0796dGTNmYGNjI6dqWinHjh3Dz8+P27dvU6VKFUJDQ3FxcdFalsRCoqOjadSoETt27CB//vymQZUS68RoNFKt2gIOH1YSSXl4PKZmzaKmLJMJCY9YtaqqzPMgsQ4WL15Mp06dSEpKomvXrsyaNQu9SJTmwUo5fvw4fn5+3Lp1i8qVKxMWFiYNhBXz6NEjgoOD2bZtG05OTqZBlRLrxGg04u29gIMHX5SJMuMzTFrUbTFx4kRKliyJg4MDtWrVYvfu3a/c/6+//qJ8+fI4ODjw9ttvs3Zt9lrgQ5I5tGvXjpCQEGxsbJg7dy49evQwdWFIrA8vLy8iIyNxd3fn8OHD+Pn5cefOHa1lSSzE0dGRdevWUa9ePaKioggMDHztvVySfdHr9ezb14lKlU6bttWocZdJk4ozenSxjD+fuQGLFi1i2LBhfPPNN+zfv58qVaoQFBTE7du3X7j/9u3b6dixI7179+bAgQO0bNmSli1bcvTo0XSLl2R/2rRpw6JFizAYDMybN8+0JobEOilfvjwRERG4u7tz5MgRU1eGxDpxdHRk7dq1vPfeeyYDsWvXLq1lSSxEGQPRDm9vZUXVvXtd2LJlC717Z0ILoTCTmjVrisGDB5v+n5SUJIoUKSJGjhz5wv3btWsnmjRpkmZbrVq1RP/+/VWfMyoqSgAiKirKXLmSbMKSJUuEwWAQue0NImZeDxEzr4cwJsRqLUtiISdPnhSFCxcWgKhYsaK4deuW1pIk6eDRo0eifv36AhCOjo5ix44dWkuSpIOkpCTh7T1PwD4B+0TLlnMyvA41mGM04uPj2bdvHyNGjDBt0+v1BAQEsGPHjhfG7Nixg2HDhqXZFhQUxPLly196nri4OOLi4kz/j4qKApSxDxLrJCAggDlz5jCgT0+in8QDkBgdLcc8WCmFCxdm9erVNGnShGPHjtGlSxf+/vtvrWVJ0kFISAjt2rVj69atNG3alCNHjpAnTx6tZUksJDS0Cf7+f7F/vyfLl7sCyvLcGYVZ5uHu3bskJSXh5uaWZrubmxsnT558YczNmzdfuP/Nmzdfep6RI0fy3XffPbe9ePHi5siVZFOK9FugvEn+V2L1bNq0SS6ilYO4d+8eRYoU0VqGJIO5d+9ehv1OzTIPWcWIESPStFY8fPiQEiVKcPny5Rx9g4qOjqZ48eJcuXIlR88qkeXMWchy5izelHLCm1PWqKgoPDw8cHZ2zrBjmmUeXFxcsLGx4datW2m237p1C3d39xfGuLu7m7U/gL29Pfb2zzdnOzk55egLnEy+fPlkOXMQspw5C1nOnMebUla9PuPyQpp1JDs7O7y9vQkLCzNtMxqNhIWFUadOnRfG1KlTJ83+oDRxvmx/iUQikUgk2Ruzuy2GDRtG9+7dqVGjBjVr1mTs2LE8fvyYnj2VtMPdunWjaNGijBw5EoAPP/yQBg0a8Ntvv9GkSRNCQkLYu3cv06ZNy9iSSCQSiUQiyRLMNg/t27fnzp07fP3119y8eZOqVauyfv1606DIy5cvp2kaqVu3LgsWLODLL7/k888/p2zZsixfvpxKlSqpPqe9vT3ffPPNC7sychKynDkLWc6chSxnzuNNKWtmlNMq0lNLJBKJRCLJPshVNSUSiUQikZiFNA8SiUQikUjMQpoHiUQikUgkZiHNg0QikUgkErPINubhTVnm25xyzp49G51Ol+bl4OCQhWotY8uWLTRr1owiRYqg0+leuY5JMpGRkVSvXh17e3vKlCnD7NmzM11nejG3nJGRkc9dT51O98pU7VozcuRI3nnnHRwdHSlUqBAtW7bk1KlTr42ztt+nJeW01t/n5MmTqVy5sikxUp06dVi3bt0rY6zteoL55bTW65maUaNGodPpGDp06Cv3y4jrmS3Mw5uyzLe55QQl89mNGzdMr0uXLmWhYst4/PgxVapUYeLEiar2v3DhAk2aNMHX15eDBw8ydOhQ+vTpw4YNGzJZafowt5zJnDp1Ks01LVSoUCYpTD+bN29m8ODB7Ny5k02bNpGQkEDDhg15/PjxS2Os8fdpSTnBOn+fxYoVY9SoUezbt4+9e/fi5+dHixYtOHbs2Av3t8brCeaXE6zzeiazZ88epk6dSuXKlV+5X4ZdzwxbnzMdaLHMtxaYW85Zs2YJJyenLFKXOQBi2bJlr9zn008/FRUrVkyzrX379iIoKCgTlWUsasoZEREhAPHgwYMs0ZQZ3L59WwBi8+bNL93HWn+fqVFTzpzw+0ymQIECYvr06S/8LCdcz2ReVU5rvp6PHj0SZcuWFZs2bRINGjQQH3744Uv3zajrqXnLQ/Iy3wEBAaZtapb5Tr0/KMt8v2z/7IAl5QSIiYmhRIkSFC9e/LWu2VqxxuuZHqpWrUrhwoUJDAxk27ZtWssxi6ioKIBXLrCTE66nmnKC9f8+k5KSCAkJ4fHjxy9dMiAnXE815QTrvZ6DBw+mSZMmz12nF5FR11Nz8/CqZb5f1hdsyTLfWmNJOT09PZk5cyYrVqxg3rx5GI1G6taty9WrV7NCcpbxsusZHR3N06dPNVKV8RQuXJgpU6awZMkSlixZQvHixfHx8WH//v1aS1OF0Whk6NChvPvuu6/MEGuNv8/UqC2nNf8+jxw5Qt68ebG3t2fAgAEsW7YMLy+vF+5rzdfTnHJa6/UMCQlh//79piUhXkdGXc9suSS3RKFOnTppXHLdunWpUKECU6dO5YcfftBQmcQSPD098fT0NP2/bt26nDt3jjFjxjB37lwNlalj8ODBHD16lK1bt2otJVNRW05r/n16enpy8OBBoqKi+Pvvv+nevTubN29+acVqrZhTTmu8nleuXOHDDz9k06ZNWT64U3PzkFXLfGuNJeX8N7a2tlSrVo2zZ89mhkTNeNn1zJcvH7ly5dJIVdZQs2ZNq6iMhwwZwurVq9myZQvFihV75b7W+PtMxpxy/htr+n3a2dlRpkwZALy9vdmzZw/jxo1j6tSpz+1rzdfTnHL+G2u4nvv27eP27dtUr17dtC0pKYktW7YwYcIE4uLisLGxSROTUddT826LN2WZb0vK+W+SkpI4cuQIhQsXziyZmmCN1zOjOHjwYLa+nkIIhgwZwrJlywgPD6dUqVKvjbHG62lJOf+NNf8+jUYjcXFxL/zMGq/ny3hVOf+NNVxPf39/jhw5wsGDB02vGjVq0LlzZw4ePPiccYAMvJ7mj+vMeEJCQoS9vb2YPXu2OH78uOjXr5/Inz+/uHnzphBCiK5du4rhw4eb9t+2bZswGAzi119/FSdOnBDffPONsLW1FUeOHNGqCKowt5zfffed2LBhgzh37pzYt2+f6NChg3BwcBDHjh3TqgiqePTokThw4IA4cOCAAMTo0aPFgQMHxKVLl4QQQgwfPlx07drVtP/58+dF7ty5xSeffCJOnDghJk6cKGxsbMT69eu1KoIqzC3nmDFjxPLly8WZM2fEkSNHxIcffij0er0IDQ3VqgivZeDAgcLJyUlERkaKGzdumF5Pnjwx7ZMTfp+WlNNaf5/Dhw8XmzdvFhcuXBCHDx8Ww4cPFzqdTmzcuFEIkTOupxDml9Nar+e/+fdsi8y6ntnCPAghxPjx44WHh4ews7MTNWvWFDt37jR91qBBA9G9e/c0+y9evFiUK1dO2NnZiYoVK4o1a9ZksWLLMKecQ4cONe3r5uYmGjduLPbv36+BavNInpL471dy2bp37y4aNGjwXEzVqlWFnZ2dKF26tJg1a1aW6zYXc8v5888/i7feeks4ODgIZ2dn4ePjI8LDw7URr5IXlQ9Ic31ywu/TknJa6++zV69eokSJEsLOzk64uroKf39/U4UqRM64nkKYX05rvZ7/5t/mIbOup1ySWyKRSCQSiVloPuZBIpFIJBKJdSHNg0QikUgkErOQ5kEikUgkEolZSPMgkUgkEonELKR5kEgkEolEYhbSPEgkEolEIjELaR4kEolEIpGYhTQPEolEIpFIzEKaB4lEIpFIJGYhzYNEIpFIJBKzkOZBIpFIJBKJWUjzIJFIJBKJxCz+H8HzZcu7JEpcAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import patheffects\n", "\n", "fig, ax = plt.subplots(figsize=(6, 6))\n", "\n", "nx = 100\n", "ny = 100\n", "xvec = np.linspace(0.0, 4.0, nx)\n", "yvec = np.linspace(0.0, 4.0, ny)\n", "x1, x2 = np.meshgrid(xvec, yvec)\n", "\n", "obj = x1 + x2\n", "g1 = x1 - 1\n", "g2 = x2 - 1\n", "g3 = x1 + x2 - 4\n", "\n", "cntr = ax.contour(x1, x2, obj, colors='black')\n", "ax.clabel(cntr, fmt=\"%2.1f\", use_clabeltext=True)\n", "\n", "cg1 = ax.contour(x1, x2, g1, [0], colors='sandybrown')\n", "cg1.set(path_effects=[patheffects.withTickedStroke(angle=-135)])\n", "\n", "cg2 = ax.contour(x1, x2, g2, [0], colors='orangered')\n", "cg2.set(path_effects=[patheffects.withTickedStroke(angle=-60)])\n", "\n", "cg3 = ax.contour(x1, x2, g3, [0], colors='mediumblue')\n", "cg3.set(path_effects=[patheffects.withTickedStroke()])\n", "\n", "ax.plot(x[0], x[1], 'ms', markersize=15)\n", "\n", "ax.set_xlim(0, 4)\n", "ax.set_ylim(0, 4)\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear Mixed-Integer Programs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If some of the design variables are constrained to integers, you can use the `integrality` parameter. As an example, consider the following problem:\n", "\n", "$$\n", "\\begin{aligned}\n", " & \\text{minimize}& \\quad 3 x_2 + 2 x_3 &\\\\\n", " & \\text{subject to} & & \\\\\n", " & & 2 x_1 + 2 x_2 - 4 x_3 &= 5, \\\\\n", " & & x_i &\\geq 0, \\qquad i=1, 2, 3, \\\\\n", " & & x_i &\\in \\mathbb{Z}, \\qquad i=1, 3.\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2. , 0.5, 0. ])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables = x1, x2, x3 = sy.symbols([\"x1\", \"x2\", \"x3\"])\n", "obj = Function(3 * x2 + 2 * x3, variables=variables)\n", "eq = Relation(2 * x1 + 2 * x2 - 4 * x3 - 5, op=\"=\", variables=variables)\n", "bounds = (0, None)\n", "integrality = [1, 0, 1]\n", "lpp = LPP(obj, [eq], variables=variables, bounds=bounds, integrality=integrality)\n", "solution = lpp.solve()\n", "solution.x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another way to express the same integrality constraints is using assumptions when creating the SymPy variables of the problem." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2. , 0.5, 0. ])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x1, x3 = sy.symbols([\"x1\", \"x3\"], integer=True)\n", "x2 = sy.symbols(\"x2\")\n", "variables = x1, x2, x3\n", "obj = Function(3 * x2 + 2 * x3, variables=variables)\n", "eq = Relation(2 * x1 + 2 * x2 - 4 * x3 - 5, op=\"=\", variables=variables)\n", "bounds = (0, None)\n", "lpp = LPP(obj, [eq], variables=variables, bounds=bounds)\n", "solution = lpp.solve()\n", "solution.x" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The solver in SciPy is capable of understanding more complex integrality constraints, colsult their API Reference for more details [here](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.linprog.html#scipy.optimize.linprog). If you want to impose constraints like these, you must use the `integrality` parameter." ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Nonlinear Programming (NLP)" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "📖 :ref:`Nonlinear Programming API Reference `." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nonlinear programming deals with problems where the objective function, the constraints, or both are nonlinear." ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### Binary Genetic Algorithm (BGA)" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "📖 :ref:`BGA API Reference `." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Genetic algorithms (GAs) are a type of meteheuristic optimization algorithm inspired by the principles of natural selection and genetics. They are used to find approximate solutions to complex problems by mimicking the process of evolution. In a genetic algorithm, a population of potential solutions (individuals) is evolved over successive generations. Each individual is evaluated based on a fitness function, and the best-performing individuals are selected to create offspring through processes like crossover (recombination) and mutation. Over time, the population evolves toward better solutions. Genetic algorithms are particularly useful for solving problems with large, complex search spaces where traditional optimization methods might struggle. They are widely used in areas such as engineering, computer science, and artificial intelligence. **The class is designed to align with the 'survival of the fittest' principle by default, prioritizing maximization.**" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "A widely used variation is the binary genetic algorithm (:class:`~sigmaepsilon.math.optimize.bga.BinaryGeneticAlgorithm`), in which each candidate solution is represented as a sequence of binary digits (0s and 1s). In this encoding, each bit (gene) represents a specific attribute or decision variable of the solution, and the entire set of genes for an individual within the population forms a genom (:class:`~sigmaepsilon.math.optimize.ga.Genom`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will demonstrate the efficiency of the BGA by minimizing the Rosenbrock function, a widely used benchmark problem for evaluating the performance of nonlinear programming methods." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from sigmaepsilon.math.optimize import BinaryGeneticAlgorithm as BGA\n", "from typing import Iterable\n", "from numbers import Number\n", "\n", "\n", "def Rosenbrock(x: Iterable[Number], a: Number = 1, b: Number = 100) -> float:\n", " return (a - x[0]) ** 2 + b * (x[1] - x[0] ** 2) ** 2\n", "\n", "\n", "ranges = [[-2, 2], [-1, 3]]\n", "bga = BGA(Rosenbrock, ranges, length=12, nPop=100, minimize=True, maxage=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To solve the problem, call the `solve` method, which returns an instance of [Genom](..\\api\\api_optimization.nlp.rst#Genom)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(sigmaepsilon.math.optimize.ga.Genom,\n", " [1.024175824175824, 1.0483516483516482],\n", " 0.0006186310481459753)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = bga.solve()\n", "type(result), result.phenotype, result.fitness" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get a more detailed view about the actual state of the optimizer by accessing the `state` attribute of the instance." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "OptimizerState(x=[1.024175824175824, 1.0483516483516482], fun=0.0006186310481459753, n_fev=4100, n_jev=0, n_hev=0, n_iter=41, success=True, message='', stage=2)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bga.state" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has a `to_scipy` method, if you prefer to see an instance of [scipy.optimize.OptimizeResult](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.OptimizeResult.html#scipy.optimize.OptimizeResult) here. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " message: \n", " success: True\n", " status: 2\n", " fun: 0.0006186310481459753\n", " x: [ 1.024e+00 1.048e+00]\n", " nit: 41\n", " nfev: 4100\n", " njev: 0\n", " nhev: 0" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bga.state.to_scipy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want, you can have more control over the iterations using the `evolve` method, that runs a specified amount of evolutions:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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yqvx87+f89a9/NZMnTzbt2rUzYWFhZsSIEeaHH34o1766zykuLjb33HOP6dOnj2nZsqUJDw83ffr0MU8//XSNrrsiWVlZ5qqrrjJxcXHG5XKZuLg4M2bMGPPtt9/6tMvJyTHp6emmbdu2xuVymV69epW7T8aUX9ZsjDHvv/++6dmzp3G5XOacc84xr7zySoXLmr/55hvzi1/8woSFhRlJ1s/36cuavebPn2+6d+9uQkJCTExMjLn11lvNTz/95NOmon93jKl8uTVQGw5jqIgCGqM777xTL7zwgrKzs9WiRYtAdwcA6hU1LEAjdPToUb3yyiu65pprCCsAmgVqWIBGJDc3Vx988IGWLVumAwcO1Ml27QDQGBBYgEZky5YtGjt2rNq1a6ennnqq0v1EAKCpoYYFAADYHjUsAADA9ggsAADA9ppEDYvH49GePXvUsmXLBn9OCgAAqB1jjAoLCxUXF1fuwZ+naxKBZc+ePYqPjw90NwAAQC3s2rVLHTt2rLJNkwgs3i2rd+3apcjIyAD3BgAA1ERBQYHi4+OrfPSEV5MILN5poMjISAILAACNTE3KOSi6BQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAtkdgAQAAttckHn5YX46XejRj+de1em9oSJDGDUpQ+6iwOu4VAADND4GlCh4jLfr0+1q/v/DoMT06slfddQgAgGaKwFIFp0OacEkXv9+3Y3+Rlv87W9/sLayHXgEA0PwQWKoQHOTUPand/X7flj0FWv7vbG3LPSRjjBwORz30DgCA5oOi23rQ+axwORxS/pFj2n+oJNDdAQCg0SOw1IPQkCB1at1CkrQ991CAewMAQONHYKknXc+KkCRtz6WOBQCAM0VgqSddY7yBhREWAADOFIGlnnhHWLYRWAAAOGMElnrSLaalJEZYAACoCwSWetLlrHBJUm5hsfKPHAtwbwAAaNwILPWkZWiI2keFSmKUBQCAM0VgqUdd27FSCACAukBgqUdlgYURFgAAzgSBpR55AwsrhQAAODMElnrUrR0rhQAAqAsElnrkHWH58acjOlxyPMC9AQCg8SKw1KPW4S61CXdJkr7bVxTg3gAA0HgRWOpZF6uOhZVCAADUFoGlnnVjpRAAAGeMwFLPrJVCOQQWAABqi8BSz6yVQvsILAAA1BaBpZ55R1h+OHBYJcc9Ae4NAACNE4GlnsVEuhXhDlapx+j7A6wUAgCgNggs9czhcFDHAgDAGSKwNACeKQQAwJkhsDSAbuzFAgDAGSGwNABGWAAAODPBge5Ac3DqQxDHPv+ZdTw0OEgZl52t8+KiAtU1AAAaBQJLA+jYKkxtI9zaf6hYn24/4PO9s1q6NfOa3gHqGQAAjQOBpQE4nQ79762DtHlXnnXsH9v2a9mGH1Vw9FjgOgYAQCNBYGkgCW3CldAm3Pq65LhHyzb8qKLi0gD2CgCAxoGi2wAJd5/IikXFxwPcEwAA7I/AEiDewHKIwAIAQLUILAES4Q6SJB0uYUoIAIDqEFgChCkhAABqjsASIOEupoQAAKgpAkuAeEdYio97dLzUE+DeAABgbwSWAAk/WcMiSUXUsQAAUCUCS4C4gpwKdjokUccCAEB1CCwB4nA4KLwFAKCGCCwBFOENLEwJAQBQJQJLAHnrWBhhAQCgagSWAGrB0mYAAGqkVoFlwYIFSkxMVGhoqJKTk7Vu3bpK2z733HO66KKL1KpVK7Vq1UopKSnl2htjNHXqVLVv315hYWFKSUnRtm3batO1RsU7JXS4hMACAEBV/A4sS5YsUUZGhqZNm6aNGzeqT58+Sk1NVW5uboXtV69erTFjxmjVqlVas2aN4uPjddlll2n37t1Wm1mzZumpp57SwoULtXbtWoWHhys1NVVHjx6t/ZU1At4poUM8sRkAgCo5jDHGnzckJydrwIABmj9/viTJ4/EoPj5ev//973X//fdX+/7S0lK1atVK8+fP17hx42SMUVxcnO666y7dfffdkqT8/HzFxMTopZde0ujRo6s9Z0FBgaKiopSfn6/IyEh/LiegMpZs1hubduv+4d11y5Auge4OAAANyp/f336NsJSUlGjDhg1KSUkpO4HTqZSUFK1Zs6ZG5zh8+LCOHTum1q1bS5J27Nih7Oxsn3NGRUUpOTm50nMWFxeroKDA59UYsawZAICa8Suw7N+/X6WlpYqJifE5HhMTo+zs7Bqd47777lNcXJwVULzv8+ecmZmZioqKsl7x8fH+XIZtlAUWpoQAAKhKg64Smjlzpl577TW9+eabCg0NrfV5Jk+erPz8fOu1a9euOuxlw4lgWTMAADUS7E/jtm3bKigoSDk5OT7Hc3JyFBsbW+V758yZo5kzZ+qDDz5Q7969rePe9+Xk5Kh9+/Y+5+zbt2+F53K73XK73f503ZasZc2sEgIAoEp+jbC4XC7169dPWVlZ1jGPx6OsrCwNGjSo0vfNmjVLjzzyiFasWKH+/fv7fC8pKUmxsbE+5ywoKNDatWurPGdTYC1rZoQFAIAq+TXCIkkZGRlKS0tT//79NXDgQM2bN09FRUVKT0+XJI0bN04dOnRQZmamJOnxxx/X1KlTtXjxYiUmJlp1KREREYqIiJDD4dCkSZP06KOPqlu3bkpKStKDDz6ouLg4jRw5su6u1IaoYQEAoGb8DiyjRo3Svn37NHXqVGVnZ6tv375asWKFVTS7c+dOOZ1lAzfPPPOMSkpKdO211/qcZ9q0aZo+fbok6d5771VRUZFuvvlm5eXlafDgwVqxYsUZ1bk0Bi2sfVgYYQEAoCp+78NiR411H5bPvz+oXy9co8Q2LbT6nksC3R0AABpUve3DgroVbj1LiCkhAACqQmAJoAg2jgMAoEYILAHkrWE5cqxUpZ5GPzMHAEC9IbAEkHeEReKJzQAAVIXAEkDuYKeCnA5JLG0GAKAqBJYAcjgcauFiaTMAANUhsASYtdstU0IAAFSKwBJg3t1uGWEBAKByBJYAC3d5n9hMDQsAAJUhsARYOFNCAABUi8ASYEwJAQBQPQJLgLHbLQAA1SOwBFgLalgAAKgWgSXAGGEBAKB6BJYA89awFFF0CwBApQgsAVa20y1TQgAAVIbAEmDWTrdMCQEAUCkCS4CxrBkAgOoRWAIsghoWAACqRWAJMG8Ny2FqWAAAqBSBJcCYEgIAoHoElgBjHxYAAKpHYAmwFu6TU0LHSuXxmAD3BgAAeyKwBJh3hMUY6cgx6lgAAKgIgSXAwkKC5HSc+DPTQgAAVIzAEmAOh0PhLgpvAQCoCoHFBqw6lhKmhAAAqAiBxQZY2gwAQNUILDbA0mYAAKpGYLEB7263RUwJAQBQIQKLDTDCAgBA1QgsNhBOYAEAoEoEFhto4fIGFqaEAACoCIHFBiLc3hoWRlgAAKgIgcUGWNYMAEDVCCw2QNEtAABVI7DYADUsAABUjcBiA+HeGhZGWAAAqBCBxQasKSGKbgEAqBCBxQbKpoQILAAAVITAYgNlRbfUsAAAUBECiw1QwwIAQNUILDZwag2LMSbAvQEAwH4ILDbQ4mRg8Rjp6DFPgHsDAID9EFhsoEVIkPVndrsFAKA8AosNOJ0OhbuoYwEAoDIEFptowV4sAABUisBiEyxtBgCgcgQWm2BpMwAAlSOw2ES4iykhAAAqQ2CxiXA32/MDAFAZAotNeAPLIWpYAAAoh8BiExEna1gOM8ICAEA5BBab8D6x+RA1LAAAlENgsQlqWAAAqByBxSYirGXN1LAAAHA6AotNeKeEGGEBAKA8AotNRLA1PwAAlSKw2ATLmgEAqByBxSbCWdYMAEClCCw2EU4NCwAAlSKw2ETZlBCBBQCA0xFYbMJbdHu4pFTGmAD3BgAAe6lVYFmwYIESExMVGhqq5ORkrVu3rtK2X331la655holJibK4XBo3rx55dpMnz5dDofD59W9e/fadK3RanGyhuW4x6j4uCfAvQEAwF78DixLlixRRkaGpk2bpo0bN6pPnz5KTU1Vbm5uhe0PHz6szp07a+bMmYqNja30vOedd5727t1rvT755BN/u9aoeWtYJOpYAAA4nd+BZe7cubrpppuUnp6uHj16aOHChWrRooVefPHFCtsPGDBAs2fP1ujRo+V2uys9b3BwsGJjY61X27Zt/e1aoxbkdMgdfOKv43AJS5sBADiVX4GlpKREGzZsUEpKStkJnE6lpKRozZo1Z9SRbdu2KS4uTp07d9bYsWO1c+fOStsWFxeroKDA59UUuIJO/HUc91DDAgDAqfwKLPv371dpaaliYmJ8jsfExCg7O7vWnUhOTtZLL72kFStW6JlnntGOHTt00UUXqbCwsML2mZmZioqKsl7x8fG1/mw7CTk5wnKslBoWAABOZYtVQsOHD9evf/1r9e7dW6mpqVq+fLny8vL0+uuvV9h+8uTJys/Pt167du1q4B7Xj5AghyQCCwAApwuuvkmZtm3bKigoSDk5OT7Hc3Jyqiyo9Vd0dLTOPvtsbd++vcLvu93uKuthGquQIO8IC1NCAACcyq8RFpfLpX79+ikrK8s65vF4lJWVpUGDBtVZpw4dOqT//Oc/at++fZ2dszFwBTElBABARfwaYZGkjIwMpaWlqX///ho4cKDmzZunoqIipaenS5LGjRunDh06KDMzU9KJQt0tW7ZYf969e7c2b96siIgIde3aVZJ0991364orrlBCQoL27NmjadOmKSgoSGPGjKmr62wUrBEW9mEBAMCH34Fl1KhR2rdvn6ZOnars7Gz17dtXK1assApxd+7cKaezbOBmz549Ov/8862v58yZozlz5mjIkCFavXq1JOnHH3/UmDFjdODAAZ111lkaPHiwPvvsM5111llneHmNS0jwiRqWEkZYAADw4TBNYB/4goICRUVFKT8/X5GRkYHuTq396ulPtWlnnp4b11+X9oip/g0AADRi/vz+tsUqIZwQ4qSGBQCAihBYbMQ7JURgAQDAF4HFRrxFtyUU3QIA4IPAYiPswwIAQMUILDbCPiwAAFSMwGIjbM0PAEDFCCw2wpQQAAAVI7DYCE9rBgCgYgQWG6GGBQCAihFYbMRbw8LW/AAA+CKw2EjZww+pYQEA4FQEFhsJYUoIAIAKEVhshGXNAABUjMBiI9bW/AQWAAB8EFhshH1YAACoGIHFRqx9WHj4IQAAPggsNuKihgUAgAoRWGyEGhYAACpGYLERljUDAFAxAouNeAPLcYpuAQDwQWCxEVcwNSwAAFSEwGIjZTUsjLAAAHAqAouNUMMCAEDFCCw2QmABAKBiBBYbcQWxcRwAABUhsNhI8MmN46hhAQDAF4HFRpgSAgCgYgQWG3ERWAAAqBCBxUZC2IcFAIAKEVhspGxKyMgY6lgAAPAisNiIN7BIJ0ILAAA4gcBiI65TAstxD9NCAAB4EVhsJOTksmZJOnacERYAALwILDYS5HTIcTKzlFB4CwCAhcBiIw6Hg71YAACoAIHFZtiLBQCA8ggsNuOtYyGwAABQhsBiM8EnR1hKKLoFAMBCYLEZpoQAACiPwGIzTAkBAFAegcVmvKuEWNYMAEAZAovNnPo8IQAAcAKBxWZCgk8GluOMsAAA4EVgsRnXyRoWniUEAEAZAovNlNWwMCUEAIAXgcVmrBoWpoQAALAQWGyGZwkBAFAegcVmXMHswwIAwOkILDZDDQsAAOURWGwm2MmUEAAApyOw2Iw1JUTRLQAAFgKLzVB0CwBAeQQWm6GGBQCA8ggsNsMICwAA5RFYbMa7NT+BBQCAMgQWm+FpzQAAlEdgsRnrac2MsAAAYCGw2Aw1LAAAlEdgsRlqWAAAKI/AYjPWsubj1LAAAOBFYLEZpoQAACiPwGIzwUwJAQBQDoHFZlyMsAAAUA6BxWbYmh8AgPJqFVgWLFigxMREhYaGKjk5WevWrau07VdffaVrrrlGiYmJcjgcmjdv3hmfsymz9mHhac0AAFj8DixLlixRRkaGpk2bpo0bN6pPnz5KTU1Vbm5uhe0PHz6szp07a+bMmYqNja2TczZlIdSwAABQjt+BZe7cubrpppuUnp6uHj16aOHChWrRooVefPHFCtsPGDBAs2fP1ujRo+V2u+vknE0ZNSwAAJTnV2ApKSnRhg0blJKSUnYCp1MpKSlas2ZNrTpQm3MWFxeroKDA59VU8CwhAADK8yuw7N+/X6WlpYqJifE5HhMTo+zs7Fp1oDbnzMzMVFRUlPWKj4+v1WfbEfuwAABQXqNcJTR58mTl5+dbr127dgW6S3XGFUwNCwAApwv2p3Hbtm0VFBSknJwcn+M5OTmVFtTWxzndbnel9TCNHVNCAACU59cIi8vlUr9+/ZSVlWUd83g8ysrK0qBBg2rVgfo4Z2NWtg8LIywAAHj5NcIiSRkZGUpLS1P//v01cOBAzZs3T0VFRUpPT5ckjRs3Th06dFBmZqakE0W1W7Zssf68e/dubd68WREREeratWuNztmcnFrDYoyRw+EIcI8AAAg8vwPLqFGjtG/fPk2dOlXZ2dnq27evVqxYYRXN7ty5U05n2cDNnj17dP7551tfz5kzR3PmzNGQIUO0evXqGp2zOfEuazZGKvUY69lCAAA0Zw5jTKMvligoKFBUVJTy8/MVGRkZ6O6ckaLi4zpv2t8lSV8/PExhrqAA9wgAgPrhz+/vRrlKqCnzTglJ1LEAAOBFYLGZkFOmgFjaDADACQQWm3E4HDxPCACA0xBYbMhaKXS80ZcXAQBQJwgsNmQFFg8jLAAASAQWW+J5QgAA+CKw2JDLW8PClBAAAJIILLYUEsz2/AAAnIrAYkNMCQEA4IvAYkMEFgAAfBFYbMjFPiwAAPggsNhQ8MkRlhKKbgEAkERgsSV2ugUAwBeBxYaoYQEAwBeBxYZcBBYAAHwQWGzIO8JSUkoNCwAAEoHFlrwbxx07zggLAAASgcWWvEW3x3n4IQAAkggstlRWw8KUEAAAEoHFlqwaFqaEAACQRGCxJZY1AwDgi8BiQyHBbBwHAMCpCCw2RA0LAAC+CCw2FOz07sPCCAsAABKBxZasKSGKbgEAkERgsSW25gcAwBeBxYZCqGEBAMAHgcWGyp4lxAgLAAASgcWWvFvzMyUEAMAJBBYbcp18+OFxpoQAAJBEYLElpoQAAPBFYLEhtuYHAMAXgcWGqGEBAMAXgcWGrH1YjlPDAgCARGCxpZBgpoQAADgVgcWGKLoFAMAXgcWGgp3UsAAAcCoCiw25gtmaHwCAUxFYbMha1szTmgEAkERgsSXvsmZqWAAAOIHAYkMuNo4DAMAHgcWGvFNCHiOVeqhjAQCAwGJD3n1YJEZZAACQCCy25K1hkQgsAABIBBZbCnGeOsLClBAAAAQWG3I6HWweBwDAKQgsNmVtz89eLAAAEFjsylvHwggLAAAEFtuydrulhgUAAAKLXYWweRwAABYCi02FBLM9PwAAXgQWm+IBiAAAlCGw2JSLGhYAACwEFpuyRlg8jLAAAEBgsSlrWTNTQgAAEFjsimXNAACUIbDYlCuYZc0AAHgRWGzK2pqfwAIAAIHFrtiaHwCAMgQWm2IfFgAAyhBYbIqiWwAAyhBYbMo7JUQNCwAABBbb4uGHAACUqVVgWbBggRITExUaGqrk5GStW7euyvZLly5V9+7dFRoaql69emn58uU+3x8/frwcDofPa9iwYbXpWpNBYAEAoIzfgWXJkiXKyMjQtGnTtHHjRvXp00epqanKzc2tsP0///lPjRkzRjfccIM2bdqkkSNHauTIkfryyy992g0bNkx79+61Xn/9619rd0VNRNk+LNSwAADgd2CZO3eubrrpJqWnp6tHjx5auHChWrRooRdffLHC9k8++aSGDRume+65R+eee64eeeQRXXDBBZo/f75PO7fbrdjYWOvVqlWr2l1RE8GyZgAAyvgVWEpKSrRhwwalpKSUncDpVEpKitasWVPhe9asWePTXpJSU1PLtV+9erXatWunc845R7feeqsOHDhQaT+Ki4tVUFDg82pqmBICAKCMX4Fl//79Ki0tVUxMjM/xmJgYZWdnV/ie7OzsatsPGzZMf/7zn5WVlaXHH39cH330kYYPH67S0tIKz5mZmamoqCjrFR8f789lNApl+7AwJQQAQHCgOyBJo0ePtv7cq1cv9e7dW126dNHq1as1dOjQcu0nT56sjIwM6+uCgoImF1pcjLAAAGDxa4Slbdu2CgoKUk5Ojs/xnJwcxcbGVvie2NhYv9pLUufOndW2bVtt3769wu+73W5FRkb6vJoa9mEBAKCMX4HF5XKpX79+ysrKso55PB5lZWVp0KBBFb5n0KBBPu0laeXKlZW2l6Qff/xRBw4cUPv27f3pXpMSwtOaAQCw+L1KKCMjQ88995xefvllff3117r11ltVVFSk9PR0SdK4ceM0efJkq/0dd9yhFStW6I9//KO++eYbTZ8+XevXr9fEiRMlSYcOHdI999yjzz77TN9//72ysrJ01VVXqWvXrkpNTa2jy2x82JofAIAyftewjBo1Svv27dPUqVOVnZ2tvn37asWKFVZh7c6dO+V0luWgCy+8UIsXL9Yf/vAHTZkyRd26ddNbb72lnj17SpKCgoL0xRdf6OWXX1ZeXp7i4uJ02WWX6ZFHHpHb7a6jy2x8qGEBAKCMwxjT6P8XvqCgQFFRUcrPz28y9SzvfrFHExdvUnJSay35XeXTZwAANFb+/P7mWUI2xT4sAACUIbDYlIsaFgAALAQWm2KEBQCAMgQWm2IfFgAAyhBYbMq7D8txpoQAACCw2BXLmgEAKENgsSlqWAAAKENgsSmrhuU4gQUAAAKLTbE1PwAAZQgsNuXi4YcAAFgILDblHWE57jHyeBhlAQA0bwQWmwo+WcMiScc8jLIAAJo3AotNeZc1S9SxAABAYLGpkFMDCyuFAADNHIHFpoKcDjlPzgpReAsAaO4ILDbmHWXheUIAgOaOwGJj3joWnicEAGjuCCw2FsJeLAAASCKw2Jq1PT+BBQDQzBFYbIzt+QEAOIHAYmMuntgMAIAkAoutWSMs7MMCAGjmCCw2FhJMDQsAABKBxdaCndSwAAAgEVhsjRoWAABOILDYmHdKiMACAGjuCCw2Zm3NT9EtAKCZI7DYGPuwAABwAoHFxqxnCXkYYQEANG8EFhuztuZnSggA0MwRWGyMKSEAAE4gsNgYT2sGAOAEAouNsQ8LAAAnEFhszKphIbAAAJo5AouNlT38kBoWAEDzRmCxsWCmhAAAkCQFB7oDqJzr5JTQ/278UVlf5wS4N6hPsVGhevya3uoW0zLQXQEAWyKw2Jj3l9fhklIdLikNcG9Qn/bkH9XvXtmg/5s4WBFu/rUEgNM5jDGNvkCioKBAUVFRys/PV2RkZKC7U6d2Hjis/CPHAt0N1KOS0lJNXLxJe/OP6oo+cXpqdF85HI5AdwsA6p0/v7/5Xzmb69SmRaC7gAYw/7fna9T/fKZ3/rVHyUmtdd3PEgLdJQCwFYpuARvol9Ba9w3rLkl6+J0t+nJ3foB7BAD2QmABbOLGi5J0aY8YlZR6dNurG5kKBIBTUMMC2Ej+4WP6r/n/0K6DRxQa4rT24mksIkND1CE6THHRoerQKkyxkaEKcjaua6hIj7hI9Y2PDnQ3gCaHGhagkYpqEaKnf9tP172wVvlHjunosca1B0/h0ePanXck0N2oc65gp/55/y/VNsId6K4AzRaBBbCZXh2j9M/7f6ncwuJAd8Uvxhj9dPiY9uQd0e68I9r90xHlFh6Vp5GP4W7a+ZP2HyrRx9/u09UXdAx0d4Bmi8AC2FC4O1hJjXQ/ln4JrQLdhTo1a8U3enr1f7R6K4EFCKTGP7kMAPXo4nPaSZI+3rZPpY19uAhoxAgsAFCFCzpFq2VosPIOH9O/fswLdHeAZovAAgBVCA5y6qJubSVJq7fuC3BvgOaLwAIA1bj47BPTQh9tzQ1wT4Dmi8ACANUYcs5ZkqQvdufrwKHGtXoLaCoILABQjZjIUJ3bPlLGSP/Ytj/Q3QGaJQILANTAxSdHWVYzLQQEBIEFAGrg4rNPBJaPt+2Xh+XNQIMjsABADVyQ0Eot3cE6WFSiL3iaNtDgCCwAUAMhQU79vKt3eTPTQkBDI7AAQA2V1bGwHwvQ0AgsAFBD3uXN//oxTweLSgLcG6B5aZxPVwOAAGgfFabusS31TXah7v/fL9ShVViguwQ0mGCnQw+M6BG4zw/YJwNAI/TL7u30TXah3t+SE+iuAA3KFewksABAY/G7IV0U7g7W4ZLjge4K0KCCnIGtIiGwAIAfosJCNOGSroHuBtDsUHQLAABsj8ACAABsr1aBZcGCBUpMTFRoaKiSk5O1bt26KtsvXbpU3bt3V2hoqHr16qXly5f7fN8Yo6lTp6p9+/YKCwtTSkqKtm3bVpuuAQCAJsjvwLJkyRJlZGRo2rRp2rhxo/r06aPU1FTl5la88+M///lPjRkzRjfccIM2bdqkkSNHauTIkfryyy+tNrNmzdJTTz2lhQsXau3atQoPD1dqaqqOHj1a+ysDAABNhsMY49dTvJKTkzVgwADNnz9fkuTxeBQfH6/f//73uv/++8u1HzVqlIqKivTuu+9ax372s5+pb9++WrhwoYwxiouL01133aW7775bkpSfn6+YmBi99NJLGj16dLlzFhcXq7i42Pq6oKBA8fHxys/PV2RkpD+XAwAAAqSgoEBRUVE1+v3t1whLSUmJNmzYoJSUlLITOJ1KSUnRmjVrKnzPmjVrfNpLUmpqqtV+x44dys7O9mkTFRWl5OTkSs+ZmZmpqKgo6xUfH+/PZQAAgEbGr8Cyf/9+lZaWKiYmxud4TEyMsrOzK3xPdnZ2le29//TnnJMnT1Z+fr712rVrlz+XAQAAGplGuQ+L2+2W2+0OdDcAAEAD8WuEpW3btgoKClJOju+W1Dk5OYqNja3wPbGxsVW29/7Tn3MCAIDmxa/A4nK51K9fP2VlZVnHPB6PsrKyNGjQoArfM2jQIJ/2krRy5UqrfVJSkmJjY33aFBQUaO3atZWeEwAANC9+TwllZGQoLS1N/fv318CBAzVv3jwVFRUpPT1dkjRu3Dh16NBBmZmZkqQ77rhDQ4YM0R//+EeNGDFCr732mtavX69nn31WkuRwODRp0iQ9+uij6tatm5KSkvTggw8qLi5OI0eOrLsrBQAAjZbfgWXUqFHat2+fpk6dquzsbPXt21crVqywimZ37twp5ykPSLrwwgu1ePFi/eEPf9CUKVPUrVs3vfXWW+rZs6fV5t5771VRUZFuvvlm5eXlafDgwVqxYoVCQ0Pr4BIBAEBj5/c+LHbkzzpuAABgD/78/m6Uq4RO581cBQUFAe4JAACoKe/v7ZqMnTSJwFJYWChJbCAHAEAjVFhYqKioqCrbNIkpIY/Hoz179qhly5ZyOBx1em7vtv+7du1iuqkecZ8bBve54XCvGwb3uWHU1302xqiwsFBxcXE+9a8VaRIjLE6nUx07dqzXz4iMjORfhgbAfW4Y3OeGw71uGNznhlEf97m6kRUvv5/WDAAA0NAILAAAwPYILNVwu92aNm0azy6qZ9znhsF9bjjc64bBfW4YdrjPTaLoFgAANG2MsAAAANsjsAAAANsjsAAAANsjsAAAANsjsAAAANsjsFRjwYIFSkxMVGhoqJKTk7Vu3bpAd6nRyszM1IABA9SyZUu1a9dOI0eO1NatW33aHD16VBMmTFCbNm0UERGha665Rjk5OQHqcdMwc+ZMORwOTZo0yTrGfa47u3fv1nXXXac2bdooLCxMvXr10vr1663vG2M0depUtW/fXmFhYUpJSdG2bdsC2OPGp7S0VA8++KCSkpIUFhamLl266JFHHvF5YB732X8ff/yxrrjiCsXFxcnhcOitt97y+X5N7unBgwc1duxYRUZGKjo6WjfccIMOHTpUPx02qNRrr71mXC6XefHFF81XX31lbrrpJhMdHW1ycnIC3bVGKTU11SxatMh8+eWXZvPmzebyyy83nTp1MocOHbLa3HLLLSY+Pt5kZWWZ9evXm5/97GfmwgsvDGCvG7d169aZxMRE07t3b3PHHXdYx7nPdePgwYMmISHBjB8/3qxdu9Z899135u9//7vZvn271WbmzJkmKirKvPXWW+Zf//qXufLKK01SUpI5cuRIAHveuMyYMcO0adPGvPvuu2bHjh1m6dKlJiIiwjz55JNWG+6z/5YvX24eeOAB88YbbxhJ5s033/T5fk3u6bBhw0yfPn3MZ599Zv7xj3+Yrl27mjFjxtRLfwksVRg4cKCZMGGC9XVpaamJi4szmZmZAexV05Gbm2skmY8++sgYY0xeXp4JCQkxS5cutdp8/fXXRpJZs2ZNoLrZaBUWFppu3bqZlStXmiFDhliBhftcd+677z4zePDgSr/v8XhMbGysmT17tnUsLy/PuN1u89e//rUhutgkjBgxwvz3f/+3z7Grr77ajB071hjDfa4LpweWmtzTLVu2GEnm888/t9q89957xuFwmN27d9d5H5kSqkRJSYk2bNiglJQU65jT6VRKSorWrFkTwJ41Hfn5+ZKk1q1bS5I2bNigY8eO+dzz7t27q1OnTtzzWpgwYYJGjBjhcz8l7nNd+r//+z/1799fv/71r9WuXTudf/75eu6556zv79ixQ9nZ2T73OioqSsnJydxrP1x44YXKysrSt99+K0n617/+pU8++UTDhw+XxH2uDzW5p2vWrFF0dLT69+9vtUlJSZHT6dTatWvrvE9N4mnN9WH//v0qLS1VTEyMz/GYmBh98803AepV0+HxeDRp0iT9/Oc/V8+ePSVJ2dnZcrlcio6O9mkbExOj7OzsAPSy8Xrttde0ceNGff755+W+x32uO999952eeeYZZWRkaMqUKfr88891++23y+VyKS0tzbqfFf13hHtdc/fff78KCgrUvXt3BQUFqbS0VDNmzNDYsWMliftcD2pyT7Ozs9WuXTuf7wcHB6t169b1ct8JLAiICRMm6Msvv9Qnn3wS6K40Obt27dIdd9yhlStXKjQ0NNDdadI8Ho/69++vxx57TJJ0/vnn68svv9TChQuVlpYW4N41Ha+//rpeffVVLV68WOedd542b96sSZMmKS4ujvvcjDAlVIm2bdsqKCio3MqJnJwcxcbGBqhXTcPEiRP17rvvatWqVerYsaN1PDY2ViUlJcrLy/Npzz33z4YNG5Sbm6sLLrhAwcHBCg4O1kcffaSnnnpKwcHBiomJ4T7Xkfbt26tHjx4+x84991zt3LlTkqz7yX9Hzsw999yj+++/X6NHj1avXr10/fXX684771RmZqYk7nN9qMk9jY2NVW5urs/3jx8/roMHD9bLfSewVMLlcqlfv37Kysqyjnk8HmVlZWnQoEEB7FnjZYzRxIkT9eabb+rDDz9UUlKSz/f79eunkJAQn3u+detW7dy5k3vuh6FDh+rf//63Nm/ebL369++vsWPHWn/mPteNn//85+WW5n/77bdKSEiQJCUlJSk2NtbnXhcUFGjt2rXcaz8cPnxYTqfvr6ugoCB5PB5J3Of6UJN7OmjQIOXl5WnDhg1Wmw8//FAej0fJycl136k6L+NtQl577TXjdrvNSy+9ZLZs2WJuvvlmEx0dbbKzswPdtUbp1ltvNVFRUWb16tVm79691uvw4cNWm1tuucV06tTJfPjhh2b9+vVm0KBBZtCgQQHsddNw6iohY7jPdWXdunUmODjYzJgxw2zbts28+uqrpkWLFuaVV16x2sycOdNER0ebt99+23zxxRfmqquuYrmtn9LS0kyHDh2sZc1vvPGGadu2rbn33nutNtxn/xUWFppNmzaZTZs2GUlm7ty5ZtOmTeaHH34wxtTsng4bNsycf/75Zu3ateaTTz4x3bp1Y1lzoPzpT38ynTp1Mi6XywwcONB89tlnge5SoyWpwteiRYusNkeOHDG33XabadWqlWnRooX51a9+Zfbu3Ru4TjcRpwcW7nPdeeedd0zPnj2N2+023bt3N88++6zP9z0ej3nwwQdNTEyMcbvdZujQoWbr1q0B6m3jVFBQYO644w7TqVMnExoaajp37mweeOABU1xcbLXhPvtv1apVFf43OS0tzRhTs3t64MABM2bMGBMREWEiIyNNenq6KSwsrJf+Oow5ZatAAAAAG6KGBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2B6BBQAA2N7/A6jAVDN0du3JAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "The minimum value is f(x) = 0.00538227051503521 at x = [1.06031746031746, 1.1284493284493284].\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "bga = BGA(Rosenbrock, ranges, length=12, nPop=100, minimize=True)\n", "history = [Rosenbrock(bga.best_phenotype())]\n", "\n", "for _ in range(100):\n", " bga.evolve(1)\n", " history.append(bga.champion.fitness)\n", "\n", "plt.plot(history)\n", "plt.title('History of the best solution')\n", "plt.show()\n", "\n", "x = bga.champion.phenotype\n", "fx = bga.champion.fitness\n", "\n", "print(f\"The minimum value is f(x) = {fx} at x = {x}.\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Generate grid data\n", "x = np.linspace(-2, 2, 400)\n", "y = np.linspace(-1, 3, 400)\n", "X, Y = np.meshgrid(x, y)\n", "Z = np.array([[Rosenbrock([xi, yi]) for xi, yi in zip(row_x, row_y)] for row_x, row_y in zip(X, Y)])\n", "\n", "# Create the plot with contour lines\n", "plt.figure(figsize=(8, 6))\n", "levels = [0, 1, 5, 10, 20, 50, 100, 200, 500, 800]\n", "contour = plt.contour(X, Y, Z, levels=levels, cmap='viridis')\n", "plt.clabel(contour, inline=True, fontsize=8)\n", "plt.title('Rosenbrock Function with Contour Lines')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "\n", "x = result.phenotype\n", "plt.scatter(x[0], x[1], color=\"red\", s=100, marker='s', label=\"BGA\")\n", "\n", "plt.scatter(1, 1, color=\"green\", s=100, marker='^', label=\"MIN\")\n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": { "editable": true, "raw_mimetype": "text/restructuredtext", "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "Just like for linear programming, you can use the :class:`~sigmaepsilon.math.function.function.Function` class to pose problems using symbolic functions." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "([1.2224664224664226, 1.4986568986568987], 0.05128292180908297)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables = sy.symbols(\"x y\")\n", "obj = Function(\"(1-x)**2 + 100*(y-x**2)**2\", variables=variables)\n", "ranges = [[-2, 2], [-1, 3]]\n", "bga = BGA(obj, ranges, length=12, nPop=100, minimize=True)\n", "result = bga.solve()\n", "result.phenotype, result.fitness" ] } ], "metadata": { "kernelspec": { "display_name": "sigmaepsilon-math-py3.12", "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": "3.12.7" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }