{ "metadata": { "name": "", "signature": "sha256:f8cbb3332e48b51b7dc0c4e68f76d1a74979304595c86345d0a35745998508f9" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# QuTiP lecture: Correlation functions \n", "\n", "Author: J. R. Johansson (robert@riken.jp), http://dml.riken.jp/~rob/\n", "\n", "The latest version of this [IPython notebook](http://ipython.org/ipython-doc/dev/interactive/htmlnotebook.html) lecture is available at [http://github.com/jrjohansson/qutip-lectures](http://github.com/jrjohansson/qutip-lectures).\n", "\n", "The other notebooks in this lecture series are indexed at [http://jrjohansson.github.com](http://jrjohansson.github.com)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from qutip import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First-order coherence function\n", "\n", "\n", "Consider an oscillator that is interacting with a thermal environment. If the oscillator initially is in a coherent state, it will gradually decay to a thermal (incoherent) state. The amount of coherence can be quantified using the first-order optical coherence function\n", "\n", "
\n", " $\\displaystyle g^{(1)}(\\tau) = \\frac{\\langle a^\\dagger(\\tau)a(0)\\rangle}{\\sqrt{\\langle a^\\dagger(\\tau)a(\\tau)\\rangle\\langle a^\\dagger(0)a(0)\\rangle}}$\n", "
\n", "\n", "For a coherent state $|g^{(1)}(\\tau)| = 1$, and for a completely incoherent (thermal) state $g^{(1)}(\\tau) = 0$. \n", "\n", "The following code calculates and plots $g^{(1)}(\\tau)$ as a function of $\\tau$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Decay of a coherent state to an incoherent (thermal) state" ] }, { "cell_type": "code", "collapsed": false, "input": [ "N = 20\n", "taulist = np.linspace(0,10.0,200)\n", "a = destroy(N)\n", "H = 2*pi*a.dag()*a\n", "\n", "# collapse operator\n", "G1 = 0.75\n", "n_th = 2.00 # bath temperature in terms of excitation number\n", "c_ops = [sqrt(G1*(1+n_th)) * a, sqrt(G1*n_th) * a.dag()]\n", "\n", "# start with a coherent state\n", "rho0 = coherent_dm(N, 2.0)\n", "\n", "# first calculate the occupation number as a function of time\n", "n = mesolve(H, rho0, taulist, c_ops, [a.dag() * a]).expect[0]\n", "\n", "# calculate the correlation function G1 and normalize with n to obtain g1\n", "G1 = correlation(H, rho0, None, taulist, c_ops, a.dag(), a)\n", "g1 = G1 / sqrt(n[0] * n)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(12,6))\n", "\n", "axes[0].plot(taulist, real(g1), 'b', label=r'First-order coherence function $g^{(1)}(\\tau)$')\n", "axes[1].plot(taulist, real(n), 'r', label=r'occupation number $n(\\tau)$')\n", "axes[0].legend()\n", "axes[1].legend()\n", "axes[1].set_xlabel(r'$\\tau$');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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kSZPQsmVL+Pv7w9vb26lAGZD6zJUrV8bFixdvq5SR19KlSzFmzBin+rKHW8wsAxIkvv02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\n8MNyu93NC2FkufvweKTPP28Izna79MAD0o9/LI0da9Z4BgA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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Second-order coherence function\n", "\n", "
\n", " $\\displaystyle g^{(2)}(\\tau) = \\frac{\\langle a^\\dagger(0)a^\\dagger(\\tau)a(\\tau)a(0)\\rangle}{\\langle a^\\dagger(0)a(0)\\rangle^2}$\n", "
\n", "\n", "For a coherent state $|g^{(2)}(\\tau)| = 1$, and for a thermal state $g^{(2)}(\\tau) = 2$ (bunched photons, tend to appear together). \n", "\n", "The following code calculates and plots $g^{(2)}(\\tau)$ as a function of $\\tau$." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def correlation_ss_gtt(H, tlist, c_ops, a_op, b_op, c_op, d_op, rho0=None):\n", " \"\"\"\n", " Calculate the correlation function \n", "\n", " (ss_gtt = steadystate general two-time)\n", " \n", " See, Gardiner, Quantum Noise, Section 5.2.1\n", "\n", " .. note::\n", " Experimental. \n", " \"\"\"\n", " if rho0 == None:\n", " rho0 = steadystate(H, c_ops)\n", "\n", " return mesolve(H, d_op * rho0 * a_op, tlist, c_ops, [b_op * c_op]).expect[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# calculate the correlation function G2 and normalize with n to obtain g2\n", "G2 = correlation_ss_gtt(H, taulist, c_ops, a.dag(), a.dag(), a, a, rho0=rho0)\n", "g2 = G2 / n**2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(12,6))\n", "\n", "axes[0].plot(taulist, real(g2), 'b', label=r'Second-order coherence function $g^{(2)}(\\tau)$')\n", "axes[1].plot(taulist, real(n), 'r', label=r'occupation number $n(\\tau)$')\n", "axes[0].legend(loc=0)\n", "axes[1].legend()\n", "axes[1].set_xlabel(r'$\\tau$');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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YN26cZs2apTvuuEOpqak219Dk5OTkX6yUlJSktm3b5l9QlCc1NdVmGqEktW3b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\nUt++fdWrVy+FhYWpTp06uuO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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Leggett-Garg inequality\n", "\n", "Definition: Given an observable $Q(t)$ that is bound below and above by $|Q(t)| \\leq 1$, the assumptions of \n", "\n", " * macroscopic realism\n", " * noninvasive measurements\n", "\n", "implies that\n", "\n", "
\n", "$L(t_1, t_2) = \\langle Q(t_1)Q(0)\\rangle + \\langle Q(t_1+t_2)Q(t_1)\\rangle - \\langle Q(t_1+t_2)Q(0)\\rangle \\leq 1$\n", "
\n", "\n", "If $Q$ is at a steady state at the initial time of measurement, we can set $\\tau = t_1 = t_2$ and the Leggett-Garg inequality then reads\n", "\n", "
\n", "$L(\\tau) = 2\\langle Q(\\tau)Q(0)\\rangle - \\langle Q(2\\tau)Q(0)\\rangle \\leq 1$\n", "
\n", "\n", "\n", "### References\n", "\n", "* [A. J. Leggett and A. Garg, Phys. Rev. Lett. 54, 857 (1985)](http://dx.doi.org/10.1103/PhysRevLett.54.857)\n", "* [A. J. Leggett, J. Phys. Condens. Matter 14, R415 (2002)](http://dx.doi.org/10.1088/0953-8984/14/15/201)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def leggett_garg(c_mat):\n", " \"\"\"\n", " For a given correlation matrix c_mat = , calculate the Leggett-Garg correlation.\n", " \"\"\"\n", " \n", " N, M = shape(c_mat)\n", "\n", " lg_mat = np.zeros([N//2,M//2], dtype=complex)\n", " lg_vec = np.zeros(N//2, dtype=complex)\n", "\n", " # c_mat(i, j) = \n", " # LG = + - \n", "\n", " for i in range(N//2):\n", " lg_vec[i] = 2*c_mat[0, i] - c_mat[0, 2*i];\n", " \n", " for j in range(M//2):\n", " lg_mat[i, j] = c_mat[0, i] + c_mat[i, j] - c_mat[0, i+j];\n", "\n", "\n", " return lg_mat, lg_vec" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Leggett-Garg inequality for two coupled resonators (optomechanical system)\n", "\n", "\n", "References:\n", "\n", " * [N. Lambert, J.R. Johansson, F. Nori, Phys. Rev. B 82, 245421 (2011)](http://dx.doi.org/10.1103/PhysRevB.84.245421)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wc = 1.0 * 2 * pi # cavity frequency\n", "wa = 1.0 * 2 * pi # resonator frequency\n", "g = 0.3 * 2 * pi # coupling strength\n", "kappa = 0.075 # cavity dissipation rate\n", "gamma = 0.005 # resonator dissipation rate\n", "Na = Nc = 3 # number of cavity fock states\n", "n_th = 0.0 # avg number of thermal bath excitation\n", "\n", "tlist = np.linspace(0, 7.5, 251)\n", "tlist_sub = tlist[0:(len(tlist)/2)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# start with an excited resonator\n", "rho0 = tensor(fock_dm(Na,0), fock_dm(Nc,1)) \n", "\n", "a = tensor(qeye(Nc), destroy(Na))\n", "c = tensor(destroy(Nc), qeye(Na))\n", "\n", "na = a.dag() * a\n", "nc = c.dag() * c\n", "\n", "H = wa * na + wc * nc - g * (a + a.dag()) * (c + c.dag())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "# measurement operator on resonator\n", "Q = na # photon number resolving detector\n", "#Q = tensor(qeye(Nc), 2 * fock_dm(Na, 1) - qeye(Na)) # fock-state |1> detector\n", "#Q = tensor(qeye(Nc), qeye(Na) - 2 * fock_dm(Na, 0)) # click or no-click detector" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "c_op_list = []\n", "\n", "rate = kappa * (1 + n_th)\n", "if rate > 0.0:\n", " c_op_list.append(sqrt(rate) * c)\n", "\n", "rate = kappa * n_th\n", "if rate > 0.0:\n", " c_op_list.append(sqrt(rate) * c.dag())\n", "\n", "rate = gamma * (1 + n_th)\n", "if rate > 0.0:\n", " c_op_list.append(sqrt(rate) * a)\n", " \n", "rate = gamma * n_th\n", "if rate > 0.0:\n", " c_op_list.append(sqrt(rate) * a.dag())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate the correlation function $\\langle Q(t_1+t_2)Q(t_1)\\rangle$\n", "\n", "Using the regression theorem, and QuTiP function `correlation`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "corr_mat = correlation(H, rho0, tlist, tlist, c_op_list, Q, Q)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate the Leggett-Garg correlation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "LG_tt, LG_t = leggett_garg(corr_mat)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot results" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(1, 2, figsize=(12,4))\n", "\n", "axes[0].pcolor(tlist,tlist,abs(corr_mat),edgecolors='none')\n", "axes[0].set_xlabel(r'$t_1 + t_2$')\n", "axes[0].set_ylabel(r'$t_1$')\n", "axes[0].autoscale(tight=True)\n", "\n", "axes[1].pcolor(tlist_sub,tlist_sub,abs(LG_tt),edgecolors='none')\n", "axes[1].set_xlabel(r'$t_1$')\n", "axes[1].set_ylabel(r'$t_2$')\n", "axes[1].autoscale(tight=True)\n", "\n", "fig, axes = plt.subplots(1, 1, figsize=(12,4))\n", "axes.plot(tlist_sub, np.diag(real(LG_tt)), label=r'$\\tau = t_1 = t_2$')\n", "axes.plot(tlist_sub, np.ones(shape(tlist_sub)), 'k', label=r'quantum boundary')\n", "axes.fill_between(tlist_sub, np.diag(real(LG_tt)), 1, where=(np.diag(real(LG_tt))>1), color=\"green\", alpha=0.5)\n", "axes.set_xlim([0, max(tlist_sub)])\n", "axes.legend(loc=0)\n", "axes.set_xlabel(r'$\\tau$', fontsize=18)\n", "axes.set_ylabel(r'LG($\\tau$)', fontsize=18);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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2B04er+sbWO7DXnYOq8WMxsF0U8RBVsyj7LLKKbQeFpmey+rYPCCnzDb/ngdg59kimQht\nXiOEAEjv9RpCQ0GBUVkvAFAsuwLfByjWhQU0vM9tpAZYtJW4zwzbo2BR08rMA6y2AaLyhXnnpLHe\n2iYPe2FsPVvfstvVB1omS3w2shaCpo3HYKQP21Aok5NYUwCsjUVPEjPvPcB9rdxintm613T6AuDr\n+skWUc/++Nj6+jq+9KUvod1uI8syfOQjH8Gf/umf4iMf+Ugh33PPPYc/+IM/KD3Wz0TupeEwhcvo\nhT3N6SLzNKnUFo7kObgTaTHqT2/J4KT9bli/9Wxik/efDWmHIs49mIT1u68JtdaPPuWyiHHphajz\nwpB5BKu6LNlBDY22aZYec+jl76UXWGs7XOiFbmL7diIDeFUoU67bpeZX5vhhteeLeg5oy+qWedyB\nVEA/im0L9zWu7yEwxvtPJ9+4+fSlmfyHJ2H9zuuJdTy5H32tL6PCvcGiZSHqMpNH08o6IQE/RKD1\njXOyLWeV0wVsxgGUnXbq6rgQHVuZ4MQSPxxz3BbmmPdQ72WZrtgzzw88HTLfLwXNcfQD1aP/wJnj\nb3/72/jkJz+Z//23f/u3+Bf/4l/g137t14oZW0AeugrALEgYIbGq88wysx5DxaUFwWR25+yryQyt\nZmWqDxBDisUNIzkG9wP8iQzGAI5awKkHHFkPbsBDp4wEuMoskl204EovECgA9EI0iDmNgrm+vBa7\njTiCVzbNRJmw3foaqwwoAjG9h1aDrUBaGxqerMIDmTFvWRg9INyrbA04XgNOHya02CJTwO01hjxZ\niV2qzGLec2Cdbw4720L6+OohjhHKDgAjTmjjyW4W6Yut6fOuvSNqnsSmTEpRpkW2+dRPaNJIaJns\nx13g1BsHcLat3Q4f9slkgul0iq2trZk8b7YBhpVVVlllwCMEx+985zvxl3/5lwCAk5MTXL58GT/3\ncz83m3EbotnigCurvc2QRofqR5JAms0jlTAAReBXxvSYjygnH6gjzfDSQorDrGAXmI21eyzrdcnn\nKReO43H7a0C2gyJwsYOgFDjpCTOk2LJWP6vaUqAIqhx3UDBgr92zMpXAIssn64gHP90yB7QgbuRs\nZ6OgK3k9DbGCLgu0eJx4HesIrfAmZrG6N/nGImLbM62f6Zo0FBQYeiy6lSLUTbrewEXgESgCU9Ey\ns9wbSH6boRiY/wihITjl/Yvb2EOijUhPscPjndoejHuYdbh5EgttWPAkKpGxdeD1bPACjSRrBem5\nB4rVegyZdfLxsJOTE7z//e/HK6+8gs985jN49tlnC9tXVlbwZ3/2Z3jve9+Ly5cv41/+y385kwcA\nnv5CZJI8n2ddKbNp2U5tdHp+QfOIQ2ffUznX4Fxgqfu1wBQpE7iPWZbYS+s3Ivv8dGKb7sR11TPm\nmueYNhQGe3QSnMUNWzcVf2ToKgl1tVoLldFsJSaWYdJaq+FZVXaO6w1hbpmm+k9qg5X13YmsoOqK\nd6MQ29Mcn78e3xUarOEuyyJpLKLOkLbupC2j0NPjspo8HxI/GMfbeaedaFT2IuxHHXqhVyGuq0b9\nzmr0gx2JhhLv8djRumraNNfEzm4ri9qySINNFlV7bdrx/U3Nt44FoB+ov9AnOkJ19+LLTJngJx3f\nmGGO793Nt9W5q07U401Oxfvl3cOyzuhFrLrnB/H2qx/Msx+IrOKLX/wi3va2t+Hq1auzG3dQvKoB\n2Sj9YNNGSKF0lFUlA6L6UTUyQ55WlB9XYU3XzQ8laTQCJx7Ww+KeamEUj7OGMG1oxgfWA8c6mYeC\nhRFCHdjyK8hSXag2QPjQCOPK3Tbjup3lyXNItXnkrDVvRr9RF/MZToalU2BnmXGVi3gXpyyhspWt\nJHXRQ5UBZP17WXDsYbMxBCjOY8U9BlyBn/6tBShjT7V3AsjjeT9YK16f+rw2CgZIU7szjTYPHPO0\nXB7LD4hAuY6iphkoNgqsfMnKKdQn6pjvgMzLAqicY5R6B1gO9YUHeOzA8erqKr72ta/h7t27+OhH\nP4oXX3wRzz//fL79/e9/P65fv452u40vfOEL+Ef/6B/hpZde+sFdcGWVVVbZI7IfCDj+vd/7Pfzi\nL/6iv/HtSPEXX0fAvjd2pNtaB/goMHqAMNSYH0IggMMLKAJFYFb7aAeqSVf9aTf8uYEACHSUcDMe\n1k5pa7GcsomLGFSd8nobwF482MFuvCYtRwvFSQyoBapLXsZChuxrpSQEUDqVdmxkZDsJqJBB3YiH\nYkvPG19IsyBR68CCSG7TEb33AfRbwIjl5wlbCPEkdfrnB/FvZca1gaA6YvqRbRyxDgbIA6UPriRc\n1URRAzhP/fIwDLIF1AoSjwAciS/mvSG3nIN4Aza1BaZ69jI9ufrAKPjAgYB09paQReapvPtnATL3\n93yF+VluxOVgDWGyBd5zntBetwJbTzI1LwKFmjYwrZxrJzTWFXuvIdXDy87hHgM7d+4cfvqnfxpf\n+cpXCuC400ms6Mc+9jH86q/+Km7fvj0jv3jhf4krJ8DzTwHPPy0bSZApUcP1DbME5vcoAP7Uw2px\n3xVhIrsbgT3tngvPy9NPynOz800AwJ0nUu8AGeMDGbrfN7plQNnh1kzaKI+vmkiZ4WrIN+kKY9id\nzzCqrrIWC6saXrLCiSVOzCHzKXOcWERlmINvK3O8HbWmTyk7OA0RKbrficfTuNDMpq+jZZlj7/57\nvbA0jzEs02vLuZrR5y5uJWbz4k5cvxQafAdPJI2y14NAjbLXW+DF5S6L0Txx7vmi2N5l5t3rRu4H\nnm/MMs3KJtMnir0KgYh8cppudvfv43npB3tI5jHH3v1iNa07acv0JADlvUpy3OYG8OI3gBe/e9fZ\noWiPHBxPJhP84R/+IX77t3/bz6APCj+0RwDuaGBzfrTs00ewo1PBcnrgLcyCK6/43F8kGNnabOXz\nW6ssGsHSommNFRzSvAc/QwLjY0QWfSjlsxpk3XEfs9Mj66Qh8wACL+BeKiQ14Oty7TUk9QolJ8t2\ngXjsqgIrr+1yDJlxaEt2sAhUGzj8uyVpdvClNZVUsF5vB01tP5ZVlTo18zcQ/EBBIsvnmfqCss8e\n9hsBodKHSJVPtl97AHRHT0bgRenQi6FR3y+Njf5aqjolodlwmKaseT3YZ4cNSAuEmgh15j0/fcQG\nMgEHJQ8ZZkPIWb+oyz6WXZ/XQKCxgJwVs4V86uojpJ6Uh5FUnwE7ODhAvV5Hr9fDaDTCH//xH+Oz\nn/1sIc/+/j6efPJJrKys4M///M9xenrq6pJf4P0dIwAnDX9FDKCTT3RNmgeO1XhLvOdpUdcqj33O\nLIG8g/H8k6lBeX7nBgDgma0beRq75AftBJ486YQdEOhtU1DE7YsGpHld5xbkFIHzbFrZMTry/SAY\nOr8njey/j8vvmqVu88CxDjCj6SBBDxxzXUE0zQt55vkGzfMDdV/6X4zgtn0pyQq2nwzr2aVX8rR+\nN1y8gmPeQwWx3qDSqXFsL7Thokktygar1uUlS1Bc1qiqyYPTNA0tIEkxeuPUHbZx6ySspHZTWucz\nvy/b6BNvBBzz/nu90vOwEuCDZCPleR7FBvw/c3axp34k9oUvfAEf+MAH8MQTT/gZ/usLyO/l5vNA\n7/nwTctHe+4ggBYFfTQb6YEDmvjjk+GBRDWVLkQGVXXDQLihZBH5wDflkPNe8vrNVpDINH3wN+Rv\ndldnOyiyY/zgW8YQSOD5nvnbajo94zFlquzBWiir1XlZeYl3KA8cA7NyhDXMvvymiI0D3tcLcn3a\n2iCw1cpnHv6U5m5j/iOg9Rbrq98K5VetXBNFqYk+wAqQy8AxfYDHOEYRbG1I3mwNwXd5vzso1kOZ\naFMblCq3sNptSB7jA9lOaiSw/EACiNadvMbgPN0660vlClqcAZAaBcqUW72Gp0fWe29P6g36pKnU\nRgAyANx9EXjwYriueb5/Rm1vbw+f+tSncHJygpOTE/zSL/0Sfuqnfgqf//znAQCf/vSn8fu///v4\n1//6X6Ner6PdbuP3fu/3fsBXXVlllVX2aOyRTx/9yU9+Eh/72MfwqU99avZiVlaA//m0OCd2H4Gq\nZ4vkBoDT2wgSildlg0Zn0C8qP6C3kT6OHFlvp15WNpXrXQA74c+nkKZVfAJB9tBDMXSKsqhlAJnr\nBAQ6sGmA0No6QjE80B5i6CCCtlfj7waSvMJev6IToheVZnQlv+2GXot5d1LebakHtm96SFKLRWWG\nrFuQrFICQGQVMe1A0nEP4d7fQvIBarC1oWAZYh2UaWUHKjdg2WO5sQNgK0y/yQDpFxFweg+J4beR\nDDwJicWtVrdckFSg6AN9xIFuWub9uFQNuucLWn5g1t+tH/DZ6CI1LHeAlVYo91NIgeNZB+tyWCt/\nXmR8FnjfgVR+/nKSi+MNWG4g9OOx0TyvZ8nS3R7lqzIUsn+UKG0hPQ+t4A89hPr4ysqbLrrDysoK\nJpGNHTmsUCs2ntYcxjZn7nSbxxh57CCfFa/3TfdtmqWey87APC/NY52tNARAFtfHzVUAwKipzPEs\nw2in0Q5FmGUHyQrWCuxgqAx2iSsjzPyN6WwotVomjOE4MIF1rddDswQSK/j35m9NUzaRj6PHHGsj\nknWnwyrKBmt6zLFHPnjvGm+yDHmlAYCMvcvZ5EKa4xsc/KljKqfeN5CXVludSZvWowyjttxU2WW9\nC2E9VIDnB7z/9emJpIVl3Xu+VH3A+6q9BDfnLIHkQzpY0/MJ+70A/B6Esk4+zzc8c/xg5f/2o/I8\nUub4/v37+OIXv4jf/d3fnZ/JDiLMEECYDm7b0zcX0Qc/lAS8QPq4ky29J3kJmvVYKrew+mRj7Ebe\nlGvuwB+0VjYA6QESEEZcajet5iUYVf1noX+bXsiGABsLGpmCLDqPMcJsnUH2M+VXkMcyrSOABG0c\ncLsFhHapg7cICAmA+ub0+jCMbB3wmusoNhQg24AiywzMxq8lQNayy83TwWLHsgsPsYFih4S9195g\nPSu3oT9oXar1ESN50OYJ2Udmm6exZz5KFLTc2liQCzlFArH2ZaQ9KTb8nR2p7NUDnwe2S/qzpwcA\nDFpIz64tD69de1i8L6am2xN4Qnpbf63UozQ/BGtllVVWWWWPmT1ScLyxsYGDg4PyTFeRvkua1X7/\nX9uKsYAVGN1AAL7zAK/VHqrMACgCY2WMkDACs3Iw3jkAnH30HNIAPQUGii8sSM6QGEKWmd3Wmt8j\n/17vApmy3zogj0DZMuMEDSpJUTDIg+tAtjnSC17TZvxtoyg78Hr454FkZUvJlHYQ6sPWXT3mGVjm\nXxsELP89+JVIbblenN5ky663Zg9B08YQGwmbTj4dqAezVHZVGXOtT/pUDcAhw6XtIN03vX91JBbV\nPjzU5iuFb8sPpHrgQEAeNy48LfEmioNWNzE7uMaW19aD9h7wGHymlEkYaCQTXj/vvx1Mp+MU9J3B\nv7UOeEz1ffW1x0xg/A9sJCMHDmszimn6Rl7zHkfahrPNa0yR5dJzLjMoR9kxrqsm8q5ZAj5z7Ohl\n63G93gys3Ma6zAKxEdZPxX8n8ZqUTfRYxNo0MsdlrK+nw100gLGMkVe2777Jt2iyCue4D2La2iKG\n124r0x5rvvtOmua77+Qbm6XHSHu+Iaz6SvSJulxnvQRVNbPI2BbyTGbTygakLUJt9p4sGtsEJx/r\nQsuvvXk2H5feM7oojaaEonf/y6Rry45L8Mowxx655nih/SjSvPYec7aG4DjrAF7rAqP3xA2MznAN\naRL0DOnjrh89ggMLKLQbWZjJFpJ8gjeLLPF5pK5lyizWAaxnWG2GO1Vfm6JWn6KxPka9PkVjNXVz\nTFHDcNjGUT+C8INmAIQ34vE5+pPgULW9GwgP6p0rCH0+rLhWXL+Fop5UmUDVUmpBSdldQBF4Spk5\nKE1BWy+W/5wcYt3pYs5k5g/7omQjgWMADuNxD+JPu0g3Ebva14DRFblmTyozkHVbXjWVU6iUoJuy\nW7DK6tRBmawHK2lne8yCRLuujYQDJKD9OlLdawNyxEgOHaTK7yA0FLX82hBU05PbSB+UH5nngX7I\n8tUkneCYjSWNagEUZSS23FZmxHrYlPLzGvYQdODZbkzsIjhNC8UxCWwM0u89XYsdnKjvAtaFjlVA\nuu91lEwG1OukAAAgAElEQVSCU1lllVVW2eNmZw4cP/n+v8etXox/vLkyy6Dyo9xB+Ai/FtNf242h\nrlQi8CoCQCRItgN3CASUKYugkOcjICQjxg8/188haVC3gcb2PbQ2h2g2JoWRoU1M0MAYbYxyfRg1\nQeN2Mx8J3b90HrduP4nJdjcBZF4ay860o3gNfQCHLeDO2+MGDflGgEzTxgD/JlvI8gPAVojxbBsE\nLDdBD6RuzgF4KkMrTkfZ3hyitrpcf/P0pIbxcRPDQQsnh/HABwgAyJ6P+lOWPWfdWxLyjSBxDUly\no+CQZbZd8awHiW5Sj+ciOFZmdB1FwExwvJ2hsTlEa7MYSWGa1TGNgf7Ho0aYAICB/4+j03Hw2V2k\nhgFQrHum5Y2EVmwk8P7tI4E71ScPMNuTYrsllC2NP+952MDspDgM8cbrvQisnruPZmuCmkxsMDlu\nIHtQw8m4mcp9jHCLPHDcQ/H54zW8htTTcIchGy8g6Y9ZbsqqNFyhld6wIN67gY2ltaKEhvXRwZvW\nWtHlnoy3UbXHa9G115QBWqYhUXPWF7Foi/SGQLFdxPzetXnn8vY9dtK8yS0iY6Vh5ppxvVlP+k/U\nZ3XC7vkt2+mxfsvo/JfZl3XiTehCNt2b6EHqcO14Ni0/XtnkD56qaVG5Fg2ChtnO/NpbYEPKqWl9\ncV+tk+9HQ7msd+VhmeNFLHHZMRZFXFJcBviRR8p6LbxjAcWB3na7V79efXk+9xB25sDx/4j/Fa+8\n9RkAwDfe+iy+PXkH7n7rYoohyo/hEWblCAdbwLUtYO/9MfEGwo4vA/gW0hdMP3o6wj8Cax101TM/\nssQX428XWL0c3gw7O7dwAQfooY82RoUYlE1M0MIQbYzy0DltDNHABDVkeYifATrY33oSe1uX8N33\n7OLa8C0AgKOXtwMp/hoSMDpCkiMQMAIhLvSNHeDOhwB8E4gzHIXGgmWMySxr9INYPSwjAQnBgK2L\nK+G3evk+Lu3s5bEye+ijhSGamMzMh24HDWAVyNo1TNpNDHdCF/4hLuAAF7B3+xImN7qpGKyDO5jV\na9MPXous7533xPLzZ8PeAUU9Awd2dlP5OPCMwFQHjXBAFv1lB8DFMZ66dDP3BSAMnGliDA1bmXVr\nmKCJKWrIUCuE7xmjgQE6ODrp4PC1eCGvNYNLv4bUKCR4zgetRb/u7wKv7wLZA6SeFA5gZWPB6m1t\nlIdYD97zQG211sV2/FEbf+UUF3Zv4snVW+ihn/t9E2OgHQabTNDMByuN4hMyRiOFw2KvSr8Zypc3\nhmO5X0NglIGAhw/WgP5W+OW3mvGv7QA+jRFujY0nGbXTQvIDoBjz25PRVFZZZZVV9ljamQPHP4k/\ny6csbGOIRmOMl94zwa16DEy3jgSQN+FrE9lieeVKnOWMLBBBwi0UJ8TgV3QIYCvJNhCPRSCogDBP\nO0XnfNi/gwF66OM8+jkwBEIcQQLhDgY5aN7EAB0M0MQkH4E6RBuXcBPbOAx52+HDfe09u7i1/nSR\nOebo/TESi8pr3kTAgnvvQvE2EyCr3pRsogCFB2upHmw3OXXWZA0iaOycD2XbRLE+WhhCR1zX8vUM\ndiS2AqNtHOACttHZGmCvdwmHm3EIcW8lMMqHKDLHR0jMLn3gVQB7u1IH9AFOw4xU5jzcnwFLlHEw\nMgXbWJvmFwqN1uYw7yUgIDyPPloEyNEIiKexVhgEfoo6JhEcD1Y76F0KN3a/t4Oj3oVQ/k1zDa8j\n+Srk7/01YLAbE63OQ+UW4YpmfQPF50EbiuqLChJz2ckEjdXg+z3cwfnooJsYpF4TNDGKDdUh2vHX\nyn1g0O5g2G5jsL2Juwfngc1msdxNpHvN87OhwEZkfy2GgPQ0w5RbzBsdKI2FOpIvsC4qcBzGiQBY\ni+2ItWVjzjoRH0rj3KqVMVtlrFjTWVd2yo6XWHR+j0Usy+9pbj12tOwYul6mvV50rjLTfKwT3i+v\nfr37u2x8Wy/2sY0youfQcpVFsCi7H945vLrxWHWvp2HZqY+XNe8e/kMfY1E+yxIDySe474JpvGf0\n62revt799xhkr6xlkUyWuDdnDhy/D1/LwVUjMo51TIFnw/ZbeDpp/TiiH0gfSjtC/toOQmxY7Ua+\nhfBRzFDsRo5T1E7XUiW2kMCmlVVsAqsbQ7QbAVwE4BsAEX/hEKPCZ78j4JFgWcHhETr5NgbjbmCM\n2jum2Fu/ClyL5SA4oUbV08ICwB7lFrR9JGBEQFRHYTBj1g0Op8CIkgHbxd2LXeeNSc6Sa/k6GBRm\n60lwcDrDIJNNDHejE1n4IdqrIzTeGo6xt34p9EmSuWSjgOBYZ64jDtq7gtmnnwBZQfI95CHRxlFW\nMUVxnJ76QBPFhsL6KWr14LMEyKHqBrl/WBZ9ihomaEBnTxqjgR7aGERfAIBWe4hbbx3i1vpOGgGi\nMaY7UhfUJq8hMasHjFnEBiPlFgx9xrowsgO93DrC82BBoR04B2C1luX3uYlJ/lyzoVBDljcEgACO\nQy1tJnAcPajdGKJ9aYT+Zqj80fr5NEBPVVEaf1nBTx8ykZDaGorh/zTyhQqiJbttOL/ZwfG74pLd\n0ovAsQUlmyXb5lkZACwDx4s+wF73sAeeyrrdl7WHjXDigcJlu6yX2abmgV3Pak4edrYsC469evXq\nvEzi4DUOvIGDahbseQ2nMnD2RmyRTKMsX5l5x3hY3/DMu44yf1DgzOda5So6b0OZeQD4YcHxsgNT\nF1zCmbHzfzPCs2//RvijCWHVgpdOf7SGQ1wO22tIJThGcepmtVe2gFMFiATEBAQcuBO7XPs7Sbqp\nKgRlyiIYaHdUPjHJAXBLGFQC5gbGOUACErNKVhn5KQN40LTcngb2SNXU64k91kFhdhAYv/cHb8d8\n7xggdT0DwE7oor9vdiEzX9DenqLZChpraquBwAY3MMkbB6EuhnmjxzLHNUwLDCobDo14zJxxvjTF\nzdpTOFnbKA4Ks4PEaMR8B7tSGawYjVjBOuiG5aCbkpU1sIBQNafrE9Tq2QwArmNa8INwqHB/Katg\no2Aca3KIVqGnoYFJqK9LwC0G56w1eYLiwDBGtdA24RTAHQLkeeHfMqTnIQ5qO+7OahHZMPHA8Zy3\nSh53M/agNOM95f2eoCnNqU48zTD/NTBGrRuOcQhgVO8B9ZXZoQSUDOsYO9aLC5CLV5nMNJyy1qxE\nnWD5MZsEpLLKKqussvl25sAxbgIbcYDCMz/6SoRVrRREfbWB8W4TR9n27L4ZAgC4YP4eA7i+BWBX\nMq8hfGKVHYqs4elWCpXVQxEgKtuwnqG5LqANWQ76mhEoAhDWuKg5JvBpYYj2NHXlN2vjHCimeddD\n9/METUyfDmm3sqsIo+bMtWl9aFzeMWIXuzdiX1lTANgH7uwG1lGjcZBsV4ZwY4jG+jgHO9ZqyHJA\nSGlBI/KjtQI4znKZAQAMhWWdiiZ3ihqmOzXsTS+h0LQnALJRyo5j2fPys3IeoNh6oPaa9RCB5GEr\n6GiPUGzxaoMpRuZgRJJwnaksZIVrESQDKLDshQYgahiihTbaGBi9dq5PvhiOd5jtlEed19BxvO2D\nHbjyiRwMGiZ91E3SFdZlhmKDTBlsuRyy4rxuWg1Z7gtsV4zRzJ8VNgiasY7q1q+6ESBn52eL4bX/\nNMY0Gz0eM4whir4hLPqoVRwsqG7zZgbHnIp12Yk5bHi174Wd+34wx2XXptfnsd+L0uy5PFvEIC/D\nCn6/42x7jKE3kYo3SM+TNZQxdovqv+yaHrY7vez8Xg+CpnlhBpf10zIm+CxGuvEkLGUssleH3iQv\nyw6WtNdh15cxT8r0EM/J2QPH95GH6z2/McLVq9ejgjcEE+6jh2G7jVeuNDDJusUXIr917GYlu0ks\nkHcrKzAYoogeInt6J4YHYzgxaoy1outFvaz9gCvwI6vajgwYgDjsKqTrzDW1WgY0gQs4wDAW5lLs\nbibMBoDxlQbuZhfTCXWUMEEbZ+8KlQcctYDTy5jtPkZcCjjGFrDfnY3QYeqhvjZFszE76C5dVnKz\nAJRTPRAcWgCoaQSO47z7PXCJk4uNAA4fSJSHMcL950NIGcRRvO4jjQ9sZ9OjiR8AxUbCBRRZ1Jyt\njPe6PkVtNTVslBUlSKSRZaffUKM+RT2vG1svrIfRamgsjrebODreLs4wqHWxKWm9mHbE8tvJMyg1\n0uchRnfIB/rF4zCyhHaJK3NtrnkYh6iGumjkPlGL8hMAeYMp9BQkvyjWQT1fTrqNEPHjOL6FCdx7\nKOJabSAdS3q2hdkGgdaHSkzieAQOgkU83rz5RSqrrLLKKnts7eyBY6AQgPrC9BBP1W7iINKXh7gQ\nul23Orhx3ASOY1OF3/RjFLvZCRCfQNJAjQgO+RHUcFsERrG5c71b1Bvr4LSsiATs1J92mkfVXwKI\n4CdDbTrNp3MMUzmeoDGdoF0boRMpux762MGtfLgfAIwabYy225iw25utXdYBQbKGLh4gNhI0Bqxl\nDhHr4NXAsnEMm43cEUFB9sCWOzG8BIQKasiwNwUE2YFqWocTNDBEG52IxM6jjwE6GK22Mey1MTqO\ns7AQ/ByjGCaIfqBSkDucBtjOIqcTxLChsAPst1K5dUAeY/U6NhWpBMuwiUHuF1PUUMc0H7CY5en1\nguQk9R400MEgCneCuHjYbmN4roWTo40icBvFOlBWk+HWNhFnmNNZEhUQa/SKyB4PIjg+QBr8qXKS\nOZPNTU9qmKw2cj4YCDrizdhr0pZnr4nU++DpspVdD/XZQrvTxtH9OEHJ5kq6J7bHhFpkarHDhSAN\n0mPiPBo6DlYdtJKum9FLeii60JvNOMXusuyg1Qy+kQFpZWlltojVXSZc1Lx8ZZrIsmu3Mrh5+by0\nh9UevxGG2R7H0wh7ZVhWS1t2/7375THCi8q6jG8u6lXwegaWRVC8ln8ojfrDPhuL7s3D+o4Xls/T\n738/ntcy+368I97gqf/hTTWSGdC+P0GnO8jDg13CTfTRC+DoYguHR1F/zEFpuj81lxxUR2A0WkNA\nipY1JBhgXFQEneGNtQQE2KW0DeCojvFxE9N2EcxpBAI1gsIiUzZBczzJ5zfnEk1EABnytjFEB6Ee\nCI7ZSLh13ARGzdm4flaHygFlfQCZsuiezILSghtxMBuKg7AIDACc9JoYTxqYNoplznItbSMfdKVA\nWcvHkHYAckBJBpVMMxsKAwxwHn0coYNet4/REcFRszgwESjqUZtmG7aQ2FJIRqDIGh4CgyuBSPZi\n7a4D2IzANqthelJDtlor+MAQbbQwijKhcNwWhgW5BRsKU9TmgOMmRmijHTXtQJTsdEY42twoRm8h\n3tMBqtTiNhGBIcHxPYQb6yE8rQcUJyaxsa4pY4rVeTKtI8tqyBq1HMyyLo7QyRtHBMIqQ7KMOWUZ\nBNiUnYzaQww3wnFPWAd2gKqC4hlNtI1nPLIZosUGU9YqTm++idDo9uZWqayyyiqr7LG0sweOdZQ5\nAlhsY5THi72AQzyJ/QCQVzsYXowxUo/PF9kiNQXIQMABgy0kSYWCI4IBTsW8FrrVryENRAPymfGG\ngxbG7dR1rh/yFH2gyJ7mZUOGxniMWoY0DSjiWKosA2ooRHngID+tiyHaGG83cPfoYpIScIAeTQEi\nmeR8YJKGLrNAkQA55n21W5wEIg9pVcek10TWSIxoWNZjR3kzZ/wCqBnOSCdUf1w3wIgDtVJDIQ14\nHKKNQZx05OioGVlRJLByF8VpvJVFHTGOrfa/c/ZEyDJKCw5aReaYLOw6AmsJINuoIctqQCM0Dlju\nEKKuhQE6AmzbMYzfCDWZHAaQwXdAfoykWx/muuUWhmi3hzjaHAO9ZjGsHYGgDlLl3yuI06+zMpRJ\npnF6ZZlu/KhbDJXmTQIiLjTN6pg26oUQfQN0JGDbML+vlFQoc6xxTfQYXB+gg2YrPCOjdWkg2IaC\nDk6kP+R1YEfvZbKuvhClFeyBGmB2iu83o1m9ocesLavNtVONq70RVqiMiSxj8b6XL+PDMnbeyP2H\nZYK/F2nPsixhGUur5j0LHjv7RiN+LDsd8rK2rEb8Ya/z+8hizt13mfv/KGRfDxs+cRH7vkxdL/uO\neIN29sCxMr9x2cA4B4SXcBNAYJk6GKDXDenX3rOLvc3dMHqdFcQIFjQCplyTeAWzM4hxcgR2qUdg\nsLcL9LtpXvXYhX2SbWBvLcTfbW5NBMC0C/IJRlwIwDBVe316gvp9FAazrDSBNk4waQ7zGLAdHEXm\n+DBnVsOxx2g3hrj5jhH2GAeYYb44OYi+mDT8G1gHbYSCcQY1ljtDmmEQQY7ylzsJGHGa56MwMOrW\nM0C9Oy0A+ibGGKKVs8JkRMmgN4QZ54Qh6XaN8igVysKSjc4Z6HZ4Sm49M8bh+g4Kk9tTasN60AEf\neQ8CrYvUQNAphUcA9kOs3L9pJdBFkHgn1edJtoEBgOZO6BWYxPJwsgtlSnXAHnsVWBcNCeWX4mWP\nC6BRlymChUSvYPn1eRggDZwbsXxdyWRfCcwTwfFp7EkhZmZdjFGcGhsA6k1M1seYtBvQyT6oLeb1\npwZEEz3cKcwieSE+M9Y/CpFcIqY/BDDC+fKP0jFS42YMYKBTqgNFClhbFiK1GcVYVftITPkys7NV\nVllllVX2WNjZA8fOAPK6MEmUF+SsqWgQJ7sNHB5fLrJnfRRDvqWDRuZIGTOeXBlUzq7VCkzjdYli\ncQHADjC5GPYfbHUwRFvY0sAoc4gRu9QJdjpoIqutoomTYmzGLFxae32EYZwEpBlj5pI5DJdwJ9ey\njtHA5GI43+HxJeB4JTBcOnOeZRBz85jDuqkDxHrpAq+1ivrdOEvcqNfDoJviO3cwQJroIpyQdROa\nD+2cAU0zxE1Qm8Z7XRvm+3QwyMN7MeIHIRMbC8PVVhigdrSdfOAuwrXqrMBA8ImcOYyyjBndrVLu\nsUfhtJUml2BDowMJ5Ra694edEVrtIdoCYpN+OgCw0HBoRwZVG1MMhZcVWHaWuRNrAyALG5n03gBH\nx3EKvqOVIAEiIOb1dhD8Yh2iltApxLUeWHa1UZhYp48UTztcdDqEaM0mvSamJzVgNR0hDSwM4eoa\nwhw34wBFTiTIAZwtDKMQo8jEM4I4AIw2WxhttoO8RnuR6KvHKPb+DCC6Y73XXrlposs/Wku9B/05\n2d8MZqdN9lihsrjBi2K/itSsNM2e00vzdKWL7GEZu2V1sGXH90bYfy9M5Pei5V6GnfQ0x8ogLxsF\nxOrQF12Hndpa88HJt6xvlNki5rpMc73s/fp+svllr/M3Ysv6Ac3zA++ee/k8K6uHZe/hEvVw9sAx\nB88AASSOi9pUfg576EdgRElDA8PVNoZX2hj14wAtdnl6ekCyiNkaEii0YayYRia5BRxE/e11BHC8\nDcRAGtg/9yQ6O2liD4JYBYRklYEoMWi20W4eYcUGLB8DjWOg2Wa5h3lYK4LPAJQGuICDALxWI3C4\nGAEiIwvww80yz9z1FhJApK0hDVaj5w0AHAa2+QaKs6P1APRW0O/10NkK18dBV4E/lfuEFpoYY4CO\nYZlNeLfpFM1aYA5ZVpabXfMdDAqD3ibtJoYXWimCAacYZz3Qtxj7NlPWkN0WdiY52jBs4+C011Ec\n6AXkgPlos4N2e1gA//yxoUCfaORNqcSKUoMdehuSPIeAkj0KR+ik6WXa7aS/7W2kCA1sKHCqbTLH\njAKYNxCclmleL/oWfhBYZ61P1fTqpDGdJoabbWx2B0Z3XssbjGwU6OQwtAYCQKbfFycMGRQaTa3V\nEVqbQ4ys9pw9JQTJlEWwoTCapzm2Gmz2KMR3w+laaoCevTfpozOO7aU8QIGwB3Ls4J1F3dplUgtv\nn7KBVWVATG0RKPN6Cmwou0WAaVlg5eVbZmDdosFvni17/rLjcn3RTHreIK6ytunDPmPeNXnnetiw\ncccL8i1zXxc1SJZtkJUB8WXt+zlI0KtfvV6vAf2wfuodd1l7iIbQ2Xyls9AxnmpjPEatmWIJkz09\nj35iDQlHuy383ZVI4/XrAcAQxHitW0A2tO0Gs0OcFAEI+lsOzorg+GR7A/vnn0SnwfjFKZ5tkAdk\naET+K6THAF/nJuhOYzexDGhaGQOtcexSb3byhgGZMoKFBCsjOG43MNyJEQzYQADmNxTyOlhzMlgG\nOU6UcWcrAGSgEMFi0uviYDNIFVqNYR6urBGvjcCPEgONVpGHLouO25hO8oFqBMIA8lnjyKOPYiOE\nAHryRAOHjGCwvZIaCdpQIOuZAb7e1DN2rUd/OVxLOmZWG8HhZhP99R5aW0V9Mf8BiOCQDQUNX5bF\nfYYFsKgDE8kcb0ZwmPcqdEK5j+63U/QGMvxH8htAGFSdQVIfEpWWaNoopLNXBig2vExDYdRrY9Qt\n9hKM0Yj/ktyi5oDjkJ6kJ6nXZYDzhjkeoh3Y4/UOsFlPHzGyyGT5tT42YnEK0+yZQYh5ueup7MzL\nRsLZfJNWVllllVX2BuzsvdLtFWVBl5tAVIoXrGwiYwIP0MFRBMeHB5dDF/gBgiDRthZmWlvKHNpB\nehrJAmFihFdRjF5wDri7eRE33zEysVqzKCxIv5Aeh+7VpsBWQG1dTArhwRjijTpNMsghbZxPR00I\nCiB0N++0cevuRmC2OX3wBhLLyXpeAXAKJGCoMxt47sHBWS1gLwIKDkiKg/XuboZIGO23jnJw3BRA\nGDTIRSBUk/qmjKBVS2G+NJpDK3GleWgzIDUWhqttNOIgvclRN9QBGwnaUMilBSynDsBS08aBhP07\n3ZpteNWRd7VP1rvob8bGTSPpzhvxPjXQLNSDF75MQ51Rp60D8joYRKgcAPKoHRsKG60UvWHejH5k\nUI8Q5UXzmGPbLxd7FU5bs3ICHfSYD1gsbygMnRabaqo1kgmfnab4vsp4BqsdNDaH4b57E5TYCBs5\ne6xh7Wzsb60HNpCA0MLYmh0A+2YzTg9bJnHwGMOygXmeLcs2eYxh2XTAi8ybuID7elMULzsxBdMW\nTX1cxhjO6+jRpa4vKyspu/aycwLlg1PL/MC7pjfyXHn7lE3asuzAQN4Hvd6yaZD1dW7rcNn7u2wP\nwiLW2ZrnG2oPK2vw9itjeBedvyzfG2GMaWW9RSWnPhvWxWwvt5gCCSp4gTBgrYc+LuAA/dWAVg8v\nbgOvNQM42keRBMsQQSH/oBEk2jeMxHwFANwG9rZSeDMg157urV9F4+mxOwitCAineZ5pLYKBJ/po\nD0doHIeJz8ZNqi9TBAOCxHYMDUbQTLnGZgQM/e17mGx3Q4xnIDQSOiiG95prHovKRsK9UC8MB3dj\nLQGPJoD10F+/t34JjUvjQuQF2syMZ9HIKobytfOGAOsLCA0kAuQBNnOgOIpsdBtDtCIonWx2AoPK\nRgyBUR7vF1FaEa6q6CTaUKBPKKNYB7Iu8FoxKWel68Dd9VBH9d0pGqtJU8s6CEKLcN8UEAbZQQD7\ndhKMYoi/UQ4SB+gkPXOrE6I3UPYBJGDohWHL2WMLVK0PqNwIQCaTgygBzbqIUgvbUJjXINDyA4zt\nfJSXV0PfUYqiU5Pz3k/WO0B9JV0HGy1aRNZFzh4D4QXkzexR9obfenNrjiurrLLKfsjs7IHjHRQH\nW6wDWW11Jhs/rAkoDnMWKQ91dvEAhxcvh+5/C4xyszpjritIUkDEizsE0AJebRW71JsA6nVcb15F\nfSeBIE9PWYxaQB1qA+32CO3IANpwcAqMWP48XrIJddbpDXDYkxnuGIZNZQA1FsnOElZmlJjEOhrs\nBA02y89j15u4Xgv1kBoK5aCIJQmXOzDxj1NDoZ6zqKNcVsFwbw2M0WxEmcr6BNhoFgfPsS768Vo5\nYG2GPffKDcx0uY8EINdQlBfEhsJhfQeNpyfQwaXz6oENBPaM6P1m7SWpxTiP5BB6FUIBG+tjjNYz\noFmX+4GkC9b71ERkjxm1woay07Kz/Gawpm0k8Hz8rRcbCrXVeRN9FGOEUzKkvQ8hvREvfTzTo9Bu\njDDYGOJkfaN4HaESix0FrIeclaD+nvVgG0jWYtppx9n2JrH75m9l08iQqQ552bBPNm3ZSSVKBoKd\nyvE567o3+3otm11f8cq1rF5yWXZQJ64pS3tYdnDZMHve8S1j6d2HRfeG519WN+35AW0Rm1jGHHsD\nAukbcr1lPrHQD+zzAGebHt/zjbIehLLeCnsc+3eZ9h4L8i1ji1jiZUMP2h4ftbJBmIsY9LLjzsl6\nZmx8qfhiGjdXMWq2CwO6lINVq2OaRzIAgM3VAQ57p0F3qvFpC+OttJuUjJEFRx6bOEI+OO1aTCIz\ntQac1DfwXewCAGo7PiDypkyeoJGHrNK4t5xYV8vMIV7UNFv9bmN1AmxmQX8JFCetUIDgOqrWgdWh\navSKeJCDrcQcChF7Ut/A9bWrIZzwAtPZ8ICgIU2xb7NCAyIcflood2CS0+QSQACJk7VmsWsdSA0E\nAkMgSgvm6WzVHJDMbnn2UMywqHXs1S8Bl+aVvQ5lS9lIGKFVGLRYxxRjNPO8rIMgNRrlLGqzMcFq\nc4yTNbl3vJ6alB1IgLmgvc0LBv9ta8AxEMD165KNDQXWe2RyD9e3UbvkN44Ypi9NFd7O60Cn2g71\nRB07o11MUuzk1iQw5yw3MHtbLcMNSPQK21jM55yeue7KKqusssp+uOzMgeNvtN81AxozpGl4Gbor\nD18mI+AB5HILIEwz3L+yj7v9i2kgEpBm0BoByLQKHEYMwHz97QDAtTihCICvdANQfhnA3wAn7wsf\n55fe9x5cf99VvK37Mq7iOq7iOgBgO4JdBYQHuJAGpqGoxQ3lrEuZ6wUdc2OGUR4HgERwvI0grbiA\n1A08iPWRa04tc24ZM/1bZpDDENjbAV5bSwP1vgPgW8DkW1288uM/BgC4+eOXcLV7HZdwE09iP2f5\nxxEIDtAplJ0yEp0xjgxqhlpsEHFAXivXIDOtsT7BxDCYAIpMsk6ekkcuWaQ/5nqcIIQNhcEF4Jut\nwBTl0O0AACAASURBVKK+htRwugbgR5vYe+dbcPj2MGDxqa2b2MEt9NDPBxgCQT7TjyVUX9CplW28\n4xaGeWg/1uf4fAN37274I4TVWC+5Hyhq1KglLLPXiIx1kHWBvViHDKXYRxoYCwAHTdzafRr93R4u\nbB3iQoyNR/mExkFO5c0KjR59LiYCknP9fbeJWxdjg/O4m66FReAl81VT0OBrA0EHa1o9MmeXrCM1\nFB8POz4+xnPPPYfxeIzJZIJPfOIT+M3f/M2ZfL/2a7+GL3zhC2i32/h3/+7f4Sd+4idmD1abswTK\nNcfe9LLL6pC97TEtE1Zo3Ay9jpNmCgFI02nuy0wbX7T2MA62FhZvhdprsoPKTnl145kORl/GPMbs\ne/mqv1HG0NMcL2KpPTbX9u4uYrWXvaa4rj0Hw42ib9jZXUNaOgjfOeoHjXHsrb1/kqfN+IGue6yn\n3aZpJX4eL3TWFo0pn2dlkTfmXUvZNk/n7pXf0557vfzWhx627N4xlsh6ZmyA1D1JAGRZtSnqOUim\nE+uMdLQapqF7nYwp5QUaueDOvNmxIGlqXpURJK6FWdQ0li5z1M/j2vvegmZ7kmtkqZ1tYJyDmgaA\n4ZIv7amUmbXE9XwQ4NoUExWha9c6kGYPyyzt6xmBsc1DJnEQBqldN+WXtsWodh433z1FrT0taJGp\nv0VBY5s+ZHbwHvfTe05piU4iUatn89s21vLBiS3MRivQRkHZUxn12P21AI61Wzdex2QtgMdb9Snq\nXb9vMZS1AZ3wpeYAZiD5SR1TFKaVboxwd3MMrJuJQXi5XhieQvQO3td58gorteC+lNu0wsvtEMVY\n0NQh17vo16eodWcbw3YGxRoyjGYkKckPwr51MKJFBwMMNsNIxEkv6s41LrMWwR2HaPXXjFZhy02G\n+fFilNfX1/GlL30J7XYbWZbhIx/5CP70T/8UH/nIR/I8f/RHf4SXX34Z3/nOd/Bf/st/wWc+8xl8\n+ctf/gFedWWVVVbZo7FHCo77/T5+5Vd+BV//+texsrKCf/Nv/g0+/OEPF/IQ/AIprqudHY3s6VjA\nQ5i6OaRbkIz6aRqUBRRCj6EPYYqGmA8A5wFHyzzXgT0nXx04qm3j2gfHaK0WBxAxAgdQHJSldVGU\nU8wCI7UCy1o3CMgyqNRcDgC/cWDrYh6jCuSD9TJONy27iB2tbePmj2doNtKgxTRzXKJMNCaw6mzt\nAMdU7mnOOuYTajQmwPppGpzlmfsUlDUSyoyThawFppTHJiErgyFH9fPYfyY0FHRwJss4/3Ln65ZZ\n7hwg9gY46jW5cT4T44Hl3FnaSFE6ymgLSpQk1BnjAB9gNnpEHRitn88nnUQ3ANy23HdbD3VTbg8g\n1xF0+Z1G6Coa9dqYnOvOSops+QEZpEuTsoSjyQEeP1Cs1m6H3qrJZILpdIqtraL26Q/+4A/wqU99\nCgDwoQ99CP1+H/v7+9jZ2SkeiJNMbpilbtuan3Yq+SfRR3QgMgcrq+n3IN83/xakfccmbSyNzZlZ\nJueYytVorTgmpN1Ojeh2jMbSGQa/a95Fsrtmqeva6VAWVUGZSMswL5oMxRul70VpKNPr2nNrfu9c\n6gfnzBJIfqBzT8XIOuO4r443mtaXgyv54HYpmPWDkEap5vxeBTWXOW5G5rg53w8A8YUyVtlLO5K0\nsVmGi5lNWzYuuM3vMf2L/MpWk8f0qh9wXf2A6yV+AKR3gvc+oHECMTXN7703ig9lskcKjn/9138d\nH//4x/H7v//7yLIM9+/PKtdVNpAmPGjPgGMggWeuJz2yAZT1KVCvO5NWxN8dfvhsFzLT1Ool24Cc\nQVOATFy9Dhx2LuPasyEPB861hOlUkEydcShf0pla9iwBCWVhBTQpk03NKX1D58BYui+zLJ9ouEet\npMHVLpY6cLd+ETffo3GOlQ3l1ML1QiNBy68Mah7xIwJozqgGBJCI9QlQb85etioFCjZPiL0sYI51\nkEmos71YB02kum8BR/Vt7D+TodYogmOWzTYMaQoSG04fLMMdtttDHG1GxNeJcY+VGOayEL3FM7sT\nmVTLptdR0OWPWmmyEL44N1AEyDFQeL8+zeeiYZl1mmgPxHhh3rLoB5TWtDaHmJyXuOR8D7BI7ljU\nefdfkbStwMfLTk5O8P73vx+vvPIKPvOZz+DZZ58tbH/11Vdx9erV/O8rV67gxo0bs+CYWViv+pFz\nwHEW0/rdsIP2FlrAApQDYfUJStM8cMwoLt5xfYJBJ6JxwHHeQ5NAUR5SsF1cAkDvqfAi6NxL+ets\nFSo4Zpp+Gvnt1sec273OLF76osGCZYP01MraDszvSSM8cCy+QT8YdFMPDX3hYRsz6huKD2ieX1l/\n8Y6h5oHjtn5nonUiouWgekB84qm4LAPOQDlg1rSyAZxlg9QWyTXKAHPZRCq6bcNsA1w/OI1pg3Pp\nfg1qwQ9G0nvnNXBo+b1zfFXvpY7tSvb/ze6ERwiO7969iz/5kz/Bv//3/z6cuF7HuXPn3LwaoWGU\n86uhkhQk2VHt/OmDNT0hQEYqLScCoNyCAOa0heLU0Yjr3NEyqB5YEnBoGeTIHN5YfxsAoP3WNOtd\nAkYD1DHNu5at1rrIoCbmTLuiaTVMA3Ps3WWVFNcQJQWKYoeY/eBrXdj6UJMR/gPRIOtuTeDW+tOo\nvaM8cgMbOyO0ZnRg1KcqOAz1k9jEJiZh1rT1ZjGEHZcLByMukx7LOpO3lSJhsIFUQ1HFExsK9Wem\n+RTLU9QLUSrGAgS0NyEUg1rcce4HNDYS8pjPvW4KXaYM6gw4nNtqECvTZKvEopUmHOFzxgYTmex4\nHUf1C5hu1zDt1tyPjj77rA/1G9Vk63PSbowwOHc/zBqo4HhD6qDgeqotXnTPvcgej4etrq7ia1/7\nGu7evYuPfvSjePHFF/H8888X8pyeFltMKyslPTCVVVZZZT8k9sjA8Xe/+1088cQT+OVf/mX81V/9\nFT7wgQ/gX/2rf5V37dGGaOUff06vO0Anb0FYmQWNA7qGaBVaGOPjJnBcn+0K4oAsnSRh0EU+yUeh\nOa8zx9kqW3PSgIJmlSCZzGEM7/XS+jvRuDSeAYZsmXLkfjhaaCRoi4csaWJO6/l+S5uCthks5HUb\ncwcFBvMaCrEOLECW6trDW8LKO8JiKmUmY6PTJoe/w/3VWLdAAEc6eJN5avVpYiq9GQJnutQJikxM\n36XZQY1oInGAaU5VHeIyst0I/hvBIzhDXjGsWaMEIGsjK9RlHVM01mM9EhhTZ65ukrufHXzH8ljd\nsfUNL7pJrEMy6NrGdCUeKxhl5zHNapj0YgN3tQmNcay9QlPUMD2pobaaZhBkXTBPfkVr01B+fd6p\nvS/cD53wR8u1CCg/vnbu3Dn89E//NL7yla8UwPHly5dx/fr1/O8bN27g8uXLM/u/8P/GlXXg+Q8C\nz/9k2nZ/K7T4DpvbeVo/6tu4VObYY38TWTLLIjK/7qNpfGeMYtoiJtKLJJQmXZplDDspDmTekOMg\nY912Pqb1uulFwPWevBx6t4PfrdxGMjKFyixaxtAbwLdoMNWyYegsY+ixzx47KNzX/W7wg37zfJ5m\n/QB4+PvlDZzz/KDMN7xeCM/8HgT2AitzPCgsvbRN6VUgq8zeBQDojEPa0gP9ykL/eb0Ki2xZ5ljl\nmfo34PYgjKNP3Gkn5ziKz/8d8QOmFe/X7HwANM8PvHxjNPCdF2/i2y/ewiJ7ZOA4yzJ89atfxec+\n9zl88IMfxG/8xm/gt37rt/DP//k/L+TrIz08A2zGWe828xfoKEapsMZBeiHScfj6DdHGcNAKuh1O\nIQskZ1lHmgggnBAJPdmIDC35cbs31bLuywdAZpNT5rDexDc+9Cywoy/7Fs6jjwYmM2HNOMmDOoCy\nZbTQQJCwb29o9CoZQDswTQfu2fLbrvc68gggg5j3mmQ3IHn6jgCML8S+xQ4GqCHL5SUjqQsF0CpJ\nIZhUtjUflFdDEaDRZlhTgiMvQoNntqHgFNCbTU4tA+5mF8M179Yxbjcie1yUFaQoLcUXeiOvpRTN\nYYp6saHEMWYEyMpgz5Sdf2v5dX1enXgAMvYgGGmNFCwd+jjMani4He51qzdAe3OI2uoU05MasowR\nKJqYZjVkD4oAuFaforEuca4BjCeNVH42ioH5GuTc772BiDZtkW+cTTs4OEC9Xkev18NoNMIf//Ef\n47Of/Wwhz8/+7M/ic5/7HD75yU/iy1/+Mnq93qykAsAL/0Nc8TsCK6usssrOjL39+Uv4keffkv/9\nxX/2526+RwaOr1y5gitXruCDH/wgAOAXfuEX8Fu/9Vsz+f73F/4OqwitpSvPvxUXnn8LBugUWAZ3\n0B0QQ7y1coDdv9fDyd2NFE5KQ7np94y1kIdxUtB3D2kQTle2cb0jacqg6kc0go697kyNn2Qb+JsP\nvwejSwn4XcBBrlsiCBzkU5x0ChqpFOpMtbf12LCIjQNeyhRp4JW9vNyspMSGt9OZ1GzDgds9UWs8\nySiGu2P9M8sUuHX8NIbPtHGpfRNAYFTYImfPAOtoKDp0BcdcZwNiiDYmx8352GVmINoIs+AowyxY\nUtPeA9tokhOftoA7KFbnsfxidR4NtnF0tYMLFw/QWh0V2OAJmhhOWhgdRYbtODErjfVxzhI31yPb\nmtWCD5hLmWFuT7WcNu4315nHkxxYyY3aGoBOjAwTjb44ltMxxOIRgKNwrFHvPEabPWB9gtVahhNG\n589qoUdIplqfAHGQH4D1LIw1oB03UuNYdXLUQucyG+01mMeOM+0v4u8k/h4f29vbw6c+9SmcnJzg\n5OQEv/RLv4Sf+qmfwuc//3kAwKc//Wl8/OMfxx/90R/hmWeewcbGBv7tv/237rFO3xWW/a3gZ4e5\n0BjYx85M2gECi+wxx9pDSPP0pymtIfu2Z46XyIUiIwmU97AVBl3J5Eo0jznOWUGHOdyODX5liS/k\naXdSvq2YtiUsIhydKhnDsglCvHfessyhZxp5J7+QeCppGFFDrIzwQbz/h5jfg6DrZT0IHkus91JJ\nFJp3/61vlOmMQ1HTYGcafaKMJQZmexPKtgFApxnZ5Kb4wdZg5vxkmJvj9P6pW99YdgpqtbJeBU+b\nHAkHDaNIP9Dn0bvn9A1LjNp97YDbRb0KZYMw1Q+A34FnjwwcX7x4EVevXsVLL72Ed7zjHfjiF7+I\nH/uxH5vJt/fC/5Y7y8uY4huRPWUlDSabGB0R8CgrNg1/ZzXgKOriDhAiBuwjhNVinNW++RXIUQJe\njiB5gCC1uA3glmQmKO5KXgLmwiwjSJ64D1zvAtcj+/I1AF8G8MVmHgf4lR/9MeCZDOcuHqDdGOWM\n8BQ1DCctDO50cHI/3tjjlYRJ6giAID9lrIcDpJnLriHF391HqqM+L3GEFJVAwQElJmwo8KQEgawH\nLuuSbhsL+2GQ1svd8PtKTH4m/I6e2cZLb4sv0KsIsZk3x0VgdNRMQEpnC6JsxbLC9xHu/auxvIj7\njuMyl1Pciz/GLlZ5hAcKPVkJ64U/OzV1HRjE+zfoAC+vAecBXIk/ANgFcKUZZne8iMR06kxhNmZ3\nBkyyZojpHKsox+yZ5D1A6J69D+fjyXjNA/nbA4ie3EJbmkpJtxCenS7yWG53uuF3DWmQHOLyAsJ0\n5/yGbgPorQCbTZysN2elINojxEbvGsIAXI5u58c8kzpALKbb3hnFa7Y9JzbzUwB+Fskn/oN3sDNp\n7373u/HVr351Jv3Tn/504e/Pfe5zj+qSKqusssrOjD0ycAwAv/M7v4N//I//MSaTCd72tre5TMRL\n33gPVi+Epk+zFVpq41EjMMBAYpaEMQpGRgnpe0ZQdIAABvlRJIt8hPCBZEvrFJidEYwf+C0Uu5z5\nAR0ggccuEghQYKQmoOvgSgDIA6Qu99cA3Kjj7sWLuLuNYitdmTX+rfjMhroZSR3w2Gwk8HwFYEzw\ny7/nsaWsB5GNYBDLzSXTPU029x2FiUOANEmDgvnLCPijF4ERjSDH84O6/DTvIB5bfSBvGOmMfwTG\n88CxBYe2+4H+wqU2IAgcWcf3AHSBO1tFH3g91sHF+CN4pAyAZcJD1IPm9XpS8vIoIJw3MG2e3ILb\nbEPBO+4ozKh3R+Qmm0jPKsGxRpVh+dWEccdYLkndjpIa5tG5a+7HtJw90fJqY7FMc/x4SSq+33Zt\n6ykAiQHak2kgb8Z1MsghLeQni6jskI1WACS2Z5GudDiJTNWddLz8u0Fy1hvpr+ZFX+CrR2cI7wWq\ndrM3qx0lA1jQEsf17fwFlJjjCymYYb5d03Jm0dGpehOUeBPlaHQbGsNe1TLJNz2JaZhrnFgFAEbN\nWbbeY4n38SQA4Jb4AXsTDhw22feDWW2wzn+QX5PTgzC4F2WZfbmJ/Tp34AlmTd+f9IleGqTKwc4e\n0+/d/zLmWPMvcwwAaDdjD0YzpTW6acZYwEZeGcdiFUOgAn4YtEU2qRVZXI0uwfovssThXhd7kub3\nKhR7gYrs/6LoNR5LzPfFYKgPs2+PFBy/973vxV/8xV+UZ/oicLIdXmijzY3EfCng5ex2ei+VUdIZ\nzwgODzELjsk65b7udakDxVinqjlmXo6eIFAmSFYGVY8lfRt3LgNfXysCoxsIoGgbiTXkoSxTZplT\nXWYogq5DBNCldTHif2RNFcCoplLrQcsP2Zdl18aCgkI16pE5aG8L+OtuuK69mOUqEji0wIhg0NOS\nW6/OUATfiOfIGwbKlNof4INiHtiCR5WdqC5bmWQF0jKz3PXYA3GAcI/oA3xn6GAyrQed8dF7JpS8\nJ1uuddH3ys60eWWn2YaCNiBZvhGCL6iOnz7XTXHGB62gTd6DH5O8g2KsZJ5emXE2GG09KItOf+Gz\nUeg90AbB0NSFlreyyiqrrLIfVnuk4Hgp+xMUP4y2V57Mjx2J6akYyBiSKWNjvA/nY8h1AkQLEGiq\nVaHulgDoHoL0giBZgRGBksNAjbaCxIDX9ioSKGRdWGDIcnqElgeGeOw+AkDOe4tVSmCZcTJndlAe\ny6EoXNlktspYBy2kelOgrAPZ7gHYCkzy63G7rQcPGCkgVKCkdaLd72woHMRLxT0kx+B9sxpjrRdP\ng6rGhgHvtzaQWA8Kjgmk76V9R13gu1vhPm2j+DzMY0/1Zy9TjeCQvgDEZ4Hnt7IRK61YJmID62og\n5dPGVDeud+LSND6zFnAQn4eDmNxDGEhI19KBdHppZI89VrCGImhmo2Kg16yNY73meQPvzt4r9FEb\n2WEur+eBj4Fr2J1J43quR76XWKSc2TuWeuW91NcQ3/86SQLbuBrVgQ1AjznWfa3pZAb0uZ6kxYl1\n8gl2ABz1Qit2TyVB0Rrb4dm+sJUYYU6bvoNbpWllzKIX8pCsoEbXsLHAAaBRm8RlokzJQGt4TMs6\ne7GlPQ3prUJvwaxvMO1WZJXDvrE3YRJYAI6tAGR8hcop6Sf6vOv3Lh14fhrzDzBryukw6sL5FM5w\n0ouznV5MgXtvOfefveHnn4j3cnWWEfZY4kVsssdE0ye86BperwLvea3msMlO74OajSQzdJhjZYTJ\nGGtPEu//vtOrUIhgcRKON45+MDlOvQW5b0gajld4Icn4bjjAQls5tYEsf4C2srICPHOaXkabSF2i\nFgB532gLpKdI7HFBW/wgbmAsX8sEqlRCgbLVU+rxNC8Btn70VWphtbodpKjYWyGPxmIGwoPpqTS0\nrDStLwVMbChkQDFknWqJbVksg6pl99CJlaXYyBbKJCuLSvCoGu4tYGVtdvIG1RVbEGz9g2lsUPFF\nmANC6sn5t5VQAEVg5DmeNziN+TUEoI14onVg66iDIMDdCgNFIXXQlKw0NhJ4rwkUeTmQ9Ex3YrlZ\nF+r7ej+tfIJmW6WeRlkbASyf6vOtLts2KtgTI4eQSURmTs968J4NwJnsZIRiA4k+IQ2WmXqgqQ//\nk5m4wD/strKygv9w+jMAklziGtJI8FcQYrq/jGdS2u2QNvmOmUkTmAUsuq5upT2JtL5ZAsVxJnab\nHbgEFCboyY34V8HxE06aBUXbzraLkhbHGKxeToXY2Qmg+IJ8vQmUy7rYPQDkAVwFzNynJa0OAisN\nTeaBLNrQkTAQ2NwUeQ1B8XdjYwlIfnJz/6k87eTViEAprVNgYyc+AfyGE/MpAKIfHEragVmqz3mk\nm+cHvPQdJ03vtb3/jm+wAQUkmYYnr9EBnAkcH82kWZAcihDuoSe1WCTNyUG07GsHwqnMKYHj2QG6\n2iCyjWsA2N8P20/2JQ4c3d9rzNA19Vnmuj7zKl+l/Z8r7nv77NEer6DIEM4bUDx1tnngmF3quZ4Y\nCE+IHXSlZtOUOVRgY+UC/KiTUdYnVtc1moNlJGMX9KCVwp9BDqv6ybIJ2wgSZk5B8O+xpRbgeUb0\n6YUvI9jzjqMAu4XZ4xN8sHEBALeB0w5w50LQphIkEiDaAWe23Dz9jHQGKDLmHgAqY0gXda1bsa/u\np40HlV/ojSKTHO/TaQQRd7qpHtblENpG4SGmcECgsqG2l+Ae/OfBa4V4f6vZ4JhWd67XoD0QzHcP\nRcB8GzmQHsW6GAmotvNSzC23B/CtHlqlRbwm7qNOxWt7IOuVVVZZZZX9MNjZY44xhB+MdtHOTlqh\nZMoCERjb2fA8bYZKC+zwdo/54nV7XbAw+TWyhRPVoMAm2gFe0VZQjJ0MzCf5CtrigUnzrtXqTRVU\neeywB4TmmW1c2PLrukYGAQoh9Wz7hODYZQcVeFuWH5jPDCu48noaPDbVazzZevH8Rrcp2wwUWVRN\nm2dWGqA9JXoPLUOs6WVlXtSYskywrQuvF8bznXl1QZmKsvN6PXrNtpdoXllYXyPZB5LmDchkWf6n\nNyVz/LnTEOjYYwdfwjsBAN+4naamnnwtPsffigkvywE558gihpfrHsN8R9Jy32d4Hp1d47bJo6a+\npL16MOtCGXIXssrKHJI8uypp3H5F0nZn0xpX5ksy8qmKC+HF5g/E8tjBRRNYeFNl0zzG0GOOKa/R\nHoQbfx8L+y2pa/rCjbh8PW0q9QNN46WrD7HqCr7B+3/D/A34PsH3jPrBldk0ssJPOdl4zy/INuZT\nNtljmC+Ge3huOxWi1wiFPC+F3cyZ41Fcai/ArB/U8l6F1DPAfX1Jhsoviu99b/CbxxzflMq5PgkP\nxd2X5YG5Fpc3UlKpRMrzA09ew/U9STt4XJjjwsx0HsrTD66Ax7nfJAV0yl56YMACMyB9hEeyBMIT\nOEDQGHdMXsTjqD7ZsmN2nWaFs5aZNgDhtFvcZcY8HbHVWWteC9Ds+bUe9LgD//pmQNG8Bo/Sn7Yw\n1C7z5SVSlKy7xBipeVpyC/LnXR8bO4y84IFKPa6OjLT3etkGH4Gpleew2199jgCxrHHHtDKQx+uk\nqV74gcnLctq+bmWCNWSGbegB818/HrPL/Sw4Vn9Tuc4DcwzLVttya17tprEsv312tLFRWWWVVVbZ\nD4OdQXA8D3yoqT6V5gEPBRiWEZzX9W2PxQ9vB74m17KwBHcdcwyPTSwDBzrATY16VCBFANBzlZky\ngbZr2Ia6gHNM1jmPoTGRFTCpaUOGx58nns5QBDZ63+4hNTasHpp+UMai6nm49HyC16x/09Qv+bf1\nLwWI2rjwolV4x+bxVd7BYw+RBvSpBMPTs3umx/NkBtog9PZlXi2zsu4WlK7JzzYc5z2veg7vurWe\nPXCsvrbo2PN6CvSauZ3Pv73XtrH55jMbrs0biDW5Ju9qsoN/GZffloNdi0tldvJHw5OpKZnCdZ0a\n9tCk6TH0PWpN7ycvSplF+pgwhtnlsNyL5d+7LPl3iqcEEpuo2XbjMsm2MbkSrm/vSrrOvYshAwd6\ndc7LgKxGKKMygd5AO29SCzLGZUxkmfYYSIPzbjoh/VRfnDPGfyMH+mZcXotL1aPzkjyW2CVI9H6x\n50APeM1s0/cG76u+q5UYsyY38SCuH+ymtL+O67z/qlFmb0KZRhkALgbR892LKfHuhbD+d08kdrC1\nHfXo3dlJQ8r8wNejz+6rTHTNDOjQwZrUHOugOg7Ouz5MXShHL8fCag/Sd+Ly7ySNLHLZuASPOdZ8\np3yu1Q98O4PgWEOBKUDUlxoBwQPMAiPLUupTM48ltB90PR4/uJadU+mE1bFavbGCeQ8oeg0CjZrA\nY5NF1O4d/i7ABzXLMLVe3S2SBlgtw7zuegJFKw/x9BDKbAKpzFzypbSPNIiR5QdmJQe0eb7hgTlv\nUJju60kJPOnJPEmN1/AiQ+l17dvwevzY35ZjqG/ZGNOW/effnq7WA5va+0HTRqeCY6/sCrjV7z05\nkvbkeL0dNrTa0JRPZUre8ZnHKw9Ngbx93m1+20irrLLKKqvsh8HOIDjWjxeBm2VruO4BYQsG9cNr\njWn2g2kBjLDU1DavA6jHD3MW9z/ekoF/CmooV9AR+mr69wMUW6YeU63l9wCQPb5us/VAttcDbDzu\nPEmIZ1bGYRk1ZeU8ZpZl5DUMkJhuBWJlRgmEXid7Cmxdq6mu1WpZy9huPZYyvmU6XF6b9wjqvWYd\n2HNaXbAtD58dlcpYcAqzn60jZbs981hUr9zz9MbzZEXWh+5JPisR8VjmluSZd35rZb4A+PWgDYQ3\nLzimnjTpCRNjeOvmDjMlIyv0Slwqc3iH9ag7eHphHT9i09RI0T1j/gaQj5hX5thrPHksNa/FY6lJ\ngalPRDZxIAzjN+M1fVMExmQMd2XXXSctEm+cE+DudhrVf5dTOStLvR6ZxXXRHMcp5lubwhw3juKu\n86c3VubYC+9GplBDeF2/Fy745BWJPsBq+mZKwtfjkj5SCLnFOteQEx6bKwO6c6MPOfcEPxmX6hsk\nXMr8QY+rTCQL9J8k7UfiZe4WlwDw8u7sqXhpqlvm5aluPWeY06Cr0XaYhnnUi9Mxa3SNzfl+0JC0\ndns20kWKfjHLOnt+wEk4dFpohm0cXUtpuR98KyW54xHIHLNXqfCZ0bFENs0bZ/BYMscK9PjhfnTz\nCAAAIABJREFU07R5o+qB9JLzAJwW1QNsms9jo+ImDTPHUHO0DHEGu1aINFG4eQJS6Mc6kC7HVmsI\nD6YF9fwAU3Oq2zybxyJb3SyPY3WhJd30dhAgMVUWzzGKG6bdEi24Z7b73QISVhIjTHg+QJmJ/q3+\noKCSDS97/jZmpCruk7IGTGOeU6++9Zrn7O+aarvtB5+NJ6sBzlCcaIM9Ky0UQaKed97jr76/5iuB\nMgAPWqlhWJDbzHu+yiQ7aiw74DcQgACSrdSCDYJM1nle9QPPyu5F3G79/kG8/6det3xllVVWWWWP\nq509cMwZiPM/bPctu4RvwR8o9ACpK3geYJnHMqsm1DCPBMaMtasTMtgJOnSaXsT1YzkX89cwS3Jx\n4pKMH1yrZdW6uC15LINoJRxqayav6o0NMAIMWx5/62Y3D+jrhAyqBWI7YR5pmimo0Z0sO2sFZ17X\nvsfUA8kHLJjThoIcwt5nNd19ZkKStWKeebM6qk3XgFMCdY+ttNp3ZavVb1RuASmXB9hLdLhrSAHw\nlfBXMn+M0CiarvkNBY0mUxae8ZQn0efPYwT1Auy1s4zaw+JJeeaZ1jH9aC35wLxJWN6k5PG3Y0QK\nak2v3xZq6+UYHPaa7MB1skJ3tOK+GpffkTSys/o+ILOngt13xeWTTr4rs4fwYhULsZkbG8DH0gjq\nx+PpSPi8GDYKApCYqr+WtP9srhvAQWSTD96e0r4en4Vd2ZXrF80SKM6oSduMD+B6mrRkshknU1hP\n5bqbTziUyJNWnCKZGlZllcsmBjm8naIU5JpzZQK/G5evSBoZw9wnlFZmHe5L2sgsgXSTtdG6G5fq\nL1yP97IwPXhcah3ysCM57v1I577+npSWeb0fXGd5/nz2Oka7KenlyDS/LL0KvD5Jcu+/jXRRmLym\nzA9StiOWW991m8EnVpvCHLcic1yfnSCEk3RMdMru1+L5r0tG3n9ljllNOh5hwPf5tbjUXhudqwBm\n3dOIP+mkFe3sgWO9kQNKERQQ8mN4C+Fh8bSJnu4SmO1+tvIMZanlI7qCBJDoU02kGbvszG0Exxqs\n+j4SQNQ4xfYOjOJx+ogPoQK/B0iMGZAmK7Dd+KyHMoCslpmlmMbUVXDw/7P3drGRHefZ4EP2H7vZ\n3eohOUOK4mhpeRxLE1uW/JPZzTprARsHSD4gtmFfBInhXBixARtwnKtF/jb+boRFYiQwYCAXweYP\nxiIBchE4WXkRZDfK7tqwlSDW2onlH+kTY1IzQ4ocNqd7+rB7usm9qHpOPVX9dnOULxnPWP0CnHOm\n+vTpU3Xq1Hnep573LQX2KVjW095GWNUQiHMQW1aHJO8uAaecS0olDLcR6p+WK2ojQLQ0zilIpKNA\n5lIcIwsYaTKD9FQKkpHsTyOTgeBUZJxFSM3SJ3M/dQqUQT0LIGr9gaBxl6+kC5DU5au8z+PjZAyI\nrckAIF7EhX3gNL1mS76ijgIQgky1D/DZ1oufdAPVe2N51e0uInZuicNHCC/715l966ZL05bt+8F7\nRzwha3qUL8P8BakA6Bt+qw8OwaMCm6VkC+RgyALABAqrxmcWOE7VfcDZ6cK4f+Cv6bpc23UPnk71\n5c1GUUfg//BbAdEZ5RcCmL/tz02gpIDJWoSknmzPKmuFRuT0PLd7EWA0pga7/v6rJIJ+ggIgAh/t\nG4d83tgP1JkgKNZ+sOm3imynpd4TYJumXDurb1hoie94reu+7zw74vRwP7//W/IFRp39k5R9zW83\nQxGlGC9I2Qu+Xiq/SNPFnZfPWskWsPvBglXmGuBkQfrGgn9grLax0i2yndRvtB4D9o2OPi8cJ/gF\nlUZYDhHv+ZuMsvsRHK8gvqoOwU0KjodwwOgVKb8J1yMUHBMgpvoHfcmqESDI6Gi92ImfF2CzaunK\ndLfgOon+tDXbTPBRhOtIGW+mMugpU9pBDJKaUs5MBnrRFihMTQAJr6+AGCSmi7VYzawAGQjgaRJA\nVmBUgF/Rb1U+5PXy5FzZjSdnP9CcyAS7KaOZsoMp41yKf5b1n7YIyySQrOfRulusM1UVRfgFbHSQ\nT9lu1eiqHKGIuO5AcBIsJj1tC4Rjj0vxddJZUCNAtFamO2vRGj2e3ThnaeClRpxFSp1FdZxTB7Ga\n7FeTclZm0g3Riy65GY1R8tG0GYWZzWxmM5vZfWn3HjhWj4Y4IFvCeNowgth0MQsCQsCBAQWIikZT\nthGIX5IiLxjJ11JTUosyC9qxlHcRGOVpzGkFiDLl5OLzJYwH//AlT5CQanKZvUHbI51aT9lmlvvj\nTkU7XZGPCBSBGCxTdkFLmUCCp0lLG1cw3s4H8AAxBUG8Xi2/gTgbg7aDAuQ0QwLbQKbReWOzagyC\neL+nreAI2Ayqkru85JRlTpUd+ZLXBIhpnfX6dXqRQLCZ/F/lQ3phuqV59v5W+G/UhDzFgv/qAsYB\n/52CYzLmqca5Aw+Qm3Iw611F3JeVUdbnROuu3umkgF2OK6od2nDFrI86i69jy/5fH1zDJlNChySP\nBt3l7OGW3ypzzHv2diljMJ3Qo+yD05ZvBsbZM2tJZ4thTWeIgLiLTFtgwFpogKTnNWG2tnwd97Wu\nLyRbIMgvpOx00223fdtsS9sw1kkXmmD9VTbCtlPStZ58pt/hebVtKp4l1rGOY70u4MH6K0vMPqFT\n7DlTzK0yh5Qu/DdSxnoLgcCJi0hO4LfW4huryf8BW5JQwbjxPWaxo7pEMZnSHX//t0WGsf94chAQ\nGkobjG2i9d90m2uboYj7fEasPq/toHFUSPa1v/B8ev91pdbU+CjrYh0Wc7zlt1rVjPddZw7Y/0mG\naTusJlvAnl3yLxaJB4wXhgl2b4JjBRw5IcpBpQN32dQV8y2qwJGNx3RfDcSpzlLhpP6YQeuelsYP\nVSsm++wwfJgUHHcwDgxTMKEggh1sn1PsaWovvV4FSbo0srYdA80mAaNUz7waAuz0oSgh3KdJcgs9\nvQIgssfKMrLuQ4yDqBGAQ5UYEPioxETrQdkNEIAR28EK9rPAldpDTuJhgaESXhs4srqbygkA1y50\nQNQmyowU1Kcn18+qyZ8VZQfE9fdOAmcwVEJThw18LTZ8mqzCYszTMaALL7HQXNfKBvPiWBe9CG2D\nVItsyUwm6V5KbhaDg71i7UnhDTOb2cxmNrP7zu49cLyB4IVRz7sAYNsDvCFfZEPE4KiKAPxSPSb1\nyQqMlEnUl6P1cl1yp0nF+SlTuoCQxcJiFfuI5RaZUUZ2eREOXBNgNwBcbwLZY4ipOyDojpMgQtxG\nnN0irTv/b1F6BBRD5N7YYTUARJ2dZ50XEbTZgB2kRyB4jLjeqlml80CNN/vAq+wDeu9qCLQEc0OT\nIacNEVY01IwNqcRANTPJdP3pKrDfjBkSSoDqCPcplZZYlgLkY4wHt9GZ0vYsAmhXgdOHjHoAcRYL\nPg+psV5p5oiJKSkQHBEAHe8sHcPVn0xEFZP7vf6MZanjxPqzSm249r0FkRlZzp3OKGi7lJJjlRW2\nLsqaVcinsYDMax53Su6nzk+p2+vB/tFvyZiq/pJskGpNM45H30wOAoAf81vRa8758Ud1tdPYvmWj\nzFqiN2eVg252ftEvldwIMzCFoutfo2Hoc3mwUVfygLf951Y7XE+2QGDMtqTsRV/va1J/k02mPpVt\ntxk+OvSM2qE02Et+nNO2sfSn09hki1W3nnU6j8qqs956q03NecoOvlU+477Uy1pUw6qXNXOQBq5Z\nQY16DqbD0+CzoW+Arujsp80csB2UOeW+sv9bfn8oDHMuytVGZGCftuGm23Cc0vNu+/FT769V12k6\nZIs5Zj+wZITaDyxWfctvTxWnUHOu9eIJ2Q825TPuy/vcmkFhHVWH/SWYdu+B41RzzPcTQdS1KtyT\nwJe8yirYMLpwAakdPfYGAovKKXdgXBMAjLFIygoTtGlHskCinjaVGDBwj5d2Kzl+JNtjALdLwFDf\nErRdOYmyg/xR1oXtJrKR3KmwgLIybV5iosoLtsUiXGdMtchWkJ5KLdK24Jbn18GXv3sACdRL7Qbi\nvpDWKQ3e6iB2NvR76UUjvn9D+RoHG9bfmoIDxqUWgrmiKTqCQUui0ikhPPH8coYYYWewAxHpPCpC\nVzA5Cd3L7MKwFLIzpBJl1eCnExRWX9AtHSTWHxh/+eZYlcGqWmfWi06h5QCkZumsGZA36Vnwv3da\nCs7tJLJ5ZjOb2cxmdt/ZvQeO1zD5JUq7vgScpkB2B44hVpeICzmQYeTLjkFc6dudIFmFldVQpMCv\nAQcCWog9VaZ44x/8d4qnweOktzmcCynflG1YBHAE2ysvwjsIAIZvQgyEKfa7gQD8FRxynzIDtkUG\nJ1lI620x6wg4g/VrwAFjrXteb0y+n8eyTyehjVjPt4BxnFIC8CqdBEsEewOxVo2ATwGSOlf8Pp0E\nLtHcSL5vGAGhleJv0tOVMsepLpvtQNZUZa/8O+Q1r8qHWr89hH5A03bSvs+20P7P4/k3oTLqIKiT\nBNx5O2h/uI0QvAp/+QwZ0K74KrwOX40dhW1B0JyC3/QiFCDzu+nMwoRnYVr8wOvFnvdbizHd8tso\n6jxlhS7JZ9wX53cz2QKBPFQf2WKH01RXKyGgY3nNXWh9PqR6YpqyWt53ZInccjjtqOYG595ScKKz\nhx0p0z5xL4SOpLAaXPfPlqVD3ZKyTb9VwuwlzyIfajvxALKI35DPeELJ6nDq9/eFWNn3z4/yANNY\nRCuTB02fA45j2g+uGWV5HaxrJ2OqDLq/dp0tYBVf6wyCluV9I1SiziWYa6FvcPGLohFM0hc2pDNw\nDXa0L8LW6/5zawYhZ46lbItbGeO2rrjtUNvkxeQLVpk+JL7BdDGajv98Tsa2aVktlPiZpMwDAmFg\n6fKjfkBa3ZpB0DRsZIz5HEgWCivN3bQYBO0H9w1z/ChCZ9EpWp0hXYCXGDyO8EJvwHWGVxBeikuI\n5ROKMlSriKScwBJuOwc3MJAVBlynOQ/3YOmAkgPE02iKrrLQR3l+EK0uAwAZaujcbCDjQHqt6PrK\ndV9PVUqkrGQbfrBbRsyA01G44dtAQVED41S2oi4ey7YTCQanztkWCgg5xd5CPIjSMaClU1JDPx2l\n4JgPzqv+XEyflQYAtgEcriK6V2jCNSAdBb6UCWymzX9TcrIE107JstQEgFYgovaLFUyXGFhTT8qi\nsy324YIF+ODvy+/xvO0qMNyUuiugT1PdAbbOVqVI6mywDbRvVYNDoHpras3PITwPDyBIo9Iux+0w\n+X+GGBzTcaz7+rPvL/j/d7R/N+RPHSQuP8++nvYBZZ/VIaghHl/YN3wZ0xyqfGhmM5vZzGZ239s9\nB47r79xHt+XfrgQYKlEgO9WCeznubLry01W4F9cygsf0CtyLr4HABgLu5VbDeO7TppxDACFB7wqC\nVmUZDhivImYsWn1U6z3U6j1U590Lt4Yeauihjg4qGEQe6BAFdJoNtJt+yc2HV3Dt6jqwVXHgQiUb\nChYBByLOA3i1Cuw/huAhLiE4CruIQR4BsIqBCQpXEUd4esdAE6ITACtjTmDsHYX5B5zorNbIUCgO\nUSkPAvsCx8QUPCIa+XsyQgG9QdV52/viZV+HYx1aCKuGEjCRWT3w9+pw01+3ABhs+TZQLS4wDg7Z\nPgSE0hZzvu4t2QLBEWghsKVrcH3jnGuHYsnV20qSPvIzCMPbBZyMioDXMeJ4LjgJ+whR32xzzi5o\nWxws+Yweev+os2dw4g3EenMaHUf2A80T6p0PSuroFKkjCIQFcvicsC1aAFr9fIlSWl7nYSHMpBzP\nxYvoAM45OJK2SGdp9hHyimZ0FA8QHAPWmwGqyphPGv44JqTt6WdX+LWGvwbOIr1ejUSVxQplWXIQ\nEMZn9sNN+czvK9uzkWwnlZkLIjjH/IENx06tlMPSw1wWuSXUVmCOw5LKHLt0DOOiF32hkzMv5+vM\nOwe1vRRot0O/f7AZKtbdWRm/Xovt4vvlBRmzXmLeZDaAJond8ltt81eSLRC0qcIsUpOq95DVuFPm\n2MrkkROAep0vJlsgUMHMRLAZPlpJDtGPrTy/1gxCNNPgLvoBP4PQKocLPucvvi7MZbpUstpA+kGv\n7PvBepg5OFh3lGX7hmvMAbNWAHZfvphsgVDHLfnuNjOdaKNs+S3v9a58tpt8Jt89lXMcMs5I+hzv\nu5XBwjI++toP8n6i12Sx3xy7dbaE17fpNjopupEcAtj5q1mmz9wEu+fA8ZXa1/Di428EAPzryhuA\neiVmbBfhGrsF9x7kA3C9Clx7HDHA20JgkpUN1ilTDVwiGCgFsKNAcA2hUR/0h15EPgDX1w7QqHXQ\nQAc19FBFAMcNdPK/qh94K3CgcYByvh79HlZxdX0dW+ub2PsvF4FzHpXswLXDIULAAxnGNXhHwdf7\nUAHiFkJHHEqdacqWsv6+XKUSaVusIp6+WgOwMcQDa/tolN3o2EAHFfRRxkBeMEMUMfIAOQbJvXIV\n3fUGDtd9W2yuIts55+q+gzAVdYgACm8hdPh9uBmFQ9aH9av6NtAlpxUk69S5AGN2CwWCBMMsP48Y\nEC4DeDC0g65Hz+m4odDJ6hzwhdtDLXYUNIjjuq8nf2/ft8N5v33V378hnwN1FF5BkFqko5o+E6y4\nn5EgCIS0Acu0bzyQtMXaKeprB2jV2qihF82ajHwv6KOct8EAZfQHZQyOK8gY6NSuBEfhupxbnaao\nLapAZwPuHnKA3fX73GqcQjovqMyxzh6sBkdRHdZUWnWf2Pb2Nj7ykY9gb28Pc3Nz+NjHPoZPfepT\n0THPPvss3ve+9+GRRx4BAHzwgx/Eb/zGb4yfjECKL8FoQo7TgPoy5n3hm0wT8vv7YS1ccFZKKul3\ntPqaA8MExRdkVa0Vf+EKjrmvffVOQRGn1jv++elINNOBv7hztfBb+z/i9q8+EJDdyQOLvJBgVnAU\nP3+JY/4V+ZBj+JaUWeCYN0olL/6eKGDm6q78TSs7j2ru+X6K+gHfQXtGmRIVSvAgXlnTCqaa1jcU\nAPG0F8N9vbDufn/Zsy7L4hEQHOtqgOUp/SBeIdCNrR1Bb+xXdJgOlkLH3VvxF7cieoVpwZJW2Zbc\nr056//Wes801+C0zyiRbVX6YvyeZ3K805tlKHhWZBc5ZphKK1WSr+0l/BGw5kOVoWg70BLvnwPFP\n4m+x6hvr3Hob36m/GdniuThrA3WpukQz5Q07q8HrycHBFuLpZTLJfAkSPCwDKMUMMV++KSBcgwPG\nG0Mse1Zief4ALbQFHHtZBbIcGLfQzh+UBjr5IMwH6QAr2MZFrOMqXnzkjXhpxXlO2YvnXDU41Q74\n6H2/bcu1bQPY2vSaTAVC6iio1AKu3soqsg1Yd7aFsuiq41o7xfLGbt4G7vAAiggMCZQr6KOAUfQS\nGqCCHmr5MrS7zQu4dnkd22sXMVhphvfsdQRGUVciXPX3ZRvAK74PZGSDqcnWJaetKXYPlquI7zXb\nQR01AkTtF+dP8cDaPlbLe9G9ppOQGgdV5yYUQjuUa+is13GwvoKDDTeQDtaawVHgOE5Glc+EAsXr\nG8ApJTeQNtjF+GIYKjkRmQLbQfPFEhyrtOYBhP7CiZ+1A6zWdrGMg7wvAPGSs32Uc8atjwoG5TL6\n5TKyZmBfOjcbbvW11bkwjvJ3riMw68sQJr0EtH0fOF3ydW76+pM9ZNwB66+WjA1z/vx0hjChHe4T\nK5VK+L3f+z088cQT6Ha7eMc73oH3vve9eOyxx6Lj3vOe9+CLX/ziD+gqZzazmc3sB2N3FRxvbm6i\n2WyiUCigVCrhueeeGzvmf8Tf5t79Mg5Qb3bwwrsu46DhPdotuBd/mtlgRf62fNnLjyFmUOkNMQCn\niDjtVzXIKNTr4EuR0gHA0fhrDghdmHfXu4rdHBAp8E3B8bIwFg0vteD0XBvncBUP4iK2cQG7aDUd\nuPru29+MvdZFYGsugAEuSd1BDFaXfR22mj7BvDKjryAOXGwi0pzSU2/486lspIVxgAzXJvW1A7Tm\n21jGQe7cKFOu7EvZwaB8y3IAEYt+gBVcxVUsLx1ge+kirq34OaadogNF6iTBbwleco+66pOsE+xo\n0CJgp0YpumJlJVb9uamjBQIokravrrTRKrs+wP7AtqiiNxbMYbHIbJkO6jjASs4yXF1adyxDqxIH\ndqwgsOkEsbymnSpwSMCjkW27GF/oQjOTAEDJsURkyIEglVAGmW2Rs8eu3zdqnbwdlnFgTln3UcmZ\nloHfz1CLWLhOs45Os4GDtRV0z/sKrsyNM9V0Esik8zk5KPm0VulCMCXEecO1LZL/sx30OWM7VBBP\n8d0Htra2hrU1N5jV63U89thjuHr16hg4Pj01lgdO7TjZTsw9nhqzComTVky2uq/6fbKX6t/levTg\nhNZqrq+x7ykTyGdzOXeW7OOmBWLp8zsYY45Dp6jJLCKNM4uF1UCxXSut+3PJ1DnNahP6dFvyWb4g\nhJ6DMyDK2N00ytIoWYTpdk6xa5tbCMLsB1my1f10JhPI+8aC8VGahCYts1KO+VtRrWv7u332g3M5\n0xb6hPaD1LlXi5njmv9uNy9L739FSKHyuuuvB/XAJmcL58brYD0HlWQLhL6wv+l3rH6gsga+C3UG\nIb8SY1+CBIdMr2p8NTc977R+oFZNtrI/bYzQwwtGGdvzDmRwdxUcz83N4dlnn8XSUhplHuxd/+s/\n411P/DMA4Po7/nd8BT+O5+av4B8vvxMA8K3Ll3Ht+xdd4NoR4pzBt+BeiLzv2wBeWgVeXAU6P4Z4\nmoGs0Q1EWuTb/maTCVqGZ4gRyyrW+riwvot1XMWDuAoAWMVeBAT4YFXRQw0ZauhFbOJqbw8VzvTm\nA8q/AsvPo/8w8J3aj+BbuAwAeB5P4BuPvBXffeTN2L7hQOLgejMARE3fSo3mDoDvlYDveH3a9uNw\nmq9/RTy98gpy/fWpH0U6MnUROQTwLOopqj6it9UMYPACdrEqzk0Lh2gglhdUMPCM8kDKB/mAocBo\nDxfwMjaxhTfgpYed3OblhzexPbiIo51V4NU5V18gOEuchgc8iw7gpTcBL78JcXJR9gO2hUguOm+K\nseN5OKlTGoBZH6Jc76HRcgerg3DB94fQFrG8YBJQHqGIAcrooYYOGjjwiHcXq9hev4ir6w9ie+D6\nwNHOKnB9LjgLHN8Z0Md+AAA7Gy5/5ukNX3+2hWpySwhTn003RTdEGEz4PKwipO4DJENLP88CwL7e\nQhvruIoLvi3oFLL+vN8Exj0/7+Kq4Z6kNlo4rLVw8Ihr/INHlrHbW3W6TToK1+BI4Tacs6Aa9X24\n1cleafpc4UCQHO0hDODpaoN+4L5dck1TRzw1l2qv70Pb2trC17/+dVy5ciUqn5ubw1e+8hW87W1v\nw0MPPYTPfvazuHz58g/oKmc2s5nN7O7ZXZdVnMlEfBO5F7KGI1x5x3MeNrkXaB9ljB4uYA/ryBk+\nYHJNiD9eLAGdTf8f6kxVewgAN50npNHyXNKWv+HBQHnBTZM7UOc8vzL6+et9EjjmHwCUj/35byEA\nvKG7jMot4PKbvps7fZx2H6GYO27buIhBsek8pD5iNkHJQF2e+BrTn2jDMVCJQBnO69yHA0E5cA9t\nML/ogg6BEHDItqBnXUE/r7eyhmXPjdaQ5YC46vcLGOVeODXLBa9QjawMYAM4Kq4AJV+XLqb3gyGA\n7c0JBwAhxd2eq/iBb3w6IFy5LgeEQ1RbnSj4krKRgtwxwGmtK+jnkhtXNprIQvR9a3bQyNsoOpZS\nxw3gCKsA5uKMENOei5d1pUEgdJjMlxEo3nDaZQXdffkK2VT4/boLRi3MW+tmB2fAOUeuX+j9psSC\nTgHgGJcqsvxZK+btOXLk0gbQVVEZq6LsSpoxhERZthldnTPWnRks/P+HzdAHlBBj9pj7FBx3u118\n6EMfwuc+9znU63El3v72t2N7exu1Wg1f+tKX8P73vx/f/e53x09SSLb5Qk2AzQDRyOIJczQcL8rH\nn75Rpsfl45zMxpz4oNf58bQxOk7R+GyaDK9Bj43kARvIe0C3+t2zWMfRkjvfzkWhAvt+X8fhtP4W\nMX9NSaiUagZsraelP+V3KVUzgrRM09+yqD3uW/pX3/7HS+MfWX3Daps0ZSZCELRlem/CrO94P6hE\nHZGnD+ctJ/3AnXsYbU0TgndvzUvshlJokPrROghpGW3f6gf6YrDuA39E+8a0lDzGTMdrttvGfpqP\nHzZbbY0HfaOMx9mvqMjuOnP8kz/5kygUCvj4xz+OX/qlXxo/aE+uahF46IEDvPXSN6Opqgw19NfK\nOBp6UEAbwlWawXR9OHaHEfBb/uZy5Zg8F6p2hJtuJTZNzcWpe83La5i+uPkyB5ADgaoHhnwI5wjY\nINtbyG9qsQi88VEXydmr1PK6Mwikv1TB1dsFnAwX43Mw3Renwxkg0fF1ONxMflhzH3PAXHLBbaq/\n5pTyECiWRjkIYn0nDQAKAlNgrEGL5X4fxdFJ/r1yZYBCgexiOXeQckFGuYLRShHdoZ+Ouj3nqlOX\n6h0jsN8dSBaEhzCe55pT7N5JOPQP4TZC8GcHURBQoejaIQDYIQoYYoSCdxXcvdKXKNtC5SZqIxRQ\n9d9PX6buvOX8vFm5hsFKBdnxufG0aPwjgOXCHcfwL86HEBupVg3UueEGV5UuaMYS2sLQOYwL/eia\n3X0r524hoEFPg+hFU0UBtRwIB4dA+xOBxNC3Q79WwWDFr1Y2bIZ80RwL4Ld81jKEQfMafOCitShK\nunDQbbeEuDoK5+Vr91z0xtl2+/ZtfPCDH8SHP/xhvP/97x/7vNEIsoCf/umfxic+8QncuHFjfObv\n1mfcdgRg7ikAT/0HXfHMZjazmf1X2reeBf7PZ8887K4O6V/+8pfx4IMP4tVXX8V73/tePProo/iJ\nn/iJ6JjP/H8APDnxVAd46gJwaf0l7NVcRPMBltFGCz2Cgq5HwuPOXJz2bQUBGO2UfJDAihueAAAg\nAElEQVQOvROdSr0BDKvArgfSDQRmqIX8xThYqeT8IPXCfYQyZQMA5OxnASMURu6tfVoA5nSJZCBe\nXvkIWNxzYHH94tW87gxY66CB7HwVB/0KcFyM72YBYaEOjfJtw73k8xXmUsqBYMCDwy3ESeD99Pmg\nVcPISwkwHweWDXKW34HDtC2KHvAooAaA4ugEBcEoFQwwqjnWeQUHuYPENuiggU6tgd6i83xPuovj\n/YAJGBaROAolYEiAnGrj6CR4EPDKakjZVUfQlzaKGNTLua6RNkIxgDeRDPRQ8/+G9iD4U2Y8nyEA\nUJO+1Ec5162rs9hr1pC1akCnMr4qY8R0w9WDAZx5RDrlA7cRt0fHtUO2FKQLqe6cTmR9nJFhX8g8\nE6zXXPVwWQMVy1AHc5icq5g7BmwLssxZy93/g24NWCy6eh4jMJnMRUxtMPtAA34xlWWMa2MT5hg3\nnMRE08n1ngW+9mzIDHkf2enpKT760Y/i8uXL+PSnP20es7u7iwsXLmBubg7PPfccTk9PbUlc6zNu\nS1amLZ+dSraPcGa/pXxHNa/+uF1hoqwofWspYxJg9TAQduquz9WX3LYnF0fpji7gMMRkZtHSHFtl\ntJFQViGeIPwWZ9N60nlY9sDKYV521PY6Hm3XdrK9JZ9pNiNah+1psTvKCKbvRGCcsi2NH66nWEgO\nBxAYBWUiLf0r9xlMK/3mQN7JNN5za0ljo2xQD1/uttx+Nu8aUdPy8T5Z/SFNS+q24TirT6T3fyDt\noPiBFo1ptJbv15p9gfffymChq+7mJ77TfmDpj9PVZXU/DeZWs2YL9CbymvQ3dTVjJPtMNyjXq/nv\n05/SCbEGgPWngB97KpT94X82rvkug+MHH3SRXefPn8cHPvABPPfcc+Pg+McRKngBwA2gchW4eMkt\nH7OLVexi1YGjZgM7voOjK1VJ73s69VmHHyzIHOqAcBNA0aeDggOHmms5T11VQaflwBmZsAzVHATV\n0RHWMAbLo4IHkkWgSGCsAnG9fg/2GuhgGQe4gL08YHEfK2jPt9CpNzDoNsNgSNYsZbXoKCxDplrI\nlurS0oDriFtOhqAdL2+HYv7iqS45mEL5Cx92gsMeajkTWPFcIsGO2rAwDyAGyIAbgKoizQha1kO0\n0ELHM1zdoykqe8oAdEZgnynfrPm6DvKXdtZ0gX0ExzL4DopN9BYGKNcI8AY5KOx7WQTgmPEOGlEQ\nYpChDMcG3D68c4CiTP8OclCpgUM19FCt95BVK2fLjLQd8unRZcQsug6CNwHsANf886CL4ejqd6U5\nDIo1FIojVMqufgSzTiZRj5wbsuY6q8AZCDWnv67481QlDWIjZ57L8+4785U+TqrFcF1WKmttmwW4\niadTDdJrIqbg9XloupzKHAMuPQW87SmnxX8IwP9mD7L3on35y1/GF77wBTz++ON48sknAQBPP/00\nvv/97wMAPv7xj+Mv/uIv8Pu///soFouo1Wr4sz/7sx/kJc9sZjOb2V2zuwaOe70eRqMRGo0Gbt26\nhb/5m7/Bb/3Wb40feAExmAOAoxA9uo6ruIjtwKKuODep215xXpS+1/oIU6u6mlcd3jGpIn6L6jSq\nt8MNF8OWro5WB7qtFjoPd/KXfgOdnM3qopFHqPZRRlVSddFGRSedwKJcc0GueRE5+1Xu99GodNDC\nYZ7tYhW7zklYamCv3QCKXmJC5llXXaMRB1CNcroEB4CqiB0F7ySg6oIa2YZkpD0wBID2wgCVWtBb\nMzVXz0+REzID8DAn6LQtG/n7PyzMRwCa30nzRnOJz+5CyzcoYmyj1VIHd07rz4M5xd5D8FR3gP03\nuVzlukKhB2Hd4jIKG15SUnba4r4Hc6x3R8CcZujg3ygBhkVfRq0yj2f78Vi6Y+WFPrL6KbCgiUEx\nLrXQdsj7gOb1tWYSuHgIXEBb1beBatuLAIpFZMVavuBHuVxBGQPvHDXQFs0e9cPqFFCDrCn+Kiij\nhh76KKPmBUpAkGSoBKNSHSBbWIy11zRLk+kaFRimYu0qxjVvNwEcuIVGyKIv+nYowM79eg/bu9/9\nbpycnEw95pOf/CQ++clPnn0yna1IjdKkaKEPOhzpMtJA7qR03h6KXpqidZx0X70x68OBz2BRqYVn\njM+hjkV81ooYZwfVpmpHp1isax3XpubjZFnGxwUfp6PPdsqOWsypZjDIX2vK4pG9s1hitdRRFFaf\n1TmLMMz4H51BsEgJLgih6Se95Vl3zjBLrkorhjY8KLprKT8cyApaxbg31qzWtPeYGr9j6dFDP5QM\nFuLw0044I6L32ppB4b6VySM3S3NsNViSvejfZPo93lerz2nZlt/qrEISv6AxI3rYv5PdNXC8u7uL\nD3zgAwCA4XCIX/iFX8BP/dRPjR+4LvsCRBo3XQMuNw+wDpEY1Bw47q1WcdJeDAAZiEEiEC9FXYST\nT0SBeQRGiQZxf8M9s3xvAl5eUMRBfRmNpcDi6ZQxQTMBUQUDDBKdZR48tCj/Z5Y5AeOjYhEFDFFD\nlqecWcYBlrHvAPJKA1n7XDgHq6NkMAcyBfkZV0TTqXUgaG9LwKnv3N9bCuyxnKO7sILKpT6q88wz\n4Ng9gkMCQyBojt1fWQakAUZFVj7UeSisu+qWq8jQyHMZuPZvtzquDXT6cQR3/xlYyepRbpBpnutU\nWqCs4S6wverqPRbbMucCAwEUN0aozA9yIKuZN8roJ0F6zPc89H+hniq30KC+kAovOBs1ZKiVMxwt\nDICKf2CU1VVCWGcU8gAqdmxlUPWL7Atw/WUH4+CYbVqsIFtwALbYGqEy38/dIT4P5XxhmOEY8CBA\n1rzYdKZUgqHAOH+RLfSRFb2DoMuN8xpZ97Q9ohzPuk1TknlH4dDPuuxOaLbXm6l8BRiXdwFJUNAl\nv2X7flM++6fx8x/6bDvfkUZmt1Hn3yrz95pBm1cvhY8KtcmSCGs6neMaMB0U6cxZuLRCtE33pxpX\n1yxKw6Zpve7wVHaavZJRZuXJukOz0ovRMkOWYwZivWgc5+1QbiIXKFFOS4PpaVYw29DV6xqXoXt4\n/Kfi+1X0pw0V02xL6Xfi+180t5OM4yJXWHXn82bdmrPKxsySRuh9sE5iSSemInDDLCfJMl6LSq62\nJhyDkGxBg0Wt8WBaAGtidw0cv+ENb8Dzzz9/9oG64hE1w0WgKPKCVezm4Jgv3N5qDdeO3uCAEQdp\ngiECZB0LS/BR1VwMBIgBYjLFfG1jXL/5ADBoNXHQchfdmA95fV1gkUoJBlHqsolWQGBnF4FT/xxS\nisFlqAH49Gl7ue50Z0UkJgSII4RBQgMKI12YSky03kmqu2EVeLEa9Jui9zqor6C6niX15oT4AMqS\nqLNAXd4IBZOhsZtomGfIiPS3zQayVgNoF8dfHpSQauYOAGHxEzaG9cLIkCOhrWY8HrBPVNwPHlZa\nKK860Eb22LVFHxlqqGCATiSr6OdAWgM6WZbKKkKO6MCik0nvtDrotn2HofxDn3AFh9HgwOcggw2O\nfQoVADk4fAUGc+z+BgvufvQXBujXKrkrlAcReg2yAlu1eNGYPmoiz+DzQweUwa4AUCtn6Cz2cLKw\nOA6OOethWjpSTqKeM7gZBf+cXSsFZ+k+DMib2cxmNrOZ2XbvDenKahIciwdKQPQgrjpQmE/h19Db\nrOLocC0AQ51qUNwHSM05nQwEYNxJDt4DUHKr76XL5Z4DDlqOlWith9Xx9KXd82rkCvo+KMsBwmqh\nhwpOYjaP15YDDVek7CmZ0hXso4N6nh8226CI/6E4ql7xrqZ2y60B99LXRSBUj0C3fMfl/91CvMhe\nHcBiBQf1ZdSavbF6DxJgRHDHzwCyiYiyVQBDFAsjCWZ0FSFI1IVVAL9gxEoD3e5KHLBCUGRlBwGk\nIpQVFBEDZbaHD9bc8eiYAIzsP4CT6iLa1RbKTeZzprSmIvrrAGzJqqs8oIw4zVRoz2ped2Usch1y\nrZMHmaBTcbl+E4305CeeCNICx7rvJTjXq7GzyD5bAVBxU5fdhQYqC33U5oMe3bUFJSeNhBmP09/R\nWEcnW6r6tsvyekeOQiNDt74Yr2TI/S5i5j+3VJBcSuqux4j0arjkfCaVbL2eje2qATCWQ7I/jTUi\ni6wLRHm6pyPT6s/7cyhj2MF4GVkjP6x1hyGaaeuSZ3ObdjApjUFUusz0tAUhAnMcXlwh+K889Tgz\nIHBK+rGpZnINN419ZRGtqfN0VuUMs8hEq6xDFnlzykm2pMwICOPU+ovCSGt2pvy48a+GRzxhkAGM\nHh5nfzl+rcgy0ySq1MnXFUDDd+PZBGsGYWiV3bb6w4T9ScdFx2gmItoN40DeKCuYzioz+sbYDCtE\n8qKF08YDK/XgVnIyIKR52whFTFlqjQf3Wiq3OzK96JyVc5kdAKDa7+FCZS8HiQxOW8Uu1stX8c0r\nb8VL532i+rrXF/FhSTtLHozDm1OCA0jM+wtEeV9PbwMv+MbnghN9AMfuoXnpiTdj+PC4tpjSAB0E\nAaBQGaJSOUJRdcZDf06vZSz4FzyZxBp60Uo+ZQzQQhsrOMCFedd5Xrp8CS8uvxEn9STFWxcuW5c6\nCnPwsolVOPZQWVTVZADuIfqee7n9P82w0IYH4tmtc3jxR8sYrWo2hjgTwyQrYIRiwWtqfQcuFE8A\n9IAKc/8y0texkWRVNSdlq9bG9uWL2Gn5ga7ug9Qor0gXhQMQB2NxOl3rrsAQYVD/um+D6whtcQBk\n7XPYfnMZWNVo5mGuvSbAO5QQ43T6roGOD0TMohdw2pb8XtFrlsvrri326qvIGudcdyZwKyCeSYme\nCzLoKm3RZ6Ak+wfAaRPYbgYnhG2wj5Cz+1YFB8NVFB4eRYCeGSzSuoQ5hkruAFJ+0UA3cpDoTIxp\nQ2tAYXOIo4WVnM3PwSuroM/aCH459lQLF0t84jJ5sXSWXExCFzOb2cxmNrMfErv3wLGmYLI0S3Bs\nWgOdCHBqZoTeI45NvtZ+Q3hhK5MKJO89S0vDpkldTf/y3C+5PKlbkKWmi9hrraLR7Pjlo4M+kmyp\n6m9r6KG2mKF5axCkDwSuHtBRTlIYjVAojOdPHvh2GKEYg8fVMv711puB9lyo9z7OYA/T+ufi7KQN\nMmDYdPUHotReJ61F7J/zMpOySkzcNSt76gCTu1cdQqPKAIWhD1gbAsXiSZ7FgOAqQxU11LxAoZw7\nC5rua7DuPPS97sMOuHQQ94G21Q6W7hQYl9mwT1TD1DrZMr9/Ul/EQWMFtZo7toFOrizWlfDS9gBC\nruSaB8ap1pozE4BjLno+9zW3ADBoVtBfLuPkeDF4yx04QMxFbsisHsM7iQqCff0Ao6GoUSkBHX/M\nq7CzwrSK6LQaaDQ76HsEqY7AUJweBu+pM+CeI+Sfs94DdNBDFV2ZOeh5PrlfrmDQ8rmfgXiZdV1u\nvIMQnDtMlq3N6zlNnOb7wrAKIZNev5ZKmbTMIh2nMsgapEcdsozFp55FfnEzlN1KtkA8rgIR+ZLd\ndv1jWwhpssgxw8t0jOMp1zR+JGUMVZtK5jiTc3DfSiHWH4QyDCXQOi/D2RYdo+kZaUylp+84zqJa\nC0cYwvpCcojancqWO9P6gX6R16sVo6O6GYq4fLZqTXmbrMUyctIs/Nbe0JEro01hf+dDWk4a3z1n\n6dHZJ3SmO1xaxR9THDv+ZCT1vwOd7Nk2rR+o5JNkgXVvLObYmzVbYAUL6i3s+gNPhfU1Zyu4TwZZ\n9cjW1IDP478v5x2TVU62ew8ck83hvv//nHRqgqUqenkWi7DQQDWkjLrUQrZ/LgDkV5PfGlusj9Op\nqeBcU735TtXxU6pMjQa3n7XOYe/yql/kIuhsQ/CQ5nXto1wYoLC0j8WhyAlSoAygMByiXOijgGoU\nyd/IwXHIAUug1N1s4KD9UHhxsw3OnF5nvWkTUnxxBblriADyUcs9UPuPdCn4iPTXZE9dsF7I3FBG\n3wcn+hdP33+WOwaUHQx86jjXqkN5GamTBAC9jVqQWRwhBsdtJOoJbZQaxlnEdFqvE6bW+U5hLt0W\n0G0to/1InHLNOTSuXi48swymKSMrWpSAtHi6zoFmTWunSy430IlyZg7Ol10ObKY57CIAYwWJt1il\ndIpMZTap0Unw5z4oBYZWc4/Wgax+Dp1mCJzkU1CGy2bBfqttoEbphNOlh6jvGrLcOQCAFg7RQxV9\nVJDVq8jq/gXUqsQzPQqO+f88razm37Qi94uI+4Vvg8xCfzOb2cxmNrP70e49cMyE/YmdShm9KsoM\nAOfBZdhFB418kYyD5jK+u3nOTfnyj78RWRqlmbJHyp4KUN4vOUC45Yt8Hty9+jrKD6uG1ME2XQjE\nXb8vr4xQXHYgv1KEAytDRMw5tbgKnMo+G0IVPfRRiRi0DhrozNdx+FALJ9c9RUgn4QB3EN2cBqSl\n7ZW5qXUggENqO72cZWfhIirr/RwQuzoPwFUCdbXAkNKsGIIPa/HywrSQ7SJOC0fA3EMtT3fXq1XR\nXWsA+xVXdzoyBMds67zOVrT2JOu54zpNt4oe4PpWng95DtcWXPqV8rpeM/uFA4iTAhH7qOTZG9SK\nkZQki/S4ZOIz9FCf76DXqiFreQaVi+G0EVZ+BMLKiaeW1jY11SYJ03C6FBwvDVr1f3v1VVTXGUyX\n5X1/gPIYIE4ZlBEKubyCn7ENashy0N1BI0+nWJ3PUPXLm2f1SnQtUZL8W/7/+fKj1F2n+aAsJ0Hb\noGF8PrOxTBZAaH9260OLndLxhyyyZrW4mWwBXPMU8LF89w7Ytqx0Lt/f9kzhcGlccxwzhm6/KmNj\nuqywyusygzHs5c+qsoie4DiWwd/Ujk6xaWxu1CBcEVMXWuC90OWAp2Qk4EfWbIH1jrG0+VFoR9oX\npjGHgM0Y+j5x+KZQdDwlnYzVXj7l24GkzxpueB1yObD6vHcNYWLLOeEzfsM4fmlfoswu0jdz5mAY\nAR9nVnKPOzbLieczpO3Ka7eWhZ6iL7Ym3617bl23StNOrTEh/RFr8Zh0rYKk7HDT75xNZtx74PgB\nxAOqD3bi7IKm91LQRCa5hUOs+mmCdVzF7uYFHO2sufRTlAHsQ2qu0+TamdPGUzYN7juZl1ZwHMtT\nnBWxU3TAEAiAlqm7lDnOgY8fHxuVDmq3BrmcYujP3a/INJsYNb0auMUgtRbaWFk9wN6GB8d0EFoI\nbHKB1TZS2OX1tkZlSe/VWXLgkItL5MxhBdsLF1FeGgfBKhegpQw4A9AIkNP0N5raDAhpv1R20EAH\n9VYH3ZVKvBT2AQKYJzA6BeI8eNoGNENigpJbHAIIqbMJEhfcDby2sI7KUlj0w/1ScHRSo+7YgcfQ\ndgxZC20wytOckUMGHFCsYBDyHwPOaSE4lNUe0YBjUPPc35ZZWlwFh0UntbmO+PmVdqCjUFkKadws\nx0AXiOFMgGOP+9ExAKLnifc9T6W44PQd2cLQeZ16Pay3LmoCJBKTSW2Q/t87STOb2cxmNrMfCrv3\nRvQLsu/TmaEO9CvzAIBewUEABmRp/sgiRhGTtIwDrJb3cLSx5lax2vHnfQUOxHaAODptUpo1KzjH\ng0lOJwMBHFcBFCt4ubDpylc1PVc/AjsERzkYKJTRa/bGdEtcLrePimhW3RnSAMACRnl6rxba2Fvx\nXthKJQAj6kI1zfNEjaV2E/2c7VV14JCpvYRoGBSb2HrLZu6Aag5f/qmNUMi96hpqUdDVMAdMlRwc\nacBfOGec2aJW66FLUKh62Lqvv6Z7e81Gx8q30U4pZG2QFF+DShPbj11EoTk5uI429Fr6HqpenhPA\nv6t/OXIUyMJr32ICtUp5APgFELBQCeCwguDUUXebS0z0fqep7azlZYGcfciawYnnaopeXjFYcJ3g\n6sI6CrV4FoX1HiGL0r5RLpWhGs00AMh7kQbpVTybXEMPtbK7N51KHyelYiyjdw0X+qxKQXKJySSR\nZ9pR/l3EgPevTSNhrM/SZV21OXP9qdWm35P9bxtf9vuHbw1FXEDEIj+NJWe5aMheUZ5NP3ZZGSxi\nxnB8ARFa32Cf+9LH0/OOlDG8k3HJIlgXrAOsHLV7UmYt0pAcr21Ip1JPW4kPn2i8Pl3YNJ+wea0Z\nDDQvsiGHyjyLvCMXmt5/rUOehScsGnLkWfXRWmiAfm1cj25lMkn16FYWDNWoj6h//rdmKgHiNJtj\nhZZuOM3OBJyJB9g8PIXGiU0KWUnLrH5CFjlikFMdsiVq11mQKXXQWYUJdu+B43VEM9unFaC3OI9O\nxa+D7vkhzfgKuM5J8MSOyLRv1bVDZCvnAL9EPVbgGK4DeLaQIE/BYZreaULe09NS0DInh5z4p/5l\nbKKwOspBTJrzF4jTuVR8DthiAhwGXkurdR7kkKAyBpI59ZxPL7cEHHNAyp0Erdc0owZbj/Or6V0v\nxU3l9zOcw9ZbXFGhOQ6I1Tykc9frg7OUMQS4pHA5B8lW+qOxLAbFUzfQ6ZQ/0wTyIe6wftPeRpbE\nJv8ycNoAtksx8PJfy3AO228doVAbhuuK6uXqUfZ1K/vcyCEgL/SJEHwZBlk6X9xPwaf/IFybDl5c\nByPPXAEESVFaVzUDLHf8C3YHMYvub1N3YQVXLw3BS2e9nX6+iAr6MpVdQ1hIJl5dkPXXLDC6cp4m\n0h9YjzDrXoDxIknT2hlppPLnoATzhfx6Mc2GAtz5QlrWYhH5JJ6+FKdJWxQUGS9+rqpGYkSBWH38\ncNYlWwhSiz0fzzNqCigygC1nq3RmKNTANY5KKEIwuYAivgdu3yE4tnCCBTrz1TB1mpxBd8pITQHF\nNFUQpY5Oei13Ytr+bDLOak2dXtf9LSnTPkHzddBV9oirW8lW97VveqDclcUYRise7DZDPwi57cfT\nu+Xfk3eWtWjM4JiyClkV0eoH1rOWjmXRSomWk2T1g2kmP5omT9C+MW08sLpZ3SiLpBbpAjJnIWwG\n7FmzwGev2nTPgeP9B+tRR+r7151G+1rguO+P6aGadzwCq0azg2z5nGSVQGARO9oE6QpxQEyHToja\nZ6T7NeNjOJC8VdpEYWkU6W9Vixy+UshBTcqSkSnLI5ojKFCGZu6Ipt7JgjCTQB2hE1fh07lZdZtk\nGqQI5IGKpw2XvcHoVRncy2briTfkEhJlzl0di37Bh0r+ecwMj0eDK4uqbKqVM3IMuBMQ/lc/BbcR\nzToMl+JAWnfxQBHollaw9agvq8WHMOKZWVgKqI3V35IhpH0eSCQ7aiPYEbtmG2jwmWVpH9FnBsBh\nNc4FLdjlCGtuobRyuFcjFPLc1zq70kM1fyaUnUv7g7aBOgrlhYEDx7xkzVzAhWFe06xBqkdWJ2Jm\nM5vZzGZ2v9s9N6K/LClZuL5aX8Cx5rjlQsQsd4FodbQ9EGuj5UHGCDh/Cmx6L6yNsFrcCyWnlQSQ\nZ2EYe1NSSFrFVDdoWAK2q46leBEAFwR8Hhg80cQL73wSV//bB/Hm8ncBAG/Gd5BhG32Uo2A6akv7\nAvwcCLSShRfzY7tcKc4HJR6ihQy14IUC+RR37hmvwEfrpyjR0h9rJotUh+sXERlWgZd9e25JO3jm\nuPv8Cv75HSvYfvIiLpVfwkUfybaOq2ihnQOhcObAgaZmTVU5Njnok/sou+CG47l4hUCNu+Op5yAZ\nTFKJSQqI2A6pM+W/l1WBF5tx3vLvAPg20H3UeWn//JYVbL/lOi6Wt7GOa2j5lAkNdKPgHk39Fuo+\nzk71fd1ZTjA5X3DHnqDiLo+ZG6i1PkbsF8ov2/XXZdaRHKPocwm41nS/1UbQuV937XG0tYajS2t4\nYNNFyq6W99BC26dvi6eoJ80OMFCPxr7CdI8A0KvV0K23gIVijPcZkKcp/nKmYlqmjrS+r3Mj42O9\nTSzSNz3Oyh7Y0UJLamFFqdEjVa/TswA7nv612EFlrLgvkoSs6N4nB3IYU77pM5khrN4I2MyxHm8u\nCHFipPAKJwk2jR20ZAKsV0fZt6Vkm/5I8mMkMVWuwfMqS32nTCFNffg0gDOakLGWnqbpdW/5rTLI\nbAw5xzXKDf3/z8vhHKu0b5BQKgQ2Nxu6vtHPZAah4fpfZSGM4eX5ycuN52neeqHf5jMHdzq8aHdJ\n29AkSZvGvpadJa9Mzq2yNBj7d3CqyNiftf55bBDv4Z3CV+0HW357HzLHGWqhswhLTE0PwTKZ1DAF\nXw1ZGpjKDa2IVctrq0FJLQD77BTUq+hLzxTueNPpZ7HTomNQ09VYisBRZQ1bV0IAUdX/6RRMESMM\nUci11WwXBT+paRtxfT7KLfLI575cakG2+SlTwGuBH0vcpp9rO/jV5IwH/AhrePFJoFCOWWFgfJ36\ndJaAZrHrzAkx1k7EbLpiFm/zGMFq6WotoDjJRJrDPMCUGCQzgkfFNeBRAGVlQItRlorAlMc6e2Cc\nXedL2Glx3dHFkpcgaJNoWxwj7huRVmuSDl1PJBXKVxjkeXwbMJMFD5O2OPJ6p9FGEaOau9/MApA6\nCVZQZsqsW0GL85U+ThaL8WIgWkVW+ZSFukKkHpzW2Sqb2cxmNrOZ3c92z4HjVFNLNjgkTK/kLGoq\nMcg8OGYqtzZaDizfbMTaHWZVIDgmJXBKbyJdOpissbJiKq5RkCyp3w6roZinKQJ71YcBAOXHHdep\nDMM5FPKcrn2Uc6CvchI1BVAa9MGcz9lJFSBzTOY0leDk0go9s2bxUGP9JoHkBFBSapFaETgqreGl\nJ3zd58NHyrxYWmvV+aWyFF1s2v2/GIIb1OehvEDLcmCUHjwNAE2jy6T9OtWge0zsCA4gj8qUhzB9\nGfXoYfag551HBX8WgzoQRyqX1ViTA0BgjvNrvp3sa6eZtB+uJq6/72BtxGmfjGbrDlcw2ihguXmQ\ns77qJKhcSO+xBiFaALmAISrVAbLqYrw8vT62eRdiLnP1ngDbUVD28nUclEcGVqUrNGsIITs/La5G\ny/IFWpa10G8t50UfNM8yUWu7I+yYpTU1mGNeC6VhQAiYG0nKNw0kBsZTu7mrHk9kEKUAACAASURB\nVA/q00CsPokMDcR6rV3LYpNz5ljHYosxZFovI9DRSstHxtjSmqrx+dKfZz/Q43mrrbRl+ZLD0xhk\nNQ3g3Br/7tDvX/fntWYVDqVMnfvEToaBOu/2/Xu4Eu5/pRozxwUJ+GRfUvb55JZnkXUhk9ew9HFk\n1vM1VObUWhbasikEgBHcamqIrVPphPQ043F5sJ6VbjCNFUuNgbz3IXPcRitijskEd3xLq6xC07lZ\n4PgQLRz0VpC1G66Ta0crIWaQAeBwCWEeXNce5ws/1WCmDZyCZH9spxkz+74D7RQvoXK5PzYtTGAw\n8HUCkLeDY8Lj6fU0SIvgOEPNDbZd7xhw2eD04aK0YJjWRyk1rTPbIz3eCt7quOOuVcNH8mAccBWb\nJwDMO2DIhV34cumjgkwWd1EWOdWh8vOw6pBMT2m9h1I29syz3goSJwFjsula9zSzg7fDCQ/kEDga\nrmH0qAfHNefouCWkY8CbrwIn9dMsKOooEEzmA3EafEbL7wkdohQcs0304DuRFBSRpzkbylLTk+Tt\nQyA7PoerD5Vx7rxrq/p8J0rnpzKqwUniKM7HWTuC3KYSfpcZZYCYRc4dw8xfc3rPtR0sZn3GHM9s\nZjOb2Q+L3XPg+EDYgZ6AXQKjHqo5K6bTrC4FmGOZeexBbwXd/RawX3TsMD0ObosICzYAXne7BCev\nUGFiEe6FWEWsLW1gnLmwgFHmtF7fLiUyBuCl4o8CPxLYQbeYxyEqnj2mVCJnwdGImFNXjVEEBvqo\noIO6Y4871XDJXX/5FkAey1TAOhAs0GoIKIN1tDJ/8/v6BydhMViBg9sPYfhkAYNykIc00EEF/Vxi\nEvpALXcS1DkoC4gii9Oj5tqKoUp8mPABr1cTzFvsIEGxBmSd4f4eVsevwWOr7rETv734xip6qzW0\ncJgvIQ2ENHecRQAQAcTy/CByFNhukeacl2w++bwYrXcK/CwmmZa2hf5oyemwgXipZZ2MydzfyfEi\nDjxz0ltpo1bvoTDv28BrMvvHFfQ6VafNFJZtvtJHperyO9NGw2JgZdh1gTjncXRB/kLMe24x569z\n5piaTd4GHVuYCUeXdE7tLClxzhRZjKH15S0pI3vob/rh28NHPMxKP3XGYhWDY5/yTRbrYFagmt+q\nzjSdBXL7ngQahPGzRxlWV54htp3yFCR6dCZsmpnPu8UYkhQy+rOVIo6MsbKuVtsdJ1u9pmkoRFll\ntoMu8pJnsziLdmQ/UJaKK7z6DBZWJhOti/UTbH+dJPBB/idV0aMX/cnzOss0rbU8ONtJszWk+EWP\n03ZN+8Id++1aQWsGwegT6WvP0u9b91f7Mj+3FpLR76YzTVpnvlt0GfGxFV/V/tUoi+2eA8cvYzNi\nAHuoRuC4g4YEXYXW5PR7Bw10eu7Y7vVl4NU5B4z3EQfddOHuewFxSp9sGQ4cU3/cgcsD2UAckMcX\naAOx1EJkFXJ1wK5b/edf5Eb53ZeGP4re5cAQr2LXs4ajnCHtoIFDtNBFIwdGfZSFP4+lBR000L7Z\nwsnRols2mfW+hcAgA3GQWt4I3GpdWQ86C1WE6Tjuk1VOO+MwPsfhkpvdSN5rR/01fOstNXSW3P1b\nxkGeM5LsMduihxoGJ2UMhwUUPTNanh/kGtw8FdigikG35gYvretEzbEGYumb2gKKkLbQFDHRnHBy\n3tsh1dmWnJLXB+Cku4idS29EZ2MXjXIcnNdHBdlJFZ22a6PBcSXIZopOWwuEabzRsICBP3Ys6G5s\nzCAwzpL/p/WYxJZOA8diWdVldmG91Xm7Bb/Mt3thZMvnkJ1vAQuDPLAQAE64LLb2ZQAnKCJbWESm\nS6QXT11AZie5ZDLpEwHyJBlFCo5fx8B4ZjOb2cx+CO2eA8ffxOM5IAKQ624plSBrNkIhZ5HyY48r\nGByXMWCAHZdLvu631A/dQojWV2C0AO+BLCGOkOZL36C58ilYHlvFuNxA541XgX+Rzz3GuNZ5AwCg\n/VgLF5vbaKEd5fdVyQijWgfHZQxvF1AsjVAojvLp89GwgH5WdsBY632IEJlP73MMHNOUYlSQTCpI\nWXTuEyBPy/59AKDnloz9Tim0v1+hbdBt4qVLPwoA2N3YR6vWztljBbydw4bTZamWvHgKFEfuj3Zc\ndg4S63wsv0dAmjvxmm0h9ZhVcpAiLM4q8Fjq0y2gLN/PGm6Rgj6CwwbXDjicw9Grazg6f4pyy7V5\noThyYPe4AnQ9Y3UICaYr4qTofi+rLIbbxjpzuWxLex5dXyonmaS9tUBhmh+YlsywcDU91Tvf8nVv\nI/TZBwEczAH1Ck7qlegUebtZ7ImywkWRFbUR4/0SHEDO88BCPrRkJUZdXu/MMfPHs70t1ldzqZOk\n4O3UYdxiJ3mcss8ZWWRLO6nPHJnCb4x/tv04JpoyWxZjxzrshz6ZtXxweN1rkxdCQ9BpZXAsgDwj\nwUlf+nW7GJ8fCHn0NV0GZ194nLYvrzNqLxhm9W1rtdjELF2ppdvW22A9o7xmi23U9xOtYZTl90Zm\nFU55oGpSeTHKHP8TIntRciBPY4mt39c66Iq56c/nW3lvpefX39D7RpJLZ97SfqD7Yxl49Df0xNYS\n3Jam37BUh67t0Eo+U7O6nLLvVrumfcjSY2tZ22O4SJs8jU2O7Z4Dx8/jiVxzG6bIazkb3OtUAyhK\nSaohwgsQfktgnDLHTGdlprBqIgj3GVSUHsi0bzcRd64lTAbI/vtcP/5fqg4c9pGDgWz3HL576Ryq\nG4dj08m9bs3ppzmA+hytA9dY44qIW3ADK2XURwjgOGXRtVMBCIyo1kVD+28gTL00EZyFJsIopjmi\nUwZu6FbD+qY/N+/HEdw9A9DdXEF3bQWoDx3g5fT5cdG1lwI9wA04xaL705/qItx/1ltnzqODDSkI\nrGN4Eq0n24JtRqDM7wEBTANAzz24280YHDPt2S6AjTkMVvzDXUFoSr74uoi/S9OMEDqosx3UMYyC\n0RKWf6zfaxtZ8gqtH2cULGdj6AJgD6vhJcn7w5ke+DZY8X91xAMtWWPWXXMWFzGeHYPVOUq+H80c\nqHZc624xyEl9Xq+24bfWinccVxS8sf0J+vTFrv2aNu3l2dYFP7jqlQbucRz/pt/+vXzmZwe3RWrR\n9s+aAlGOn7oeBdN+rUhZPd2GcehkwQfVWm9cCzAeSRkdxV0p20+2r8pnvHZt1zywTFcQ48p4euJk\nxU8A+RhG2YECFtZ/Tcoe8FsLf1jAsm2UWeA4lZLo5aoj0PY//OpmKBtaaevYJ571W4kzesH3iVel\nEmxrrSu7mgYkWs6BSneAs7EZh5tIruG32l6819eljH2BtzVa5Iv3X4NWd5OtmuIY/2work+DWleM\nz85aIMZ6vq37mt5/xfIcw7Wu/K6OEZTQ3EFQ5z0Hjvf+54exxwauI7zU1DOw2E5OkY7kWM2vuo/Q\naVJQZXmEUV5EfeGrEWHxodqT7zQQ8m0qg9hB3kGzJeDrq8Dz1fCC2QSwAWRr59yqfumDlkoirMtS\n2TPzuAKu/gdwD5KCxPxgBTGk1VQ+wf+nbGLm6/5KcjzbQOuvo8Iu8hzTLywBL6y6r2z6j1cBXASw\nXAQaxXiA4X3OEB4qXlY68LDNFBxf938ZEO4fHZ1JAXgWyM/kD9IGKjWBlKUpI/bc/w+rwKEfab++\n5NphA24g5mDMlQ11vGL96eCkA0jqPPJ4fR4OeaK07la2CotF5r6V5YVtYLWF7xeMQt8vOk36C80w\nAC/DAZEWAkAGYn0g7z/rpn1CL6VgHM8+Yea3VlnJWQzx6xgcz2xmM5vZD5ndc+AY/4iYjl+Aex/p\nql4KCFWknaYSyhDYU2WjIk8qtfTll6KL1KNWsEOG+QaCHpnHESTqOT0oO11y7CHgQM41OECgYIDL\n72p2BTJllqmjkDKSr8o5ckBkMWTTTBEo9dg8jwZ1UHJAR4FMcpr5wx+rbPI1OKypKxryFHr5KThW\nY3vxOJ1VyIExvekUDCrgYcRiCTHyTDtdqtPlPVc9unZanZlgx7zpAjhf8NIDshMEibIUc15HnQnR\neuul8fIIppWByB2DO9XQWoFqLOe+Sm/0O8rMp6l3OgB2w1TYfhPYr7rm0+ehhRjwAjEw1mdjEm7l\nsR29tt6Egy2WfGYA3EqHQLg3ad8EYiaYLOZR8n8ts9jUs5ilnDETVmjnituebvqCb8oXnvNbmWrv\nvNVtvy5T7N/0ffGifJXPpJX+i8O+NdVuZZo6i2knO2hNp1uSi9zRU5bYYge3/HZPyngzN0PRnB/D\nWP8NOXzDKFNyK7UoiMpv9R5OY44thtEitlJZARDer1tX5Lubfofyir+VL2y5zb5Ib/Z9n1CWmHW1\nAhJ1litdSlnfYRYKs8Zui2nP5T1Slg+5FktszRbwOL2QTb99SMr81Inea/YJHm71A22b11pXfX30\nk+Os58aaadD2IsO+I9NA28Y1TbjUH6x9G3HnSnMmpqm3dNBJo/BTxjAfcG4j5DIFbAlEGiZJ4NCT\nMvb0WnJcyiaqkXnl7yjzDODQp7zaRQwI2RYpeWmBY40ap6wACHrOIRAeiJvJCdNsG6ohJZhJwSMb\nXoMTIcdY3gy/p0CSx/rRZ385ACNti8XkNLzUkZzGKjtG6AND1p1/wPj9Sh8PAnqdereOVQeAphKM\nYXJcSvPSwVpywYuHfmCno6DyAr3XKXOsMgOWRZif199BAMc6ezANJKcdUW1SGLr2Kf6WFcBJkAy4\ndmi4IMZOM5yyhZCWTbustsNxUg4kubz1uvh7yn5rHa17bv3//rDt7W185CMfwd7eHubm5vCxj30M\nn/rUp8aO+9SnPoUvfelLqNVq+OM//mM8+eSTP4CrndnMZjazu2tzp6en5uviP8pGoxHe+c53YmNj\nA3/1V38VX8zcnAuqsrwrWorHCA6qGGeSFBxGkeo34Fxt1UZyS9CrulKyi6qz1Rd7Cq4nRfKTPU6n\nl4tSVkI8BS9ft+p4VluRKQRcO5wCMVuqmum0LirUBGKddQcxmEyzNky6KLavBSC1HP58DbgpeZlq\nr8OBokmJIVSGo8A4WuRDddNpQILVqGzMLDnecoT0vuq50kTlqdQkdVIoSyAT5vfnEBwFtoNeIhDY\n0zGSUx0WOnppPVIHR001x6kEg3+W/pr9P6132kcsVpbnWEKQ7CyFj1IszupFp0olIPpbvaQeKq9R\nWQVPmn6f5/6fcJeH03+zXb9+HdevX8cTTzyBbreLd7zjHfjLv/xLPPZYYEyfeeYZfP7zn8czzzyD\nr33ta/jlX/5lfPWrX43OMzc3h/nrzvtunHMORqUsK1xK6j0a05WdHHltjBXodhZzPC3VlbJoJM22\n/FZIYnQ4liub/ILf6vNM9mxTyi74rQqR/XPM51GlPyyrjB8emcUcW6nc8vF7N/m/7h8YZfpQsA6b\nUubvf1Xq9aN+60l1vFkOp8xbCcYH3W+U62EWRoPFafnKrZpqkjn5LebYYomtMn5XZyTYTMoSvuS3\nXBciUzaVfeIbUsabuCllrLhqWDWLE+3sALBIyzt1GNE1GG4kW2B8lkA/o+n18l7rTdx0m6IEs/Fe\nX5LD0okGZY5VDkhb8BXToHn2CQ2utwISR8ln2pWtfmAxx9xXMv3358xx+64zx5/73Odw+fJldDoT\ntA1KXEWWvqSTzqbgMT1f/qJMdZOZbIGgjdTpXgWtyhYfILDPlq40rJMeLpDg02LWUkByM/69YdEv\nRWzU28IYPOUYTk9f+rqf6kWVEdYyXpcC7JsIYEgD8iZFh1oaZF5DClRuuPNwqr2z5FZ6moNjUC1w\npA9LtMAD62oBoFRGofsK3FknprUDYhZWHYXU8dIL1Trrb6o0Q2cWmgAOgNNloOPbWNtBzWSI2d/T\nRS6y5AvWnJ9eowL99GG1pBIE+ZajkH537OIRADf7GOCev2Uga0w4V3perbsFklPAm55TnWZLQnN/\n2draGtbW3NurXq/jsccew9WrVyNw/MUvfhG/+Iu/CAC4cuUK2u02dnd3sbq6ap5zZjOb2cx+WOyu\nguOdnR0888wz+PVf/3X87u/+7pQj9UU1SQeZsLBDOFwyh3H2OAq2ofEFbYEjfZHzN4ZwoE+jXm/A\neWeaE5nBeAqMFMFOKldTljK9ZtXvNoBhyR2S1nus7pBzTsrCoL/FOiuYZxkzUihQuYFAdyjwTR2C\naUDGYuSoxdWpdg+STptAVg0et2bs4KmiNG0qi7kTbW0K5lReAgRNrerJVTZThO04pTYp2Iv3iv2z\nA9fu3ALAsktdlN0BMwEgBsZpsBmM65vmdammWJ0p1RzTUUwdBcsx1O/StL9azo0G+um+ZanMZ1KW\niUkgPn0mtQ1Mj/6+sK2tLXz961/HlStXovJXXnkFFy8Goe3GxgZ2dnbGwPGTq88DAFqeltEUlEWf\nbadfC5TpoOaYwt6qX+hF7lmW53CX47ls/CAwjGQds66QEJrekEbyjEzRy/LZS378evG/D2Uv+P2h\nsnOkm1+Rsq/5rbJyvh5MM5dpCimLTZw2NapOF6/FYgfZP5UJ5P6mlL3dOM7TfKqh5VeUHXyL3z6a\nbAFUL7nGvtAMrOs53w+qUgdrKW3e44EsaqUrYAKywqkcr2X5wlfSN9gnBto39n1bK2O45be8vS9K\nv/6233/5J+UL/LIuIMEvW8y9JVfUd2ny2ZmTTukMp/6G9jXeY9K4bzc+k7rO+d/XLBzc35Qy7l8y\nyvy2uhEevuWmm7loyDQI+0HB0IOm61a4suLY5+wj1me6KBZnq/KFdSCzVZrd4/fHLgXAXQbHv/Ir\nv4Lf+Z3fwc2bN88+GEAAM+kLSXWvSec4xR28pxS0pRHpGeIXue4vIX5R34CbitBpDA2ssqQSqYRC\nt7wGvZaU5SohjGa3kQOCU4RpB2tt+4mmmlfLrOlwwLXFzWSfgYjWOSwGVU0Bot4PBTAKjCjrWAqM\n8hCuDbT+c/CDDh0h/vYkHTT/nzoFk5wYAjTNrUl20mKfVVZj1Z3XZjH7lELQCWMZpReT2lZZXt5v\nS/aTHj/NoUmBZkOu1ZKHWHIi65xkidN+ZM3yaPvz+2l2FCAG/ul5rRkpnSFJj03vkzrw9591u118\n6EMfwuc+9znU6+MRVOl049yckZ91ZjOb2cx+yOyugeO//uu/xoULF/Dkk0/i2WefPePoFMBMY3v0\n2GmsERDPv1t6IH3BJS+7fAqfMocScNz0UdCq/9pFkFsow6gAYZLUQK+RAEaB0STNpP8NvsdSgDh2\nfgV6qkcZJuWpXkHBVxPB+1QtsjLI+l11BCywqVPeabt0EE+HKzsL2V8KToJZf/2eBRJTvXNab+u+\nEdApWNXgtrSd0/uv91s1wB2M90uVgaQA7TZcCL0C0NR4DQwqtB7/1HmbJoFI5Qgp0836p06BsuhW\nH1CHQPuS1vs2xp0n/jZnftJnfIjxdrEYe0sTr/ci/b37kzm+ffs2PvjBD+LDH/4w3v/+9499/tBD\nD2F7O4g0d3Z28NBDD40dV/7MbwIATnCMNzx1EY8+NS67sBjAnBEW5pCMoZaRIRqUpazsWaSmaJn9\nve0IFcrFow586Py1q+vhorb8d7fkQkkEbgkTxzzIrwgDR+ZJWeq8H6ncjKYBn2mZ5VhpP2Wbv1XK\nmC7Djzv6GKVZM7RM9Z88hWbhINmo7KBnipcvOeZ8c34r/2gdVwEAFyTjRcs3Sk3qOo0pVOY4ZQyt\nz9Ryhrks/WvJryq7FBqg87DbP3h7SMS7d+I01wdbvk+8KI4f+4HONGz5xnlFhLVWthDqWsdmbV0t\nnFnsr/YDazzhTVbJpkoYvbHrTMs9rP2An2t68Af9dlPKfDcsvyn06weX3P1fxzV/qiD4X8Y4c8xZ\npaKZSSDYNOaY22E0g+COG82Lpp0zVLXQXp3VBg6f/QauPfu9vOzahGu4a+D4K1/5Cr74xS/imWee\nwfHxMW7evImPfOQj+NM//dPkyM/I/n8H4Am/r50rBTTcTnqRp5aypQpQJjBACwhptIA4Z2rbD1Cd\nJbjeRKmFsr0WgzYJHOuLWMG/Ogi8XuN7ChAjaYUCQh18FcTR0ilx//1U5wsAwypwXPXr3KtGVoPd\nFGhOkhhwinqazASIgVEqj1iKWXQgYY9TaYReG49RzTAwDo7Ta9YpLd6ndMaDx6YgsZR8znNUYQdS\nkDFXgKYgcUnK0/Pz/qd6+Ew+V3Bcw52J2nU/w5n9cwwca39nH9CsMEWE5ykF4/o7nEmhBEqdU14D\npHySg8DfbSLut1pvAPi/APzfGO+D976dnp7iox/9KC5fvoxPf/rT5jE/+7M/i89//vP4uZ/7OXz1\nq19Fq9Uy9cb/y2dcxFjDp8Mp4PmxY+4UHOcvOQMIWdOuA5Ff8DyZ9G+CY25318P17647cHTtxwNg\nvgq3v3dV6rntfyMoBwI41uC/Q9+PuTJXW87BoLqzVvWiafXZ9azVxyyww0U4zgLH3F8LKG5504Gd\nB+ev5mUXfRRbugVsUBTkNSEws2CAPUs6kQKf0RkQJQVMQOhfKtfp+sbYF6R4MO/Q4NVH1qMtAFz9\nKYcO926Ge5jt+JUPrQU3FBwTC0YrFPq+0ffbTMaTNNAMCMOJvsfSdHDA9JXprHvOINFzUsYmWQn3\nqL7i7uFqLXT6B0EgHPoG7/+qfzgsJymWVQx8VabLKiwAHD4b7xOvqR88BRw+FeRFv/mfx04H4C6C\n46effhpPP/00AODv//7v8dnPftYAxgAan0neeWnQlGZJqCKMAB2Mgw/AliwAZ4PphDUtwnVEzW/J\ndFK0DMCtqluZ52AzPETpTC4dVIJMlVoOS/5BsgDkECEQEHCj9TIcIOIf4PS41QlkFn9Q089Z2ihD\nAsAsCUyrpin32FxZ1bUBAHRXw7LNlp5Km78IB7JvVxFWM7qNkCVEu+pNuHyNe3D3X1kU/3eqOtT0\nRxHXa0wHWEPQjSfXWsR4+kA97bDq67EUMkYAhv4bQSee/4y/jrwNVpHn/QUQ2kL7ANuC7aDyDurC\nU2dM7z+NDlIVkaYdpfg+RYF/JVdXft0a0Cfp6FQnrudDCRhVXe5vwJ+0g6Br1+jsDPkiKgBCf9WF\nR7Q8fd5VbjJJDiT9h6fg7BH+EzD8T+7rxwBOPz+hsveeffnLX8YXvvAFPP7443l6tqeffhrf//73\nAQAf//jH8TM/8zN45plncOnSJSwuLuKP/uiPfpCXPLOZzWxmd83uquZYbaJ2TT2gDjAOeIsIDBXZ\nOSAOzkmZokkAONVWavkZ3yV2bCFOz9OHE7PvI2A25llmTAJPXUCMy4CAUbrwWlp1BNKXO/PTkbnS\ntrAcBf4AMJ4ZgOdO2T2xBV9X4mtdLlVzUmvqOOZWVuZE469Sb1jz02YlBJ23NZ3dMcr5GUEi2yKV\nKCias5ympKiKkFNXZw9K9lfyuvDUujBFSqhagZTHAI5LAhJpVlvclDIrPdskpjr1njirkLCgWmd1\n6NJTpF0rtekzafF5cgeZfSD9kVT7yy2Z5/TZIQt8J7IK1T2LY0HHSIcXbbJ93Df27ne/GycnJ2ce\n9/nPnw34/4d/9otppEn6gdBPdIxcSMrSTCuvwU7l2Rn48/Rq4R5TYsHtgcwd73pZ2F6e0iyUkVUG\ngIP1lbHvkok+FFque+J/q+22g7ZQt2mKMmB6Sio1to+mhuOpW67Rq5I2rdF0jnNVFrShxEFZPO63\nJNcVGcAHMc4cP2wwxxdGjils7gWWOF/IZTwGLx7r0llYLZs0UTXJ5Hj2id7ifF7WqbgGa8v9otRm\n19//PQlSy/tGU/rGZVfWvhzOkfYvIDCVOqvBQDEGiQ2Ox4NLo5R2TGt2llqLqdEWQvuzL1j9gPdc\nJS9WP+C+zgiQFY6ZY8pqXL9ZVeb4hvuNOWXQp40RBaMMZ5RNOeZO+8Fvnn2qu2fvec978J73vMf+\nUAeA/CVpTUVrvl3IfnpsSk+qpdO6JeM7yfWkL/giwkDFZ6GPsNwtEJav1hXM0kugqaqgAwTmSl/4\nOv1OBk0DAZnyiivXaf1SQJECRKPe9GP0OlNJ8gLC4hw81Yq/JF3Cmm2QtiMfjAWEl0YRLlUZljGu\nv6a04CZs0GzNKFhyDSuYqoTYUUDoEly1UdsgTSeXLsLCSybovZ18bl3WAlxbdZGwqKnWl/+no6Qz\nLOwHFoPKH9JzcJ/mAxhvJ3Wmk5DKhWlTutLYMdoPFPfy3PkS6XSSUkfICmSsYtwpUIcxmq5ILih9\nGwk4zhCcQyAGdfcZOJ7ZzGY2s5lNth8YczzRVCdFFvFUX+jKiBIcwn9+EzE4pmbSCv6xgm4mMWwI\nDBHfnSkDyq/xhdlCAIQt+X8XtsaMVkHscedpSBQY63VSeqBa3yYCKGwgesFPBUbTAtTkFCnTSYCo\n7CpP3fKXQqfnFiYDZP50ev5OFQ4cKTi2sltoOzSlLF2MghVJwZVeBJC3m4LcAsadAmXN+RMKkHla\nTr+r1nASa2QltT9VgJhq8An0tI3oMPIZsdoh/XHDgRxW4y6iswesZwW2nSVXtlbwU8eL548AMhC3\nQzobQOmVzoLweVCZSap35jn0/+JYDqvu2UxVOOwHr1f7gt+qU0uz2OHFZDup79CsZcD9vs4/Vvxv\nVCqBgTi36Pcf8IzW8kvhC54UPHww3FCyw5E2NS8LzDE1rBFzPO/KektOlqQBYWQTVQ9tpTKzNJbU\naWqKPDJ/Nc8KWixxTcr4uTKG/NxijlU7enHkmOLmy56d/C9ycSQRdQVqMoX6HmO1tG/w/mvfqBjH\n0YbJVk3eJXP+txYXw8zIYt3R2WvNo3Dgqk/JZvQDi03m/VeWmP2gF93XOB0dAAzmXdmw5rXytXGt\nfHS8L7OCztSo5a6Ivju915pGr2r0DTLHOqvAPmHOKvQDc7y47dvY6gdUA1rMsZo1u2SxydPMyNQ1\n58+xWDH6wZL0gwl274FjFY+TacsYGAbELzl9SlR/qC9FgkMCZWBcNsGHq25WMAAAIABJREFUwnrq\n5E2oOEyXqNWvkUWsI5Yd1BHkFTxH3/jJ20iE/Ly0BtyUOR0AXpu+1DXfsl84I8pHbOmYFRyrHIG2\nFHSjCmgsox+SAoU6YiKXEpMM8cOi4AhymUPA5QxNmWOtPw9kOygg9EsQm/pbwAZGw3DM6VJgDdMA\nCQJExVup9EAvT+ucsskcHEaIgSetwyAx1eAnU/9RnYZwuVn5uS7UYjiAeQCoiv6LAFaBbimuH+tv\nTcqkA9tZAFmn2vg86QzLiNVh/YHQV7UtUhqe95OadYtRnkaBpw/nqnPU1DmqI9GN333rdruo1+u4\nffs25ufnUSi8plyOM5vZzGY2s8ReMzi+evVqlPvy7/7u7/DhD3/43++KFBwP/f9z9hiIZQ9pUFUV\n41POnG4eIgbBrLq+XAm2DPYwnXnnYcoE8msER6rTrMN5ynUEJpBAKQ1m4vua9QeAfQKDDuLFNiwN\nKXWoBIU8ngDxTubElUlsho8mTYOrpSzqEIElIFCm3EJZVJ5fWdNFX36MkM94bHU7XoA6RdmEY9NZ\nBdWBpOBYUNCw6a5X9bcVOYVOtfMvBchDX3+tM/9SkKj9QVUDwxQc01lKmU6WaVuQUSVAtnT1yrjK\njT3dCKcoIDgGCo5Vgw0pT7ObpFpddRYo9VXjsV0kgZbpTIp+UX9Qn2vNoDKJRaelD713FNq+0lY7\n3GX77d/+bezv72M4HOLXfu3X8Ku/+qv4gz/4g7t7EV/0W95HS0OqcbHMppAyyJPMiua32GSapW/m\nb+p1eFLw3JIwzRd2AACXVnfCcZ5Z7D8Qig5r7j/dSGvqGeOcTQzvJzLGZzGMVpYOmmZ/IPNHNtli\nhPV4sodn6ZDPverPE8hB4Pt+y7RmyhxTfqzZGizNscUOpv1AP7dmYqz3zTQNq8VSyz3MQxn8/T23\nrv3AscqProYFP4b+uE4z3Ffez0zutZVJJc2+YH12pykN1cgca2o03vdwz0O9WGb1pUib3Hd9YnFP\n4hLIClt946rxGfkpJWmt59WSqVkzCFZszrTzpufS30hDeaZc1h3bP/zDP+BP/uRP8La3vQ0A8J3v\nfOc/FhzzpZjLC9I3USqVSO32lH0DBOTnSWUchukLnqdMATKPq8M9mEcI4JgBa5rVoI/QCfTcfQCd\nJtzLnQNyupiKOhBcBltPQkdhWqBeimLk2FHSvtYgVAyHR/pcsugExnQSOC4rk5xOwY18ed4HlhFk\nAwr++CV1nFINLY3toGUWGAJy/fFxNdYM62GqmU4Bsp4qleYcI8hMFCT2jeNH8HlV2Q+4r+CfpqCP\n/SWVIaQSG5pWkG3sR7rhknMSrC5Ex8GSmJiZPRAcTCC0RQXx7EnOHANhJUCVV6mm3nBsozpa+upJ\nw2D6xvV969SjKjpLltToLtmVK1dw5coVlEol/Pmf//kdBdnNbGYzm9nMptsdg+Pr169jbW0N73vf\n+/Cud70L6+s+H+Te3hnffI22jPhFw5dnPnO6jLCcsOocgACKJtE4KTieFDmkDKNn39IYLb74LRkz\n2TJN+QVfj/OIwXEbgUVlmbX+A8HjcBXj8oI0qIxtMAHUjx1P9lRZVE6vCzN7WorxQkG2BamzAuKx\nnMgIswGsPxDagOAICG2S6r0z1d7qHDyzNrANdEtTTyatM03rjrDP9Hj0WLlNHYJFODyq+mvtK6pi\n6UtbsF/QYbJkGVXA5chclpOkf6zDJG2xtp2W8Xupt6N69qpzEigz4b1aRJghqYRDTZlJCo55GV1/\nnjbsdtNZhVPLKUhnCHhiHRNSKRIQjyG0VC9itHFWdXWblJ3jP9A4HtdqNfzhH/4hPvGJT+Dnf/7n\ncfv23b+Yb7zgttrzaPki59KllsjaWMzhNK2pMpEWY2j599o/099K1tGIyi6Ml1WEdcy1qw8ILZb+\nhmRe6vsyzaQxjTlWBpk5YS0muDxyZbVb4bMi20aZ9mltqMweGWB9rZMdJEtsMMc35fgb/neteRxN\nILnk26SqbG6qQ1YsYM0WWHW1zMr4kTDHuqJyXib9oOj7wbmmoWnXLFuWvhpJ2RkZOoa+S4ykrF+R\nbBaJFYahUYoj5yCXfZvM6T1nO1n9QNuQ715Ntc++oeww97eNz/zxmfSv/5+99/2NLDvvOz9kFatY\nxarq4o9psjndHc6oR6MZj+TRyPEYGxser2EESpC1A+VFAiQybMAxHMP+CwzEfpMACwOBX+VVgLzZ\nTYBNgIUWioBkAckL/5Kt2EKk1fzq3uaY7GaTXWxWd1VXsaqryH1xzvee5546LLKl0bhHUw9A3OK5\nP89zz733+3zP86Of8Dku+j42zptBmEZApN4H2QkSxz1vtgqYO43rg0byr/7Vv+Lzn/88u7u7/Nqv\n/Rrg2ONut8vP/dzPnX+Gp5C5uTn4z6chP/A9XAT4PYLy93ElTUZ9XK1zTXvsEp7oFbO07JKdn7bB\nStLeuv9bIffEFBccqN0gvDyv4LIxrBHY7lVccu01oHlKqekd3ZsdKvN9CowoMs5NrfSGFR62lqFV\nDn2+5/vYIgzIe7iE44eEqPiOFHLH/8kDft/3dwX3eYpz2lqjQu4X2t7WXtf//q1RJK8HVdFZM3+X\nCAnGL/nTL55mqWbmCyOKC2NGTwqcDMrQLYa+qG/qXwsHlO4T/LXx27XxLOoj02/p4IDwVEsHcieJ\ndWAznjwxfVb+aHBjwVefW2ZyDKx6vUgXTQJAtq41Kd9U+dhaFv2h75v6rzEgHagd7fPI9F26kA7U\nfwjPgZ6FVPCeHQM2f7ZBEnOmz1kCedOmj90ywUBKsegwyaTLSFD/1Fe7lC7ua9+4QuU++UqNdgYk\nNpZk/D0y/y/gdLZCmIfXb6ufhTAengP+dG6i3PKHLR/l+/giMjc3x3/2v1MmhrRt8acwyLofBysW\nHKWmUxPAri8AZtsSH0YdRh/eiv0oXoqWEIZ5I9Fmt0sB+xgcpz72ti1OaWcvONX/aaDwPLAzJagx\nt6+AjHWTiAGQqRr3yK/bNueykS+x2KdvJVoCrHidZEApAYie2Hvuf/fN+afho4oBWw3d45SRpEFq\njaTYqIPpQYUpmQaYU+PgokFq09wd47ieePtUSsHH0RLyr1lJ7GphwPH+QX43CO+ImJqD/NjQrakb\nvS74fgtMG3uAJ74/Fx0HFohXH5N8b5/LHP/Df/gP+frXv86/+3f/jq985StsbGzwkz/5k9y5c+eH\n8zJ+/RS2fQyyZR41IOq+/V4Fjl4ib+rfMX/gboX9mEnEKo3IB6CJprJBbAvu3yZ5QLhOHiBDBo7n\nLz2mvtyhXur6S+5kfyUGOf+gXqlKe7NJa9P142Br3VXi2cbh/RQjmfkhA6116K+b/uP7Kz1cZpJB\ni0HiCnlAoGN4gKxRIjDUJA+MrC5sCrvagEqtR7XWozLvHosyAwqMKTBmTCFX1arzqE7/3nIwjvZ8\nF5q4Nt2qOg4cNYFWw7ub6ELu4JQnXeyTZ5Njlxz7SEoHq15vekN6/SwTMo9AKIgigwHyRkIdqDnd\nz5cHFBfGFIruTzIeFRiPCi7XZde/CY8IhsKeOZ/aakQgseF9kaNCMJmhoFeSjEXbf9t3a0hoexlJ\njbCLdCAfekybfR40HjKAbF5XxTGM/EN9rLcdk6n/BIJXfXd0vvv+/IeECpWnGr8rvt/6wiuLSRx7\ncJbILUk6lS6swUR4F9W5EBPxYchH/j6eyUxmMpNPoJwLjl955RVeeeUVXnjhBb74xS9y7949/uIv\n/oI33njjvF2/L3n9xW9yc+MGAN131sKHVRaUwOEaDiDc9x+r1gquMPw24QMmFukJ+XyvAkUm2Cw7\nuNhj376MAz4bOADo45K4atp9+c1Ss0O92aE2LzAcwHGTI5q0qdPJAiEEEDvUs3RBdxub7Lx6jZ2r\n1+i/vRys1Du4D7BNEbfqL/UQaF2Fji5OOtj2O8bgyJaEll4qTDLHDacSC/6bXg8CxHgdXHXbza86\nwwCgXupSpUeVXi6FTIkBZYa5EpI9KnQaddqNJgefdqD04K83YbvojIQ1QhH0tvlbNfo4bMBRw1/c\n+76x7nVwQB4cRv7E4NfJ0DBjQGPO/uGvSWNAOPqK+3/+0mOWn2vnjIISw2z2IBanEWcodKjTftBk\n2Gq4vtuZlD3c/dY1tP11tDGGEgRD4Q7uIPjfAsApI6FIMAwAnnfHmVvIlyIV4LWGkAxH6QOvBz8e\nqqV+Fjxk+z+ikAWaDCkxGJbod6uhgEJ7Lswe6ZkH91i3cIaJSri2F1zJ3tE6kyy62OQ4IA8mXZIE\njle8DtTBSgDE0oWeSRsr8UOUj/p9fBHRSBL3nmJsLKucOej4DYuGncrexomDPEkwRbm2aGmvbeTP\nUTePXiN2j7Lntaxryv1gWjBZLfrfbjetGApcnDmOgxRTU+fnBSxNYxGnFW5IMJfnxaOmnH00DnIm\neuQeUTG6WbigE2hqHEhyzKLvz0qKVU+1pdjUFHM8jeFNSeqep1wzLnrc+NrP65ckxTDbvqZS9On3\nBQs8nZVNPpZMJXY8REGaT8w5R6n3RbS0MnqcaDzjGs6VL37xiwBsbGzwD/7BP7jobk8tb/ENLlcd\nH/+9N15lt/kpqM2Fj889HLO2QWCVwAGGnRUPkvVB2/Z/D8j7VWqKPa6aJWBVCR99CwSvkgfHW1C6\n+ojVFcdQCfw6ANzLooBrdFimTZM2qxxmuQPrdCgwYkg5y6G4xya32eJW4wbvvvkyu1e23PluFp0O\n7hNe0nYKWiwjwJ0t6Htgw02vAwjgyLJnYksb5NjSlCuJZYzXjC42gKsjLm20WCsd5votY8BGxOp/\ngUVwkbh9KhzRzHJL3r2+yc71a+z99TXX/1RRFTsFLz3srsDRm75RjN82DiDZtHZx8J5xI5lrTLLB\nMTgWOMwBwlMuXd3P9FAzFYksQJYIKFqQ2KNCe2WZw5VV9rcu83DX35PduQCWBRKty4kMJXBAuSPW\n17pViEmOAbLW29kD71KkZ0B9bhJAotWF9ODHRe1qi9VqizUOs/sO5NyLxhRz0drDUpnhSinLEZsZ\nCvcaweUI8oaCdC/XiwlDYZ8wmyKQDPnYAonGg/TgB/9cxZ1njUlwbGdzPiL5qN7HM5nJTGbySZSn\nzlbxw5a/x1ezkoRrtPgfLx7xvaVXOal5E22JkPGhS8DBh7iP8i6w7T+KR2KBt3EfRctfqIKclpCx\nZLH7xDXCR1+AcAsqW0dsNu5mCdPXaNGknQOAIObYAeM1Wtn2TdrUxw48dQruGg64zG22eI9tNrnL\n966/CsC7ay/Tba65/gkYKcuBpqF1bdeA7QW4/Qp5cLRNAEd2+h0yd4I5D5hkDFjgZ6fN10z7xoDL\nm/tcZp81A/6btD1rHICRjIYKfep0ssASy6KrdOddrrDNC9y6/ilub2zx8KY/oXQQBzNakLitLr/k\ngziV71ruFjbnr2WRPWu4ShhbAofyp81Kt2LcbRzgXb26z+X5A1ZxoNAmWK/Qo8g4C6wRc24NBHAM\nqmYT9kvr3H3RBb/evXqFh9sbeTbZGgrWL7vl9bSz5TJMAO6e3yQw6TZoMdaB//0cYRzgl2KObS5v\nYyjUrroBul7d5wp3szEhXci1KAmOKft5hpAWq73S5GilycHVded2g+/bBnlDwc4oyD8f4J6Asp4F\nyyg/YjKVhjWavC5WCc9C5jZEAMc2IOcTJnpMUjy8pJH4nY0+y5xOSeW1YP0Pjyf3lf9pikWSn+KC\nZd2m+W6m/Hvt1zLFPMVMrO3XINE2LehoWmCiPd5F/UrPo+ri7ez54zRo5lwN/TYBeWL7rM+xvrz2\nsJaSktRjn+MEq25N+mnjoB+x0LEUYx2n9GXvcxwofta+0+5h8kKmtKVKKp933BRjLJnGHJ83RlIF\nnzQmEn7LoiYWjNOxZotS7wh7X7OxYWZmMn/xQn4bKyl/9Jxvsv+dm4U4o9/PHDj+hZ0/YvOao0BX\nOaRGh+p6n+/VHUjs1tbcB1HgWDflCu4juU5gOu8A7295cLBNeIKz1BfkXSsWAjsaTZPHrFjp6iMu\nN9zHX2B+nQPjOpF3JRBAXmc/qzCzdPfEkViPoVFwX/LnVw/59Avv8kJ5m8v+eAD1aod333iZveYW\n3PM+2QKHA/IBXWJ7m8DNdeOT2yAYCtrYpr8qToKdGBgZv+LShpsYW105ZJ19LnPAOvs5cJzShfQh\nZtm1u/VDSlnVqT02ucYO6+yzWjpk+9UtAG6vbnFyZynPHkMAiDZIsgncWoGjN8gHZN0h5IG2GQm8\nVMwxrIFkj71E5mO+/Jzr8+r8Iau0WE/oQmy5dS+Q/7WVMQV6VGnT5IDL3MWB453SNXY+fY27G5v0\ntz1IFDjUWNCswn1CkNy2v/+tzxFcBrYJDKrStdnZFdNHscKQuc8En2rfXgOap1TW2qxWHVp1xuAh\nm9zNzZhID+qr3EnkWjKgnOUN7VCn7Z2S1hqH7De8y83aZYa7jbyrhQ3as+2ruNu9t2X67q7EPQtx\nSkSJeV1bdy69G9ZwblfK0jGTmcxkJjP5kZBnDhzzf8CP/R1X4rP5pgMUZYYUqg5AvPfapzmsbcL9\nuckiEnH2CE17bjc8MJDvpdjTRPdt4JuOcckce80ByeZKmzX/8V/3oPsy+xlAFggEl4KnSs+xx+ND\nB4rBRf/exTFcsniWYOn9Ez7/ytus3jik6VIyZMxj9cUet5e2ADjZXwoGwjEB7ypwTODlpgeEe28Q\n2HKxZ8pa4AtEjDwgKOIsxBqBKcuyVIyoNDusNhygX6OVseKrOHDo2g9NIKJPOeSZZBkLWbLxRyfZ\nvTxdcvdpf2UnxzwKXFXWe+wsX3PuBu25wJZKB/EYqAPvLMCewCEEFtn6oNqUZUYqBKZ8nSwbx/yl\nx1TrferVAPIFCFcjXVh/c8uWn+WHPKBMhxqHrGUzDQKY9UaHndeuAXDYXIe9ohtDFhwLHKr/4DDh\n7ZcIRsK2X/GAMA5sajQC02DLoksXNaDm/O3nl3pU632a1cAQ6565WZNW9pzEgam2jO7AM8dKbyXv\n/TbNzDUJoLlyxF5zM/Rf16Y+y0hSu4Lm7qz4VHi6sRUmZ5Ugn+rRS4H883CFMHtwXgnkH2F5w5MR\nD/zYm5Y1AhKZI2z0/zQ/3ESmhQXDFC3EbGpKUmmdUr7BtXO2m+YTelFJFTcpRuuspDJNXNRf9qKS\nSCs2IQkdNsw99J8FnhiGNZXCSyy+zSAxtbT4FDY9NQ4aKX2lJJXmLXXPLyrTmOAfRJ6W/Zdc0B/4\n3GtMzbTEDLd9brw+V0LVdVY0JlKZVFLp7VI++lN8rhdMXzP/9ZRPvZW7iTaeRXD8X8mmQ59/fMhb\n//PXAZP3cR5uvTjmYHHdpT/TN21AyLEqJdrsTdvArqd9T1VS2DLIXlIFHipk7NB8OVQaqngALBCs\nj/caLcd4E4KxKt7NovFgmHfsP8TdHIvJ/ho4gOsPDyh94U/8ZYyzZWHd/d6pXKPfakJ3znXFFtpQ\nEKMqeEn2XiI/dW6B0SNcmWYc0LJ5fPHHXIZKs0Oz0c6Ae80DXQHAZcOWWvYYgqFQp0O916Wsqe+H\n/m8Mc/5Wb6w+ZPn6Q6rVPhXDNhYYUS4N2XlxSGt/lZPFpXDNNXO/IOQalh52XvIrFIhnmUOT3q+9\nks+zrP7XobTmtm+uBBca6z5RNW41CsrU2LAuJjZzh/sL43BMkSGlCdcM57c8oDTvdFG6PmS/fJmT\nypIDhALCbUIKtTgf9a2rLmd1dmPFokMwlPzvTmWyRLrcKdYG1Hy6wvLigMp8PxeIml0rw5yONCbE\noOcC8jx7bKuNdagnZyDK88Os/4DTwSKTLh+2KEsF2PZjv3OD4EZh+w8hdYaXY8LzIEK5jAlQ/OGm\ncJvJTGYyk5l8dPLMgeNHfwgNJRp4Bza++5B//Pf+T16+8S4AX+fn+CY/yfc2X2Vn7RoP73kap10M\nZLBwn3wCNRWq6dA7DbjXgFNwgMgUA2hFniwqblED2nCyVvZbVhlSZkA5y1sMAQhbUFMZ9CgPTlxy\n9i55S0nFE/RtFljeAd6HjbcdHfO//J3/yqdeuMU3eZP/zhcA+B+Nz7LdeIGDB5dddH93ThcRrrlO\nyMG74Y7JrS042vKN2wRD4U7Qxc2tUNpa4ln18Voh8xaFEGzmmNBBBmJLDAIQli78TEC116f8kMCY\nP/Z/jwjW3Q6Ub8OPXbvF1ku3uVZ2iTavscN32ONdPs2t9RvsLztw9PDemhsHRfLgWFPizxGSWNza\ngqPncT64YtEfkGU36dyAv/DGlCURF2HYDOasQF9wDwkgfuQhr6TAmCr9vHvBYEBxfELpGOYiC/+0\nAL2lfS6XHeO6yV3nlsPdjIVdpcX2+gvcXb7imPT7c+FeWaCI0cFzOL/8PT0QuwQ/5B7BLxto3YBv\nNyaLxS0CzQKFoltRmw+Bl2XjlDj0LhI9KrlSqCUGboZlnGdsh4W8W0WPagaQD1nlsr9XB6xnTHpz\n3enz7vIVNwb2ivnqjNKDTTcHzi9/5yUYKcsN5DNamISee6/k+6/jLrv/55d6fGJr073mFiupaPYU\n2xX72qaY2/MY2Wm5fy/KsKWYqNQ1pXyDp/kLp9jXFNv1tL6pVmKGOXWMVAGNs9afdXz7O5WrOc4V\nDHgvMBa6oSnJ6qd8aKeNjYuOgxQjn/LDjvWfur+pPNZ2u4tmHHnaCpoXZe5/2HIeCx6z7qny3KmM\nF+ex+tPGxrSMLlamFQqybR8X5rhSJgzqfVw1nu/Aq5tvu6bqOoesug9mqU6/5himYbfhBr5SmUpU\n0tZGlMsd4wgckrZFIIpwuJCvSCsmchFYcipr15q0V5o0adP28+xHhikdUKJigZG9LjUv4QbT4+ia\n7dSDQPNt2Nq8zUH5Mgc+1VaLVbrU6dRqDLtVsts5Js92ChzJf1RFBsH7Ywv9jcwJK7Cznq945nUw\nrDRoLw6pVh0bLA69RsfDIwds6oY7rGaVn4qgSk9F8h+UAZMv8ZHTx9KDE9avOEB4yF0OWfXaXqZT\n8pkNygNOJqIs/HlsTmLwgVsqBWwTzMit4MDnDgZu+ZR2GSPvFNJebFJacSaSgF/V+9AOTXAZOAZU\nMw3ysS0wolAcUxyH6lbZZeBqbZQHJ1TL+cBOBXe6bgQddJbqnLSXkscC3Di2qcfkjtJfJ1cJMdPH\nA+COS4+37ZssK1su0ik73ZfXhxQZU2aQGYsjrwsBXD0nVfoZR1wsjLMqX4XRyGnGfEhGFDKdOv1V\nfVd6E4ZXvVSnU65zUinmx5ZEhq51EengDWK9yfUsaBxoVmEX9q7mcztLD4twshgX2vkEiSZjphWf\nsBKDkvOAxTT5fgKLpp1rWiDUedcZ7/uDTK+f14cpadWSx7goEE61xf1JgSMLii5ahORpzzVNd+cB\noIu4FqTueQowTwNs9nfqeCn5sFFY7Ib0YR9/WiEbu24QLe01XdTlJaXXp32GprkjAfzx+ad+JmRh\nM2p4CNyFsi9ZeeO1m9xlkxartFmm23Qf58N2HZhznbd+yKkq0fpwzuHZY4kHCKd1uGeCcYrmzw+G\nYb3Bfu0y1VJwq9CHuuKnf8seBJbLQ8qDPsWxOQ7+WJdwN8reeIH3RXJRs0sHJ1y5dpdrvlTRPusc\nssZRqelAgQ5yHP3pGMrapj/weYEVkOX9jv3RYQHeMUVAzEx8t7jG/g134EJp7NhgzwpXvD4sCCoT\nMjQUGFEojymMhhTjwVogPGijcD6OyfQscLhKiyaXqXvaol1p0mfJ7SfWQuWZrbEAwVg6WiFfHc0a\nCZ5BParAdxaCW4K/piENDl4iVxdCQXalDCK7N0PZ/6/12faFMYXCiELxJHuXeu6X00K+fKiOG2dC\nkctBuTKkX1wKutP9j5NLFgkgGaCvtIaRvzF9r4dd2PEsumYl/DN0suDO1wJY1/0NLkDFTBeD8Dww\nyPlZ1wvKYhH6GeuzkB0r6FMAObQNgg6KTEafxyxbATfs5/CuVjAZnCgr8gFQhe2VMDNVxrwbdNdm\nMpOZzGQmH3d55sAxL5BPhSOw6Knvay/u8kL1Ngdc5pA12vPuC99p1hneb+TBcdfvK/cAgYQiUYpX\nW1a6D/TCx3LPJpohZ9k+XFxn/8X+RCYGgUEbeFVYGlPFg0HLRMRlMsvmmiFviT12QW6aWt60DOpy\nk4eHBhgpi0PH6EPdFIOWSZU8e47/f9cZD2/HFQZ9/4suhUHxxpjC/CgDMRbAWPeL3O6FMYXyiMLI\nTUZn0KJAfjqkSAbIBJpccOOR9+8+5NDPkx/WVukXl/P32upBuHdCBzEwkpGgafUitF6C/5eJ1MAp\ngJzyIy6a/y34KzD2xkCPYtHpouCvcVyEQbmUsdJy0Sh7dxUIDGqVHqXFAX17X/UsaCaiS95VRuMw\nA4fqf8ykH4SO31oPPtzuogA4ebKUAeRYDyU/DqyBZEX9qhRCsGJOP+RBt/6XTnXcEkOng/itJuNI\nxoLwvzXIRjZIT1agtax9ifVRJfgsF8kZjJ9YWY3+P4/1jPX1tFPOP4icd68uyvY+LRObklQRkovK\nNB0/bSDetJRfKUn1z7LqFz3eh6HDaedMScqt4qLn/zDGRkq+n8DJD/N438/4i0XfndgNM277MGSa\ne8158hTX8uy91l8iT8MLHPoPfHkfrr2wwz7rnj124Li90mRvueF8dqWAbvR3bhSvmEP99hvv5ZCP\nkwpQm2NvcZPqpphSxxiLNcx92AtjCuUjioOT/NRRnM9zEfcBj/NiKsJ70GPNR7EJHLdYpV1q8rDp\n0yi0yqH/j5lkUXVuLUeKWiyafhtdSF8pkAwcFjcpvDjODIJSxhAOJwBhDjiWxxS9z2kJD5AngLvT\nwWgpgCj57irILctgMN/m6FKTk9ZS3u9MenhMHhiJ9cuAkWVPR2ZjDw73tpJPTAaQAVZsH0cZOA66\nyBsLGeArE9wLCiOK4xNGhXnGhVAcxPq2a78yw5AWr9TlYc0PnMWPJ4etAAAgAElEQVRywHfqhk1/\naEFyBg71Z5+BJzjQ7Dt+WoH3G0k9nLDEwbiY+RxaY6nMIHtW4zFh3TDGFCbAsx0zxWwcjQxDb5jj\n0tCVqV4s5j9SFhxb42viXSA/Ko0Bayg8Avahs+WatpkMeJ3JTGYyk5l87OXZe61vkgexYlfV9gCu\nbN5lq7xNmyYdQiWtztU63dZayG8KIb2X/nTcJ3hQEFcJi4GRBwh764HFhJAmbanMftPRZZVqYPFs\nYFKWlaA8olx+GEoiWiPA+i6lfNs8i14cn2Q+lpfZ5wqrHHk9dDZ9IZHW9aCDPvk8wBYcgE9zbIGR\n9TvVtLr0VoSbjQkXExbnOFhcp7QZvG3V71IWthhYQ4GlASVKBXcxJU7y7ium/6dlGJTnJwIfa3RY\nxeVYBj8G1uscHC4Fv1ABRIHkGBhl/YcAjnX/LUh8QOaHfQZABjh8ZUy5MdnvjnGzSKVykwFllM24\nGPhmIONKtR+ErCkqUd5uOgDabZbdGKjkDpl3tZnIxF7FDewn0U72edh3z8zNSryzlzKtgqMSS+vS\ngXJQGIY3UUI8HCHfLiMjNrykY2X/qPjQv1Ktx7DWCH2P2XQTf8sTIuZEVLA1EjA7eIAMrsjQNufX\nzv2kSKpIQMpP8KKFLmI5j+GalmrqB2H4zkurFrdNY04TKc0u7F/8UcjTssiSabqH8D4+b7tp8rTX\ndtFz/SA+rKnrSF1T6r5/GPLDGhvf73HP0+/T+mNfVJ42zuDD3fQjkkvR/wKLUuax8729dm2HDrUs\n5VOfKr1qhe9u1aHt384CiGPc4EwFCgD53LcChfYL6oHRbiOfLs0HNnWX/bT+p10aK6WpEqNVsh/y\npT6NgQ/AUiCe9YdUn8VIWYf3sptyV0niNQ65xg5974WaVRXbqtPvLrv+2xofMhRs9zJpMAkGYhZ9\n3+WI3V7IB/otArUyh7VV6o2Qtk05jS2ocRksqhm4GRfdscfFocvmYcUD4+EiDMvljEGVTut0WKNF\nx1+IC/yq0blap9/2LLqKQkDS5smLDcyy+Y+1g59a3/bbiOWukAGCfmWZ1mcGlErDrP/gqr/1qVBm\nQA+x5QEsl01Z6azM8mhEoRCY1AxE+8A3bav0eR3qWQGO3nrFBed1Tf+lPhkLEy9xFQiRWB90+zwc\nQv+qA4axP/qiT6kGtOtNqlU3m5IH+QX6VDODwbqeiBmWUaH2MkOG3q/dXVndVF+0/tc1+ittDrpV\naMpBnpDaLn7jTehAwNj2V0rTwyQf9Qq0GjPXipnMZCYz+RGTZ++VPiIPCI3PKeA+Zg9hc+mQ4cqt\nrFiAouL7m1VutX/MbavSuvfNsbXMfRQb0QYLTBYF6Du/TB2riUu3puIgwOHaKs2VNi3WfF5j+SL3\nMza5UuhT9W4RxaI/pQXuAsVa2mTkRf0c+ktos84BgZ/zlcYaJb679TlnJByZ/oslG5MHhnO46XJW\nCTSYfG9jFvGBY8x2yRfaWIV+c5nDV0P2gJChoW+C9Kr0/P9DSowLkXkfgfa5xAgVSFRaNKU1Gwpy\nN8rc/JTTxUl3KZQUtseSHnJSiX4LBFk2/ZEL2AS4sxAyWMj9pw4Pm2vUr3ez/LzudEXPf4aKcCGj\nRTXHuI8LBQoj51oxHruAPSBzW7HGhnIp92lnoY8Aw/Uye4NrcFycrCB4JtMpYCjRc2CdtSEzFDor\n+NjQZOq4brNJ57obD6MIHOtPBoP6J3ek4D4RXDOqRnd1OvSp+L47o7BHlaYvINJbq9I99g+mZg30\np3eJfKcLtnvKfy09xKHf9rf30b6/kCx3/CzLr/7qr/LVr36Vy5cv853vfGdi/Te+8Q1+8Rd/kRdf\nfBGAL33pS/zO7/xO+mDKVZ5KdZViiqYl80+p+6IyjaW+QAGBnKRKCaeuaVpGhvOi5KdlVZjGTKfk\nPMZuWr8vWnBk2vnPS3MnsTE00+7XNEb4vLExrUBLalbjorrRec8r1Z0opTzRn+9ntuCiMxgXkR+E\nrb/oceNnD9JjY9o4SMnTFrk5j7m+wG4/VDk+PuZnf/ZnGQwGDIdDfvEXf5F//a//9eSGcS1zTbOr\nMyO3zdwBbC7uMaiGYKWsgMCr7mO5137BgYH7hLRVOoYUm8tYoVLCcdR+4vrauI/CPbLSusNWg8OV\n1VwGAVDu20GoDrfkAFOjPAzXE1dJGpmldOGlNHBPZ73cYZ39HNhwuigy3CzzXvdzeea07q97wjiQ\nxMDI+l7qwkz/7/nfuzgD4Tlora5meWelhx6VLAWXgHGVKlX6IQVase+ObtPQ+WssFWBQDiBRKcOq\n9DLvVbe58WZdd223brzq8j8LIGscaDwl2WONAekjHg/eP6fvwaHSxLlOQ7PIYdOx6JrZqNPxkK+Y\nXW+AuSVsGWUblFYeDLN7Py4UMxCtsdWjQpMjhpRywHtMgfH1AgfH18PYsu5FtdCNMLtg8xdqqTEQ\np7zouXWHlaA2pTnTjMKlIu1mk2ajnYF2KzIWVCFvQIkeFUreDQncs6OguzHFLPi17nlnmxM5OG+U\nGVRLjDecnvvHy/nsLTIWOgR/9OxFq3suOtgaRvFzMHIHGa3kXbk+BvIrv/Ir/NZv/RZf/vKXz9zm\nZ3/2Z/nKV77yEV7VTGYyk5k8G/KRgePFxUW+/vWvU61WGY1G/PRP/zR/9Ed/xE//9E/nN9whELkD\n3Cy3YU2z79VDKL8Pn2l8AMDm9T2uFXa4xk6W6uyb/9Ob/Perb7rp1QUmg7TGRKncxBrZqeUIPQlo\ntP21FvKbHoyuM/5MgeF8KQMqA5PQbECZYcGBgWvXdlgW6IqLYRTJA0Xf98IIylm5gR6l4pBaocNl\n9tn0KT2kg81P3+VbV3+C7ppn0JS+bUB+tjinA+tiohzIFiBAVjlt2+zmAf7J8RLvvfaqO831UgbY\nJXHWgUyqsDZ66LJ5WDeQEcyNoM4wc7kZF4rZsSxQrHsfZFsk48qLd3l761UON56fLPMr/QosZXqI\nx4F0EPti+KIx3zXHaAMd6HeXeffHSxlI1/XaTBNDhvS9i8mETsou+LI4PnEAGRj7vNJxxgu5Hdic\nvy7V3SE7nz5ke2PLXe36ssvz3ATeJTxTMnL6tu8QxoKN6rPOyo+CznYqbhNrgHSh/3iZW68XskBF\ncO4kmkmQH7U7fTVrG2aMeyH39MgFo5BB6+BiUvHFaOSDXW+4Yxx8bp2DtXVoln01O399qqZYJrCf\nbfwsSgX3wMTgOOV69Ag6UVabZ1x+5md+hu3t7anbnJ5esOqfZg+kAusaN0q0SS7K5j4tezWNpU4x\nVuedM1VydhqLN61Erm1LFSmYVrggdf5p7Pt5BTSmTYqcx5jGkiqaYlli3X97Lltq+Cy56LWl5Dw/\n92lFJaadPyUpNnmQWG+/bbGc169U/y9ybVZ+WL7303yJU4VULnq9qUI202ZcLirPEnMMUK36gh3D\nIePxmJWVRPYDuRlAKAphlSB3g2J+28aDIZefO+AFbmdR8S1W2b++zu6NG7BHcC9okWeSp8oZc9DH\nBPZ4z7c1gToc1tapXA8p3mxuWhuoV6VH6fJdlgYnZz9IiXQ/4+iuFclXXtvkri+60KRdbfLtz3ha\n814xuJqo/+fqIdV/fwFiHls49jhjDt36g+Y61Ua+9HPZ+Nn2fGYP1z6g2BjTpBsGpfTgGwojD4wK\nYUBYoFilz9AzigrS61GhPd/k6FM+i4UYvkMyIDvhVpvUgU2SbQFT0RUTEcAUi1yHk9oSd+sudUO9\n2snufxgXA0rerSJlNIzKBQecx5NPvkBiyYPBAeVsnAEMfYBejwq9hgO5H1yrwsNyALCWQVU+5KQO\n7BhIGErSy+FCwJTSRQ2GzQYHzctU54MRoxLbzpdYRVHSb7gqIWOHFeXWFjuvoiCOTa5mZaz7VOk1\nq3TXysG1BIKbRZ98PEI2SWD7nZrOiVPe/ejI3Nwcf/Inf8KP//iP8/zzz/P7v//7vPrqq+mNVWFK\n48nO/qXAXgyUz3NJmeZqkZoynTa1e9GCI6PEdilJAVuJHc7dxDapioKpYO2LgIHzipZctGrftOpy\n0yoQ2uOmqqX9IGnrvl+x1zk5cTWpp/PGYZzpCVwdhvhc0+7hRQ2nlOvARUFhfH/OA8TTnoNpxz3v\nXNJnCtukAhhTBvTTynmg+1kNyDs5OeGNN97g1q1b/MZv/Eb6ZbtEGKzW2tOV1sinTzI9qNJjlcMc\ng7rFbQ4+c5nhTiNUxd0nmgaN2aAp4eciU5Q/tk1Ihyv/08Uiu8VrFDYDyyXWK19eeUipPKS4eRCe\n3TLugRsT/CGli2LIfQv4NF/BrUDHdQxqi03uss9l7l53+jjYuh5cINR/G7CX08PCGb+NaL82zkBQ\nuWrPCPTLy9z9/IByaWACrQa5YhiWCQSgAfWi+5KopPJpIQTlATmgFIMm6VdBi8qFvL5+wN7VFwKI\ntUZCqqRlUs74ip4uBMNrkVz57m7NsfY7n+tlvrO6TyqEYVO+hX4VPHQeUioMs7bxGUBRxwhBoIMs\nTFNscq3ZcQDRu8Dk2FIVnplqIMR6sHmA+04Pe+Q/Nt5gOlx8ntKrIcOGDS6M++2Wxex/55bTz42X\nIeVsW2soKPC1YozQCj2q1R7d2sgZbnKBkQuI3I10zTkjQf2e8L/x656cse7jLW+88QY7OztUq1W+\n9rWv8Uu/9Eu89957f9OXNZOZzGQmH4l8pOB4fn6eb3/72zx8+JC/+3f/Lt/4xjd466238hvZCnlK\n42aLZSz5P3/lpx48Dhfdh7TAOAMDax4oX1m5ywdbpgTuLu4jXgBGtgqWpEieKUyAQ7lmtEiXvCyW\n2Slcc/+vgy1YEOdqpQqr1xxaXSqfuP4NyPtaX3KZG3pLJXoFxwQKIAheWX9TVRBbpp0VDTm4eg2u\nzrn+CyQu4kmvhMvAmWH4Qg5eLx2jJnvNRXi4sMHt11wVPdfnRI5fL2OKDCjT8zMM1Wov20Y+5e7K\nQumLIaFIhvxN3anzeYDrdNhbG8Ga749KKNc4gz1XdoJpYpCk0sHd8/1XsJc/3UHxOoVXz3ApQe4F\nxawf8tMuMcAGp+leWxcEu28szjDzwXvVHl1b/tm6FyiTw0TVSEnscxyLZ05HxghV6XZffn1vcctd\n04uhgp7rQ/AZL3kmWQZEjwplhp4PzrufaEzEfbcFQnSeAmMojqFcDEPaGjI27dtUIyHWyRPz+0dH\n6vV69vuLX/wi/+Jf/AsePHiQnO373dv+xyK8VYW37MppLGaqSEBMjMBkZUMrKReK1LmWEutSpX+n\nBVjZfS07Hktq6lzneHzOdtPY5Kd1J0j11bKjKVeDaf1PMZzxOc+7Nnu/UteUuidPKykXmngc2N+p\nsZE6fyrb1dOyrin2N8WmXnQGYRqbn5JpsyupWZiUPK17SWr71Dg4TqxPXWdq3XG07iwpwjfeh298\ncM52/GBD8PuWS5cu8ff//t/nW9/61gQ4/t1vkn2c3/osvPUSLomCfyefXoLOpRLDggNEIRir6EFT\nJfvYunRfXZZp88GVEVzx3V3FsUUZa9rzZ7dTo/paVglR/AYsnRKmyiTWBWQEJyP31H0wfmGiMIKu\nLwMIZXfNzWttqqt9yv4lacF/r1qhQ50eeXA88nBA4LhHNQOMdqq91OwwbDYcKNQLoYbLaJH1P2aP\nzwLIll6rhGPEm47gIRvcfM2rqGR9cPNPjbJNqH9ywbDrgYwfVIaSAI7LmeOCDfIaeaNpvjzgxLt8\nZOAwld4rmaEh1W9ta/7vVxw4TKhtjxcYv5p/esUEu4A9jduBT0uXB4TSl/XTVX+HmU6UvaWcHTsD\nnyf+3DJg7IdIlzUBjGNQbH1vz0j91/fOp7vm2EVQieVdPgUv6qghkHRIiQp9hpRMn8coT3ic9k3j\nvm+eB+nU5sS253j6aV3b/9jv+P8B/vhpD/ixkP39fS5fvszc3Bx//ud/zunpadoNDvjdlK/xTGYy\nk5k8g/LWS/DW6+H/3/u/0tt9ZOC41WpRLBZpNpv0+33+23/7b/zLf/kvJ7b73d9jsjjGJRj4F+9R\n9VLmvWszNDjmtOw5Qsd6OCZ5RIU+tbV2CExTUNIS0Ld+BTYrgQ1Kiv/8+lMca2otJP0pMh7guMwH\noxtwPQ+ObeUvC3aq1R6lasjzCmQMqfoe2gJ7LEDYo0KbJn3PrEpKi0OGNafPbGq5jGEL48ArSLPo\nC9E2T5xejhZC/7XaV2J7eOxSetx8vQjV9PT5IPPCdffPsqbucCYbRxamVcrapRv5W6tNQDonAsXW\ndSXrS5+8LqbJEyYYxL6fpYhx9MgHbL7m+zFfyECsSoQA3iVgmBsrkDcmrN5kJAgogzI/VDM9AQyO\ny3lW9FygmMpSYfsct0XSaQSAnCPh59jlU4xfdP0XC77KYZYj3OY5thUHLYsedJE3FASac8VTTgpw\nXIqeS0LVSDuUs67YPvaZ7PffBl43///BpA6eUfkn/+Sf8Id/+Ie0Wi2uXbvG7/3e7/Hkiev4r//6\nr/Of/tN/4t/+239LsVikWq3yH//jfzz/oBcdV3GxEMvmTWMOz2ubdrxaYt1Fi5EMoiUEX9NLibYU\nI/qQi0mKbdP1XZQ5lqT8Sr+fQKhYP+fdh2nrU9tNY7in+UWfJdNSiNn7FTPHqTRzVlKBdrqvNh5X\n5zg0bTq2amql9DBtNiJ1HWfJh+nXfd69jgPyUttdlKWexuqfdY74OlJ9Py9I8Az5yMDx3t4ev/zL\nv8zJyQknJyf8s3/2z/j5n//5ie0evVTKovPB+df2CpVQ4MKD357PZ6oPoEBij2ooKe0BIkB5cUBX\ngHCNwB63IKihz2Ru3wW/oQok2GwOnk0WhtKHV1XpuqZ9VOQDblC8HgCPctZC+MBrSrmUtYep9uBR\nGZhSm8JO7X0PEFus5pjm8agQgIq6IT/pPuQDi8SQWVSjNGcxLSoDo5LPYmH14QFJd7TGu68XGDUm\n33oycNT3FDCWTmz6OoE/gUQLjlVFsUeVk8fVAIx0iyc8J9RvC4zP3DjaT9uOXJq3bcLDqhzTIzgc\nPe/2eK3AsFTK+pCltYvcKdJnm9RHj/Cc9E2JDBmLvU4ljEv5GEMAiVmX40opca5r088J6eTbj87I\n4jCaY2/0AsMbJYbzyupSpskRVfrJMQDnueUUMgMyTvE3GhXgeC6fyk3BeLYtS+sWFwPqkWePtY3V\nycdH/sN/+A9T1//mb/4mv/mbv/kRXc1MZjKTmTxb8pGB489+9rP85V/+5bnb7RSuUaiGj43AoAXH\nYSo5MIJZjmPDnrVZpk3TsYujQrAklVGgiQ8+t6CnT/gQ4jd4RCgtrI+90jzJ5QIXkHSEwwePCR9c\nfYBHRW7xMoXrARzH7OCActZuP/DSg+2zwKQFyEBmILRp0mItA0f9bjVcsu68qrz1Y2rhEZNmYd/0\n1wJkO83eh773V7y9EPLqDsIh+sfLvPcTLzNeCcNPU99Dzxy6s4apcwEfyLOmdin9WHB85PXQftSE\n9lw+atzOkGdi+pEEhfEjEwPmYjjwaAW2F8LuY3Is5cPjDd59rcygUc7l623SpkIv67/EGgUpsWOg\nQz0DyP0Td9yTx9V8MQxrvGU40BoGKUCobSANCq1+PE1yFkB+AofHzzO44Wc8qlVWqWcAGdJsuRW7\nXvqSe411sxgel8OMjrrXYTJzR9/qwM4kWZeK8wyET5is+mXKvUKeGJdN23rUZrcvR0uYzjqmfI4N\nK+Q92+gt+XdjIeRyj98jVlIzNtVxMJjrDx2BM2fZPrGCYhMPE+tWEm2WVdY+9rhaPy01WEpSOvxB\nMlhM8yE9j8HXGFm5YNtFM0ikJMUcJzJoPO3YsLnXJdWeGxNlew+n3f/D6H+7vT3G42hpf9txoPdW\nyl+ZxLppzO15GSymocVpqfLsfZD+7SchNQ60nR1DF0n9eB5znIpLOEP+RnyOp8m3+EL2W9PnPeMe\nYKeKtQ7yrGEvA9I1B5B7Tbr3VsNAWsS5VmzhPpA39bZ+gHMYtSNXRRAekAPCNHB307LJnlUdAXsL\nsOdB4l8twDXgZeBvF3nvpz4HwM03P8Wr69/jZd7LcjOv0sqAgZhwyAehxZXGgLPB8XCVh7u+f7s+\nGM8GoFXwfseWTsb32QJkiaWeLYu+YNbpDbDg8gC3VuDbHiRuAZ+F4esN3v6Jz/PuFz4NwI31W2yx\nzTr7WUq6EoPcGEj5WrsryjPMfcOWtljl4NE6/ZvLjslVTtYdXIaJx0QpmMSe2/LRcb1tPTa2z7ZN\n2zzwOXOBnRXYacB3gL/wm7wC/deXefu1Zd5+7VWubrqL2+RubhxIrI91XFRDbgdxloc2y3Tafhze\nnwtZOu4RMpZkv31p6Bx6jP1sY9ZUkgpgNc/O0UoAydvAO7ix8CnovuTcnd67sQY3Rqxe3ac5HwrJ\nWNejeNZkRCHnamH1YA2FQb8UumFziqtIUOZ3/8hdbzb2p/kcn6WLmcxkJjOZycdZnjlwvMdmZqEJ\nBNjpYutCEAehOXBcy4BRe9ikc1Tn5OFSPrfvMa7niwSPCXBT4TRwudls+TCBP5vZQoBpREjsWiHv\no6jyww0HjiKceVJc4r2fepniSvA5HlLKAIEFx3KP6FPN3AgmmdOQzaFD3QHje2twb07KDbl944jb\nrIS0HRJizlL+xxYcy0AQa1qM9u/DyAOjmyshcNEELb73Ey8z3izkDB5VR7M+tdKFqspBsOilszGF\nbAx0T+r02/WQ39Za5LG/aSYxRRIH6Fkd2YBN7ZN6rPbdutZKPjo5808vs/vapwAYvljyle/aOd9b\n63NuZ0xc35UWLp/dozOsMexWJ8/3hLxbRdZP61rzJNGm9tjVZFp2EwjPAgEk6/GxUeDHRQ67z9PZ\ncPevuRJYdNvfISUGw5JjhI2UFgcUi2MK8+MsAHFwXOZkUE5j2Iky4o8IhlFsFMXg+OPrVvGhymf8\nUmzPqll3OVpCyEiUYI5H/vegPJ+1jYvetawQ4gbsjJpExrO+Fa6teuY6G8MQi52RyLK9FAJjWFnx\nlRpXQqaj+jWfPnLsPjSNByZuROk+Le9y4JcphjHFRKZYxGlsrpUU65Zqe9osBSmGMeUvmmIHL0fr\n7HrvIz4yj3ec3x9gVJifaFPKTxnSEO57h5CFxZJokB9LNpZJondQxTLHVT8OqmEcNK8Ew16yfN+/\nP3WvL3rPHyXa7DhIZbWIs4ucNzamzcJMKzJjf6eOYYP+JanZpWkzCPbd4G+PfTdME703xoVwUZZc\nCXJASp45cLzDtSyNky0PG15yVcMPFUx0vvE3feSDsVp+Kr3FZPJ/YRhb+re/jnuLHRJG7BNCaosi\neTZxnzxQaJAHkLZQQg/2ruY7W4QhDb73U68yWFEwXZU1WlmhCE21B1/rwKDGL3UbmNQZ1njYWoZW\nMTCEDwlGQlz/fRGXaSEbvQ98Px6YPlum1JZXfkKeQbciYGUA1+31fOAeAGVuvf4yg+vlXMlluVhY\nNlh60Diw4Fh6GJ541rBdh3bR3XPrW2p9oSdAk/RqQVCqpLjVgzoTGwkWUB+6Y3X8W+CdhTwh2XdG\nzEH3Or0bVVarLV8oY+A1WcjAcW/oP/bdKqMn7r6XK0MKxfy8kvMzLoY+63xRZpV8P61RoPtndWEB\noh0bsY/6lLfyUWNyaMhXvwPDthuHBxt1Ss0OlZqvqDfyQOnYA+NuOXeaPsDiKRR96jaAUcHpQEWF\nJDZLR+6a7YWlAhHttjPXCn7KL/Uhs0BYv02Kzkeb7tk8LLgvYDt7AQfw0jMg1rpNSWzmGsnTAqDY\nTcuKLeGu75GdThdAsgBIM171gk8l+lxAQKv+d9NM260/cm1FC5T0nbYgOuVqEU+7R4G/E5ICsfE6\nuFi1tIsGU1kAlDCSHl92IKddXs7aNBZ0D20g9bT7Zd0fbOyNpJcYG5m7oSk/nzqeJOVWMW0cLJt7\n3XyunV+adasDn8b1wUnWlt1zC5gfJdpS7hcxYL7o6+k8F4pprhMptx2B4lSwojGIRn5MtBsBRcfj\nAMI9tG6lkpQbTMrA0fNv3y/wv5OSZw4c32Yrs9TFflnmOJWlwm1bpH9SodetOlAMbhp5n0m/Qvlb\njsjnUC4Co6vky6bZj3+cqUHuFpg2W3JWYj60e1uh2R9qOGrw9uufdf277jJNWPYYAjjuUM98SEej\nAuNRkUIxf77hcdn5F7fKecbcFr3Qs5yr+mNLJq8YPcT9iZkzAQTtGzOsMdv2BHYiQ2EE9Ivsdm/Q\nueEekrXSYfbSGUVscK9b9T7U5iVWHDPvq+ediGboljPAlWPMFYQmoJiT+F4LBKfAkICxnWJPGQkQ\ngtWU8mwd3l4I7Kl5qXW7a3SvNqmttalWw8t4fFJwfZerRLeYAfz+wlL+I1hkMgAtlaN0Qp4kflsw\nnHLWFnNcMeuqTJVOw+0Wl07vEj4A7TmGqw2Gyw1YNHo/Loa+xQx4cQ4Wi1A0r7cR6f4rH3VOdI/P\nYolTAHkmM5nJTGbyoyLPHDj+Hq/mfC0z9tgDwsFxmeGxLzdrWLLxqMDoScEFHd33bgSHBP/KI/Kl\nG/U3JmCZJm7am+cJoFgmXOxbukLwTYw/oLF7gj603m9ZDLLFjj4g7oP2Zzi8sUaz2qZKL+cy0RnW\n6HerDAWMjufCKeLTqbz1EYE5PiIYClYXOU8AWWoNnJmfAko6if6PMhTEPtjZ9trWiwXImuZ/DA9b\nLu3bw601amttyosOPfW8e0C/W4V2OR/oB1AsckI5D3Ys2LJBkmKOx0S5fYUqrdtInMLLAuF+tG2d\n88GSAVqjdXinkg8U0yxHq0j36hrdpr9AjffjYuiHjD7dDuv6q3t6bLaVziaYeyuxq8QoWmf1kBoT\n1jgoRn8QxssIRnXYWQinE+CVQXcEXMFlmKkV88/MMZOzAdYui9myGEzH3c02tg3TgHDK//gTKH/H\nLz0D9HgzTHselF28w11DHe/7DQ98ZN55zHHsQmTbejl2MJHBOacAACAASURBVMyySbpmtmniuCdR\nekcjpfngEqHZK/tdktGeZI5926opw7rmvyOrZj59teHWrzfCtO7qC63c9gDNR26A5xjmmDG8aPGF\nD0NSKdIsc+zZQTHDAIdlF1ewb6hj3f+WoRFjxtCyvynmeNqsQs+8hzrROIAwNjQm7DGmzSZYtwqV\nqM+PgyO/DOywWGS12XHQLLu2tSthvMg1wx4jG1+PwjgsTnO5SRWPSZEj5wWxZSeLlnY7kb6WOZaL\nlJlBaFUnZ4sO/f234+AQN15STH94H0zerxRznHpH9D+OzPEH3/sM1PxTnYGBEnQ9EBSggVCJDMIM\ntkAhOFB4nxCEZD+iYgztYFnA+96uk59CTxUHsR9Qyx5DcDGIMxk8IbgrADvroVnX8RC699bobqxB\nczQ5NaxMGOpHCgxonUCG9NGO/iCksxqp77rmBpOscZzBwbLrmvORiwVMZ1ABFoIOxJ52CKWY94p0\nr6y5FHzWQ6GPA7sCOvFHIDYUrB5s2j3L1uZEDGg9sc4q+iy3A8ug26BFzDbm9+k63G7kp8PaBMNu\nw499gUONcwjg2LpMqAvx093FgU3d86TYnc6qEmkRKub3Wf7WZ8kTXEYMr69WIwTJ2TG7j8twsEx4\nCRcIz2/MjMcTF7pl8fshqYMF8vc4VT76EwyEZzKTmczkEyDPHDjmj4BL/rIqfmkBsWU6iwRLxcZD\nWVbtIQFotKNjSPSRlA9yp0LwDpfrRMwGil20TGHKzULbWgZVQLICux4YqH9tPCDyeqibW/Q0TJkF\nAjJIU+BYxxjhy2nrZOqX9bPskE9zZ90O5HqQkhRSi3S1tx6IWGvciDUsm9NZPdhpeYvNYoZRpb5j\noyAHjkW9phjQs8SyyOrXWSIXjBhce4C9tx76p3vUwo0FcDMbKl6i08pFSDqxrFGscmso2DzH2T23\nYFjXG4tlle166SzFmi9ES6sjO+vQh34DblfyY+B5v1wjX7wG8gau3GfEjEvssyFbBoLvfe6SZdRq\nzJ6VlUMHW0hs88mSe286akhMoGWJd7iWW9r1B55FbHmWCAKjZFm/rFT6SWCFNIs06Af26OShpy+z\nzCOEiT/73Esmxr8Ry47KIGuatmaqzR2otubZwWpgAsUcXjbBP+s+Su9yFq0H6369ZRbXPMPcbAQW\nUUylWEzLats8+nFbYWxS1I3c9RbHxtc1W5f+Da5aq2RQ9rEdhUAkiAlMscR2bMTjAMJYSI2DlJ+5\nrQMg6fW8C2Yn7JuNjXBL8gY45L8FsYEN+VSwkrVoCZTW3Pe9uWL8isn7nDfNIE3NKmi7NXPB2b52\nHDQmZzA0JuSeapluBRWWxvkiYxDGA6THhMQGQSroTWnwLCObJUYwD8m+HweHhiVWW34ciGEO/ugX\n8RFPziAMzbvEvzey2fcp8uyB478gvHAs4NX3R897ETdY7YCNCS2xah2/FCP5mDTDpv3mgFMLjsX4\nxlH61kcXQvCaQJ/WpVAKwCOXIWJ3IX/NAgIqVKJD2FghyAdV2eAifa8FHNTvQ9LgOCnqW+rDbwEy\n5N0oUoFrWhdLBJBb64E51PVu4KfUyX+wpAdbvOKsmhkChR3yH8vHmMqA2vCJv9Yq04t+2D5YN5rY\n5SIWG7xnwZcxwI7Wob3grnEPZyBAAIdWD0pNZgGyvQwrMhQ0+5DzO9fYjt0oUi5Ckj55a8T66tpt\ndVzpw/ppWx1oBqLhUr9B0MMh7nmwoCSOkY31cBbBq3YZIYN4A6Hp+P6ngPCMRZ7JTGYykx81mTs9\nPT09f7OPRubm5uCF0zTIi7+3AsbydarjAJRlGC1waOGABv539iE3H0H7PRTIOAX3wb6Dm9+VlW9T\nV8U+irpIO6XeIOSNs64ZptIeZvNF0x9tGrtOSApmP4n1s1RfBA6PdJ1qFEuacgVRX8HpYR8XUn1I\nPq2dmPR4+l1GhNWF9d9OVeCTUdFwhooKtli/ppi0tF2y40XrY9Y9M7QfQGZZazwoPVt8XwXeHph9\nH0RttqJihRCUZvWTcl14ErVJD0ov6HcXQJYurMtAPMNiZwWI/s/hdvVrWso6q+RRtI90of9tir+6\n14Ed91a3lga3x5dodmbV6UKXpBLw1kDW7jKYYvej2GU4528euwipL3G/Y7ciq49f4xl6nX4kMjc3\nx9dO3wICE7jNVrZev29yI2sTi7x717PJO8ZRMWZ6IT8zINHtsr6WWp9iB1vR/3b7eJYB8r6TIijO\nY45FholFvGLWqc2EWZSuOobx8kpgkze5CwRWGQLbbNnG2L/ZMsep6pLKuJFik0umTWxjyaSQLEfW\nYyr637KDYv32zplByNpOQtuhcvLv+RthMzNoHNh31zhaB/mZ43BR+SUE0kjb2bEUZ6qE8J5J3XN7\nrzeiJYT777vHc+E9UdvwzHFipiHno+4vPuXLXDPMcTwm7P1NFVfSPbeFb3TP4yqkscRpZC3TL9Y3\nzxLn4w0gvDfsrMLBidvu8J6h5Fv+obQz50S/U232vaFHyI6D359LvrefPebYxGtlzGcqW9IceXDc\nJJRCjqvqxPFiwIR7A8Co4c5pj/HEt+fyHYOrpvGASb/SInnwq6X1YbS5ghNgVORrm7yhEIPjQtQe\nb6tu2oGTy2kLDhjqhAIz5tqz/Mf2emOAJwbYGgCQzwFswVAKJEpGBKDZd+c+arhBrcMu+d/WEJJY\ngKzDCTTaoDfA3f+eabS+CJY5tkxinMVC/TCzAdl0u0AhnF16W2KPIRbXMKkAfV9IpEXeKIzBIQTX\nAnvPjzFg0DLbuv+pBy12iVA2CunEPrCp/60BmALH9tipjBDWIFmBkX/R7q24j1vTHNa6WthDSAcT\n7z8LeNVvGUpxIKl9oOyX86wZgpnMZCYzmcnHVZ49cGxZv1w8mD5A/kN2WnT+iZZBiJkkLS1ABA/4\n1HXLfo2cO8UxgZlb9Pv3KzDaIl8++o75U5vcMWJgJJBQTLSfIafAyH+IR4nt5nCAOAaKKfdeCKnL\ncmKpRLvS53a2QY9PgNGKX1cn6KKKMxY6Uf/0O2bLp4FEC850bx657fsCiZW8cZTqt8WZYhJzuK8f\n/Wkna8SkjBzbF9u3GDxKitG2qel6XWiKQbVpBT1Q7q8EXbQJADnuf0x25lhSe7/PAsa2DzHDXyHM\nnthtrOuBNR5sgGN87y0ATfkySwd9Avh+5MZiqxEOVSeM1zhFX9IoSPlJx078dhYozkwhndmx8smT\n7/EqEJjAW3wqW/cuLwPw3t2Xww7f9VbMO/7/m+Zgmt2zrJ8YvYsyx9Y+ywgQMbE2JkS/U+Pe3k+N\n23NqH2uXjWgTCMxiIMwYvuCe4d2rwTVvd8sz7Fvhmlavet/k+cAwx8yx9TkV62fZX7GH5USbZZ2V\nwzdX6CJjGydZRFuFUiJ20DLHt3kByI+Ng/euux/vEERjYdcvLcN3UcYwxRzrd25s7EdLuzJl8KbG\ngb+hc8a9Uvf/ebNZfP+vhExT3TXHjnbXA0v6gbY37HNlw9Geqw3jj+4VlGKOp80qpMZBvu3smYbU\nOEhlhtBsgmWOUyzxTs+9N7o3DUu87Ze7oYl72YGdpOIHUmMjNQ7uc648e+B4kXyngXw2hDiLhAFM\n8g6Ip5wh//5bBPr6oMU+skU4bYTty4RCIX2g7R+M0QpupK8QHpZ9wgMm1lQXIgBlGcnzfFotgJH7\ngwEWpxUHmm1RE53OpmKxAWvZuI4RpZ0qV/tCfhMZG8cL0L9KePvLKNgnX3LaAocU+2wPru0tWBGQ\nUb8N03+66u75MXljyIIjCMbWxPN8VhCVNRYSmSYmmHSx5XpxHpBP7xcz5mcZRBa0Wd9tOz6VrPkR\n2ZgbrcJRJRzeTgdPnRGL9ZwCCNaQqUTtT8gbgHUc2NAzJUm50EwrlrMQ7S+WOgbHGqvr/lnElUC3\ntpmVOQxAtixx7JMTP5uxUWC31XiN+/zJkndxJeADOA4uFO/9tQPOfMs859/yy2/7pQVH2355ap9P\ngVhbLsw+E0Tr901bXP1qJfG7waTY8+ui/jJxTWaw9T0auu0R0G2Ljrw/xZzZfiu/CiBT3VbQ1+GW\nO87hVXM8D5rmV511UF8OeqiWJqfTy4lCJgJAFlhrvW2rRSDLTskrIM6CY4Eh60KxfeI6e/ht0wfd\n/++GJr6jHfzS3socsJX0oyWEcWANIR3ojmmzpBbkLJdkViqB0sQ4ODX77vk+2poGutlFf1zrhpEB\n5ult/avOTWF3IwSp7a77AWPcNCo+IFTBeilD57wiN+m2SXedGCj3EgF5KXC899dhbPCOH+spI2nb\ntMUGUwocJ1/D9r2hMXEntWFOnj1wXCR84K2/ZCb2Qx4BnFEl70JhjwUBLBTxH8tGdIInBJbSD2Ix\ncgLIz/lNu7gAsv464a6JRe7jPryxE3DMHHsRA6xrPLX7xO4PmP29S8epB4kp32OrwyckppYFfOJs\nC14PI3Mwy8ofA12/rvMS7mm+TACHkhTosGA5FstG6n/dF3vNfWAVTuve0OHsBBMyFpLE6EK0IvXb\ng/OY8B4BxxU4tYZCg+B/G58nBpr2Yi0Yj3VgAWEMmL0eRiuTY9+S4HHXpmZZsFZW7E4U90EfFl1/\nqoBO7EYTu9pYfahvsf5G5J8BGRPWgXrFuUBpAiNpe8YuTrEfsTVArRGXEhkYE07cM5nJTGYyk4+x\nPJvg2H6HM6YuZpMkcbtxtZhjcpYW3LcsA0s2pYeYJLOTrSBnA+TGODzYBva96d+5ijN1LIMcS/Sx\nTblfZv6RMRLTh9yCD896nFby7iixK+yE2Ol+mGQPjR5ss9w4mmbzLtBuON9g1slPU6VSYU1zJ4mZ\nQws8LFskELVCBkxHlTz5OlUsMIoD5KbsbA0uzVAc40AyQH8LpwMFLD4xO2qZQvAxu27HjwXpMrxS\n/sIrwVBIea5k40HGUAo1x+DRugSlxBo9yo1tZ3liF4v4N+45BZ9jOx4fdpzYMSqXm9hQ8GNitBA2\nNbVynFjjMnarsP2KjYKUxM/kJ0+2/ZT5XU9z7TxKsEKWHRRj+Gd+eWQNoZg6hHwAbCz2/S0G2DKA\nr0Rthrmc8/fWpuZK3WY9irl3qa7ZMlAxO/nnkwc+3QpNt/3v24Fp5099H8xmvMRkm//knGy44IOH\nzVCF46ECxlLp6HJtvqhFzRS18GyjDfqKp+mtu4bEplLLAvJOwtT54Tte73Yc6Pe3TJvGRkfP0/tm\npWYBbDWUFHPcSbQpTZil6d/wyy2/NLMKemek4jly40Bj0s7/f+CXX2NCRv5cO1uhbUdj0oxbkcM2\nqE+bmccrBP+Fl1x/ze3cb/qD2ABCjYOaYckWfco3Mw6q/rcthpNyuSlGzLEN1sxSuQ3DBTzc9hds\nXanEGH830WbZ5CweNXaHcWdzEnsWQH68PEhsl5ZnDxwXyEcMZ76i9oOtxpj11cfTf/wEGDvk2VlJ\nVvTC5kuzzBTOhUAAuWw2XcQNzC5h6mMPuLPlp9f2Sb/MjcrnSGOxRSKAbPeLgaOVSmgeM9nf3Di2\nwGhEADbxdT5xOvA/gaAHHX+NkBbrfsP5gWbXesikz4eX+J5krLkFYva+xgxqDOhXHUDuEl5q1kDI\nTa3bIDuJPdYZYNBi2zgzCvgqfBVvKD0x1ywwGhkF8awB+DG5wuTAsCylHngZdGqXu0Ujr/YJsYx5\n7CNtGd2EIaNrju2bJ8C4YtxOYBIg6xyJ02VdVP+jbZOzPLF7iP4aBMMxus4J//CYPbas8Xm+xNom\nNTU/k5nMZCYz+TjKsweOYZLIG+mHXRmzPUJBmn6FXLaE04VJLJk7iZbRdPMpIUdukwBkbL5Zged1\nHFDeXXClkUeyBG26NIMEZAikXD8yZjueG9fxtM5+3E0KtFOm9BcmwYDOkWgXuBhE12cNBXB62iD4\nBO1V4PCq398C74VwjBT2z65b4EXMnB0YPfIMKn7HFecuY2cPJMksWykGOwZGZ7DcC0xmR2kS0ge2\nF6AjsJrY3wZUWhCvANLTGHDZ8a0OKmOKQKilN+okAzmBtN+FficYXulR92zR/B9LLlNIJe+aE19C\n7G0hwzBLpRjrwLr/yAc5ZtZjRlkVK1OiMZ8KyjvjemNR8N8nK4tbJgqy2u+5913/ZvCJzAi1bbOD\nyMAj3R/LsP4Pv7SKFmX2WdNmA6MliSA5jS2bKzze3DJrqdoAqZRQbVPVUXLPs9QZw2XJke1oCfDH\nfml8WMUs3vxMaLvp2U7LGIoAlWqeM+vUH1O2Nxv+liVfch+efj18gMQ2Hqxdz9rmLzm/5uXnHJtc\nmQ/vXPkfD81HrNNzSuzuGmWnfEjV9rZp64iR/8vESunT+o1L/zb6sZLYTr/NzEHRjzHp1bK00qEt\niy2xme1a/rj3zLl2PueWIzsjEivg/zbrNEi3QtORv84j0/a2xxN2DKeuPQ4INY9j1q+a+TDW/DhY\nNOOg5ney4yVjnY2/8qJP+eYr+Y5HJs2fL7hBy3y39T6wzLFusWWJxSJ3HiU23PZLG0+Qmv3TOLDf\nEE3D2HiA30ns+6yC4wuL/QDqK2tBlHU+TAWFpSThD9snlBq27KsKU1gG9QoOJG/gQDK4tFP2e6tx\nqQCqCT9WEkaB3SgGCDGLKreQFC0df/hT0/6SiOkUNpMOBJCUWm2NzAUW/P8q3d2W24FfJ9Y8BllF\nIud6+YXHPrkjs7T91rS+cTdJ3mvrpmIfLAuMI93FhxGYswBZINcW24BQkCaezdFpCgQdlH1bl8gv\nXuCvag7Ux81S9M16tYs9jX2cNVZG0f9xR33/lRlETbreGNieBZSVjtF+VMRqx/stkJ896uNY8Ezi\nYLgO+akyOzZMZotkSfezfK6f4AwQM01gx+tZMzJHzGQmM5nJTH4E5NkDxxcO/NbHzxZwOEvi4Brl\n4lWBBX18p0yhdnGpRKQxpRFrEiy5mtlWZaDxyx1CVbYYi1kST991gapMFzbLg/rxiMkiHpAvuhDT\nXbEjcmw8TDEgnvi+CdBo0yXf90vkVdgnlO+2aVjanO2SDQFE9f22ykaQo1YFjvYJPn4VQoo5azVa\nPRSjY1lgKDCUCJxMATntVmAy73DsBTMgX7ERJseClTFOp10C+5wzeCzrq2IkdwjUl6b6rS58er6J\ncR7rwD6Ade/m4UXGnM0Mgvnf2hSx64Wt3ieDM/ZoUN8t09UFug1v6NjxWcG5lwgcK5PHAfn7Jx00\nyI/xlMuGdQEx0xhK8biY6LP+/4SC41t3vc+skvRvm5Viiu6Ztv14pd1B7+JXTNvf8kvrL+rFMr2p\nMs9x8YVUYQ7LxNlMRxINDZsmKlVMQJ5O2Xvfson+d+sNs0OKRtuOlpAxijvGN1k+q9MKjqSKlthZ\nLvvOirczOjnx/syHq0uT2y/66ZKRYSLFsNt7vq3rNm3qvtXhBJ1sv1XSnWX9UhlHEi5OqYQUcXo1\ny8zH33SY/HTAZJEZCP3aMdex7a89u//WRzlFq8v33vZ1yx/jb4Wmlm+rmBdtPJtgx3eqX7ULtmXj\nJTDMQ7HNKSSp58W+F/Wp3jZt24m2jt7DduZAOtELxOpGNzE1q5CKSzjfDe7ZA8c1wuCrkM9jmRTL\nGqZSUqXmQg/9wX1hgUyxSsuVYBqFx2wOxSaTZWpr0Z9taxEA0rTuWII4m14WIErdMhkKNsjOBlJZ\nJjDFogpI2CIgkjN0MSYP/DSWLYvaxE3pHBEeLFvC+tjsZ6fi7SnHfv8JUGNBvdCmrVZnQZRlDVPA\nMO5vVAiFytlp0eLrh6CDIuFj0/e/7f2XDuIxZHWQmxBQX+yMSawXbay0b2fpwo4Fy8amAgZXwji0\n4NDaGpZJtqn1rKFg8adyT8flv63dIyn7tv4C4aWWcp+IT6JxoWfDgmTp46yZlbi96Fh8mxVm8YxN\nZzKTmcxkJh9refZe60vk42sWuSCTfBYwTrkXCEyKadIJ1smi/s8ChTbZdJvAmura7VS7bW/iLGkB\nQ11GqtSxwNMYwyAv4BjhB6Yv6pd8MGw2B8uCWnAU8hA6iZmylIvBGXqwDK/1R7bsugwD4c06rv8t\n30+rzxQw0rq+BTWPor7H4NBOqRcJ1ftiXdgOQQiaSwSQyWfd+odLUsC5SL5AiQwpMaGY3x0Ci6r+\njggFaGyJ1NO677/1hz7LcJIubE5W7TttLMTguBh8fzvk3R7iPheYBMexX7Zlju0YkNtJ6thyz8jl\nmI7HtxQYG0EC0HcIOrDHsOPc3vsRE2OhbxiHBYLR9+y9ST86UVEPMUR3zLptv7QsYjZrJJ9B+4IX\nY2xYUpEXlh1NlW9OtYkp24j+P6stY1gTDuTHhh1VH2x5Y7GH6uueWSedWMJw2zPhO5YR1wap5M92\nZ+872RJrn8h0YN1w1a8U015LbGd1KN9lHdduvziRCiY8z5ZN3fZLOzayMWF9s+9EbZ8z6zQ2tkKT\nnruU37i9Tt1jqxMxqxoH9jak2PfUu1/fQNtX9cverniSZNecTOPg1Orh/WgHCH7Yts1nxugbNvnm\nlt/Mv7MuOquQYo6tz3VKr9MIgpSvvnSzbdp0y+3zkqSTtaH88V8y68QiW+bY999+ClLj25LTRp69\nV7oNLBA4zFW0g7QLhf3AWQZVLgbx/or4f0B4OduPoZ1/YVJTYvws8yWAI4Bg0+fUybPHEICB9ce0\nvpgjwk3MgEHKh1ZAOL7IhcQydct7hFLKse9pgm2OmUDpIGZAbY5oPUQ1XP+1tFWtdJwYbOrYp3o6\nG36HWA9xIB3kAW8MIGNAJH/luITwAhl7GpcmP0t0S2Jf5Bgct8mDZG0rkGhtvqx4TYM8wLNALvUM\nWGbYGlExS6pjxOvNszWquPtkVapNNFQss6r0h2c9glYfi4RxYEWZV3KGsgXGqdmQSvRb/Yr7rwcu\nPkYfNw4SMwvKgW4nMJ69N+lU+dVf/VW++tWvcvnyZb7zne8kt/nt3/5tvva1r1GtVvn3//7f8/nP\nfz59MAXPpKbTd6IlEICPpkftvdLHzbx/9XG3s6hqSwHhpwTHpbUQ9FNv+sIJiaCzsbnJWWW4RwFt\n9tv+957fzmaQ2o2WkJ5Nf8cDpSP7/VEaMvsVV+CidLgVVimI68gABV3mecZEO9G2FLXZ25V6H6Yq\nk6X6n4GhfdOo34kAOv22AF8Y87x+JdxFLuRy0wwvI6U6U/AZhAC07N5DCECzz4H6veWX24k+7Jr7\ndfvNaAdIDxiNA6tYDyKztHFGh3v+PWdxVuq5uSg4tjOHsUhNdhzIiEgZDrnc9neiJYSxsBUtIRsv\nNvhwWsCtNZL+psHxzs4OX/7ylzk4OGBubo5//s//Ob/92789ueFadFXHeOAQA71UMBXkp4UFjOUq\nEbPHYhXjXIWWjWqED76dIrZ4wgJbC2TEPtTmXD/kn6zBIt/bx+QBdmoq+hhXCS0DhildxO4TljnH\n/E4ZGpZt1TES4EOs4VlEZezOXPP72JzATQIwtIaCdBG7nSgbwJGuQ+AwnlaXDizYiUsWx4ZCbGiN\nCMDb6q2SzyVtJX4xWB2l8ot2zbKGY9ysAdHFAcrH5JnjJYyRYN0LpIuzfMnj/sUS+19PO07Fnars\nr8uOAT0j2nSRkPbP9k8iA1OMo7aRXzvkc8yKPQbPZNsATF1r3/y27LqeHQv+deC4z3HfdSERUy09\nlBN9e8blV37lV/it3/otvvzlLyfX/5f/8l+4efMm77//Pt/85jf5jd/4Df7sz/4sue1MZjKTmfyo\nyUcGjhcWFvg3/+bf8Prrr9PtdvnCF77AL/zCL/DKK6/kN3yePDDUBzEjewSMHpmNMBskpoST2Qcs\nUxQzh5qGJyzFAtqpKIHYlBYXT5lfcpZmuTJkPCowelLg5HEV2n4qSoF7sR/qEQFwWdxyDK4in81I\nYNNXWWft2O8Y0uBYRoLcKmz56w65gEXhRYEeTTPZjBuaWofgYlIDiiZw45hgJNiAhjhYr2yOZd1P\nOivkU9jp/h0QsjTEIHiByb7rIq2BZXMJx3quTO4qlVpXAjtW7HixMwIQDIKHuHsuC/c+DhhbnUoy\nI0EsQ5y+zKLJOpMGgRXrvxSzypKYTe479jhm9+N+gwPzy0YPVkc67cD0W25KbcLYioP6rEv1hP+1\nftvnV/22xqLcSdQvS8/HwYnWQIrG22jB6WFqme5nU37mZ36G7e3tM9d/5Stf4Zd/+ZcBePPNN2m3\n2+zv77O+vj65sZgXuYDdN+t0ilzQldjBRAlmGbN2tl7jI1VeN8WATXOd2AhM4KU1Z5U1S4HaWvYv\npIp5DsoTUxkw8AO03wjX3mn4ogdX3QUf3Q+UlYp15FJuxaw2hL6+Ywb9bbkW2DEtpYtZs6ybfhvG\nsOPpyY7RdTda2vPb4EM9z7q/1hCMc7TbfS1jmHI1SJb71piQm4AtzOF1YodgnLYM0oFo05jjbIwE\nA7mmEszVydLatgjK2Ctg0AhFUNob7mQPTZlnNsr5c9l7vh4tbX+2TWPmOnPZbKiCI9umTWPDxuJ4\nGfkxsWeOq/uU0lcyIM+06f6nJu80DiznptkUO5OUrU/NINidt/xyJVqSDkxVFy1z/Fyi7Qz5yMDx\nxsYGGxtuRNRqNV555RXu3r07CY6vEd6VFiBq3O5WfLneOLr8CXkXCYmmVFModoE8QygfZIEvL0Xc\nx9pmpmia/y0Y8C4U80u9rN59tdSnxIAiY0YU6PuPc69XpduuuyhvfTzu4wZQy196zEreAVeFTRem\nD/g+4SGISy1bSd1yffRT7Fm0q83SoQH2nPnf+hcvAc1TSs0OJV+Fp1B05xgel+l3qyHCXX7I9wi6\nUFKRlOtzZ53JgMMFwkyAfYLtzEFq+jxOjXeODqxRoLLidiov/gMDEI2ORwXozvlS5ORfUi3cWLBA\n0cqRPpSxESA/zgcE/3mibaxftcQaWhKrQzNlovzMsX9xrItLBHDcjLbVuFaKRHAGggwFjQEFcC76\npZ25Oaow4f6U6eMg6qP0Zd8DdmmNCunAFmJJGFY21+XJ3gAAIABJREFU93NqWvFjLHfu3OHatRC+\nf/XqVXZ3d9PgeCYzmclMfsTkb8RTbnt7m7/6q7/izTffnFz5GsG6tN4ButIycKcC/VcIqdjAgYF9\n8wdn58kSOLAFJsCBykQWeH3c18gzFmvkwcCa+5tffczyc22a8976pEONDmWGFIyJ3atW6FertDZX\nOew51N29twq7c04HYht1ydKHmJnWVZyJuet1oX4LKKcyMaTcCKSDBwSrVCxbI4AA6cH2HfN7zfwB\nrI2oNDs0G+1c6ckiYyjBoFGmt+ksofawycPWMuyUQzfu+b+a77P1W24B91dwad6sJan7b0GipEra\nxLWzD33CuLJRhA2nDgv+rYEUjQGauFvjyYP5S4+p1vuUFwe5kpzDkxKD43IwkiAYCffMb6e8wMBK\nF/crMHrJXK8oh12vgwPyANkG4WlwxbmDbXok6deAcemgTt4f0Y4Dq5/McPKzB4tD5gsjigtjN5sy\n8P3uFoORZI3FFsFgjIP97leCb102yyG3E917O6PQIP/ai52n9SyskM9sIR2sko0hG2yaKh7xMZfT\n03xQ2txcIvgKAmmVYo4zl8GUP6EedEuQeH2nGKtU4Nh5AXa+bX7dXdzaenAEXvU0VqpUctWUyNVv\n++7OGENb/ELlcufdxbXXAz11+Jx7Lg/XjHHRLOb7Yvu4lGh7eyu0Zbm/xRJumx3km2oNXf02gWDy\nSY4DwuO2XN558q/Q2P0P8rOgEvkX59Id7kdLK3qPGbZcekilnrMzCKlxoMMl/IpLG25sNlcmx0Hd\nMJeaTZg2kwCw7GcijjbD8Q6b/vve9BfSNM+S+pAq1mHHxi2/3DaBaKfqmFXKtl9Krz2zrh8twVX0\nJdRlsKvt+TUObPdjn+PUDIKdmbCkRyb2PS2R3lOFXFbz57bXae95HHBp19vtzpCPHBx3u13+0T/6\nR/zBH/wBtVptYv2XPve/cetzruLSu49epv/2shsUouH3CSxbax3a/mWjjyiPyL987+AiP+2HzrKN\nmn7GL9dx9L1/iaz5f7dwAdRbflO/SWXjiGbDPQRNHAis08n+1L7KIau0aNLO2i2TvF91/dh58Rrb\nL25xk09x69EN139w4/0O7iWjgdXGFddovwStl8ILaPTE7LBNeFnK/zquGFbx/X2JfCDEuuu/rcLz\nPO4Fs0F+imjjlMpam2ajnXux6E8fIP2u0KNspqcGpRLtzSYHm+vcZdPpgmtsP9hi+H4jdAevg7b9\n82PgcN0Byb4UpqV0YN0RbMo+6WLLt694fRgnf/V3lfzUzAZOR+aFPL/ujKPafCebpq3RoUqfOp3s\n5VpiSGl+AFUYVo2hwDKHrHKXTfbubsK2f/HucMYY8Dpor4eXTwccQP6AYG3eIYx3CxL1ZauT3Xfw\nv7eceuxLZZVJZlwFcKwuNgasbrSozWscuLdkmQElhhOBTmMK9KjSoUbbfynavWbeYJShIGZdzDJA\ne8X9tV7x/ddLd9v3fZeQsUL9FTi2wYfSwfOEqel1t7k1hOxsyRrwdX5k5Pnnn2dnJ8x97u7u8vzz\nz6c3vvW7bvkEaLwFvPXDvbiZzGQmM/l+5f/7BvzpN87d7CMFx0+ePOFLX/oS//Sf/lN+6Zd+KbnN\n4Hf/V0qevfz0W7/A3lv/mIP69bx1pTRg1me1jftY7jdgV9XRtnAfxrOYVIFFW2Rh5f9n7+1iG8vO\na8ElkSJFimRRpEpUSaWKql3dXV3uX6c9vrg3njRwB9dOHpwAebFfAjjOwECQAH7LSx6SvAQD5NGD\nIMAAeQngBDcPk8zkZ+74oX3vJI49+THcRtpdXZVWt1SlkoosUUWKR2SR0jzsvc5ee3OTKudmHHU3\nP0B1WIeH55y9zz57r732+r4PwIbDyzrgr8GB4xtDrF67j3Xc9xgIguMCeija6ZcBx02soIVV7GPF\nHl9GBxmMMEIGTTsb2sEm7uIGNnELjcoB3vnM8wCA3cufAJbnTD2QmTmG0yu3IcHnF4CdZ4EhAR51\nSbtw6YY18gMnDpwc2P1XTFV44PiqbO38Ibf2GPXaOPgnIAonCjxGgSIA9FBEE3XsWXD8HrZwt3YD\ndz7zCby/eR24k3fFYFg8lh1wrOMegHv2QSUNWwd1+AibzKBOmlj+DWCu4kiWhq0DAmNlRrmacNmw\nbKW1FupF86xZVtZFET0U0BsDiXn0MUQmBYkdlNFCHftYxc76Neysmwewe3/TAOVtOBCsWm19H/YA\n7F+18hOuBlRs+e/BzCDUYY3lr8nx9j3gM4fdEhRSNgH72U6aCmuGHqpXWmhg33vmAJBDf2wVBTDg\nuI8cEhRTFq5ZrKP1zAoOtlbR2m0Au7bL2oE/UYaUPwXO9r0+ZJlqcAAZdstJguqMtV+w70M4QQKA\n3pvAgzfNapaypR8B+8IXvoCvf/3r+OIXv4i//du/RbVanSypqP+m2bYBDOCzQilBpeygssiAP1G3\nbTHmHqL7+JNY+ClNm7xi+hemPq5DmWPzEi2nDcgxhSVhDDmJD9sr4BhkwPRfAFC19GhL6KnyvI2C\ncc0xdgcl854N8sKOhoofIF7+H9q2nTClttbhtt1qnccoYTsedp5SKjMp0mN42hhznFa7PntN3kMr\nTNgiHhlBs7TSiBVUh0zGWFhE9lNKbrlTuH6bpqRGaLF2oLr1YtF8bj1jWNyDRalzm7452paVEI61\n+TtsBxryju1p22519ZRESehnAytXtda0F9Mmr7kIaD8qc8wq9halHgdbwHUcsQqwF12IfHVeWMIV\nACtvAGtvuH3/528hZj82cHx2doavfOUruHXrFr72ta9NPO4PfvOf8XcWrH4Hj/D3+A6+f6uH90s3\nzAGlrBsQmaIX8DOxpaFRCsDuC8DZBsxAqGlmRTagkSlQM/9VkTz/hC2tX93HJnawiR2s477Zh5aA\noCRdjiuihyraWMU+GjjA8o598AdIO42VJdOCbl57H7c238YncAeb2Ek78H965hC3q89jcKni+jyC\nQ8ZcZrn37H3uFmyed5Ud7NpKY+Oj1MCioDlbFwS/Co49YHyG0pq5+UZxH6s48IAQ4JjjInrpYFOG\nYVPrFjymgKnfxyibRSdTxoEFZ+9hC7exjXXcxzvrB3hn5TnzqO+smWJwkqSdMeuBneG21kEZfl52\nXT4HPGad5QTMhIiMucpGLDjOrTxOl+TqMICQKwU6KSBzrBKTPAYoopdOkgCzRNdGFftYxR628Z6d\nkW2vX8f2+hYO1jYNk8pn3YJz7GPn04BpJ7sLbhnurA6zilKGeR+4jEVxN2DagkgoVjDeBlROxM6o\nCmBliEtrTazkTLtgm1jFPpbRTttAEUk6MVAjOB4gn4LjdKIw38D9a1ewd9VMnFpr68CDOV+jTs0y\nJ8rq/HHvKpDU4UtE7sG9TDpBiEiK6lIP6SrBG0DpDQPGygD+Kt7JXkT70pe+hG9961toNpvY3NzE\nb/3Wb+HJEzNIfvWrX8XP/uzP4i/+4i9w48YNLC0t4Q/+4A/+je94ZjOb2cx+fPZjA8d//dd/jT/8\nwz/Eyy+/nMbL/J3f+R18/vOf945b+cMuPv8f3wQA1K80HQtrZ9x3S5/AYLfiA0PAgaQ1OAaVS947\nFaCpsWHpuMdBkFPMgls6Jbi6LH9WTwwA9XnDAq/jPjat5mMVB1gB7znxZppldFDvN7F0/xR4z577\nAxhwozOrOrDxbAsbr/8/aFw5SIFmFW0UawnufvoTaN2xy5uaSENB4hockKsCuGNRXgoO7mGcvbHO\nbTrbWoMBAwSJBAdXDQhq5A5suU09NHCAOlpYsWillIJjN1EgYK6jheWHicMmRwBGA1QyLWxYXeAn\nrt/FZmYHVyw7T6/yd249h536Jk73l1wdQOqgiXHd652rNoGDzqr34Ue7GCIFSUtyDq2HNbd//tIx\nyssdVHPtlH1ScExQaG6jPbaiQCa5COewae7CSG3Iol+xky9Tv03cfaaNnRWDVpOV5TiLHrYBANiu\nAYefgovYwMp/jKgzJkPRsS0gqIMq0jighVIP5UonlRCZ+zXtQidOWu4sRmM6ziEyGCCfsi8dlNFG\nFQdYRQP7aMybNrfzTAv319bR3V3xpRasBw2ZSMZ/uwDsvQA/xXYB8VUlaxk5lPXA94Es+hJ8guND\nYN/4xjfOPebrX//6052sH2y91PARjWNa16FTqdg5vsGpZSOfhWzMLdr2Oe/eOVpMVxpjDDmJy0W0\nphr7ONQrq2wsplvO1Ewh90RCOoiltQ19z9V+aI9PVLfNe9IYsbHIEOrQYi1NVR85LGb8qUa34KPW\nce0s/FI/675/RUiizYqS4JJ7huWKIy4At5IAaNQS1Z6b+zxvBUFJMXf5vv2teZiZdXeO1qLBH4Ns\n5NnHqiO2b1safedGcKC2g06wDb+nMd52ZJlA381xZayzGHOctpNYO4i99DEfoR/RtL7Ub+lH+Nn/\nr/ZTP/VTOD09Pf/A/wxYLIBP/+wPkH/RLDsTOORrfbxX2sLRgxWgnfXjA5/ADISqj6Rj1D04uUVH\nQ0BJPFQFA8qIlZBmwiuWXSdbROKBAQMQ91MglBvZ5bjhEMXjU8zRZ5CE3R6Af7b/pzNLHobc+wB4\n+d/dRvUnHaDIY4DifA/vPGfOu39pFaetJRcvlo1QncK0LO8WjB4zZQ4hdRAYY7dSTwkYgLF2htJK\nGyu5VlruFbRSyQgBHICULVRwXEAP5X4HS49OTbnZVx/AAmSkS2SVdwf49M0fYOV6y5NmFNFDsZHg\n/vIV1w4AB44vwQf5TERxtwIc6jIkgRFtQrSKRTgJxZpjzKtFJw9hB7uCZgqMn6YuiqMExeMBssdw\nHccIQP4Im5f2sF7Zw6ptMCvCtrNj37m1iYNqwzjzqayii/HnXwJwZwHYe1nKD/sQGApQQ5XBzRfY\nqVyCYaWvDFFaaaNYlOdqZTScHHF1gHXC/ao5D8GxAmQAqWq9bs/hrUoUO7j/XAf7l8xKw2l1ydVB\nVeqiCuc8uATgru34z4pwUhPSzLr8/MRfJmQ9qM56zTlbhuG5PzYWSgG80HuxnTGdAE3aHi10CNPv\nTyL7IkZQoqsVBK+6/M0+xlsSjwHbyMXYZmNgOgaoaKOaq4f7WwZknY5EJ8Ay6iXDJe47AmISom2t\nc+3vaY8ix9l76QhQ07CKcshE4+n+RRFcwpmA3O+JLaPOUWJOYtMmE2J8JgSuxUg7iMlrzpskMUGM\ntrVpz58Lu/tPXIWdDpfGj4spY2L7mBkvjWqlzzcWIo0/1rGQv9GQbzE9jbVYRKXY+5hOkiKyjqjp\nd0Fhz5uQxd6bp5104wLmdXr8X4AKx6k+8PLoNvCKYdNSywE7V0c4zFdN3GDApPZkBjM+Q01dyxis\ngGGaHhZMvFY1RoTQ9LgatzewjFWK8mUhI1rvN7H0+NRPA30CA4AfwwHhrv0s8gqMYCYHB+bYaycG\nGL3xH94ce8EyjRFahbrJznOSdSCoK+UOI1dtw6YrZdQCZU8TvwMK2+wigMUBikUynj4bTNmAsqj8\njhOFFAge2T8l81tSN7D10AKuP95D4RXnwJexMCqf66ftAABOF5ccoCeTp3WwAOBd+9I3X7A778F1\nFE/sDT0B2gvuhWPmv6wN0Vd0jBPBKnWGJXSkPnqerIJRS4qjxK8L/rG92L43uwRs1FuobppzF/M9\n68g2SieLGYyQWR+htVjHYLEiDAkkxrTdl5e62HkWvpyE7YBRSwDgqptwaKeyAORKph6UfSMLXhDm\npGAlRjqBSFn0fg/ZkT9hHmbmMcpmMciYAaZnz6J1ynPnrAgj1zAVdlBoIHmw7CZ2rAvtBzQs4Ls1\nC95kgpy+iAmAx8CZHRxYD9oh5wGU+igvd1DOdT++4HhmM5vZzD5iduHA8XdPgE99x3yu2ZiyLy/d\nRu+GAXMJiugjj+F8BrjsIsOcZvNANlKcWPIrgt82xtMVD+HSQMN+30cKcAcnZtDuF/OWAyx43vYZ\njFA8PnXgD+Z3KUDWFMsclzNIAdGTI2DhCC47mgXmG4stvP6Tf4ceiujbmekQGaBihvOkW0R0+jZp\n1rTD5bMsPC02U+O24SIBcNQ/AXDigp2PgfV0suBm2GV0UO51kbOgYu7YlpV1rPfUt+UmADlCWl9r\nmSO89OJb9rAcBvaP7QAwbeEUS36r1skmiVHAJtN4Fi5GNOC02PsmTB53X3H1cNrPp0toprxD5K2D\nGYCUDaVkQEFsAQmKowTlI3PsHMtLYMyJAevGtoOlEwMgn3/mNlB0DKsplp0q1DJoPsmY8ocWMk6s\niz1xwEjbwRBusrBvgsVTcw+kco2hZTlyIh2ifjofcVhRy2GAQr9nVlP0XQOQz54C2QHOMuYc5cUu\nOsUS8hh40hNX9mxaF6NKFgfDTHxpOqwHwLSF7YqEgmM9dODiptt340HNrEA14BjpYwDDDLLZUTS8\n08fGwqVKbYKJarlpGn4TiCawSCJJCtTBi5/V+S6S1GJwYvpEsrqjCNOhLDD7NF0SZxvPR5hAPZ++\n609jJHzINALAoGE+HxxLyMWuJI1K99ktX1UlhO/aPvwsFl0k5qSn9R9xhGsvTPwqLb5Wa0Te4gLj\n6LupYRJp23bLgsm9JfY4bQdUQugyua4Y0di3yvgVtoVYO4hJY85zyHMSiunyC7fP4oeG++5gZCvs\nRMb0mAolto/j5459bsOYw6WyyTFZA+tdHuKZ/aykc7iaEGsHsX0eMRk42nmfY4W193Ym7YbPXLuZ\nWL/BNvEUTMaFA8ctAO/aZ/SZH8A4ma8Cr69+DwDQrlTRQRk9FDCYz2O4bGr+qGmRZsiUUiahsgMF\nxFn4bBCPY4VST9g05xk0zQvdqtVRRzMNuwUYjWUHJQwWW6YrZltTMDiCw7BLMJ17HenLu3ACPOlb\ngPwBXOdfB26s7uJw8/to2yfcRRkJihhUcugnOZxm7YufnXMJGpiww9zgeMblJjuoxzDxEG1D3SuM\nS0xKAJbm0K5WUa51UqepMjrooWjhUS7t7EfIpgPAXJhi2zKxXl0wPbIulT2GkZ+8C1y7ZFj0zuZt\ntLFs20ERybxNqlIoIunnDYvOF5J1sAKf+aMMJ2lgfOnGZljblpiraYSGLDpVW+6KYcuHAlYJXPvI\npxIB3e9ZODlgu+VkDDAA2e7PLwKbN3ZSbhqA8NRl9MpFdDmoLsy5pC0qEarDzQHS5BtX5UbUWXPf\nDGbbgRa9aiQMnXI5lVXokqTWxQB5yyUXUh3xADmMslkAAzcZpfUBZIA5C7jyIwDoppMCgpxeKmwy\nE1Szr4CkWkDrJA908/4g3Ycfr9yeFn0YnwSN/wrAvSQWTCQ1s8hA/4O0LrLolMoo1CJynJnNbGYz\nm9mH0i4cONa0II+OgNr3YDCvHUA//5/eRP16M12y/6fcLQDAqJpFtxvRXZL51Dj/C/ClE+qPlcCF\ngwKMBGMfLimDdf45aF5D+2YV7Vo1Bat0HuoUy7h+YxsreYvGqacNLQsDftcBXEd67MIjOCDP371l\n7vnTP/UDFG+YgZiOfxmMMLqcQYvAiJELyEZqCNcyzOBOQDKCZFt7jBQMDAvA2zWjX2KY5HcB3AEG\nn6zg7gufxP4NMyNtF6spUOUWgAXMOYyKWVQzhuNfeizL6AqOL8EQCEdwhJLe+yN7fQCfXLwLXHZM\nNa1fyWO3WzRL5ay3QzmP6kUbdt92IdBmPbIV+LZzTvn2s4bQeBvAS0DyqolfdvfFZdy/cYj1yn3R\nBTdTdn9gg5YBbsWjlylgpWZD+S12kV+0zykvz2QJbiIFOKB/AlQfJdiqbY+B8RGyGBUz6C0ZoHja\nXhoPd5gg3gYA4HALLsMeWQMb0aO5AXzTgse79u8O0H1xBd2bBmk2bzxIdeiUTwztJGGAXNo2APOe\nNDL7qNdaqF5q+0x6wO6eZVgFo9SxFTDOM30rrGAdD5BHMl9Er1REks27c6kkQvuBKlw72NOVFLaD\nBJ5Wc28DeNBw5Na7AF4DBjcr2L05ga3+ONhi8H9l7FInPWWv+IK3gv8Drr4lDtcD+2yUHVTZFC0a\nzslq1+2EtlN01JKbrDl2LsbsxRjhTGRf+Fv9Pz8PhHbjpK4j+9i+OyuO7kraNl6iViG/puO4ytH4\neU/bZEyI2wm+A9y7L78d2vrnmBQj+LToKu2isU00lTFkyEh9/mS2GXJMWWV7T3uyLx9s9bO2Da5m\nLLnkG+2quSlGGmLmWgAYeXSjMT5r1RyrEzVtgPEVXO2vdQtA+i/Haveq5l66K3KuEBMAbqKuz5+3\nzsfr1Tmfa0znG9P3RlYVlP3ndUlEx1KL6+X5uhwqc813XdsBP6uzINuGhqG11qyNX2sx2Orni+SQ\n97S29SxchZP5oi4XAN4Dbly/iz2so4W6SxZQXEZ3sWp+RBKHwIAgkY2FMgdlMdXO4Pcbeoyw0oPF\nCnZKm8jnuKTeT3WQWYyQ2dwGACzzhiYB5JBBrdtjh7I/CzPQ7APrN4zH4iZ2sI9VUw/zVRwuWe3t\nwyUX3i2URai0AIjoqXWd5omJcEFnDwVsI6A7NMBo5yaQKQ5TmUFOlpX4l5ajcoglTHDMDJnOrlxP\nl2q7QPVyGw0bBYGh31qoo1WqI0HesaKMBc16CJnaRcjSbwH+co4kkdjbSsud2hBInixj59kMhrVw\nic5JK8z/HZBPO9RiBuVMB8XMqZGbaEcfA8dLAFfbuLRHLW8Vh0aTax1Gu9klc45YuEPWDYuadh4V\n+MwxJRYHSHu/9xp+Wnfblo6Gaxhs5RFTNLDsWv50CTMDjGrW0bKXpPIb2igL9PM5aUmZ9BxZjFIp\nB+A0zrnFPpJQWtOB6wdCRw1dbRrSUbEAP7X4Y3PQ2YLRKmv9/QhOHjOb2cxmNrOLbxcOHOMFiD4I\nzrGGwPI+sHwnwXM33sEhHGvbRhXtlSq6e5IXUCUS7eC8xADeaqjusFWTVFzmOdlNQHu0uIadW/R6\n7tkQbgMPDGXWt1GhTqkFN5gK6PE+U4eqQIEA5hhY3jP3uHXlPQMIsWLKb9OVHrSWzCQrlIgQIIZS\nqDmYQd8zAoOh0/+9Gzgw2nvuZlewc3OIbG6UghZTRaMUMKd1kR8iu3SEfAxQUH9NIFyBm8Tk4bED\nRfRQRxNXcD9NoNLECpqVFexWqyYGLuxvu8EfMA480ws+lrKzLViQTIBMs5OmwaiCvZt2X42nHXnl\npl42o8AQQDY/guGwTp30JIu43GIR6OfnAThdmwPH9q9oHna3VAcW53zZQlgP4TWGjPPMcjNz3GN4\nXcUdobB4jhGQDJdx/wY8gGw02QN0rOCG9x5j3EbFDAoZ30lvmJnHKOPgtRqdYX3H0C6KuQRHpaHv\ng0DNv7YByiq8tmhDGnrRPFjQDozUxJ737Y8xW6ymfVdofMyJ9C+pxpvt7G35AZkijb5gExxouKoY\nYxljiuxEu1uy48S1cZa2HGFuNUqB09U7i0WrcN+Ns8ruHI51pBRJr99lRJ6S0zwnJcsca3phDnPT\n9Ni6L4mwbVE2eQpjyGgFWr8co/TZL0T28RK6WtWhlElFrLzuW3a7PX4fqle9V/CvqZ91H+9Zfjoo\nW4mkTelcnB8P8xeLWqKRKXSsc9a3x7nG6fxw/K2eV8PG0em7WxIR7SU7AKrOnp91taYabLUdpHUX\nywGOc/axLqQST+x5QsIFcO+mEulsXtq1UkvuLY1ENOcpc6yZjoP73a2M7YqudISrXRG7eOD4GsbD\ns2gH+AjAPwPP195Hu7aMrmovi2W8faUKtGyxsjAvZQiMCBD555nGvQWAoVlW2oNjGgHT6ZYALMOE\n0gJQXu9IggPnpJXJjLC1+h6W+qembCppiDWqPEyjD1g05O1v7Grk+uoeWpltT3cKAO21qtFGP4Dv\nX9W2nzvwAUEG9qUpwu8wA2A0bBiZBetBOpyjxTXsP5egINEKCuiljlou0sQQ2eIIuZMu5sLywZ6T\nt6AvlbLrWZM0ZDlv2OO2jTNtog1X0V6rovvQjh6Ux3BCpGEeh3ARSsA6qMsByqJbyclewx+YLes4\nyJiX8uCFEfIVE35QndMYuowZ8UzxzP8z+RGyo8Tqa4MyAziz5R4sAoN8PnX85HmrYD1UvTbQfbji\nR6ugbKgLfx6YNncmANHGEZsoFExYvPBeM0CSXcb+DQsOiiMU0UMPCXLC8HZQHou6kVoeyI0GyAzP\np2P5jnEAK9moIVVU0Vkpo9u0baAN11ZZByyaksOpERirdwf7BX0fCiY0HpUYM5vZzGY2s4+EXTxw\nHDCEY3IGK7GYexe49fo/BSGfiuhdK+D9tqXxmnAAUcGAyiQy8hkFmAFwAWNx+IYLBi9xFvYQZmb2\nAIDVBe1XGygXXZpgjYtYzPewVdszy+ecDGlUijB0XB7jTAwZRcuiV+4P8InNO6mmk5qlXq2It7de\nAppZSFxz81tGi1BgWoAFjbXgRkIv1o6Z5e3BJT8A0onC/qVVlBsabitJXaa82L5IjN6WDDkwHsWD\nW9aHLn0DyPdPUcp30MB+qt1LbB0Mijl8f8tqb4+WXB2M4CcsoAaVE9C0DgDTBkL0+NgczNlpHi5E\noK2LpLyM1s0eyvPGYZEMlKkFM3HQ9KJUzeYyfeRDuQl10vxvZj797LzqE1RxiDpK2ETBOawVi3hn\nq4DT4yXXZptyXnX6Y3GHgM8sMXJDmMDhkfFcvrfg6o4OoAXLWgPoPGPqoIyO55xo4hjn0narbEoG\nIyDjWLrMcIjMaIRsZpTGKOGxBhi7cHnLNi9lgiJ6xQJ6G7YNdCX+sTIGOjkmuPXqQFEvUXRaUaYe\nEqtB/hfFdP2IWUx3yLmmznX4/pxt2R3avsgi35F99sQdSXRBFvm8ek+ZIvNhP7+aflVsjCdrcBEJ\nxnWlYxM5xDXHMd1yeC79rUZEYPtm0hIALnFFSQbG0oQt4BjDaNSQ2JAfm4hGogQwWoF6+vNZ62lj\nzC3nmWFkKEB8PvS63Go7iNw7k5/oqkLMprBDfWvzAAAgAElEQVSIrUWTdTP3jHsOnHD7sYqnrRaM\nfxeLi82tRrdhW1On5g5cciVaUrDPX+fs/LwU2ae5jtITT3v+MR2yluvJ+L6zgDnWd3/a6o7eL397\npsxxLAzHtt3uYqKlfQqcQ71arB1MsIsHjo/hKi4GEBlMYAeoLA7w0isuvFcfOfRQQPdF0ypa7Q0D\nCB7aP7ZVkqKAkxby3FHB+oKRHozkdwy/xYxsALrNKprXViTWrelF+Llc62DlqCt55uHCl9EoK1iC\nz5YCDiDyvToA1rJHGF257S0795HD4FoOd9uf9J0LNZRt+C4XYBrpmS5ZhAdm3T1rFroH5vPp2hJa\nl+uozhs0poy2i2xhwFKvWED+SBo+gbtcBlk4yQlBst2fGQLlfgej/IFEhMhaJ7Ac+g1TcW/ffAk4\nzPqOabzexDpgqmnSzD05eOgCme/bw6pwy1vLwGG9imqjiiraqZPHCG3nOJc65+RAIYpnBK8Zcz+M\n3JAdnWIA0+nmZZm2jA4aOPDONUIGo0YGt0fPu3BAZM7bch0a25b3DnA1oYfx5CgyUQL8yCZVI2lp\nVeuo1tpp5I7Q2GY5qTP1YUC0t4Q9HCIHYJjJIG+/KaKHAXKWg3YOLX1Ztxk1TF3s9rdMBJNQZnSM\n8VBEc7DPtwIzutNJh3WgM1m7onBYiSeZ+rhYGMUutmQZA0V7HAy1r42Bou+PH3dopRbvyMgfTnSA\nsWXU00U3oOyXzfVzxXFwqsAmBoq5OhYLWziMgGS+l8Nz0Lz6KKT3ZLP8DRZlMFAfFd3qZwVRKUmi\nlRNJtOGFeKERoNkTduUcYYIQPUXMOSsG4k/kWim4eRJsAeCHdhsBqckN9/ndyvhPw3vz7tP0V3sW\nJANAbt3PaDfJ+DzPC/M3zWIOnymxtuhermSag5k+rlLwnWKITmyJKwiR5p0wBhGfjB/HXUq6xcBx\nzEmP7cDLxse+ISRmANfZTgHJgGtLMZD8FI/m4oHjAzjy7hLGGEMAZlCzWfTo7PbaK9/DCFnDHNnQ\nXn/zYhmDdsUBo3EHVGN8JuqsNpJGlIGfRISWwDn6AEA3i86ghHbOKEAZ4k0hYrXeRZbOhQQj1D5y\n37Etu2qLtIHzWMsgb6AFXHG6PYa86r1cxF73upkYAC69bhueVjS9bkn2nyxEdMjW6Oil2ram+eu0\ny2jXrBcw2i7MmESwSGw0h7N8gtR3mKyuDrR0TGM9sNMfAnNZmHjSOIyGd+ZgNLiWw93uJ33HPMhW\nxz3KRZ7APP80jmIZ456McJFN9uBNFE7XltBpmHIzJjUBojKo5vKRt5TA/QSe/jgPYJjpY5R3E6Hi\nGGjV02QwWs/g7omJ6IKTOadnP8b45JyPm3VytgDzMpYjB8PUR8v+iJMECZU2WKugXauijqZXzjAG\ntN5vHzmPrcmOTpEZAqPRwFRAxh3LP41hG9Mmj65lsDfcAoZzfqhAflYWPX3+sEwZOwfWQajDsA/n\nIWY2s5nNbGYfEbt44PgDjHuTk0WF7BeADAArmS5eevEtL55qp1bG37/474HmnAOGgM/UqqmOVi0D\nAxzC+yCg4/22gc5hGZ1GGYeoohwDx5U2NlYtdfwIZjIwknsiMRU6CsUmCX2kDn4bwxaw+ba9rawJ\nG4YiOq+K9pLRCtQ5cdI1qP31JgxwLC7BG+ScTRMHulPTGLwl9FAYi8tbRhnlpQ6WFkVKwHOmAF0+\nc6LE+xwaki8FyLDOfums3TGo/Vt57HZu+LpzjeKh5kUu4H1wohAs3Y1gJkctpCH+sAtgBWg26qg3\nWmm5B2hJzAZhdy1zmsb95XkZrSIA78XMKUbZAYYZguPJU+A0UcgzZvv+yU2nNw5jPuskKVxJG2pa\nuQK8RkEWvW3rQOMIr1ntc6WcxsFWm5QsYYQMRhm/XCaKxQCjotlfRhcjZDFAHhp2KcbWjZDB6JkM\nDobXfHDMOtB2pnVAkAzY5882EC5DWtnVx9UCH2bPNN44LWUM7fbwqnwZm+y9HWzFVGpxp+JfU+8p\nwrp1F01DPbjpZuT5+cmMoU5qy7YtqyQjZAz7GE84oatETy2/yI78sgDjCTliS+3K0vI4dYyMOt/p\nex4eZ7dKmvA2ldTgT5VFjKWeJtmhzmSHJCS2gmurbUf2yYR1aNNnb0vIt5iqJGybS65/IoucrU1P\n5ME+TZ0qpyX/GFslnGBpZJ+snGvR1oU6Gj+N01l0BUF/EDiee99re+GDjTCxYTpz/Ryrc90XY79T\nJ71pqaU1oQ1Z5AhxoVKLndRj/ly7eOD4QD5ngz/ABy7HcPWTBzaWWnj5+lvOKQlVtJ+p4u7DTxpm\nJ4zaEBqBKcGw3gPZY1YqpRnKoHaNxrV7uYz2fDVl9eikxvTB1XUb8/fRqQFWmk0vZE91aUJjM/N+\nRYO8kTWge3DlHQtIS+gUy/j2q581BzSzph50ogC4+Lex69EJkNfTYxRkUN+9ArRW7KSg5uQllJio\nzKKUL2Ppkr156q+P5XoK2LQNMA2yB5CB7OgIo2LWYw/TGLuvlXB0tOY6B7YBdU4Mtd+h/HoEyQ1v\nrW/PQebwAYBdwx4fXF5NJSZtmzKZ+lvz07yTFmRyGOYNOM5qKLcAtM1lgXx/gEHRDLyUWIyQSetY\nTRNnJLeKOOhc8+N/A05WHOvMFCgCApSDrqMDrw0AAC4Dycoy9l9uoIo26lZP1EPRqwd3rwbs5jFI\ngUUmP0JxaJe6h8YREwBG+UwqrdBn3UcOY5nzbB33t3I46q75jrlMhhJbxdWJQsom60SBBwwx88ib\n2cxmNrOPjl08cAw4oEjnvCX4UgtO8HSCdgzgXeAGdpG5/t/sz42H/H/9TA8/KHzajV9PYEANwVFo\nWfiSGzLKCp6O4YCW6m26QOtwA4dbVbQbNgYzKLNYMaHX8gY9PP+T7+D6+p4hRGyCC9y35ScwUgcy\n2LrQ2MeqnbWE9PXsHjKXGQM2QfGaYTf+289/FoPFiu9v2A3OQZuzZY5NTOjEGAJsC7qYRfD2zZfR\nvuUCjWldpLD5sqH/V2sHqHww8BOmhBpkmXWe5U30BnVSG2WzKKKHhsywmDwin+vj7/7T69hbtNlW\nNHoBJ50ncOB3Dj7bRUzksYlSf3w+IjFp7W7g26+bZ91ar+NQyg0A69jDALnUZbFTsaGlKibldj4M\n52fLPczMe7pG1fSScTI65P20Drj9p88MsFu4YcoW4rkWxt+HmHPNMNxh9+3A1/TuAXgA7D24jtbr\ndTRrZtL0PG6jhwIaOEDdMuqAmSwkduUndYzK9FGsJKkghUbwq/GTXQrrxAJtSbNuDsD2qyO0shtp\nfaZtS1dHYppslZyc6U42imkMx0fcYqxRaDGmKGSQAXHOilFQ78q+GItsdch3hYLic4slhrCfW6I1\nzTzzdCmgVedOC9MK+wxjbuz4p3HgAyYwx2GffF6iA7K0idKI/LEyx+qMQ9NEHIFN8+U7x0cufTZ6\nn2wLafrw896r7chx9qaG6sBpyxAJ8xdzahsUzBi2vyhOYtb9QNlfTuJ7UliSYrE2NBCZnbvbp/Tm\nTdtBhDnWRblwlSTmJDeU9OTpvWs74EPU46a0gxgjPM1iqzux0H9e6uuwLegYRJb0HOcPhuG8d34Y\nzosHjjflcwnOOY0VV4cfF5hG562sc5ZgHNx17OHu1iGSDRso8jKCOtSoBAumAilcJ0hicoqIw+aY\nfvcJcIol7I5MYUbr7ma9mL8YAleA69jzG8gjOGchlvsSXLppdVjUe7AvQd9+z1jABEmrtQPsXq0A\na3ADU/ri0FPPlvss65bgwhUWyj60LlgHwXM5wDWMbmYwmh/vADSpwzCTwej6AZZLiXNY1Ax5LDuA\n4SWgt5RDL1NALLtVuISfR98yl03srVlwzDpQqYyywmfwV3jnIsfocRoVRInVrLmP23jeZEKE3xkS\n3NKhFDAdbq9YRLHY88KajbJZjDIZq9tmyuRiGqmkL85pPZuRT8O+5a3zHqpDoJp1baCECeAP0wEP\ngDHH1UP4bcBmoxxkK7j7unGayVac9EUd8kzGx55XvhwG6NgY0Qo+2HZ6QfpoZiZURllZ5Mz8yB80\nbISNsYF80kpB1M6tpJnNbGYzm9mHyC4eOH4NfuzfSzCOi5xArMJMYBYxDpAXgePavJcGMo+BCXVV\naWH3igXHKwgA9mPZkh62o+VZxSQC4fKrDqzcFzr4MBPXsQEqeydbGD0z7ihEG13JYGvJ0JfZGhx7\nOsJ4euU60LcgsVcseOck6BogjzaqqfaaoKKKQ+yu2PKPhfthLF8d6C1qYOBw1VXOwYFH6qMpBSCL\namUnrZMNDF+0QCWX8cCLzxoW0bncStN5Fo8HadrwYd4lwOjkjVCDaZpVW2rKn/M0zpylZzFyYZGW\n8qYOVCqT1kMoolwwk4VpS+f8yR6cDEEnDcM8br96C/1rGl3BlHnVhqNju+3atOB59JHLDJDJ+Iyp\nn5a6IOmq8ynATmy6Zo19nMpNsiMT2kq9mbkK4YHBGGujyw6hk2ICoAA0F3izfhUNzfv3/VdeQr+R\nt/4BhZTpr6KdhkHM2gbKUrn8eJProocCupEIKVpH/UFuOpYNde9RC2fIGv7mY2yxKpimQ44lD2FS\ngbMN2RnTvGzbrTLI9reHL8lhC/41Yl79JZdS+MAyhbn18SgUagOZyNI0dCcQ1xcrY9iPsIgpWaAT\n6OEUZjGmOY0xhmRHm9qHkT3TfWSNlLELLqbXymN83zSF0XlthPccDe8V+zEvdifynZyYiWR2pAHw\n+YdJMwAXmGNRkopRGi9kqlsRcM8wseRcLN14TI/uIhqd46gds9hh01YV2A4OYyJ1ZYbft9sgpO0k\n05Ce4X08bbjFmLxZlYJpW4g1MJ5EWc9tuw21cnDt4Slu6+LYf4DvLJaHYYsZnnIV6DcMMOxBc6E7\nJskt4S9jhAyyMMkIvJegDOkoVZDOdWVWTcUeXDEicWVTw7TUTLIRpm1uz+Ggew39mzmMcpmxl2CA\nPHoVU5b1F++j/qiLOYJj2hIwXALalVIA/HIeMwY4ne0+Gmhj2VvKQ2kIlLJ+DMQ5AGdDe/O6tMID\nVIhfQAoWCZYZsYN/rA/Rth511wAA//RiEb1a0bKleckrn08d98oZm52o4mJFA0ifN8GvY0xdtAIy\nsWQeD23UEAXJAFJGE2OYl5OE2BIODw5fTnmNhgVgb8FFQdCJUzeL91+9ieSWdRhFOXUgraOZJrQp\nwSWTUdkATcvMz2SO2dH2kUcHJbSxnEZNaWPZtJ2TnA8ANZU6ANcGNDLDpBEvrCcLkAET4kydOu28\n5PRkCW+/+hJ618yEgOWuo5Wyxwo0/DTcfl2Y5+0GKLLOnBgASOUsbSyjc1j2fATGEqJwwpvWQzgg\nh+WNLSXNbGYzm9nMPsx28cDxT8N3TrPSgqENJt+ulNC2ebAYEgzwWSQus7awgibqDkSH2e1SrKTg\n+BH89fQsDDqvyR+AYQXoFAwQJHZchBl4W3COb7BbCxDfeTGPYcX3qB9aUA8YTW691kKx1htbRiZ4\n7Aas6MA6IWlIK04S9rGKQwsSEhQBshDKGqaJUBibjp+Z9EBdozmrYAxcW0dnC64+1PGRf8YHEYN2\nBbdffAm9Z4opg2yuVpBIFh17awOPhfFlE7kxcKz1wDZAcHgf6wYktu1DP0EkO6I5u0shHQIeriiE\n3othYNWi8brWMH8ygThoXzO7XiyjVzHlbsCEPAPIoDpwrObClWXTMlM+wToBDDNBFrVpPeQOsIrW\no7pJra2TtxP5QwLntSwpxL3y0SYB5tQ1Hug0DKmjumxOFF68ie6LxnkVAFZxgBU008kBYDMqTgDG\nWh/ms+sDOnCTSGr9270qTltL/nsZhnk8hmXPH8GfJIUhPGaWWoypfBqLBUYgm9dRTSApu9gERJki\napLlhHtWdxqL/auyIlre9A8Hiy5ZCLv8WJQCJWhcApHxWMm6qkVLZLLvzuvGs/S37LOfVtMdixAS\nS9YxJFOojOGjyIGB48F5kTFijOEo+A6IS/FCvbQXl1dXE6YZWeQIS94UHTJjtJMcVuY4klylm7Ug\nZM3t6xdNO1AmmH1XLJEMbRhtS67d8nxDXTWYtoIQs2mrNrG6STP2AOPxPdWCFWTAYSltG7E2R4u1\n5fP6D8bXPpuyquHd77bdvi/7+L5+CDXH37/yHMpXDDhiJ6ODvi4Vd1BOGULHnjnW0ACDOpqWOUwf\nCPXD6YPUEBghMHoC0wHXYJaatEOpwTDKtlEnC2aQLcF47VM7ax200AaSk2XcfvV5AMColk3ZzkTK\nt48GyuhEl5B7drkcMC8T2TIyh6a+bBg3yxzexxVzG4M60J4bdzRKk35pmmDWQxjwuwLHpitoXnDb\njq3YzoKpA42OcQSgO4fd7g0MXvbBHMvmwLEDhwqCKB9IUEyZYrPfsajKrrdQxz4aOLjfcCHX2nDs\nqYd1hnAAMQxAruG8AMckK/2cRcrAD2vAe/Yl1BUFO1FI2sv4wYuvoXPNsJrr9p6rNrIFyx9KZ0Jn\nM9Xuso4oq+A7AAAHjxsY7Nq04mH0lg4sKHwMxxxrdrxJTLr+n+VP/M9JA/hhQZxtkE4UWu0NHD5v\nRqXNxg7aqKblB8bbgNZDaKwHSky8qDWnVXQf1E3ZFRw/hGmjrIsEMM+e3omx8j+tfuBjYgQX2o0i\n+BxLFR+TBHCQ1VdvOMURyDM65egSu31Xt7fMVgfvMFmCfB4suMGT7r2jmmtz7HOq4pUcZteLJQjp\ne0B4HGDzc3LqgNKASXy8OpmwVYs58HnZ0mKhuTRDKM0eRyCkQJh4SuuV1RRL/HLeAgufRWxOmoah\nU5Aca0S0bfkciXl3z066YrIKllElP1lTAV0BkaMVOyZVxh0zY2H+YiEC2Q60bXRPrSSsKxqOri2j\nvkvE3/+Suk4tFg+wHnynnyPSFP5U6zA6IbNb7U5577E+ImZp0jYFyZF7Sy+s0qu3I8fF7cL16P+I\nVz3mEIAHgKgrJJDqCRAmY0igSfa0iTraj6u+J34W5sEW4MAtAPP0CAJpNmUu3oLTd1AIXYaXUeys\nYBnUBT+810OkS7iDoTn+nVeeAxpmoOeL0UEZVbTT5WR3VxkPCLN8OiHQOlLNaXNgGvrR9pq5ly4i\nMhwCPM2aFAKDjq0HkZqw3OnfAtysoGKW1g8L42xdFzhIrqH/mgX0ORe1IQRGBMbaiQwsW6qaY105\nYBsgMGrtNoDdrItM8cDeRwIJnceoAyw7QWKIoNleCJRDNpnA8THSwaZZB9oFn6U8AtA2UovuzTI6\n86anaeAAVbTHmGONTNEPGKYwwQjBYQdltB6b55/sLpvyP4DBERrW7pjl1+euE6SwV4ux57GJgv39\nWR14z9ZFBy7D5CFw2jYj0Ps3bqK1tYJGcT8FHUZ/PPLaAcs9UcNv60cnnIcPq2Zi2IZ7LxUYp1kr\nE/sfSqzCLGIhSL5wXejMZjazmc3sv9MuXM9+G8+n0SYUHPrsoANSCo6TFDC7QbEzKKFzWMbp/pKT\nazDzGMPEJQryntgvuY9TogbMgKnsxGO7vyPHEiAUXLiUvZoDIPSCh4lo8c4rz2HUcMvkiQX0rAMv\nmYUtd0xKoux6Kr84NaDgdN9Ofx/AMWdhJrpOAX5z0Hg8rAOyqvu2LjSDXNEeq+Dokd1Xc6li2wte\n8oWjvlmjeufVPPoVA/4JjIropaAojMRAljSMZzvGGj6uImlWgd05Awy5lEaQrhExPFMWPZ2qSrlY\nN/oH+CCxIL/tGAbsTsNp6kWn3WpvoHPTst21Mlas/lalNaG+2JTZB4nq0JOgiM7jMpIH1hH1QfCn\n4Dix9zgmwE2CfawbljUbfFZmnUsSbDf2d82GC6XYhnsv20C3vYLu1SrqV817VprvII9B1KFlBLfy\nQtPj+gMr2ekWcXq05CYmcr30L3VEJGNM/b2C43CSFAsM/TG0q8H/tYq0rU+yGNOslobWe1oGeVc+\n05nY9ud35BxkvWJhsMQGT8xv9zbdgb0VO+7kHNumk3rAD+0WW/1QkoNGnXynLSwepWCavEolUYD/\neqpD9FSLZcaIMXD2M+tLfNRw2W6VMYytILBNxMowTS2gBDafjUothhEvuWi5tu1WSC+O+0wvHJME\nxJb6h86BMzkxfWtScj/OlewKwqI8/6ypDC+pR2D9E2lfltU/PRLqWn15aCfBVj8nke+il5+WZzvG\nHItNc2rkdzHmWNvGtDLovtBZU+uha5/hmZKaOg7RyBx/H+fZhevVv4n/ydPqABgDQG6/Y5JSpvRR\nNY2zq3IGz1HsCKaCCzCh447t8cmn7AHfh2MNKZ8gcOZJ9mHkFv8A98JZmcWYl1fWvIhvbwBvN4Dv\n2d3/CJy+voTbr72M2zdNit8r13ZQRxNFJN6SurKiIVsIAKPTTPpy9ToF81IxKQNBED9zORm2HhYA\nzC3YTDLKEFKrQ7a8CBfWQJff79iTkE0O9T8CmJIa8I8bwPcawE0Ar9rdryzj7deW8fbNl7B6zcQ+\nJoNuyu8iMXRPy+if5DE4yWH4ZLxnPe3ngRN7DyyvTc6Rjps7MI/wIYLlHK4aqP6aDGL4bAmgH0V+\nLxFPvLqrAHu2Pve2gL9bAJ4H8AIw+KRpR++/UMH7W0Du6mOUqx3k5mUFZZDD4CTvltu6eYc/w7eZ\nmFTlPZwgECDD1gGewOitwwxlIZucSB2Eox9XXXSA5d9jqad7QKcGvNUAflBw4GoLwA0AN7JobZml\n09ZVmMG4NHRxPgHrVDhnHs2kJDVaDyfw+wLAOdN2AF9KwrYdrp6EAPnDzRz/1V/9Fb72ta9hNBrh\nl3/5l/Hrv/7r3vdvvvkmfu7nfg7PPPMMAOAXfuEX8Bu/8Rv/Frc6s5nNbGY/Vvux9uy/9Eu/hD//\n8z/H6uoq3nrrregxd08/kYIBgsMRMhid+iAoM+978Q9Oc+h1ixh0i6mmM03I8BAOEANm/CP+XoSb\nCe/UAPwE/IGc7GcsGCpHY7LJOtuKOTFZUHG35g5bgBncLZjb615H+2oV1UrbLx9y6PWKGJzknAaN\nAn2CBv7/JGvqQNI6A/AnC2G66kXYmTSBMMGBam+L8JlRbT4a6SOsp0iShLMF4N2afwpbD3RYa1+t\nolDqIZ8bpKAQsDqsbt48T8VyillZdarz1QlSwOK7ExRhQH4IjAiQlWHX6BUa4QFwALsg54A9Tgrd\n2QLeWfCz4VlWddCtoLVSScPPzWeGOB1lTdk1y5tGngjfaIYW1GPD1OSeKdvNCaECwrDskP+HDDOC\nYyPA+6wB7NjJJcG83nMbxgFmJQvks/FEPjGWIZwzjTBeV4Bo7hciO7mKRPNCegTHf7hsNBrhV3/1\nV/HNb34TGxsb+PSnP40vfOELeOGFF7zjfvqnfxp/9md/Nv1kP2G3rAZ9DvocEXwmExQ2I8Bnc/m9\nMkUdMsDnMFthquHOp9znH0SY6Jj+kdc9cjd1tLJmt649kDEs2G0+55jDMEGIuZR1MB64++7YEFun\nLWEM2X8/xPg+Xf0J7ze2z3sFwxUxtQibHLKEgHNOizGGMXZQpY0cg/Q+xZcXgL/CyX16rTRSlDzL\noYZiorERaSIZEiifMdsfyvExNptdoN4T773k6muwZPqzQaxdT5NIx+pL23z4zAFHcOi+drDtRr7z\nGkIn2IY3Q5PcD7QwBfha5LtY9xhbXdJ3jrcSe/6xdzTWvlqWdTlTR0M+4wvGHH/5y1/Gr/3ar+EX\nf/EXJx7T+sGGCLnPzBJGOCZlASyeAYsD5BZd7Q1O8ka0zl2MEHAE07HoQ+BADPii8s6W/YJOHT0Y\n4EephbpY1+ADvwTjS800ofHO6CRSGF+C6hpHrWRl2eVSBwzwjTFlWQCZ4DESCGiINchnBRSsg0W7\nL/UE5bUV1PTgGNFY0+GyPMvNG9R6eAIDEPdN2LM7ti60HuwLPGhXMKhWgJJd8z6Zc5dh9rhQxB/W\nJ4EW0zxrxIQoSCxjcnxfSgNCna0a2cXEnkvrkaZv8ALQ2QDuyPdP5L7XAFTNoHxakkgb4TONvSM0\n1pE6IUbLV7RfloP92qbVSS38PTAOpAuyLybb4W9g5Ed8Llo+OjNW4S9zalxx/j82WeJiB48N9fZZ\nwGe7Q9af93u+E8eHxb773e/ixo0b2NraAgB88YtfxJ/+6Z+OgeOzs6fKgjKzmc1sZh8p+7GC489+\n9rPY3t6eftD3IFqVOTeuEhBmYAa90hxQymNAwMCShPFbyUQdw82aQoDA31ZhPGKHz8qX78OxfVw2\npukSPOBudgi3jM7jFDzY4zsFs7yvs9QTe591AOXsOMhRtjMFx/DxKoES2VEv1i58BpXnYgSPNFwK\nPYIX4JhxZQYVGBJUsfxEHwWMgyv+xk4UEju741zkRO6tDevzODdeD6JbHmNNY8cSGOujihKBCzCT\nHi0fwRJZ9JB6DMGULrvHvGch39u21bnq6mAIBxCbcLPxJTisqcxCjBENLwM4pUiMPR1qOfULlVHo\nvmkAOTY5jBmlCi2367DmT1wZ2eIIVl4RXELbC+NKhxMm9Z5nX8DL67kA+O+zro4ok6wv2qRoHhfb\n7t27h81Nl4706tWr+M53vuMdMzc3h7/5m7/BK6+8go2NDfzu7/4ubt26NX4ydpcxrWmMxXwa1jOm\nq+xGjmtLez0ksNfJ3Q/tloyhtNvD18z22yKaDlk3wLFzyopxtXFFGMNSxdtGw5vFRlxtr7Hrqyxu\n0j5llfk6xcrg9RE8UGVh2r/D/0x2UIm4tWALxLWmsWcYK6uGvgSmM4eTzstEJw9kondGZllXrKk/\n5eT8f5Dz2meoGmnep7K01p3De9axKA3h8z8vKpuSODSuiB/JvgfBNrZPvztjJaoun+O79MOpSUhD\nykeVuQ/bxFrkO60b2nl+CU/z/IeR7/R4nu+B9BF7XDk633/h4gnmfgi/cYUghmNTCaby9QEswgcO\nKv4O2TaVC2blHJdhKvNsS27qHkwHohlVaiIAACAASURBVGBHnfc0FIo+MT1WIxtIxqfWgt8P0Ump\nCpMVLwykEQP2BMdhvYXs6JNgP+Cfi5nSAOM4d7YFHwwcwLDHT+CDf16UcoSwY1XkrkBZ9LqdmlkB\n1efXhnmxL8Ef74Zy3KSJTohfwsgUoW+VZwTI+vyYAIXxb/VGJvWCuj8WzYHn6ADYNzGBAQOSCQol\n9BuWMb5k+QRuEjRJLsFyjuA0tlEwHTowUGKh0VvK8HW5eiMIfp+VP51saBtQgNky5+lIsp0+3MS2\nDucAtCin0AHSi9kcMdYXzz1EMFCpA6reM+uiCKQhmjhxmKhRubA2Nzd37jGf+tSnsLOzg2KxiL/8\ny7/Ez//8z+P27ds/hrub2cxmNrN/W7t44Ph//003WF15A1h5w8uulYJBAmPO4AkcFjE5aRX/TxZR\ngSXPvQQz+3lA78dnYQbIe/Cd0JQNDreh0VlNQbLdfwYzqHPyRklEFX6iEhJXobcp7z8vpyVIJu7S\nWVU4UVD2WbFAHRZ0XYXzBC7AAOQWxrSz0fIrOAonCgRMIkk5LPhYiXpT1oXOuqnRVQJzBNd2Qv0x\nGUP14OV+XTmek3MMY+C4AvewwkQRkON5EyFQ1HbD/YCXmTCpAXcXHCgkU8G036rHBBwjrsz4pLiX\nCh6jpGcICElVExASHPM7sk5kgUMQHNOoZ+ED5LTgSGctjC6wU3GThDU49qYKN+dSZlx1yDop0LoQ\nCVPaDogVzwpwKyEhS1yQLQD8PYD/F+fMtC6kbWxsYGdnJ/3/zs4Orl696h1TLrsZ6c/8zM/gV37l\nV/Do0SPUagHr8n//ptnmzoDPvAH8uzfcd5RCTWNCD+U7smLKIk1jhTyNIQsj5WjyMxkwZQ7/D7MZ\nSirZtyyztC2sxJbdNtyuaJSGkCk7LwnHj8q0x9hhjduO4Dhv/ON7qowhHa63ZR/rSZ4xq4Jj7RU5\nnNW7JftYD1r+aXrdmB5dV3kRfNZyDSPHxRjebfvwdvQhsqz/YLdSN4e2HXxb2sa23WqYZbYDjYes\neIIWjkvnIa9YuXRFlabO1jRGZErrSZ/5Pbs9kH36PW3LbrW+bMF05YBtgYtQW/Id20tsBUVt2sqQ\nvt8hoaftINa+lHOhPQBw9CbwwZvj1wrs4oHjld90n09gVsNC9rMAU+ErcAWv2/+H8gKVY9AIQLlf\npQUhdnlYAIY37EnvwQGjx4gP8Gr6JlDTGTj2zdn7DJcR2/Z+zssaQ3Bcgh9+RsOehGxpCBB0gqAA\nu2C/p7PDGe89C1MPYeBoLbN+1glBCI4VxWZNmB7eG8FhFU5SAPjgMAQ+kxwdCJx0uSoExpD/jzH2\nXE2owAe/gO+0yHKFTpz6/0k9JM/xyISk2Ss4YAiYNs5JYUwSS7DP8oWdCCcK1GzHAsiPsd26KsIL\nsQ7CsrAewjLz+FBmFEMHdH4UXcVhzbQLAmRIPSwGp1Edsk4UVPVD42RiiKAd8P578Ntz6Jz4BoDP\n2PvtAfgLfFjs9ddfx7vvvovt7W2sr6/jj//4j/GNb3zDO2Z/fx+rq6uYm5vDd7/7XZydnY0DYwD1\n//V/BgBU501DzQgAZYSZRMOVPTLoyYsqlH5pt7FBMQaUtN8kyNbBcNtu71iQsyNgJwVF/zC+ryNL\n8m/dsNstt0+leAg+x7LGsc86T7bONhtbzo855EURAIGPyiVawXeAm5DfkH0s95bbdWPC1tvnXqDS\nmrlWsdhDaAyvCCCNuDPwwtbZydQ0ec15CSRiEwxOItQf7x22CZb5u/LlN+1W2gazLe6p7NK+D9pt\nsjiKOaaB4mkQIjZxivrN7ctOfuazVvCrz5+2EWwB92Cvju9St4Tn7ZZVsiXfpX21K8R83o9EBsA4\nmQMmAhGtG7QDYNzxOjZJCvv38BxNAHgD2HnD7fvffmvsnoCLCI4peQDGmSDAFb4M0xnxAazAASmd\nufFcC3CAkY021N2SodQIFoswGqbOs/CBEYGyIrKQIVMja1jwd4X4moP1pNOoke2lXlgZC4IGlSko\n88x6OYNjmFkEwHTmi3bL8zYLQPIsHLjhS3cA54AG+OCRoEjZyCLihbem7G4bBhiX5T7yk38KRPYT\nGKlzorf0HkgCWEcc0EpwqxedWlBOlo+dzmP4wPFHAcd6Py0ARXM97ewJCsO64M90IkSAPAy+1/cK\nsMBQE33E7ksnOnwPYlkSHwe/KwR/PH/sAbLh0/ERSPXNw4qLFw6Y95MaZF1dgZS7L6fgBDt8B/T9\n8CwLP3Yq5J7CRDkF+CPWxbdsNouvf/3r+NznPofRaISvfOUreOGFF/D7v//7AICvfvWr+JM/+RP8\n3u/9HrLZLIrFIv7oj/7o3/iuZzazmc3sx2NzZz9Gd+QvfelL+Na3voVWq4XV1VX89m//Nr785S+7\nm5mbA14/8wXabdhxhwOSsnQVeDO3KzADpqa0VJCoSzaM8xr6FS3DMXQ8B+CAGmfvTcCA4204euIA\nLh4u4yNDPtcBFBxGIBsaYgQuCYcOZJOMcl8FTGU48EzjORneDJC65SBvf6D1oGwH9bsecbxt/yg9\nCeM+q36X2fXsdULp41hrjGlZ4eYaKifJ+4d4pyCrqiFfhvyyIwfyHgs+AxRzhuvAYNizBK4N7MPN\n3KV9puXm6gELochWUWyCcaaSE4uaqzeV34SslDKpkM9jjDlBnl6H2wVzrTAoPtn4oZ5jH+b9VKkF\n9duaUTEWL5onDeMqazp3lefYdO5zC34A+pBJ1nJ3Edwzrx1bn4tJhMJ9/G0CwxxvfuyiO8zNzeGn\nzv4LAGBZshqGpsyxpnbXrX7W8GYpwyhJEtKwlV3pPPkah8uogHs935bv3rHbH8i+s9iBgeMWAD9T\nKk37PcB/ISuRfZOWuQB/YIqxvvvBVlliWi3yWdfEyRRuuV1le3/Py2E2Fj1eC/4PIHfTTIY3a06i\ns2rvU9MnM179SMrMBF7aNjSBF+ASpQCOddZ2MLLtQOPdn/bt922pXzLtSqLesVs+/7ci33khv3jA\nPdnHtqt1rTJEWriyOo2AUIslHVICgs9dmWO+CLE22gi+032SQINyiS05jMzxTdl30/+usOU0UqsV\nc09lIQ6Ktl2HmV+B4FlLtl8ak4ANTs1xw6F75qNh1m51nz2vpuBmm1Anxc/NRfvtHytzHC7bRU3b\n0xOYQb8LGcx18BQN8LAB7BT8SAxV+ACZlrX7ljAOFNrwZQYEnaHGuQlgt2GdqPhivA/TSBP4A7yu\n6RbG5YkhiKX1ESx5s+xqBWC44MJ0wZarj3GGVXEW983BxBxOQxnYl7294OpBwWfJHlKGdDhb1hu4\nBgeQeUHeNzsRARmq7w01woA8lxDRZI0euLNgnrdOCmKTDa1+nmZqpiBGkFhwt0xQuASnL2NdNAuy\nDMsJgTqr0VRuEVqo9eUz0fMwlvRj5319WHGPLaZRj5lXr9xGYlHzRGG/wbrIQ5auYrIT7cRD/fU0\n+U3sZejIH+85MTEsDyUtNd/5mDd4tLcLGwYPJLCPyYXCMk16pjOb2cxmNrMPo108WYXqSakRXYTz\nXvdQlIKmJwDsQKngOKbRHNpzluHi39LOYCbqCggpW6jK5bisuwtgxwpuhg2YKec+fFCjLCAcMFOA\npk+C4EOx8JD/qHMUz10wGlV1sIqBYy0/LcP/L8DTV5yVDUBWsMm6WIIfKaQKYLcCHL4MB5ABlzgj\nvKhcO5xIqxTmBBa4k53TiYFd9j4rOxBLjXk4GdLl9CgDHx7MexfQRamKMrTUepcgTkYNm8IybAMT\nTJnzqO5VQStjRKtjaA0Y1o0z4wkccI9NEs4LHzRmrLiFeA4Q6tIBUy/HMM6EHjgOZRZiOjnSS3o3\nzzakrDJgWDSCZfs+DBtGAtWH78CpxuaUWsjO06aA4uhqx8cXHL+OvweANO17OSIx0cymZAcTW2fK\nHPO7Xk4Yo5oZFPrCLJGBVLYpZB0Bl455f98wZafb4jlF5viHbhd+uGW2d7bcvjs/Y7aJthH2ccrY\nhU5vWg8x79dY3xCboIaMNODYvhuR78gOS5vU1UoanclUakrHKmWOOe9/0XRQV5+5m361hfcAANfg\nmOO6ZbqrIvoNs94CjglUdpAsMpnDRL7r58y+Uc7PkgsAQ2lf6Xmv6WqFYVBakvt67/66+XDHgg5t\nB2ST3xaNeqpR1lKwf4sxtzpeJcE2tlp1nlOvkie0LbuV5DZp24joofnMNQU4x3ElmGPMMT+L5rx0\nwwx8m0VTKeu4L3dh6qQUYY7z0h747HRVge91XwBhum/ebEc5dzzbhPYzPC/7DwDoXDN9Q/tl5yww\nKf7OxQPHC/A1nwRkaTtjHNJwKZgDZ8+ABcAwescwf+rQRQCWgRlEw5WsMziwQzBEQEjgWoVzAmRf\ntF0Bmp+C6RzvwV+uF3buTMDc0F4jlHsSOPKeO/wyXH4Pl91hmGTNx6GAhjbWL/NC8hIPF0w98HcE\nQwQemjGpCuMle+8qkPAtUxZ5woVj90ZLgTuZxjALHYGRfQCJBYhhZAvAAWNWVXT1O9Sg2OsMC4aZ\nVwYZcEz6Evy6eFAADrfgg8MJIDm2apCuZhTgg2NOEiIMKuoGmHL1gCyynpvv1RzP/zSv/9CcRJ37\nGMEwA59FZiCLY9uWkgJMB817jVwvnLxRCsJ3xEvKom2fUgadNNl66NR8v8AwukcamYI3MA0cR34b\nOtpMmf/NbGYzm9nMPnx28cBxKDGlw1kqDVAnKC49Aw4NEjwAQBlI6maQJsAFnFZ1BB/whGMv4Fjk\nMK4yf3MZDhxfhpXfXjXXHWMQeAEBx7HwbLSJTyd0COIAHzh/DRf8AZugIIzc4V0wYCyTBT/dK4Gg\nRsfQicJlALu2fLtbVo8bBhfnkrVYjNVMWT6NbgGMRTNIC1kzrG0HceIvXD2PXjC8TwAoII07nJd7\nVSadZBXbyEMA+xWgU5FzhZIYazHny/ReKXQG3LPmZ25ZHz2XKrNT8AHiv5aF7VUnToBpF+px316w\nbPIU04kM6yIlWOgACPjehWz7Lfhxh+2EaVg3dcDd0xw4oybvKY3AOLbaAXzYfPL+1eyz+K8AVHPs\n2nkm8sKFjOFAZi9kf5UBImMcY5ZijHQPEcawYaiy/YbTWu58xtCkOwOXDOXojvXwTjWncHrlHWkP\n+1tmu7fl9rGfjKVFVj8F2tNOpqaxvhyPYkxg6Zx9K8EWSFnk3LOO1KCeeMtWxFZaIY45bogemoyh\nriBMS5+tKwKubTxdOxhhnDHkcdquuJrQhmMMW+umr7y/bhjknf/RtYP37PM9vSuVzjahumWGfG2K\nXpfPPRaOMBZdY1LIyUmmk322jVjUlGlt47x99jXIXXXt4ErNsMLraaw4YBMfePuUOXYrCE6HnLft\nILaSEHu/YysCsdUC/nbkHT/OPrPP6crq0v8ydifGLh44DsO20dgvpYChgPiyhbJqBZilrooZoBPb\ngOnAxoEuI4eH8lamriVDyDrVxBRsVJfh5BbbBSe3SBnEmG4RjsXWMocSgFQbHP4wtuSskwdBBWf2\n83DCfYzpQq2xOgkEOdEI86orSIbd7hRsrFGl1wLHOr084DqJLITlDE215+FkoYI0RvHUASiGlic5\nRSw4eQU7JN5nKGFQOU8ah3LByT/Cy5GFpXEy2IV9ZjrpSeBWEACnSw517nVgWPavOVaX543OE0Km\n6IoHTXX64YrCpKyMBMNqGqccsO+jrmpoXZA5PpDv9c9OFIblKW0+VjhaMLNgf6GgWJ/bxxQcz2xm\nM5vZR80uHjhO4Ida0mD+ngXAD4AbLPUYAmmJHjFsGEemOfhL8CRO9R4AFzWD0grYLROPZGTfSvAH\nGLnFocwsaZMiWrHsWu403Ba/5P8VEIUOTzEPWe5Xj9qYJ778n5djPZBJVx87MutkjwEnObkH4IE9\nX9s6eM0Fl9TbTZNwINBEh8JkBYaQumA4NWA8k58WaoID2qT6Y8QLMgKqRw+jOfD5awD/FnzHSRZF\nLpF+1kAIXllIg/IHCox1gkTNtDjInYX6BR7bw7iu5xyLrXhwFUZPkcCFjSN4PIYLt6YAk1Ue3kIX\nNsZ2Bf6kgPXBfQwpyH5AVpC82Mw0toFQqqQyjgAg6/3FWOSPoX2u/38BAJYen5odypjF4swHCTGG\nMsliyNNhZl72jVfuKBNjDMd1qiFj2BR67MB67N/Praf7dm4Z9vD+LbfvPsznlkR6aO6bz6f7wiyG\nCSxiSQ1icVt1PhZ7DVk/miU0ZAejyUjciQtV8y4US85fpTRv9i0Lxc1IE8oA8vMmfAZZv1sVze1y\nz2RyyWua49g8PCKpY1vo583zn/bsAf/509gOYnp0ZY5TPboV296X7CZ7DcsmNxybvP/vG/Z4t/rQ\n6pn21PViNdtCTIvVrWPAcMq+afUGxNuGkhOAF2e4tGL9Aoru5sjwq0acnxvyXPmMlTnm84+1A56D\n7QEAcraMc+PEcbQdjHRfxm8TsXYQY5PP80v48DDHYSIDJrGYlA7Ws9BxS3saDat1AGAVOGuYZW/W\ngpJSYYdFYMj2Q1ZMGeRluCxmZFEBBxAfws/gQnAVhp86z2djrLzhQZMeqwI/DcdRgR9lYMrljuGY\nQO3cCZAVHF+CqYfLcEtRe3DgSMHFIlxClhC/THWi0+fdgwvdwJOEkgy1UN6honQg+htO2ADXLofy\nE4JlwI9uQqD8EOPLr3pJfg4BZnp/fHZ6j1wt0bpgimeCSp6Y9aGVSoAZztQC1jk0fTbspDUBTRam\n3Hx/FByzDU1q32FT7ADmuWqmPjLJPJhh5HTiBLgwegVMBsiTlqvECSYEegrmf2Rnx4+OLX3DgmJN\nyx2arjJk/X2Kf/g5j1O3czi+JB+1xe74tYhdL9mtRLA6XjWD7UHeeSIRCCsAOgBBkTuu3ah6W8CB\nrTQcncg7CNh1X2z5Pwb2KElQJyYCGkpYVMLAzxpKjeH1YmG1FBTV7WxeZRIExQRAy+8JAUUM7fCS\ny3Ko/VsM9LOo4seRtfuyi3z+T/nsvfN2x8471g6AFA6wHbTybuLEdnAg7YDP3wPYxaq3BYDeOuU9\n4lQK36lUn/k02ZBKTmLmZAqunvjci5FnTuc4v710x/axTaxIhh5OnBQwr/fMg89/YHdotEF+1kkS\nx04lVtgOIv1AVl6HfNa2iWykTUzyWQLObwcT7OKBY+0bCEQSBOGnxLktyvhoZAsCgcfwPYwbMCPu\nhmGSATNYh2BV74UxgmG3y3AMMmBA0SWM65MVICqoBBwopGl4rDGJqjJdLDOjV4QoY5rnq4IgThoa\ncEyjWOiAxLDAlJoALoqHMsjcT6mJ6pqa9veTML2WO03xPAngKgPagQE+mtpaVxgmLa3r7Ij1ETk2\nlL4kGE/FTKdNtiE+a5Zb2eQ2/ExuoRXgTxa9DIUK5Hn/j+TmNBlJuEoQIk99EJxI6k1IXTyNdlf1\nxxwDVqQcLDe30zJf8VaHMPr39N4IjMkeA76zrrLoj+VYBcdsE7HZaKRxni2My0kIjJ9WtTGzmc1s\nZjO78HbxwPGzcIk29iESBw5gLThWjFvAZ1BJ5dbhElAU5Bwde/K/hqmCLbP77AaQbAFPFvwEEMoM\ncTZMR70M/ExqywCu2Pt40VZv0/4x8QgBNiUjOosi2KJ8oSn7zwCfriMwJmsYyi4K8JMvsB4UUN6D\nSZHZsPXwE3b/VXOsMoE6aUikHA/gA2NNwsJ7ZzlYD2RRj+UYFk1XDhh3urXgYvt6jojahB8jHgyf\n5Q4ZZT0XYOqvAuOVsgEvODoxZZhsQ1N9AwbsqeZYWdQTmBS3qQ4Zrj1o9j4+Hobj4zkewk3kxhzT\nQjCn+7VdaD1MckBke2nYczRseDp7yCKmg2S+K1xJUNkJb4PgmBMlwNVDB77jis5rkog8aazdhxOh\nIZzkItQth0wyLVxtsvWQyLGc8P3Izn4fMfvPdqvZGWkBSwzAsTdhxlK1mHPSMPL9edfiZzJFkgNj\nqWaYqOsNR3tev2I/O1UF+vaVaxbdj8keKos4LbnJfw9zzIQJ6sRE1jfGDhZS5jCR43v2HI51K0dY\nxHrfdNRL94W5Z+iyD4L/A4453pd9HJJjq70xSUAYAUiPizmPx1abzmsHvIYyhvbz0uqp3Tra8xo/\nSzsgw9zOL6f76PAZS2QSS2oxNURZdN94+EI1Orxm5YUpBG0jtoKgbSPWDsgcVx+54+b4rJ3ixn1m\nm1DmmOOcMsfT5BQx6VUmctzT2rR2EBtGJvz84tgW3F2NYMakYwTs2jRnrNCy8DWHPHbV7tuGc0O1\nLONwy3/ZCBA1dBVPw1jMQArw5vN95AuuE0pKRaCad8vsqknj0rICwg583S2P7UwayBEcTK0k/9gS\nFCg/kX1lmAQmjNEF+7ur5qMuTxAgh9iDZfDq7QxYtPVQtS/5ypypB7KoCoxYnxrtgLc6AnDIizLJ\nRgjwGN5Cb5CoNqwLIhpdfn8Et7oQOMKNFnyAzCrKYHxw15jAYXSTS3ArDQTQnDxpu+AKgr6hT2Az\n8rH8kPsPpUShl6BaTK/PhxgCba0/mHrgbnWoo2NrqMPVSZNejtptlh9wdbAIN1HQul2C4GBliVkX\nWfirR3pznByH5eNKTBjWZCE4TvwXeIkTjOlnZzazmc1sZh9+u3hd+hbGx+xjwCUBKcJnB8OBTgWg\nKrtQYESNLQfQt+3+d91xXcsYcVDnErEyysQfAbORXRihWOohN2+AYbnSQX8lh2StiEG7DLStgFMZ\nQ4IBMpGSYdkrSlKDD4y4rBwDOoAPEmJMmf7/DlzcIltHJxUf4DFahTKaYStKwdEIhVIPuUU3XRys\n5JGslIFm1oFC2G0XhlklKA7xHYvUqcFJSXSCRHCvETEIBPn8lTVcwDjATmBoEDKsti7OBBTyFGwP\nk3BoFhLuro/cYh/DesalN2UdPIAPEqlt7wbnHdm/wwIcq62AVp3QWMZQnxzKTWgq11GwWbHntO8O\npQU8hTI9IeZm+UvyB7uPt7sCl8qTsbIX4ac3X4CbRJIgacOuJKh8gmCZ8pJwIjRJb8zPrAd9f/Tc\nNjX6UM4ROhV+DG3/L8w2Rk2wpirit1bQDJPAeBxqIM4SRxz9kgg7qRrmBV3VA3zGiETw6vR9eft5\no+5CUm7UWv7xem57reOKcypM8uNh5mKMYSw0WYw5ptY0ZQJHwhIfm++yytKx7nQf+1ll9mLZiEPm\n+AP5zhLtiRz/2J53WnsAXJsoaIg6jZseWow5flrHNc1wmt6A3cbawWrwHYRhviShSflZzxuy37F9\nQrKFTogAMMhPTnwzbXXBXMo85NzItAO2BwDI6kotLdYOOARoFFaywjHmOMYq27b0WLTnsfd1wdZJ\nQZ55IdYOpqHVab5ZseewFDtw8s8uht3EOOjSMaypwCj0XqMglm84wY867+j+mvwGMCB52+znEj41\nhmS/WKlM16tLxpYpy2RHyM0P0mWKHPpADhjVsujVCuieWoeNbhFJu2zyfSuDyuXmUH89gom1Obwa\nVFoW43ICDWkV9iAKiip2f93WA9+AfRinRRlNmFWQ5Q7rIit/MAx6sdRDab6TdubIAb1KEcnVAg4f\nVnHasidpyh/DIjZh6j6m/060DhTwUVqh9K12yaEePaRmO3DJSzTRRsWtHHCg5URBgR8nTTx20Yjl\nC6UeypWO14n11go4ai4Da3knudG6eAg/rrKuJqTxk8NegeVje9AyhgiWx4Zsq06+OPmQ6/CUGtaO\n7UETouj7UUXqNZ0r9ZDJjtBPcjg9LprVBMBNEii7YV20Mda2ANjIJ41IHQD++h7gJjrFYD8nBUnw\nf6JenXhxK+2J93SOL+vMZjazmc3sw2MXDhzPP3+M07wFTDFwDNi4uXSu4aBHZ6wCHDB4hLgjVkX2\nEyTDbunxbgfLJ3bUW4LvWMYl8SX4octKBhCW0fHSqebQRxYjDJFBMm9ZhEoRnUoZnWtltHvmxN0H\ndeDhnAMVsVBRD+w9Jc/asuzbLctNXfaj4MeKLnQ0V1YtZOHEUpBj/xQkMlJHCUDJAMJiOUFpvoNl\ntFMvWWqj+vN5JI0CDq23d6u3gm6zCuxlHWtBkESwqXXQAnB4FS4SAWAA0SP4bYDUYxamzShopoUy\nggmvxQIcew5bB+WgLlg3NsxfzoZQKldMeyiilwLkUS6D3voBOutltK7WMWBA+QcwzpuXbPk5eyfJ\nrXVxqJr6MhwoZB3YON9jBZlkYXgQvif2gnPw2eA0bJSUnbo+/n8FQHXohRHKoQ9UDBvSGZjKO1pb\nBh7kXflZFzpZUIlPBgYgD7eCCmJ9sC7YFrgcE3u+yhRrhyPRKnhuTaZDqZEmV/iY2Zt2G2MK07U6\nYY9q9nPNPh5v6hp5NIl9NJprMwm2wOTAjABQsNfSdDQ1S2pUYpmXn3afaljZL9hCL5WcbndpyVK3\nS0J/xzS3Ec/9tGmGvilAPEJIjB0cRo7jZ40qQfZQmWNKsi1jnAhzvG1/e08OZ3elz0bfIhrbRE2u\nH05hY9UQhkEPrxVrB4VgCwB1e/Ian6uuAnBfI7Iv9syn6aaB8ecqjGgamWFR2kveligvJdNrhOeN\nafTD8HHn7Yu1g9iqQoQ5fmK39+R4NiGl7WJ9xIK937IMOwV7L+Ea9ySLtY1YgBQVZp5nFw4cP9+4\njZ2yiS3YLayMN6oCzMD5oBZIDB7BsYYV2aehnVhddnk0ZYzC102A4ahgarQMM8jbzDFYgwBFc95C\ntZOCoDpaaWYYgsMiEi9j1AB5dFBGG9XU2ePgmQb2r67iaHktykqnLDZgOq1Ww7LcLCtg3uJ9xBll\ngh9tasoQRpqgOuRVbdnDiQIjdVw+Q8GCoGqxjeW0Lsy+InqpU8gIGReHtFhF61od+9caLuf9Tt70\nupS0hHKGEkxmotRJq27LrY53j2BAUthlah1oF8v9ugRfMFXJONc6GeIEiTriS0gjdMw3jlGtte2d\nmTooo5M6SGQwwggZ9FBEu1ZF+1yZUQAAIABJREFUq2bawP5WA93dFdPO+Qf4jL3Ke9oFoLMFP9pI\n2dYFJwywdcAeXhlUOnY+CY7h+USrzusr8AX8SZNGJlkDsDLEpbUmqjkb9xJtFORdGOTMSNFZL6O1\nXkdzv47TNTvqsPxklems27b30YYbjdt0HOR9sy7uwXn3cjIBTJ8kUIbDupAoJuEEWcs8s5nNbGYz\n+9DbhQPHL+H7aYDquy9+Aq3shq9tzMNFRGjBpW3sKCDeDz7vw4yw9Nqsw6GLIfzl80iVkBlaQeqj\nhi1gvn6M5cvtNJh62QJgssYaK5D/L8NfWu8jhzaqaSzN+1jHTm4T289t4b1LWzgtLbl74J+mKm7C\nsGcPGxLJ4BFc0hMCA9jPBMI8CUNZPbZ1oWCg4JhCXo/guAGkMdPtBEEnB2a3KTPLb2q+hSJ6qVaO\nntodlNFCHftoYGfdpnVd38TeB5tANesigQA+S6mh0ZqcMDXgEOU9OBbxAH5EEyYI0XlnFi5SBYVn\nFQN4mSqcgJCTBALitC7MBKFaaadxQ009OIAMIGWROUlIg9IXG9h/bhU7W5s42l5zMvBtOJCoAC2V\n4lTkPWAdcGWBdXEA84xVmw+4SZMy8Q1XFwXZdQUuwYvGtI6E7cutPUa15k+QyuigjA7y6KflB4z2\nsoMyWo069humLR9srWKwXfFBMuDHjOb12gBaBeBwy94oK65if3xg64BtXPXYqj3OwoU35Du1Yc4T\nJrnRuOYfU3vfbqdpTJV0fRxsvcCBEYWMxhgKz6HXVGEMLVx402vVLHtWEyasToZZbzgS6SLdF9Ow\nliLfxbSO03SV50VpCNnBWEzhfmRfTMutLCKZP6Xp2X3YutmXa5Ex3pXDORU/V3McuVQtOC70EADO\nZ46ntQM934E9IVcwGsIjpc9fuaVLwRZwz1Ofa4z9R7Avxiqfxz7H9sUsXGnQZx6LM6xx+2nHwRZw\nbSMSkeLAfqcLDmwb5zHHsbXsSmTfNEpDwzLQpsmQn0YFd+HA8WfwXccyzvfwzq0B9rLXXcMpwA3C\n1OYCDiC0a9ZhCzCv3SrMALcP9xryM4Ehq5SDIiM4wF82rSIFx6WtJtaL9z2GmOC4CCOroJRgBS3U\n0cIKmqijJVrkQQqMmH1pB5u4gxtoYB/VRht3lj8BAP9fe+caG9dVPfqfPWNPPPbYk7HjcfwIDnHS\nJmkebtIGqVQ3hf5bWtSIiiL1AS19oAKCUu4HUPkGQqEI8QEoFyFUQRFSWgnpqs9U0FK3pY+0JQn/\ncpN/2oSY2LHjqZ2MO2NPPJ7x3A9773P2zBzbU9L4TOj6SSPb4zNn1llnn73XXnvttZhs6iiWA5Rx\nELeu3UkRZnRQ6kEbw/Wkm4mC7UG0PY/aKLKNwSiuvdAL9KinqaXtDNH6pOMht1PDREiXGcfKaD5D\niKwzUchSzxmijNLJEMo4Pkofg6t6Odqxhsk2y0g0ExUTj2ritU0VunG7DRg9GAP5pPW+7WEG1R6M\nh7AL52a36T87gB5ce2klroHcph7FprYk0XDSmiC5qwdmRcHWTwPTTriNqfc+ThsjrGSovoehdT0M\ndq8GIN3RpnRQaiQmrZeTBtFuA/aQY3TgldbObMAzx/eqV8RVBR3Wy64CaRvHbapdtHaME61NFt1z\ndd1px4Nup5ZSXvQGkix3noexWJyR2EpGeztdIxmtg9IsH3a8/nsNML5e/yOur2lQX7vdBowO7KG0\nGTcNpL7ZNc3F1w6uYWxPCD6CLDSIeA1apXlVbM0vNGh5LY/aA6DXwFu6XmQf41nt25zQNpSMIWEb\nFMZosK1tYzx4GUwLpS1bLKyiVDYoT5tnGzZeBpDXORY6r20wlxS/sY0TLyPW696Ubnu13/Myds35\nvDK02ZRum52Pxf5f9mX6/se8/u9lbNpG5EL3EI//eR3vEX6xoGFtU3rfvcJrvNqG1z2f8vi/Rxuy\nd/0YGkr+Z/++kOEKbpuodCuHV5vz6l8+CFVnHP/vv/0fTm1TU7O/sZ197ODguq0cWrcBgONjvcyd\nbHQ3bpkOyc6bagyEiWY41QzvrdVGtHlEzBJrqafYLKXGXS9lF64R0AENvWqAvyh8hA0copdBp4JQ\nK+POknGIGWfgDzNNlCTLRzMqRsfEbI2gbdUEtBxT73W+Aevh1JYW/sZ23qrfDsDBzVt5e/Mmdf2D\nje5l2NkujJFgdHAyDsNxGL5UvV8whVDGcIcGYxBFKPKUNehrX4uTBpqLgT71au07SU+tuu4ehmgn\noQx6y2NuPMTGSAaIcoY2Jmh7L+3a6qAewgDKyFql3jqxsp1DbODt+k0c3LyVQ5tVGzg63Uf6aJsb\nj2rC+Ex7SOIaj0PdMNgN4ztQFpXxcw3jVpazA8y6cAzCPv12r/Xq1ocArFThAm31avIDqg2YyZDt\nJTa/27HoUc4oQzGfIjyVJaCf5unGWpKh5YywkkFWcyS8DoB3Nl/Ekc0XcWxuDRNHu9zLeE9ft/08\nGB0MdcNJbdmO2jownlRwqwqaNmDlul4NrMFtA6u1DpzQGr3hsC1JpDlFKxOOt7x0Umh7jk3bCJMp\n2oUPbriRuowoI3QyElvJYGw1g5cqQYboIXGiE4aD5Zv3bCMZYDimXoOXQuE0KisNuM+C7dswz0K7\nuuigbhtrcdp+0URBwioEQRD+46g645g90DGiRvirP/089eEZ6vXyK0B9PMtQpEdtXEvWuIaRSX1l\nD4rjuOEXp3A3sp3p1QcYT7LtOdMFQOxCFib2dxlOWjJj9LUyXlR7vpUJIvkUoZlscR3xKdQ4PIpr\nHB9HGch20HsMWAsd/5zk+v/1vBOzqrxsM9THsww2KPkzkeXFVcZsXdjL72bgHm6GM8YzaBZA7GXk\nmNsiOnCXz42nTJ+rvu19orXJIm9wJyPEGaOdhFNyskGHmISYcRKTR2fO0Hh6Tl23eYGyT0zBBx3N\nsGptgp6tCeIxZXQbT3xDOMOxzWtIRDvVBj6jvzbcNmCHHURQTsPBbigYT3kEN8ykNDFvid5aUTaj\nMYx7XM9oa60yAE1JTfN7qbfUjjt3jMR8iubTWSX/JM4svZE5Ghsn6GqfYHXPoNO+4iTUOWuTHFun\nzjHU1kN2uNk1DO02ULrk3wgcMzpowF01mKA8p69WhVmpMCE0HVoP3aodRPSGQ7Px0njHlbxjZfpQ\nqlUbE43n2BjHQfJOmIVJb5UkSicjjNBJnIRjeLcyweCqJCNtnSo+G9yCKuZVGg/dBAzGIKUni05q\nvwaKJ4vlqijajGqeh271HbWtU4QjmaJMYx8l1uqfZuHKyytke4DMVNRKlOhgfvcamDIex9lL8hGP\n40qxPVvmeC+vZ9BLgIXCGmwW+uxCG6fsz37QwiiVhlAslnLQfL/t9S45X5f1Lzw2VXrdG3NPvDyL\n9v0vbRNe98bGLiZvME+y1+Ysm9LlfE9jKO/xu5en3casBHiVSPYSyHzxYoVvFmobC+F13vlkKcWr\nMIcdVqI/GzffYaV+8wqX8Lo3eBzntSKxUN9g8AqrWGyz5nxUn3H8f3EeuNAkXH39XwnG3LsbIE8g\nnCPx8Wm1cWdKD/DRGm/DKIoySG0jwSy/p5rLG1+k5FiTokyTz6k/8vXqZwg3ZVsrE3S9N6HOPUXx\n8tZZVG9h9kihfz8BjMCsNozqQijH1hDUJOCKa/4GQP1qNUEIkifUrJ7I4329TJ5qg3RQtbrSDXLG\nMLTzig6jvMkFuwubRRlKdW5r9MpPq89bvyxLgxU3HHYmChPaQB7ThycJ5zOEp7Juzs20/soJ/bJz\nJ06iOhsj73FVlaf/E4eJ9KUcIypEVnnmV2VJNLWTNXHnJkeyuX5wy3mbCc6gHpozdkaDeYZT0zEY\np2oUWFGgpU0ZvCZkwA4bMV7SVsYdY1bpQnmJw0wTeV99X9AYxadx2wy4HW4LtJ1I07petYFozPU+\nO7ksY1mGlvWQbtJZTsw57M17Rhfmko/GrOs3/7CHMt2F2Ikr7EFTT5BaYxNlnnF75UAZyuNFBrJS\np7qGhplpQjNzbtso+j5lasYbJ0g1j9DOGK2MF4WkhJkmHJ5mZJ1qh4mmOIyHig1kowujhybgXT3M\njq/HzdRSGimZAabhrJXSEYo3xEbdmOoIqY+scSwIgvCfRtUZx6/8E64wnsCzaj/YlbteY6ZZeZLy\n2r8UJE8gnic1rXMGpxqYawrDspri7Arm1UDx+xHU4GmXqg1Yx9mZEcyerbT6HoBMWC0K20m6Q8wo\nYyeBMnZKB/0ZlA1iB8DPQGYShq3E6a0J6DqNMnT0oHzZ9f8gv1pde85YbfUw1J1X+YKXheFsjSvz\nMkt2c912al8nHZydvq0CghAIlk81A+SpZ0Z71JWZsHx6kpAx+uxYtinrZcdsnUbpz5w+geNR7Ts7\nDJe8Wv69sRyJoLqBmWAUGmrKS17bLgfT4gdNhoc6PIvKZPCOvwvmCdW7CfhN+Iwx3Ou14e6GUGhD\nmiSRmRSN78+53t0p9/qc6zfvm+prE1Cj28bG9ccI9birKOBOFoe6c0wG21TObHPd5uXhGFfX32f9\nI4E7UbKiMZOUT/TQubz1dYI7QTIeYaMLE4NvVhEcXbyfUQnprTbODO6zYtIbBWF5c4ZI678IN2ec\nfNlKzypm3egj0JlnLNDOXLCxuN2b6y7N4lYHjK6luCCKyZGtN+oWLD0YXVjN30wU7dKrHzUu1z+9\nNmKVJsSD8nRdESvm1ikW4lU21tL7rH42M5bnzhQYWMhTVOfxe4PVJiL6++vsWE+vYiWNHu8tVA7b\ni8UCLys5vtJzeMm00IYxL/17FNLo0rpptzyGXXr89vIc2+J6eQcdb7IpEOIVj23jUQzGtImM3V5K\nfkL5Jr0Gr3Zoe9AXSttWady43xaXV9Bvpe3AawNpyUbTuOVVjut2cNpaGTf3xC1o7Y3pG+xn0xQJ\nMas6XmkfZ63rctqB1TY+SByy37eqjP3ArH7Qdr4INEKwEXbcuA9AD7MNbpUYaz/ZNDCXKyl9Ulrw\nyhCwXvZySWnRCeP1zQBpmJtU5x+PuxGVJstAightobQ6jzF8oNxINoTUq2EZjsfPRMF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z52IE4cQJoHJl2dGQsZgwAbh/H1i+XHYkZMySkoDq1YFly4CWLWVHQ4YuJkas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\n1aAmNF1w57+fjrhQT85ocr7q1auHiIgI2NjYYM+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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Software versions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from qutip.ipynbtools import version_table\n", "\n", "version_table()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
SoftwareVersion
matplotlib1.3.1
QuTiP3.0.0.dev-5a88aa8
Python3.4.1 (default, Jun 9 2014, 17:34:49) \n", "[GCC 4.8.3]
Numpy1.8.1
OSposix [linux]
IPython2.0.0
Cython0.20.1post0
SciPy0.13.3
Thu Jun 26 14:59:46 2014 JST
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] } ], "prompt_number": 28 } ], "metadata": {} } ] }