{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# $F=0\\rightarrow F=1$ MOT temperature with the OBE\n", "\n", "This example covers single atom evolution in a 3D MOT with no gravity using the optical Bloch equations. It highlights an interesting effect of the 3D lattice that is inherent in all MOTs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pylcp\n", "import lmfit\n", "from pylcp.common import progressBar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the problem\n", "\n", "Laser beams, magnetic field, and Hamiltonian." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "laser_det = 0\n", "det = -2.5\n", "s = 1.25\n", "transform = True\n", "\n", "laserBeams = pylcp.conventional3DMOTBeams(\n", " s=s, delta=0., beam_type=pylcp.infinitePlaneWaveBeam\n", ")\n", "#laserBeams.beam_vector[2:7] = [] # Delete the y,z beams\n", "#laserBeams.num_of_beams = 2\n", "\n", "alpha = 1e-4\n", "magField = pylcp.quadrupoleMagneticField(alpha)\n", "\n", "# Hamiltonian for F=0->F=1\n", "H_g, muq_g = pylcp.hamiltonians.singleF(F=0, gF=0, muB=1)\n", "H_e, muq_e = pylcp.hamiltonians.singleF(F=1, gF=1, muB=1)\n", "d_q = pylcp.hamiltonians.dqij_two_bare_hyperfine(0, 1)\n", "hamiltonian = pylcp.hamiltonian(H_g, -det*np.eye(3)+H_e, muq_g, muq_e, d_q, mass=100)\n", "\n", "obe = pylcp.obe(laserBeams, magField, hamiltonian,\n", " transform_into_re_im=transform)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the equilibrium force\n", "Let's try looking at a single force profile along each axis, $\\hat{x}$, $\\hat{y}$, and $\\hat{z}$:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed in 10.03 s. \n", "Completed in 9.11 s. \n", "Completed in 10.50 s. \n" ] } ], "source": [ "z = np.arange(-5.01, 5.01, 0.25)\n", "\n", "R = {}\n", "R['x'] = [2*z/alpha, np.zeros(z.shape), np.zeros(z.shape)]\n", "R['y'] = [np.zeros(z.shape), 2*z/alpha, np.zeros(z.shape)]\n", "R['z'] = [np.zeros(z.shape), np.zeros(z.shape), z/alpha]\n", "\n", "V = {\n", " 'x':[0.0*np.ones(z.shape), np.zeros(z.shape), np.zeros(z.shape)],\n", " 'y':[np.zeros(z.shape), 0.0*np.ones(z.shape), np.zeros(z.shape)],\n", " 'z':[np.zeros(z.shape), np.zeros(z.shape), 0.0*np.ones(z.shape)]\n", "}\n", "for key in R:\n", " obe.generate_force_profile(\n", " R[key], V[key],\n", " name=key, deltat_tmax=2*np.pi*100, deltat_r=4/alpha,\n", " itermax=1000, progress_bar=True\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot it up:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "for ii, key in enumerate(obe.profile):\n", " ax.plot(z, obe.profile[key].F[ii])\n", "\n", "ax.set_xlabel('$x/(\\mu_B B\\'/\\hbar \\Gamma)$')\n", "ax.set_ylabel('$f/(\\hbar k \\Gamma)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously there is something going on with the $\\hat{x}$ and $\\hat{y}$ directions. The thing that is going on is interference in the optical lattice created by the 6 beams, and it is pronounced because the atom is not moving. Let's repeat this exercise, but average over a period of the laser lattice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Average over the lattice\n", "\n", "Again, note the the $x$ and $y$ calculation is a factor of 2 larger than $z$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed in 23:25. \n", "Completed in 41:04. \n", "Completed in 35:21. \n" ] } ], "source": [ "z = np.arange(-5.01, 5.01, 0.25)\n", "\n", "R = {}\n", "R['x'] = [2*z/alpha, np.zeros(z.shape), np.zeros(z.shape)]\n", "R['y'] = [np.zeros(z.shape), 2*z/alpha, np.zeros(z.shape)]\n", "R['z'] = [np.zeros(z.shape), np.zeros(z.shape), z/alpha]\n", "\n", "V = {\n", " 'x':[0.0*np.ones(z.shape), np.zeros(z.shape), np.zeros(z.shape)],\n", " 'y':[np.zeros(z.shape), 0.0*np.ones(z.shape), np.zeros(z.shape)],\n", " 'z':[np.zeros(z.shape), np.zeros(z.shape), 0.0*np.ones(z.shape)]\n", "}\n", "\n", "Npts = 128\n", "for key in R:\n", " progress = progressBar()\n", " for ii in range(Npts):\n", " obe.generate_force_profile(\n", " R[key] + 2*np.pi*(np.random.rand(3)-0.5).reshape(3,1), V[key],\n", " name=key + '_%d'%ii, deltat_tmax=2*np.pi*100, deltat_r=4/alpha,\n", " itermax=1000, progress_bar=False\n", " )\n", " progress.update((ii+1)/Npts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now take the average:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "avgF = {}\n", "for coord_key in R:\n", " avgF[coord_key] = np.sum([obe.profile[key].F for key in obe.profile if coord_key in key], axis=0)/Npts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot it up:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "for ii, key in enumerate(R):\n", " ax.plot(z, avgF[key][ii])\n", " \n", "ax.set_xlabel('$x/(\\mu_B B\\'/\\hbar \\Gamma)$')\n", "ax.set_ylabel('$f/(\\hbar k \\Gamma)$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks much better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evolution without random scattering\n", "One can choose various initial states. Sometimes we appear to get trapped in some lattice if we choose our initial state poorly." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed in 1:00. \n" ] } ], "source": [ "# %% Now try to evolve some initial state!\n", "obe.v0 = np.array([0., 0., 0.])\n", "obe.r0 = np.random.randn(3)/alpha\n", "#obe.r0 = np.array([0., 100., 0.])\n", "#obe.r0 = np.array([0., 0., 10.])\n", "obe.set_initial_rho_from_rateeq()\n", "# obe.set_initial_rho_equally()\n", "\n", "t_span = [0, 1e4]\n", "\n", "obe.evolve_motion(t_span,\n", " progress_bar=True,\n", " random_recoil=False\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot it up:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, num='Optical Molasses F=0->F1', figsize=(6.5, 2.75))\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[0]/1e3,\n", " label='rx', linewidth=0.5)\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[1]/1e3,\n", " label='ry', linewidth=0.5)\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[2]/1e3,\n", " label='rz', linewidth=0.5)\n", "ax[0].legend(fontsize=6)\n", "ax[0].set_xlabel('$10^3 \\Gamma t$')\n", "ax[0].set_ylabel('$10^3 kr$')\n", "\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[0],\n", " label='vx', linewidth=0.5)\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[1],\n", " label='vy', linewidth=0.5)\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[2],\n", " label='vz', linewidth=0.5)\n", "ax[1].legend(fontsize=6)\n", "ax[1].set_xlabel('$10^3 \\Gamma t$')\n", "ax[1].set_ylabel('$v/(\\Gamma/k)$')\n", "fig.subplots_adjust(wspace=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evolution with random scattering\n", "First run another test simulation:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed in 5:40. \n" ] } ], "source": [ "# %% Now try to evolve some initial state!\n", "obe.v0 = 0.1*np.random.randn(3)\n", "obe.r0 = 0.1*np.random.randn(3)/alpha\n", "obe.set_initial_rho_from_rateeq()\n", "# obe.set_initial_rho_equally()\n", "\n", "t_span = [0, 5e4]\n", "\n", "obe.evolve_motion(t_span,\n", " progress_bar=True,\n", " random_recoil=True\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot it up:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/steve/opt/anaconda3/lib/python3.7/site-packages/IPython/core/pylabtools.py:132: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { "image/png": 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S7Ggqj8UEL9QNdhSaZ86DMdrzek4aNmxIy5Yt2bZtG2PHjgVg3rx5nDx5kieffNLfUQoRPgoyYUZzbToYe8v+DqOkx4DwnkXVWsasrI8VpwI0qqpiUAwYFAMWi0xUHe4kQROh7cIh2DkXHtwU7EhEIA2cCu/2hKProGW/YEdTOQxRWmIUCpyv8vugT58+bN++3fZ8+vTpPPDAAzRq1MgfkQkRnnbN1+6de32kbq78WERY+/bQt2w/W/oZqzr1eLCOQbMmckbFiFk1V2qMwv+ki6MIXaqqTWbc+z6oISd7ES0+Ca56Bn58UisIUxUoitZqFQq3ChQyuOKKK9i2bRsA33//PQcOHGDq1Kn++i0JEX5mj4Yja7XHzgla2i44t7/yYxJh7ULBBb657hsGNRtEVpHjJNTWYiE/HPkBg2JAURRb0ibClyRoInTt+BoyjsGAx4MdiagM3e4AVNj+RbAjET7o06cPp06d4ty5c8yYMYOHHnqI+vXrBzssIYLnyFrYs0R7rOp0NTMVVG48IuzVjKnJZXUuI7som28PfevwWqG5EIDTuadLW9CqyoXOCCYJmghNeRdh+dMw6m2Ijgt2NKIyGIwwfAasfAEKc4IdjfBS165diYuL46OPPmL79u088cQTwQ5JiNChNxZIil0JH8UYYwC4rvV1XNPiGgD2XNgDQF5xnm09RVG0MWh6FwZEWIn4BE1RlOGKovyoKMppRVHOKYqySFGUFsGOS3iwYhq0HQEt+wc7ElGZWvaHxl1hy6fBjkR4KTo6mh49evDCCy8wdepU6tSpE+yQhAgdemOBKjDmU0SWYnOxV+vFRWkXqo2KkRXHVgDwaYr2PWltQQPYfna7jEGLEBGfoAETgCVAf2Ak0AJYoSiK7yXLROU4tgH2/QDXPB/sSEQwDHgc1r8LxdINKFy0atWKevXq8dhjjwU7FCFCi94JuFIVTr2EN7p/3p1HVnmekiTOWJKg6bS+dqzb0fZ4/an1GBQDxRbvEj8RuiL+U0JV1VtVVf1AVdVDqqpuAh4HLgFkFr9QZCqCpY9qyVmiXImvkpr3hjrJsOPLYEcivLBp0ybmzZvHBx98QHx8fLDDESK06J0ob50DqVsqPxbhV2MWj+HhVQ9XeD+rTqwi5XyKblK16MAiAHo06AFoLWjOYgwxDs+/O/QdG09vrHBcIrgiPkHTYa1rXT2oUQh9v/4bEmpDl9uCHYkIpv5/g3Uz9cdviJCgqipz585l2LBhPPvss4wcOTLYIQkReswm12XrZ8L30toc7g5nHmb1idVuXzdbzOSb8r3a1y3f38LC/QsB+GLvF8zYNAOAaeunATA6eTQAJovr+8mC4/fkmbwzXh1ThLaq2BG6H6AC2z2tqChKipuXkv0akdAc+RU2fQST1oChKl47EDZthmgD6Q+v1h6LkPP000/z+uuv88orrzBlypRghyMiyPaz2+lUt5Nud66w466rmVTZiwi142q7fa3r/7oCsGvCLq/2VWDWuvVbk7Mnez1pey3aqI3K0RtbZj8v2v91/T9ijbHsvbjXq2OK0FWlzoIVRakGPA3MV1X1WLDjEXYyU2HhJBj1FtSSGi5VnqJAj79KsZAQdvfdd3PgwAFJzoTfjV823nZyG/byLugvd07Qtv4Pvrkj8PGIkHUi+4Tb16pHa52+nFvQVFV1aDEb0nwIg5oNokFCg8AEKSpNlWlBKykKsgAwAV6dUaiq2sHNvlKAy/wXXRV38TDMGQPd74TLxgQ7GhEqutwGq6dD1mmZqDwEtWnTJtghCBF6VKcJgqPcTBNjytfWtU4S/+1k7T7zJNRsGrj4It3Fw9pY9vqXVs7hCi66fW14y+H8ePRHr/fVpFoTABRcJ5q2tqCdzj3tsNxkMTFr9yzb8ygliiglSqo4RoAq0YKmKIoBmAP0AIapqnoqyCEJq6zT8Nko6Hk3DH4q2NGIUJJYBy4dCds+D3YkQohIM2sEmAo9r+erH590fG4uhma9Xde7eBjWve26/Oyf/o+pKpnZDd7X+X0HgYLi1Xrd63cHINqgJWHOyRmUFgJJy01zWJ5ZlOnwPMoQhUEx6I5VE+GlSiRowExgNDBSVdV9wQ5GlCjKha9uhk5jof+jwY5GhKKed8HW2VIsRAjhX8fXQ04Aiin8/qHj843vg07lPQDOH9DuT/xRukzx7qRehIGSP+Xvp38vc7Xs4myHez1RJXPnNUrUepNc1/o6oHSyaiuTasKgGHSTPBFeIj5BUxRlOnAvMB74U1GUmiU3qQcdTBYzLJgISS1gyHPBjkaEquZ9tDmDTpT9BSeEqBo6ze7k0opQbqtehBXT/LMvd9J2QsZx/dcO/qzdpx8pXSZzpJVfiF7Isxb9cOdAupao/5b6m9t1lJLE3aJqP6O1O+SDKx90WK9adDUtQXPuaivCTkR/EiiK0gd4EohBG3+WYXd7P4ihVW1mEyydAjln4Yb/SsVG4Z6iQMexsHt+sCMRQoSIrWe2VmwH1pPXnd/odzP0t6yT+stzShLNhfeWLpMErfyKc4MdgQNrF0dr65czs1OhmH6N+5FVlFVm18ixbcdyX+f7dOdDA6ifUB9AErQIENGfBKqqblBVVXFzuyvY8VU5FjMcXguzR8G5/XD7PIiWhkzhQacbIWWx/nxCQogqw3rSmV6YXtEd+SGaAJEErfxyz3teJwAGfjOwzNf/vKg/rnDl8ZUOz6MN0fT7qp+te6JektWsejMmd5vssvz+LvfbHksXx8ggnwSicvz5PbxxGXz/N2g3HCZ8p01ILYQnDTpAYj04sibYkQghAuiPtD94aeNLLstNFhOdZneiuGROMW+LL7ilhmZXOABObgp2BOErSPPmuavk+MORH8rc7rG1jpOV/5H2h8PzVSdWud/Y6V9gTsoc23xrCoqtK6QIX5KgicA7vBYWPwDXvweTN0O/RyAqJthRiXDScSzsXhjsKIQQATRnzxy+3vc1ADViatiWW082d5zbAcDcfXMpMhe539HJzTCzexlHCuHWhZXPBzuC8GXflTDTTbfSINFLmKxVG602nN7g8HzKau/nmJzUeZLtsaK4lukX4UcSNBFYh1bB3Dvhho+hzdVSoUqUT8cbYO9SKC4IdiRCiACJUkpPsO1PMK1zP606rrUopOak0uPzHu53dHgNXDzk/vVzIVLM2SgXKv3KPglK2x28OHSsP7XeZdmU7lPo1bBXufZXbC52eD6mTekcslIkJDJIgiYCw2KGX16D+ffA2I+h7dBgRyTCWZ1k7XZwRbAjEUIEyM/Hf7Y9tm9x+GLvFwB0q98NgAKzhws1ni4Ent1bvgB90X6U53WsrYAtBwQ2lqrCPkGLrR7ww1WLrub1ulmFWS7LLKqFljVa+iUW+9Y4vYmuRfiRBE3436lt8PHV2rize1fBJdcEOyIRCTrdCLukmqMQVYF9gpZbUp3P+8l3PSRoqrns150VZMKZPZ7Xs3fz56WPh75Y9rpHf/Vt38KVqsKeJaXPYxICeri84jxyinO8Xj81J9VlmUk1oSgKO+7cUeF47CtFGhSDjEGLAJKgCf+xmGHNDJhzPXS5FSauhNqtgh2ViBQdboADK6DQ/WSeQojIYF+CPK84D8BWJMQjTy1oFh8TtO8fhw/6eL++cyXGpm66sdVr71scwr2iHFj+z9LnR93PKeYP1y681qf1m1Zv6rLs7a1v882+bzD4oXKncyl/aUELf5KgCf/IPKmVzz+wAu5bC70nBa2ikohQNRpBk+6wb1mwIxGiQhRFGaUoykZFUdIVRVmhKEoHN+v1VhRloaIox+3W7VTZ8VYG56If9i0A1q6PilPidSL7hP7OPJ3wbvzA8fkv//YQnJctJdaJkp1bL3xtsRO+c/6bG2MDergLBRd0l3ea3Yl5++ex7ew2h+W14xyrVh/OOOzwvHO9zm6PtWj0Io/x2I/flDFokUESNFFxe7+DDwdAs15w949Qq2WwIxKRquNYbXJZETImTpyIoigut927Q2uQfqhQFGUksBD4H3AFcB74RVGUxjqr3wpsAoYBV6KVH1yjKEpEzVHy2e7PXIp+mHWSmvzifIfn7lsxShI5vZPUojw4s8tx2aoXPERYsj9P82y5S8TcJYxSNMt/ts5xfJ7iOakJlJTzKdy57E6HZTFOBWGKLNoFiRY1WgDQMKGh2/3Fe5gv9p6O92C0uyAu86BFBknQRMUcWw9LJsO42XD1c2CM9rSFEOXX4Xo4tgGyzwQ7kgpTVZViS3FI3CpytfXtt98mIyODjIwMtm/fTqNGjZg8eTIdO3b0428rojwHLFBV9T1VVfcBd6F9F09yXlFV1Smqqs5QVXWvqqq7gPuB2sD1lRlwoK047lr8R0XFolrYemYrHepoDYwv/u5hLJeVNfHZ5zQPVX4GbJ1d/kCPrSv7dXddJ526n5WSBM1vfnzS8Xm9dpV6+E6zO/HGljcA/e6FzmPC4qO0pCsxOhGA1we97nbfzuX4AdoktbE9/sslf3F4TeZBiwzuPjWE8CznLMy/G0a9Da2uDHY0oiqIr6UVndk1D/pODnY0FWJSTXT/X1lzNVWereO3Eq2U7+JKYqJ2gnHkyBHGjBlD3759efvtt/0ZXsRQFKUV0BOw9alTVbVAUZQ1wEi05K0s1iacwJeoq0QWi+PJZJukNhzMOMju87uZ8OME33eolLQmZKc5Lt/yGfz8bDn2V5JIRcWVvZ61BU1x6t7fxM2UAO5a0DJPQk3XMUvCBy36VvohP939KYDuBS/nhMmadNWKq+Vxv87jywBGtBrBnD1zSLmQgsFNW0uxuZhouWgetiRBE+VjMcOCe+Cy67VWDSEqS5dbYNWLYZ+gRSlRbB2/NdhhAI7jF8rj3LlzDBs2jBYtWvDFF19gMEjnDDdalNwfdlp+HK27oyf9Su63lblWGCk0F3I40/nXoflk1yfl26m1u5fzfGflbVU4VfLrjnEqq55zDv7dBp7L1J5bq0xGO1UQVBRodgWc2Oi0YzcJWtYpSdAqqpLGwLes0ZKjWUcdljm3oBkVo9sWrTva3+HxGHotaPbjMZPikhxesyZ0KRdS6Fq/q8f9i9Ak36KifNZMh+J8uOb5YEciqpo2V0P26ZCbiNRXiqIQbYgOiZtz8QVf5ObmMnLkSGJiYliyZAmxsYEdnB/mrANNMpyW5wBlXkpXFMUIvAj8oarqL94cTFGUFL0bkOxr4IHynx3/Ic+Up/vaqhOryty2f5P+bl4peT/v/xEy7AqJlDdByyopke7cGrFnseNzaxdHvTFnSc09H+fKJ7R76Z5WcZbg/Q6dq422rdXWpSS/RbVQM7amw3v46uZX2x63r11a4VOvBQ2gb2OtlbB6jGODunW82/hl48sRvQgVkqBVNrMJMlP1By+HiwMrYPMsuPFTiIrxvL4Q/mSMho43ws6vgx1JlWcymbjppptIT0/np59+IikpyfNGVZu1i2INp+U1Aaf+eC4+AlqhjVmLGNlFrtNmWAsnWDVM1C+g4FwZz8Z6wSHjGLxlNxZy+5flirF0v06tMtZCFMd/18a32RI0nW31viudi4pcOrJkeRifH4SKnOCNU3auSLr34l6mrJ7isOyxtY+RWZjpsOzF/i/y1w5/BRyrOsa6qUj5ULeHWH/rerdxtKtVuePwhH9JglbZMk/Ae73hjfZw4OdgR+O7jBOw6D74y38hqVmwoxFVVZdbYOc83+czEn41ceJEdu7cyaJFi6hWrRqZmZlkZmZ63rDqOlly39JpeQu711woivIqWkXH0aqqpnh7MFVVO+jdgEM+xh0wRqeuaDdccgOvXPmKw7LeDXu7bNepbhmzDbirmpif7nN8DpxbtqzHmTVUG9umltGCdsX/uY5hs5gcY6rZXP84omx5F12XLX+6Ug5daC50WWbfnXHZDa7TwnSa3Yk9F1wnPk+MTqRxNa2Y6+Suk3m428MAbudJUxTFpfXMnrVSpAhPkqBVttqt4KkTcN2bsPh+WHBv+HTVKsqFuXdCz7vhkqs9ry9EoDTuBnE14PCaYEdSZa1evZrZs2eTmppKp06dSEpKIikpiTZt2njeuOraV3IbY12gKEoiMAhYoLeBoiiPA38DblVVNbCz7waB4tTclBSb5NJiYFIDgQUAACAASURBVFbNtiTtmhbXMH3AdEYnj8ZkHfPlrW63u3+trFYrazzOiVP9y0ofmwoh95z2WC8RbNABrnrGcZnFBPuXlz6Xsvvlk3EsaId2bi0Dx0nWfe0+HmPQWlqT4pL4a4e/Mq3PtHLHlpbrqVFehDJJ0IJBUaDdCHhgvTZn2GfXwrcPeZ5jJZhMRfDNeG3g8qCngh2NqOoUpaQVTeZEC5bBgwejqqrL7dy5c8EOLWSpWnm3l4HbFUW5V1GUdsCnQCbwqaIoQxVFuaAoynAARVEeAF4BHgFWK4pSs+SWGKyfwd+cCyroFUTYdHoTVzW/yvb8utbXEW2I9n16COcuivaKct2/Vquky6Vzl8T6peOEsJjhy5s9BOAUr9kEpgK7+EpOySqpwEXE+O+gSj9kfFQ83et3x6S6XiSwUJrI+1ru3n68WbQxmpva3lTuGPNN+Z5XEiFLErRgqlYfrnoaJm/Rrt691wt2zg29/ucWs9atUTXD2I/ly0OEhk7j4M/voTDH87pChAhVVeegzXn2MLAOiAP6qqqaAViAQqC4ZOLq99C+p99FKyxivS0NQugB4dwK5jyhL8DZ/LP8fFwbEnAh/wKgdfvSm8y6TGV9d+m0hNgk1tfuXU627b6rVUtpMZHqJXOOO/8sjbs5Ps88rhUysbK2trjroilCRr4pn61nt3J/5/tdXrNvQdNrYSuLu4IgouqRT4FQUK0ejHkXxv0PVr8MX90aOhPx5pzVWs6yUuHmLyBKKrSJEJHUTDvh2ftdsCMRwieqqn6iqmonVVXrqqo6WlXV4yXLf1ZVtbGqqitVVT2lqqpBVVVF5zY42D+DvzgnaO4Kf6QXaN0Gt57VpqYwGtyXLnerrDGrZe2r/qWu66QshqWPlj63T6qs6zknWi37a+O37Vkn077z29KLs5KghYUb297IHZe5lsm3b1Wzf3970+Ib52muPVFlyKdAKGnZT+v2mNQcPuwPq16CM3uCVy721DatoEm1+jB+EcRW87yNEJWpyy2w46tgRyGEKKcFBxyH3g1qNkh3vYMZBx2eKyjuE7T0o/rLyxqzVlbyZi52XWee0wTa9mONyioW0uVmGPay6/LWA+0SOxmLFuq61utqK4u/a8IuFo5eaHtNVVUSo7VeyPYJ2rl8z92/Gyc29kt80hIX/iRBCzUxCXDtqzBuDuSehdmjYHpT+GQorHwejq0v/bIIpNSt8PlYGD4DRr0FMREz5EFEkvaj4eRmbeoKIUTY8zRpuvXE02Hy3+ICKLKbS239TP2Ny2qZKtnXvov7XOaxsiVm9uPFytr3JcO0+3tXazdn7k6ebQmgJGihzqJaHKorXlLrEtvjTWmbyC3WxjSaVTMPdn0QcF+N0V77Ou3ZeJvzhOa+m3bFNIa2GFrh/YjgkQQtVLXoA6PehicOwkNboN8UbRDztw/Bq8mwa37gjp22qzQ56+Jp0LMQQRRXQyu4s2tusCMRQlTAxE4TATAY9E9LmlZrCkDrmq0BrTVizck12oufjoB3L9d6m5RV7KOs1vaSVq8bv7uRufucPk+2f16yThld1OxPvq9/T7uvfyk06e66bo+7YOwnOvtQHO9FyDKrZoxlFZ0BPhr6EZ3qdqJ5dW36hF9P/urVvq2tbxVhUAwuBXhEeJEELdQpCtRoBJdeCyNe0ZK12+fBsr/Dmhn+7/6YfhQ+vxGu+Rd0HufffQsRCF1u1SagDbHiOvbllYuLK6HVO4yYTFq3H0VRfC5DLSLTlU2vBMDg5rQkxhjDoKaDGJ08GoB/b/536Yunt0PWSfjkGnhZp4uY9bMht4wuZnbdF49mHtVfp8wxbz68j6NioFEX1+WJdbX7rf8Ln+l3gk2va+qtX0NSC9fl/jysanGZw8/ZFY2uQFEUWzGbaeunOXTLvafjPQGLz6AYfB+jKUKKJGjhqHlvmLRGq/70xVg4u9c/+z37J8waDlc8AN3v9M8+hQi05MFa16Oj3l2drCyKopCYqF0JTU1NJScnh+LiYiwWS5W+FRUVkZqqdUmNiYmRBE0A0LZWW8B9N7BeDXvxzpB3mNBBG/t1fxetep5WeKHkPZS6WX/nBRmuyxp01O4nb9GqNNpVhPx639f6+ymrauT5/e5f80X9DrD5E1jxjOd1hf64woS6AR+WYVbNbDuWSV6R57n47BMl+8qjzao3C0hsoH3/6E2iLcKHjCIMV0nN4a4f4ZfXtKSq6eVaYtV6MLjpIlKmc/u18W6DpsLlE/0frxCBYjBCz3tg03+h1ZXBjsZB3bp1KSgooLCwkBMnTgQ7nJBiNBpp3Ng/A+JF6MktzsWoGL2qSvevvv+yPXZO0O5ofwef7/2cyd0mOyyf2GkiH+74UGvJ8HQAvTFf9/0Kz9eC2OraZ4hdb5QxyWNc1wfHFrR6l8K5P0ufF2Z7isKRu6Ik1u9vKfLgmarCAbuJvvtM1lohDUY4u0d7PUAXgCyqhZd/2AeFLZk4oHWZ6/Zo0MNhO4Cxl4xlcPPAFWOdv38+W85sCdj+ReBJC1o4i46DIc/Ao7uhzRD44XH4sJ/W3ausilTOdi+AWUNh4N8lORPhqfudcGg1ZJ4MdiQOEhISSE5OplatWkRFyQkXaFd2Y2Njad68OXFxUlI6Ul019yoeXPmgV+vuubDHVoLcuUW1aXVt7JnzBNbWRM5+UmCvKcbSE/eoGO35vh9gujZWyO0YIPsErUEHx9eMPv5/u2uNs45rsk88hL7UrfCNXZn7PpOh/6Ol892V1aW1grSWMO9Ooa3vYSidI+3ZPs+6nVLCH5pUaxKwfYvKIWcMkSC2utZ61muS9iWz9lXY+AFc8zy0HOD+i6MgS+tGcWAF3PKVVphEiHCUUBs6joV1M7UqqCHEaDTSsGFDGjZsiKqqXs2FE8lk3FnVkGfKY1/6Pq/WvantTUQbtQTMuQWtRkwNAOKj4h2WW8eqeTXOxlwM3z1S+nzSGi1B+/sRiK+ltVod/RUKM4Ga7vdp/7/rXE3ZOim1t2Of3JX89zCuSdix/zs9slMbrw/Yurz6OEm0LyyqBVTfP8es1R8D/Rn4QJcH+C31t4AeQwSWJGiRxGCE9qOg3bWw7XNYOgXy0rUxOk17Qnxt7UvpyC9wJgUuHIRLhsL9v2knuEKEsyufgPf7QN/JWhfgECTJiahKzF705KgfX59YYyyxxlh23LnDlqAl10zmUOYhhrcazqjkUS7b2VrQVIv2vVbWdQ9VhS2flT5v1Fm7t37vKQaHhMt9gma33Pnk3xgD1RvBbd+UEYgds5sEzUNlQGHHPpmvpZMYH10XkErUG09v5FjWMVQ1xmF5/YT6nM07W+a23lR/9IdYY6yMQQtz0sUxEhmM0GMCPLID7lsDLfppydj+HyFlsdY1Y9jL2hWncbMlORORIakZdB8PK18IuYqOQlRF5rKKapSwUDqflH3rmXW+M+eujVaKopQ9WbUDu8+DhLo6OzNC3gWHmPR34zQGzZ61AqObeF3YJ3gDp5Y+Prmp9HFxvnf7qqrcXuwq+XvbWtT8a8H+ksnVLV7+re1UVoIWY4zxS4KWlpvG42sf90NEwleSoEW62q2h9yRtTrWb/we3z4W+D0GrAVCtXrCjE8K/BjyuVXJbJUmaEMGWb8pn74WyqwxbVEu5W5Vtk1XrdRe0VmkExwqLeedd1zUYIW2n7alLN+Sk5lCnjWOCZoyBtsO1Yl0ATXtB9mkfilLYHcNdxcGZ3bzcVxXlbuJn699JLxn3gx+PlvzNVcdEyzpVhJ4OdbQxixV5v/si2hDtVQu2J1vPbOWnoz/5ISLhK0nQhBCRI7EOTFgK+5bBwnuhuCDYEQlRpf1353/LfF1VVd3S+t5M1mtSTZw7vk7/RfsqiJ+OKHtHihGauFbaKw2yZB375apFa0VrfoV2rOy0kn15efLd7ArH4+vJPu3dvqoqTwmaFy24FaGqRjYfTbc9/2fvf7pdd9awWUDJ/GmV0IJmNBhRUf2SpIngkARNCBFZajaBu3/SiuB8NhKy5CRHiGCJKqNc/M5zO0kvTNc9YX1z8JssGbPE4/7HrHsC3WngfSlTb3BMvnKLc51WUF3WAVVLEBQFut4GG9/z/njgNB2OXWta51t8248bxy/k+WU/Ic1dglanjXbvrvtrUR4c+Lnix1ejyS8uTYCMBiMDmgzQXTXWGAtAekE6OcU5FT+2B9b/KW+6GZdFLXNwpwikKpGgKYrSQVGUJYqiqIqiTAh2PEKIAIurAbd+BS37wbs9Ye6dsOPrkCvDL0SkKytBu/2H2wFQcG11qh1Xm9ZJZc8vVT26OgDZenN/Gt2MD4qv5bpMMcCpbbany48t53DGYa2rY8YJ7URfrwXN2lpm31Jf0a7VfqjimJqRz5Wvra7wfoIi65TDnHQA/Lsd/Pm967ruWivjakLdtu6nG/rjY/hibLlDvLr51doDNZq1+89RaCo9ztReU3W3MRqMxBhieHPrm+U+ri+sCZrJXbVQLxzPOs63h771V0hBk5EXuGqegRTxCZqiKF2BLaB/kU0IEaEMRm2qicl/QPO+sGsevNcb3u4KGz+UAfhCBJC1i2J6QbqHNcvPWszDpwSteV/XZTotMWOWjOHX1F/hrY6QlQpndsEyu5NvVS3dbtdcX0N3ZJ/UFWRWbF/Aoq1hfCHqjfawbY7jspw0OLzWdV13LWjW19wly6aKdX2/rM5lDs9fXFo6zrKs7otGg5GL+RcrdGxvWce5ncg+Ue59vLX1LdafWu+vkIIiv8hM1+dXUGQqx3yJQRbxCRqwD+gMPBbsQIQQQVCjMVxxP9yxAKYeg9EzYd/32onAD09IF0ghAsDaTTDf5PlCSM3YmuU6RlFJJcRCvZYUY4zrMoBhL7kuc9Nq5RC7IRouu770uWoBnZY/n1rQBj1l3ah02Z9Lvd/ejX8v318SSph2T8vRmWBat7WsjPF+itH9GLRd88sVllWUIYqb25WW7z98vrTLorXFqnl116leogxRXNvq2god21fFlqrdNmEqaY0tMIXfWLyIT9BUVc1XVXW/5zWFEBHPGAWtroQJ32nj1CwmeK8XrH9Hqj4KUQGf7f6MzWmby7VtXFRcubaznnzqzhd84aD+RnqJm7tWj4X3lT5uc7VWFdlG1W/BiUnQ35eeWq20+2oNvN/GB/O3hGlLmtcTTJfxma0YtCRaVV27TJ73bgJ1dyyqxaFbrslcGoe7CddBq6yoKAp9GvWp0PG9VSu2FrXidLr0eqkiCf72Exm0fFKnW2ols/7pC4rDL0GTiarLoChKipuXkis1ECGE/9VrB9e9Cb0fgK9ugZwzcM0LPpTJFkJYvb7ldWIMMWwZv8VheZukNrrr+7N1R7fzkl4rDOj/f5e0oG2Oi3VYrNrPI2WMAvvWiPXvQEudghA1GpcdrL3O46Blf9+28cH+M9kB2W/A/fIqXPW047ILh1zXs76HxugUaDEVQHEezL9bG1/4yHa/hacVzih9H1ns3svWLo56CdrFgot8lvIZ7Wq381ssnlTk/8ykln/82sGzgS+E4o2tJ7Qu1s45ejiI+BY0IYQoU722cNcy2P8TLH5Aq/AlhPBZkcW15aNFjRa6637555d+O67uuZdLJcYylJxU39XIsSXLaH9ya4xxnW/t6K+Oz+Nre39M0JLFmk0CdlEoojoFHFyhs7DkB0y+yvWlCwfgy5shZSGkH/FrKM5JzwG7ZMTaXfdw5mHdbc/nn8dQSafeiqJUqArjznM7Pa/khjFEsosacVo7lDkM/xlC5FcYmlRV7aB3A3Qu5Qghwlb1BnDPCq00/8dXw9myJ9cVQmg2p23mQv4Fl+XWCovuqjhuP+u/Fg1LWWORXOiNGzOzM9a162OS/WV3Q7T+hNj2/lrx8WP+FH6npCX6PaLd554Hcxm/c1WFpBbuWyCdukoWW4q5ZektlL9dqOSwqNifPmfklbasxkfF0yapDU/1ekpnS01lzIMGWotdRf7PLhaUv6CJIUR6ohhLCghZLOH33yAJmhBCAMQnwS1fQNdb4ZNhsPe7YEckRMi766e7eHj1wy7LyxqLA/Dj0R/9FoPFp3NB7UTtfP55jmcd1xYd38DRaNeqjw7FR4xR7su2WyXU9SUQ4Y41gXktGVbrFHWxUX1qfZydMpuUCylk6lX99IFFtTgkZc4WjVnEbe1vc1neq2EvALKLK6/rabCqMIZKgmYyaxdZTJKgCSFEGFMU6PsQ3PYNLJkMO+cFO6Lyy70Ae5fCodVay6AQAaLXFaphYkNAO5kNNI+nXvZjxUqm13hw5YOMXDTStvjpenVcNjsVZdf6500LWiX8rL4Iw15drjKOu39NdRwL5smZ3DMVjweti+PSnWk+b2dN0Lac2eJhTf+pyP+ftRU8WA5nHq7wWNXikgIu5jBM0KRIiBBCOGvRRyvL//XtsPF9aDME2o+CRl2CHZnGXKzNl2SMBhTIT4czu7WumaZCOLIWTu+Ext20gfIZx6DzzdBpHDTtEezoRRUQpUTROLFxhcbAeKvY/mp9bA0odLogYd/ylVgPwKlbpv5Jfrz9ya3RLkHbPMtxRWtJdz9MMs29q+GjwaXPiwsgunxVLivjdx8YqpvHOuuVo6XGtxZXvaOq5So6oQShVemHIz/wypWvlGvbipTof/WnP8u9rdWYxWN4f8j7DGiqU4zHS9Yy+5YwvFohCZoQQuhp2hMe3gZHfoFDq+B/N0CDDnD1c9Cke+l6WachdTOc2wf1L9OqQxqitCQqP10rVnBuv1ZJrF476HSTVhjAE4sZTvwOB3+GnLPavguztGImaTu1MtIWs3ZiGFtTi61+e62YQd+HoPUgiC25Apq2S5v756tboEkPuP59SPCxoIEQPjCpJk7lnirtRujGjAEzKnysj5JqcHlaSdVG5+QMtP+RNtdohSZKyuw7XJl30w1za2wsuYqB/vn5NDXGlE5uv3ya44p/+RCOb4Bq9Sv6o2ifHfZeagD/OO1b+f4SYXhO6qqsFqDTO+GifjEOPZc3vJyv932N2ZqQWyxQju6OFtWCqju3Q9n+SPsDgKua6RQ1CSCLanHb1bgsBebyT+h94qLn+Q+9kVVUsd4fe05p29tPhRAuqkyCpqrqMXxpCxdCiJgEaDdcu139HGz5FD6/AepcoiVZ5/ZD+lGtparuJXBguVYOWrVoV9zja0NMorZus95wajv88hpcNgb6TIYGl7kesyAL/vhYu0XFwiXDoG5bLcmKjoOBU6H5FRBXMrmvN1dlG3bSbgOnwk9PwX8HwvjFUEdmDBGBYS5ptdp+zrVIweGM0pPqka1Hurzuq0M648eIrw35F6F2snYhw5o8lYyNs9jXfnTzPzS/RmkXr13G6NKWuKhYKLIbR9R5nHbzC50TSXMh4HuC9tn6ozw3ukPFQ6psqgp5JQUqyupWmrLIp92+s+0dAMwKZCsK1VUz5Rnp41xm31sbT28EICkuyedtK+JQxiEuqXVJpR4z2XCaQ5ZGFd5PRVuBpy/TWvKkBU0IISJVTAL0eRB63q0lYgVZ0H0CtOirnbB5K/sM/P4BfDpCS5piErWr+qpF6554chO06Ac3ztKSOn92i4lJgFFvw6+vw5fj4O7lkOg69kaI8ujbuK/tcb4pn0FNB1En3vX9VZGuU3pM1v+RQU/Bmuna4z7/B6te1Lodpm7WbmDrhugwNsfD2DJFVR3HoFknuw7EibbeiWQYnlyWy0W7cvhrS7rl2Rdrer4uTDtvt4Fvv5fskqT6noYNSI2OYpfFbEvYfVHRcVGDmg6q0Pa+8kdX17ziPBKivb9IsDLmMQYXvl7h42bptYiXQziOQZMiIUII4YvoeK0FrPt4SB7sdXKmqions0+yKG09H9RtwPGJP2oJXocboO1wbYxb19u0cv+3fqW1kgVqzEL/v0HrwfDFjVJARPiNWS0d61VgKqBmbE0WHFjAhlMbHNaLiyrfmCp3iq2tGfbly3veo927KfOf68M8aUNz8xzHoFn/L/38czjs216IFR8JmJldSx6o2kTTzpwTe28TpehEACZ0mABAanTJe8LsOm+fN7TkvvyfzYOaDSr3tuXhj0nhd5zbwcOrHubjXR97vY1Bf4ZCn0zfNL3C+wCZB00IIYSOwxmHeeDnBxj33Th+Pv4zZ/LOcMuKe1hXpzF0uRm63Q5dboGON2jj1AJNUWDEq1DvUpg1zPHKtRDltO/iPttjk2oiPioegEkrJjmst/zocr8cb/lYbT8m67myfZEO64UT67JB/9AK/5QoNBfaHl+Mibc9rmcyMf2sfSuNdd9RpQlaVmrJwko66fMxQbuxR9MABVKJvPqZvfz9F+eSlpvGG1vecFxuKtRf38k/fv0H3f7Xze6oKtiNQevRopZ3cZSo7GIhFWlBqx+vdQ3+LOUzVp9Yzbx9XlQ2zjoNQCvF90qXgRKOLWjSxVEIIQLEZDHx3vb3+PrPr5nQYQJvDX7L1nowtMVQnvjlCZ7s9SSjkkdVfnAGg1Ys5Nd/w4f9tSIjSS201sH211V+PCLsZRRmcD7/PFFKFBcLLpJnytNdb+a2mQBcVkdnDKYPGlVrRDWLhUkZmdoCg1EbW6laSlvOVFVr6UqsA22u1t1PWnTpJNULU9NItFiwn2Y4Ckpa0JzmQYsPRKGdirWgLdmeyvwtJ/0YTxBcOARFXrRw1vA+Eb1m/jWuC/Va6XR8d9hxTsxZu2cRWw+Kzg8FoGa8d90kr2lxDSuOrfBqXX+qSAuadT7DUzmnAO07zaM3LgWgBrnMXn+UFnUSGNTODwV0KiAcEzRpQQsCfzQ3CyFCW0ZBBvf/fD+b0zazcPRC7u9yv0PXrr5N+vLfa/7L65tf59Pdnwbnc0FR4MontGqVAx7XqlMu+zusfrnqjHsRfnUh/4KtxSzfVHYlN+vV+YoYmJdPovXkyxCldTtuM0QbMwZa0mYqgO8fc7uPl2vVtD1OsliIBm6JaWxbZlRVbdyZcxe7mz+vcPwufOni+Mcn8GZHh0Vv/3zA9vjShsGdx6rc/lzq3XqXXqsVaCovL1vQ7KVlOiZ1b9/S1evP7voJlZuk1IvXppSwtmSXR5ukNgAczToKwNn8s15vm0s8z36bwhPzXedJ9Ja/fmcWSdCEJ8cv5DH8rV/5Yddpl390IUT4U1WVjac3Mm7pOFpUb8GsYbNoVE2/mlWHuh2YM2IO8/bP45/r/klmYWYlR1uiWn1oOxSueADuWQ675sHaV4MTiwhL93TUxny9ueVN9l7cC0C0wbFl4UzuGfZe2Gt7/lzf5yp8XKOqYrumbz/ezGCAxw961cqVrXMm1Cc7w/Y4yrpv59aDxLq+husFnQTNueXOau93kHkCNn4Az2lJZpG5NJm7sm29AMRXCXr81bv1ds3Xpi8pr2L9Ft6y/Hoo1eF5tNGAt+f+k7tO5strv/T5mOX1zXXfAPDT0Z983jblfAoAUy+fWu7jVyOfG41rK9R6VZ7pAfSE4xg06eJYyZrVjueBQcl89Oth9qVlM6xDQ6ZcfQkt6iQGOzQhhJ1iSzGf7/mcxQcXc7HgIjnFOSREJZCclEyHOh3oWr8r3ep3o35CfVRVZX/6fhYfXMyGUxvILs7mbz3+5lUJ8eY1mvPVyK947Y/XGLN4DE/1foqhLYYGZVJTAGo2hTuXwKwREFtNq1wphA77loMu9bRJ3NedWmdbVjfeMYG5er5jF0O9Co+++jExkV2xsdyWneM6n1m1eqWtT0nNHV6qHVebiwVaKffDOvNLDzz1J7TStiltQXNK0Px08uigVktodgUM/Ls2pUdZDq/W7u2SlOKSBK1hjThijGF6Df7EH97NKZeysGLHKUcL2r6LWtl2U24rAAyK9yXcq8VUo1O9Tj4fs7zqJWgJ+rvb3+W+Lvf5tO2fJT+nc+VGXxKm+6K+o60hlS7mIT4d216xuZgCUwFFliI+3vUxf+vxt3LtxxSGLWiSoFUyRVG4vlsTru/WhIy8It5ddZDr3vmNm3s24/8Gt6F2YoznnQghAup8/nkeWfUIRoORp3s/TZPqTagWXY2c4hz2X9xPyoUU5u2bxzPrnqF2XG0KTAWYVTNjksfwj97/oFuDbi6tB2WpGVuTF/u/yPpT63l+w/P8cPgHnur9FA0TGwbwp9ROsHOKc4iLinOMN6k5TPgWPr0W8jNg0JOOBRiEwLHQhl5lOmMlvGeKDApHYqzdGXVOaY6s1e6dunkZFdfYJqeXtpoZgZZFxRyNiWZ5YgLTjNHahPH2AvHzxVaDe36CXLtCJZ5Oio+ttz20tlbERBnCstUAgLMpkO6mcJGq+q+6rYcuuHqyCrQkvSD1NkA7pwvXX3NZntvwHOD6f2LxYTxkW4PW2mhQfZ9Ww3rx50LBBS7/4nLeGvwWn+7+1CVBG//DeJ7t8yxtarUpc3/h2MVRErQgSkqI4Z/XXcb4Pi2YufIgV72+ht6tatOxcU2u79aEZrV9n5hSCFExReYiHlz5IF3qdeHvl/+dKLuTvpqxNWlSrQmDmw8GtFa2/Rf3Ex8VT8uaLSvcHaNv474sHL2Q97a/x/VLrueO9ndwd8e7fZp/xhtncs+w4tgKFhxYwOHMw1hUC/UT6tOuVju6N+jOta2upXGdZJj4M8y9E9J2wi1fad3GhCiRU5xDtCGa7g2667b4RimVfIpRVsJkNx3GoYxDnMs/57LKyBzHwhRHSxK/TKMRcs7yqjmN3cvuZI51hUC0oOnt29NJceYJbTVVtbUURBuVkDwpffmHvfyZls2cu3s5vlCY7fjc7Oak3mLSCra83t7rYxa6yecss0dhmHoM4vXns9t+djvHso45LKudGAsXQFWjaN+oBhsOXeC3gzpVP8NFYTZMbwrP6XevN/jhM9/gTWERJ/ZTdgDEGbXx2wfSD/D94e+Z0mMKANvPbWfD6Q0eEzQpEiLKpUWdRF4f14W59/VhSPsGnEzPZ8x76zh2wft50ngOjQAAIABJREFUWoQQ/rHgwAJijbE82etJh+RMT7Qhmg51O9A6qbXf+sonRCfwxOVP8M113/DnxT+5btF1zE6ZTU5RToX2W2wp5vvD3zNh2QRGLR7F1rNbeajbQ2y9Yyub79jMf67+D9e2vpbDGYe54dsbuHPZncxOXcWJmz6GjBOwe75ffj4ROfKL86kRU4OPh+rPjeRLK7Jf6LSK2dRuZXs4f3/pe3ld6jpamrWTtyYmN2O9AIrzWZGYwLazdmOeyvh8uJB/wXO8ZbHft1pGXHau/ccHZORpiU1MlJGDZ3PYdOQiczYcrVgsfrRwayq/7HdNjil2as1yN5m5NXHLPlX2gTqOtT0c3rSJ7iqZBgOd5g5wu4vxy8bzz3X/LF2/MJPqsdbqoFF8MbE3u1K1xCZsi7/lXQz8MVTfErS0zALemfGEwzJroZNH1zzKJ7s/cXhNrzXc6tKG1akeGyUJmqiYtg2qM65nM165sTMTB7Ti3jmbyS30/cqDEKJ8CkwFfLTzIx7u9rDfEq7yalGjBe8OeZfXBr7GH2l/MGrxKH44/IPPJwI5RTnMTpnNiAUj+HzP59zY9kbWjFvDG4Pe4KrmV2E0GIk1xtKmVhuua30dLw94mdXjVnNH+zvYc2EPNy8bz1/qJvDh76+QWRCkIiYiJOWZ8sqsEGct0R0Shr9ie2ifON7/8/2MLVAZl5Vd5tTDK/NOkhbllJC5SdAOZxxm0NxBFQjWcd8nck4zO2W2x02WxZZODhATZWDln2cZ958NTFuS4vPhcwtNzFx5wPOKPnLbO9G5EEpcTf31cs/C2b36r9m75nnbw/NR+ifwZ90sd2fb2W2kF5Ukl2oURkPpD3M6XIu+WVtn3XyvJEYlMqLliAodYqbhDVsLqcls4Yddp8tcf9q6acxt6DgdgfX72L5FM6+kyIv9Z9CJi3mknNK+p1Iz8vkzLTtsu/tKghaiHhiYzCUNqvPY3B0h2U1BiEj0zb5vSE5KpmfDnsEOxaZHgx68O+RdXu7/Mu/veJ9JKyY5TAjsTlpuGi9seIGh84fyR9ofzBgwgy9Hfsmo5FEeu0zGR8UztOVQXrnyFdbevJa/9/sXBylm9ILhrDq+yl8/mghzn+z+hJM5pXNu/Tj2R94a/Jbt+ejk0QxrOSwYobmKrWZ7+GnKpw4vmQCjh6/ZKefWuC50k20UWYoAeHb9s75E6MguQZt9aBH/3vxvnzaPMVZsnNau1EzeWLG/QvvQ4zYqc5Hjc3cn1BYz7P/R84Fqep4jbU9MTMmhvDvHyi3O5ZtjL2MprgEoGA2KrUDIjGV/erWPkOMhQTMajGQVZVXoEP0MKRR9NR6A3Dd78uQXv9qK2ThLy01jw7ll5Di9f/XGvh3PPg44Jmjj/rOBkTN/A2BByXyAMVEGzBaVjLyisGrplAQtRCmKwms3dubohVxmrXMzWFYI4Td5xXnM2j2Lyd0mBzsUXX0a92HB6AX0bNCTe5bfw6Tlk0i54Hhl3KJaWJe6jum/T2fst2OJMkTx9XVf8+6Qd+nZsGe5KkNGG6Pp06Qf/+7xOK8WRPPc+udYcnCJv34sEcaWHVnm8LxJtSYMaT6ES2trE9XWT6jP1MunkhgdoCrFxzYQb/GyaEEZ3S1NChjx7cTtgw5XUeScVJSwttAtPFCBKoN24+m8mhzYOYYQreDotuKhczfOwpKkoN21TutZHMfkXf9huWOZVq9OSUyu7yG9ZTvO7QDAEK3FpgBXlUzAHLbTJllbLlULPx/7mS/3atMANK3WlO71u2uv+fK1kaPTfRWIOapVHK2Zc4i+hhQsxfq/L90JxYH96a4XC5JitbGD9t9rRabSv1tCjPY/FG00cD6niK7Pr+CnlDNe/BChITT/gwUACTFRvHtbN2auPMCOExmeNxBClNvsPbPpVLeTrVx4KIo1xnJfl/tYPnY5/Zr0Y9LySby48UW+O/Qdn+z6hNGLRzN903Sqx1Rn1rBZPNX7KZrXaO55x97ofAu9sy7yn/YTeeWPV9h+drt/9ivC1qTOk+jRoIfL8oFNB9oeK4riU+U3n3w6nIfSMxnbfKjndcvobmkCon3Iz1YmxPN+3kEOZhzUff1Iph8uqtp1sS72cQwPVDxB87Z0vK/O5+gntUTF6S83xjjeqxYw2/0+Crw/NxpujtVdbsH1/elcpCLaEM2GUxsclkUZFXq31pI8k7cXCoLEbcuRtZKlauHRNY8yfdN0AJpWb8qdHe4EYEAT9+P0XOSne1zlw5i3MK6d4biwMNs2l5+el35/ye1r9p8v9u9ba+IWE2XghaV7AALSbTdQJEELcW3qV2faqA7c//kWzmSF6RUaIULc+fzz/C/lfzza49Fgh+KVhOgEJnSYwKIxi4gyRLHi2AoOZx7mqV5P8e313zK522Ta1W7n34NGxUD/R2m/9WumXTGNv635G2dyw+dqpPC/xOhE2iS5Vk+zP7k1KAbdk8PHez7ulxgMqDqn13oruh9vlI/Fpxa0KQ20+aVuXnozm9M2u7zulxZDu1aBYjctdWWpcILma76RugV+fd3968/VhO1f0ay2mzGL7loJrUVB7vxWu1ctUGxXQO2X17wOsXWc46TlvfK1cyq996fzRYViSzFHs446LIsylL63i82h3XVOdff+Xv6M9vqi0nnS1pxYg0W12IpvdK7b2acjeeP4ieOY7Ls5FvleFM/6u7f/W9m3oFn/g+znA9xzumLdNSuTJGhh4MYeTRndpTETZ28mr0iKhgjhb+9tf49hrYaRnJQc7FB8Uj+hPk/2epKZV83kpf4v0a9Jv8AWN+l2B6QfZbglhtHJo5myegoFJrlwVFXZn8TZc0jQMOi2oCk+9ZtyT1HBYjsp9HxyqHcyPichCoMP59cti0orDN71010BH5e5y01LXVlioir2+/W2qEJOoYlNRy7C2tdg5fNlr3x6B3Wr6bdiuRQJsdr3vXbfoo82ibfF7Lhunwe9ihNAPes4TqyhSTuf0nt/mt3FU6J9oxolk1Rrz92NqQq2ezvdC7i2CNpkawU7Cvcssi3ad3EfJovJ9l1i8KWCsJfvmz+OptsqYAI+T1mx/ex2W9JpUS2oqsqOExnkFrn+nDFR4ZnqhGfUVdDU4ZfSJCmeKV9vD8tyoUKEqgPpB/jpyE882NX7L/oqKyoWrnoGfvonD3X5P+rG12XaumlhNfBa+I9FteheEKgVW8v2WFEU3S5k5b6QsHuh1hpTWHrSmJbv/TxU7rpbRrUbDpO3wM1f2Ja1LtIv9W6dH81q/an1Ds/9/f8wuL7vRYsq3oLm3c/wzsoDjPvPhopPHu0uIYqpXvpYMZR0cbT7u9T2cFHtktIiNdGqSn2jViCputlCcUnM3o5Bs7fskQElk1Rrv6c/07LLXD9YxrUbB5TxnizSKiEW2P39LKoFi2qxzWPYLkNL4hJM3hRV8f697zAmWrXwc4L7irDOxi8bb/sbmVUzW49nMOa9dU771+4lQRMBZTAovHlzV9KyCpixzIsSs0IIj1RVZfqm6dzd6W7qxtcNdjjhofPNYIzCuOMrZlw5gwMZB/hwx4eSpFVBZtWsm2iNv2w8y8cuB0q7OE79ZarDOuUpWAPA3u+0+5JKfrNr1uD3cyVzk+m9B/s+BENLx6+4O/E2NO4BddtA++tsy9pZvIvRuXXinW3veLWdtyxezoNmz74EfHm8s8pprE5+um6/xyJry5GXCbfbqPR+xqQW/D975x0mRZX14fdWd08kDQyM5IxkBJEoiIoBEfOnrqKYUNcVcwJFcc1rWlfUNa6KAVEQQZGcUck55xxnmJy6u+73R3Wo6qpOE5hh6Pd5eOi+davqdlfV9D33nPM7PLgMhns8lIpdC4XU10g7sDz4ycZkwbnDfG+HZucwvfG1rLK1pX1xsc9Aswr/01/TEV1HBD2FS2fIbjlS+cLn6iVpIiZBDc7eDwCwJNGfA+iWbm3xxVOk2u4xFRrmawsvJ0ItiLiKgm/TPZ8S2HVc55lT3TzqCR2OFO91C/bbYxXiCDDsi2VRnaeiiBlopxGJcTY+u707v607zP9iyo4xYpSaGXtmcCz/GLe3v72ih3L6oCjahHfuyyS7XYy9eCxTdk5h8M+DeWv5W0zeMZnFBxezOX0zR/OOlp9ARIwKJ5gHza7YqV+tPqAZaG7pZtruaYY+Jfag7ZzjOYC2ut+vQFfg2Mrou/Rl6ONXZrXy5oEmJ+6jt9ZfRhiGqS98DbAhfUNE+0WK11iIRs3RVkqP1qp9AeIbbzSDvz4w9YtqXSbU3wIrD5otDmo0gIYeIRphg6wDsOILf5+CMCIhQqGh08XEA4dJlBKHKnHY47BJSbHnO8opNnu/9H+3etXvFfTwekP437MqnwCFN5Q46N/h+BoArEzwh56qUsWpOk3hy26hIqUwL67k6HKR3UEKjIPp+m/W54NZ3NsizM3lDS12SzfxFl4y7zgLnMZ7a4FVofRKSMxAO82oVyOBL+/qwWeLdvPkj2vJKQzxMMSIESMo2cXZvLH8DUb1GEWcVyEsRmQ07wfNzod5r9KwWkN+vfZXXu77MopQWLB/AZ+s+4QnFjzBtb9cG8tRq8K4VWsPmp5guWZWuWsR4S2W7jHQBubl07l2e9/ZwuHNLZpx/Yzg4+mpCSbI2s1LNsYyJq8gAyCqelRKwCS6pB7uUT+v97/JCLEwHInBrTqDe06tjM+MXcb3ik0TIwlsC4Xnc/vO6i4GWxx/JSaw0BNSN+bPMabd3NJNoj2R9cPW07luZ/o36o+CuTB57xZ1SPbIuU/feCT0WCoAIQSKsM4DBXyeS/1V8S4I+J6JpDq8ffQ4XTOagBpnPtbbbeDEdnAWhjbCddtuts/n9k3DTePQY10G3s/qY5rnXJVqyDDGlXvNypKng55DzEA7DWmTVp1pD/WjwOlmwJvz+XD+DrJjhlqMGFHx75X/pmf9nvRp2Keih3J6ctkrsPZ7OLIem2KjW1o3Huv+GO9e+C5fD/qa3677jT9u+SNsUewYpy/BREL0BDPg7Eq46VcQvEVpPRN9G+CKTMcR8Hv9GlRrwCvn+0MfDeOspZWmUBNTAnePiA51OpRov2DYDmv1t7zGpW/RI6GWr09+52E4pf9aKAEhjlkFJZsjfLd0n+/1sl3H2OrNtcrPgF8e9Bt+ERloLqqrOQir62Wl4hdofAnF7KGpFaaMyO6FqEJT+wRgx2wozELVGYonC80T+M/Wf0aBy++dPTvlbBI8+WtJ7nb+ISqCpy5vG3oMFYyCEtRz7PVc6u+WJQeXsDljs9+YTqzFpfkF1HTFQRDRH8Z2h2+ug+QQqQIB+zXO03maLTyo8WEWFebs07zpWkimuW8oJ/L8rZXfixYz0E5TaiY5GHtLNz4d1p01+zK57N2FTFl7yChbGiNGDEtWHV3FrL2zeLL7kxU9lNOXGg2g/5Pw2+Ml0OSOURX4fMPnfLr+05B9EgLqW/2t7d+AUqg42j3ebo9BYJP4p54RGH0q/rDMhtUa+tqXHQnIS/n7n9zZ8ynu7Xxv1EP0CjOUFWlSG68qVXZl7uK8b8/zbPFPSidvNIb6BWqEuMpAXGz/8UwmrTqgvTmwHFaP848gkpBK1c2Xx2/kTtsM87b/Xa79//Ref1tSHWMfxaZ5wKKhRgNUdAbIkXX+MFkPgaGjy48s59vN3xrabIrN51kSGA1Hr5FaWcUoXNJFvjPfeqPHaErS3R9bT24FdM+op49NupFS+HLUTOxdQv7EB83tXkIpY1psS7C4Z6s5qpnavt74taV4Xqg78nRIma6cd1OMiOnWJIVPbu/OP6/uyMcLdnLh2/N5ddpm3pm5lUmrDnAiN0TCZowYZyBOt5N//vlPHjv3Meok1gm/Q4zg9LwfCrNh7XcVPZIYpwlej1uuMwrpbj3eiZXnODYkWzK2kH/rBOh4XdjdVVVF8Ux9juUf87W3q93O2DGtPZ3qdg4pEBGMrKKs8J2iwJWmeeQkkozCDP8G3STzZJFE0XlJAtdqozUe6lXXyeHnaKF7Vyp/sf+kZ6LvKfw9de0hT6dIDDTNEGosjgXvk1gL+j+lvQ40xkQJDDTVhYSQZRS2ndxmeH/XjLtMfbQwQW38ImDq/OUfewC4v3+L6MZ2CglaCsJzTXoUmkPRRXEe7PvLZ804hBsQDJ40mAsnXKh1CrB0kgIUTQ0ECX/8x3eruOOLP03tcRZW1M9X/2xqO5B7wNLgCvQi64m0jERFEjPQqgiXtE/j1xHn88b1nbErgiKXyuQ1hxjw5nz+OXUT6TFDLUYMAL7a9BUpCSlc0+qaih7K6Y/NAYPfglkvaCpvMWKEwZvvmRtNbSUDnomVJ/ztL4/6XMZZHXxGQyjc0k2xqk3y9eGZtnC5TFHwzsp3AOjfqH/pD2aLJ98zz9SLsuQ78w0T3mIUbMI/6fx+2T7DYaKdjw7t1dT/xvNsH5EpfLj9Iji8FhTtu87Kj3xusXZfOgB2wqhSxnu8JO6APKGjG+HgKu11F80TG9Zz53aimkyq4Jz7zlu+130a+MPfx20ch1Nqn/Us97WGffaka0ZrUnwJw3ZPAVYF5QGf58rq9lD+GAtfXObbqi0AaKI/voWCMPXiDARRI/1t3WGOZ5k9fIrFqILli3s9aClJ2n0ppQzppY+0jERFEjPQqhBCCPq0TOWpy9sy8op2fH1XD6Y/0o+sAieXv7eI9QfKdlUvRozTjRMFJ/hiwxeM7Dmy5DLfMYw0Ox9aXgTzX6/okcSoALqnRVejy2sUlVjF0RuO5jEaijzP8aHcQ8H2MLA/Z7/vtUPxG3QHcg4E3SfeFqS4chhKrWD62GZofxVOj+dGX9bgSJ5fkOLX5CS+aO0xXILVoYpyPmoIicw6CMBS1eNlPLoJPLmlSQR4XsbU1P5ZsD9dy1+zhTPQ9nq8MIF/o10FcNQjWlLHa3CE+TterS6qABHhF5Dn8IuQ1E6o7Xud4/QrPSaJRoZ9Hr+kTUTHrihC5kR6Qh8lcG6B8VoqO2ZrLzzWvU26UewBipcR3uNORw3rvp46bFb3hNVfiDjF2kDz5qCdzNdyFN2qZF+Gdmy7hSfNoCBZSYkZaFWcRilJvH1jF565vC1DP1/Kou2VPzEyRozyYuzqsVzW7DLapFTuH9TTjoFjYM33cGxLRY8kximkc93ODO88PHxHHd6wQqvaUxHhXbFfpuW+DcvSJox3z7zb0M2tuun0VSc2pm80tCtCoWVNrbixXqhkys4pQU/5SLdHAPjn8XTaFUUeYlfq2oA1GoCw8dNJzShxq25u+/02QMsr8lpdKxL8eX5WXgeI/vs2jH285q1SfB46/zYlAoGWNfu1/Di7p281UWicIOcEqB8WerYNC35NALh1ok9xMyjd7tBCHMOOUkMIv9fu112/WvYJVMiskRjec1uRBPUkZe6DeZpQjtV3dMDu9Sp7DDQrwzrCGn1Hm15p7cZ9tT7niB0kC3OIpdUdG8yDFigS4lIlyXE2+rVOtQzv/XjhLlNbZSNmoJ0hXH9uI967+Rwe/G41U9ZGttIYI0ZVYvvJ7czcO5N/nPOPih5K1aNmQ+g7AqY/c3pkX8coE9IL0g1eqEjwGgpeBbao8XpO9v8FQM0gAjX9fugHwPTd031tK4+uxKW6cEQQCqnHK/pxwG4OYetar6vhfZHbH/JXFjUA9bXYFh9c7HvtUl1+z4a3YC/BDaZoHsvvl+1j1iZ9bSvNKN2kesIeV33tm5jbIjDQJq8+6Omr7dNN2a7LXQPePtu4wyGPN7B+l+AHVd3QeiDEJYc+uaKZrMqlr1putiHoWb+nv0GENjiKM3pzPMcY1un0JPxV5pgMiWR31m6j4Z13QrddCwN9ue9LvrYj3vv9pCbcYre61kHu8WxRw9hNEjQc8iyRwRDbIlO7W/eNNiy6l4U3LQz69yYw59KtShRF0CI1udRF2yuKmIF2BjHg7Hp8eed5vDhlI29M30KRK4rY4RgxTnM+WvsRt7W7jdTEEDLAMUpO7wchYydsmx6+b4wqwcHcg6w5tiaqfbzP35aMEnpbm/QM3wd/8eEvN34JaOJAd0y/g305+wxhjpHgnRQecpgNtOY1tVppXgl8vWT72uNrozqPFS7d5NKbOwdQ7C4GpyZN753IuvF70GY+2p+ezf0hetEsm4yctJ4tR3ShbJ6wVAce79L+pb7J9uqE+z19AibB+5b6XnZupIU8enPPiqSDs8+qHnwAvf4efpDuyHPf1MQUROMehrYORdr+f089z2dISylBWNfHGt5J8xRLV03jd4M/HLTQWTnVbIUQSCRXTb6KFUdX+Dec3ON7qXouX5LNXxZlj/d+/+lOwOxBk1IGNdCKApoXbj3K9A0HLfsmUcgUeZ6p3a27pZJc3UhJSAmamhDoQZu16SiZ+cUoijB5PE8XYgbaGUbXJilMGXE+6w5kcvXYJWw8VPny0tyqmzn75vDvlf9m6s6pweVhY8SIkK0ZW1l6eCm3tr+1oodSdXEkwsAXYeZz5lpFMaosmUWZ4TvpCKomFyklvLdcnjyuNcfWkOcxbJIdYbwvHryTwsZOF/dkGn8zvWIJh/LMkSn5rtL/dkldrp5e1KRmvD/PK92jqe/W5Vq1rFuNH+7rzdXnNADME9ioOOcWQCfuYU8MKCxtceyj/hpX3hAzr/H4m9ozdFhgJGN1RW6gSSlRahrzxi7K02qcOaTfuHa6JcJmDrUD6FW/l3Ys1TzuHh5DuFFKYsRjOpUIBI/Pf9y8YeI9vpcuwC4lxwv8CpuOgMtgF0aryy3dIURCjEbRrfY5fLnYOqywgUg39QfjXWUlo68nUPTjkR/W8Omi3fy5Mz2iChCVkZiBdgbSsFYi4+7qya09m/C3T/7iP3O2+1z0p5LdWbt5d+W7DJ02lBum3MBt027j77P/zqU/XcrY1WORSCZtn8TAHwfy6tJXo171jBHDy8frPmZo+6HUiKsRvnOMktPhWkisDSu+qOiRxDhFtKgZnbR4rXituLJJ1j5SVo8zvr8udB02L14vycTtE31tXet15ddrrfOMrJidnMil+QWGtvs6azlQ3uLRTrVsFyfcOgNNHxbqyyk7/zFyFK2PC+Ez0LxhXe/d3JVEh610kcepWs6uw+td6nkvqts/MY/DwuukmxV7c6AusK3TPpO0kZJknUsEQPN+UC0t9Jj+HBvBwDX0te+82D3fkwPp+y6L3Sq2hMOWx/DlPkmzgdatSQqDO9fHVYnrQWYXa3l91eN0nktd/phLCBxSUs3u96D1CRANCfSgqVIN6kErkObru/eEtXKrQ7jpIPYAfs8mgKoz2sLJ4gez3zLzrZ/HuMBCgZWQyj/CMkAIMUQI8ZcQ4qQQYpYQIoSkzZmBoghu692MKQ+ez6Ltx0+ZNy2zMJPxW8Yz7Pdh3PrbreQ787m3872M6jmK+7rcx5AWQ/hg4AdMumoSj577KP+7/H98N/g7BIIbp97I80ueZ/HBxb4fwxgxwuHznrWLec/KHSFg0Bsw71Vf3kKMqkvdxLqcm3ZuVPtc11qrVVZmz2NCrYi6BRYjBs0z1rSGllf1cLeHwx7j/Hzz707H1I4AFLg0w+1o3lFTn9IgdYbO6mOrfa/3ZO0BRzK0vZLL8jRP3dykREuRECFKIcoCSM8k3BviKPcvZZiubpWVQuJvm/z12qwMl5AekVYD4Ylt5vaLRkc6ZAOqVE1CGT0KNEMgzlN4GaDYZRxno2qNfa8P5Goqn1YeNNAm/E53Jc2/jcCD5BQCB5CsM9AauozPTArG0E63dAc10AoxG2jB8iOd0sbDjonYpOS7Q0d5Ol0LE/aGXdZzuXAF+W6f6P6EZyzW23OLXCTYzSU06lYvmTLrqaTKG2hCiMHAJGAc0As4ASwUQjSo0IFVEpqlJvPDvb256bzG/O2Tv3j5100czS5b40dKyfIjy3lqwVNcOvFSFh9czI1n38js/5vNs72epX+j/nRL68b5Dc/nihZX0LZ2W0OccbOazRjZcySTr55MWnIa/1n1H/qN78f9s+5n3KZxEcsrxzgz+WjtRwxtF/OenTIadoMe98LP95nrGMWoUuS78iOSy//w4g99r69scSWpiamGGlOB5BQ6eeLHCPO3lPDnP1FwwjcJt6Jt7bYMaDQg7HGqhfCQfLpO8+TdOePOsMeJBlVY12d7bdlr2uTY5uDVVC3EblS9VJqKo/RpKzUDzoOAqGX29bg8E3VviKPa4iKDOEg8TthhFH2ps+Mnvl2qLdIEhjMKIUsWcqn3qjXtG/FuUkpj7tItE6juuZYF7iJUz+tAA62pyy8oVewtkG3hQQNNyr0iIpEiQSAY0HgAEFy45rm6dZiVnEQNXdhvbbfxmblIWWV471aDG2iqhXmhCOu+W2QTJNp9qgBDszVDMMOm3fuX5+XTq0Udy32vb329VkQ8iMGfW+Ri5BVtefji1ux89Qpf+8HMAsv+lYkqb6ABY4CJUsoPpJRbgTvRPve9FTqqSoSiCIb1acZvD/Ujp9DFxW8v4Omf1rHreEkLifpZengpN/92M6OXjKZN7TZMu24aYy8ey+AWg0lyJIU/gI605DT+cc4/mDBkAr9f/zuDWwxm/fH1XPvLtQz7fRg/bPmB/Tn7Sy9tHKPKsOHEBlYeXclt7W+r6KGcWVzwlPb/vJcrdhwxyo1VR1eR58wLafh46deon89z5rA5mHfjPOom1Q3af/3BLH5aGbwumYEgBoyejMKMkLnMPw75kVYpQQr56rCHONf8A/Mt2/dl77NsjxR3kASathkHtLpgOkVKm5SkiZNsEM8yZPIQX7smEuFhyXvgjG5ympGrLdo6PAbahtV/aUaZh3UJw6HQmIvYTWzj2Z83YIUgfE6R9Y66KWud8NfLS6G7EEU/3U2ohXPoT9o2tdiXP6gXTnMXNGK632HpM9CktC5G7bArQb08lQFv/mK4+VGnOppH+KXj6dQJsSAIAr8GAAAgAElEQVRhE7aQHrRVqvn6BCsBkUQRwdx8z6RncGt2Di3q+g3HqddM9R9TKKhSxR1irFef05BHL2mDTRFMeiD4wlBlo0obaEKI5kB34Gdvm5SyEJgPDK6gYVVaGtdO4o0bOjP7sQuomeTgmg+WMGFFyfK+ThaeZMTcEYxaNIqbzr6JX6/9lXs63VNmCnqpiakMaTmEf13wL+bdOI+bzr6JJYeWcNOvNzFo0iC+3/K9Qe5YSsn+7P1M3z2dj9Z+xHebv2P1sdUcyTtCdnE2WzO2svDAQtYcW8Pe7L1kFVU+8ZQY0VHsLuaFP17ggXMeoFpctYoezpmFzQE3fAHbZkB+Rvj+MU47vOqIkYabJ9gSwnfycDgz4Jj5GbDif9adA4yNfGc+M/fMNLTN3DOTLzaUPi/SfrZ/Bb5d7XasH7be1KdbvW4APNPjGQD2ZO8p1TllEA/lRdme3yhdXag2xU7qkI0MCCXryA7it0zW3sx6Hvb9FdUYvJ4Pb4hjl8zZ3GX/PeQ++ul2oFGQRobf4+GKvK6cwUDrdnvY7l2+7sKby98EMJZWkCotmw4AoKmSREZhBm7VzS+7fgQgf8995O95EIBmz/wG4I/AkNZG+ndL9/HKtM2Rf5ZTiED48hfDlX7YsF+7r/LCSNO7pZttJ7cFFQmZo3YztQUz0JJFgc+DFsit2bk0cLn5da0/N7BZzWb+Y3ruCVdQsRIj3ZqkmNr+PXsbBcWVT9Xceimg6uAp2kGgdMw+tHDHkAghNgbZ1LI0g6rsnFUzgVFXtOOqLg24b9xKNh7M4tnB7S2L/Vmx9vhaHp//OAMaD+CNa9+I2lMWLUmOJK5ocQVXtLgCVaosO7KMT9Z9wodrPqRjakfibfGsObYGp+qkQ50OtKzVkr3Ze/lx248czTtKniuP+sn1SUtKI7s4m8yiTDKLMumc2pmLmlxE85rNaVWrFWclnxVROE+MysF/1/6XlPgUbjr7pooeyplJjQZw/5KIQtBinH54PQpqBHWwAOol1Yv42I97whuX7c7QFPJWfglzXoTuFuGDJ7bRs35Plh7WZN0/W/8Zn643Cod8vO5jw/sGySXLcNAv9AQrdt+5bmdWHVvl81hsTt9M/0b9S3Q+wKo0MIOaDcJ14hvtja7YdqeiIlIUs8jFS+Ijak3bDz1u9uwT3uvopa+yHrfLjVPaDGIg9TgZYq8AgYeAW+Rm+3wWSQlFuRCNqIrem9ioe9juqlT5etPXQIBip7sYIQTrm9/O1HTtXntl6Sv8uO1H74lMx7qwyYXaC3n6/T3Th3daPa9Zur/RSQ7tdUGQuY50xyFs2rN/IOcA5yWcZdnPjY3J/adxzUL/osa8eAslSaAG+RQIgTOE3OKyPcaFPk0OR/qeM28O2hP2H/jadSnHMBtiwfj37O30bF6H3i2twygriqpuoHnvnEAd4FyI4uqdoXRsWJMpD/blofGrGfTeQu7t34JBnepTIyG4PO5vu37jlaWv8GzPZxnc4tQ7KRWh0Kt+L3rV78WurF1sSd9CviufB895kBa1WlgaWKb4dLRiozP2zGDl0ZXM3jubnZk7cUkXLWu2pGNqR65seSWdUzsHrckRo2JZd3wdP2z9gR+H/BgzqiuSmHFWZfHKyweKLwTj9g63c1GTi6I6x40f/8me1weba2zpEcIn0AGYjDMrWtaKfo31xyE/0nqvVkNqSc9XSWx9uWU/r2fRWzutbe22UZ9Lj7R4huyK3V/E1+NBE1KQqyjkSXPoqETwSp0U7s47ok2KIggL9fJt3GscOHk9BcSRLPyeTUeYgs6fuf0Tc6twxn7fekLg7p4d8ViikaK0EoXxH8djpCgOnwcot9if0iEDjLBxf+3l8g6e6WQQD1plxi3dJNoTKXAVWIY4flfDv/Cw+7iW/1UriEdKuqsjbOmAx/ALEuLswoao3Qy3FNhE6OtWS+RSGGUx6ad7PM2BnAO+OZjXg/ag/RdOyJp86bZ+PoNRGadyVd1A85ZJD1QHqAkcCbezlNJS7dHjWWtfuqGdHtSpFs83d/dk+oYjfLt0Hy9O3cQl7dO4q29zujT2q2dJKfly45d8seELPr3kUzqkVrxQZouaLSKSgLYysuJt8VzV8iquankVoH2+4wXH2ZG5g2WHl/H4/MdJsCdwadNL6VG/B93TumNXqvrjdHpQ6Crk2cXP8kT3J2hQLaYFFCNGmbN7IZsztHCuRHtktZ8cisNX1LlMqdEQJSu6hYBHz3006tO0rd0W9mkiCTUc1Qy5Xw2SG3Ao7xATtk7wtfVr1C/qc1hhlYNmU2z+Ir42B+2Kitmc15eshIW8ZP+R36hp6K8iGF+jOs32zeFWCOlBW7or3dSWnZcPJFODPF9bI3HC1E9PoU5mPWTeU97xkMcx4I48HNJStbL73bDic79RYXPQQmjjXHNcX3Dd+J2PnryBX1YfhCSQp6GBtu74Ot9rqxDHYzb/Z3Ke2EWqy03PgiB15lR/3451OgbNQXOjcEn7NGyTteuwVG1LT8W6OP3lyjIkkOaKXFTKqwLrvbe2ZC2nmsc7eJXtD5+BVi9CtcZKaJ9V7Rw0wJtl3CygvaluW4wwCCEY1Kk+39zTk3lPDKBFajXu/moFN3z0B3/uTCenOIcnFjzBlJ1T+OaKbyqFcVbWCCGol1SPPg368Mi5jzDj+hmM7jWaXGcury19jWt+uYaFBxZW9DBjAP9Z/R+a1GjCNa2uqeihxIhRNfnKL0BRLkZXNLS/JupIhgR75PlwBrzh+gGLcRc3vRiAl/56ybTL3uzSlZtwW0wdbcKm86A5tGmp1Iy2VGGVP6319U3OQ0QVFE36B3EYww73n8imWNqJF5GHI9p0in1uKXHLINfIFYVgyYrPtf8vDS8+ZGkUXvmO8b3ioB3aAsPhPH1oqPn7WbH3JKqzFmqxtbjN2WnVLdsrG1YGmtTdY13cG5i3/yCNgxhLwuMNq59cH4A9x3Ms+61VW2KPMIKiuXIUFwJ7SXRjPM/+N7tfZGr1vwPQWfizmibc1zui4ygWHrzFBxezK9O6uPapoKobaFs9/672NgghkoEBwMQg+8QIQVqNBB4e2Jolz1zIRZ0E900bzYU/DMRhc/DtFd/6aspUdWyKjZ71ezKq5ygmXz2Zh7o+xIt/vsjj8x83hNvEOLWsOLKCqTunMqb3mFj4aYxKSzS1OYUQvYQQC4QQmUKIRUKIC07lWCsVVmUbFFvEYZZe4pQQRZJD0U6LqCBIXnV1hzZJ757WnZQELYvizRVvluxcHpxCUFcxGpS2gpO4BfwnpSb/N+MutsbHQcoK/kpMZFOcVf0pbebrn5wH/7765/5OY3EMgH/aNWEWl8tJEQ4SiNyD1Ub418BVVQYPc1v0jnW7FbU9oal9RoTt6vWgxdvifRLzfrzGrR1FWtxTQYzJvB3PgJrAK9d2NG176OLWDDg7uDJpZcGyDITn4wopgxZ89nX1bFeEgkRy95dLTX1ed95MPgk4bAIuf4Nt1XsaVD+tcAt/8fCS4vJ8kPXSHzkVab0zqwjLv8/+O1f/crV5wymiShtoUltCeRW4VQgxXAhxNvA/IMvzf4wSkF6QzmvLXuKbfY9zaYd6uA88RM9qD5a7GEhlRQjBpc0uZco1UyhWi3ls/mP+mikxThn5znyeW/IcI3uMDCnhHSNGRRJNbU4hRDdgLrAQOA9YAUwXQnQ9dSOuRPzsqY4zYKS/TbcQM37L+IgOE2croYGmKHDvAq3Wn45xm8YB0LZOW7qndefOjnf6ctBKSzGSOKHQuLq/aPKEA3P5vGYNPq1Vky2ZnoLOimZorI0PYaBle2qGhlm8suPm5Ws6crt9lue9SjEOuiiRexOusC0jhWwozvPVGbPkqLUUvyX6Omhh8HrQkh3JRol9gJqe71Kxg2WuWvCpcYcGNbi1p3khOq/Ixfytx4PW46rMFHnuB4Xoyh9IpGWRcq9AjBACet3PX/Vu8tXQC4YbgU13KEWNvpD0f1JqMqJeKvPdXXxtNgvLa1BHLZ9QX1Yh1KLFiYLQ4bzlRZU20ACklF+j1Tx7CFgCJAB9pJSBwiFnLLnFuRzKPcSJghPkFufidDtxup3sztrNgv0LmLR9Et9u/pY3l7/JXTPuYvDPmvjH1Gun8tZFY/j6tiv559RNTF17ZheMTnYk89YFb6FKlcfmP4bTHYU6VYxS8/aKt2lfpz2Dmg+q6KHEiBGKMURem3MUsE5KOVpKuR14DNgNPHyqBlvRTFiuK/WywRP40vtBQx+vYMmEbROIhFIZTw3OCWrgtK7V2jr3yYLMwsyIanY6AQeCNy/we+JubjyQK3L9dd3ipQ3p0kL13qhj1j8Tntyc7HXf+1pCYUelSyN/jnlbsY8iov/OVifcD+NvRYYS7IiGKASfvNfBLd1GoagxWVDXo8CpOMDqdzpYOCbBbdsNh7TQ0hajpkU8xsqC9xsQgCtEse1cmYjj6MU8fd7TmoqilIaC5V4Ci1QLRWALMNBuKhpteO8SYNM9O83S72L8wbBSEQbmJycxP9noKLAy0EZd0Q6AQ5mFvmcw1JrFb7t+i2ocZcUZoWogpfwc+Lyix1HZyHfm887Kd5i4fSLVHNUochdR5C7yhUGkJqbSpHoTUhNTSbAnkJaUxi1tb6FjakfOSvZLq3ZqVJMv7jiPO79cjsMmuLxj/Yr6SBVOvC2e9y58j4fmPsSIeSN454J3zljP4qnkj4N/MGffHCZdPSkW2hjDEiGEHa0uZmMgDUgCjnn+rZVSHjwFY/DW5nzL2yalLBRCzEerzTlG19cBXAM8q+srhRAzgKHlPdaSoqoSt5Q4bGWz/vvUxHXceGVAo8MoTOKtNbb95HZD+38H/pf3Vr3nEzTx7W4rG++Wl+Y1m7M7azetU1rz3ZbvuKL5FWH36fdDP17u+zJXtwodQuUUEjvC54UaP3g8czePx6XLJXIKG8Kuhdarnr9/+t/ofEWbhOZ5Q0TDetBchi5NlWPsc0deJsFA5l5kWXmVbJFPWb0Tb1VVg/8m2Bxk5uZjsj1DqA4m2K1FQuLK6H4/FRzNO0past8b6YqvDqgICa4Q18qJjYT8RgxtP5TvtnwHQGcLr6oMWABQUExLAsvl2Yb3gR60azp0ocPS0kciWf0d8hptbtUf0mkL8Uy4gyhVljdnhIEWw0x2cTZDpw2lRc0WzL5hNnUStfoPUkpcqgu3dEeVSN21SQqf3d6du79aQZ1q8ZzXrHZ5Db3Sk2BP4P2L3+fZxc8ybPow3uj3Bi1qhVeTjFEy8p35jPlzDKN7jaZ2wpl738WwRggxEHgQuAhIxtp9IIUQm4AJwAdSyvKqrh1Nbc6GgC1I31QhRIKUMmSV6Iqo5fng96uYtv6IJo+vR1W1cLLCTC2HK74UxeMDPCmXNbuMGXtmmLp1TO3IkTzzKnxZhR96aVWrFbuzdrMvex8A+3M0r1/95Po+754VRmEKa1yHVuMoyvDV8eqQ2oF5UhomwRIXzuxOOGr4C2e3r+0Xmi6UKmAjP0KVPAVJ4yOzDG3FJfCgAeB2cd20CCNyLzGLrBiIJsTR443Jceaw/oS5oDgAtjjW7T0Orcx7B6Nfa+vweStPTWVl4E8Deeq8p7jN81426Q2Hl9A334U7IYgHrcWFpOyax1nCX15DInnT8YmpqxrwJ1YoCkqAp03vZSsG7qxfj45FfoOseT2jEilo3j17BIZwoIEYiN2mbd94KIsmtbUF9FDXr7SlMkpKmZv8Qogz131ymiClZPTi0XRO7cy7A971GWegxQw7bI4SqVx1b1ab569sz9M/raPQWfmqsp9K4m3x/Kv/vxjcfDC3TruVt5a/RU6xtdpRjNLx/ur36VCng09JLUYMACFEeyHEH8BMNI/ZO8BAtOlYLSAeaACcA9wNrAIeBfYKIZ4WolwK6EVTmzNUX9A+Q6Uir8jFtPUBBtG6H+HkHljwBrxcF95qDeNvMfY5vA512lN885dR8bCr2I7lZDlgtTuYSEjN+JqcLDIXVC7r2ojeqJP/bdRS272lB+7seCeXNbss6H6RrMy7jm/BISUtarVgxVCtDpuC8VuRqLhyjMIV+oLEdzXTjKtsu5up1ZI4mH/MeJLF/4Zd831vbzy3ITWztxm6OEu6np+1L/K+LcPUyTtvOIxYFbLLssPL6PRVJ5YfWe5rszLSAbDF4bDIjZIu68WD2slxjLjIZM0BUOSKrGB7ZWH54WW+106h3a83ZTp99cRMeEozTIofA2N7IISwVIQEqxBHxTIU0st+hx0phGEvodggwfgnzumOzBNbPSF0KQSvt2z25mOoEYQ42kXF+LLK4wdoixDixnI4bowyYtymcezL2cezvZ4t83Cw67o1pGFKIu/P3R6+cxVHEQp3dLyDiVdN5Ej+Ea795VpDPZIYpWfd8XVM2TmFkT1Hhu8c40xjFXAI6C6l7C2lHCOlnCel3CWlzJZSOqWUR6SU66SUX0ophwGNgJHAI8CT5TCmaGpzhuqr6rYHRUrZweofsDPKcUeEqsupWrPfY1dOugfe6wJbdHkc6TuMO678H8qyj3luslEw4uf4F+gutoY9b7QqjmVNkxpNLNsVlJB5Zu5gk2EdTqFgR1LodBNv04QTBOY0KbXI6F2av38+205u449Df/ja5iUnMapuKh/v/sW48+wXYPaL3Pu1ZgAKIU1eSieR1/+a7e7KCRl420ZAOIPVHgd1Qjt/veGsI+aGV3rE5sAhXNRQOwcMw1oyP8GuWMqxA6QklVB4poJwZ2h/Arb3/hdzN2m175wIguq56L3OJ7b6PGhWqAgeuri1f1chQoqErEzQHAJrE+LZouoEXJ4xLthYnS8z3xwGeVnH0PVPvd6yqWsP+UI69Y/phhMb6PRVJ93nqRjjuzwMtPlAYMR4jErC2uNr+e+6//L2BW9HXGA0GoQQvHptJ8b9uZdNh7LL/PinIw2qNeCtC97i4W4P88CcB9iYHizqKEY0OFUnY/4cwyPnPkK9pBLmR8SoylwvpbxBSrkKQAgR1oqXUuZLKccC7YAF5TCmaGpzHkRzlFj1PSyllT54xaJPX8kuCBBfOKoLM8sOTPcLbmCliiC/I7f+BLdPAeCKFuFzvsqTh7saNVtcHlEMIUTIyV2uMzfoNt+xXIXYJbQdPZ0xU7TfDiGl+ahSmFKn/jz0J/fNus/3vrFTuyaTDy/xd/rmBgC2Hsli5qajACjSbWGgRe5F2C3rs01tFHF/HxEYrOGINF/owMl8bvtqNQ5cpLkjq5kZakE73nEKctByjsCxzeH7RYB6QvOQFhQ7EXZNcKZQKMEFXewWqopB1h4kgkvb+xcMhKIY6uIFUqT7XndJLQhvyS5j4EBdMrGt+My0r1uV5G4fhXD6jWq7I3Q4rv46elUrx/2pGYNSSv72298M/YN5Csub8rij/g508YSInD5BuWcAWUVZPLngSUb2GFmuOVGNayfxyMA2PD1xXUhFoDONIS2H8Pi5j/PkgifJd+aH3yFGSL7d9C3J9mSub319RQ8lRiVEShkovfWKEOL+YP2FxlDPvplSyr/KYVgR1+aUUhYAswL6KsCgwL6VBb1Ed1n9+r/m+Mx64t76EmihlYQb0HgAPc7qYdh8ebPLDe8bJIdeVS8NNsXoXepSV5P5FkKE9KDlOfNMbZ2+6sQyXfiZS4Ddc4wv/9ijHVe6LebG5i880ABM88iK96yuC4fcoeWaOXWS45osv/F4gWFroXBixy5KYGyVwUS4Xe12EfXbeiSHPJeNOJys2a8tArSKH4SNknnCEh2RexhLzGeXwIeBqaolw/tNSwT2apqXukAIRDD16QDlVCFCedAUgziHIoQpB03PR7X8+Wbe/LVf1hkDCm6zzyZ+5tOmfXMKXUhXDVD9CwhpNZP4+4CWLHhygOX59IIu783Wor12p2vP4kPzHjLvUEGVE8rDQJuIlsT8KrBaCDFCCNGmHM4TIwqklDy3+Dn6NOjDkJZDyv18w/o0w6YIvliyu9zPdTpxTatraJPShndXvlvRQzmt2XZyG5+s/4TRvUeXeT5JjCrLl8BYIcTfAjcIIW4CNgJflecAwtXmFEJcKoRIF0J4rYs3gD5CiNFCiFbAe0Aq8H55jjNSpLSRXahN6HYdzzUaaNGEHeqsuUCDJkXkwoHlgXuYGNzCKEpydm1NJW50L03Oe1iHYadMROiCxprhGC7EccrOKZa5yQ/MecD3Ol9RSAw4hrL6W5MQgkSYvvO1x9Ya3td1a0bTlgNmw1BBkoimOeOQTpO9F02R6mLsYeteWVIGBlqkfgG3KinGThwuX7zomg1dGVzjS56/sr3lPqEOff25JfAYRks0+Xxh2Bwfh4rR613TLUANcp1rGxf1vTL7VqgIbMaEMlOuX/UEv0GVYyH8cUsvLZR13IBFuKXwC4+s+trQb+Sk9b7xeLEpCk9f3pamdZItx5cY5zemvXPUZbs18ZP5++cbxxlXvUqFOBYAndBszs5oPyibhRBZQohFQoixQoh7yuG8MULw7eZvOZB7gKd7mFcgygObIvjXDZ15f+4Odh0PH8ZxpiCEYHSv0czcO5MlB5eE3yGGiZziHB6b/xgPdX2INimxtZ8YEXM38C3wpadYNEKI64QQ64Dv0ARDXinvQYSpzakCRXhKE0kp5wLXAlcBy9FCLy+QUu6wOPQpp2D/bWTlawbaRW8vYP9Jf2RAdB40vYFmsbkUE3evYuMt7W7hlfPL7/L2PKunZfuJwtCpgnuz95raXLowMycQF/ClCLAMcbQFWFX64tYA1bwJRhbhZgI1wAgzHiuRIqvhW1Is7SFFIYJSvfQacyGLYutwqRIndhy4QNE+t3QnMW39Ye46vzlLR5lFpw6cLAh6vGrxlVcUvaHTHLZ40mbjg1o1sbk1o/zSxkM4z5mFTA+SnhrgJd6VtYtZ+2ZZdlURBkNZYvSgSSWOF4Z08L3vk+//Xr2Frx+6RFtgcUsFm5D+4/0x1tf3t3WH+XOXlj+nxvvVUkccmgnA1oytbErfZP15gHb1w+dJOhRH1QlxlFJeJKVshlZjpiNwC1rNl7+ANsADwMdlfd4YwdmYvpEP13zIm/3fLJe8s2C0SavOAwNa8fD4NRSfZgpH5UmdxDq83Pdlnl70NFsytlT0cE4rCl2FPLHgCTrU6cBNZ99U0cOJUYkRQhiSJjzeqzuAH4AfhRBrgZ/QhEH+CTSVUj5/KsYmpfxcStlJSpkqpbxKSrnP0z5bStlASjlH13eqlPI8KWWKlHKglHJt8COfOpo6nUhXdeLtfi/RdR/6BSkiqMHsY9ke/+TKbbVjBAcL9B5Zre73adCHcYPGRT6wKPCmDSTY/ArIv+/53aAm6GXRgUW+138d9kfSFrq0ybI+KsBtT7CU55iVHFhfU+AMMLx6N+hteK/6Js3+fpmKwvCz6mLTiaOrFvlGi9WOprZgFOOwVEcMyfMZUKtx+H5hCGY0BOIz0IQboXiMT6n4DIF61S1yrioLRdEtejcKUl5hdUI8T+do0dI3tb6bGiKfXgWLOCjrmDsrZgM0mPEjEYYwQhWFOsLvKRbPHzf0v9hgoHn+9xiExaowtOsXa776c4/l+efna57GG6bewE2/Ws8T/u/cRmw+HF4nwa7YIyooXx6UW2yQlLJYSrlJSjleSvm0lPIyKWUa2o9h+cfYxQDgZOFJHp33KE+e9yStUqzlYcuT+/q3ICU5jofHr47lo+no16gfj5/7OA/MfoCDueVeH7dKkOfM44E5DxBvi+elvi/FClLHCEe2EGKlEOJjIcQ9QoguaL95w9BC8TsBbwLNpJQvSimzKnKwpxvaX3OB7fhG5PHSqfZuOuyfvLktC+WGnyDZAyaQ3vwYvRdJEQrn1DunZIMMg9eoKnT7S9Mdzz9u2fe/6/7re90x1W/4vLbsNQAGNR/ka3N1vdWXg+ZFBU6YCiab/x5mBJx/YnVNPj6zxj4umqBJ2vdr2oi/EhMRwH32qdpnkapJJCSfBC4uepO5bv/3Vyyt867cKNgiNdC8oXNK2eRwzdhtrodnhVtVPYakJ4dJG4Qvl6zS/b7k6HOyPPfDznlwPLzKqffuualWJ0N7gSI4ILVn76ZP/YsGhdIiD8/mYBJGr2JgnqcXVSq+WmMA0iINQW/0eF/FKwk+D5oXr6HWVXjKPugMNIct8mvU6atO7DjpDzz4cWWgJhMcyj1karMJW9XxoIVTypJSHpJSTivr88Yw41JdPLngSfo36s+1ra+tkDEoiuC/Q7uRnlvMoxPWBvnxPTO5tvW13Nz2Zu6fdT8nC821emL4ySnO4d5Z95KakMrbA94mznZ6SRrHqBDmoBV7Hg58gia7nw0sAk6i5Up3A8wJOTHCovlbFOqMuwjxSX/T9mACAuEQC99kqG0WCXp7a8fssPsFFp9WPH6n7md1Z/0wY6HiYpdKs2d+Qy3D3yMryXyrid33W743lFvR7zdp+yQAg4jUjydWMLm6sS7X+7XNJfD6tjQXUP5o+VtBx3u8wGi8uZHURpusu1wuU4yqimCnbEiRrmD1p+7BPFT8D9Ox3SiR56Cde0dk/SLkwa4Pmtpe6/eaqc3plhRLTw6a8HuYUpJLXsT8rBrR14+NmCJdrqL3vhp3DXzQw7q/jn+eSOfjI8d4brVRN2lDvN9LKF3+fC3LouSKnYlc6DPKu9Vuz1nJZ5n74c1B098/ZkPKpbrYHKedx3unKELQMck4F/IaaP0UzzOje6ZsSmQmTLFbC2GduN2vrXROY+MzpMQf5LKJ5pqFqlSrVA5axEpZMcqXd1e+i1N18vR5pybvLBhJcXa+uPM8DpzM573Z28LvcAYxvNNwetXvxT0z72F/zv6KHk6lpNBVyINzHqRJ9Sa81u8100QsRgwrpJRXSCnPAhqj5XG9giad3xp4EGgCXAxkCCEWCiHeE0LcUVHjPd1QBSA9UwgLafOwtlexFjMAACAASURBVI/TH9akF7yIX/Qaz9u/5oObu0Q1nkuaXqKdt1gLz1KE2SOzZn8m+zPyKXBq480pKrtKBVaeOSvJ9w0njLXerIy42fs0g/SjNR+xI9e/0n9Hn2bgLOTiPLMKcFoN86JVOzXyKd7kWoJUoTmRp67ZbworVT3XWn+tXNiYovalWeF3xr7RGGhlLPIU6EkFLFM73KrEiQ0HLtSis3ih9wsAPH9lB1PfSPlsWHea1QkMPS0HoixH0NDlpk9BYZhe/utaZGGgvTVrB9lFEOdR51QOrkLNPWbqB5qBVj3efwwrD9ru4hnc2FDLOfSG3ha4C2hcFJBeG7iv7nlxh8g3/HDNh77Xzy1+DoBvNn/ja4u3G48bn/a75XHSktKqlIrjl1SwUlYM+H3370zfM523B7yNw1bxE9pq8XbeufEc/rdkDwczgyfanmkIIRjZcySXN7ucG6feyJvL3+REQdj6s2cU/1r+L5IcSbzU9yWTnHWMGOGQUh6UUv4ipXzeY7SlodUSuw7NaPsDaAuMAD6vwKGeVrjxT9aF26z8ZlVA1sCx4Mn7ccKNXYluVuT92yDd2mTcLsy/e9d8sIS/ffqXP5KjDCdegSqSALe0vcXUFpjPEsrT+OFabZJ5a6HWx2ETUJhJ/3zzb2iSLcXUtkiEnpTrIzdcAroomkCEguozAn5zax4a1cIL4jXaTO0okcnsd7gOOt4AfR8J3zdCrPKF6iaavYsut4oTO3E4AYUb2txA49qJ1EgsudiHTRHhFyZKyuYp/tf7l5bTSTSsDLSx83bg1pkMCqAGGYdEMSglBiqOAlRL8v99CHWnCJOXTPuCP5y/gyU70oPu99Haj3yvf99jNr7sAeGRrpy2lsdZd2IdU3ZOsdxW3pSHgVYplLLOZA7lHuKVpa/w9gVvk5qYWtHD8dE8NZm/9WziK7YZQ0MRCsM7D2fCkAlkF2cz5Och/LLjl4oeVqVg3r55zN8/n1fPf9VyZTRGjJIgpdwvpZwspRwtpRwkpayHVhD6hgoe2mmDUwgIkoME8Pj4FVCYDfUi90h873jZ97pEKoCAdFXDmdOevg36WW4vdLpxeVbe1XJO/u/ToI8pDCzQIFOlytLDS1l1dJWvLbC2o80zzrxiN4hArUYNhxK9qMXXm/yS5Y2Lpc/rZUMFu+aRG+kcDmCYnHupIazreaqIiDxo76WMghr14ZIXAbjy/UWs2Z8ZZq/Q5DjNZQs61+1sanO6NZEQm5AoqCzafpz9GQUopcg9yy1ysS+jnGqczvmn//X3N2v/x4dXISwJRdJ6Ud+lk6tRkEGfn8BWaXHv6J8DNcRX3rdVgGCJ55yLtpVuITvUdX7s3Md8rwe3GMyNZ99YqnOVlFIbaJVZKetMRJUqzy5+lpvPvrnckqFLwyMDW7PpUDYzNx4J3/kMo3H1xrzU9yU+u+wz3l/9Pm8tf8syr+FM4UTBCcb8OYaX+r5ESoJ5dThGjFAIIaKKNZJS7pNS/lxe46lq5CgK0q39/MsEc07UGPtX8HpjOBZkQc4zP9ub7k8B7G3ze9WCGmgtLwo6pp+G/ETBoRspPHA79atZF6aWEl7/XVPPtVSMLAWtahmFuIQQPtn3Tl91IqMwg2P5xrAwKSX3zLyHYdOH+doC/97t9czUflq6E1SX5cStJDVH9QWxVeHPPerSoBo4kpjoPh+nb1KuTWj139hZwu/BeNHxsO91pDlo7wakPGw4mM3SXcG9IpHw3qr3IurnVqWv+LZA8uYMTWxDKYU2yN70cjLOglECY7KNEkTJW/oXQIt0xbq/c/mfN4MHTYJ0WOfcvX/recZDW4Q46sN/3SFqJrY9K8AIzdJSQSJMPwuKSQRGWNdwfL3f6/Rt2Ld0JyshZeFBiyllVSK+2vgV+a587utyX0UPxZKkODtjrurAi1M3kV9cdvH/VYkOdTow/srxrD6+mhFzRxgSxs8UVKny/JLnGdR8UIX9cYxx2nNECPGh5zcpRhlysv/juISgutRqoIlCs9ejqTga+iCeOdDaA1mWNbZswUL/0oJ75M6ufTaoml0ezPZyS8mkVZpybll70N664C0+uPgD33ubsBkEBgZPGsyyI8sM+1jVSfts/WeG9wvitana7LgnYPzfUEoQm/lMeoaprV5SPd/rVCWTj1xXAXBV5zSQKqpUcFuK/GvoPSMzbQN07UKrL1YCHBZFi0tK3wbWvx2qKtl2NMcXtqkgSc/VQu5Ko96Ynqvdx6dMlj3S/L2G3f2vg41N5zXTG2I7ZX3LdgG4LUKbAZMi527XVuYkGQ1Dfb26sN9WoKcw64DpY8RZ5JyWFCEEdlHxETtl8STElLIqCeuOr+Oz9Z/xer/XK7WQwiXt02hXvzpj51aKWquVktTEVL647AsS7AncPeNuMgrNP65VmY/WfsTR/KM80q3schNinHGMBvoDq4QQS4UQdwohTl0hyCrMk4Xa3+54CxEML7WFOdTMgGdyqQi42T7ftDlOCeJBq2P0UjV75jde/tWczxZs0pfpKawNMHryhiC9SkbLWi3p38ivaKkIxSACkus016/655//NLUFo4lyHA6t9i32q67IncS1LMrcBHoxCj2eE28OmhvFF9YmLDyahgm7x67ZHOfAJQXJhBOlsGbuiQ+Zs29O+I4REMzYmrBiPz+uPKAz0FSKPLVaS2Nc9Wut5brtOBZdnbKQuJ2w5nvrbZEaaAdXgGdOKIvC1/7SS93rjXB9iKNDSoqrpRl3rNPaclwTcj/nkTRjHqB+4WK3w4HqrMlHF3+EJXHJxvcL32LpbuOcqDjgb1GgNzuQUNdZIEqsQluWlNpAiyllVQ6yirJ4csGTPNPjGZrXbF7RwwnLC0M6MO7PvWX7h6yKEW+L583+b9K5bmdu+e0Wk/pXVWXarmn8tO0nxl40lgR7OcoWx6jSSCnfk1J2RDPStgBjgcNCiPeFEJ1C7x0jFLvzNA+U1E3YEgK8YHVEmImgPQGXW2Xyaus6kJYiIc8ehW7DTM2fLTaH95nEOCwmZDM2hvHylRJvDaUtGVpIZXVH9TLJC/d+ErXIWuYc4PkT/lDBHgWFbI0zqzzqDcYNahPfxNyGCtKNimLwMgVy1TkNTW03NqzP/KREbKJkE9y1WdP5dvO3QbcfzTvKjD3Ba521qtWKQc20OnKLDy627LNou+a19IncIH2hjXqRjx/u7RXN0EnyCGPsOlGG/oidc2GyhTB6UW50CpiqtjDh9HzmzoVmr7UXp+65Xqc2R715PABuXc5pkpTsORngOR+xQvs/Am+WfuFiavVkFEcW5zc637pz4Odc+b+wJZuUKNVB61bzPx9vrniTUT1HGXLRKoIy8yXHlLIqDiklY/4Yw3lnnceQlqdHDfDGtZO474IWPP/Lhgqr0n46YFNsPNPjGe7vcj/3zrqXrzd+XaW/r7XH1/Ly0pd578L3qF+tfvgdYsQIg5RyiZRyGJpA1WjgAmCNEOIPIcTtQojYKkCUePOo9GGIWxLuNPSxUm4zdlB55Ic1zN5sLdXtcAd4YJLrgSPBMu+mZ/Pa5sMHvP9owc7Q4ykHhBBkFmXyf1P/D4Aid5FJpTeY+FGo0PY6nvCwgv13BO0Tp/sCPj9yjN0O83mWH1nue+0SiuY5w2OMeTxo3lhUr4z/4A7+sEghjB407yldDYOLXKXL6kG3ebGFmOC/sfwNnljwRNDtrWu1pkf90LXBflt/2PNKoEqBgvTdVvqJf88WmkBFl8bmHEsrkuK1cUdTQDk8QY71WkPIjz6yptBjiX57OPjixDa1MYOLXgU0RU5nq0sB0Gc/xknJlHX7ggw5vGnhNdAmuYMYZXoimPOsb/8w63f7x7PtZOQlnR67pI0hBw3gxrNv5M6OdwbZ49RQHiqOPmJKWaeGH7b+wM6snYzqOaqihxIVw/u34EhWIVPWmqu3x/AjhOCaVtfwzaBv+HnHz4yYO4JMi5yP050jeUd4ZN4jjO412lJ1K0aM0iClzJJSvi+l7AycD2wFPgQOeSI72lfsCE8/QiktWsmyG5CSdQeCp6Sn7vjJ2HDX9GiGxt4T+eTp6pxtOHjq098DBUGKVX/Ozn2dtTxxl2qdq9Xzu55Bj9unoJBlaiOQRq9Yoidv5orcPJPH67rc0F6dpTUKffsoHg+aPoSxnreAs37yfXid/hCsj4/zdNE+kyr998AatSUAWTIgXM2DfuHxr8N/BR2nVU0zw3GQPu/Jy31fJt4WWt1SRVA70cbR7OAepa6Na5FaLY4pD4bOh66TrJ0rrSwLVodSwwgRYhyM4ghy7NwobJTNtFMgfEarPh/RLiVCBHn+beHzt/Kc2v14WYcAL/DIg/BMgOFnUSvQRJQL1/rufVvV4USuf0Hojg53RHWs8qJcDTQrYkpZZcvm9M38Z/V/eOuCt0hynIICiWVIvN3Gi1d34JXfNpNT6Ay/wxlOi1ot+H7w99RNqssNU28wyDKf7hS5i3hk3iNc2+paBjUfVNHDiVHFkVL+KaW8E6NXbb0QYrEQok/Fjq7y45WBj7MIQ+zSuBYdG9awFP4wUJQdslaazRVgUARMLF1ulYLi4BPUIWMX0/WlWYA2+T+RG6YuWzmgF+EIpGmNppbtwsKwtVtMPhMtvEwL249g1e59vHE8ncBLY7M4xnmp/oUwifAbdVLLQdPnHPm0O/TX4fhmw7gfCMgzUjxeiYOyDtcUv8Srrb7npuLRpnEAuMqwgJhAMKb3GIa0HMKKoStC9lURNKvjN/oCv6buTVO46pwGrHjuEjo3Cu1Js3m8Ux/OL0Nv7fqAhYpeD5j7zAmTx6gzqtsWFVM9zHet937bFOG7NnqD3QYMtAX5bms2CT0eILNIW2ROjHPQMKklRccu0zbEV4OEmmH3Nw9aG+PoE5F5FYt1OZkHMwtBt9h0V8e7oj9/OVBiA00IkSSESNW9TxFC3CuEGC6ESAu1b4yy4UjeEUbMHcET3Z+gTUqbih5OiejXui7dm6XwwbxTH35yOpJgT+CF3i/wRPcnGDF3BLP2zqroIZUJbyx7g5SEFB7s+mBFDyVGFcHzmxRyKVdKmS2l/EBKeQ7QBy1XrfcpGeBpTL2ketycVUSczbiyHWdTeHRgax65uA21hS6/uJpFrtSJbWQXBlf6s7sDijEHGCSjfl5Pu+dDe9WKPcIPv6w5xLLdp15oqVZ88Am9GsQrMPfGuYb39mP9+WWvRc2n6z4xvH3zhs4k2BN8JYYDJ3fnFxTSrdAYNro6XSuB8FT6SRyqoJOyCwCRtR/cToOBZveGgOk9aM0v8L2USLJs1qGJ3gn/cUcDjmNdMsVpIWJSErziDte3uT6iPCSJEiCKYTRefvp7H7o1ia7My4GyrIW2NkAgpLGFZ3XR26GPobM6/3PsOLP2HQCgTbJ1KQpDzTuh4HKbDTS7hFpWeabPHoFUa4GOD2v5DS9fkXRFwakWobpChb5GYrxL6Do0bC+nJxfPpbvfFAHoCqt7y1xM33C4QlNKSmSgCSEuA46iJVx/LYSoC6wHXgOeBzbGkrDLl/3Z+7lrxl1c1/o6rmt9XUUPp1Q8c3k7vv1rL/vLq8BjFeTy5pcz9uKxvPDHCyw8sLCih1MqpuycwuKDi3nt/NeiTuyNESMEJ9CEqyJCSrlUSnmPlDLMbCeGS3WhSEF8wONa7FbJzHeao7KaWIgtJGveloVxD5u3AXHpWwzvs4uME/jNh/0qkRl5xRzLCa4aeDirZIqCpcWmBM+lCmag1U4w5tNJZwp1reph1mhAverxFGf0pfDI1dhtwmDEKgETSwW4MiDM0eUJkWtMPPGiiGttSwBIXfUebP0dNwqt6lUD4KTIQpso6zxoZ/mnefYQoXjSE+p41TkNuKBNXeY0uI83nDcb+niN6XBYeRhLg4TIQuiioAydgWaaWRdgN5B3AtaO1zX4BxQvIdlzb+wp0EJw83YaxTDcKCwbdbG2TanmK+xu8KgicVlWTA8egjqpuhbeujtrN+tPrAcgM+8YxwoPEJfyZ/DPE1GIowoInGFujx+2/ABASpI/PNhhU5DuasbDScn936wiPe/Ue969lHQ29DrwMdALqA78DvwKpEopGwP/Bt4okxHGMOBUnUzbNY2hvw/lhjY38MA5Fu7u04wmdZK4pVcTX/HQGJHRtV5X3h3wLiMXjeTz9Z8HzWWozOzK2sXry17n7QveppZFsdsYMUpB2c7kYvj4dP2nbI23ERcghtBG7Gf5ngwUU56LxYzVM0lsohy3PkmcFrK/SdVCAXOdxkma3tOx/VguPV6Zwy9rrBUhy7reWaSEErtwSRdDWphFvRShGPZT404GrXt2LKeIoqNDcJ7srX3nOoPQanJ3Q04e1+0wC2i4EtLYmgi/J+vSJLL24cKGzXMtP06aiS15u9GDFqdNauvXTOCt/wtebtA7+gvPrsdXd/VgRu1b+ch9laFPcSk9aJ2+6kR6QToz9swguzi8lLwXNeCbKotbpdwk2lsNNEvOWzH+VvjZUwvX6gN55PCLPXMG6VFnfMo5HIC+retRr0YCjDzAftHAdwENoY8ydIFpgJ7f9mT6Hr+X+6hdC2j4cM2HvraDexdox0u0fnaDfgYPzwxqy4rnBsKu+ZB7lMIwOXY/bNUMtH/ffA5N6yRRK8lB75Z1gp7yvdnbQx6vPCmpgdYMeFJKuRJ4DugKPCf9vsA30WqfxSgj8p35fL/lewZNHMSXG7/kpb4vVZo42bLgHxe2YunudFbsObPqfZWWnvV7Mm7QOObun8v/Tf0/5u6be9qoPDpVJ88sfIbhnYbTqW7M4R4jxumEC1ADFoVmxj9Not1iYuH29Lv+c+j1D2gxgHBhS8KuCS4clNrkyRtm5UW1mM8/PH6N5bHCSXKXF6EiAlRV5bb2t1lui7P5V/dlQUOfumIo7IpiyA/zfuJqui9KACkW3ojq2Vpdu6fq6UoAuIpwS5vB2BC2PKOBVlsr6XNFp/qc2zQgDFAn5iERJDj8+01YccA0hv/O3wUifC76Lzs1hcicYnOdvc0ZWk7ciiOh8870qAiETmyjZd1qIXpHRrn9BN/6E9hDi54AsF8nsuIsMG9vF7gwoN03E9wXAtCtqceLG18dIfweQX2Io1vAMbtnQeC2yZbDyHfl8+SCJ03teqPtpSah65VpBP9CU6vFk1otHrZNh+0z2eUIXQN4T/YeAKonOJjxSH/+eOYi7IowncNbF2/BtiALSKeAkhpox0ELJJZSbgSOSin1QdJlV9L7DGfd8XWMmDOC/j/0Z87eObx6/qv8cOUPhmKYVYEaCQ4eGdiGl37dhFpBP6anKy1qtWDcoHEM7zSct1e8zdDfh7LRk1tQmfls/Wck2hO5vf3tFT2UGDFiRIkNGBi/2dT+3MrzabphrLGxXlvt/043wOWvEolzU5EeJUDPNKXIZQzzi8YrFspAq6jfG4n0FVIO9LTpDTsp7UHVMvVy7jYFOLTa9/6kJx/s6fSThn2muc05TJYTNlchLhSDsSEUp88IfKbZBOh8k2e8xl2dmeeCy28YaAZa6GnhF0vMtexC8fqy101t769+H4B7O98bdL/A6616yhJ7SYwr/fS13G4pISzLTIRk1vPmtrgk6KmrrSaNpkDNJL8KpWa6aB9I7238umYNfq7uMWZbDKDwuaNkFYVXSl3VbLjh/Uk1jJgQhLR4A7+NOJ1ASbMazfj94k8IxLuIneCwkRRn93j8jedwe/qUVW5kSSipgTYVuMj7RkoZmGl4GbC2pIOKAW7VzTsr3+Efc/5B97O6M/OGmXx22Wf0qN/D90e9qnHzeY0pcLr5ZW0IV3cMSxShcEWLK5h8zWSubHElw2cOZ9L2SRU9rKBsTt/MuE3jeLnvyyHzNGLEiFE5EVLQz73Uclv1DKP8Ohc+B8/pJOeFCOtmUBqeC/hX7fOLjN66aLwU2SFUgstSPTAaJNKXT/XRwI8M27wS5ACq4kIRkufs40zH0KsK2hQFjvnTBLz5QYGzhXzMEvB6hccFif7txTh8yoQAwpbj86A9e/NFPmMhMKRVBkz4VYQvVDIkwWTbLcgtzjW11YyriV2xh4zIWLnPaLBKhM8dO+ORsln4LtMolj4jSrd/voXAjKqCsAVXTNZdK0URPoMzaOkMIRgwYQDnjz+fd1a8wy87gtfBS7vmJcN7JVHz1lWPC18fz0uRdNBDbPaMz7jtliv8Blmt+Fo0SqzHgLx8xqb5TBYKXEavovZxAwx3zzU8GUJptrwJX6zAAinl42G6LEQTDYlRAg7nHua5Jc9R6Cpk4lUTQ0r1ViXsNoXRV7bnsQlr6dMytWxriZwhOBQHf2v7N7rU7cKj8x5l44mNjOw5Mmgx1IogtziXUYtH8XDXh2lco3FFDydG1eaCaAtRSynNM+EYJhR0yn4BmKZxigJKYGhWmBDHlKb86u71/+ydd3hUVfrHv+fOTCa9kQRCAoRACKH3KiC9KEURVMRFXBtYUFdd17K6LpbVnx1dXXtdG4oNdFGQIr1Ib6H3GpJA2szc8/vj3jtz+9wpyaScz/PkyeTWMzN3Jud73/f9vt7tLrj0J1BWWLxTvxk2UHPpj3kpedhT5Ktn6ZrR1fs42m58ifJU+O6+yb7Au4w27wsC5Wtg55Q1aC6DybSLam+IyZdsd0ZhULlgquIBBxtHsPSad4HVj8OZsRD7uH7IhZAiJsGpQmiEKKOdFMTvjWViL0J8nnXrAnlPOYlLsi7BhlPm7WfOqUwfeHAg4OGwETRJCs+cY1q/nLAcB4AvPdjKdhb6jwEQ+qdxHGLtUs2hcB1d26sZsBnA1rlALyHSxREiczz0vYfPnjqDh9J9tVvSTYX3tr0HABjferx3XbozG6crj6DqbH/YVN8Z5R7h/ZgzRBV1N8FJXPjC+U/kVHyquTmQ1yjf+9jO2QFK8eqpM7iQ7ovueVT94zhCNI2qJ8wRDHMiWTFSLZZplNKzlNLC6jh2fYZSiu/2fodJP0xC5/TOeH/U+w1GnEkMyEvHlV2zcMtH61HhCrwJI0OgXaN2+Pzyz1F4vhD3L7kfVZ7I3QWSs694H2b8MgNtUtpgcv7kSA+HUf+ZAeB9iz8fiL8ZFojiCcor9b9XUo4u9rO3/wga3JWwwwNpUsjHKbv3WJ03Vbo9GN0x0/g0esVs1YBcnG2ZtgVtU9t6UxnNnAl5XqfmSLzhJk/X4zgCuH1ulbGq17eCCoJKLwqyAO29jzc5fefzgENyrAO3r37cu+xs1ynArUrnYE10TBUJa8Ud16RBqiF2bU2ZGcuPLtcse27dc6j0mKfMVarcInnxWnR5qFiLFBrDCjIQG4Y0SS8Hf7e23acG/08Pr9EuW/IvwFXhuzFAeCRE25EYI4rui766KwKgTKffYGO3B6ke3/LcpFzF+nMVPj+BKAdFVlxLUE8cVp9Yodiu0lOJ1OhUS3NdtaGLP7pkdPE5QBbt8y5XG6rppTjuOyMITlsYrolgCZtAI4RkEkL+Tgj5lRCykxBSSgg5QwjZRAiZTwi5gxCSGK7z1TdKqkpw35L78OamNzFnyBzc1e0uOGzmxY71lQdGtUVKrAOPztsa6aHUaZKjk/HvYf9GmbsMdy66UzclpCZw8S58vedrXDf/Okz9cSp6ZfbC7Etm19tUXUat4XEA/wjgR9qe4YcJTR/C1DNAFIxTB7fb2hofwMpnf/59GGVb6502qUWA1W+PKW+tNo22/bztpMUjBceGqRvwx/X65iVSbY+5mYjWtpyK7f3k36F2jgADfMlNV5Qqv++PiWYrFByePH3Wu/yzoydQLEt7TJNNuu8clo851yr93iptNiBT6dhol9XCRXHRsMdraxOlSMfSI0tB7EWa9YQE7kJc5irDptOBVdOo0w95EJRXCtex3Rb6/yRCSHijLnnDhd/+XI73/up73Hq473GJWDLSSdnWAIdXIYoTzGioOxGUyu6ZdLnOuxkhwOiXl2lOd87G4ZTdF7FTlyoM+tzXI+/ohaM4enE/uuSVIMapFMhXt70alFI/LXbEPmw6bS3N2jOMbTVWiBYCcMhSKLURNIAQF6rO9cd1GV8q1g3IS0OkCItAI4T8FcBBCP/gBgNoCeACAA+AdgBGAXgFwFFCyN3hOGd9YuuZrZj8/WQ4bU58OfZLQfU3YGwcwcvXdMWyPWfwy/bq/edZ34l1xOLVIa8i2ZmMKfOnYH9xYIXYobLsyDJc+e2VmLt7Lq4vuB6LJi/CnV3vhINrmDcfGDUHpfSJYH4iPe66wJqtWUjxcGhBjL+fj3L6TXAFtHesNal3TQVh0F10lFPXilntbbb5yHnFqfY8ORpXdM3y/n3fl9VbLu+wOQzrbI+UCm6GRj3RAMBdqW3yTcXjyTUrRwiQ5EsZl75hpfqyeNEYMo6UY5ysH1r7qirYZDVjv8X6BGF6QixS4nyOkoB+fZXDxnmXd0jtCWKr1Ii4164TUjpv//V2MZXR95yX7D4NcOoaQ/8qp/envTF1vv/mxHLaNFbXOhEcLxZ6sJr1crMKR8Jss+8WI4KDH7a+j3RzX/4aXvEGMFNWM2pzeiNouY2S8dCYAl+6b7LPaMMoBdglXnzSWqMocKf0Tt7HO4pXeY1cJBKjEsGDt9QDtYrXnsPbniG5BTDhDcW6JrFNADFa5uR5PD9IaHGpjqARQgCuCpSPwm+7lOnQHZomIVKEfDUSQm6A0KD6DwBTATShlDoppZmU0saUUgeAZgBuArAPwPOEkEmhnrcuI33x8JTHh9s+xC0Lb8GMzjPw1ICnEOuI9bN3wyApxoHZEzrgkXlbTQu8Gf6JskXhmQHPYGLeREz5cQqeX/e8rkVxuCh3l2PpkaW46eeb8MSqJzCzy0x8POZjjGo5yrTWgsEIJ4SQDiHsayOE5PvfsmGy62QpeBAkkTLDbbzTujSdl1HHJKQSqps27cbhQ/dwrwjxyLZfvPMULlRai7jIPfoeGtMWz5j7DAAAIABJREFUDhuHbmpL+BpgYt5EzTIpLeyi6yJyEnMAAI/MU5fva8WdFEGTpzjaVDVoElJT4ow44fV1ilHPllW+/6t26pv4Fttkx7A5NEJJ3gJAonlqLNyi66Y3QnJcKXwloe1FZqk/7d01gCqCdrj0sOY84UAdTaUg6EqE9NNwpLMREN0WEEHDu4EhjwC9Zc6Ut+ukLSoGIU7t5aUNhAC8bC5lc3iF5KxheZjSu7nPsVD2Gvkz0ZHeNSOBFe8QnB6bxjVF07imXpt7CUqp6Q0KOXFEm75aKfVHjG0EJAo3hV4r4bF46FvCfPr0LmF9VSlG5IxAanSqJoIGAITwAOWw84RybuSKoKt4OCJo0yCYgvSjlH5KKdVU41JKj1JK3wXQC8AKcZ8agRDSlxCyjBBCCSGD/O9RvRwpPYLRX4/GI8sfwdT5UzFv7zx8NPojRUElQ2BYu8bo1TIVT89nDaxDhRCCae2n4YuxX+DExRMYP288ftr/U0huU8WVxfhkxyf4x8p/4K9L/4pZi2Zh2oJpGPjZQMzZOAeDmw/G9xO+x+iWo1k6IyMSrCeEzCaEaLuQmkAIGQVgAwBWJGmCv3oQSikw5v+AO4wmk8rvniq1ZxnlRQdHsQZNNlE6VWotegZIWlDYN8omjPn6Pi1w4JnLLB8jHOjV2OQk5aB9o/bIT833TnA/XnXI77GkCJrLIxdo8NamAfBO0uN4HkjMBnhhUnqEpgMAPjx+EtcVC5PRSpdPPN18XmaVzjk0k1m1QNvy+Ahc3ikTiw8JdYcOYpwdsbtot2x8wi/pfY1t9qFi21sWGlvlh4JaPGWQ83g56nX9jYOA46zXR1qC9wDqhufpspse8nRGCen/7QVVhNstE2zOBPRv2h/RtKlXmO44LjX49j2D0gr9GyH5VcKxpEiaUQRtxTGh5iw5OhnHLh7TrOcpj9KqUksRND28ETTe7b3+B7oJ0qLEyFe8WLtaKaT82ogNHl7P34CHniR65de616haThcAX1FK/d7OopRWAvgCgLYRRzVACBkL4BcAtab7cWZcJv418F/IS8nDtPbT8Nlln6FVcqtID6vW8tjYdvjfthNYsVfHKpYRMM0SmuG5Qc9hdv/ZeHnDy/jLkr8oLJ2tcPzCccxeNRvDvxqOVcdWIScxB90bd8ewFsNwQ/sb8NPEn/DF2C9wXcF1LGLGiCSXQ8jqOEQI+YAQch0hpAVR3S0ghMQRQi4Ra6i3A/gBwBoAL0VgzHUG6qcKjJhOU4U6HSJLc6uEKjLD8+jWIhXp8YJphTzVysxUQ02lm/cGBBx24ylPpduDtQeqb6pgNObPLv8MaTFpAU1QNx8VJps8pXhwtFTrR5QCTcRJqdBQWhRa0vuSzPN48JxQC3a0qsC7fTOXbCpnc2iiG+rnkRDtACHEm5UxIHuA4bgnfiePIop1RQY3CY9esN5uZ81xPxElGTylSIvXRgETEdj/QSMISEAOo36hvG5kFN3EOMdwVVY2pUCx2Aj8j0+V6+THsUWhS0YXFPD/9NYHtkyL8x3DD7kuN2yU+to5+LkJazTPWHVcaKptev2bRNi83wvy10keoZduMBQJ5R02zqZJcRT2oZp+cJEmHKPZBMD4E6mlD4DqiV1rWQmgDYAXauh8frFxNnRO74xp7adhZM5I3XQBho9G8U48Nq49Hpy7BWVVgRcRM/Tpl9UPc8fNhZ3YMXX+VEvpJJWeSry0/iVc8d0VICD4dvy3eHXoq5jWfhom50/G2FZjMbj5YDSKCShgwWBUC5TShRC+/++BcCPxIwhp9i7RwOowIaQMQAmAJQDuA7AOQBdK6c2U0urLA64HGPZEEommFcZmIEfXgT+3T9GA+d/uscptFs9G52apsI95Bs+mPaWY9P7zh+2BjVXctVzHjU7io5UHMemNlQEdNxD82swHkGVwpERIVeMpRXcxXZMj0Ai0yy5cRF6VS4guiJNSvabXHnD48fAx5FVVeSfcwsYOnCxTRmGM6qt48biDmw1GnCPO/5MQrfiNapwyYjIMIh1aXlz/oqXtAEEQ6qUy3ihrYxAKP245jge+2ux/Q6tQ3peyKEe6XuLSlct3/+RrWC7VrzUWs73ldYHi50kw6BCj1NJb0UQ/O3zfU2MUfzso9bZz8HfTRN2MXWLdyXX+9xfHpdciAgBwdi9wcqsv0kg4n6iTrqERswEATpvTwOmTh3XroZohHALtvwAmEUI+IYS0M9qIENKKEPI2gGsAGHexCyOU0jOUUtb1uI4ztlMm2jSOxwv/2+1/Y4ZlYh2x+NfAf2FMyzG4+vur8dbmtwydHteeWIurvrsKO87twNfjvsbDfR5GZryxdTWDURuglFZRSv9DKe0MIBvAnwA8AuBDAD8CeB7A3QCGAEillP6JUsrsYy3gL8UxhpbrRnQAAGVnYVs8G92JL33oPNVpVMtxQEJjbIvtCY9MV5RarD+T8Ih5bWb1NFuOFhuuCwf+ImRcANMxt7gtT311U4LRgXIC+8zps4LdPu8GRNG0+e/DNMfzgENztxsOSvFEmuwGG7HhnsX3KLY1SouXlhNCFFG3UzQZiNU64SW0ERoWn7mgnSz3SLkcp8pP4YlV1jx7tp61/pGllHodQe8c0tq7PI8csXyMGsVIoFWI6YjqdWWyKLC7Eug4Ceh5k7itXICIEUyeelsg8JQip+JToHF76KHudxdFgXJOalZufv0ev3jcdL35DQqxaTQMmlmvel0aoHgwmUCTfjsFE/loWzQqPDop0oRqGqxHmpC711JK3ySEtAUwC8A1hJBDAPYDOA3BxTENQHMAeRDk6VcA6oRTFiFkm8EqlpNYgxBCMHtCR4x8aSku79wUXZr5sZtlWIYQgps73YxBzQbh1Q2v4v1t76N9o/ZoFNMIaTFpaBLXBFvPbMWKYytwX4/7cHnu5ayejFEnIITEUkq9LhaU0mMAPongkOoV/iJoyfS8tnZGxVtRz3sfa2rQAO/k08YRw1Q4NTMubYUPVhxQ9G46IzYn1vTrkvHT1hOWjh8s/iIMLZNaYleRYGhwofB+AAB16WcjSFEwnqdwcFIvNSgFsfz1skUBN/4EuMoBp3aSy4sT00KHkNFzymZDhscDEE5TN2QUQZNq1TgiOjq2G48HTi9H024zcHen6Shz6RnK8Hj8u+3gopXiiBOvm6/3fI1H+jyicP3NSczBmNwxeP2P4OrGyqt4nCsTrgenLOXVHfp0uHqgOjVogO99lDtPuquUgs0ZD5Qe1xd4XrM6/YiiFc570jHR+QBWw39K6qxus/DMmmcM1+umHUpIRjfkPNpVvIvt0Tcq1699W/jtfZ2INoImXp9OuxMVbr0aVl8ErdJdO3rwhkUuUkrvAdAfwDcQBNmlACZBiJYNg2C7vxDAOABX01CcCRgNkiZJ0XhgVD4enLvZ5zTECBttUtrg1aGv4uMxH2NS/iR0Se8Cp82J7We3o2l8U8wbPw9jW41l4oxRlzhBCHmdENLZ/6aMQKEgQGou3neP0F2fRw/q187IcMA3KXPruBVKEy6OEIVJiBn5jRO8KVveY4v/M8y+vqQGxntORiazdfYls7H8GqH5MnU1MhRnADDBJhgv8JQq5ue6EcsZK4BJ7wNJWUBaa8DmwE6+mWITjzgxrRIn6t40R0IUE+d2jdoZOu5JKWwcOFR4KlC+ewEWxMfhk71fYFPZUfT+VGs9YE/YhvNlVYht9q5yhSyS0e0jZR82p82JVKfKEVJGh0bG5q0PfLUJU99ZjQrR+c9h853HFWaBZtafKyAoNU9xlK+jHl/NFQC06G9cwwaKx77disPnyr2fl4fHFOC/N/cJYGwEUQ7h/EUV2t52ctJj0k3Xx9pNHMxz+nsf6n5PSHCyFEeoatBEoXbi4gkcLDmo2VVycQSA/Ed+Mh1rTRG2eB6ldCWl9CpKaQKARgC6AugBn+3+KErpD+EQZ4SQq0VXRrOfkB0bKaXt9X4A7A312IzAubZnc8Q77Xh7Wc328mpItExqieEthuPqtlfjjq534MlLnsSdXe9ESnTN21IzGCHyKICBADYQQlYTQqYTQrRdfxlBwVMO8LhRpbbHl1HpZ45qh28ymUN0Ilji5LPwVCnu/ly/2bMeah22ap+Q9qUWbnrsOxMeswg160+tN13vtDmR5Ays5xJPVc9JLtCaiYKocXsgXukg+ZJbafmvTlflvM2tOJS7y33LTaaMbVPbwkZs3pt48wbPAgBUeCpw/IJ+ehtxnMfZi1UgdmV07VC5fspi94+6Y1fRLtiNUmeh75Yp8cU6ZaTOLhNohbxZ377A2XzkfGgHKDoILH9JTHHUuW4Jp/wNCNvKrfUpL0bg9CJoPD5YeRBHz5d7UxcbxTvRt5WfGvLHfanAFAQlFcL5UqONRTOgdP/8z/D/aNbHR8Ub73yNz+zEpRJoiuvf+5rIImjnxfp68e9TZafw5OondU5CEUZJFBaqZTSU0iJK6SZK6QY92/0wHP9zSinx87Mk3OdlRBaOI3j6yo54/bdCHKimf6IMBqN+QCl9mVLaAYJI2wlgDoDjhJBXCSEdIzu6uk9f23ag+JDpHW03bzDF6H83AMBBfAItnpRrt7MLDo4Hzvom8HPX+68VilK5NRaXC6YaRneHBzy7yPvY7dHf6vO1h3DuYpXuOiuMyx0X9L5GCPVDOhNUAMjuYbjfar6t4m+1I6f3r8wuyuWq+jLlMShaJrX01iK5U1p4192/9H7dfew0SaM9KCXgDKJZVbyUmujUXQ8A6bHmkRo5UTYCXtx+P9U2BA+FR+aFWMo6bybwy2PGETAjgSa30qceMQIn7L9O7lIq2y/49m8EDpvg0Hi24qx36VVtrtJsOSjbFzPp27RvYKeRPX+qki0xDtXzF8fl/bD/9FfVOujeCHEkb4Atuqb8C61Ru+Qig+GHvMYJ+PMlLfHA3M2G7k8MBoMhQSn9nVI6DUBTCFG1QQD+IISsIIT8iRDCekGEQCyMe5IRXbc06NvBw2Vpu9cWF5qOh4KiVYb+3Xij2pLD53zi0Mgi/a9zt2D6+2tNz23GmNwx+HD0hxjSbEhA+3U2qLl+/n+7BMML+SxOUjszVgAn1A2vfXgMpn4zS4X3q0o8TEmUUghtObMFvx3+TXdfSikIIV6BJvW/shPjaBfnOIt9p5U3W6k7CU2j22q23Xza54zYNE4b7Yq1x+KrsV/h3u73Gp5Pjd3GgcYIkZ/LO4bH9CorWQjSh5wrlt1d+L35c/0ImFvns0V5YNVrsr+p2EdN2H/zEX0jnJLyIB2yKUFqnAMbTm5QLI6zK108F09ebFoeMbPzzKBO/+3MfpjSq7lsPOKLTgg0t2PEFMepBVPRq0kv3eNxMUygMRghcfvg1iiv8uCtZfsiPRQGg1FHoJQWU0pfpZR2AnAJgF0AXgdwjBDyspkLMcOYG+z/M1xnJAROXFBOCD9yD8NqvkC7oUcZsTpfZi2CZTQVrFDZ7E/qnq3ZptKkdmjT4dDS1rpmdMXLQ14OaJ/GCfrRolcXFeJESQUIIfjHuPZo1zTRt9IeDSQYR4SMHDiHVAnPnYIA132l69i46NAizTIA+G7vd9hTtMdrhuLyCILbbdIil2v0s2ZZ2f474Oa1Yv26+dd5H8fYtZnKhBDkp+Yj1mFSy6TiTGklpIm8XvuBYHh+slDymhgTYk0bJ08d1rmipefpiAWa9xMeUx44L2t0TnkxAucz21GsE1m0M7hEt5Zp8fjbmHzNcrmRzIprVyAtRuviKefattdaOt9hXhkd7ZydhKgTMnHorb8jWoUsrpu7Zy4WHlyI4kodsWpk4x8hQhZohJB3gvh5OxyDZzRMHDYOL17dBa8tLsT2YyWRHg6DwagDyBtUizXT06GMqm0hhCwnhPSL1BjrCoqoToyq9qS1z8bdfmiZ7v4nVQLtUfeNOEx1UtNUbmu/F57VbqOCUuCWgbn4U98WmnUOm3LK89AYrSgMm7lDgCzedQp//1abFndt7+Y6WwvwVHCmnNYvx/fcZq4CGrUC+t0lWKzrQAzMW3jxI+IhAFoN1azPis/CjR1u1CwH4K1VkyJoWQlZhuM2wlPWAtQTD3/JMdI55EItkDYFEq8s2gNJoHFhEmgXKoRrO9oR4mR/j0y8HtD5HNlEAUcIMPA+4XHhr8ptyou8Nv2UUuUNhu43eB8Wlxvf+OiTa1xbFuOwIzk2CjbZ9dQ/q79CoCVE6Vvj/zTxJ8zqNkt8CtZyLDXOsdQDVMrmgGI7DZzeAbwjfg+1HCiuEwSadJ3OK5ynPQFV1tN+cpNQx1laoRPdrwHCEUGbDuAG8XcgPzUGpXQJq0urX7TOiMf9I/Nx9+cbUeGqHZaoDAajVrOJEKJoAkUpLaGUvkYp7QKgH4RatQALJBoeisjKZc8rV6bkeB/aT2zSP4CObbhkGOJ54ABwozg5VdU73f7pBsM6Mt/YgKEFjfHEeK2b380Dc5XntGknhlU6aZAfr9K6voWbd5btx4crtecZnK81vbhIfVE1jfFJhig6m3QAJurfC1/2oLYXGgCvRHGDAByHm/93s2J9p7ROhgYdzROao2tGV+9k/es9X+tuZ4bUh6qRQ/k+nbioNJCRBJpi8m9hjh8bpbzuXB4KIl7LNhIegVYiTual94VSiq3B9NhLkKVxbvlSu15u/CJ9Tub+WbnNN7cChQuB0hPYc+oCvt4os8Jve5mlYdg5Y5nAEU5Tk3h/j/sNe+XJyYrPwtSCqd7jWEFdKylECKnyb82JxFRRqvxcy81vSqsE51aqiqCdLBFuEJlF1auTcAi0rwBcANAJQI7Fn5ZhOC+jgXN9nxbITIrBcz/vivRQGAxG7ScHwM+EkPmEEE3ohFK6mlJ6E6X0ee2uDDkuuZGG2rBB5tbmOLtT/wA6ERy7KA9ssSk+B0Le/OabnrmB2dRQHdVQR9QAIMquHdu3f5j3eKpp5M6ZwXQ+SY7TNzPNcwuv3p8zhcn/jnM7vOtWTVkFG2fz9jtT8/qm17Hx1EZFzzIrEHsRXKXix5EK147bz/suiYIBWQN8x7Gi0ESu7SW0GchOiYE3gmaSihkIMeI1JtXIr9p3Dpe/ujzwA8kjaN11Yhp9bgfuEp1NDYxbvCz9P9Oa/at0Un0lqkzaGhFC8MmOT3DrwlsBAFPaTkGr5FZw6aSommFFoH3T5hnMct2uXEh5KD7xUcraNwBCk3bAF10T2XHWd22XVIlROFWj6m1ihtaJYuM62+okHALtbwCcEPqbHbL6E4bzMho4hBA8d1UnfLfpGD5ceSDSw2EwGLWblgBehtCncxMh5DVCiHXLN4aXv18uK9cTJ+SvuUWXQj+9zwCA6kRhyiATepLq8DPxtOsIrJgAUsvsOgovM0nrGRNyupofVhSeCcj0aj2f533MBWPBp4pgSpEJSVoX2Wzo+IHS6DTOEQcbsQU8+e6dqe1/phiKvVToQQXAU5YDQNu0WD2Bv+i6iPdHvY+Hez9suI0eUrDFKYrwgW3SwZ0TuiYN3fUP4OIZv8fwx6gOQu2f9H6WVYVB+MXqpBna7ECqGOvwF7GiHvxhUj+pd6NCQspQGtGusWYdBw4LDy70/v3pTsEO//Ndn5uPR0QS2lbE9YXcMdhEW6sO4FF+RzTWKSNe8arwW/Vd0ijG107AadOv8+yQJdR1zt+i3yaiuglZoFFK9wJ4GkB4LHAYjADISIzGf2/ujTmLCvE2Mw1hMBgGUErPUkrvBZAH4AMANwPYQwh5gBASZb43Q46iV5I4MZ7jnoDNfEugzWjvqnN9HtTdn6oEQkqsA/tpJg5OV/U6qzJvp6LWJrcOzMXoDj5zjK9uM89WtemIG7eOULJaIxMsU95ejZX7tPV194/UGjAAwL/dPst+WzBjM0pb8zPRP3rhqMJNUc6kNpNwX4/7NMvNXBy928TvQlVRb1zb5gYA2gja+UqluKCg6N64Oxw2B76f8D0Aa5N8yaFTEk+5aaqIS2XoTcqla8WjOleIRzVf7S+CFt/E9MZFapzx11+f3EZomhSN//xJ27bB6HPx3MDnzMcj4hDr6OQ90oy4rpdOLaZkgmIFl9CqIycxB4BSlEnXDuWVN2f6txLMTcqqIlNGExYXR0rpPyilN4XjWAxGoLTOSMDnt/bFO8v349Vf91jKf2YwGA0TSulRSunNANoDWADgKQC7CSFXR3ZkdZSoWHzv6YMKRGFc1ZNATn/vqmIDd7ZKVX+0u4YKEaFiW4pyQ48yWpMc68B+WQ/Mke2VToUFmYmKiFKPHF/k4bUp3TTj0JtgenjthK965ZkxegISgKL3nEmJkGVKIaU8mv/vXHdyHebvn6+7jqe8bhSr1FWKjBhfvdSbw99UbSFOjt0J3vejqUMZdZu/b75qD9/rIkVCrIhoaWrw0aqDWDBrAP58iaraxt8xzhQCxdbSXdfsF3qOhUWg+RtXq8Hm6/vcpukNKKdr8xTDdQ+NKcCKv6kMYya9D1z1ruY1f2bAMwCAUS1HYXyr8bgm/xrF+rapyvYJDs6BLdO2mDYel9CNFC94wLpAW/GKcE5RFNqIvLea8B4Na3SPYpeMREGwVfP9GUOYzT6jXtAyLQ5f3NoXX204gqfm7wDPeqQxGAwTKKV7KKXXAmgH4BcAHxJCVkZ4WHUQgjtdd2kayAKAS5ZGJMdNlTOeOKcwQdPcybcpJ2439MtR/D1clXalZ/qRmy5ESVpl6NSn6I1NN4Jmadewc/hcme5yhUALw+D2UtFx0eDm5tjcsYq/z5RrUwHn7pmLlceEj88rg1/xHfv8XrRPaw8AmJg3Ef2aKk1SuSjhWISr8N5cnbtWGTFTp0lyiibLwmMrETR5PVVBZqKOqPNzjDndgXdH+j2PHL3rKew4VDWFrYcDvW7x/c05MPMTmR29BUFkSvsrgA4TFc6ZBakFuCzXZzwy+5LZeLjPw4rdrETKAmL7twHvIl1j6rHE2GPg4PRbYobjMxYMTKAx6g3NUmPx5a198XvhWdz52UZcqAxP0S+DwagfEELiCSHdCSFTCCFPEEI+B/AJgPEAHAD0O5gytHS9XnxgPAE1ih5UqYrxpQmQWS0MoNUPkrCT0NtfOraZG50cvTGv3idEQyZ00TZIrk7WHhDOi25/Uiz3yARaUCmOMnbx2fhSSgU1iEZIk9kEh+CaOPRLrQU/ACw7KtjB98r0fYwuui7iQMkBANCNlDgb/yicmtq9aYHlKmdms6wYr0ALxyTayjH8pN2qMWp8HhD5YwLbPj0fiJFFxWSCdmTlM8BtQZiW6MARDk3ihCh2YlSin62Bly59CV+N/Sro80lNwL3wbnMjIZ33qvC80Og+O0FpjEJADK+zSEXQmUBj1CsyEqPxhfjPZuSLS/Hp6kNwmbgQMRiMhgEh5AiAYgBrAHwM4BEAYwB4AMwDcDcAff9xhhapxxbl8fykzrqbGAk0lyrFUdJVmslsgrK0/eVf93gf/3LvQMSq6mrUNuoAUHjqAgB9QxCrY5YEQ3XXoqnxCs5xryqWu2VTt1CHdJimi26GgJHYvrvb3QCA27sKLnpqa3W5ZTmgjWbtL94PQIiyqCFcpXhqG+T/qgc09aXtUdW45M2oJYEWdGlD28vlo/G/fYAveFApjurnkqVNzzWFcApRJjfu2UWbY7s7C0eK9KOzQWPhZUmPTUd+qn5dpRV+f3CIcgGlwBfX628MAMf+0Cy6t/u9AJTX8P7i/ShzlxneakqIDsyZNFyEGOdkMGof8U475lzbFcv2nMELC3fj9d8KcW2v5pjUPdubU8xgMBocJQCWA9gi/VBK90d2SHUYr9MixcTu2fh49UFsPKRMTTOanKYkyO6Epxd4o1yK7e/dCcQJRfpp8VE4c0HZTLd1RgLOXFAaazh1LPIljOq51JilpNV0ppNk860mBsaNhQPlDE3yvTYGTz05WmhMPjFvIp5Z84xmvVqg6fHswGcxKmeUZjnhxDpDaleIrL/1mI1l3wn1jF/s+sK7fP6V89EsoZn3b6mW6GyF/ybmuiQ08b+NnLLAzhOUQDv4e+D7yNn6NdB9mu9vVW3gmFeWIadRLEJlwylf2mQwjcJDxp+j6L7fNIumd5iO3UW7FQJNiuzqRdn7tWqEZqn6bSmqGxZBY9RLCCEY2CYd38zsh2ev6oRdJ0px6f/9hqcX7EBVgE0HWT0bg1H3oZS2o5ReQyl9klL6HRNnoSKpFZ3vx+gkAD4nOwD4aOUBzF1/BAAQ5ZDVf9ijvAJB4c+RmAmIBf2r1CYFIj1zUnGtzN1NrwbN37rLOiqjdC8u3K3Z5vJOwja1xX8qifhSt0JtojvHM0FIk8zqAeSPxh1d7kBGrLY5NqCfogj4bPHjHfGG57FzdtMIJKU2xesrvxYWHV7kfSwXZ2ZjMkPhjjn8n7JBhD/bRhJoAUX4LpwM7aQlR5R3E3Re93A3X67p6LKGGB2jk+PaCBogRF3l/fwICPJS8jC9f45m2+apsZZv7oQbJtAY9RpCCPq1SsMr13bFwnsHYdPh87j5w3Xe3h5GVLg8+HrDEVz5+u9o++hPmPzmSvxn6V4cPe//TiGDwWDUe6SmsN5eRjJaDhJWySalj367DX/5chPKqzzwyKcegx/xpsQZ1evo9TsDhKjYyPY+o5CySuPvdaNJlroR73GdprRusTF3jRg+yLisk373os28z30wRietMxCqqEN4bW7+FbjyTUTbo+ExqOuR3ie1KJKWS6YQ6hRIACit0lrYu4o7wVUi9lujNkU5woGzlfh10q+BPyELDGoja38YJYskVYNAk66ZI0UBzB0qL4R+YkUrC+21L13n941oE/q5AKw4tiIsxwmaxh20y/b8T3fTs+VncbZcGwnNSNT2Q3tmYieM75IV8vCCgQk0RoMhKzkGH9zYC3aO4M8frNU1EaGUYvmeMxj+4hJ8svoQpvXLwdIHBmNa3xxsPlKMES8swY3vr8WuE6H3S2Feld9qAAAgAElEQVQwGIw6i1QXI05qXR6ZeBGX6emtgr//pDC5QKzP6TEYQ4UKl29SHec0FisOA5OQhdv9Rysk4aBnwR8qZpEVh4GovAhfylVikPUx33v6COcHUViYc4TT1HzJ1wFAdrzSYOFchWBmEsVFicfU7q/XP81T3gJc1CkAwJxJI3BdH180dNq7a5DkTFJsP7iZHzt5i0Q7DKa+OilxoSJl7Ax4drH1nQyERUDs/tn32KSJ99jONWt8U23EJFve9Pdjv+PNzep2D7UPJtAYDQqn3YZ/T+2OtHgnxs9Zjg9XHsDp0kpQSrF092lMemMlHvhqE+4d3gZzZ/TD+C5ZaJIUjcs6ZWLOlG5Y9dBQ9MxJxaQ3VnjTdRgMBqPBIoqxi1WyG15iBMYw4MTLtuU4bypkMAEqhyx10azXUygZWM3Feh23x9oAi8td2HCoyNK2ZjVKNgNR6QnD1K2MCvXYPIjCCVKd/iVHSmPLScrxLqOU4qrvrxLGK0Zt4hxxKEgtwOQ2k73RNr2oGuWdIDbBrGJQ8z7o3iJV8T7JmwkDwCtDXkE4MEzv++Fu4510DCes4JBdk5bTHHf+EPiJuqrMMo6s8T1uexmMsNKeoNaSJGte3U1Wc9est3ZbPxCQiNnpG8FMQhgNjig7hxcnd8HP205g7oYjeHr+TkTZOSRE2zHz0ta4qnu24T/6hGgHZlzaCgPy0nDj+2txpKgcdw5prd9EkcFgMOo7MUIzaEWtbt4wnC5cZxgRi6o47fvD40KCaJfvNBFYRkiTqp/vHoj8JgmG2xlFmt6b3hPT31treo4oO4eWaXGWDR+enr8Dn609jAPPGE+MJczSJo27DoT+/2Y5OuFq/IYqOBTpnxzhwMsihaumrFLsd2XelWiV1AqAUHtW4falhEoCjiMcvhgrGHssPLgQRZVKsfrOiHcQZYvC5I/eBecQslEcnPD+VEed34Itx9Gtha9GKZjrDP8ZZHlTh414I8ryqYGHp5paSJeH99tewhJbvvQ9vvQh4LenfH/bjKOsRtHSOkHxId/jvOG+x+qbAZldFPVoTptT0ahaIinG9zrNuLRV2IYZLEygMRokHEcwumMmRnfMRFmVG6dLK9EsJday0OqQlYSvZ/bDrR+tx+JdpzCtXwv0btkITcU+HRcq3dh76gLsNoImidFIjYuKfBEtg8FghJMHD3kNQT76c2+UVoiRsZ434abVbfFXg9l2FSdzReM9uDQ/HXNn9EWzVGvOcsMKfHVn0teqmTgDYPjdPjhf3xBDDs9TOO0cdp+yltpeViVEoEorXH4tus0EWoq6cbeKK7sGXxvz9F03Aa+/ggpEKQSajdhQ6vI9zziHssG3jdi8k/o7F92J5Ud9PbWi7VqXZEmcySNo8j5pAJARkwGbaAWf3zgBu06Gt4RgxicbMLmHLy0zNU4ZmdvLZ6IVdzxs54tz2nG+THAYlL+9Lg+F2mg07+EF2PDocG2T9kBxV/oeUx5wxAIu/1b6QblM1nZaDQWOyG66qFI8b+t8G06VndLs5rBxuGdYG/TISUH/1mnVPUq/MIHGaPDERtnRolHgH4XslFh8e3t/fLn+CL7ecBSPfLMVCdEOxDltOFxUjsykaPCU4lRJJRw2Dk2ToxFl52DnOGQkOEEIcKK4AhUuHkkxDqTGRSEmyoaMRCdapMYhOyUG7ZsmolG8758Jz1McKSpHs9QYJvgYDEZkifbVCKnFFSHE0LbdzUVrtu3eItXyaRvLivlrIi3JwwuTt8PnylFc5kJSrLnokia9//ppJ2ZP6Gi67eYj5w3X9c1tpFm2btpe4M3VAKCo2QqUeJsgpl2waVIczbjguuCd3MrFGQDE2o0Fds8mPTXL3CWd4ExbrPhfNq5LUzz38y7/TyAE1KKEQ3hrC+OifALt0XlbvcvdPA9AG7kprXCFLtDsTkCKZu74TmUSYkwo8mxK2yn4dOenIRyhmhj8N2CJth2EHKN001nD8qpjREHBBBqDEQJ2G4drezXHtb2aw+3hUXj6AsqrPGiVEe9NqeF5ipOlFTh2vhxVbgo3z+NUSSU8lKJJYjRio2woqXDh3EUXyqvcOF5cgZX7zuLwuTLsPFGCjllJSIh24ODZiyitcKO43IXc9HjcN6INhsruJDMYDEZtgRCgpMKN7zYdwziVEYFHPnn0IwhqA+UuT0CRBim1c9PhYr/bZiQoxeoVXbPwzcajAIBLdaJ7RNZ02BOKrvDakmtNQsxYsH8BAOD+nvdr1nVMMxaj/bP6a5ZRT5zmnJd1zFQItBRnCooqi9Akzrhf2djcsfh+3/em45bXWmkFmp/3tuyc+XoVRm7PFyrduhHVfacvwuXhkZ0Si2hHkK6ctiifQDu1XYigAcCNPys2IyR8aaQTWk+IiEA7TZOQTvx8tmxRgEfsF6i6ifPlri9x7OIxr+soUDtr8ZhAYzDChN3GoW2TRM1yjiPITIpBZlLgzQ5LKlxYUXgWlW4PmqXGwsFxKMhMwPytJ/C3r7fgiq7ncP/IfEMbagaDwYgE5VUe3PbxegDAuM5NkeC0o1R0zo0pO+bb0GIELKdRLA6cFVK2eueG5vwYKP9d46t1saInXRbNRABo+nL2bdXIK9D0kKcjNtaxBbdMbCpyKrSTa3lk4dmBzxruvvaEsm7vrRFvedMU5bw/6n3c8NMN+gehwospF2g5acqUyqz4LBRVFnlr1PQwE2cndNomeFTXDPEn0H6813y9RUa+uBSbHx+pWT79fd9raaVuURd5nVmb0cBesUVBVnfvYvlnKBykROv0HqsBPh3wK2YlLAIWPCAsiNGJvjfpBBxdJzwe+hjw4TjvqmMXj2m3r4WwWR2DUYtJjHZgVIcmGN8lC92ap6BjdhLsNg7jOjfF93degnUHizDtvTU4d7Eq0kNlMBgML/LvpAuVbnRp7rPBPpQuM1ywGEF7bGx772N5H6sOWUno3qLmJor//m2v320k0WhFQKn7sEWJN9s++nMvvc0V6YgtGsXpbhMK8wrnAQCGNh+K0S1Ha9ZLkSwpkibRJ7OP7vEOlhwEoB+Zo1SIEZiJr7dHvo0ZnWfg4d4PG27z7YRvMavbLN11fZ4WhIpclPHqCBrxI9BcgfU/1Wt4DAgR5epDdqMjq7uvfYWsZ51TXQAHoEmitm7QKuXuyPSFtdsIkCxL7x32uHYjuVFI4/aATn1kbYcJNAajjtI4MRr/vbkPWqbFYeyry/HdpmP1s+CXwWDUOeSRnu/+OIZle854/y6JzvZFbzhriTyX5qdj6f1CHyy530davBNzZ/QLfcAy1BP4K7v5zDj+t+2E3/0X7RRqtPq28m80oI6gSY5+eRn6pieSPosLsUE14BODcmZ0ngEAyIzTb5I9o/MMjM4Z7TcV0ncOobZKL4Xsqq5Cw20jW39AMCmZ2WWmboqkRG5SLm7qeJPpOPbIjEfUNYS/eTqb7qtxBfQTtc1v7Hvv7hzS2nA7d0g5qioUY6TAFW8ID2WCXs+dOs4ZfCJdirPmI2jX9GyGyztlKm/sZLTTbnhsg+8x4RSvz+gc5Y2H6xdcj11FOnWPxzYC+5aEOuSgYQKNwajDRNk5zJ7QEY+NbYfXFhXi2v+swpkLlf53ZDAYjGpEbt6hzmJcXiiItZcy/wVk+pkce49BkBzn8D6uTqTxSXh4iv6thYhEIOmLaqGnR1GZEGm8a0hrJETbvX3djAyFJeE7d2YYRKnOOfJT8wEYR0cICHjwujbleki9zPQE3f9NEpqdX3RdVCwPKXXTgE1HfDVL6pYLj7hvNN9ZI9DMhVWizK7d7Fpdsfes/opg6jJTBbGLNqOBbn8CdKKSQbUXMCE5Ohlbpm0J6zH98czETkLkuPBX30LeJDIZly4W3vnes2kdhJ5p7219D2VmTpcfjFekRtY0TKAxGPWAEe2b4Ie7LkG7pomY/OZKlvLIYDAiirzfk3qK+suOU+iUnYRpU28MqIO0JPqqu5xfXaPk5inSRDfdCpdxtEdN4yT/aVVPfL8dAHDviHxseXykN4Jm1BZAEmh60a9wUCUaK0i/1RBCwFPesjlEnN1/Gua5CqUJxzU9g3enDA4/VxSves8NXhuJhGhZVEp1Le04XuJ9XG50LelFhPxxVKj3RN+ZQEIThSCRInVORz2a8pfI6jTLDIQuABSMExwt5a+HKOheWP8Cen9q0tQ6wk7Z9ejdYjAaNg4bh8fGtsMlrdNw60frWLojg8GIGDaTCBogpPD56/NlRLit9TNVQkp9fLeHR7yYCnaq1HqGgpGVt5yJ3ZS9zLwCTf0cxUm7OiUyFPReRanGrPB8oe4+epEwMwe8bo2FKJmV10LCZrEfabiYd3t/0FbDjDfYt1j597r3TI8nOTW6PDzU/4Yl+/2PVh3Ew98YRJ94j98o2qp9ZzHrs42+BU06Cb8TxevJ7otCLtktNIYf0c7YCTMU3hnxDl4f+nq1HNsQ+ecjJcd4O1e5JsVRqov0f47ISiQm0BiMegQhBH+/vB0qXDzeX3Eg0sNhMBgNFPn8SW8CP3fDkbAc2wqX5qf730iGTXWCn7edxI9bhEbGenU8RlS6eOQ8+CNcJrVGLRrFYVR738TZMMUxNReAzyI+HO6Veq+jlJK349wO/X1AFE2nASAnKcfwHE6bEz2b9ER8VLzlcdW0QOvSLBmkzQjhDyuv65YvTFdLEbQNB4s079N5MaX10XlbceaCQSSO8sD184C2lxue48t1R/DtHzI3QvH6QKNWwu/snsCMFQDgvf7MrsNQ6JXZCwOyB1TLsS3RpIPxugF/8QktXowk2iym0JYH1l4h3DCBxmDUM+w2Ds9e1QkvLdzN6tEYDEZEkEfwDVO5aglWInK9ckQr7wB0UaXbI/42nhh7KFUIEik11Kh2SVocjgQJs8jXdQXXGZxfEGgzOs9AvEMQXfuL9xufgxC8O/Jd2C2awQDV23zc0MY+XzSOOKUjTJv3Vf7tx9UxLkp4rh6e4nWV6+dvu077HyTlhSbwccY3FjQv0YTXgb/sUm7QWHA+PXQufNb6tYbu061tl9baJ9B2Cu0YejTuUU2DCi9MoDEY9ZCCzEQMb98Yby7xbwnNYDAY4UYuIPaevhC5gQDe9ESrqCe/nbOT0DZT6HHp4q1HIR79dhsAbWNkOR5eKdAkVz1NFKlFP4VVuDsAsxIjzHSQUUoiBw4UFE6bE5fnGkd4QiEybT3FF0PPAEQtLqvMBU+0WOt1RqcW/PN1h/0PhYopjiZvkGZNVJxQe6Zi5d6zeGr+TgDVK3xrnLQ21reVBFqFUP8XYw+8J20kYAKNwainzBqah8/WHEYRMwxhMBg1jNxCPFzTQjsnpf9ZP+LCewbiqSs7mm4j9VFr20SwR49WmSnw1OcsGExmoZ6bY++nfsHWo8UagWbnpBo01Q59bwceOSkbU+gC7euZ/XRbFKTHpKNzur67JiEElFLQQEKJJgzMHoiC1ALFsogICSkqFp1kYVt/Ak1wuNx8+DwAoSXCPyeYpOGpobwgKkxqq6y++qdKtY266wWOWOF3XIb/bb0pjkL9n15D9doIE2gMRj2lRaM4XNo2Ax+sPBDpoTAYjAaGSyZKPlhpsSjfD9EOG3bPHh1QHVhe4wSNrbqaF6/ugj1PjsY/xgkpYTZOefwtR4v1drPM6JeXaZadLKnEpDdWagSarwat+kVK2yaJuk2+F01ehDG5Y3T3kVIcy1xluOAKPTL62tDX8MVYZU1XTdegAfA5M9rMrxUAfgWaZGf/yepDAICLVR6M79LUu7643GW47+6TpUKtFGcD+t4BPGCcPmqFjYfOex+rX9ZAazNrFQ4xmmyzYDTkFWhCyrHT5sT17a5XbDJnyBzlPgd+9z0Ow82QYGACjcGox9w6MBcfrDiAsiqTPiEMBqNGIYT8mRCykRBylhAyjxCSZbLtKELIT4SQ44SQ04SQbwghLWpyvMEQ1ia8MgIRZ1axcQQOG4esFCH1SS8lMRRb+xMl+lGMcpdHEGgyMeZtJWCgUVqmCbb17ZsmBj2eUCAgoKB4a8tb+GHfD9Vyjp5ivV8gzo96BHQNmlnbq9Me/dSgSfWD8ihjfJQvTfLp+foGLAAw4sWlvggaZwNiU/WHZPGlOV7sG6u6rrFOt+OR0hTNeqBJSM9b9qLlJecpNom2q1pilMl6IbojE4VkAo3BqMd0yEpCx+xkfLbGQt47g8GodgghtwF4DcDTAAYBSACwnBBiVBgxDcC3AC4BcBmAFgAWEkIs3OqPHOGokappslNiUZCZqEkfbJYagw5ZQupbr5b6E2Z/jJuzXHc5T6mi51lyrPC2GgnChGgHDjxzWbU36zaCI5xGODWNa2qwdXC0zhDMR0I1twikJQKkqKneZLxUcPBEgvg8o62J41bpPudK+XvsNyJLefyy4zQ+XmUcebaaYrpd1ndNLerV7SXqFNL7Nfgh/9t6Pyu+10xtFKJpH+GSXQd+GpNXF0ygMRj1nNsG5eLtZfuqzWKXwWBYgxASBeBRAC9RSr+glG4FcD0E0XW13j6U0msppf+mlO6llK4BcB+APAAR9LX2T2ml+Z3t/5ukX+MUaWycNoLG80KU7a6heejaLDmo424+UuwVNhsPFXmXu3nqra0DIi/A/MGBA0959M/qj6cueQoAUOoqDes5pKe++UhoqaWS0J4zpav1nbZ+rV12TkwznLlS+O3HJAQA8jLivc3N1Ww7VqK73Av14OmfduGReVsNN/l6w1HF30ZZMofP+SJoPXKUNxdapllvfVBraT3U+rYyoVXmVr6HGpfRElkbkMrwXt9WqbcCjQhcQwj5jRByhhBylBDyASGkUaTHxmDUJH1zGyEjMRpfh9B3iMFghIX+AJoC+EZaQCk9BmAThOiYFaTcm4TwDq362f+0r64pv3HtHL6NEE0EzcNTcISAIz7xdqSoDBtkQktCzxBEYq44qb7i9RWKY0ek5ipYiBC9sREbHJwQ7Ut2BidajZDSPEN9XSSRGxcVgItnRoF2WYv+wu8Y8XnyxjVkEhwhwd8UpTw81PpzLzxVinZ//zng08RG1Q2zDEPu3AAkZeuv63mT6a5qgWYjqtdi7bu+x1vnBjO6kKm3Ak3kRgBvA+gOYCqAgQAi80ozGBGCEIJ7hrfBK78WosqkHw+Dwah2pNqxfarlhwAYzDQ09IeQq/OHvw0JIdv0fgC0sjziMCKPCtXSAJFggqH6mpR6lQniTVh228frcaVMaMm3NeLQ2Yva7UXxV1fgIKQ4Lj2yFCDArZ1uxWN9HwvvOcTXwx6iQJMilpzV42R2AZw6Nw4SMwM+N8eR4NN8eQ/cAUzPz130LxglJDfSLs2S8edLWgY8tFpFI5OvsTajtXWFss9mp7ROilUd0lQumyWRv6FdbwUaFRhBKf2YUnqQUroYwD8BDCKE5EZ6fAxGTTIwLw2ZSdHWerAwGIzqQmpUdF61/AIArZ2eCkJIPICHAXxFKQ2PNWKEqK2ixMYRr8gqq3JjReEZUCoYeXCcL7pm1A7NrOeZnir18NTbnLouQAhBpUeo7SqqKMIdXe9A78ze4T2H+LusKrQG59J83Gb1Wjv+B7BbJxIVFQeMmB3QuTmiFevPXtXJYGsVvAduaj49L8gMziRm6QODwRHgk5t6e3vu1UvyhvlSUnWQW+3nJOZoa9BqAbVvRNVLnU0NYTBCgRCCe4e3wWuLClHhCu2fHoPB0EIIuZoQQs1+AEhFKerZVRKAE36O74CQAeIGcLeVMVFK2+v9AIh4B/uTBs6GkcZGiDdN8Z1l+zHl7dVClEvsG8x7ozL6+0sCTa/+aNcJbe0RT+tYBI1w+OO0ELyVUhzDjfRy3P253yCxKUH1ilvxinYZpT6rdjOKjwAvCT333B6qEZhWI4Iutwsek+n5L9tPIi/DVz8WyOXjtNuw7+nL6rc4M0T/ejhbftbPfhEy5InIWSNHfwDlAHZGeiAMRk3Tr3UactJi8dmaQ5EeCoNR76CUfk4pJWY/AFaLm+eodm8BwDCnhhDCAfgQQrr+SLFurdaTYDIJPF9eOy2+Kz08SiqElDG3KLaKylyyFEdh2daj+kYPbrGmzKETFft520lsOnxeZ/twPoPqhYAg1h5bvecIk2CVgpkhN/WWbO/9cXwzcF74/7rrZCl2iA6KOi7vprjdbvAm0/ObPlyH7zb5vgKk49Zp2/yaQC99FRYcMSPlmBqRs0YAQkg2gNsBzKGUWvJerW35+wxGqNw9rA3eWLKP1aIxGJFhKYT0xvHSArGnWQeY10e/AmAcgMsopbuqdYRh4l8TO+Ld6T0N10fZaqdBwabD5zHrsz/w+Hfb8PlaX0q4jRB8veEoPl51CE8vMO5jxYsCzSgq9uIvu3W2rztTMalRdV1AEmZmdYF+cVcCGz+yJtCofnbK57f0VYxHzns3aD8jHHhvBC2QXnAX/TinNmhyBgCxabqrPNQDHF0PeKzX8tUEdedbQYaVVBJCyCDZ9kkAfgCwC8ATERs4gxFherdMRZOkaMXdNwaDUTNQSssAvADgPkLIFYSQDhAiY5sBfAcAhJDpovNwJ/HvpwHcDMGOfychJEn8MeqbViu4umdzb8NhOUkxQlpcQnTtTrF6f8UBRYNpjiPIbyLcgf9GZXEuR7LNN7rprp5Eu1WNqms7HOHgttIcuBYgiZuAGl4nNVP+fVGsjNmz0MoJdRdLvfMyEo37jk3r6+s9b4cHHgg3MNyqmkb1c1mx9wwe+24bgNprvFMrIARGKY7l7nLgrSHAhg9qdkx+qJMCzUoqCaV0CQAQQqIh/OOLBzCGUnohgPPU2vx9BiMYCCG4bVAu3lq6L7B/WgwGIyxQSv8JYDaAZwH8AuAogEsp9d5+5wFUAHATQvoCeBBAFIQI23nZz+s1PPSw8MyVQo3OgDz9u9m1FZ6n3htbZj4gHlFwGVnEq5sU1zWTEAfngJsKAs1qs+RI4U1xDCTgV6w20hIPUmhBoPl5PQa1Sdcskxqg+6KoFDZCvRG0bzYqbwaoBduUt1Z7UykPng2tsXe9hnD+c0zdRsl1LMUx7BBCbAA+A9AWQt7+yQgPicGIOMPbNUGl24Pfdp+O9FAYjAYJpfQpSmkepbQJpXQKpbRItu4DSmk2pXQ7pXSlyU3I6ZF8DsGSEC1E0GprI2YjSip8USP1za01+8/hlBht81AKm40gNS5K9zgVLqVaqIsmIXUFr+NmoDcjv5gG8OL9kkDS3r74k+VNcxoJdXzpCU7cPSwPrTLiAABOCOerghBhPqUy0zGz7p/+/lrrY21wEEWjagBIciYpN/n5oRocj3/qzictQERx9gGASwFMAnBGlhqi396dwWgA2DiCmwbk4j9L1K2YGAwGo3qpU02ZZWQl+zJKz6rMGCa/uRK9nvoVAODxCCmO704zrr+TU9dMQuqUQBPn4zyluLF/S4zt3NTajtvnAZWl4s6iMH9gf1jHVpCZiF2zRwEQasMdYgQtCm54KIFbFGjbjinNaKpMml+z2nITdFIcl1+zPDJjsUjd+aQFzmQA10GwL14CZWrIgxEcF4MRca7qno3dJ0ux7Vix/40ZDAYjSFqmxSn+1nM3rAsYpSFKbUsuaS2kbLp5HhwhSDGIoKnxeOqYSUiE0r2CQYqcdchKwt/HtsOr13YN/CDuCgAEiNXWU5oxsn1j0/ULtp6A0641yrHD7RVnAOCQqXeXh0el27xNDmujYwSxZqO5b0n1D8UidedbIUAopf81SQ35R6THx2BEkmiHDVd0zcJX6w2dvRkMBiNkFv1lEK7u0QyTe2QDABrp9AerC3CE4NJ8bQ1R20d/AgDERAmTbY9oEmKVz9cdrlORD3lq6pHS6v//EUqt9NmLVbBxBNkpwbQFEM97Ygv81Zbp0aOFvqAb0U5fuEn1fHZ44IJPuOWm+25wdPvnQtzjpzecUX/Bmwe0NN2v3mNiEqKgRMcAiNnsMxiMmmRi92x898cxuExSJhgMBiMUCCH411Wd8OxVnQEIEbUtj4+I8KiMMUrB5AhwY/+WaJ6qP9mnMkt3W4BRwpD7dNUgnGzamJOYU+3nO18WvPX5HZ9s8DYODxhKhTq05BZAk44B725k7X/LwFzT/ezg4ZYJNPn/59IKN34vNG+qfLxYX6DFRNVu19Tqx2IETc8oJLZR+IdjASbQGIwGSkFmIhonRuO3XcwshMFg1BySUUhtpHuLFN3lxMSZEfA5Bro9dcs2P1B4+ARDXkpetZ8vlJeywk86oIb8y3yPn88HXukq9DbjdMRNyTHgs+sMDyWJ7kcuK1AsV6f8SkhGMXbiVgi0vrmBuZ1WGkRjZ17awNv36kXQqsqwYf8hrN9/yLfs95eU29y9BegwsdqHpwcTaAxGA2Zi92zMZWmODAaDAUCIUhhBiHG0a9HOUwBEm/06aoRiha1ntnofd0jrUO3nCzYAlvPgj3CZOB7qktnZ99hTBZw/KDj/EZ2m6gdXADt/MDyUdJmo+/1JKb7tMhMVy8d2bop3pvWAAx6FQAu0lUGMQzvWxfddimid5Q0LnQjaub1wQOhh4iVvhNK5M7k5S3FkMBg1z/guTbFk92kUqVzJGAwGoyGSnWLc/9tGiN+UOQ+lsAdo+lGXAm7Dmg+r0fMFnaIYDHoOlRs+Ao6u0y63m9dS8uK4jUxVBrdV1jNGO2wYWtAYdrVAC/DpO+3K55Ac69Asa5CoP2TLXgDeuES73Zr/AN/eITyONzd6qW7Yu8ZgNGDS4p3o3zoN328+FumhMBgMRsRJcBrX6tg4omkULDGkbQYAQVBw9TiCFm2PrtHzBSPQgjYWad5Hu2zrV/rbciZpurObeGvQjMS30RDt8MBNBYHWKj0u4PpEh6pnQ6WLr1N99qoPVQTtVxOvQEmQD4usnyATaAxGA+eq7lkszZHBYDAA9GllbAhACPFGRtQs2nkKC7YcR6WL13VxHFaQEbYxRhKHmTCpBn0jt6kAACAASURBVNx84CZWQUfdmgZgwy9F2wp/0a5zl3tTM43SXY2GKI+gJUQ7AvaPlNxEAWDr0WKUuzx1KkJbbVh1cQSAs4XC74LLq204VmACjcFo4Axum4GD58qw52RppIfCYDAYEWVyj2aG68wiaACw43gJpr6zGluO6vWXNJ4l16XeYlE2a/3dQuWyjpkAghNbNZIVKQm0jycCF7RGW1IUz0igGTUnl9vs2zkSsMO/PHp4+oLgSMgEGmDZxVGOM6F6hmIRJtAYjAaO027DuM5N8dUGFkVjMBiMaX1b6C63EYLicmPb9yoTUwqzSXJBZmQngoFg13M0rAau7JYFAKaC2Iig2xbQAKJ1mz/zPdapUTtdKogjo/RCI6dPG3h4RIG27mARpr+/1vqYoBSn0jlYiiMCi6DVEphAYzAYmNgtG/M2Hq3ZgmwGg8GohWQk6tdZ+ZvnvrFkb1DnuzS/fqQ/hpPB+b6aPgmXh7fU1Fty1AwYWwDpm1u+9D3WcXn8bO1h4ZA6EbSZl7bCJINILQcKPoSIqvwGgnRuJs9E6lC/QYAJNAaDAaBTdhISoh1YXngm0kNhMBiMiJKXEa+7PBT7fDZJDgyOI2jRKFYh0PIeXoA2jyzwawIy85MNwZ3UYezgaYrk2imrz+vVMhWA/jXzwKi2aGbQ8LxD0zjwAU7NZ0/wtTuY+O8V3senSoWm1SyCBmUE7cj6iA7FKkygMRgMEEIwsVs2vmJmIQwGo4Ezon0T7HtqDP53z0DcMjDXuzxQgbbqb0Ox8m9DUPjk6HpXBxRtq343x4Nny7Bkt7a+a/vxkmo/d0B4I2g+4divZTIAn7unVR4d0zbgCNrUPtqU3NOllbjn800AmEATkNWgndkV2aFYhAk0BoMBALiqezZ+23UKhacuRHooDAaDEVE4jqBN4wQ4bL7JbaAT3SZJ0chMioHdxtUpIxB/LLt6GVZft7pGzvXfNYc0y4IwdgyNie/4Hl/9iXY9Jwo0WQ3bmIyzyMuI19je+4V6dCNoOQ/+GNBhFDcT6s+lFzzyCNqFIFNgaxgm0BgMBgAgPcGJ6f1b4rmfd0Z6KAwGg1Er8MjEQEgpjvVokpwcnQxOr6lzmHHaOdw1JE+zvMZfy7zhvsd6dWpSBE2WetkmPQYL7x0U+LkohScMU3P5tcoaVQPY/i3w7e3C418ei+xYLMLeNQaD4eXmAS2x7kAR1h88F+mhMBgMRsTxyMI1aue9JgZmImaM6dgEALDh0eFBH6OhMCAvDXabVo2FIpSDwpnoe6znYkl5MSojq41zVwZ3LsqDqkJery0u1Gz23vSelg8Z7dCamDRY6pBRCBNoDAbDS0K0A3cOaY1nFuz0W4jNYDAY9Z1rejXHbYNaAfB5QQDAgWcuw8J7B1o+jqTt/ja6ALcMzEVqnNBPrJ9JY+yGDkeI7ny6Wmuqpv8E9LtLuUx+Pj2Btv1b4P9Ukb73RgcnBngPPFQ5NX/uZ23N1GA/zp9r97ObrLrotVL4+zng0bM1PxY/MIHGYDAUTOndAidLKvHLjrqRp81gMBjVRav0eDw4ui0AbeSGBCEUmqXG4qExBQCAlFgHeuemhj7IegpHiG7rF7MAWkmFsk9dQnSAfdta9AWGPwHcukx/vV6K4/r39LcNRkhS3q9JyIxLW/k9zLOsVEEf3qNdxtkAW8309wsEJtAYDIaCKDuHB0bl48kft6PCpfNlxmAwGA0QtUALJNNOzyRk499H4OqezUMdVr3FxhHdptNm7To/Xa00FfnL8DaBn5gQwKnfagHZOqmFvDvwcxhBea9JyO2DtUJs+V8H44GR+Zrl6x8Zpvh790lm9qWL+r2aOtf3uAbqKgOhdo2GwWDUCi7rmImslBi8uWRfpIfCYDAYtQKpBi1RjMoEkmon9aRiWIcQ6Ao0N89j3sajKKvSCiN1xK1HTpARSrtBbWAgzayDgXq8EbQJXbKQlazszZadEqsbuW0U71T8nRYfVX1jrMtQ1U3nhEzfYz2HzgjCBBqDwdBACME/x3fAu7/vx8q9tS83m8FgMGoaKYL2yOXtABibL4xs31izbO2BouobWD3llx0nsWa/9nX77o9juPvzP/D9pmOadbxKoOkJPEvYRMEz6K/G20Qnmx8jmHNT3uviaCRQrdC7JattVND3DiC9QBlBS8kRlkm0HVPjwzKDCTQGg6FLbno8np/UGTM/WY8DZy5GejgMBoMRUThRoA0v8AmwuCitSHvz+h6aZeO7NK2+gdVTKlw85m44oln+4cqDhvt4VIIm6P5zdjECVWZygzJGR6Ddvsb32B1E1JTnQb1Tc/0UT4lf7h2ID2/spVme8+CPta+Zd6RJbwskZQHfzPAtyxuhdP6pZdTekTEYjIgzrF1j3DqoFW7+cB1KVcXXDAaD0ZCQUhqdDt/UyaweSg6r5w0dyfmy3OS1LDylrL3qkJVosKUfbKJAi9dGQ73opcSly+rD9BwD/UE93ggaTylOlhjb9bfOSMDANum66/azm6pK1r8HFP4C7F7gWxZlUGdYS2ACjcFgmHLrwFy0a5qIOz7diPKq8E8yDp8rw9vL9uG1xYVYtPOkJkWFwWAwagN2MYJml911H1qQgc7NkrFOZdKgpqwavjsbGi6Pf8Hzw+bj3scHnrksKKdNAAAn1prF6QsgAEBKC/Nj6DkG+sNV7n1Y5VY+329m9gv8eAyBM3u0y3r+uebHEQBMoDEYDFMIIfjXxE5w2jlMenMFjp4v97+TBVweHs/9vBNjXl6GrUeLcbKkArN/2IFbPmLROgaDUfuIdtiw/YmRiLL7pk5zpnTDt7f3R5rKpEENE2ih4+Gpom+cOn0xrL07JRHe2kx4+xF/akMKK/xwN0bZ1gIA3KqblV2bp5ju+tCYtpplsyd0CHwM9RGPzpwiKbvmxxEATKAxGAy/RDtseGNqdwzJz8CIF5bgr19txu6TpUEf79zFKkx/by3W7i/C/FkD8NI1XfHE+A6YP2sAouwcbv90o27/GwaDwYgksVHB9Ut69qpOeO8GHYt2hmXcPMUKmWnVhUqli6PLE+b/Gdm9gLg07fKUlsJvR4x2nZxgImgyAhWcE7pkaZZN7eMnytdQ6HGj8u/Hi823zxtZfWOxCBNoDAbDEhxHcO+IfPzyl0FIjnNg0hsrMfHfK/DNxiMB/SP5edsJjHhxKXLSYvHxTb3RLDXWuy7aYcOLV3fB+bIq/Pu3wup4GgwGg1EtPH1lR8N1rdLjMbhtRg2Opv5w7xd/ABAES6fsJO9yN69MAZT/vfqhoaGf+KaF+iJM6pfFqQxiYlViLgSBNndG34DTMzMSDVoDMICCsUAT48+nl5sXC7+v+6J6x2OB2tc6m8Fg1Goyk2Lwt9EFuGdYG/y87QReXVSID1YcxMj2TVBW5fZG1qIdNsQ4bIgWf+wcwZr953C4qAwvTO5sWNzstNvw6rVdMW7O7+jbKg3dW5indTAYDEZtwBZsvRPDlK83HMULk7vA5aFonhqLzUeE6If6vqA8gta4WsWKwQ1JtZgLJsVRpHuLVGw6fD7o/RkqCGet7UFWN//RtRqCCTQGgxEU0Q4bxnfJwugOmViw9ThW7TuHuCgbhhU0BkcIKtwelFd5UOnmUVblRqXbg+v7tsCQthmIc5p/9bRoFIfHxrbDrM82Yv6sAUiMrubmoAwGgxEiUp80Rvg5UlQG/H97dx5mR1kmbPx+ektn7YRAk42EJJAESMI6AgpCGGUREEERVBQVcQRnBlT4dHAhM6M4n9v4zeCAOA4q4gUKIvgpKiCiqCACQohsCXsChASyENJZut/545xOOp3upJfTXXXOuX/XVVfVqapT56muSp7znHrrLaC+dkvDr0ljhm21zqYedCJSEm84H57/y7bzh3TqMbK3V9Ce+v1WL23kX0JR07deNTNkgSapXxrqajhpv4mc1EX79/445YBJ3Pn4cj569X18630HdftQWEnKg0Onj+XwPbu4Z0l9MnJIHWuK95k9+3Khc6qOFymHDdk6J5T8HrTuHHgmcGZh+pw/wGXF3hXf95Ot17vvu3DUZ3q+3e9s/aDk/nZ6sqOOa6pKGRZo3oMmKbe++PY5RASfvuGh0vbQJUklNmH0UK466+Csw6gYnzlhr83T7/rWXUChuWO7D1x5z1brt3fDP6gtTYd2aII/otM9ho/eTK/MeefWLyc2dbNiz2zvnsiqs34VvPRI1lH0igWapNxqvx/t3qdf5qq7ns46HEnSIJk3s3edqrR3Sz+ov+XVdNEQ7aN/KoxffKhv26wvNN2sq+3fV3Rb3Hbw0qNZR9BrFmiScq1paD3ffO9BfPVXj3HPUy9nHY4kaRCMGtq7e4/vffqVAYpkO9oLtI4PtN5lZt+2tX51YfzhO/oXU5F91nRQhi1wKrpAi4jzI+KeiFgVEc9FxDcjon/XjCUNupnjRnLJyXM49+r7eHF1S9bhSJIGWH0XV5C2d4/fBT96AICJo3fwfLJSau9q/40X9n9bj/2iMN7R89V6qLfd9Fe0fvSomZWKLtCAycC/AXOAc4DTgUszjUhSnxw/dzynHDCRj1593+D11iVJykRXvWKO2073+WOHNwBQVzuIhUn7FbR1Jbx6V9e/RwTstlOhwLM862DavKwj6LWKLtBSSh9PKV2fUnompfRT4CrgxKzjktQ3Fx5daDry77c+lnEkkqTB1n5RqKsONNqXDerz6NoLtMdvKd0267ct0B77/HE9fntjXeGqnlfQOhi205bpGT3/W2apogu0LowCMmikLKkU6mpr+H/v2p8f3P0Mdz6+POtwJEmDqKZYdCxY0v3DhGsGs3eM9gJtyZ9Lt80urqA11PX863r7c0Yff3FNyUKqKPufkXUEPVIVBVpE1EXEmcBpwPxevG9hVwMwfaBilbR9E0cP5f++fS4f++FfeGnN+qzDkSQNkj8+saLbZe39QAzuFbQBeD5nbe86R+no5/94+Obu9b/1uydKFVEF6HBO/Omb2YXRCxVfoEXET4F1wHeAL6WUvpttRJL66+h9xnH8nPGcd8393o8mSRVq8SVbP7x57/Gjul33lAMmAoN8BW1HXl02qB+394RRNBV7v5yx68hB/ex869CL48gJ2YXRC2VZoEXEaRGRdjAcUVz9Q8D+wIeBsyPiuuhhw9yU0j5dDcDiAdo1ST100Vv2Yt3GVr7yK+9Hk6RK1LmjkCHbaeo3eezw4nsGNKSude7FsWFEYbzs4Z5vo65UvTcWxtN3GVGS7VWc/d6ddQQ9UpYFWkrp2pRS7GC4o7juiymlh1JK3wLOAt4OHLHdD5CUew11NVz2ngO57t7nuHnB81mHI0kaQJefcSDFZ1Fz2B7bdrefim0cp+2cQWEycvzWrzc/wLoXz9/q6qHXwIcOm9qrUDZsKrQqWb+p/LqWHxRl0uV+12dD5VpZHDdkGoWkkhjX1Mg33r0/H77qXvbcdSR7NPuLoSRVotHD6mktFmFjhm/7Na61LXH03rvypXfMHdzAPrZw22Zz7cVWbx6QvGHbTj0WzD+a4Q29+6reWqxi62rK8hrMwBg6Zst0Ko/bIir26EXE2Ij4ZEQcEBHjI+JvgW8CDwG/yzg8SSVy8LSxnHvkdM6/9n42ej+aJFWkQ6aNpa1YfLS2bft/fVuCMcMaaKwfgI47tqdpEnQuhto7+rjqbfDMXX3e9MjG+l7fU9dWLArHNfXveWoVpePDv6ccll0cvVCxBRowBjgUuBF4ArgM+DXwtymldVkGJqm0zj58GsPq6/iv2709VJIqVfvVobHDh2yzLKW0TZ2UmXd+b8v0s3fveP32K237v7ffH72xtbCtfSeN7ve2KkrDCDj5ii6fM5dHFdvEMaW0CHhb1nFIGng1NcGXT53LCf95J8fOHsfMcfZeJUmV4D0HT2bqzoUOQNoLtHPnTeequ57ear37n13JC6taBj2+Lo2esmU6enBFr3VDYTx823vreqt5ZKF4PWzP/m+roly0JOsIeqViCzRJ1WXK2OGcc+R05t+0kB+cfTA97KxVkpRjXzh5zubpI2fuwqMvrqGhtoahnZoy/uzBHHUWFTVdT3dnw9rCuDf3rHVj7IghPPVvx/d7O8pWXi4GS1K/nXXYVJ5ftY6f2aujJFWc9x66O3d+8ihqIjbfa5VLHYuynjzMeu3ywrg33fKrolmgSaoYQ+pq+eeTZvMvP/0rq1s2Zh2OJGkA1ESU4mLTwOnYgqP96tj2/OmKwvjt/z0w8ajsWKBJqihHzNiFg6eN5Su/fDTrUCRJAyBqKJ8raLf9847Xf+6ewrhx1MDEo7JjgSap4nz2hL246YGl/OXZlTteWZJUVoKcF2i9eUA1wPN/GZgwVLYs0CRVnOaRjfz9vD346q+8iiZJlaZwDxq8tmHTVvMnjh7azTsGWa6LR5UDCzRJFemMQ6bwyAtruOepl7MORZJUQjXFe7x+9/jyzfPeuu8E/v6oPbIKaWuNvXwGWW3DwMShsmWBJqkiNdbXcu6R072KJkkVpr0Pjo5X0FrbErV5ebxKb5+Y3dg0MHGobFmgSapY73rdZJ5e8Rp/WLR8xytLkspCXU2hENu4aUtTwvWb2mioK9OvtS2rs45AOVOmZ7Ik7VhjfS3/cNSefOVXj5K8J0CSKkJdbeHr60uvrt88b2NrGRVoyx+Hp/+45XXr+u7XVVUqkzNZkvrm1IMmsfzVDfz6kWVZhyJJKqH9J2+512vDpjbqa8vka+33T4Erj806CuVYmZzJktQ39bU1XHjMTL7ws4fZsKkt63AkSSUwZ2LTVvec5foKWucWHO0vF/8a2sxL2lZOz2RJKp0T5o5nl5FDuPL3T2YdiiSpBGprglde27j59YbWNuprc9JJSGctq7ZMr1sJq54pTF91Mjz122xiUq5ZoEmqeBHB/LfuwzduX8QLq1qyDkeS1E9Pr1jLR75/7+bXGza10ZDXJo41tVumb/nc1stat36WmwQWaJKqxF7jR3HqQbsx/6aFWYciSeqnNS2FwmbJynX8YfHyfDdxpMOVvbZOBdm6VwY3FJWFvJ7JklRyH3/zDBYsWcUvF76QdSiSpH7Y1Fa4kevrtzzGu791d7GJY46+1k44oOv5q5du/bph+MDHorKTozNZkgbW8CF1fP5ts7n4xoWsadm44zdIAyAizoqI+yNiRUT8JCIm9vB9x0VEiogrBzpGqVy0FDt/am1Nm5+Plgtn/xoueLwwvfIZ+MKEwvQTt2+9ng+pVhcs0CRVlXmzmjlw9zF85ZePZh2KqlBEfAT4BvBF4AhgJHBnRAzdwfuagCsA20NJwMjGOgB++kDhitTSVS2sz1NPvREworkwvfg22Li26/Ue/XlhPG3e4MSlsmCBJqnqXHzi3tz4wFLue8bvuho8EdEAfBb4ekrphymlh4D3AlOA03bw9q8BC4AHBjZKqXytWpfTlhGNxee1de5uH+CPlxbGtQ2DF49yzwJNUtVpHtnIJ4+dxT9dv4CNrTn6xVWV7g3ABOCG9hkppaUUiq7ju3tTRBwLvBv4xEAHKJWL1rati52h9bXMHDcyo2i2o2EEDBtbmN60nV6E9zpxcOJRWbBAk1SVTjtoN5qG1nPFb5/IOhRVjynFceeT7hlgUldviIhRFJo2XpRSerg3HxYRC7sagOm9DVzKm/Ymju1aU9rqwdW5MaJ5S8+NLau7X2/mcYMTj8qCBZqkqlRTE1xyymwu/81inlrezb0BUmmNK45Xdpr/KjCmm/d8lUJB9/WBCkoqR8HWxVhrW6I2jw+qjpotzRdr67tfr+Oz0lT1LNAkVa09mkfywcOm8umfLCB1dW+A1EMRcVqxh8VuB2BIcfVRnd7eBGzz7IeIOBp4J/D+1IcTNKW0T1cDsLi325Lypq3TP4nWtpxeQVuxCK59T2F60/ru1wu/kmsLzwZJVe3cedNZ8so6fr7AZ6Op71JK16aUYnsDcHdx9d07vX0K8FwXm70QGA4siIg1EbEGOBw4o/h68kDtj5R3y9ZsW+zU5qmb/Y7amzj+zzEwdKduVspp7MqEBZqkqjakrpbPnrA3l/z8YVo2tmYdjirbbyk0bzypfUZETAFmA9d3sf6ZwExgvw7Dn4GbitNLu3iPVFVGD9vSbDC3BVq7lU/Dupe7XjYkhx2cKDMWaJKq3lGzmpk0ZijX3vNs1qGogqWUXqPQXf4FEXFyRMwGvgc8SKHoIiI+EBHLI2JuSmlpSmlxxwFYB6wuvt6U2c5IObHytS1d6+eyiWNPlXPsKjkLNElVLyL42Jtn8F+/WeRVNA2olNK/Ap8HvgTcCiwBjkwptZ94bUALYPEl9VJN3q+gATTtlnUEKgMWaJIEHDJtLHs0j+AHdz+TdSiqcCmlS1JKe6aUxqWU3p1SeqXDsu+mlCallP7azXvnpZQ+MHjRSvm0/+TRWYfQN6tsqaEds0CTpKKPvWkGl92xmHUbvIomSXl2w7lvyDoEacBYoElS0UG778SscSO5+u6nsw5FkiRVKQs0SergY2+eweV3POFVNEnKuWk7D886hL45o6tOW6UtqqZAi4hzig8LvTjrWCTl1wGTx7D3hFF8/y6voklSnj2xfG3WIfRN1G79evLrs4lDuVUVBVrxOTNfAF7NOhZJ+XfB0TO49PZFLFvTknUokqRuvGXOuKxD6Jv2LvWb94b5q+CDN2cbj3Kn4gu0iAjg28A1wPKMw5FUBuZOGs2J+47nkp89nHUokqRuHDmjOesQduykb2w7L6XCePYpgxuLykbFF2jAh4F9gfkZxyGpjFx4zCzuXLSCPyzydx1JyqPXTd0p6xB2rL0Y66im2MRxyKjBjUVlo6ILtIiYDHwZ+LuU0rI+vH9hVwMwveTBSsqVpqH1XHzi3nziRw/Y1FGScuipFeVwD1oXBVpqK06UwYO1lYmKLtCA/wZuSCn9OOtAJJWfE/edwFvmjOec79/H+k326ihJeVJfW/gae8i0nfj0W/bKOJpu1NRvO2/X2YXxxAMGNxaVjbIs0CLitGKPjNsbLgZmAf/Y189JKe3T1QAsLtnOSMq1fzpuFsMaavnEDx+gta2LX0IlSZkY1lBoKviJo2dy9hunZRxNN+a8A95349bzhu9c6Bxk0kHZxKTcK8sCLaV0bUoptjcAZwDjgeciYk1ErAGmABcVpyVph+pqa7jsjANZsnIdn7r+Qdos0iQpF4Y11AFQk+eWgrX1MO3IrKNQmSnLAq2H3kThCtp+HYalwOXFaUnqkRFD6vjOB17HX59fzfyfLiR1ddO3JGlQtV9BKwsffyTrCFRGKrZASyk9nVJa3HEANgIvF6clqceahtZz1VkHc9cTK/i3XzxikSZJGWsv0MqiYcOo8TDrhKyjUJmo2AJNkkptp+ENfP+sg/nlQy/wH7ctyjocSapqDXWFr7EbW9t2sGZOjJ6cdQQqE3VZBzCYUkpTs45BUnlrHtXI1Wcfwjsv/yNrN2ziQ4dNpXlUY9ZhSVLVaS/QNmwqkwItvC6inqmqAk2SSmHi6KH86COH8vmf/ZUjvvwbJoxuZMauIzly5i5MGjOMuppgU1tiz+YRmRVvy9a0sHDJap5cvpa62uCUAyYxYkj//8tv2djKUyvWMnmnYZtv0JekLDQUu9lfb4GmCmN2laQ+mDB6KP/1ngNp2djKwqWrefj51dzy12W8tKaFTW2JmgieXL6Wc+dN58OHT6OutrSJeVNrGxtbE+s3tbKxNXH/M6/w7CvrWLamhbsWr+CxF19lr/EjmbrzCF56dT3f+cNTXPHeA9mjeWSvP2vZmhZuf2QZtz28jDsXLWdUYz0r1q5n+i4jmDupiaNmNXPMPuOIyHNXapIqTfv/OXMnNWUcSQ/VlFGnJsqUBZok9UNjfS0HThnDgVPGcMYhU7ZatmjZq/yf6x7ge394mhnjRjKkroYT5o7n+Dnjd1iwpZT44+IV/Oje52isr2XP5hGsXb+JR15cw6MvrOHJ5WtpbUvU1wZBMGdSE3vsMoLmUUM458jpHDmzmcb62s3buvL3T/H2y/7I/Lfuzdv2m9ijYuqxF9fwuRsf4oFnV3Ho9LEcNauZ+W/dhwmjh/Lq+k08tGQVDz63ki/94lGuvedZvnzqvuw8Ykjf/5iS1Et//sybyuf/Ha+gqYcs0CRpgOzRPILrz3k9C5euZvFLr/Lahlau+O0TfO2WxzjniOmcfMBEhtRt/YtqSok/Pfkyn73xIdaub+W9h06hJmDBklWMbKzj9dPH8sE37M6eu45keEMdtT14AFBE8MHDpjJ7YhOfvP5BfnzfEs5/0wz23200NR3ev2x1C/c+/QpPrXiNR19YzW2PLOMfjtqDK9//OoZ26s56xJA6Dpk2lkOmjeV9h+7OF3/+MMd+/Xd8+dS5zJvZXJo/oCTtQNkUZwDhFTT1jAWaJA2giGD2xCZmTyw0wTn9b3bjN4++xKW3L+LTP3mInUc0UF9bQ00E6za2sqZlI6OHNnDem/bk9L/ZraTNBl83dSduPu9wvn3nk3z06vtYsXY945uGMr6pkRdXt/Di6vXst9topu4ynP12G835b5rB7jsP3+F2G+tr+eeTZnPkzGYu/NGDnDB3PJ86btbmK3iSJLyCph6zQJOkQRQRzJvVzLxZzaxu2chLa9azqTXRlhJD6moY0VjHzsOHbHVlq5Qa62v56Lw9OPfI6axet4nnVr7G0pUt7DS8gTkTmzb3itYX82Y1c/N5h3PhdQ/w1kvv5Cun7svcSaNLGL0klTHv01UPWaBJUkZGNdYzqrE+k8+OCJqG1dM0rIl9JpTuBvtdRg7hyvf/DT/40zN88Dv3cOvHj2D0sIaSbV+Syta4uVlHoDJhgSZJKqmI4D0HT+GEuRNoGppNASpJuTPrLTB/VdZRqAzYGFaSNCAsziRJ6j0LNEmSJEnKCQs0SZIkScoJCzRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJtypq+gAACtNJREFUkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJyolIKWUdQ9mJiNVDhgwZOX369KxDkaSKtHjxYtavX78mpTQq61gqjTlMkgZef/KYBVofRMQLwDDg2T68vT0jLi5dRGXDfXffq0017zv0b/93A15LKY0rYTyi3zkMqvu8dt/d92rjvvd93/ucxyzQBllELARIKe2TdSyDzX1337OOZbBV876D+1+pqvm4uu/ue9axDDb3PZt99x40SZIkScoJCzRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJygl7cZQkSZKknPAKmiRJkiTlhAWaJEmSJOWEBZokSZIk5YQFmiRJkiTlhAWaJEmSJOWEBZokSZIk5YQFmiRJkiTlhAXaIIuIEyPiroh4JSJuiYh9so5pIETEPhFxY0SkiDiz07K6iPhKRDwZEc9ExH9GRENWsZZaRBwbEb+IiOcj4qWIuCEipnRYPiIivh0RSyPisYiYHxGRZcylEhFnRMSdEbE8IpZFxDURMb7D8oo+9gARcVzxvL+yw7yKPeYAEVETERuK+91xOKa4vOKPe7WolhwG1ZvHzGHVncOg+vJYHnNY3UBuXFuLiOOBHwPnA7cC84HfRsSclNLSLGMrpYjYD7gL+P/drPJ94HXAacBQ4AfALsDpgxLgwDsTuBH4KDAWuBxo/yKzCbiFwo8jxwBTgauBRuBTmURbWrsD3wLuKE5/D/ghcHhxeUUf+4hoAq4AXukwL6jsYw4wCagHpgEvd5i/tjiu6ONeLaolh0HV5zFzWJXmMKjaPJa/HJZSchikAbgHuKbD60YK/wDmZx1bifdzKDADmAIk4MwOy+YU5x3bYd7pQBswLevYB+jvcVRxn48CTihOz+qw/FPAGmBk1rEOwL5fUNzfMdVw7IFvAz8HbgeuLM6r+GMOHAms7GZZxR/3ahmqJYcV9808tmXfzGFVksOK+1R1eSyPOcwmjoMkIqYCBwE3tM9LKbUAvwGOzyisAZFSWpdSeqybxe+g8A/61g7zbgYCOG6gY8vI8uJ4JHAq8EhK6ZEOy28GRgBvHOzABsEooAV4jQo/9hFxLPBu4BOdFlXDMZ8KLOpmWUUf92pRTTkMzGOdmMOqIIdBVeex3OUwC7TB095++4lO85+hcGm1WkwBnk0pbWqfkVJaBaymcv8Ob6Dw68tfKOx/V+cAVND+F9tzHw+cB3wxpbSeCj72ETGKQpOQi1JKD3daXA3HfBowu3i/ysPFtvoji8sq9rhXGXPYFtV2TpvDKjyHQdXnsdzlMAu0wTOuOF7Zaf6rFC6dV4txbPs3gAr9O0TECODTwHUppafpev9fLY4rYv8j4hvAOgr3btwAXFJcVMnH/qsUktfXu1hW8cecQpOYfSn8mng58H7g1ogYSmUf92piDtuias5pc1jV5DCo7jyWuxxmJyGDp72JwKhO85uAFwY5liwtByZ2Mb/i/g4RUQ9cT+Gm6vOLs5fT9TkAlbP/nwMuBfan0InAHRHxt1TosY+Io4F3AvumYuP0Tir+mKeUnurw8s8RsYjCl5u3UaHHvQqZw7aoinPaHFYdOQzMY3nMYV5BGzzPFce7d5o/pcOyavAcMCkiattnRMRYYDgV9HeIiBoKvT8dCByTtvRw9hxdnwPty8peSmlFSunhlNIPgJOB11O4obZSj/2FFPZhQUSsiYg1FHr8OqM4vYEKP+Zd+G1xPJ7KPe7Vxhy2RcWf0+awqsphYB7rLPMcZoE2eB4tDie1z4iI4RR6jrk+o5iycCMwGjiiw7wTgI10351xOfoP4K3A8SmlRzvMv5FCO+dpHeadALwE/G4Q4xss7c0CGqjcY38mMBPYr8PwZ+Cm4vSVVNcxh0JnEgD3U7nHvdqYw7aohnPaHFZQDTkMzGOdZZ/Dsu7aspoG4H1AK3A2hX8IP6RQfY/OOrYB2t9tuicuzr+NQqI/qHjCvwB8I+t4S7jfXwTWA6dQuATePgyl8JyNR4A7gdkUEuBa4MKs4y7BftcBnwEOpvCr06EUfoVaCuxaDce+w9+iY/fEFXvMOx33A4vH/SQKN4/f1GGdqjjulT5UWw4r7nPV5TFzmDmsuK9VkcfymsMy/8NU2wCcBSyg0Kb1JmBy1jEN4L52l9hGAN8BXiye8J8HarKOt0T7fGhxn7sariyusyuFh72uAB4Ezss67hLt+y4UHlz5JIUbrJ8sHuep1XDsO/0tNie2Sj7mHY77jyl8UX+t+P/bRUBDtR33ahiqKYcV97eq8pg5zBzWYV+rIo/lNYdF8YMlSZIkSRnzHjRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJygkLNEmSJEnKCQs0SZIkScoJCzRJkiRJygkLNKkKRMTXIuLxiFgZEX+JiGOzjkmSpJ4wh6naWKBJ1eEu4FBgLHAbcF1EjMg2JEmSesQcpqoSKaWsY5A0iCLiIOBuYHxKaVnW8UiS1FPmMFUDr6BJORUR0yPihxGRIuLK7az3dxFxR7Hpx28i4gPbWXcf4DPANR0TW0RcXPyc7oaxpd07SVIlM4dJfVeXdQCSthURFwMXARt2sN6/A+cD1wOfA94B/E9EjEspfbHTus8D44D7geO62eRlwB1dzF/TaVtzgQXJS/CSpE7MYVL/WKBJ+TQZ+CpwDfBAVytExKEUEtu1KaXTi/MuB34P/GtEfC+ltKR9/ZTS+IhoBv4VuC8i5qaUVnTa7N0ppWu3F1hE/B6YmFLavW+7JkmqcOYwqR9s4ijl04dSShcBq7azzieK4y+0z0gpbQC+DtQCZ3d+Q7FJyDnAUODU3gYVEcOAg4F7e/teSVLVMIdJ/WCBJuVQD5tdHAs8k1Ja0Gn+rcXxEd1tHnitOO6xiLgGWEshcZ5SbNe/tDfbkCRVPnOY1D82cZTKUETsBAwH/tx5WUrpxYjYCEwsrrsz8Ebgl0ArcAEwDLiplx/7TaAFOBO4GFgIdG5eIknSdpnDpO2zQJPK0+Ti+KVulr9MMbkBY4CPAJcXX98HzEspPd+bD0wp3R4R7ym+vNzujSVJfWQOk7bDAk0qT7XFcWs3y2uA9QAppceBo0v0uQcAS0xskqR+MIdJ2+E9aFJ5eq443rnzgogIYCdgSedl/RERQ4DZFLo4liSpr8xh0nZYoEnlaRmwkS3NRDqaSOHXyZImN2AOUI/JTZLUP+YwaTss0KQyVOwh63Zgz4jYs9Pi9qYgN5f4Y+cWxwtLvF1JUhUxh0nbZ4Emla9Li+N/ap8REY3AeRS6IP5uiT9v9+L4ue2tJElSD5jDpG7YSYhUvn4GXAd8oJjU7gLeSeFXwgtSSitL/Hntz5w5LyImpZSuLfH2JUnVwxwmdcMraFKZSim1AacD/wLsTeG5LquBd6WUvjoAH3k58DvgBArPoZEkqU/MYVL3omcPe5ckSZIkDTSvoEmSJElSTligSZIkSVJOWKBJkiRJUk5YoEmSJElSTligSZIkSVJOWKBJkiRJUk5YoEmSJElSTligSZIkSVJOWKBJkiRJUk5YoEmSJElSTligSZIkSVJOWKBJkiRJUk5YoEmSJElSTligSZIkSVJOWKBJkiRJUk5YoEmSJElSTligSZIkSVJOWKBJkiRJUk78L9cFPYvUNf+WAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, num='Optical Molasses F=0->F1', figsize=(6.5, 2.75))\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[0]/1e3,\n", " label='$x$', linewidth=0.5)\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[1]/1e3,\n", " label='$y$', linewidth=0.5)\n", "ax[0].plot(obe.sol.t/1e3, obe.sol.r[2]/1e3,\n", " label='$z$', linewidth=0.5)\n", "ax[0].legend(fontsize=8)\n", "ax[0].set_xlabel('$10^3 \\Gamma t$')\n", "ax[0].set_ylabel('$10^3 kr$')\n", "\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[0],\n", " label='vx', linewidth=0.5)\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[1],\n", " label='vy', linewidth=0.5)\n", "ax[1].plot(obe.sol.t/1e3, obe.sol.v[2],\n", " label='vz', linewidth=0.5)\n", "ax[1].set_xlabel('$10^3 \\Gamma t$')\n", "ax[1].set_ylabel('$v/(\\Gamma/k)$')\n", "fig.subplots_adjust(wspace=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now run 96 atoms. Again, we parallelize using `pathos`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed in 4:23:31. \n" ] } ], "source": [ "import pathos\n", "if hasattr(obe, 'sol'):\n", " del obe.sol\n", " \n", "tmax = 1e5\n", "args = ([0, tmax], )\n", "kwargs = {'t_eval':np.linspace(0, tmax, 5001),\n", " 'random_recoil':True,\n", " 'progress_bar':False,\n", " 'max_scatter_probability':0.5,\n", " 'record_force':False}\n", "\n", "rscale = np.array([2, 2, 2])/alpha\n", "roffset = np.array([0.0, 0.0, 0.0])\n", "vscale = np.array([0.1, 0.1, 0.1])\n", "voffset = np.array([0.0, 0.0, 0.0])\n", "\n", "def generate_random_solution(x, tmax=1e5):\n", " # We need to generate random numbers to prevent solutions from being seeded\n", " # with the same random number.\n", " np.random.rand(256*x)\n", " obe.set_initial_position(rscale*np.random.randn(3) + roffset)\n", " obe.set_initial_velocity(vscale*np.random.randn(3) + voffset)\n", " obe.set_initial_rho_from_rateeq()\n", " obe.evolve_motion(*args, **kwargs)\n", " \n", " return obe.sol\n", "\n", "Natoms = 96\n", "chunksize = 4\n", "sols = []\n", "progress = progressBar()\n", "for jj in range(int(Natoms/chunksize)):\n", " with pathos.pools.ProcessPool(nodes=4) as pool:\n", " sols += pool.map(generate_random_solution, range(chunksize))\n", " progress.update((jj+1)/int(Natoms/chunksize))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's another potential way to parallelize. We export a file that contains all the relevant data, and then execute the script `run_single_sim.py`. That grabs the data from the pickled file, and executes the sim 12 times and dumps the results into pickled files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "import dill, os\n", "\n", "if hasattr(obe, 'sol'):\n", " del obe.sol\n", "\n", "tmax = 1e5\n", "args = ([0, tmax], )\n", "kwargs = {'t_eval':np.linspace(0, tmax, 5001),\n", " 'random_recoil':True,\n", " 'recoil_velocity':0.01,\n", " 'progress_bar':True,\n", " 'max_scatter_probability':0.5,\n", " 'record_force':False}\n", "\n", "rscale = np.array([2, 2, 2])/alpha\n", "roffset = np.array([0.0, 0.0, 0.0])\n", "vscale = np.array([0.1, 0.1, 0.1])\n", "voffset = np.array([0.0, 0.0, 0.0])\n", "\n", "with open('parameters.pkl', 'wb') as output:\n", " dill.dump(obe, output)\n", " dill.dump(args, output)\n", " dill.dump(kwargs, output)\n", " dill.dump((rscale, roffset, vscale, voffset), output)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code reads the pickled files:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "files = os.listdir(path='./sims/')\n", "\n", "sols = []\n", "for file in files:\n", " if file.endswith('.pkl'):\n", " with open('sims/'+ file, 'rb') as input:\n", " sols.append(dill.load(input))\n", " \n", "print(len(sols))\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No matter which way it was parallelized, let's plot up the result:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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w7wkoP6fLXAshRLslyWUbZSu303tCBwBMiYnNHvN0VgGbbfVsmr+0aduPx3oODyFq1DQ0t/u47bx18BAv55WcdMhRYvewo35O7RfB0KtT6Tw4mttfGsaom9LZtvggb/92GS7n8dsDqG908eS32/E3GzAb5Z+gEEKIE1M6HZ0GDWXEjbeRtW41q6Z/SqO9oeUD8Y+CyS/Cxg9g34KWb18IIdo4+cu+jZr9+la6DosFwH/8eHyHDqXszbco/+9/m455I78Uq07xp5zipm3K4B2WOnjNLvIaHGyfOZvtEycdtx2jUqyqqmNNdd1xj/nRiKlpTd93HhhNxph4DEY9SinMPxkOu+H7PNxO77yUfetKeOvBpUdd53/Lc2h0eUiO8CPQamza3mpzaoQQQrQLBpOJfpdcSdfhY1j52YfszlzW8vcOgwnGPQ01ByHzP951w4QQQgCSXLZZHftG4BdiIf+ee3EePIi1dy9K//3vpv0F9kYAGjwatW4PYQ8+wIyZ85v2N3o0vi6pZEPnbhjy81laVAaA2+3GXetNJB0eD/vrHczpk8qBw9c7kW4j4rjvzdH8+p/Djtln9vEml7e/5N335v1LAFj+5T5cjqN7MuNCvMuKdon2540l2didbvo+M5/hLyw+pd+NEEKIC1tAeASjbrkTi58/C//3BmUHcls+iD63QGwfmPsYNJ78Aa0QQlwIJLlsowJCreh0itrFi3EWFBB2990AJH37LQANP6lY56/XEX7PPaDzfpyapmHWKZ7PKeaWf78AwHvTPqT07Xd4duYC1r/7Pptr6klYuhWb20NnXysHGk6eXP7I7GM8ZltIjHfJE4uvkZqyhqY4Gmoa8Qs2s2fNkd7V+kY3Kx4dxW9GpwJQ3eCkrLaR/IpWGOIkhBCi3Urs0YtRt9zBge1bWPn5hzjqWzjJSxgEgx+Auf8Hlbkt27YQQrRBkly2QY4GF0azDo/dDoA+NBR1OHG0dPIOTS2yO7k0Ioi74sOxuY8kmt8eqqTM6WJMaAAAsRYTP/QfyiMf/peyl17iqsd+i1ZTQ7HDu0bmM6mx+Oh12FxufrMzj8+Kyk8rZqUU974xCoC9a0sAWPjeLroMicbpcFN+sLbp2CdmbCfU10xskJV/XpNBdYOTe0emcOuQxNNqWwghxIVLbzDSe/KlZIybTOaXn7B39YqWHSobGAuT/gHr3oEsmYcphLiwSXLZBtWUNRAY4YOntpaIRx8l9kVv72PamtVNx1y9JZs74sJ5KiWG6T1TAG/xnrt25FHn9tDF18qnPZIBuP/9/x51/W01dfx75QY+d1cxISwQgLcOlvJVSSW/3Z1Pdr39tOL+cYmUxB5h6I069qwpZufKIm79x1A2zT9ARVEd2QU1DLQbsJr0AAT5GJn6X+/7shr1p9WuEEKI84Ojvp51M79m/6Z12CrKftG5fiGhjLr5DgxmM4vefYua0kPnKMpmGC0w7q9gK4Elz4Pb2XJtCyFEGyLrXLZBjnoXFh8jmqMBndWKzscHAH2gNxGsc3nnMIabDCilGBLsXW+r3OldBqTO7cFHr2PU4d5LnVKUr1rLGx9+wUPffErH5Ut4fMdWwrP2sj81lcgnHgcsAPjodVyxKYstQ7qddvwDL01m9E2dmfbwCq58pA96g/cZxufPrGWP2c0wu5GG2kasfiYCrUbK6059SK4QQojzl9nHh64jxlBxMJ99azKxlZehlCIyuSNJPftgsvqc9BrJvfoRn96ddTO/xuLnR8/xU9DpW+DhpVLe9TAP7YbZf/AuWxKccO7bFUKINkR6LtsgR70Tk48Bj8OBspiP2Z/V4AAg3HT03MdXOnfAolPUutz4GY6+kQ4N9mdh9z5kLJxPVEUZvsVF3rb27ePALbfyRHI0fQN8WNKvU1Nv5ukKjfXD6m8iKNKHqGTvtSy+RjxujdR6Hd0mdGD97FwAfM3yfEMIIcQRPgGBxHXpRu9JlzDixtsYNvVmAsIiWD9rBks+eIcdSxfSUGs74TWMFguDr76euPRuLJz2BsXZ+1ooeiCiM0x6Hja8Czu/a7l2hRCiDZDksg1y1Lsw+xjQ7HZ0FstR+74ormBDdR1zeqfioz/641NK0SvAhwP2Rnz1x360KVaztxczIAifWhvKfCRxvS/Mjw+2r6KD1cwnReVELd5M/U/mcp6OG54e2PT97S8Na6oo23NoLPm7KwEI8zNj1CuKa+zodYrtBdXkV9SfUbtCCCHOH0qnIzq1E4OvvoERN91ORFIKW+bNZvH7b7N39QpczuMPQY1ITGbM7fdQnLWXlZ9/SGNDC91fjFYY+xSgwdzHobYFh+gKIUQrkuSyDbLXObH4Gqn6ajra4aGuu3Y/gcNRwgO7DvDkvgK6+zc/NGhQkB/37zqARXfsR7tiQGcAun/3DQDKaCT4VzcBUL9xIyV/fw6Alzp1ACDvcA/p2XLbi95lSgLDrSRnhAHe5HJEWgRfbywg0GrkP4uymLej+ESXEUIIcYFSShHeIZGBV17HyF/9Gp+gYDK/+IgVn31Ayf6sZgv56HR6ek6YQo+xk1jx2YfsW7eq5QLucimMeBhWvw4b3gfPmT20FUKItk6Syzbox57Lhs2bMYSHA1BY+BmzdvwHAA9g1Klmz/1xa5rPscNpfyy4ExgVSfruXXhqa4l86CGSvv2G/DvubDrO5vbO6cw/vPal2+EgavFm1lWfWYn35+ft5l8h3mJBG+bmkbXB+yR3wa4SMuKDCPIxUdfowuGSm68QQlyInI1u9m8upfSADZfTfcJjlVLEde7K8BtuZcBl11B+8ABLPniHjXO+pb6m+pjj/UPDGH3rXSiUt+BPWem5ehtHswZ7ezHDO8OcP0DhppZpVwghWoEkl22YfedOfAb0p7GxgiLzUIKqPuGDbonsGnr8YjvjD8+X9DWcvHhBh2n/Q5lMmNPSmrZ57HZujw3j+yAdVbfczMiV29mb0ROAizee2ZyVt5buJyXcD4Ap9/bA4/Fgr/UOZ8qIC6RDiA8HKxt4Yd6eM2pHCCFE+6Rz1RJW+DGeDR+y94vpZH6+hb1ri3E2njjRNFosdBk+mlE330FK3wFsWziPJR+8Tda61bhdrqOO7dhvIEOvu4nti+ezftYM3K4WquzaYQBMegEKNsD8P0PdL6uGK4QQ7YFUU2mD3E4Ppf9+GQCXq4blK/oRfXiff+18jD49wZja7LkZ/j78PjHylNrxHTwY8D79Td+9i6oZ31D68itEPPwQlqnX0h144/arARjrZ2ZBrQNN05p6QH+psekRvHSNN1GNSAzg3UdWALDlX+MIsBgpqraTU1ZHn4Tg07q+EEJcyJRSE4HfAhl47+8rgN9qmpbXzLE6wA4Yf7ZroqZp8851rMejt/gTMGwqAY21RJZnoxXMpiGvgoPbwij3G05cv65EJgWc8D4UGBHFgMuvQfN4OLhrOys++wCD0UjawKGEJyQBYLL6MPjq6ynLz2Pxe2+TNnAoHbr1aIE3aIB+v4a6csh8BYI6QJ9bQCdLcQkhzg/Sc9kGbVmYT8Mm77AZh+PI/MOUlCeoz3mMNWsmnfD8R5KiT7j/eJTRSMW77+KxHV2Fz3XxJUyL9i53srW2Ac8pLk69Y+dD2Gw7m35Oi/Qn0Or9O8YnwNS0ffXHe1FKEern3TYgKeS04hdCiAvczcC3wFBgCpAAzFdK/TyBBIjDm1gmA0E/eS1smVCb57DbWT5rLst/WMHqbRXs1A2gKuPXdLj4cnrHrse87En2vPMae1bmnXzYrE5HfNcejLjxNvpdciXF2ftY9O5b7FubicfjPTcsPoExt99DbWU5Sz54h7qqypZ4m+AbCuOehugMmP17KNjYMu0KIcQ5Jj2XbYzb7aHvlESs2b0AWLN2MgA76UpU7Y7DRzWf3NU21uJ21WBSGlZrLLfPu513xr9zyj2NvgP649OvH47ifBp6eEh67h2KJ99Jh2FDcJWU8HWPWErKlnPN5hhm9U4lwmQg0Hj8f0LFxTPQ6yx07vxMs/stvkbiu4Swb10JoTE59J2cxO/HpWE/yR8MQgghjqVp2tSf/JitlHoIb7I4DFj0s8OTgWpN03JaKr5TobeYSLxoNIGmQKyaiZryUioK8lm1MRu3y4+Q+IvolGDFteUNit52UhUxhcTRg/EPsZzwuiarD91Hj0fTNPJ3bGPpB/8jIDyCLsNHY/UPoMuwUST36se6mdMJCAun+5gJ6FqiNzGuL0T39C5bsnsWDH4ArEHnvl0hhDhHJLlsYwr3VeG0u6me8Q2pS5eQtSiFvOD7ubjzPcToa1l54DsGJV2H212PXn+kYuy729/lXxv+iUlpPB/XQN8+X7K2eC1rcj9jYNLUE7R4hCE8nMDLLqPkXy/gitWoVJuJXPU+tu0b8Slw0FB9DXpgODcwcs3FPNExgXviw5tNXmtqtgJgscYft73bXxqG2+XBXttI/q5K+k5O4oExqfxj7u6jjnO7PDgdbiy+zT18F0IIcRw/Turzb2ZfEpDVgrGckvp6O4tmbsFOPXZVj2ZxYfLR06dXBn3ju2ErLWD92lU02lNJ6p9Kp4ZdVH35JQeM/QkcdDGxnUNP+EBVKUWHbj3o0K0H1YdK2PzDbBobGujYbxAxaZ0ZNvVmirL2sGjam3QbNZ6olOanoJxVegP0vwNsxbD0HxDTC7pfBac5BUUIIVqTJJdtzLpZOTgdbtIuuQQApQwozUmi1QyY+bYhDVPupxwq/IQxo7ObziupL0EDHJr3ZrR1378AuGPZs2xNvO6Uey81jxv7krVEv34fe3P+TUT4JKpr12Je5YBx3mOu42MCqOaFnNv5sLCMVQO7NJ1fU7ONBns+27ffD0BOzqskJtwFQJTuM+rqfoWvb3LT8XqDjnG/yWDzzP3HjalgbyXrZuVy5SN9Tuk9CCGEAGAI3qEum5vZlwx0U0qV4k1CZwNPa5pma+bYoyildhxnV8rpBvojX52ZSX7puN0aTrcHR72H+opGCveU8XnjLBqNEB/eiQDfAHZvLGFLXQAhUaPolarDte5p9ixLhu5XkNo/Hr3hxDN/AiMiGXTlVNwuJ1nrVrPk/bcJjokjfehIRt92N9sWzmPfmpX0vfgKrP4BZ/rWTs4/CiY+C9mLvENlB9wD4WknP08IIdoQmXPZxhRlVdNzbIemJ5aBMbfyv/KxaIeX54jyjSK2k7fYT3X1Jnbv+RMAa4rWADDG30lExGR+v3MTRuUdPrtm119wuxtOqf2ACRMA8O82BF/fNA6Vfo/DVI7fjEYGD1nTdNxkZmF3O8lpaKTO5R3Gqmke1mVexu4fHiA8fAIjhm/G1zcZu70QgHD9HHJyXz2qPbvbQ9KyrRSpI0N9qxuc1JQ34HR4r+u0u086t0YIIcQRSik/4Angq+YK+gD/w1v4ZxLwJnALsEApZW2xIJtRp4P3TE4+sLr41M/D7Egd+3qGkHZVH6beOJ4rhvbFXxVjq1pPuH8jXdP6YdB15fv5VuYXjiKoe1fiD75C7v/+zqbv91JXffL1mvUGI50GDWPULXcS37U76777irUzviRt4FD6TLmMdd9NZ+vCeWgttUZlymiY+Bzsm+etKlt1oGXaFUKIs0B6LtuYjn0jSO4RRNVaI5qm8XlBAb/f1IAjoRpLWjDx/vEU1pcRB2zb/iAORwH1xiSyqrIYEpZIYtQYEtNux75hMH9P9GOvrZx1OR8RpHMed+7jTyk/MzVTXKQEdaR/v2/IXDUaX58UYB0GG9ygplM0MoPNW27lAZOTl0v0PJ1dyN3RBrI3jMZcrAh/zkjh6/MwdH+doKABrFo9hpiY6zGpcgpdvvy4kMoWWz0T1u8FoEzvQfNoKJ3i4zUHGOEy0a1nBDGpwVQdqscv6Oh1O9fNzqHv5EQ8Hg293vuMZPfqIiqL6xl02Rk/PBdCiHbrcAGf6YALb/XYY2ialvuTH9crpbKAWcBlwKcnur6maV2P0+4OoEtz+05VgMXIIxM7N/1sd7o5WFnPhrwqPi+txaBTDB8wkLEJwWwu3cjCHfOIt4czqEsXaNSzcf4BHIaRjL82mvgd0yiZEcgWy0WEd4wgKSMMg/HE8yhDY+MZet2vqK0oZ+Ocb9EZDPS75EoqiwpYOO0Nuo0cR1g7wGUAACAASURBVFTHFuhNNJhh8P1gr4EN70FtCXS5DOL7nfu2hRDiDEhy2cZkrT/EiGFGNJeLqqp1TGAOnSquwV3nXYcryBzEi+tfZFKAAcOOgdQmL6a+4h+AgbvjwlnqVqwtWgvAsJ5vYdn+BzY0hlFj23ZK7Tc2lhPzuz9hMnkLCgwdshKns5qav8zGU1nJ4k/fRI16k+Tk39F//RX09PuWDwvLmVBwJTogofhy6uNXMGrkMgBCQ0eQnz+Ngwffw666YCn/lKlbbuWtronct9P7MP3dboncuj2XcdvLSeoRxjMDU9g3t4B9Cwu48a+DqKtqpKHWyYdPZnLTM97lU9bOzCEs3p85r2/lvjdHA1Bb6WDj3DxJLoUQF6zDS4x8APQBhmiaVniKpy47/PX0yo2fJY76OtZ++xXgnR+paRqax0NyQCAju/fEP6YDy/aV8cycXaSEh3PjsLtocFczM3smh+oPMbL7UCJ3BzHvv/nEdxpFr8lxxG39BFtJKBu+G48LC7FpQcSnh5xw2KxfSChDrr3Jm2R+/x2g6Hfp1eRt3cjuzKV0Hz2R0Ljj1xQ4aywBMOQBcDXCzm9h2xeQMBjSL5HlS4QQbZIkl22Qs6CA/daPqNt0ZAipY08FPhlHiudku1Pp7vIhcO9EVibPAKC8fCnfluXyzrZ3+MvgvxAY2IOxQ+Yzb+nDhISc2tqX9Q15mE3hR20zGgMxRcRQM38+LFsKgK9PRwAerr2UX/E5APsNfYl5bzbW3r1xl1aii4wkNGQoYWFjcek6UVC2hP2+UxlVfi97675mSJAfKwakA3BtaCCz3tjK8i4Whu6yExzvS01+HR/9cRVWfyMNtmMXuZ7zurdo0Gt3L6Lb8Fi2LysgfXCr/l0khBCt7RXgEmC0pml7fsF5fQ9/3XT2Qzp1Zh9fhk29+ZjtdVWV5G3bzK4VS7AA1yZ3xBURwisLs7Aa9Vzb7zrC/Y0sL1jOZzEzib0pjrIFCax6az9xXaaQMDyEAVs/wuMbSRGXsXZmDppHI7ZTMHHpwU0jYH7OLySUIdfcSIOthm2LfqDBVkP6sFHkbdvE9iXzyRg7iaCoFrjvGEzQ42pvoZ+8TJj3BISmQM/rweR77tsXQohTJHMu2xBN0+g+Kg7Hnj1YU70ji8wHbscQ6UP95lKc9Q4Uiv8M+w/dt3v/DtCjp1FTfDH0TgBeHeNNSD/b81nTdaP9Tn7jc7ls7Nr1f2zadCNmc8Qx+w3BwZS98irGmBg0TcNg8GXUSG9V1wcCNgBgT3iFjydcguGuu7FlZjadm9HjLe75tit/8PyBJOdaUsji9b2ZvF9Y3nRMBRp/uyaEZd18sEWZSb+hI1c87C3g02BzcsvzQwDvUi0/1bGvN9btywoAsPqb0E5xHU4hhDifKKX+DtwB3ATsVkoFHn5ZlVK3KqXKlFI9lFIGpdSTSqk+SqlopdSlwPvATE3TFrfqmzgO36BgugwbxYgbb2P49bcQFBlN3ZblDCxdQV/7bqav2sNz3+8hTNeLR/s/ytAOQ9g/cgsbOlSxpbqMbe/tpMB2OSSOJ7b4bQZFzGbgpHB0esXa7/azakYWRVlVx71/WP0D6H/pVQy++nqK9u2luqSYhO69yFq/mqUfTaOqpLjZ8846pSBxCEx6DpKGe6vLLn0Bag+1TPtCCHES0nPZhrgaPfgEmKj56Htqu1Rwo/M91h80YB4ZTsOsbBbnLWJN8Rqujr6axXjv/0opwhvCSU+5n/SU+9E0jVmXzyLc+pPeRw0aGytpbCzHZApttu2GhoMUFn1BVORlBAb2Pma/sUMHAIKmXofHZkMfEIBOZ2TwoCWwaiSd0l9mTHQkT6KYWN7IkK37+NOkRj6dPhPfYcOwhPpiU374Jv2N+t3XcYPtbsanr226/j87x9N9pbcA4d5JETRsLuQqcwXXjq6koccofAPN9BrfgTfvW9J0ToeuIZQX1NH/4iSyN5bS/6IkdmUWsmN5Id2Gx57hpyGEEO2HUmoQ8NjhH6f/bPd7wBLAjnceZjDQG7gbCAGy8Rb1ebEFQj0hj9tDbZUD3yDzcXsTlU5HVEpq0zIh5QX56FavoM5mY8OSSL7ySWBwWhR3Z9yLu4eTb+csYb4xH1/PHvp9kkJMwuVEpFoxZP6LeIOV+LE347ZGsH9zKSu/zCIg3EqnAZGYfY5d/spottBz/GQ8bjd7Vq+g+lAJMZ27sG/NShpsNWSMm0xgxKmNFDpj4Z1g3NPexHLj++Co9fZkhndqmfaFEKIZkly2IY56J2arAb9Ro4iMcxO56lFK7I+yOzSHT5Pep2dhHzIKM3hr7VvUW+u4pHogNcMtbNuzDU3TUEqhlCIhIIFly5YxfPhwALaVbaO6IJMJVZkMHtT8Q+m16y7Czy+dLl2O/dtC0zQOuo0QGIjbL4C9/QfQafMmdBYL1sPrWAb5p+LYn8MVEUF8YrHiY2/ghq37eeOvT7L60+ns7eTHnD6p9A7wxRG6mhWZw7gq3ITLVYfB4Eu4yci7jf7MCIfltXUs2XCQpBXvEja4M/HXXOltI/LIup6T7u5ORII/Xz63HpPFgMftISTGl7T+UeRsKZXkUghxQdE0bRVwsjWn3v/J91ecw3BOm7PaRv4zL9Nod+H2D0OfkEzcuL6EpUYed0mt0Nh4Bl05FU3TKNy7m+z1qyla4eZv27uQ2CGGK8eP5tCeKvbnFLBm9HIOZa1i2PTupEdfQnj/EEybP0bfUEVqxnWk9u1KVUk9Wxbm43J6SOkdQUSC/zFt6/R60oeMoPPg4RzYtoWivbsIjo5h98qlOBrqyRg7qeWSTL8IGP4wNNbBpo9h4wfQ73YIST75uUIIcZZJctmGOB1ujBY95W+/jf6SW3G7bWzunY/O7UeupZDcwkKuPOhNtO6smohFM1G7xE43SzeWPzGd9I6d8esfhTvRwqJFi5qSy66hXSm16QgLO/ZGs3HTTWT0eAeAvn2+OOYGmvjYbP54URf+OmsnjPojM+w2LEDlRx8R+utfAzStt7mrbzpxd9xBg9mC1W5nd50du38AtsJCLNYwevl7k0OzORyFxtJlPQEYPGgJBkMgJuN4/ts7m6jFm9H1DCVt5gEqDL2IOxxLWv9I4joHYzTpsfqbALj1+aHe9zg8BoNRT1CkDz9M28GYWz3HfeothBCibTKHBNL1X39C0zRchYXUbNtFybsfkl9aic5iJnTkQGImDkHv53fMuUopYjulE9spnfqaahIXzqN421Zey+mEMTyW0XGR9Dk4id5XxLMofyGvbphGt1kJDAoeTGz/ZMz5c1EbPyCo41j6TxmDy62RvbGUvWuLCY70IbV/FGar4Zg2E3r0JKFHT0pysr1zQn182bF0IS5nIz3HTyYg7NipJueEyRcG3OlNMte9Aw1VMOBu8G+hJFcIIZDksk1xOtwYPA6cmkbj4Xkf79o+pWpDDQBGtxGlgabAopkIvTEdPtoFQKNy4dhbiTkhgEOady5jY2MjTqeTe3vey4BPBnBHQvoxbTY05LNkaReio69Cr/c5Zj/ASz/sQafAo8EPpjguATAYKKmx426oJ6SiBHNHb4Efnb8/2SN7UrllKTNNBoK7pGPftp2efcY0Ja6eujpCX9IR/t/n2bX7UdatvxKn88j8y5w4X/5cWECYvQY+/5Bik4brliTKyxaTkfF2szEeVV5egzfvW9JURVYIIUT7UF9ygPJ37saFGWX0xxwWR+zEPgQMmISjwUPed8vZ/Mi/0LvsBMSFEDFuCD69e6EzH71clU9AIAMuvwZno4PEpQspzF3Iiup0qu3BFH64h0t/NZ6JyZMoqM7nw0Vv4LNARx9DHzoNvodQ9qF+eAJDYBydMqbSaUAalcV1bF5wAFejh6SMMKJTAo95GBuZlEJkUgrVh4rZtugH0DS2zJ8DGmSMn0JA2NHF8s4Zky8MeRDqK2DNm95lTfrfBeZjE3IhhDjbJLlsQ1yNbtR27zxEp0ejt88INtZ7q7O+NuY1vvzkMxJ9Yph6w1QO/Wcz1m5hBF2WQvTsDbgy/NA2atRmFpLfcABMsGTJEjIzM3nggQcA2L7/DVKS/3DUDTEosA/F9nyKir6iS/rzANz+3jp+Ny6NTlH+3D40if+tyGHf3yahV4r7PtlIpw3rOfjgb/nEGcOlLz1INZAy/wcAjLEx+Oh1HPzyS5YlJlAXFMTF771FYbexTW3u6dMXExCuG0rkiO1snX49tVUVBA+5iPr6PMpffplbFyyk4g96Ql5yU5ezhdw907y/F2cVRmPQCX+PSsGPNRl+HC4shBCi7bMGRxF28fPgqsNuK8V2cC/lq2ZSO+ffKM1NoMFKSFoGlgFXckiLZteStejfn4uPryK4YzQBw4Zg6ZKO0nlHrhhNZjLGTaaby8mOpYs4lLeKEt+u/OuFtcSPiuGiXrE8dvmzuF0uFi76gi+XvUeylkJ0v8vo1ikS3dq3obGW4K6XM+Di3rhdHnK3lrHyyyz8Qsyk9Y/CJ8B01HsIjIhi6HW/or6mmm0L51FbVcGGWTMwmM30HD8F/9Cwlvll+oTAqMehMg+W/B3C0qDXjbKEiRDinJLksg1xOjw0/vPPqEh/KlyKYHM41MOw2GEMjxtOlm0r/QL9Mcb4Efk7b9Eda5cwpnzTh3d2LqTnTbfh+jAPm74BgMzDFVtfeeUVenTthjWyI7P3TGNE7CD8/bvgcJRQXPINAwbMpax0QVMcC3cfIj7Eh/tGdSQ2yMoDY1IxHh5i+v32Ysou6UrdihV0sh1J2mqXLsMQFYUlzbu4tLuykuLHnyBg8mQa/fzZOGcNXNSN+g3eyrIBkydTv24d/uPHY/nTboJunUxp3X7yek9EhQcC4IhtYMMdTzHAtgSAhJBfcyB/GtFRV7Jp880MGbyk2d/jvW+MZtY/lvPRH1dRU27n6sf6Et7B/yx9SkIIIc4VZTJh7dEdACveykM/0jSN8sJcyjOnY1n0HNaaCpKMFgzde9GQcR15B/SoL9cS7Pga/zAffAcNxLd/f5TRiN5gpMeYCbhdLnYuX0RoZT5VmW5eP1SLy6hjQtcoxo2bytixHnatWs6WdUspWBuBvnMnBg8dil/WAtj6BfroDFK6X05K7whqyhvYuaIQe72TlF4RRCUHHPUws6n31GFnx9JFlObtZ9VXn2D1D6TnxCn4h7RQkhmcABP+BvnrYM5DkDEV4vu3TNtCiAuOJJdtiNPhBquV+gejeb+4kY7ZNiakjqVv3ABKS0s5oC9joM6B3XEQa+ThxZvNR+YV2kwOQjLC0XLzuKF6GB9bljftm7x7AE/Y38fhcfHPuGeJj51KZdU6kpN+i59vKn6+3qp7P5Zhr2908bvPNzM0NYzfj0trus6U7tH0f3Yh3wOdtyznvpG/4wXdLurXryfu1Vcwp3qvE3j55dSvW0fEY49SXlPPW4texLYkhfq16wi79x4CL7+c7HHj4eFHADAZQumZ8ATZjMQeVMme5ycSZp9FdK+nqPxWT1zETTiv+gC/BU+yavXJh7umTLuTzAF/waR01FbaJbkUQoh2TilFWGwSYVc/BDyEy+XiYG4WVSu/JnjuEyQ4azGHhlHf52qybN3wWZ1F2MKXMFn1+PTrh+/gwehNJrqPGk+XYS62LlyMJ7OEzsNTOFjZwKwtRcQGW7ms5yC6DB5BzsZ17MncwPJds2iMNtBl5K2kuuthybNg9CGgxzX0nZyM2+Vh/6ZSVqwvISzej9S+kRhMR3oHf1phdt/aTPK2bmbZh9PwDwun+5gJBEfFtMwvML4fxPaBzR/Dru9g0P0yH1MIcdZJxZM2xOV0o4+OxhZeSK1mwWjxYa8jizijh9deew2AoozX2bb9vqZzshf/h/zeLzAhLpKqqir2+hWR11hIvPFp/DQLt9m9iViVpxGH2wWAPuwKqqo3UF+fRXT0lU3XuvfjDXyzuYDBKaHolGJFVhlT+3U4KsbbhiYC4HfX3QDsD4rlAV0GtrlzMSUlNR0X8/dn6bhgPsaICGome4sSHrz7HiqmTSNgyhRM8fFYunufTgdMmULN25+RPWIkUX/+E+Z9OsLss5jv90dculisqwKILhyMLjCQ2rHPYMxVmM1ROJ3VR8X2Y2LcsHkzymRiVP10hqx+ku1LDlJRWHdmH44QQog2xWAwkNixMz1vfpyEZ+bh8+RcDnS5naol35K49X5CDZ9RFulga2gvDuyzUfLvVyn5xwvU/PADyumk14RxXPvHSyndX4591gquDa9ibKcwPl5zgOfm7sYdl86k++8hY/IAAqod5Hy2ijlzd7AofAjOvrfB3h/g+0fR7/mO1N4hDLs2jbA4f9bOymHtrBxqyhuOilen19Np0DDG3fkbuo+ZSGN9PSs+/YCF096kOGtvy/zSdDrofRMMewjWvQ1r/guH/zYQQoiz4YLquVRKdQWeBS4BbtE07f2TnNKiXHYX1n6puJy7GbZ7H3UOf/rHDiDQVQlAdLSeIUNWsDJzKG63g5zcV8g3vQlhoPMtJPOHcpxOFzrNg6VnGteuG4y1SxiTo8YxJ3M+cXVxaBFuqssXouFNzEymI1Xs5mwrxt9s5NKeMTw6fRthfiYCf7bOV5+EEACGFycTM/ZRtj89gVe+2wwLaLZ6H0Bhh85EzF2K4Xd3E3bXnZhTUgBI+vKLpmNqZs/Gd8RwzJ064Zo2nM6Jo1lvH47yu4ysQS9jeOBBIh7/Pw49+3eid/YnYMr1VFWtIzzcO5fzwOpXqQ08SJf058m9bioBU6bgqa3FARRtyWNnrB9Dr0ptas/pcLN7VRHdR8YhhBCi/fP396fHRZfARZfgrq2l/LPPCM9bT3Tcx9S5HGTrIzhg7EF8ViFJm1/FqIGla1fGTh1BVQ2smr4V/aYZDIi2kjx4BHP3V/DxmgOM7hzBiF/fRvWhInYuWIh9aRGLMkupTfZj8NAHiS7PgQVPgSWQ8IzrCL+iI/ZaJ7tWFVFX6SCxRyixnYKbhswqpejQrQcduvWg9EAuO5YtYvXXn2G0WOkybBSJPfuc+1oB1iAY/SQUbYXvH4FuV0LikHPbphDignDB9FwqpXoCGwBna8dyPM7qWsoaZgMwy7oDW4yLJwc+Sc6eaXTqVMXIUW4slmgCA3phs20jL+9NAMILA/F3dEd5bABkqJ0w5EECDR/gqSin9+gBADxYeCPPZPwFh7OmqU2dzvt8wWkrJddyPbs3LObafh1Y9vAo1j0xlubkPjeFpAh/nvnNZPzMBgLDgojdvPW47+vJGdsx+PqQPONrAiZObPaY+LffJvTmmzElJPBhwe34BU7g8shgqj0eckZdDEDglCkkL5mPqdyC2RzF1m13oWkazpJD1N3yOvYde5p6Lw2RkdQu9RZDGrzhGfauLTmqvS//vo5lnx15UlxT1oDb7TnuexBCCNF+6P38iPj1r4n54ytYQqfgW9mV3j0Gcm23Q6RZ1nJQX8wSv1A2HCwm5+WXcX7wH4ZEFRId3Qu3pxvZK5YRv3c+Nyc6cbpc/G3OLj7dXU/yxVcx/K7riE2PIjTLybb/LWD6yr2s6jQZT99bYed38P1jWAoW0GtMLIOv6kij3c2KL/exdXE+dVWOo+IM75DIyBtvY/L9DxHXpTtbFszly78+wdYFc3G7WqBHMboHTH4Rqg7AvCfAVnzu2xRCnNcupJ7LPUAPwAFceZJjW4WruhqjO56Oix7lUOpD/LHfkwBoKJRuKyUlNjqlPUV8h9vZsPFaQkNHEp97OaFZN5DXqyNpxn106LKe/qOXQ3AC5otupuYb79AhgDWGLB4zXUS1UcPfrysmczgORylmczgrV61kiEHxb78ZwIN0CPWB5zrAr76DmJ7HxLroDyObvo8MsHCoxkGAxXjMcQB6vSKnrJbk8OOXQfcb5l2v0uX28MWGUsZ3TWBAmj+3zd3PJIsPnXdsR+n1GABrt24EWLsTc6+Jg3M/onbiswCoT3dRuOZhAIKvvx5n/gFCb7+dqhnfkN4rGo9HQ6fzPg2uLK4HYO2sHPpMSOCrf2xg4h1diU7xVqJVOqkwK4QQ7Z3OZCLoqqvQ3G5sCxdSszILnwGXMWBKPH22zaRyfx4Ffv5s9UknwFZHYtn3BNe7KKkyk3z5BJzOOnSbZjE5LJzwtCHM3lpESY2dIJ9Ehl3WlyhPNdkLV9IwPYvZ/vto7BHG+NE34V+wCX74IzrfUJIzppLcM42asgb2riuhrtqBf7CFlN7h+AVbADBZfcgYO5GMsRMpO5DL+tnfsHXhPKJSUhl01VR8g4JP8k7P5Jekg55TvetirnrNu5RJ/zvB1PzyZEIIcSIXTHKpaVoDsFcpldDasRyPZqtBr8LRu7z/ofsmhaBpHqIiryY373v69Z3uPU7zPs2sy8tF7T0EQMKmeeQOCsFmNGIz2vEHDN0HEjp7CqVfadw9fCBf7cxnb+FTAPTt9w25ua+xYuVARgzfzMjMm1k4PIwxyzZBzjKI7Qv2atg3v9nk8qdKauxc8p8V7PyLt1dy8N8Xcm2/Djw41jsM1d7o5vb3N7D2iTFE+FtOeK3l+8oA2FFYw9gukWSFGPhqeQHjukTRN8F7c9WcTnKvvgaA2onPYu/mIfSmW7AtfpeKVbOI+eRFTHGxxL36qje+F14kwLCA2mG/IiDUCkDnQVE46l2sm5XDulk53mtVOpj39nayN5Uy5uZ0KovrGXR5yil8ckIIIc6GqsYGPti3DJ1mR6/ZUZoD0KEpI05dICZzOKkB0fQIDCfc3PwDzeYovZ6A8ePxHzeO+jVrKXlnBpbOnQi75bdEVOfSef3XVOXmU2z2JTckndBuAVQuXIinsJjO6ZHoYxPJXvEDqY0OJvUbhDU2nsz95cwpaMAT2YuENCNRJXsIzCxn5dpvqOmoMWz4/URrOtjyKdQeIqDjaHqNGQ06HTXlDWRvLKW20o5vkJnkXuFN96ewDolMvOe3uJxOti/+gW9f+hsGg4n+l11FYkbvc/Sb5/BQ2SegYj8segYiu3gry8rSJUKIX+CCSS7PhFJqx3F2ndXMQ9XbcPuZmBNs4NZut6L0Op566ilCQ42MGPEKZrO3Qmx40AQSMv9KZcIPBPTVQdkVsONrXEbvKGebbTs6pcfXtyPWa+5ka84fqGU/6V3gkB0qVDiLcxdx3zvRvDYG9m64j6Lhh0uiX/4WvH8xjHrSux7W4mdgxMMnjPv/2Xvv8Diqe///NTvbu3a16r0X2yq23Bu2scHYgdBCuQk3lIQESLshl5BCCSEQUgiBG0oCIfRebJp7b7ItV1lWs3pbSdv77szvj3VM+N7k3twfJgnJvp5nHs1qZs45OnO0Z95zPmVKroVgNMGwJ8SxQS9DnjC/3NDO5U15eENxih0Gup0BvvHiIZ6/YfafLWPQHcIbivHF3zfz+Oen86VnDvDlRSUI/hiuYJTLH9vN766Zwe1vHGXLyhW4X38d8+rVeNesQXtMgXZOA/b1R4mOt3DEeysNnmyslukAGObNJfTQg0wumI9xQTWJuIxKo2TJlWUcnLmUPbPvIj3fyPonW8+0p23PMFJC/ri3NEWKFClS/B8wKuDKDBWi0owo6lEoNCBLSFKUWMyFJ9zJwMR2Ng+4CUkSApDQlJJjb6LUUkyhTovqf7A8EQQBw+xZGGbPItzaivOXD6LMzMB66c1kn28ka7yTsj2v4+7Zx4Q5ijOrmr5ILaXHxykOD4JCwL11C+3iFvLyCjh30WLUOj3d4wG2IzKkDROacFLe2k/L8ffYlSVRs+xcqjOroGsTrPs+mDIx111J3dLknO6bDNN9yIl/MozeoqG0wYE5XYdSpaJ++QXUL7+AycF+drz0LNuef4ri+hnMvewqROVfL67/T9hK4Lx7T6cuuRUqV0LZ0mQS6RQpUqT4X0iJy38ghKCbuElDWBOnb7yPu+66C4CJiRjFxcXMvHcj+7+/DPnEVnR+B9rj16HsWgWzb6Knuhjwka27kmjEyZ69K1i6pItIxQL8zo/e5nAkwOPvP0xa4mIUCZnhwE4AdLpC5LRiTlQYqdl8Dyy+/a9q96IKBwDuYIzJQNKfpD7fymNbu/n9rp4z5+3qmviz1yckmXn3bTrzuTjdwDmVDqp+8D7zVxRDURrNPS5+vamTUW+EvqxSJK8Xy4UXMiC+wdqu5dztWMHEhm+S9vnPMyT9jgMHLmfa1EdxOM7Ffv31jD/0awZ++iDHW29BVCooqEmjbVodesDsOUX6nDksvKKS1x84wE2PLuGRGzcx9ZxUsJ8UKVKk+Fvi90R55IkR5IR0xofepkhQrIxSrQxhVcFUu4OGjBpUmZmIGelMqibocu+l1fkye2MJ3JppuHRzUCpE8rVqSvUaKg1a0lQfnQu1NTVoa2qI9vUx8fgTKHRarJddhmnVdzABeUEXk7vfx33sFQJ+L13xfOSCpZQ51NjaDxPq3cvh3XsIF+VTMmsu18ypQVAoiMYraelzsf3EIN6TXfie3Mdh4w7yz6lkzop7UHiH4OAfIDgJxQsxlS2jbklSaAbcEbpanHgnQujNakrqHVgz9Nhy8/nMt76LJCXYv+YNnrv9W6QXFDP/is9jTnd8MjcjvwnyZkDb2qTIbLgacho+mbpSpEjxT0NKXP4VyLJc++d+f3pFs+Zs1SMEhkhkZ7IwW83kbiv1DfX4/bvo6NCh1RsY90f4/ptH+WHLV7Ff+BTqxjnwE4g2XELX8ZcAiLdAV+gBAMbG3md45I0z5SslA6FEnEPHr6JKGOWXX6wmsjNId5GByFgF5jI9mzqvgiwtRX1B9AtvhaEWaHsXXrwSVj8E6eVQOJcOVwflaeV/7CB6tFexz9fKD986zpZvLybPoqXxxxsA0KtFfriqhrcODSHL8pkoeEcHPFh0Km55sQWLToVSIRCOJci36fnh6lo2n9xCOJ7gmysq2b3mCIf63QAMuILM/v1TaMrKGDNt5Z23j/PvshN2GQAAIABJREFU4wEc3/g66TfeCCNTGB1dw5GjN7J0SRcKtZqyI0dh2lTUG5QcsF9EfXgrrtP9MqPlZ1Q+exyFqOCmR5OpWz77Hw2sffgICz/3YY7PFClSpEjxyaLViCzNDyX9ABUKZBm8cQVDESP7InZiWjM6SUNtWEXTwBiWY8cQJyYoj8Upx4yMRNTcRsC6CVPNQsIZF9IdjvHs0ASeeAIZyNWoaLIYqDboUCoE1AUFZHzrm8THx3G9/DJyOIL1sktR5+djX3ol9qVXIiUkhpr3M77rOUZ7R5DVGcTLz8eu1aHtPojv8SfYYzaSqCinqGEGTVXVzCqxwwXTmPCFef39ZlrWdNHxzkl8ZXD5+deQqbdDzzbYeBcolFB+Lob82Uw7/WIz4Ilw6pCTY9sG0RlVlDZkYM3UM/PCS5l54aW07dzG2l/dj9ZoIr9mKhWz5mLJyDq7N0QQoHo1VJwHR16CQy9A0XyouiBlLpsiRYo/S0pc/oMgyzLG3gGcBWXEzMnVv5aWFhYsfBVL1kNnVvae3dPHtzQR0tJDCBoR5txMWJc0jUnLfQDpyMkzZf4xH+ae4enMzj5AXBFguKeRbzrn82jmy2RL4/xidDnf6H+L9inXorWb8XoPYbU2sXtmM/Nj42imXpoUlgBrvgYaM94bt3Px2xdzk2zhRvt0mP1VAKY+V88l0zdR5D+E/PBqvOFnuGF+Mc/u7eOKmQW8cmCAD46Pct6U5OR377sn2N2dXM1cNS2bH66qIcOc9MksTjdw6icredfp4YUxN/GpaYhDQV7+0mx6J4IYZifNa2/52Ts8clUjS3++lXe/dhXpQFbWZ8jIOJ/NW6oIBLoZHHyO8YnN2AwGTK1bWMwWXNsh79HfYJw7l6Hv3o4cCoHRcKbvcsrTUiuXKVKkSPE3Rq3XM/2SK8+sWv4RURQRZAnX4AAjp7o42jfO4z4VXkmLyVrDzKo8Fk0rxqZXER8dJdLVjXvbBqIDV1GpL6dOm4UyKwt9UxNOWwH7fSHWjLlJAHqFgkaznunWNBxf/SoJvx/3K68SHxvDeuklaEpLUYgK8mbPJG/2TKLhOMc27SVy/CXC8VEwZBOevhzlcBhr8xE8B1rpzbWRyM4ir7qWgto6brhsAbAA54iTTS9tZd2DazhpGqGwaSrXLrsTMRGDzvWw/geg0kHVBRiy65myKDkPBb1Rug85ObZ1EGumjvKmTKrmLaRq3kL6jh3h2Jb1eEaHEVVq9GYLpTNmYc8rOHspTURV0lWmXoaeHbDuB2DKhKmXgzn77NSRIkWKfwpS4vIfBUlGIkDYZkNRpoTNHx7S585gzLefuaV2ruy7A5vgAVcPNP8Wdj9Ms+pFGhtfpOmnTsrVuXwbsHd9honStwFY272C9S4FDu80piX8xEnQoW8j9sJOwoHPs0vfRa11iIAynwXz9zE4+BJudzPj45vIzU/mvZKVaoR4FCJe5r2dTA3yRnyCGw/8Hg78Hnnlz5h45z42t40hex9CIIEaiSm5ljNuGj9cVcOFj+zk2F0r+Ol7J8gzq4DkA8SF9blnhOUfEQSBEr2GNc7kimVkRS5OfwSnPym+w7EEABdMy+am52HlQ9vpue8CABQKFY2NL+LzHycU7sduW0jlgTs5NG8Fmok+RJsN0+LFACTcbnqvvprC555D/BOBKYoCiZiEqPqXydiTIkWKFH9XYrEYhw4dOvP5j+IokUgQjUaRJAkEFdmF2WQDkiThd09y6vAQG7c3E0GJSqmkMt/BgnO/xNQiBxPOt3H5jpGtKCN8rBXN228zV5JZnJ+HftZsYnn5tPhCPDngxJeQUAoCsz5zMbO1SgJvvIH7lVeTIrOsDAC1Vknjynmwch4Twx72vL8F0/D7FOg9pC2uYEhaiOZgJ4rjJ5jY20dPyUGENCVZJaWUNM7kc1+/FFmWGdhxnENbj/HjHQ9wMt3NLYuuYfaK1RANwIm1cORlMOfA1MvQm7OYsjAXANdIgMObBoiF4+TX2MirmUp+7VQ69++h98ghMkrKGOls59iWDag0Worrp5NdVoGgOAtzmSBA8YLk5h1Krmb6R6FoAZQvBzH1WJkixb86qW+BfxDkmERI3Mf7pcs4J5I02LzooulkZTXQmtRWFNr1rB7ck/zw7rehZDE0XQ+8iVplQ1SMcyJsJ+pLpytnC08duJGKtC4iKhXnNzTw5Jop1DleJRiMUKsbpS/2SxzBADur/4Oh+K24j67jPClM96mfk5/3RdpOfo/cJV2cuORrKN7P4SnDMe6ePYcZXc9yb3s6y0sP45l2OZYjLyPMvIHMTffx3pdmIDy0hYRs4wLFTkYP5fKHa2cCUJdvJdeqo+6O9/iM+jgqIcG904rx+/2cW5OZTOYc8SZNbk5TbdTxQGUe7zk9bBp0cfPzLQDEEhKhaIJ7LpoCwDmVDjafdNI/GSTfloy2q9cVcfDgFcm+K/wKsiwzddta2munUb5925k6sn90N51LltI+YwaFzz+PvjHpU6InQPdFF1L05O9QZWacOT94sIX42Bjm81ac1TGQIkWKFP/qiJJAWSANKRRHlmREoxp9Vhr6UjsK3Z9/ZJEkiUAggM/nw+fzMe500to1wItvdPOriIhapSY9YzZFWa1UF4SYs/JLqNVmov39BPbsIfrqq1QIMLWsHMPsWciZmexxB3ho1EN49mLKlQLztm1E98ormFasQN/4YcRWe7aFC754IbL0GY7sbWfvge0UhV+jtAzSzq/BrZzB2NpdhI+M4Wrx8N7mYUSzROGUPKrnzWL1giksH/DRve4wG1/fwD26Bym1VvHd879AVt3nwDMAh19MCriC2VBxPmlZBmauKkZKSPSfcLH79U7UOiXlM+oobZzJ8a0bGe/roW75SoxpNk4dOkD73p2ISiWl02eSXV51dlY0zTkw/xsgSdC7AzbcARoTTL0M7KlI6ylS/Ksi/L+mJ//snE5F0gP8uyzLT3/Mso7X1NTUHD/+l4LJ/vXEJ8N0zG3guqde42bLIYx9Rgzqb9LY+CJbT+XwjZcOsfO2JTgev5ibTdU8Pvo7ADaejvJa07CbOfc3c8G0bGq2uXktbYJKrYmd+k2UKIY5t+OLPJG7h2uyWhEGc+jKfI0lY7dSGSrnzfA4LzTcQ7UOvpweJP/Af5L15dk07/8sCoWO8vd/85G2Pp3xLNeM/RtvXryHzsAgD869BzRGeGol9CaDA8WnfIGBQSfPDl/PN26fj/H0quQzu3t4ce1GmlT9hNUWtFEPhYWF/NvKy1ENvAJrvg53uP9bVLqELNO08zjO3SOIEx8mod57+1IyT5dddNs7AGdWL2VZZtPmMszmOmxpc9m48Rg1tRINwo0Y5s49U4Ysy3jeegvnQw8RHxoGoPLwIU7WJVOw5D38a0zLlp053/3mmwzf9l3Kd2xHmZ7+Me56ihQp/lGora2ltbW19S/52Kf43zkbc2I0EKJz607QiCgUChKBKFGnD9EjokgIIEDUHMNQmYGjtBhrVjaK/8H3LxKJ0NXZwdFDhxmcCOBFZFx0odFnkJMznWn56TQUWLEb1EQ6Ogju2UtsZARBVKCtrUXX1ESfzsDGCS8jwTCFO7dR2H4C4+zZlJy3HJtW89/qDAZCbNuwF29PK+WJY+SnKbBU1pMw1uPZshff4DgTgoUBbTYxUYXZbienohCTVoU46KXb282T0XVMEueCguVcf95KNEol9O2B9vdAoYLaiyBzypm5MhyI0dE8iscZwpZjoGiqhbYdG/COO6ldtBRHYTGxSJiuA/sY6TyJxmCkYtY87HkF/7/v1Z8lOAnHXkumM7GXJf01jRn/+3UpUqT4h+LjzImf2MqlIAhKYAaQD2QCemDs9HZYluXBT6ru/wlZlnuBf7h42lI0TmB+CdfmO5jonGD0xChz51VjNtXiCY3xWwxo3juFy5HB5wrf4snyu1klHQOSvphz7m8GYF+bkxpUXOKy82z9r5F1nZy7+1cA3DA4m9KZz7BnsIy5riyeTH+X/+r7Ni803APAoMsOWgP6iWp2jgygkEEphXCWvYrSM5U0ZyUAsqzGuCCXa+JX8eDBXxBvUKLUgGQqAvkwQ5Fn+Z7+KZ4utBFziyR2j8CKIgAuq8+i64N+ALRRDytWrKDzg8f48W96+UKlSAnAXVa405PsmGgQ1HpEQcCiVjJmUFKpUlOQa+aC2swzwhJgx3+ewy0vtBCJJ/CGYrzU3M+1szeiVjs4ePgWhoaKyMjsxHDhh8ISkmZX1osuIrh4OZ6FcyAaPSMsAQZuvoWqo0cQVEnfVkFMPsh0zF9A8dtvoa1IBf1JkSJFirOB2qCjZuWyv3hcjksEO8bwHu7Ec3QvzvAEEZ2XhNqPwaDBkmbGZDGjS8tA0JrQqPTU5KRRU3U5bl+A5uZmtOoyLMo+hsbvpXtfKVu31iGbszGlWamtW8qsz9pw6JSEW1vxvP46Rpebi9QqdPX1aC+/iEHFpfRu38n+u+7BmZtP35JzUeq0NJgNNJn1WAw6zrtwMbAY55iTfbtaiB08QVH4v7DrRDJXLiA3bQol23eT8HoJChZ6u7oYimvQGLLQGgu5wflFoqEw7Qf6ua35NyjURlY2zWTOnO+jU0cQ2tYkVzS1Fqg4D23mFKYuTvpnTgz6Obp1lHikhrxaAwMnDnF08zoq5yykam5yC/m8dOzbxdHN69EajJTNmIU9v/Djr2jqbTDzhuT+RBcceh4CTrAWJoVmyj8zRYp/es66uBQEYRlwM7AEMPDnhZwsCEIr8DLwiCzLk2e7HZ824oEIcbWSfK2aI4EwyxYvw2ROsLHNy9uHh/gpCpTHniRck+yqQsVDvKxfSXUYGhteQLHeyY7/XMJz6zphkxOAK45/EVNOGyHg2vvn8+R/7kCU1BjxczJ6Lj3G1+iMSNy4+1dsmvsES1puoPJUUkD9bNv9fC/na8jah5gsWQtdUdqLO/iZawurXYtQ2rW43+xCcAhMHG1m3PYmRQU/wLU/Gfynd6gbuXAZmvI0fJv7MZ2Tj6BScN/99wHwgx/8gB/96EfE43G6KALgDycT3PnDSfjge8lOkSS4N/uM0HyzoYzKQJjDwGFgzegoF9V8OFHlpemZW2qn/CcbiM7PRHVwnBsXLUEpKrjl3Qu4xLCNQy1lrF4VJRodRafL/8g9+MpzLRxeeS8t9X5G7roL7byFDCz5Gul3X0Lb1GlUt50AwPnrh8l54AGGbr2V/htvpHzTJlKkSJEixcfH75/k5Lr7iEoyMn/0yofko4SMViFi1ahJyzSRWWQCWUNs0k7MbSMeURCeFBhwuwm3dqKQwohSBLUcwayT0Bn0LDGaiHijDI2MUpFew9y51QxGDuFzbScwYqd3XwGP7ElDsmRgtFioalrJ7BI76VoFoZZDuJ9+Gl0wSI1ej/7CVQgGPb61ryKZzfScdwG/94XwxBNoFAJzrUZmpdtZedFyYDl+v5/jh0/Qemwbme4H0IgCioqlZBY2YNq9i0RgjLgxxrA4StwWxqTTs9pRid7fQGvfKQ407+KDHbvJUOVSX1aHQT8LMRjBvL0dq7QOqyGANisXe9FC7KvKkWUY6nTj7KtEYyql50gXbTu3kltZTfmseUxbeh4AIb+Prv17ObZ1IxqdntIZs3AUFn98oWkvTZrNQjJOxLFXwTcC5tyk0LTm/4+Xp0iR4tPJWROXgiDUAL8FZgN7gV8AW4FeYBwIAXYgA2gEzgG+CXxHEIR7gAdkWZbOVns+bcTcQeIaEYdKSUtvCxeWZwAyX3rmAABp9aVY257glOZPTFgSIl1UoBsS+fzcLHKsOiwk2GL0Mj2kQhszEuqdAcDAIy+gVeTS/tYv0RInmtZKccTBqLEXwvmsPPJVwsTwJWTaTW083XkPdMLJ5afrKl2HTWllibWe/uAIckJGW2NHhZ6nNmxjackkro7uM01b7p6LMPBLrjLvwCPcSuyxZszpVgDObViEKIpcd911SKeSZrQXx8O8rtTywfoNrFDpkoW0nk6j4h2Gvt2Yaz/7kT5bkW4GkmatQUnCIIoEIgmi8zNReKLEpqfjj8R5+/AQowEtTtMMjEIH77w7G4PBw9IlXR8pT5KSjzHWz12OacVyYqh597t7mfvE82hvuIq2unrKtmxGU1KCecVylBkZuF999WPd9xQpUqRI8SGhaAz/5AQKtQaFVkdCqSWsNqIVBBxKMAoJiEcY8kzQNjGGJChwGfPxl5WQV1BHXcyEvtONZEogiALqPCOKHC1er5PBoUFcw4PEImHQl8NwL4Otr5FjkZial4Wk6WBK1iECeguTkgG3y0L/UB6PHywgYcpAazRRNfciZpXYSBclQgf2E9ibjIOg8Psp+M3DlNjtpF11JYnsHHa7/fy8Z5SoJFGi17DEZmbWvCaY1wTA5LiT/k0v0b/5fhKSgknLLLIM2RQMnoRwGLG4CGdomB7XIWSjzLKCQhRRHZ1DvfT19uOWTKQX5bJo1gKC/nkMjQWJdE7AgRMQ2olaGceaZaZiSgPGwhKGO+0MtJfTf6KXU4cfx5GfRc2ipejNFqYsTq4WhwN+ug/so3XbJtQ6HSWNM8ksKfv4QjOtCObektz3DCQDFnn6kyazpUshs/a/ucOkSJHi08nZXLk8CKwFZsiyfPAvnDNyejsC/F4QBD1wLXB6qYr7z2J7PlXEPH5iapEcrZoKdwV9/Xdzd/PPAVhQokfQKjkUPJ9JWzMRx3VonL+jOraGh/vtHNz9FptUAe5c1Uhs0ySK/Da0gelnyq4891760k7Rtf5ucl3ZhExDRNVu7MoEfsMwLtzElS4msmTKhuZyyp/F9NNB5Z5vbaIsnMecNC95iyt4e8fTXJ61iq9OOnl4WibR8VES3dm8c6qQLEUzK6jnEcMubii+mAWTG1gz2MY6w/tYRms4MZG0hC7crSRY4iR/aj48fxtXZ9xAaX4MTX8WR5xuyFFCIga9u+Cc7yXDng8fQphyMY/WFPK1x/ex9SvzuW1ghHA8zPTd7cSAo/OmsKQmg0f7B3lyXiXfPd5H3d3rEYB/m5VPe8sgp2K1hHtdLKt5l1jMg0KhRRQ1TPgjLK3OoKnIxk/ea+P2ldUogfd1UdZtc/PGaR/MjjlzMZ57LoJajWHWTPquuQbrpZdimDXzI/czHk2gVIsc2TxAQa0Na4b+bzCKUqRIkeLTjSEqozhmwKNR41cpEfQqLOk60mqnECwspVVS0h2ViSKCICBKMXJDw2T7e1Dse5T9IR8+rZ2+4hVMy6lguh9ih12ogpAl5JJfWoGm2IJoTvpKhv1+2lr283rzPjRCFjk2HaaRITLFcQpVThpMR4lJQVwJFRNeDR0TpTzWUkFUU4DRkk31wkuYXWIngyihw4cJNO9n+HvfRwoFmbbsXBZeeQVKk4nuYIT3xj0MhWNoRYH5VhNNtnTqLr8ZuBk5GsS99xXcR55jKCLRq25APxyitLufSkUC0WwhmqVgMDaG1RzDZFUyIo8QnBxlx4uDqBJpSBY1pbOKmDajDo1KJBKM4e7oYPzQAbrWbSMhqRBN2ehMubidDk4dHafjwLOY0iCzpIiahfMxWCzULFxCzcIlRIJBuluaadu1DZVGQ0lDE1llFR9faFryYPaNyX2/E7o2JqPOCgLkNCaDFeqsH6+OFClS/N04m+LyElmW3/njB0EQvivL8k/+pwtkWQ4CDwuC8CxQdRbb8qkj0tmBf8LL2KkuiEJMUtHnVnHn+VXkJ5bTu+4hYkoR0f9lVCWN+F2nMMY3IcW1KMJ6vt6/mK898X2qWEracCPIIqa8/TimvIVgHgGgKn8HA/7z8Zt91LvrYWKcR7Jf46t9VzIowTUTMxhTxBG9etbObmZVWxM50Uyed3zAFG0OdtN9zBFf5oOwlc50uP3kK+z1H2AVqwAYUbh5MTvKhtxz+YHBgRioZUsikyEsDCk/6mI7+Vwbup+kE7XXs+1ADWXOaym+cgsvPP8GIbeWf6sfQGj+LfEvb0C17m7csT4s8o+Y4pvgp+dWcnLEB8A1625BVszBq2nk6sPdfL80h0dNhaxIN9OV7+Ce2SHmDcepYAi9JcxRpwPNuB2AUKiP5v0X0TRjDTPu7eKehU/hku7mg+NjHOiZZH55OoNKiezxCLE/Ca/uX7+e/tZJ8mtslG7YQNeyZVQe2I/CYCDhD6Aw6PndrTu45qZstr/Yz6KrKj/V4rI3FKFQ99+DVqRIkSLF2Ual15FXXELu5CRyKExiYoTQsTbGNu1iXKMiotdTptVgNBgwOzKx5eejK68kUr0SV+1qfNE4gneI+va1RI8/w3MqB9uylxHPyaBUo6bAGyBz8wTaQBy9qECfpsWSVcXqLzThDUxytPUYkqkRk8NOyOthvL+XeNCLITpCRnyEctUYCtUA0bCLyUiCzvFsfnOgCr8iHZVWS2VDPnMumU6+KYPgC+sZuOEGFGYzxilTuGrOHHR1dQRFkZ0uPz89NUxChtlWA4tsJtIWXEPagmsg7KGudQ3ek80Mjsc4kqgk4FOTt7WF3Lifwiw7unnzcGlVDLafoEfVSW9oCL0hE+VuN33r2kEQCKQbsDbkUb74AuocBjQkYKAZetaQsAQIYWdMmkJHv51TR0c5uecPiMoYSpUOk6MYo70Qja6AnKpKjFaRyaHjnNyzA6VKTXH9dHIqqj5+ehOjA+qSUd2REjDUAvuegIgnaT5bdQFYz3LQoRQpUnyifGLRYgVBkICvyrL86F84LgBXy7L87CfSgL8BZzNabM9v1jIQ/wb7Yl/F6/VSOeM9vrvjh/xcAut5XyOxexma6Rvoa/ki7bNjLM2/gkTfKgZHHuDwQT8l/jxkYNQqsr5Rybd6lQydmmTO7BfxOFqQ4loQEtzWUUdTaDU/P2cmP1/3BLsdu1g0uoCYkMwZudg7n1vqvolCUiALMuePnUufFOb6me8DsGP71QSUOrZV1FHdY8ESeofJjH5KRpJhx2VgqPGzfG9CZPHJXqZq+5lOUtwqSPDDz59DRDkD528OY7/MgW7NLF5WfZ/LY/fQccWt7Ny7l55T07lQ28xWGpm/rI2pazfjzBaxzHuCn796EL3RSM6Ci5nMMvDElmX4rVdidL+AM/9pZltN/KKqgExVHL1ST9k7u5iRbad6zYukpWcgVS7Fs/MFokU9FOfMp0SZfP8RiOkxqIJ8Z+fDTAQ+tM6+pCGH0V1jfOObTVQPn8QVM/LuSyPMu6KG2gXJnGMnqqrJe+RhtLW1dC4+B4BNix5mydabkUUl3h+/weyLyrj9jaPc+9mpH3us/K3J2nyI7xZn8/WizL93U1Kk+MRIRYv9+JyNOTEhJZgIT6ARNahFNRpRgxBPEO3rI9LZReDkScb7+/C5PSgTcfQChOQEASlBTKshodEgKATMVhu2snLSSzNJi7Xi941xUtJy3FJLNLuB5Tm56EUFg84AE8N+gqMBxGAcQZIhFkPj96FJxNApFKh1KrQ2A7o0PSiiePxjuCYH0EWGMYb70MfHQUoQSUCPpoDdQilunRWlRqYsPURduB/z9laEQByl1YZKZ0OXXYFp3iKUFRXs9QbZOukjLsO56WZmWwwfrg76ndD+PrKzDZc7ygl/Ht1eK9bebjK8HtILcsi+bDWq0mJaDm5hZ/O7EJeoza/HThaBngThqBKXSs1YjpVguhGNSqQ8w0SVNUFB4Aiq4RakWBiPR8FgqAKvpgKtJUjI108sHCUakVDrslDr8hEURhLxKO6REwTdvWiNWorrGiltqkNn1JydFCd/xN0Pbe8kzWdNWVC1CmzFZ6/8FClS/EU+zpz4SYrLJ4EvAJ+XZfmF/+fY54A7gEpZlv9yDPF/cM6muDxRVc3R80totSR9MWJFIxR1riQ6biB33iPYEk5iBUOMH1/F+PELabi+iD29X0Kz/nZGVUEyY3r8GoFfXpQGQFNbgB79jTwdX0RnGCSzE0fufm5r+wzDXMjRG+bzqx/fc6b+D/LfZXn/+dSFq3ktYw1d5i4CqgAA9b31XJg3QlpRN3t2X0oslvSJfGrO+Vy7cz0qdYxnygZpGriGEv9G+huXc9euBEvw8viqNLZsWEclXVym2oJy2iWEq+/AtaabqPgfeDM7GXNoWLptnI0L0+ntnUZfbx2NmoMcjDSwaPHbbN1yIfNtmzBJFjb564jElbxW9BpXVl/JC20fGVo4C57hwIwMznt9Bb8u/DVbtmw5c+zOO+8E4IUXXuCt/kFumPEbNvQuZFnhto+Ucd26X/GncahudSf/3pseXcKB93vIrUzjtfsPcNOjS5L3amyMzoWLPlLGwOr/JGvbk7iVmaRPHMM551JG2g9y+c53+DRxR8cgjw0kA0SNnFP/v5ydIsWnl5S4/PicjTlx0unilSfXE5cTSCRIKBLImgQYY8imOMo0sGSYsBjMRANR+jpOkac1kqvWoRibRDPhJz2mBbef0NgoIdck0UAAZBlZqUA0qVFbFYTTtCTS9ajSbRRVzyKjbFbSXFMQkGWZwUiMtkCYE/4QPrcf3YQXq9tPdjBKWlRAExUQAFFUolKJJFRRQtIQysBhTKFuEiEPsViCPlUJ+5T1TBqLcGhF5oy0UBwdIjFNhzThRu5xoVJaMZTVY1xwAZv0VvZ6/JToNFyaZcOs/JNHpFgIurdC324kKcFgIpuDgybEwydIc3vQZJViXrkaY1Ua63peZ6y1jYJ4OjmmHEwWB8pREFwScVnGnW5kOD+LYVlFLJF8oaqKB6iMnaAs3IraH0AOK4mnN2Kfcw5xKUj/8SMEPG60BiMljU0Y7bl4Rn107j/AcMcJ4rEEBmsu1qwq1DojJruWtCw9tmwjWqPq4w0u7zC0rU0GBjI4kgGBUrk0U6T4xPiHTEUCXAeIJH0rvbIsvyMIwsXAnUAt4AN+/AnW/6kjOJkOluS+3L6aakmmx9aHKesIMTH5EqBlopBcAa4c3Uck7QHFobPsAAAgAElEQVR+gAu9LJBTbuag03+mrEPlOqyD4J1SguLIUUZ2f4nwlTIl7gz651ip3nGMG/+kbrfGzEnLSQQEyr3l5PsL2G/azIQ1QkAToG1/PnOKuqms3s6+wQvQT8Q47/heQqID01A+FP+KnaXvkdGmYL/sQ5J1bBLM7Nx1inTjqyx26fB88UF0G17n2L7N5MQcpCkr6DBlIdBMy5RkcJ78/GNYzGNoTBOo91cRDkcBGI1ms8NfjTrrA4a8U7mk5xLeib3DbfNv475993HjtOt59MhvcfR9nvP6IM+Q9xFh+cSC1dwQjpKrVdPd3c0FJcm3n365DkiKS2/UiFntx6AKEogZzly7ThdleUiN3xVm35pTfPncpIlOJBwniowpI4NxWy3pk8dxPP407zx2gplr7mP3zDsoOPl7ABy7X8VBMmiQQvG/v9n9yoavUGuv5eaGm//a4fOJ8NiAkwy1EotSxBOLY1F9kl8ZKVKk+FfHYNZTv7gQo9GIwWDAojOjDIv4xkL4x0J4hgK4jvkIJ6KoSFAop+GT3OwVR8jMtqEqTGO3MElIoUVQFiOIpRi1RgrNheSrHNj7XATbTiB1dxHsGiMQdXLg1aMoE4+gF+NYNSJpNgOmKVOY37SIpdMWIRQmrTZcsTgHvEG2eQOEJRkRKFcpKImGMTh9aEZ1yNF8fCRAB1I0SG7kBJ+L7IXRNYSkON2SlaelYsZ2pjMlIFGemYG2IQ+tNIz61R9SNhmiQlAQraji2ar5TNorWOlIp8GsR1DpoPI8qDwPhSSRP9RCvn4DcoECt1BE27Cekdf+CzEQoby0ifKqLzMQG2Kf4iTpkV6KjUbQJFDpDJgENdrWdrJDIaJiDDFbj72iEHTT6fVPZdQbYdLjw+DpxP7yT9HEAyhVWrSVc9GVNzDY1Yln+2YUCgW51bXM+uyNKJUqnH099Bw+SNDrIexVEwlUMNyVQTSUtI7S6FVkFJpwFJrR6P4P84k5+8MUJ/4xOLEG9j+ZTH1SeQFk/Et7VqVI8Q/F2YwWq5Fl+Ux2e1mWZUEQ/p3kEtArgiB0AFMBN3A38KAsy56zVf+nnciC6TjnzIW+YQCel0Ct3c/8uvVUdXlpqzBxJ/fQsbDqdEQ125lrdQk1gcSbTOqWIw4E0OleJKF0AOCWjBy0mnjyMjvEb4c5H9a5sWo6mc53Ucc8xLXl5AWTyrbbMIA+oWb+YQsUJS84UHWYJgnSrKNUHbQzmbuPUp+LoGylK6cGZXwIpXeIfdkFfLZFyXW1c3i4VUTtjeIMfZsXww62Nd/HOaEIT5TdAcBbbb/CdmqCUGEpk7YXAfj+sIZ7c0cIBCyoNX5cEQ3ZtmE6JqsxKsZ4Wudn++U/5cGHHuRc27lcVXUFC4wSh9ru5Oryy3muYy0AVsWHwQA25Wziv6Z+ne0uH1dk21m2bBljY2N8d/djZFu03Lf366iVUVbVRDDIf8Co9OG12hGdYXruu4Ci295hdZGFZ37dQtCsRCEqKG1w8MLPD/COPcHz184iffI4UVHNYDwbvzHpD/qkw8wT+3qZLKmmVVXD/JOvcWBjL7Z0PaUNGQQicQya5L9gW+N0HF+7hbH77qe67QQWjYXHjjzG3Jy5NGY2nu3h9lfREQgD8Ny0EoYiMZq9QZbZzX+XtqRIkeJfA5VKRU1NDX6/H7/fT/toBz5f8jsVDaiKVGQ32rDZbFitVnQ6HZFgnJFTblp2tRGflGjMXIBGLWK36bDZNESlAH3eXk6OddEfHSCSH4b8DJAzyBIzqFKXUyTk0u9ysnmyF+9YL5lHesjb8ggW/72oBQmtKKDTKpman8GsKVPQTp8F+VV0KNM4EFAykKlByki+BNaLCkr0Gsp0Ggrlpai9URKeCNGJILljfcybPEjCdZSRkI+JeIK+3QP4pTQUtirEDA0CMsLQJKa210mT4nSJEq3ZGnSlJqrLcrCZi9Dq8tA5ClDnfgdBELBMnGL6ibUkbGp83igD7TsIvP0BNkGLvqQCZ1Y+e3zJRy6LUkATd0Pch1qjxGqxovQn8Gw7RSIRJ6GJYrPKlObkYqqYRUKeRTgcZmJsksGudoSjv0UW4qBS41M72Nm3A/Wrb6JVyJisVjKKirFVTkGlVOIdHsQ7egiFIKBSqVAZ8pgcy2aoy0U8LKNUK8gut5JdYkGp/isN2YwZ0HRdcj8wASffgZZnQGtNiu/MKanIsylS/B05m8sQXkEQjgH7gebT2zHgGpIC82rgAeDHsix7z2K9/xQI8RBqtQbqj5NjqoP1YCOIySmRNRqhvdSIS7Sj2TZKtM6GQaPEr1MgCdCrirBO4UVlErjKoWTD6B5Gcx/A4HmFN1uPoKmaCVGobj/EiYp60vuvZTz/SbrsGvzhY3gd30E/fjs+3RfZ43gdg2BizsBM1MYE0dPtq5us4w/jHVybEUJlGMfYtZTylT/kwcStNCtNpPeJiEIWLvqIKmYyLAq8oN1BWSKLG1S1HMTDkwE3naYP/+ary2/jgcD1RHgR79jzaO1XE44raQ0qqDF4aGj4gBPdDej1kzCZTQwVi3wF+H56hFZVPTVHD7HOVItSGaMs71IMwy9z4czLqa7+CS0tLTweepwdsR0gQIZKwWePnmRemolZs2axfv16Vk/L5tS+9TSIbn7vacJ1WMFzV6bz2eZWnppWyluzk2avaXo1L3jdXDwkcFKToPi779DyrSU8d8duFBYN430+1I+9ydMvdZH/cgedepme7/2egePjXLvsNsZ1VpZEdBQEJim45Xxcv3gPT1WMujvXceJH56FTi6y3V7PsvmSwZCkUYuruUaLjSjbWbPy7iUt3PMHTU4uZatKjE8Ncf6wnJS5TpEjxiRIeG8T3yHXIsoxGBrukx6JMQzJmo3QUoMkthnAE1+goPT09hMNh/ujeYy4Fv9/PsdGTlJdUEQ1Y6R0SIKFEpcqiyJBPU7mJrBILaq0SWZYZ8A9wfOI4+1wbiGXFAKg0VVNm+SzjMQdb3WFCbjeG8VFyBnpJ72hFu6EN1Zt7UEVDaBQJZqoElmSZMJWlY6jJJ6FRMaHQM6IwslEw4tLa8OkyCGQ5cJRUUqavo1SvoV6jglCcUEcb7dvW4Bs9QtyfIKHU4BSLIW8Btox0xOgYgVNduLaF2LBlAFHRj1kto1UkkFUg6JWgV6MyqdFYrehy07BnOiluDKD2jeI/2UtkRxhZEojYjHiq9HhyZeLKNNRCGXiUjE+MEfa6keNxlDERXY+GQLuHmLGbuC2CYFCRYc2mevE8bNl5xOIG+lv60U4cwKo/hrJQIqDScTiaxtEhP9LxLRCPo1MrsGRkkJ6VhSndhmtyHFf/boIBfzKHqQzHT2mQElpElQGVRoXRpkVvViMIoFQq0ev1ZzaDwXBmXxRFMNih8QvJwRNyQ/v7cPhFUBugcC7kzwaV9u8yllOk+FflbIrLjSTzVzYAN5CM7RIGWkimKek7fTxwFuv8pyGsjODq7CEx4xQDA8tYqmpnerwTf9kYlzge4ibF3QQwIKsCIMncczDO4/kyjy41IhzqIy6p8dRDjXY98dEwkmhlvOAZdu97D090GjbXGAv2vkBP1gh20cw4ICkzmKIfZ70+n2lptbyXbsUy7mH24AUgRIimZwOwpayKpt4ONmY8w1Xub6B3dKB3tAMQEZNRRFd1PMS+sm9QZZ+N+pRMw2gy5+UEYZ5NX0t1qASAaYFyqj0mrLptPJYGXzH/mq+GRO4/NI4xcxGfP7WSmou+c6ZfxgemMC1eSJ+yF6+g55ahryMg8IuYnd+KsHvXFXwuMhft9FFU2q0oBC2jD7cQmR6mOdwMSrio7CK+9PZ8HMBJ/3aadrdy485kfk0VSbX73EUZzGqaTnf3W4TDw1y5cwv36608Na+eLbcupu6udWzVKpkaFZFlSKgEkMA2HqP78DjvB4N4RCX5EryjjhA9nlzEHzamA3DTrTMZ+GUnDGxm79vdvLa9h5u8WvaemmBKtoll/Qdo+d6vaPjx1znZ0EgjMF2j4bLaP3DD1Buwav92YdllWaYzGGH1wQ42NVUCUKbXsjwlLFOkSPEJMxbw8eKIFYU6gVKdQKeJoxcnMcU9aAda0XUG0UZDaGNxzJJMmkKBQhBRCArUogJRoSWhNNA9tIeI0ozJnkvAYMePAa9PS/8BPeENCqS4gEIEXbqMwaGmydyEwWBAp9fhETx0T7bTH9yIijhavUj+lDIUMxZyMr4Kz2kfxVylQGXYh9jTTe+uvSQOd6PcfBQSEoIgI1oslBVkY5uSgz2vB6XkIiBFcMcSTCQk+mJxJIWIX5dOaFoB6fYFVOhtaDftIDh0En9wO6FOP76IhAITfm0ZLmUJNp2aIY3MgFVNmuRmecxHgVaLQZJJdExCPAHkJTcBzCVWxDl2lHYz+Jy49jQTOtpLIj5OLMtJMF3CZhbQZGnIteaQrksnjpqJSRcjQ148PVFCYQ2TiQHalc3EdQoEpQaV1ohKo0KtzkeZMKPGQolqgumqE+gLYqgMerwZUzkZz+RU/zitxzuRpaR5rAAYNEqsejVWvRoNcaKhYYgpCJ8CT0yHMa0Aa1EBjlwzaqNMMBhkbGyMQCBAKBQikUj8t/EjiploTAWoRVB39aA+8AAaYqiNaehL52AqakSpVv/tBnSKFP+CnDVxKcvySgBBEHKBGcD0P/k59/RpBcCkIAiHSYrOFlmWf3+22vBpRZZlhLCEqaSfzlCMgXEztQonxpCKhE/DPssUbgF0w28S9C1m0f52Jly5zPeJ/HamFnXcgRjNQpDirOl6iWcsj/B9pZr98Shao5KpZh0zdrfyXmUDRvdz1OTO5z/sGTyy5dt8b8XlFISdTM3+DLHjhzlqv5FnC+bxmY2vkqNUklF5lE7HKhZ3tpE3Eadn4x1UXZ70e2gfq6DRt4sjZQ2kO/aR7xTZLuxBn6fn/IHzcSkFxhV72eo4BsAver5NVaiYgO56SiOTvKwtxqVz8tRADgCGYA7PTr+TGcAev8hsYwKFIk5YiNJubqfUV4pB0p3pt57IFIo0x3hJs4vr9y8lc/nVjAw8jWFgCYHyCFfXXY1epWdt99oz13zznQUIub8B4JQ9i+l6PefMXI7H40EpKnhoKId0DgMQ6TsE8+oxnDbV2aeJc0Qdp8Cm5xebO9huiPC5EQ1rY4O8EPdj0Qq8Z0i++Z5ZbGPQFeK562ex+GdbmJZvJXLL5zh1vANkiTwXgMBQu5vH7nsJS8NlNBaWUvTWm/RceFFyXEQi/HTBz7ll0y0cch7i6DVHP6kheAZ/PEHZ9qPcX5EHQIE2NQmnSJHib0deYT4Xf2cGoWCYYCBEyKfEOyKg7/Nj9/YRV2QwYJ9B3O5AVAcQZC/xhJtIPIAvrCIUVRCLJVAkID3qI23wIBkRH9liFJNeg16Q0CoEFKKemKxjzJXH6JFsPGhwa9QY0iSUDiU2nRaDmI+g0yMpYHhkmGGOEFAG0Gq1OMwOHGlTGDAWsb28jnjZtDNh4AyiggxBxnH8CLEdOwis2UtvIICMgqjJSjwrB2V2ARqDGa1KhZUYKgLEpV2M4wHBi5AF4mgAS68bh8aCdXoR+sp0wmMHmRhzMukJEnAlcCf0nCCTzYpsgqKdXF02hbYI2ekGDDY7erMVdSyG5PURH/XCZAD1/8feecdZVpR5/1tVJ93Q93ac7p6enIdhgCFHiQKiiGIAXWVBFxFlWdfd9VXUXcO7imkXAxjWNQuogAIiSZE8pAEm59w93TMdbz6pqt4/bjNgXHdFdvd1fv05fe+tW7eqTtVJv3qe+j2ZHpzZHZg4Jh0cJLthH4mFUmsL904L2NXeQPsVuvyURV1Zprb6qHAMLxnECQ021CRJRFStU60Khk2B0biFhuhgl5tFeQUQEkeN0772NqaYIY4lBhtQllOpBbNoBD1U3IBh7bBxVFNtGGRsUXEFFdeRaYTa9SzekyGOtkgUQrooL0vQ3kFn3xRmLp7D1OlTaWnvIFtsRTkOaZoSxzFxHBNFc4njk4iiiFJpH4PrV1J56E60seAXmgJO2Q78IKCtrY3W1lba2trIZrMvrurtARzAnxledHUOa+0AMADc+lyaEGI6TZL5QsJ5Ik3r5rde7Db8r0Nq2V0NyGdHeXy8i7HhAmfEi9h8zINkbRsGyfv5HLk9v6QOjHpDiFOW8dCGIbwnmyI+uroY7746x7Yfy0+238d74yW87Yx5HLavitEp2wvd7Oyfz5VTNIvnnobTUJz5SJnGsjkseujD1JaNsrMaEKhPEgH93VO57eDjgSbRGcwcx1/cXwYEaZzB8Rp8fcObeTdf5eTWj7GndBSx9phpJDt76tw862a06qJzfGL/bnYmrQgEi+xeBuOFHLPzPE7snOAzxQc5KS2zXWTodAzDieDGcZ81O8/lr068gWtXncaW1jWM++NctvtMur3L2Rt/mf9ru9mUaB5011Mnov++GagTLKk3gU48Ltp0Nm2vX8AlB1/MrvJuPv7Yx3l639N0DlzObTNcXr3r1YyNwqzz38CTw8u58/F+ntw3Rv6QRXyo/btwf5P4O6oZx+ukBZ387csXsGeiwRXXP0P7pDDPtFENrVCaFF06cmYLP3jHsRgLSgo2fPxsAA6f2c6PF3dy8Ny7uW3vkcwZ6WLi1o384/Lr+OKpl/KJn23gagt3ALe9/gLePrOPuf6hvG/4/wDQSBtknOfJ9X+ERjUmrCa09eT+48yT6I9iAin4P5v6+eLiGeRfoFT4hV37uHJm96+kHcABHMABvJiQaYburW8AC1aA7LLEC/ZQ0o9j6KI1s4hlO3YTDT/LYPfL2Jw9l6FKxFgtwtrmUjsHiHSNAWeMfj2E3tWP59To3DjMGAW2zp2DH2ToUIp2JWkTlpyJCGqjjI8Y0rU+KtW4NqJD7KJNDXKQqpEql4bfQj1TZMAZY1uwjt1+ndhTSNdjVuscjug9gnm9B1PzA/YedzxDRxzNUJQwkaSQJBS2bKb4zAqyW1chkggX0J0diHlzCPoW4AKi3kDUGqRtCaVsQqM2hrNiE969j6DQuK1Z3HyAlFkKfo4pqsKydIA4GsM0JNFEhvFdHlWl0E4Gt3UKhfY2lF+k1hJASx/ScVCOi3KOQEqJqlZp29XPUWvWcfSaUay11LM+I45hvdRo14G2Vtp7pzJj3jy6Oqdj64Zk5x7mVLej0gG07ScSCbFNMFKQWEi0JkkcYuNjpKTAHrrjLbhxjBUSLS1VN89YS5FSJofwNFIppHQRMgMyR4JDYiRxw9AYD2mM7GT3hh3sfPYxrDFgUrAGi8EKsEKAo/DzLXT2TmXW3Hl09fUxZe6xTF3s4wYBTmMUOfQMcnwlYQnG+z0GnF7WpR6NVGAMWJ2CMXiug+s4uEriKgfP93A9Dy+Tw8tmCXJ5/FwOP5fH9QOk4+wnp2maUqtUKO3cSWVoiEa9ThTHWMBKBUoi/AB8D+H7oBSu6xIEAZlMZr8r8HPuwEoduP++WNDGEiaaeqxpxJpG0rSEKwlCCJQQSCGQEqQQKCkQYvK9EEgpkAJcJfEdeWBC4gV4SaQfrbW7gd3AT55LE0LMoEky/+yho5R8EDP/+PfzpXsvByCI2qnaHKXHL+RCf5S7jpiOyAxySO/jrBo8hk8/u/O3ljVRWkafu48HnVW86o5HuOlVF3Ph9V/mJ8ErcNse5QsbT2HTW8/iphW72RX0cd+XfgR0Mu+oZriJd9zwFSzw2Xc+H6Yk/8QWZpmnGOtR9Ayczmd2deOMv5pakqHtkEOoVDbzyOzvc05/B1tHzuOkZx/ge2fvQqs2xovDHLG+lf7FE/gn5th0l+aO0g1sPPV9bBpYztmHPslHgfe4nwCgG1g+OJfF665kY3YUgM1tj7F44nMM9PZz8SzNPzcaOONfoHvrlSzQU1nhbmXLCWuYeOQQluy4GuNF1B7bQyPNEm4ZZ/0JF3HG6Vv4wDEf4GNf+xKrex+g0ZhN6EiC1PCdDyynUthMrpJy0vRVXHH5O+kOTuLB+7/KrtExZnS088A/nEI1Stk+UmPXaHPJsCq63JXGnNloSqyv/OiJfOjmzbym5wKGh69lypQmqQwe/GeQDipo5fSRL5FzIo7r+zkPHXIp2U9/m8cW+vQc3UtQ/R5uYQ2XzFacW5lGsHABW08/g8++6USePnsON2y4gbcd/LbfGPNr33kf77ruVMQLVGh3rBrhjutW4WcdLr76hD9YKOG9G3YzM+OzsRZyWnsBYywDm8aZvqidt/d1sq0RsSgX4P2xgbMP4AAO4AB+C3Rcp7L6ZtAakKCzkObxzVQsUPH3Mty+mzS7l8z2b3PEjq+iCrOxHfOa09UA1gKWODXUY009sYyO1GjULNM9w0m3/QJ0xN6+KdRdTWJrlEVKXUlcqSh4rRS9drJOkbo+iG3JkUQ6QAtJWDUkOsKXFebJIU7wSnR7ewlcwxZvK0+593CLI4mFR4vbyZzsAhZNWULvjFl0dXXRNv9U1KvOACAyhpFSmZEnV1B55BHip1cSJymlYhsDc+dTXrwENWUKqqVl/4NrEobkH3uU9nVr0UZTK2bIdKS0xyki9iFMadQkI2VBLYKc9CkMpyhvkIzcSMGp4gjIBwo3H2DyLVTbphNNmYVZegbuX1yM67iIMMTZuJHOdWuZMjaKThLKSYP+Ssgz654hTpeD1mgHkqxEFdooijn0NIp0ToBfr+OGNaxokGQhdlKsDhlLItK0gbARykY4tkFRTjDT3UzWiZBCgpCEtoW6LRK7ATrIoP0cRgakwofp7ZigBe1mEK5DplgkaClgcahXU6qjIePDZSaGxxgbHGV4x0OYJARjEBgUFiksjufgZjyCnE+u1ZDNbCBw6uRsHUclKMcilUHjEluP2BSo2zylJEOKj9EKk2hMkqKjBB3GmFoNXatjwxhhDAKJIwR+Poefb8ULsuTyLfhegK88fCFwGzXc0jhOrYFJEhJjaBhLA0PJWCraMBFrKtKhgUdkXVIcsAFC5jFuEe3kEVJhsfuJkO8ocp4i7ypacx7tnRnaOjK0d2Vo68ri+v/7iGqqDSPVmOFKyNBEnX2lOnvLDUq1mDRJSJ8bD6OxgOM6KNfBcZzme6VwnOarFIKMp8i4iqynyEw+Jxlr0ab5aozFWNDWYic/a8vkq0UbQ60RUak1aDQaRFGI1ma/ntRzE17WgpQSqRRKSpRSKKUQUhIoQSFQtAaKgi8pBoqiL8m6oNOUJEn2b1prpJT79+HXtxem9/b2ksn84QaJFxMvplps1lpb/0PzW2t30VyH+WeP8u23M+OZrbz+63XS/MvIoEm0JadHiOMc88cl8+8o8cXFGU4TR7AKuMhp8J20edBkpvtMzCjQ+tgentQzedcZi/nxjz/OjOE8AF2jQ4iZEyTjTe/kcphw1Y/XQO+rOXvv3czNxlSTV3Pxz26juKRBdXOexdUNbK+N4ja2omtLiGSAAnbMv4nte8+huz6T0Lp4+cc5qP9oXrFsG1FhjL6NdUq7BO175zDep2gJ+njPORfw0H13sqfvcvr9bzLu9pM6KV9/xzWsu/+DNNyH9/dFV7iQ3ank3TLHp1vXUq+eD9xFrDNsC5biPznEyhPmcemaexjgSjbm/4X83IiBrbPxXY/R/g5+7K5ntphCff5qMoXpDD55Mdf+6D5e+3fLOGHH+ZT3voq1LUP8YsZXuPipJqkNs4OE2UHmqQW4+wzf+NeN2B7Jo2vW8oZHYh5836ms2bCPK65/BuGMA218/9Jj+fm6IT59V3P96b8/8RCtewdYOXQW8G5OP20rD2wa5uSHPrd//5QX8GS0gBNK6zly5JPsqeb5l9cqEJ/AnVzSWMsIiulByEyTtC6tdxB2HMQNG25gUfsijp96/P7yRq+/kcNW38D3f1Dita84h10fu5pfNk7iufC1fQva+OqVD7Ds5TM4/nXzfvvxN9qg0NE8ll7WmufRFYO858ipdHgOw7sr3HbNs7z7K6dxWkeBM5/axKcXTOOivs7/6uH+n8JRy9fxxLGLD8wIHsAB/JlgLLRcHxxFzgpy1pIVzYczKZtvRNpHUF5IsWxJ3Alq80cw2X1ksuuYPnMBucMvQ/jNtfTWWuJQ06jE9FQTyuM11jy7gVHj0Jlvp23tOtqsJXPwQeggQ6gNsdSMmBFWm372mgFqzgRW1ehgLp12On6c4pSrxBMNapVe9tQOQZdibBxhtMEl4TA9SkHvw1N72dNyJ/cVf0jkKQQZptQ76Q078P0WZCbA9wOK2SyF6VNpPepwuhYsQPo+jaefpn7fz0iHhzFRhDtlCk53N25PN+6sGXgnHY1sayPasoXxp5+hWmqhbiylQhHTV6Q3H1MU+2hp7KWWlBkerjE0Luiv+/h0Ua73MDzRgZaWdjFOj3iKqeIOsnIYX6UEQQYVtCAcH9PhYoVDPtFMnyghx8aRUYo0kjRooSo62OUKSl6Z0aDErrka2iSq6FCIWukstdETdpH3irRkirTN6yU3pwP5AnITViuUB/op7R2iPDSA3beOfH0bmfowpjpOUnJpmA6ECHCDQTwvxtMhGN3c0hShU/w0pTXVTNEBsc6gnSLW7UBkiwhtqdRi9jYEY0YRxxA3BNG4pdpfx1iDwUMIH4FoPsQrF9/L4/k5Ai/Aky6BsaAjbNjAxnpyTsMF6WGzHSSFHPHUPKHjERpDDQiRRIBFQzVB6AjSKjKJETpFpBqSFKMt2ki0nTzerUVKhZvvxs93UujqoDVjaHFDVFymURqnUd5FI2zsF0iygLTgCEWULbIv38Yq0cHEniJsl6i6xm8YlH4+zr0UICToAFLPYN2EnJOScyHnCpQAJQRKghI0ybmcTJeT3z2XLphMF2QzAS0tLeRyOdysCx6kKqWe1qkkFepJnUpcY7RcYXSszth4RK0iqDcc6olDkrgoDcJKlBFIC3mpyUlNXlkKylJ0LD1KgAvWMRhlkY7AMf6IDvEAACAASURBVBJSIBSgLUILjLGkVhPbFIOFpnwG1cntOYhmV2KlxcrmqxEWg20SRCVxpMITihY/w4yWAkFHAT/bhfACtHAwygHlEwmIJus1xjSt7I7FkZa8gIwFE2t0bGiEmh1lw3gjohqbJiGVDlJ6TTIqBHlfkZeKnCPJKUHGseTcOr6YQDJBGo2RpOO0tb2KTOa/Jxbsi2m5HBJCfA/4qrV25YtY7v/3sI2m+Eu1npDLWz6yeBXfap3N35U0m1N/f75w8I1MBLv4y7CVnkXreX3nj/HXnMdt+Vtp7Z/DfPM2VgHfW/sFnjhimDuP+RI/Gx7g3/ougRSOmFlgxc4yE/WYY+e089i2Me7qPosrtn+ZoW/3A1Db7rHk4s2MzziRM36xh/zquUxr30t5+hp27lpK765T0FkXIQSXBClBZoJXLLuHjdvnsnD2Vjp6VjP7svUM/uxTdA/AHa/cTcu0k0k2387a/qWUu5ejnQYdj76P88bO42/iZXQvSvnk2k9zxcmdTNnzfX6642wkNV694UiCJZfzUTdD0nkVTvoa5sxYz1y1hRXTprNk58c4LXmCR+NX0m4FA2of29Q+APbIcQZ6b6Z998vBNt1Cf/y5Z+g6vps163bgRF0s3tcMs1LLx/v7eKixiZ/8aw/5Np9sews/XbuJfZUerr5zA99/rGktFu4IQc+tPLRviLefdDFD5QY3D1/ODWtaeGXpWMpMoepfQbW6kb/8xmZ2TArVlaadym3DgnnhOKEI8MIa95+U4azhhdw9ZSuvX/kPPDHjDrZWDsdp91FT+5q/u/VWznzLX/Ch0bVcdu9lXHbI5Vyx7F30j9epr1pN++gmPrXzw+x87wc5/1GLe9xSYr8pACSVYNFxPTxz7y6WvKyPYtevzmJpbfjuB5fzjs+fjOsrrn1iJ5lnxrjtjU2ngtH+6v64nC9rzXNxXye7w5iXAk+VauwOY+4aKfGKrpdO0OjFwMTERPNm6v6RgcMP4AD+kxBCnAt8EFhIU739Pdbatb8j77HAp4BDgdXAh6y1D7xUbf1tyBaydB43m/FYM5ikVFKNTg3WPG+YxFpaYkt3rZOu0myKgxEtZojSlhLy/u+R+hUSPyINUkwmRfgpynNxvTZmzOvE4LN732p6z1zAnO6ZxD+/F9UIyZ91NmraXBrVaTQqB9GoJDQqMROlCkO1vYzUd6AxWKFo72tnRs8Uim0OQd4Q5C1+FpI4pTKWUBqz7NkX448lTClpGo0EqavE2VE2BxMoE+OmhrZancpwGS+1RGylcc/jGBKssngW8rkOZM5FxuBv2I1csx2RPowTh6g4wkqJUQ5WOVghwRq6ohBpmoTFuJKcNGR9h1mtEtdvIDLb0XmLVoYwFjQaLqHNsk9OZ5M4mlHZRTX0wFgEGiUaKFHH8yKyXiuFaT3kvRhfJvhxjWx5D+0DE0w3IQ4W6yq042KVgyMFEokUBklCKFJ2P1NE2KmktpOINkrKpeLVscKgrMBBIulgmA5URuJlFJlEk4vrBGkEiSSNJJVUUdIOWoZIpwSygfFjMgVDPpDklMbVCY6u4KRVrPXpbfGZLzTCiUldS13BaArDoUstypIkPvnAJ+d4SG0JGyFjcYmhWpmJqiA0FovBKEnqeqQ5f9KNVyGVRJGi0hJyooycnOUVTUM61loSbUgNGKkQysV1FY5r8YOEolem1a/SnZugJzNGu1IUtYsf5ijXHEYbgokBH+3lIVMk1zOLuccto2vuQjL5ll85j+r1OoM7dzK0dSujAwP0Du9GV6uYOEZaS04bcq6D19mJ6Z1Krbubhp+nHvs06pJwwhDWDWnDUEoNiRJUcpKJvGLCh4YjiKRFC4sxBmM02miM1miTYowGA85EiNtfxzcWrKUmIRUCrECYyY08Di34UhEoRabVJdflknccMo6kA0m3FkxJLVNC0yTGjRSR2P2mQcukdzQSrMAK0EBDWCJpSCSkPiAFGWPJG3DM8+Qa0WTEQgrEc4xZTlJMC9ZMekO4iopnqXpQ8S1l32KUxkXj2BQnLiPDUYROEDrGpA08C44xdPptdGW66XQL2IahFhsmrGREQgUoC0HkuJCVkNf4poxvBvHtMG46gmdGcG29SZRrlqgKkQVrBYnJkug8YVokEW1oOZ/X9hRp+xNfr38XXkxy+WGaKrGXCSGeAr4C3GitbbyIdfx/CR0/r572xcPuBuDNm49iJLOA1e2PkFSXcmhlGsKCsfsIPMt1mR9DDWYXN2ItONltrM1uhdpCnmjZAsCVd26kMeVq4B/JL/wQH3/19xkaXkD/eIM9E+H++q+b/U7OHbydjt4ijxy/iJuDxWzqH+G0MOUE7bGllOf4cD73t21kyfCxYFPqWc0OuYpDdh9BYfoKgpXvYMD8lL65DwEwu9oKSGY6c/nud75DSxqTVkB5G9HtvXRWZ9EiBd2L7gUgnHMHH1p3Htu7amireLwwTMvEDKRKKaoKUOFyrmNS3JX7556P6/yQJ5/4FvfUfE7PP/ErfVoTgs86n+GzW1yqlZRDMpL1WYf3rdsBwN+WMlA6l42dT7C252F2zPkYb33iNlqd6QBUxyMYX8b8ngeZH/QTjmVIjOXj5y0hzQ3ys51wzdPX8NaD3sqFJzrc9KMiby/VGZqs/5qf5pm561I+E7Sxo1hkVqnET3dI7ln6bgrf/RT3blzKjhNnsLHwOBe2/AWzl3cAcM6Gy3j62BbCSPDIfeOctmE95bvvYccb3ggfcMBavrbyOq5Y9i5uun8zp959Fx7wqW89r5p33OiPyHz08/gZl3u/sRbpCBYc3c33Prycd3/ltP35jLGUh5un50h/leK0LElPhveXM9z0k4286pXzEFLQM7fI9/5xOf+UjPPEP72cJcvXMvzUPq654LBf6XMTpuhyjNMRINQf7zb7w6Ex/v3gWVyyZgerT1hCl9ckanvCGCUE3f7/XOJ2zTXX4HkeV1111X93Uw7gzwhCiFcCtwDvAX4OfAR4UAix1Fq759fyHg7cB3wO+CvgXcBdQojjrbXPvKQNfwFaApe3HTnj9+Yx1rI3Tthci9hUD1kdJcCMprUhCgk272ZatcxcU8WrSrxxiTLgCIEQGo2hlQLR4E52601gQcgM4q5fAj/DuCk2JzABWN/iupqp7TG9XU2rg8FQS+tsHo1JBhVoH98W8GwLCq9JNCRIZZnWDgtmKzJ5g+cnSAlWZYiNx0RYZcP4OOtKDcrVFKeh8CJFIQpoiXxElGMiyWBTD5GCG7SRT+sU4mFcJybIpnimjjQGaWzzAdhayDTNS8IVaNcjdQNMLNATCUldIBoOThTipgkOoJTGVQl5yvSyBqsMSE3iKBJXIfwigVPEcTJYJ0fstJC47dSkQ1kqGtJhXHmMC4cYC5FB1hO8JKYrqtDbGGdKo0QxqWGEQToxjrsD11+P59To8xoIBcYRGEeSupK68impLGXlU5eKxGqU28BkNLHXtPr0WEt3LPDTVtCt1G03dTuTGopKUgWTYhEk1hDKlEQkaJEgYx9RKeLHDgVccspnmlI4EoQPqVXoVKKFwc8JbHuA9AWBZykhGQkDokgitEYikEYjjUHZGAVkrSaLJiMMvoRAgiPAV5qs0LhCo4WloSUV7VA1knokqYYZKjbHbt2JTGNkGuEQoWSKkikSjVB1pBti66OEe7cRP34POtLNyRchsFKQZFySwCf1AqwMUEIikYisQPkKk1qMdfGNgz9WQ45tRa3diZUuQioMitTxib0MsZdDOz5eKunZK5i305JLwUvBt5Km1IQAxP4/JUSzXwQIobDCYqRFYHEBxzYnHISQGCFIrSUBUmtIbIKxMdYaDBYLpAJS2SRfE4jmZwFGiGbNtrn5Bjxrm6ZIC9JapDWEGKpWUxYpZZESozFohGi6SQsM0prmJIAAayVGSLSVGKHIGkuH1rTqmFaT0I6lSxgcleCLCE82cIRGoGkORJNsK0JcangyxBcNkBotIBUS62hybkSPE4HSWCnR1kUbn9S6TO4ZCgdhHWTio1IfZVxANMsgQRLhUMWVNTzRdDe3aYRIEoaiy+HCy/9EV+rfjxdTLfbzwOeFECcA7wC+BPyrEOK7wNestX96qcv/pRhthDz8hpMg0fTXWpmWm6B3/pPs3nwCc9Zt5ouzT6GQGaFg8khhKZYX7f/t9vYN2LAHEQyhchuwOoOJ25HeGGvFz/DSOi3TbwCZcsFPL+BbpzzI7Sv3cMFR07nkhFkc9I93YxDc2vtqfnJhH98YDgnjgJNX10kV+EpA3MbX2UoYFxieXGvXaL2R3h1ncdO+ozh98+k04nYyXdsBCFOPRW+8jEce/CR300YQHsXfzWyjPvwYKqzTsmUjpvUUzpbzaTQSnl5xGYfOuZOZg8PMPuJhvr/hjYixlN75Rb7w7Nlcedhdv9Fny+z3GZkBPc7XufDhv2PSA5i68Xgwnc3Jaj1rtwuq1mKAblfyVl3Cs3D1tCIVIaiOR7zWHse9zoMs3r2e74XL+Muqy8LDrmf3hjMIZvbTHsaMRR5q9yO87aijeOPhBY688fN8c+khXDIGb7rjTWwa38Qbpl/LaUNX8rX80yyq9nCJs57R7gHO27aKZ+VSzgrfy5HzevnF3ICrRncDMO+WAewywSEfeBU9O86n64yXc+jPF3BYzUe7GdY/Msi0hW3MOfV0JqYfxmufPYLC+M288rEJbu25kbM+8FEAYs/FixPqGY9tM87gqCN7uOOrTYXecy5fSr4toGNanr3bfzW87M41o/zi2+tonfMAt3wGxjoUJ3c1Lwl77xrg3tkt7Prmhv35u/Jw9MfuxZmZ48e7a3zk3INozT6vJltbsZfS7dvouvxQ/Jm/GrZkfbVBp+fsJ4i/juHhYYwxdHd370/7zp5RPrlgGp4QLH1kLUvyAVM8l1+ONQOqD5162G8t678bq1c3L3Wtra1orQ8IMBzAS4mPADdba68FEEJcAgzSvCd/5NfyXgWsstZ+eDLve4GzgL8BLn5pmvtfgxSCXt+j1/d4WfuvWWy0YdfMXrbsG+W+jRspdnbRNW0a1TSlHNaoxhFGp2AS0DHoBJvGxFFI2AgJKiEt1ZiWckIwqsnEkNGSrFF4Bvw0RWEpWuhDYG1CaiOqpk4pHaZqIlIBCA8HDylyWFsgtQGG4vPLQrEgunDpY74MkbKOIyooUSX0qox7I+xpqVPKhcReivBStLCkUY58rZtio5t8/SDyUR4ndUArsBZFiG9rZKiSp0ZgDX4UopTAneLhBB5WGUwaQRjiJhHZKII4oqIchnJFBvNFBrNFIiPIV6tk6zUyYUQmGieoDhJEEZk4Ims0BkMqBdOVIHEkWogm18CSSsW4V2B7po0VXa1U/B6sI8G1SGmRwuCJlIKt0BZX6QirtNVqFGNLMU3oljGOLOM6IZ6bgLCIyfW0TUJhSbVEmzGsgKzSOF6K62qsAutIGvjURUAsPOxzTcMQoah7LlXpM6QCyipgXPmMOx4lJanJZl0BihYDhQTysSCHohWDUhapQEwWmgAxirp0mZAZ9jg+dcehqhR1T2IlKKufG/ym8JRJ8HSDTFrD11UyaW2S3DTzpFYRmYDYZEhMDp3kkNohZzTZKCInQnxf43kWTwOxghSC8RjXWhxCpEhwpI8jnMmdF0jl4CoHx4FAWQIiPGrIxNIwUJUOqVHoSWJudEpqDdY2J2bKVmCVAKHQMoMWHrF0iIVDLB2sUJPbpGupBZMYnKiKl1Tx4grS6iaBsqLp8moljrV4wuJZgxIWhUGKFEnSJG8iQZIihEaSMtlNk6bhSSEnISaJmYO1LsY4eAS0W59O66KEAuRk3WAxJGhSa5peCU16jKNyOKqAVK2gclgpMAqqrss+BDUpaFiXyCq0lUjbbIecdA1WUpPx6gRuDc+r4Tp1HLeG61dw3Ebz+BWmaem2MdJGCFKk0AihEdrB0Q7ZJCJI62TdGlKEGGHAGJQ1JFbRwCWWPiEBddHKcNDJ3qCTvUE7R5V9DvlTXYT/A/wp1GIfAR4RQlwJXETTmvkuIcTjNK2ZP7TWhr+vjD83LF/1KNX2Ake1rGVvJc+0XFNhtbOjnx90NdVa5019lmMKw2Tn3MeOm18GgInbkN44Mmjay/yO5di4Czl0FjXdQXbGvzUryD/vpdyWdfnWozu49YqjGShv529Pn8u//mIrrU6defPmsXDVnexon8XLNtT4+Bu6aG11WDi4kdrmt3N8IvC1YllaY0thNX21v+K2QoMV8TT+Gkgfvoy/zQquOvKLBPm9zF94HzMHujm94vKdQjefm7GPFf15EqeDMWnJGsUv77+QDQuWcMLUT1EdPggRTuHN+XW4+2YxuLnEmbyOBzIHc/LCz/Jg/3Ec2bGJXbdfzZxzrsLLD5OZuoFiy2r2JTla6n0If4x/c6/mdfEnOG3bk2xylgIBT5qIt9d82rWkeNZfUlwCT/z0ai7RWaaPnsLOaVdzxIxDaF/1dq7X+zi8uIEH7FbeKOYzdek9rFl9Bmb143ym9EVQMDH+GJBl89hGsrIVZ+VDXM9rODv9NgvZyL+rN9HHU9w/cx5J+wR60LLKvZRjirfwwLFHcvJjT/HAwQ7j//h9Cp0ZCsGj8PCj7AjgA70PozMO4xtL3PuNdQCcPLCWN+1+FoBUKro++NH9Yzr0Wp/MGT5dl1bZsnAFW7bu4/pTv8M7l3+en3159X5r5fyju9HaoCatimse2ElUS+mbs4mJbSezPi8phpaZh3ayc+UIP/n3Nczpy7GqAz58zFyqX1/Ll50QEWoWz2rlA7es5stvabrPVh4ewFSbYViGv7ySwhkzKJwxc38bP7djiBPaWrjkd6zV3LZtG/39/Sw+6xwiY1mQbbqDKyGIJ12L1lZD1vL8pUNbi/oftBbTWsuKFSv46a0/4dDDj2DNmjWMjY3R1dX1krWhfM89DH7ow8x/6EGk7//Kd19Z+RVOnX4qC9sX/lF1hGFIEBwISv4/DUKI2TTV2D/7XJq1NhRC3A+8kheQSyGES1MK/IMvyGuFEHcDb3mJmvwnQVZJFuUyLJo9jVfNnsa2bdtY99SjnHLIIcyYN/v3/jY2hlKqGUs0Na1p6ElhFW0YM4ZKqhmOU1JrJ/mTxU8ss7RgZipYkEChYSA1JDphPBpnNBxlIpzA0IyN6QiHnJcj7+bJyCxuGmAbiqiSEFVikjDFpBpSjShrVDlF2hRhEtAao0PKziij3jADwXY2tU1QddImWbXgplmyaZEgLuAn3fjawbESF4USGuGXEV4DmzHYQKFUDqlAKYWPIBCamdIyV1aQrkPqKRInj7Y5tAZtBJERNIxAG4HRhjhJiJOUxGi0saRItJCkOBgtyFZCesf3kp2o44wlOGHSFEQRECOpOxnKQZ6tbg8VL0s1myWSHgaBEBaDREuBERbtaKyKEV4N4Vdx3DKOrNK8q01azBAIK5BYMkmdTFrHTaOmdZcmx1JWozB4NiRIx8iEKbOTlKU2pSANeQxSCpJAMhHkGWptpVzIN9tsUyKggSLBRRhL3hjyiaZVG9o1JFYSaYeGUdSSScscggRBChgkBkgxSOMgjE9q2lDGQ+A3+05IAuvQYTzyiU9ee7SkAb5VCKWxMiWWEVropqtuxmKsQVhLYmNCG5HYiIQGqU1gkjphDEobpDao2CC0QWiNMBrQCGuajNA2f2GkIHEcYuWgHYVRTbIsJHhWEGiXTOJQSCRuCiIFa1KMSZmklyhSPEcTSNO0EEuFtQptVbMvrMQIFyMyWJnBqgBkgFFZUumjcWiOWHNrWiZBGosyBmXTZrtNStMhNiR2YxqeoRJIShlFJRNQD1yENFglsAg8JL2pS2+o6I4dPGOROsJEVZJ4hCjdSKpLWGKM0AgBLVnozILfkuIGKUIKUqFIlSJRkkT6NERA1bRS0S3UbJ6a6aIq5lOxrWCgw05QTMdp1WO06gk64nFycUgQNcg3InJhAxNCveEwFkv21H1sQ5Eol4l8noGuKQx0djPS2t50hweQ0Fov0TOylzmNzXTN/+Pu9X8M/mRqsdbaEvBF4ItCiONozpxeB1wzac38qrV23Z+q/v9N8FMoL5J0je6my03Zvv6V9E17kkz7Ttbn5zKzvpM9x4R8RV/MWHo+8QXtHLzuWE7bcC73t8Ts7L0J5Y2ggr20jJ7AG6s+ux1NpfI+NrWvImx7Bp3bxazCLP7h4XcBF/DznT/gm5u/zl8MvYkTprfzi4OOIpvLsezQQ3nj94aYd4HH69oL3EyZs3ZP49Twed/0I8IsWybfVyeP6bszMWdVe4hlg/Gff4ANHc9y0knf4qIfvpGZp32G0zu38dGHr8I5RJBJ53PMaMLhsx7i843XU5JruH3C5dxDb+ST6T/zlolWavHzFrHulQu5q/tMlm8+hdnb92CxbL/rowipWXD+X3N8cD2l4U8CkGn0sD17Dm+beR+Z9ecwgeC4nGKlKdEtXVRxaH+5y17xYfjF5/hwOoW/A/riPE9Ou5Otue1sndO0wpaWX0Lv0d8GIHHqiPHpyM5d1Ayckk9Iy3ketiV03CRWx8d1Tj7iOl654nEeeehNGNs8xU5a+G+ssIKl6SPMv+hRfnLhNG4fHmX7YMoV3Y/S8aF98H+nMOYUeNnELTzpvp6O2vN9/tAJn+KUh94LwLYzTmTBPQ/wyTPfzN5ZP+D28iYec87ksS8Mcf3gKG8ahiCy9C+6lWkbzttfhusp0tgQM8ADPz+fieprgOOYPu9ofrzF475j8lww8S0yxdt52ZkPwWc2wEDE47UG7x5dy3m+pDvvc8myWZQHaly3chdjgzUqYyHqp9sYF1Vqh/ncteFB3rbn1RR4nlz+dLjEwtxvEpJvDYzw8o4Cd955J8ceeyw/GBrjq7uHefiYRVw0tekq/ODRi5hIUl79zORRF2mWteWYSDQd3p9O8DrRBvc/4d47NjbGvV/7Ei2lEU7/+7/n6KOP5tprr+XCCy8kSRKWLl36B5Wz+am9TJ3XSq7V/48z/xoGrvwbADYeehizbrqJzMFL9n937bPXsnzPck7sO5FLD7n0P102NGX1r776at785jezYMGC/1IZB/Anw3Mn3LZfS98FHPtraX2A+h15O4UQwe+bBBZC/NY1nMAfrR5RSTVf3Ln3uXrISEHeUeSVJK8UeUeSU83POSXJKkVGCTJSIn/LZNOcOXOYNWsWq1evZs2aNSxbtoze3t7fWrcnJV2e/J0eFr8NqbEMRDE7GjE/b0QMRgnGSsBBkKHdmUZf1KB7fISOwQHMwC7K+/ZQimsMpiFhEhLpqPkIPqlEmUpBIgRaOhhcrFVIKzGOJAp8Ij8g9DOE/iwSN4f18jQ8n0Qq0CmlNEUlMSqNkKaOFg0sIUonZGJJNvTxK0VU2nSxs4ARdn8oD5h0NeS5TSKs2K+AKSb/N1ekGRAWK5sWPCvBKIGQEqEkyhFUHc2+7oSwOyGVMQaNg8ETFmUsaarRcYqNU0gmKKT7Jt0LLViDRGMF+MYhSPI4cQtutYDRvWibISKDFhIrFKlwMJMWOsfq5t5Nul/qyR2zWKzQ+KKOkHWsqpG4ZSb8EGsjhI6RSYIbBbi1gE4bMWPPMO3u2KQGgcBaQWgCGsalbjM0TIaG8anbLDEuFoULeEJSRO0nvS4Cz2oCERGIBo7bIMzUqWXKlL06FT+k6iTNqYhJC7AFYiyjFkZp9oud/EZYS2AFBWOZllimJ5qiADkZTgMmx8U2x1kj0TjYyU0LF4MD1sU2lWuwz48soXCpGZ+a8ahrl1hLIt00+lutnx8nUmIgCRTCUQg3ALephtocQYEWgmTSpdUKAS9wI8U+RwrrKFNFGkiMg9aK1DoYJAIwUpKq5pYoSeo010Y2j1072ScKY3MI24qnXXwjcSNJa+jQiWxadYVGiRQlUhxRIwZ2TZ4LFgHKgUw30IvAQaEQKIy1JHGIqdaw/XVIGwirUTZtTlhY26TBAnLCUJAVlKzjyEE8FeGrOlKmRBgqWlBNPCrGZ8i0UAu6qeRylIstVKfmiVwXhEDpFDdJ8dOEIE7IxhEtUUh3pca0sWGsSDCTAkWJbF4/NssiO6N2TvmDr2QvLl6qUCTLgeVCiL8B3krTmnmFEGI58D5r7aMvRTv+p6IrE9HbdjvXl05kRscQN+w5m1PWd/HokhoAi/O7+FrrRZO5m+I00+sXU0widh1d4NBVZ7F+5r/QErazJFiDVzkC1wqOqXVyTO00vjvlF9SAHeUdWLsDuIBvrL+e2taP8vjMCR5beCgAxz62numuy5GdWaZMyXH2lrU8VJvC3ce1MbN/hLwV2IOLtK2G0zddxHjHOpyWPYjSsazrWMkZ/cfw1+UMBqjZhN0bT6d17v1kOreRGsWMUgcPGp/3DiUMztoIwKYZvRy2aiUL1vXAK3fzuttz1JImsZw9LWF7f/Mm37XzLbR0fJ7ahndyy6KvktRnc+GuMwHYfuoIYw/dSWbfSWR0HnnckxzVsZ1qxzY+vvJSzgw0M079+1/pc//Zy9nTuZq34rKwMYsbNn2KDxz89/RNM/zsqa9xzuJ378/71C3Xkp1xJ6ZtN7GWLFj7fn40uJnucpH7F36TXNIck1J2mHL5fPbkOnDn7CXZ1s1w3+N0DRzDzJ3HoPKjTBn+Z8jA0V4/R/fB43yWZ599nMWLPo244lGWrU64aeV7+Pamwzg8CDhr9te4p3wKrz+2xLtP/ic+ufrDtJx8L/aXHu99+x5G7htlX2/Amq01Fk7dw4m5LOc+KehqwInP3kP/+96BtRYhBFE94UefeJKTLt3AxLaTKO88jgWvu5wlh27g6a1PAXBocRXfWXcB7+v5AoPqDLZOUdCAnbUQUWzlvIEGduU4u6O9fGbJLTz22CdJdl7DEUBJNPj5hscBuH33g7z5lhbazp8PwLtnTOEFwnT78f5N/bwf4OTXsOfZh7jN7+HwQpbBEdsuxgAAIABJREFUMOHcSRGfBZOkdOpTYwz1BXirxtkwI8fa+X2/4RL3YqHUSDj0o/fw5AfPoKvlDyN527b/gM6+qZRLI/zbO97CFd+5GYAbb7yRnp4elixZgrX2N9xkdaWCamnhpo89zOmv6eaerzfdpt/xkYMYv+FG2i/+S5y25rL80m23gRAUzz33N+rf97nP4c+fTzo2hh4dZddFF7Hw6RWsW7eOC564AAQ8ve9pnt739H+ZXE5MTLBw4UKuv/56PvKRj/yXyvid0Gnzhv6/DEKId1lrr/vvbgfQM/k68WvpVfgNXYfflxegFRjivwEtjuKquVOBpjdA3RiqqaGqNVVtqKaa8SSlP2ymNbShrs2k0Mpvh7UW0TIFs6CTu7YPUVuzlWKhQGdHB62eSx6DW6uiKhPYcglhmtYbaS3SGIRprskycQST6xQdbfBqFUS9hqnVMbUavY0GvfYFIiPWUgky7Cq0saKljeF8gUZrD7att+kXKUSTAAiDECnIBOEkCCfFcZsMwRiNMYJUC0yaoqI6NOrIeoJbreJVxymGCd1xQmAEkmaog6aIjgfGQ1gPTAfCumB9BM9NmgnAYGUdK8vgNFBS4SgX5QZI5TXPSeUihEQYULHG101X4UySEKTga4lrJEIKXDJYN08sPSIrSZgM24Cg9v/Ye+94vaoy7f+71i5PPb0nJyeFJKSSBNIIvQjSFBApojg6g4qOdVRkHEdHx66gKIogWFBpojQhhIQEgphKQhJI7yen16futtb6/bFPTkDF8X1fyzu/d+7PZ3/2c/az937Wrmdd67rv69KKklGUjCZvWxQdi7LtEDkWkSWI0grPVhQtjSYiQqGEQhmBFRmEUmgTgfEIZUAkdcwmmWGkDkgGORJeARlpPJViyKrCE6kYXwmDaxdx3TKWW8a2DK5KkA7TpII0qXAikjht0rYEQhpKmYDQCmgXEcZECCQagxYxAEkYm4S2SGiJi8YVJdJ6iDo9hG0KOKKEFCWQPsJSSKGxBGgMHjZ541DQNiUNfiTwyg5B5GIpQSaUJCKBrS2kcrAiQSqISAQRTqRJhAEuksi2KaWT9GXTbKuxWFkVUU4aIsshEhYyyuL6jVh+PYmwGguDTVzLmTAlkrpA0pSwTQ5BGfAAhW00CROSlj4Zmade+KSER0L6OE6I5WowggiLyFjoERYy0jZFlaQcJI4+fBwdjmDk2RAyIpIR2ooHJZQ0RJZ1FAdj6YiEbUhZYNsCI218mcITKUKTRUcVKFWBidIIL06/DYWDEpKRTFuEjLBlF5aVRyTySCePLYsIEyIjCxmlEZEL2kEqC8sobKOwOArMY2r0aE0maBB65HAM0tHItMYGJJLIZBEmTUSCULj4GqIIZGiwggDjawKlySsLpeJ3EsaiwkCWgAZCzHABgQXCigdEpETbisiG0LJjASnHJbLTIJOYRBaZkCTQJIAkAtsIhJYIA/nc670R//rxl7QiqQHyxpjo9dYxxuSA24DbhBCLiEHmycD/0+DSwuLR3ncSyAMAnLlrgKVTt7E8exPpqpU8vPjqP9jmyfkZ5u/1Mbag2BwzCNdu+uzo965jYglm4PztN7B66o9pPnwp48t11AWaX/WeSdHY7LCrAKjKlePh7af76XUcbnh0OwcGE4TTQiDBT+pyJIIE0/YFnE+CKf0nsXbc42hvKplpcWaV1X5scPxBbxFvPP5DALQ/HwO1U8e8yNK5l7Hm0W78jMXUF95DxaQePnXcWXTXZZEbF8ReVMDuSY8wt/gmto53EXURs170uZj38eiM79BTuY9C13UEGPwgheN4LDntV5z5/B0oBKvrYsYr07KV3Cs+v5z7HRa+6tz9bNvbWNkznffVb2be6Z+i9/A5DHVN5SNNPr6fBuDi7d/k4XHfZ1l2iPMK1Uyd9wRaGFbvmse09E72OgeoC0/ikUNd/FR9gDWNaziSOcLyJri9tJa7Lc0cLuW3difVU5o4c3c3rYU6DgeSjSWbhemIaSnNItby036X63Z8EoAvMZ5fNJ/PvRM/yNCmSSwubGPiKZtp2xPy6ckOhbjPRec3A+hfhpiTZicwOdzD8fM2c8Wmuex+wyUsWbOaX59c5pwmlxdf6WVco6RxRooXnyrT17WZba1XEvpbaGy7i5aVm6HGxtnYx/lv/yRfWDFMeu1q3jyniRuvmMKHHtnCyp29VJzbgrj/IN7OYS69/IOj59MbfxPJSV/h8ANLYXLcwN5wiKH1R0bBpUUswnE0wkhx8KEd0Hjsujw69zQAXsyV2JwvcUFDFd/73vc4++yzmTZtGgP9Zdz+Mq98/nwu+c0Wrnxp72jdZagNbc++ROer6jCNMWwrlJldkf6D5+fV0eEF1Do2SUvywp4+lkyuZ09PnoqEzcqdPbzlxFasV3mI/tEwhlzumzSJiVz+1dvZsPQJXMfhkksu4bHHHqOrq4vPf/7zzJo1iyuuuAIAHQTknniCzk/dhEGQX/gZXvrC40y98B0UN21h4BebGbjjTrKnnoI97wTyq1+g45M3kl648I+CS++V7USDg0xZtZLg8GH2XXgRG9as4fGlS3HbXFa+fSWn3HsKAL7ySVjHQHNfuY/rnryOJy5/4nUPsauri56eHubOncvu3bsxgwcQqRp4+P3wxq9A9bg/fY5GYsuW93HCCbe/dqGK4D8b4LODf9Y+/i+L7wohxhtjbvw7t6NvZF75e8ur+EOg+KfW1a/6/o+GMWbmH1s+wmjO+C9b+ici8Mq89PSThJ6HisLf3z/GGFJACmi0LISQIx01jRnxohNCIi2JkBIprZG5BCEIyiVUFDG8Z4iegUGUm0S2jCHZ2oauqYMJk2NxDeI0xqhUIuzrw+/vR+UUoYn9KQNtyCfr8ZMNqAaJcV2M64yCRssoMsYnLcpUJkLGp0NmJ4apTARknQilipQij2LkUdCGohIgXJRVSSjSICRSSDJOhspEJVVuFY3pRhpSDVTZVQgtKAcBxSDAizSeUkRao5Qa8enTGK1RWuMrhWfAQxAIQWQ5hNIikCOiJbmQcCAgGvKQQYQVxvYejgQpDcoyRJbBt6AsoIymqCIKoSYXQs4Hz9f4YSzCYhmDPVIXJo0YZQ2VtAmFPZKaauKURhPE6ymFjBTSREgTgvAJRRklA0YcI7CFGenMGyxjIU2sK2thYZsElq4hpSqoDkMqPZ8aL0dFOIwbSYxJ0ZlM02dXMmi5lIVEmIBQBhQtHyEOkhDDZFWehCmRMD4ZFZINbdKBgxvZWLggY1sWiQWWjbEk2jJEjo22XbR0yItGlGgDy0ZiI6TAkhG2DLCsECHjlFspocqG6hEgc5QaPlpzCSCkQooITJxKG8nYWaMkNUoqlBViCEhQ5DhyTNMeduThmhJW4FOODD0W9FUaem2JbywK0qG2mKRyKEt1KYOlEhgdDzygMwTCJZ9O0pXJMpTNEFl2PBxh4mEJY1mIERXgWCwILA2Wjq+stjRGapDxdbaEiW1Bjj7H5nVAz1FVXUBbCiU1WiqECEiYAumwQEoPkUn1UCFeIav7cJQPloUtJJZwiNwkoWMRCEMQQRQaAhURRQpfCZSCUAsiNQChwC2B7RvsUOCGEicEJzLYoUGECqOPeV0acfSiCIwQKMtG2Q7ackEGoPMYYaOxUEISWjZly6ZkCXxLIGwXx8mStFJkRZasrEBIO0azo5dcgNFYUYAVetgqRIYBVslDKh87zGOHHUilOIqktYhTfI0O8aWh7Eo8BzzZ+n/wJv4/i7/kMHEfcDXw4J+zsjFmLbD2L/j7/23DqIAD+SYu7J7KYbuetQ07eDExDEBp8Vmj67X2hbxrRZ4fjdnA0Nzx3DNhE8d3XMS6KRV85v5vv2afxwnF15r38LGuaTSWWsk5Od7SP2v0+2sPnosW8MXjxvLRhwf52SzNOfsMx3eEPJUqjthnKKzOEmhDetrtmP5G2v0mDvVNom14OpbXyPGtLu0j+7znxM9yxZZP8MiIiudvf/NlTrnoJgodcxGJHPef4mGkYPubA87PvULQOYsf+wa5O0dd0yS2bLkLMtfy1TcNUtX7DA81LuLTuyeysechIO5M/+fBD/C8n+fbWfh2tUdmwwf48Ixfclz1AVad+tp6voIv+f65MWN564YLeUdVmayQrOyIQfCTZjsLksMMTnmYd0x9kE+U3siU1HN89rTfULXuPJQ3ha3ZbqYJRfXeN9A89SnSuTYCLKbmj8NLD/Eb8zYAakSKIyO/++tymYFSA0+PfRolFf3qHh6akOf63CKqbEGbG+G+KtuyJ3SA2N5jPAe5vXEab8FhcWYLG06M2btDk+NzuocpfI4v8TP7rQA4gaZh7OVM+fUP+c3g98g2QnFSifYXJzHZ2sqLu9fwtbWKRfU+xw92ccU1V9HeuQ65o4VU6PHLg2X+JVzPial1ROcsZ0tvkomtv2BVqYPvfyBO4/z0RdNZubOX4sYHaGk5mzHTywTAE1zMBZ2rqGrZx30PDJM9t5uqjW/kDf9yIh9/dh1vdi3CMBy14/C04fuHeri2uYZZt6xistfNqcOKWR37WbnkPHY6x0DgF/d1ctnmHF3dPfzm+y+xYX5AY0WCH71rAWnXZkkqxcv4PLm1k92VkkVVmVhVTsfeWxALe7xhQ+xB2n7GHCxxNE0ojt1FDynglLU7uMaUuOXsJbzth2v56ltmc+NDW7nlqjl89P6X+OQvt3DgKxfFz2oUwYjX1Ksj3LcKo2HYLlKX38y2lcsIyiVOeed7uOaaaxg7dizf+MY32LZtG+PGjWPhwoV85eZfMu2RnzIjnSFn1VFKN7FXnIh4sYNy2ERpx3MA6O7d8M0r6f21BTjIymNs7eCDD1J10UUIx0F7Hk5jIxGQmDQpvj+ufw+85XLeufHzVL67ki3XbeHsB8/mptU3YQmLL536JWxpc9YD8XvGGDNiwi35wIoPsL5rPd8681ssGbuE5cuXs2fPHj784Q/zpsxmxLdj/1YDHCqsoG/eWZx00r28Xvh+L0eO/JzevqcZHFxLMjmGVGoEkB78bZwa9d8zvg58QggxAXiHMeY1Xj1CiAuBG40xZ/yV23H0VTwB2Piq5eNf9d3ROEJ86Sb83vLxQOefGiT+a4e0JVOWnEAq04SbyL6ux20MJGMAFVMeGmNCtA5QKkArH60CVBSO/B1gdISVlLFiq4lQfpFSdyfdO3fgbV2NzBexhgvIfAmjFTqK0GmbsCFB1JBE1bgIx0ZYNkgLpETYDsKOsxEiE+Ebn3IYkgsFA1GCYZOgP6wgX8hQkmnKMoGxqrCtNpLCJSUSpEQCWyQIhSASglf3vY8efdxtLyHEQaSIzdhtKUlZFq4UJKTAlhIhBFKImGX0QQQaNzCkAkMyMmS1IRGVcJXCjRRSKcq2puwoggQElYbQFkQGwgBUIBAlRe+AZl/e0O1rImWwDaSNoQrFRDsg6ZTxnBJ9dple1yPnQDkREtgKZbsYx8VIGSdIGgN6hF3VNjEEiVMbBXpEZdTBIoWtK7G0g6MtHAtcqbFFrI4rIzuelAXawdcOAYJ+oRFGYUTMfAbCULZCSnaZwPJjVVUAk8Q2VdhRChmmMIGFikArg1YGo/VoouSr7jykUNjESqFpu0yFXSArimREiRprmGprAFd6BJFDGDlEkYvnJfDLKbxygiBwUCOMXyhsImOjsGNBG21IabAsBykcLGONpCYb0mgqCKkgIq0DMsLDshLY0kLLsWjhYoSFFpKSgMgCJTVpFG2RYrzSWCJCGEPRVvQ1aXZampIt8G2D5bg4dpqsZVOvCowPupkTFkdFrBDxgIDQCqEjpPGRpoQ0HlIESNtHCI02hiBwiTwX11O4OYUoKhAGRewbeeycGowRKEeiXAvt2IS2g5IJIpkBkcKWLq6wcSwHV9mYcByhmUiIQw4bTyTwSaBwYxEfAwpDQQpyQhKGAVXDnVQPd5EpD2ObWIhKSUHRTVB2bIqOTT5hMZy2ySUsCgmHwLFQUmKkwNYCVxscLbA1WFogDPFAigmJE3cNltTx+JKM2W0lHUKZQEl7tI5WI0bmAZpg9Fwcfe41GiPLCOFhhA/SQ+OhpY+SsShUnAJM7MNJDHYFgnQIVR5kAs2Z4181ev83jr8kuPy/R1njv1ForSEMqJARNVNWgJFEsg7R8waaK7bTNWY6mcF7SeWfINQWcDN9pZnovkG69VQOTKlgUn+OobSkrlTmlOM+zfbMYnq3XIFyW/n+mA2cbIosPngpu5LD9KW7SBSPYzKwbWKWjKfpVhH/uNlC6pg13OWoeAQLkMMhJHOoMY0kql4iBNyeuK7rSOMaFuSPo32klK6YGOLHJ30Wo5Ow5xPcY2cw2y/hxeY9rD3jGHfYLtq4q+of4A2w4ak83296gEerV/HAuK/zzAC45WdJpK6iuufL3FHhEFaFzG2/hMHqXaTPn8/7Vl7HHeG3MTUbKBencFz1gT84r08MO7TlbWa1xlYbm0sXcKTqm9yy8zPgFFlY8yteHrn91wzMhzr4buJayuJ6SINT1U99Uw9R/ZM0b/kKw1svYVuTR8KLO/a7K3czJTeFfl3D9BmruLv2Fr67aSkHZtzNnX1JcGMGxkpcT33+JyxOw1ivG6Eqqcr0A+A5FyH9J7mgsZlfbjuPK2Z9H4AvEwPi382twxaaj+y/m29NfDcAP058ARNI7jPXcjU/Rwvo6H2Y6RrevONLPJKcxXBNP7npH8Bt/iSrcl8he5zEGbwIYZIMq2+zvfsC5AhD/Ka+pTQ37wXgvffHJdAV9SXsht18aMXHufWcbzBZdjFf7OQfB28hO+E5VlTvZOaMb3Ht9nEsWV6m4x1dtJxyO0OBg6tTWNUN0NjEI2tX8MgXV/CJK/8ZRcRLns8d7UV27h0gWNjAnjWGBV47L0dN+CN+U2/evJrsgTZ+ful4fvjkUn5avYBzjMPWlzr52JXTmTkmZtp1OeIEW3LDz1/EO38srhCcmU3w7K49nDMtZks/tftYf/ojOw4xa3uOay48nuXDBZb353gpX2bfiMfsvSLNzSNv9hsf2sq05goWTawb3f5Qf4nPPfYyX3j5QXKPPca07a+8ptN711e+RzE3HYDnTvwEifRCdq15nks++ilqa2sBuP7663nwwQd58sknqfnIRzk4/lzyLbPpbLyAs2YPMm9BHR337OSsys9zYGULxaFuLKD3S5/BXTJMw2yb9tW15J99jj0XXEhiyhQKy5YhM1l27VxDduNGpr3yCv/x+f/g+uuvZ9t55zNrWWxtlK6JO7+5IEdfuY+nD8YWQO975TkuTZdGj2PvkTX866ZbuPeie3muPQa3713+Xra+cyu2HT8vd955J58sraArPZ3m0na2T83S2ZyE4XUYoxDij6vjPv/bxThOfC5e3BQPypyyZDXJ5Bjwc9AyF4bboaqVnm98g8aPH0tl7/FDeoKQwVDxSM8Q/z6+gW2bXuSEE04gm80yGEbUOH+flFpjzI1CiC3AncAKIcSbidNNrwE+CcxmNI/krxo7R6Y3Aw8BCCEywJnAv/9em8tCiKdH1v3myLoSuODotn+vMGGZoXUP0FcaQgceQhuMMqBVXJKlNSgDR6039Ii4jhAIYuAnhR2vG2gIRvzwkIAgihRBpPBCQxlBaSTdTCXq0YlxWJNrceuasDMVOOlMzIoqhR8Uyfk58lGeYlCkHJRjj76jqa0GXMsl7aTJJrOMq6ljTkUtSZnEmNgLMIoigiAgCIJRlnXkqAGPV+OYo/sVQowYqUssyxqdHMfBFhamZBB5hSxE2NrCkbG3pO06uPUZ3OYUZF3KaZuiBYVIURxJJR5WGk9rvDCiVMjj53MM9Ofo6CxxpLdErlwk0B6R8BF2joRTwEqVUek0RaeCXrcSZVcgjI1lLCyyWCaJYzzSYZH6QFBZ0CQjD3QXhgKh9CnbJbRQo8fuaJe0TmJHCYoahJZUBy4tkUNj6JCK0jFoIL6MWhq0BSl3iAqnnxoCUtLCJY2mhZJpot0x7Eh20WN3I1BkgwSTVRMtpgItAwJZJpA+JR3ha40XSiJtY5SDLUPSiSKpZJmU7ZPAwtUCR4NlNEI5eCLJkHTpJ0G/SDCgM+R0HUe8LHk/EwNGCZEl8C0bk7WgWoKUOBJSCrK+xg0VkYlTZY+ii5jVBVsJpNbYKsKJfJLKpxCGdKsijjJk/Ihk2UMqg1DEoIcRLVQD2nYIXJehTIa+bJqBTIZQirg+Tysy+RxV+WGqCnlkFDKcDshly3RkSrxsG7RlIaSDG9XiqjoSqgbLtrEsiWVJpO3EKdTCit/70saSFo7tkE5IHAsipfCVItIegV8gCIsEkU9o1Ej2+Ej6txXf4/ZICjOjNcCxWJEBpFRYMsCWAVKWsaw8CNAi9tY05TLV/YM09pepGw5pEIaEK7ArXMz8OuRxrVA/EUumENpFR+CFJfygiFIBf5BYH4Xoco5hb4CuaJgBQgpGUSDEM4oR7hA5YslimfizbSS2sbCFjSVtXBmLIqXlCJOtBWiFMgqpDU4QYIdBzFLqEKE1CSXJaEnaCLJGkBaSlJC4lsQ4Apy4/hQDykgCI/CwCFKSoCo+dy31W/5Kb+n/Ov77Fbj8/yw8z0OgGXB2Uzt1Bf07zmdmMIGnEm1ENQlOfvEu9tSvAkCPjFj868Kb6ep+P3emWniX/gE/qnsvR8Yd4f1Xn0n7Y8NkCx7DdbuoblrDUMdb6fMtzi27/GJqiNN/HLsurkfbMXU2/eWv02Ffx3Fe3CH8XmUZK5mDIM6WmjLz3+ggSX/j95kRrmL88A+oswyvzLmNoeQhHq2MgcnRV6K2KxhovZX0kd2EJfhJ32RKrwKW7zHf5Q7xz6N/KxSP1sbH966pn+WMZ6aRLGzm830pbqyHUMZpUXcv+BSnFmfT/fgYZlYUSZuIcvV69MDpfPxQJWkrYFZKcenEG9j96NNsq+jmwhMHAFh24EyEZ+jb/zHe4cR1rFaQRVLiDv9SNh44i0trH+Rh662j7WpIefx667u5ePpGeupe4pxFd3PLgW8zofJRTsm1cHHnm9iZ2Q7A1oGzOMHvZVn/SbRvroHW2zhzeAHdns2J7WN4clod25Mpzpof24P0RYLJB9/NP3ZVMW/aMjK10zm5ZmW8r5JkdnpEVdDSPH34TAZLmnfxC5KqTM63qVaDPCEuY+4vzyRRs5+6hXew87gyub1jaF/6hdFRnrw4iY//6jk+8v4qpncL3vzwg/w6vBQ/Ohkr9VtA09y8l3y+lkK+hhvn38I9uy4k3/AAACvbnyJSX8O6dT539ybJtnoMrdmAbM1ye242MMSNb7mODx+8mdqmjXTvP5XmSz/HWZt+wHS5YfRcfv2B7wKwbu6FUOlwn4iBbbC4kfVrBTIKeFPnAAcmZJhyqIbV2W5qHo+4atX3KM09k8aaK3gFxRVbbsTLfInkzIn8fO0hwuMrsZMWYihAru3Fr+vm016W/zzN54Elx7NuqMgzC45nW67Eh3YeprnP57kfbuIDs46lg04e9njnQcO902Dc954lldLceUKGppveS/2lT9JYGuB9XWs4/etgS0HusccAOPDMctrOOIvt393MinEuUS4exJh28iFCV/L2q77A8md+/JpnfezYsQwNxSVuu2prqHXK7EuPoeBEmK3VPJv9Og/WxfsfVh6+dgCDN+Cy9/EmmucP0fiGFnqe7iLcv59wfyw6lVu/nuy9D9D78/to+uUuTt66n8cffpjBmgZmAYniGNoza3jpmRkcmbBttD03n3Ezlz77sde08bIV7wEMC382B2HgjLazmFgVK2wGQUzIeaXYCuYVjqOZ7fSNbQCVx1LQ27ecxobzeb0Iw4HRz7U1p1Aq7SfZ/gq6fQOyczOs+ALmku/S/8O72HnVIjK4TIoaOeHA8Gv2c6Ed8dyyZVRXVzNjxgxuO9TDv43U6f09whjz85GU0PuBdcR9vPFADrgFuPVv0AYjhPgS8CMhxGrgOeALwPDIsvOAe4FrjTFLga8Cy4QQnxlZ/mGgnliI7+8Wlh9Qv+sgwrHi0qOqMTB2JqJ+CrguwrIQlhVnEFgxexh6HsO9PfT2dNPf38fg4BDFMIhZh6SMTckh7ry6CVLpNHbaRaYcTIWNb4UUogL5IE9gfBCHYjI0iovAhBRkKjM0pBuYkJ1AS7aF5qpmkonk6zKr/6uRixRHvIAOP6TTD+nwfEI1IpaiNRW5gOp+j4oBD6EijPEJ0RQzgnIKSlmIUJgowkQhJtCYdo05GKuH2gi0lgSRoRwYhsoBnV6BPt+nGBmUCDAahAxw7CLJlEUq24CbqkW5KWyhMdJHUKJBDZLVvahoN0N+JyVTJkRhG5uMSFJJkjQWaUfgOpDQDlU6Q1qlSZKlSjeRCkKMZxEGSSJjxTqmQiAk2G6AXV0i4fg4tkeCHKnAxfHToGJdh0jYeKIZT7Yy6IZscXvZZx1hQLcjopA63+W4XJLZYRbLsWLvUqsLZXUiRUhK+FTKKGZ9dWy7JqTBWGHsU4o1gtTMSP2dA5YLVpIwbKJYqiVRqqYprCVyamhvsdlZGWCJIknjYaSi3g2ZWVPJ4qZxjEmMwQuh6CtKQUTBjwiNQUiBOyIcF6o43TqINL7SFAJFOVKUg4ienE/HUJmDBZ9iqIi04Sg8T0hJwpa4MeULAqQUOFLgGEGlgRojmakFFhpjYoY42WBTUZGgqjJFVVWKykqXiooEqZSNa0lcO2bXOkqHOJjby5HCIZSJFWVTdoqJFeMZ50yk0WnCRBAFmtBXRKEmChRREM+PMsFaa1Rk0Eq/irjUUOrH5Hvwyr2UdYQxGlBIY2CEzRY6QpgQgRsL3AznsYYL2IUhEBHC0pikRDU2oSbVo2vrEMKFKEJEBqE07FewR4EugBagLaqVBaqSsjD02AW67GG6nGF8E6JG/Coroxpq9URaTYasVU2NU0OFzIDWRKFPEAaEkUekQjwT4AmPsuVQc4DWAAAgAElEQVTjCw9flrFRJHRI0kQkjCKJoVILqo0hZeJ6awcfyy4hHB/tKIKkS0kkKMkUJZnCw6asLIJchNvjkRjwcIsWoV1JZFeh7Sp0tg6VrkNmKpEVWSbOmfb7r5m/WfwPuPw7x44dO4iU4dzeWGRvZdd4yplGwtl1WHvz3Nr7Vt5asxbhj2fAjwFf59ZTqEgVmTenh0bRzcXWs6ybM4EXXnyG5GToem4qdcc9zxV5mx8CW13FOWXYO6+J2YeWoe3zRn+/r2ILhRmf5bQXv8TPsh5Xjb+NVbkLUVYn1oQf0aVBjmg8dNmzeHdlyGDTel60eimPAD+Dw/CYmwnt6tH9ilnruaRYYmX4W/xwMsppprL322zqGWRO1T1sGXstrSXDovOrSRb+kczgvRQpUTVnHYXa9/HutjOYtu9lcmmLX7/UzIbsK2RVmqlODf+ZfQt5r5I3lpI8CkQiIqclLxQll++qYkDPo6Ph4bjNu8/m/v2XvuqMa8Y2P8S2mo0MN32eZ+0mOCnN/kMauzBEzYF25p/8Ck9Ou5KVXplF4YfYWvsrThQ1JEUVl+66CoNmAEldoYrucc8yvfoVru6D2zmZzflxfGzwdi7rUtyXKHDPvE/x5uFT2dfdMSqp8Z+dSbLyNxQTp7Ch5HCNfZgocrnl5QUMVm9jdro82to3jFvFfcsux5tZzb7fXsAp05by5q1DuA2/peScDIMTeXnt25An38NA3VTogkT1IfyhNtzOK8l6z/Gle2w2zPeRRvOWh37FQOULrDtvJiec9iTdL02l7rc+2UJIyycP8YXFt3HTrjm8d/Y4vrXnGS7/6Pf56rK405674Hz2zX8cbRkeaX+ZxWvaWbN4Ied+dTsdV1bQKycybfrz8X3V9WNuP/0nvG3dciq9mBlreKmdISdLcHIj89c+y4ZFZyCHAt7a8RDbxWLGHE7g+rWYdJkrikk2z7iWJrMGx9/JSWYadvsTiKUH+PH69/JPTsAdnXHH8MpDJf6FCs7q15QWNmJMxNN9ObqCkBkmh1zdA43w3al/KMxz35r4Hv7c9BRqRoo81VwNPCVtfnPNe+k540N8ftKFPPHwx3n0rR8d3e6JW29m1z0PwfRrsJ+9izHAOdMuYNngMJcd/g5qaAnth07lp++8gWu+/k3680cY6Mpw1VVXcf/997NhwQISwIxCCx02BEPwr7dsoHSqgzfg4A87IAyZJUlSQ330vVxB14Zqjr9iE69kJ1FT9LCMYcyt3+bg3bfhAN6/f4zynLfT9vI62l5eR8Wld5DnZ2Ry41Ai4sdH7mD54UdYfdVqTrv/ND72KmD5wc6r+U7LfWCg2jI8NNxDlK9izD98hw+u+CBLly5lzO4Ebt0Erh76MEs5g7nv+Dpf/MEEzk5s5PTFmykv/xde2Pp+5i14AuUdpKEhfs8YY+jvX8nYsW8jCPrp7X2KyMBT3mTOPPQLFj/8MyTwwj/9hkUbHqb7n9+OXZPi/c+8n3ctU/zH4k/ArHmjbZ0eFPnJE2t43/anGbv5CMXjb2f1YP513rB/02gFuoFTibtOnwJuM8YU/1YNMMb8dMRm5CPAl4n1DJYYY4aEEBrwiS35MMY8I4S4jJjV/BhxKu0Zxpg9f3zvf5uI0tXsPPU9RFFE6Pv4Q534+/cTblmPijSRBt8kiewUyFj8TVoWVipBoiKF05xGTq/CSQeUomE89fuitz6CgAq3gppkktpkDbXJWmqSNdQkakg7f7pG+38nykrHgNEPOFTy2dlfpHugTC7n43kRWhsSUpC1LCqEIONrkp6CcgwfBJBPWZSyLrKmglcnBxijUSrEK3gUPUUp0JQDhReV8HQ/IQMEYpBiAEFQiVJJhGsjEw7pGk1lRlGf1CSkQsqYMbKRVJt+Gs1uWnQnGd1PICPKRlE2hsCAMgJpLBJBNRVePalyLaJcgwiTcYONQBiDVBp7RBzJaAuMjTQ2kUngiDQ1IkNaphDCJibPLVQYYIV9CDmMbwXkHIutVU0camkh69o0igIpdYiivxdlunGsArXSMNZ2cIWLJINDClslcanAFdVU1LRQ1dKKnXVQOkCHBYJwkFCNDHiJ2GDScWpIpVpJJdtIpcZhdIbugzm69g0TegppCerastSMS/Ns5LHfC6i2LRZUZbi6Ik3GPnZxSmGJ/bn97BvawW9zT40As9cPpQ25ostgzqU/5+KHRw1WIJuKaG4ImDkpJJ1U/JdjGpEAJRil1F61vjlqSQKUgRKGTgAfjGdGB0yOrvP7jF7CTmBJix1D21kXrCUX5HCli2u5ONIh7aRpyDRQV19HXbKOrJtFG02gArSO09QFggq3gspEJbXJmWSdRa8ZqNG+T3jkCOHhwwSH24l6ekBLMBqRTuHOnkFiwjjcMQ0Y4xF6PYReD5HfhwoG0FEeE5ZRYZlcWGAw9BmMfIZ0xLDR5NCEGEJj8IxCqIgmBK0GFmmoly5Z4ZKyEkjjYdRhjPLhqLiXiGu4jTw6tzDEdd4IFylsBDZSpjAigxF1aLcB7TaCU4m2sig7g7bSaCtNaJJ4ZUM5H+KXjyW6HK0v/2ORSNuksi6prIPrgl0axBruxutsp9R5gEZ7yn9xk/z14n/A5d85rFBQY6DGjtmqZQsWUczGIG3ykTKCCk7Y9CaWZeLOVds5X6T35dM4ojpZ557PpPV5rjv5AR4Xt9GZ+AQTgZ8sOJn2xFnYQvGh5q/w032nsM2Lt9/adgxYZp5fBW3wtlIH35n8CF7feUxuG+Du305kTtWN7ENw6QuKJxfavMXcx0Piau7sTXBkeB6PFJZydVucohik5rwGWAKcs1WwI7sGUR/hljdQdi4mUd7AkWyCNm87te3PcXhc7MPpZc/Ey55Jw6F38IuGFELFYHbHpFgzYvjldjr2bOWOs57n4l2f4vGG9Xyg71r61FTmtqxhL9CqG4mSkt/tPICxJK5yeW7/CbB/DommR9HDFxJ4NgJJrmYjtZFiy5p/oOWMZwFo8B7CPnwqCRXw9ur7GTBj+dTcU7hqxwyqEs/yQfFlmAj5HZ1UVO7AGRxDWGzg9JMeIeqdS/eMn/Jk93zqZkY8V7OWeRMe48TKQ5wIwFOjctBr90yFRDsFK4eY0MPpW9/HnJN/gGkUmGIrtYVLUV07eK7vBJZM/wU/3HodZ895mGt5ho3+m7huVYExzmGODCzmiZMyXLShRLYwAT9I8jyXM+e0R2mtep41vRei9k1h19QpTNm1G7t39+i1qc118YbHushbknn3HwBgqKqWo8mRX576Ejfdfxnf2rCMMQPfHd0u9+RSgkviFLRv8CE2Vixi8S+2AjDmAZ/cSBbjmP6IEJh05AiPzT6Xc7etoStvcYm1DadrFq+sOMgMe4CGl1Zw+by72bV/IgeSP2bM8AeZ1reDx1UzzSJFb9aK/9lF21Am4LH2GVzS+grPDHr8ezSDO8M8qbYUFYdCJEnOclwer0lw2c4SHyNWXOWbU8l6j8P5x+oUL+5TvGvhBNq+H6cBP1s5iP1CEXVG8+g6X7/6izxfOtZJGExU8OYHbyG0bBwVMbG/xOONs9ndP8gN3Yc5/q37qNo2lrd5J/A7fx+1s1eiXojo9Q6z9NNfY1duA4nsdbz9Sxdz/fz53LkhZnZNdgdvCno5aX4lg6sEB5cf88ScflUnAJ9L/itXvfxjANYPtPDi7AbO+90hALbseT+i3aEOGLe3g9zer+GfkMTuHItRIXbLPNoGf81903J0FPogDdX5Hn559h386HfX8Ztyksv2X0bYdTK03AcChrSksj8kaXp57vkzmVpxIWueWMM57hvosi3avcexk1+mtq6OX88+g+5SwE2PPcQzG38Ip9eT/N5ifje/hrPP3sPAwE6KxbXs3vMFJk38KGaohJc+nVsPbqfDe5DLZD/h8efi7FzOe1fcwNb9hxjTArQAtHHiHouv/dM8LnjmIWbt2sTxZ1/EK319vCwrSbX5VO16gHGr3sPE7F9HNfjPCSHEe4jB2RRitdVvABcDHyDWFXj2b9keY8xdwF1/ZPlyYMzvLXsMeOxv1LQ/K8rlPDvWL0OhMBYYVxIlNKW0Q+SCcAQ4RYS/HxEWYrGXZAUVDTPJ1jZRm6r9q4PFoxFqQ1cQcsQL4skPyUdqtB+vtaGvv0x/bwm8iEppUWUEk1MuZ7kOY5KCCqcwYo5eIjJllMyh6noI7XZCq4sgGkQrD6MVpdAmHyXJewmGwzR5sgyTpVOk6BcJhlIJTNpC6wRhlEFHNdjU4mKoscpIq0iAj6vyZFUfbaKPeaKPE7RFpVXBLq14UZXZE+YZNpquSLPRBytM40QuWa+K8fmp1HvNuGYkFdj2yNg50vYwGVPC0ha+asSx0rgiA1QSkMRzU8h0kqaWClrHVZGqSWJVuhQShk09h+nc/jx2zz6C0GAS1di146nIZElandiikymyk3FqFf1+D0XjE9kpJlaNZaJzOllvNsmgFWFiWwqrOoFqGKKc3EPR24PRIdBPSQzhRo0kE82ks1NJJsfiOLWjoMYYQ3EooOdgjgOH8qioFycxQPPEKuacM44hYXiib5gDZZ86v8RFDdX8Q/r11cTTTpqZdTOZnpqIyhYwvof2PPxiiY7uITp6hujpzRH5PlIpLK2YnRQ0pgz1yYiEUIxIi2JKBllOYxXrkZUVWBWVWDXVWFVVWNXVyL+R97AxBl/5FMIChaAQz0c+54M8hbCAF3n0lnrZn9tPIShQDItxfa2USCNoitKM8VNU5TWJoRJRXx86n4/rBo+mijsOTmsr2QnHUbNgOk3j3khN6ti1KoUlesv99Hv99JX7RqdIRwiRBTuLsQyBG2ALG0c6CCGIdIQXedjSJiEs2ipamFLdRmumiYSUgBwZ5JAjSs6xiYxlZbCs9F8sU+GvE/XE/4b+/vGXBpdnCCH+l+5wY8w9f+E2/LeKYvsgWa8BhOLB3TPxxx27ca8mwcvJHOvVVN466wcsqehg8trPsNHdRDqIR2OrSyXCsAsE/Jv1da7b8Dg751exYHiA9VW19De08Om+9Xxw7rmMN/s4KCZxTedvqClu52ciBpz1WvPe4RlsmP5FNgQxsDvUCC0DhkV+yMO2xcXPH8dDp8Fpey/jZ14b0xI5Pto6iX+V33rN8Uws3EfCWcCjp19Dw6EnKFZdTrnyYqo7PwNAKHxagvnsdbdgB/uJ3Djlzir1omUl/a23kSysHN1fsrCSq2YsY/aSf4Xe51nb9iMAltY9RXv9Ct7kOyzYX8OuTJqJxZPitmcPccmhS3ho4kMwfQsu0Dv3BioP3kw59y6EMQzYcZH8xb2ruKj3Oe7OHk922k20j7uLz3Uk+fSYW1nLKdw/LcMNymLFSHu+dUELP+/4Cf01NfjD4+jcdC2tC+8mwOVrZ/073wmv4wbnNoI/ZpPmVZDoOpm36Hgg4fYzLuXFqbtZlK/Fqmpncm4yUw6dRW5sC+OcYVJDUzgzOYfMlmbU6WvpOns1xfVt7AnaSXXNZFqnz+GmvYzrPo7vddfz1pdrOfX0h+lLWyxs/hXrDl7BphNPpL6zk/M2xGREX20b9QOHsHxIbTqmKlSRz1P9fpeO7wRgwdt2LGfMyIDuMydNJRT7OLM/oESazAgMPen4tQzeO5V1U2azcPdWljy+jfUfWsidWzv45JgGpnRsJDdRsXTBXM57LE+qsodsssxV9grqGGDV0BJ2/S6+/otfqWXV1Puo2H2Qt1e2kqk8xP6KPTjpcxgjVwOH2JWvY3eujufcVv5JHqTCZJhV6uF9TOYHIsc/iypWB5pPH1BsrBpmSbdFWZ0MxLW9TzfZ3DQ3xUc3trNLJukrRsxLSU786Y2cfOm3KNy7mg3XxIq1q8vWaAdx9nAX9531L7x/6efYNvd6xrQ/x+fmvIkPiEco90cEWU2q1qcQZGgSLzPJkRQ64ZyXD7Bi5gR25TYgDPiF+/j5Z+u5clE/YZdPomIGLblVHOhpR/1umPMv6GHfk3EB/lNzJtDemWZyU54LXvgxAIGT5bBTpHlyF8EeC7dXodeN56XWTpzLW/jm1P/gY/uWMn3qo4z9xWz2il0kCTl+y2pyp01gMN3Nu9Z9GcrvZkr3fs4+Ncmsl8ZTw1ZyZ7xA60Ar7dl2zlcRL0zIcsbBPKcv38TgOVnS6jx+Mlny+Ngkl7eHbDIL6fjGVxi7uI75Zg23bryDn068Euuh00k3/DMzdxR4Rrz2n9z4tvcQ/KiJm8Y10uG6jA0jjm8vAsu5ed65MLSLXY7D1DDkupb4PCSiiDe88CRv/N2zICB71w9598ROqmZ4OJmYBWgo9LNL/vm+hH+FuB3oBz4LfHeEJfwi8GvgaSHEJ4wx3/6Te/ifGI1kNsv4S04jZadI2klSVoq0k6Y6UU3Sfp3uxdAh2PsM7N8YC+20LoSJE+DPBJZmJP3OmIhAKfJRQD6KyCtDPtLklabLj+gJNXqUxBFYAlpcQ4tjON6NOCnyeGlnFxsP9FP0i0hRYnK6lwuz3dS5RUCBHWJkACYgZ0UUHIXUEUZblFSSkldFodRCXziWQ2oBgzQyQIa8sHAchZQFIiuPyBbJyjIZEVBZylA5kCFTcElEFlVuBHYvvfY2ynYIlqHJsZnWYGhryNAvx/G7ftjc28G6cogp+8hygUTZpqKcpipoZaxO0mocWp1xWGEtQkekHI+6ym6qx+zBWE0UCi2E/jhsMtgmQSqTIspk6PRC+oShmHUYP7WGeTObqEg6RFqzpbuXB3ftovS7bVQUOkkS0FBhMW1sDcnmOkyUA3+AUO9Dm4jOwGOTV6ZkBBPcSZxd827GZGciUzYyaSNcSZQcpBhtJ5/fjtZxHX0qMY6Kitk0Np+PlO4fve5hoDiyc5CufTlCP2aLMtUJGsdXctIF4xG2ZEfRY+lggSPt3TS6DhfUV/EPY4+JB5ogIOzuJuzsJOrqotTeQU/3AIOlgHKgCJRBuQmiVAbluGjHhUSChvoqxjRVc9KsCSQzKYRtj07YDsJ14r9HUr8BdKmEzuVQ+QJqeBh/zx7U0BBqeBjjB6MWOH/kBn/t5/9dgPR726WNIW0MjaMGqOLYbwlBbJ2Xee3vC/CzCQZSiq6Uz5E2KMw6DpVOvGb/yijKYZliuJfikS0UDxRfk4VgS5u0naY+VU/KTiGFxJEOUhzr10ghaUg1UJeKGdSj85pkDbb8H27trxl/6bN7w8j050Ts0gr/T4PL/v2d2ONWM+60VTyyawput4e1q4A75QgFUcvAlSdz7vJd1FfuxMXlSWc1kMUyhvO3xWK7hw6cwHsHHuCOE9+KPyXmytZXxcIZd4kbeNL9LiQtluSe5da9N/OUPY/awUG+GXbQnf40C/fez7Lmg+wSObYUBNnj/41ICpqHNReM99nct4j5+mau3foxEgYWWXtZPOl4Dr8KWF61YSn3z38jX8g8CDzITzrvw++6nOfaLsPNh9TseAup6rX0VK///9g77zi7qnLvf3c5+/Qzp03vJTOTNukhjSQkAUOTiIjYQUQUr4JiL8jFggVRRKX4iqiAoFTpkIQkhPSeTGYmmd5nzsycXnd7/zghuVz1lvflldfPze/zmc9nzjl7P2ftddZeez3Pep7fj+2ufJGxp+decKWoM6bYV/kwceGTAGRc52FN7iTrXIo92k7Ku4FtdjdBIGTLi2v3+7ciAiVxHX1mEdERDU4lnwUT1WQlmWjZvRQMf4oKaRYhIF18EWq1j2R4PY74y7zISupTAyyI7OKL5d/CEf0VSuYQc2MqgwGT2bldRNyl3CN9nl9MfoPv+W9gRCjnhtLr+VXpJxCOX8GUZZIoHm4Q8k7v2uxt8HfWuRWt17MrkwIln8I3a7CbtcfGiJTXIztHGLOPUeEc4Jge4gPpZSQjo1Q6f89w+Hr2b7yZR1rugPKnAFhhVnNj7DxerRxHaX6Uydw4kZl7mSiRGB+rJZnK7yQHxpbijz+GIYj0Va3HECWCU/ldL+uJ/CScsYBNzaeH2h6UyVyrsWTRDpIllRyKj3LvBd344ibnjJo4SbEnV4mYHmbZmMHMqV6+ff6nCRk2Lm7fy94Jk8EVe3CdaGJH3eNcK0VwdgtUZtYRVMoYdZxkYTRNneU4r5szMIFnVvSzYXsVa9tUdjRWYFU1sm6RTKCMxvZRBHOYE578w/wvQzP4LPcy0LQCr5jhExNrAbjOcLFmhZPGiMYbRUP0lzSzcnIHk2peJscA5oZ17mh9gXLpYbp3nk+/+m4GVZ2C4hm8CwvPVFYwdzzHccnEKLFzbtzkkrjApoIK/iLrfLRkIV+vrIfKerzE+aCymZ+PLufC1Vniowt5QnmDT2dLcI/NIyu8hlXTKUnEGXW5ufBIF85Lkzw1cZSJH97LhwF4+i3jo21WIfdcdimVo30UawrmcZ2b66o4eVMnPx7W6er7IWk9zsPef+WH1ziwBMeRbp8i0QwD04vJina+M/NiPhrawZbzn+VWqZhjtitY+6djnLu/jyeWiywpjJIbbmXTWD2KEKZ0bhtrt02w1e/nxY4pYuPLecEl8udAB2uMOMMpF4WP9nGud4Idym5gNYe9EgsiVVSLHsr5Cv5wvhbzg72PIwX/hGlCSShLe6OLrCggC/CrQReFT95Fi2hQoBt87VGdD54znJ+jgi3U/+w4XC2zf3sh31wq0mbLj82tFzvYU3+ALz4SQtFBdmgEpydP1+u87p3P9lc/zPfNNXDen/72jff/Hl8E7jVN8zQzkmma0VM1jr8GfioIwjzTNK9+pxr4zwSrZGVF+Yr/8BjTNNH1JKoaJZ0Lk9ASpMqqSBf5UdUY0uRO5K0PYhpJMrKdhKOIhKWAlGhFO6X7mye/NBCNHJKRQ9J1RFNHNox8XZSpoZgqdiOHR1epA2TTgqDLmKaIZuikMzJtCS+bE0FSuoIiaczwhLgkGENWHOhSEYZUhiFNJ2K6iGpWIqrMVErCECRMUSYhyUQsVmK6SQYDBRNBymAqKRQiKHIP1UqGAiWDy2KnnDKywz6On/QxkVERMfHYk6jKcSKWTkQxTU7XqMjlWKBHUYUUw7LGsKzz3GieKEbRBUozFt6TtVOas2K1urC7C/D5ColY6+kf9ZFMKxhYyIkCBYUFBGxe7DkJUTPI5USsDpmyBgfWMiftWZXXJuKkTJOagJPzmgspLbAzmEqzo7uPn288ijNyEl+uk6Blkrm2FE6/C4pL0KUcOkmQJtAND4OiRrslRVpwoliDzCqcz+fLz8WluND1DMlUJ9HENtKpXkzNBNXEqhXj8bRQXb0SSfr7+xu6bjDeE2OwI4ya0ZEVkeK6AmauLmdKNOlMZTmeyjCaTWL2JxF1ndlqmnelYngnJ1BHRtHDYcZPOWiaYTCZMRiUXQwrHtLeIFQupXl1CdOKXQRdVhzKX7OL/59CtNngFEHcPzsqgTn/lzZ0QyeSjWCRLNhlO5Z3Nsh4Fv8Gb6dzeevbaOt/DISwwTF1OaXsZCBRQ9bi4E8zf8Wt6RGa7R/GOnAxY8pHmSYbHN82l6TNxQd4mmcji6gFVhlD7OpbyBq1kadjUzxWUMYV7Vt4vHk1q82NbBHW8Yv6Skpzo3xo8wIW+h6kOijyhGyhLtnPvP0b6OVGZky/ltsM+PKQA0HMR/C+bBQxmruNVZMmv1QaOF7g4dqRbvaI1QxU3QeAN5PmPOtz6NXNfFK/h4KupcTr9vNqqQVK38PykEbocC/9eiGMX4KcLcFe9jgAkn2Yr1oSvL9tiorKfHqtN7GHzKDCB9x3ss5h8NPJlewrPweAiao/oKRbWTz0IB3KKJhQlHXQ1jqLN9UNN5Vtwt93LWZFjpzsJFT1B0KnPlNt+eJmi3IR8DJfmHMFqquBvs4CZvRspdcPBRM/Z4vTyo6QyY8qfswP+QYl5ghdQ5Vcu9HKn2e0k51l4RUuxNt4mMfV1Qz9G4KiTe5beLd5PX6mEDkjrTC241OUq8UUJywkTJ2UfZgVXUfI2iE7VY4x/FXmGlmS7l4AYlmFuKuf4a15rVBP8oyGoDPnQZNyuCQBzRKmrriXxoPLWTLvfpKxIjo6llNdc4hzFv6F7udWsnlVPrW1+YpPcvjZH+DR9lM4kF/YT1aa3HSlzB9+onOicRqN+0/S9Z5KAsdGiH0szc/jImCStUBvUqAIeGRsErByXluWcJWL61fdhVwvwPctXH2LwJVfc3BH0wkenrIwK/gsuycUqsqqGDxVR5BIjVBWGmfdyG60Ho2LD6tsXpHmpFpPZWaYrEUmbh3CpACHL8fRnB+/UkI4N3a69sMr5iOYv7du5Zx4Ad3j+7iy/9OMHNhGv90D8+BTw3kplYMFItctcVKQM1geOp/F4xP0Jy5hlUtga8JEmf0vnGumOT8Z5MaDU9zjdTNis/PN5XZWvfQ6W4wqBE3mwfq6079BaXaMn/fkNSMz1iY8xy6iMPICj81cx7nHb8e3KT+1zu8a52CjQsoWIMNCXONvMFq0gKLQIdqbPsSM9t8DkAw6+MHMa9jetIKygT9y/dj56MoYa3tKOVlyI/3+OdAHds3NJ/bcQe7dN6JbFWrCGVRLNc8blzGt+xZCrn6eic7FUhBCSUZpXn43PbrOhickasdEDlaXUu2rY7zcRv3gbLIVR1ElgcbOfGTGI7xBXfYGNufaAShzJChzJMjqv6E+/QEApok38FjjDWyreYFzAUdaR02JGKpIdMTO2FEvJdeNo2QNdIfEcE7g6uI4pW/8CEQ4YLextj7/fQ+IXrqPTTJWLbDyqMH3rzrzSLotNMkt9QGUbDsf/rLMiw/F0U2BsbSTHDKV9ih9xwOcW6ayYePBv5pb/1EwTfPOv/O+BlwjCEIn8K/A1f/Idv2zQtOSDA0/gqbG8iyRJiR1g5imE9V04pqOZproogNNLADJhVV2YZGdWOUAFksVcvliLNVOFMmBLxumavwYrtAQcjSNoNrQswp61gqCDJIl/ycqp4T46moAACAASURBVP5XUJGJaRAnQkIMERfHSQkTDGTt9KdchLJOdMOFKnnweAOU1PnwyhKSKJC0SLQqEg5FwmaRsEgiMU0npmpEdJ2wpiPrJpqaJaLH0LKDGNFBbLlJFD1GFBNDK8CiBZFzQfRsEVNqjmE1Q8rQsTNOmfUgTkcnDvsEOlkyGFg0CYtVImRVGTJMjmkyqBasZpBiCpku1zO/agElFTXISpCpiSyDXSGGB+NkUwbmuIA4KRAosdGwMECRYkXO6Xm9UKuEUu7CUu5Ccimkchqb28c5OBghNZympMSOvy6FNNlGNNzDy1sHseoRHLkkhYJGk2DgdJYh++eBdz6acxLDlkMXTAZyIp1plSxWLJKNZn8zHy2aj0vSiMdbScTbGB3IE5GJohWno54CzzxKijcg/ie7T6ZpEh1PM9A2RXwyQ1aCTIWdeIubAU1DS8RxDh/HcXiMkvAUxbEI58kiLinPLIwoIAeCWMpKkSsriTTOZu+UwclQfv5SZJEZpW5aKrysL3j7yJ3O4r8GSZQI2AP/+YFn8Q/H2+ZcmqZ529tl638S+ouCDCeK+QU/Ju7biOmUyRTt4Vt953HQNsBT/WX09jbx3moF03+CZKqeSoYpUVcyI6aSs9UgClPUGyXUhfoYKwgQGIuwNbKLB+qSUATPC5eBAiV2J7rpxucNkptyMr7iCM59UfyanQPJInblwpimwCVDszhQcpAm5SC7zRybpA4gT4+90uPmD4kzKQ6N0Unm26eoC95K5Z6v0/f0PQQ/cQH2apPmmM5t+5NcK5xJTdKiC7ktM41b6m4HwKVKyMDI1lUsPOcxXmv9OucJn2Fdk4F3Isutk7u4hBv5uXkdnxN+Tc4+k6Gyr5M8vg852kBCfAxE6HP2sa8oX8emL5lNt+utcgiX92V5stqKb/grhMt+yAWdi3mlag6rB/bwkrYAu3UvK6JzWRyv5a6Kp8meusQjwnzWmi/TaAgMI2JXBDqEenqpx5H6C87ow1C1ngWdGS7rPsotFyziRuE+7Go/9RN93OD7DanD72VmeDEui8h6ByxZNYxv/B7WD6zHrtnZUjub9+8MEPbnF8iiZuN59xYKd30EgMGCDiqiTcwJz2a1N8GJrs/wUvXdPGXroKU6f857hTLUiQbCkxUsmfcEx1hLYy5D6Tm/ZmT3ddRf+kVyAgwt+SFzNoQ5dKeCkoUH3utFzzbx6XcvYr0p03jiLuq/OUZ6gYkjMZ2fVubLxR4aV6jHZFy3MO9kDSeq+3C/LDHys3zurFZhMr7iMoq2P4Okm8iiyceC+R0tt2jS672LW/QwG9MbWFfaQazfxtKq4zw5dj7BWCsptYSKzDA6IhIGSBK6x0ckGgdN5vzyjwHw5547GHcWYQXKwzpDPjg89BLDRRU8VG9jX+dSnhu4lx/uKcdmeIlLWeZFrXCKhOKYBXp4D6DilWXsqecYyLYyEIJzi9/LpY5qdN0kZBO4tK2f3d56NgyJPOHW2F/fgiWsoksy64bzUh4FbpVwzcsUnfgARZZpdLW/iHgkz+K698prWPjnB/BOxdHNFBMHC1g2mE+wjhTUM1pyDtPbf48gm1zynd+wtG0XAKr5Ar8rU7ggWkHcOMy/POdBDVz3lvHc95e7cFzxLV5eH8FbYeGGl2XcuZt5YNFX+dTxa7hvyefJZEQUOUfaKhLyQNVUNZPV8HT4x1R4HmCwv5jCiqNsWx5Azhh01ThYsTeML34IWV5KRngWyTQZpxi7lGHSLGBo62okTL7d/yXKajZzLlvRJYHOv+TrVY1qDVE3eahiPZ/b9yw/qa3iQeCRyTEKxTPyjx6vSkYQWPWchZ9+Jn+vXrj3TDDmJ703k3VowF28NDDE+spy9r0rh5oT6T88HxOBz9bu4DeF7+IDvErLqhDvFARBeBzYArwOHDXNtwp2mqb5PUEQTv6tc8/ir5E0LTyaORdddIAgI4oCxXYLlTaFJptChU3BIYlvOcc0TYy4ijqWRB1MYSRyIOTI6wcLILYguhcilClIHisWj4LgkBiNjdA91snYZDep9AACWQRMZEnAENwMxKsYTxVhtTTgdfqYUeblgrICqv0ORFHANE2GsirjWZWpZJaJcJrxWJaeVBZS+YeIgYZCDFMYI53thtwE0WyaqGpFyxbjUaoJOpdR4bYxI9lDdaQdrzZMjymwA4Epa5KsO0PCdYIM7QzrGfqRcckuvFIB1lwWR0qFnIwtY2Om4MNfVM6sxsU0lLcQDmUZ7gwzNZLkxGGVtj3jYI5jc1rwFbpYtKyOQosFKXbq/pRFlFInSqUbqSBfTxjXdI5Exni9fQ+j4RN4hVGKiNNgJrBkslg7sygZiemalSLNil8oRCxYjdC0mFxxgrh+mMlED73JPkY0hWTWhaQ5UCSFGf4ZvK+yGCHbTyLRjqEdIjJ8iLS1GLd7JpWVVyPLrv/S2AmrGoeHY7T3RxmOZogJJoJTwh2wERAnKW1rpfzICNVWC8tlGavLhaWiHMv0eiylK5CDQQRZzpOQJXN0jic4OZ5gMJyCfqjwqiyuDfCe+RWI4llH8izO4u/hbXMuBUGYZZrmsf/8yL95rgQ0mKbZ8Xa1558FFbEkSS3OKGUYddfk3zRBrX6NbYaX3pO3cU7JPnpPrqRCfIYRICnCYtef0J/p5ND5t6G5h+nM6JSmXSzoa0cA/pgdZXyyEIc3Q0o5kyYylZuPu28z8YaPYbgSdK2+ka3xy1nlHOe5N+5CtA7xpPMEH0rtYG/tAu4f6MGdclKDis3M0p/poaI/yF5jIecd28OlO7fRdH6AKTdMjGQ5WRIgFe+GTUPcipuHhBy3rvsC3911Mx9M1PMjMtzjGGWOVofiPkH0gTJ+Hazhuoa9/HDf9/hu6WWsVPLD6I/yx7ja/yxfM/+VAHknZl5fBwermxCmrcIaGWWop4FzOIA9ZWFh3zSSjiburJKYGdEoHT6IaJq8MnMxRyf7aDyRo9/4LJTBK3M+i3fqEXYdz+uap/s/xS4hxwQSAWUZQSHE/aHbEQs1jkzkOOLfzqd4H6pSfLovLZl8O+s7Ps8nXlnFcNG5nDv5LV4PfIeM6OVYaRW/fL6B7xoOCpX8YkgHfOPfBeClypfwaC7ivAT8AN/UPOLe44y7eqiIBTGzBaiOUd6oeZL3H/4aZeFGJO9B/lgoU25JEnL3nS6fKJ77Z/r7Z9E3Vkld2UnWhqDH76dMcmAs+i2h0WYOJVy84t3JKwMOOKW68tmRd3OHawRt5n2U7f8ZB9dezbxND2LbL7F3foCKivxx7ysCQYWOF9bytRc389rKFSQd+zCVHBM5mYMZOG9ND2yHW7pzKLl82lmu0eT6Jw3mN+Z1PwNyKwAje7x0BecxWBqkr6aCpNdL56iNQ65Grhl4AEl2UK8Xs7hwDWXymV2pV2su47zB5+jR46xSFzNEjAtKT/LD5RedPkaqq2PK8zCEP8Odpb/lpr7red/+FM6IhmSYjCsiixwih+JDGOH9BHQDTRKJ5iZY6ajnSM/LtPsX8bpo4+a+/BSplSkMh2VkZw+NhbuxDhWRzY1TemE/0tbVjGGw1L6QTHo3Sii/qIyPL2Ty+t8QfrmItnKD9YdfY7R4EcVj+zgw7wsomUn2zf8Sg74YADunL+FHv7iZH78bgmM9jMoikmHhtk98ja8/BRk5h01TeHqRwIa9JncOxcguW8zHeoK4c3kq4qaj3wFAHF9DT7aMO16Zwfrs49wY28Xm1WfYbt0vW6gKb8fylIWxH6sUfcFGapHOyAIb47FGXi/dzJ1bymitFmjWNrBWfINJmzMvpH0Kw9vWMFFgJekST5NBaabIk+su4aRSxed4loKpCPi9DOkSFZ0ONil1rC0a5VvTvHwLL1fOElh8UmLPNI2Nc/OLtUumVtKUruVxZ4KGnEqZlq+tDEkSfy5y8y5gwFtNW+8QNQ1/5iWng4uTZ7Q63wGUk5cbEYG0IAgHyMuR7AVGgDVAA/CO5e3+M6HAovCVxr9NoW9qBno4S2YqgzaZRo9mT38muhQsJQ4ccwsRXafIO7QE6cwgk9EeesdOEhobJTts8CZ1pk0JEvTWMK9hIRZ5AwcGM7SPxjE1kyKPjYsX+mkucSNmdfR4jpFwmkPdk/zx2BBpNT8uS02BIvKBHME2iVMeQXUOk8okSSQTGFkDl1SElinBzC3AYvcw3aOzXB6idqoNS3Q7icQ2XjVtPEIJg4KNKaMU0zKC5NmHoMewZWQqQ0EWyXNp8JRgyY4zkR5jxJrFdFdgLaykQqrElStAjUhkpqB/m8iA1o0oSDjcVgqDhQRbPATtMvZoFlPNi73LbjtKpRs5aCduGHTEI/SFDqAd344z3YucDmNm0hiaQnPWz4yMDzHtICgGKHPU4XYUIRQ3I9XUYQQSJLLH6Q4foiO2k67w8+gxN1ZrCV57KU3Fq1nkKkRRh4gnjmPoCcjtQU1U4nbPJBBY/R+mtUI+kDChanQkM7QnM/RF0iSmMmQTKi5ToMFpZWaFi/X2MLajRxAnJwBQamqwn38eSm3NWwh8RqIZTo4n6OxMEDrYebrsL+BUaChycV5TIeVe+9ldybM4i/8G3s602P2CIPwY+KlpmpP/1ZMEQVhPXm/rcfKaXP+j8McSK9/b/AqPXXIpk4KXqy330nI8xpGZHj5bOcUvYge5bvbvSbw+jw0k+WXZM9w6nKXQvo3DzlqeK7uTluy7aDAkLnnpAXYvnn/advV4iI+5nuaeyqt48O5bcc5USapf5cjSVipSOs8c8XBZS4xVzic42ZN/4BrZCnJqkP6oh8HizWyLzMFOliWMEROcbFvsgIYkhihy6dDLiOUC7rFFhKVuOrwPsTe5nES6myJHiM+kRC5ExiJqfHvpj/jyqz8DBE6Em7ig7RCPLbcws8BDa81culdOYx2v8C7y6ZoP8gm63E1UtRxjlnqYIVXCY48yc7SLg9VNmAUKmYIqpJ7dFDPBl8zjPFB2OTuiixDCWVp9Vuh04E0nuWb7czzbshzv5DBeIcNERxStqQBLfIQMsMZyki25aeQMhQMSZEtKkCYDdB/4V/xN12AgMk+38Ma031E5UkxX0RIyzjo0az1Kto2YfYIXrnqCuZtX8lFV592RT/Md+cvEXB5aLy6l4uV8jeWSah2t2Uth/5nfPybnCZQOlxpsXOznf+308z3vS9QPXgzAwzPuIivnF87VYyuh9iCXS7sR/CM8FbdQvPHXqEUHmL36HtScnWszaxB2riXU8Dhp10H60hdyY+XH2PdynB9Nv+EtY08w4JcljzEnVYUttYClNgt/kS2UeRzsry3Fahk7fWzSdFG7McFFbAbg3O07ONBSTwWtgA2LkEEu2cfgF+wUx1Q8GwX6E14y9gocwyo0jvGD6GoaHSol8RHiQYEis5f+kipcZn5newmNlFQ9zexZPUx0nI/LcPCG3I43GCTSt5Ouy7byjf1fpL18NvXRTqZ5FrGVTRheH78+fivfGbqIY2ohRxY+xRaHg601tzOihHhRTNPcla/FKIh04iy0s1ctB4qYkbRQMtwLgFZfhYJAwFrKy81V2F4a4s0p8mutAAq/dVfjCb7EG/YWlpdtwOr9PEfFOqLJk1ztbKIkkmd7PbDiBwAcab8Hv/MwsImeIg/1Y3s5Nv2DmKaJMx0i7GumQAfRMDEMkz6jBFOP0Tx+DsXxGmy6ky2dMqChyVbuWefheve3OTQ0h5qp2aw78QFkU6YzcICGyfmIJoScA1zXfSkADk+aqOc4PSU1ACzf8XUmArNIuguxZkqxSgbqgJXkshDOHRKJ82SWex5k1dF5XLonynt2ZlDOeZYjtU1cP/HYX81f/okcoftKT782syK6JHLQ1gJAVBQp0jTcu+yMtlrxzwuzyelANMAUYEezjcqQBCQwLCCYAv2xE7SFdyAPtvNUwwiXZr/Ltydu52G1nHmJHCmbi6pIL5sow55McUtd4J12LlcD95BPe00CCzkjRwJ5T6btnWjYPyOMjEZ8y2D+xZvMDG92pSgg+2xIfhu26X4kjxUEyOUmSCZPEE6eID06zmQiy3g8RyRjIWsWI1sqaCpfz/lNNXideXKX4UiaXd2T7ByOs6PPoFAYZ55iYRVWRBGiCZPWY+O8eHyEuCwgWCUKbTLVnhyL/aOM5PoIpULEsjlGUymElIAv6aNILqJaaUG1BzmZAsUcpSTZyyyzDZ++n+7JSd6Y0Pme7mdEL0ETy5BFE583htPeSrmhM33cSnmoiJLQBdTObqJsepC0dISdvYc5NNKNZPVT4lxBk1mGFPcgx6yIpoKpCtgkEX+Rgt2jUFzjobDMgdEfJzcQh6SKNWjHnOmnU83SP3iI3PgbuPe3YjFCyIKAXZSZqQcYnqqiI7ocU7NTbFXwW53UBqooailGKXNjeFJEYoc4MrGbweQehgdjRPtFrEoRAWcNLRWrucBbjZHuIhY7iqZNQWYnulGIxdNCddV1SNLfE1nII5RTaU2kORpPEz3FwpvL6EjhHIEplUpdZLHXTnl1AOv4STKHDmEkEnBAwja9GftFFyEXFRJOqfRMJumfSjHwWieJrP6mHCSlBTbqi1y8e04ZQZdy1ok8i7N4G/B2OpeXkCcv+PypNKFXgO1Av2meoYoSBMEJzCMfzb0KaAR+C/zsryz+D4AzPEJ2RMZmZEnbrUynFXOvlZlijJJQjl94J0j0+dnAq2gCbB7uBmBYcJAiw5diSdqL92EOr6KgoZO5VpmyI720Ki3019bQ4t7CwolmckaOu6TFvLf0FQA8thRl+0o46o0wu0pETRlcX7wbx1SKF+QlVJomyVReaqQq2c9rzmm4ZYUfOW6l2cgT8ux0zKalspWBih+zf/cy5q9q57VXVqO7LVxd9gi/OvRxxpQU6DLpbAkj76rgR/HPsHvXEoLjg3zxUTdbLlzL6/Pncy8fP90nG7mAV4ULQYacqbDv2PlURtfQPK8LVyZH/eFOuuY00DzSSwER5tNKw7LnsZk5JpQzxe6tC/NSJm+cej1HbGVu2X5+0XsFWlMB8farWO4/RLG1n5vbWkhIWX7lyw/V4wELVsHJPOsH2BhcwUbJwyrbx3DEruSmVgFBPsD9xXlCpap0JbIr/7sIYgqrqhDz1p5ux36fREtEx3Dmb7e0cxXrE5dD4mG2uvfk+7Lm82QSP+d7M/Zy+ZYz+oNZS37RnKx+HtvgGrTjVzAtUcgfba+iWPJ1H5bx+YwdvpxSIYlb+iOSkCGEm1ejAkcd+UW+JqXxiAaOkB3DLXFr53fZ03sXD17Ux+09n8EmOdnlPgrHNrO/Nu8sBDlOJqxg9ar4hSkmqgsJ9kU5Pn06M9raGK1s5jdDnXw6fAEN1ZuAKBZfGnFYQD4mQ4mP0ZrPMloM9lmHiVkKufzgn+nb48c5KlBpb+PDpoCIweHkhczYfQe1IYnUhlqicgqnWUCHnA827G4wkLJurkHGJ8vM8D9HSo8Q8LbSEgmDCdW5Kap37eEHthh/ajC4M5iXI+mx7WZGNE8QIhk5xJ5+qCgHoGhk4HRfyy/dysD8y6mtWo+jLcL56b8mB7gmbqOv98MMcIQ7BImf9VzECf8Yz6bnsl6eYJqQoH3eDUwoMqfUhQgHZ0B4Ex2lATpKA8BuxGQIU5p12u5X/zzFnd4Uv19aToE6RE5OY9XsIMANRzWGfRId5QoJu0Ct0MNu56dZ37H29PnlsUYAfILAQJ2PwrxCDJebw5SO384Dc3N8qu4XWLdECV2RY+roevrL11M3fi9f9H6Fx3fkKYb4tZPQeQEuOjqPmLubrNVHTft2FvTvo3hujFCdQmetg3DGz6q2YfoffSu5RCrqYv7xYzwfWMT1yfewo3Y/Xzgg4s9vWFN60IR3mczpKqCxz4M9J3GyIsGd90cY+ZpG39ZLeXTJauZ1PEaBLrI3PpOQ7mRhQqXv+JtZA4nT31c/7KDU+B5bLLeflvt5B3A3cB4w0zTNNgBBEBYAnwc+CNwG/M26zLP4G1AMWBoh71CamKaBYWTJqVOoahhVjWAaOcxJyIxoTKVyhFJOxlJlpIxGBGkp00sLWNzipfRUHZxpmgyGkry6b5COwShGVqfQFFjosTPHqTDqlhgpkNlsE3hJEfKurJHEY4xiy3Zh0aIYhkE4liQ2JuHVvRRbipktzsbn9VJcaCXAFFNDnQx17yOjZsgpadxMcczQeEUtZlKtRBfKcVubqQ8W8YGmBnT9JHu7XiMXT1IxVUJ5fBH+4mnMumAOBWUZjnU8w54TrxDaZqBYvNQHV3JJWQvpkEFiIpcPUnmtKDYZf6mD4roCCgrt6NEsmbYptO4IuaE4mWoHHVUnSIxswtHVgdCTwyaIVFkC+MSZ2IUPA/VsCSU4NDmMkzB1PisLp5fRPG8mzgILw5O7ODT8Z05E+4lOZJEkGw5bKdW+2VSVncsCGRxmhEy6H92IQXIrkawLt3s25eVXYbF40QyTkKrSnVWZCOcIq2nCqkZU09FN8y2OnWGaBCwy0yQLy8YMckMpTBOcBVbKqz1Yc8dIHz1CriPL5F4LkepGhmaex7AmEc9oeeLSA1MIwhQ+h4Uqv5PGYjfrphfjtJ5lCj2Ls/h/ibez5vJVQRAayUdvPwN8hFNPB0EQIuS1WgPAm6JASfJ0iVf+n6bT/nchCMKlwDeAJmAfcJNpmq3/iO/+ezAyU4glBh84dD9XaK08XrwcMzFCcShf/1CfU/H155k/5VMueke2nEBnlLnLJji03EmVo40TLZ9AGJb4bdk6Di9cSFZWuGHzE3gKQlzUvokDcxcD4O0/n/GmRyg/EmQ4PUKhUI01NY5pqCyK7qU80EXflB+ne4r/1X8ZACWFk3SkphE7rkIZtLta+Pix3/FydimuaIKnJxaxwMigG/kHg50Ujb5urp39EKsnm5GOfZIfVleCE0oc4zxvrGHGh45x69GbUQrspx3Lj/MQ9XRyXJh9un9+an4dfX7eriuTolPzslbuoYsG7GqWzeXn8HpFDQmLC/UUBbkSS5DzvLVGw51OUi9PkhyvRADO3bSTvVRRmcuwbOZe+tvejyKmya6pxRLNoumQXVfGq/9GFu4cJcOVvSsAkVsqnkDUQ9jUDczOTLK4+ySeor/Qt+UW+pf+gsL+j/D+Q9/m4MIKPrXYwczQKxiFF4BpYk9uZZ/tY/RWf5ZPHLuXimQlvyx9lEDqc4wDcClHS7ZiU12sGVrDUecIOU8Mp24nFytHsqT44KFvveX6wh0XcvvSG3kjNkCfbKE42kKnXMlEME+i89CaRzgnquN/pQR7Dh7w7eRN1+bI1FYWF16ELyrS929sDr1RQi5Qhb1RZ3bLRg4tv5R1fQ9xtGU2M9raWP3aawyofl4UvFxR6MbeHiczy8D7qAVRMfCnFXpP2VI32tnvWwLWP7O7LsDsgSR73ziH2TMOYA+o1NrH6C0IEpgSuK/33VRLSWZlAyD30l7QTo0o8+ixj7BgyVew7LcxA3BI2/lsJG9/RAoyGq8AOhFEuCqicWcQrCc/wYyJ2RRKI6h2CWwJRmOLAGjofBxNtqOoCbLeYqyRMbwHnuRHVasw+lXq1PxUlRv8C85MCLXhWgCqEwECsePs9C/hps71XHlyK18reAijN0R6eAjf+Tcj6vk6QlFOYWgO1lVE2ThYcLpvC+0ZlpTfxUujdwMgIeA1NfTiF7kmkKV1OEM28jO2NVzBBZNVdJRZ2D1NZLHldYYzOXZXjbL0ZD6AccCaY37WRQ6T5owMHWDoUTAz+PqfwfR+ntVpk+qhGPs3XEdX93ymikXqxzR6gtex9PB2AMwCAy0s8XzmEyRrZ1GmHmTYMo/SLbvJRi1kalKYuknKIaNE4bbIdVzNEwBEnE6SdhsJzcH0gW4eeeRbXH1TAYZaQPCIHRikvRyah+BbfRJ63GQ4l++jaYMuIlcXE/pDEgcnKNHX8VTLtVw4+3f8eve7WNe9mYNqw5mB6RKxWByo4byT6Qg9zX49+E46l+8Bbn3TsQQwTXM/8GFBEJ4lL1XyKBB7h9r3TwXTNMjlQugGpHIGyZxOMicRyfoYiBQTztgxsWCa4HNYaAw6WeSxEMwYaJMZzIyOOZhh4GQ/G6MpWrNZooqAxaXgDthQmgqQbDKTNolXBQG7oGHkRshk+lBSo7jSBoIg4Bf9ONIOrDEv3oyAWw1RrIBPyWC1jQPj5AyDA71hnkgkaCVBTNTISlaSmSrMWCMl7lIaSmr5TH0186p8iEKSZ/Y/yqH+53l9HzRkp7FGeT9uXynVywJkpG6OHN/Ew9tfIK4ZON3FTLdvoCkdIBXOQRiiPhVvsYP6+UUUVnmwWCVM00QdSpA5OkE0o5EUBxgSXyJtHsHMaEjtAjahlEpzAS7p/ViEAIJdxhK0E1IE/tDaSXx8P9V+Ox9cVEdRSSVtE9vZPvo8zx1II4gyfkclc0pW8tFpNyDnBojFj6DmpoBBZDWGw1KD3TGNwuBaUtjoSmU5mcrQE82iRVJACkkQKFRkSq0WChULdQ4rXlnGK0vIp2oYDd1gpDPKYEcYXTWwexQqmnwIfpXOp55jsHeQbouVyYaZTNWtwe6wUVKQ/5tdYGOdx4bbdpY19CzO4p3E2xq+MU0zB9wP3C8IQhn5aG4lUAQ4gBAwDhwB3jjFpvcPgSAIFwNPAjcBG8mz224TBGG2aZrD/6h2/HtUT3RzxzKZX6v5BV44VM7jxZdwDU/gIEeDPsosTpw+/lizm+27SrmCKPaAStlolpEuheT5Bj1lVewRlp3+VTc8+SSb+z9KpMakUS9lxHeErKohZ4JUjl9Kl32EJR1XMNn8FAH9JHsb1vGcdzbWvQYZWWUoVcLFNa9gClA2NMFQLi8HUab1k7JlmTLt+PxDdLSvYp5ygM6uPKvry0Pnc+XMZ5kdbEcaW8wnZ85i5liahd7dSGJ+O+fHRz+HJOpYxhPs9y9F3l/AVwdv4b4NM3+T9gAAIABJREFUXwbfmf7R/03RfMLmgOXVlBzcybWvP8tzM9cxVnUqrcY0UYX8hf97x1IcShEvd3L/qsv41NanuTSwg5xUjKPSjq1Vou/lWwg0vcRUx3oQBMzRDJZyKzneio8fH2eX70Zmhe9mr/swAJrdzfOWp/lBzziDuQ047QLtnYug/iQngzvQjKuwx16i1Z/fZbr41YfY0wwf2RLnO+/3k/aYVMWXkV97gmhIHC96gxFPN/MHz6fVW0Wwx8v9Achd6eOabR1UjBadbtMDi77Kx/b/K5qYQ9HsLK/Os8ru7t3P6rrrkW2v8ZhZy2/5KI74fs6pnMn0rlZmhfM7ple/UM2PV7/IZ6LTUU50nrnY6edA226UyX4S42sY2lmLMLSIF+bsZFpsIfAnDF1lRaudIf9OKn82hSxKpBfmf19vbYrQeP4BX933Mq4eiQ8Uv8Cipb9kXXg3s9mIe2iA3qFCwGT6VSMU+zQQoEDPsWjxkzzTFuJFz0FEJc4X7AmeGnkv5Wo/haKFJZm72WX77OnmPq4twyHkgwuPTqxgdqKDq09Uc6J4OhoaC92VfFLs4WZ1MVMKNHQ+gaxluL/lchalp3CNHmPmKVsvCSqYUBI6wJwTT2DN5X2CzaecS9M0kc3sab2wtf27qYqPk7Ja2bn4FsZcrXjCddjSW+m111BCNTbZh+b2IMfz3nAsGKKeQSaLd+EfnY8gKFwXLeBB1YXt4Ido6tXRgNWhvfzYVwhDaW7afg9zrmvjJxEb2YSdV+w5LkgrbLbptFoyXFPwJEpiCb/TS7l07H4EOR8YycbvRhSr+UvExjTLBO+e9TVe7/1e/lpEiQUDjZhA4RobE0/lSKbyYYdhy7y3jP/hnX5Gpud3y9vSNVQd7iGuOPjcF2/l0ld/x6/Lr0Gy97KkM8YlE38gZU8yfcCkYSRfJdE8lLfjP+5jr8WHgnra9viBKd6MO86Jt1KfWsDrzvfRFZ/gKnUvD5pXsJLX2NsYY5f6JapUmbLaJ1l0YAT0d47M5xTigPdvfWCa5mOCIKwEvg9c/g9t1T8pUqrEb/dXIosCHrsFr81CgSwRBOZ6JVxJDT2ugmDmQ9bDGUJ2lY2GxhvZNMOiQUQwcRdZKG3w0eB1UOewUmFTKLYIjMY7ORI6wmh0FAC3xU2ztZhASkUciiLFh5CMDDarFbfbjeJyEyoJ0q/42YbKgJqiP5xmJJokoY0jqQL2TD1uvYl6XwWV5YWcO62QGaUeRFFgYKyLJ/fexzN7ulBUCzPMhWxw3YS9yImzxGAifoKu0e1s2z5OyqYSsE+nXr8CI6wgRMBRaKdyhp+S+gLc/jOMpKZmkO2KkOqJEs32M8ZGUuJ+TFNDVQN4hBVMt3wIm82DpdiJpdiB5LchiAKGYbKlbZCtu7ZgzU0wozJF4dIYB2OD/HEkhXXCy8zCBXx4we0UOUvIZEeZmNhMOnWQ2OhxCgrmUVi0gQHdRXsyTU8qSzJu5O8EorjlBHV2K3PdDt5T5MPyn5Df5DIaXW1TjHbHEEUorfcye10l+/a30fX8kww8MYkZLKLkkvWsvakZm0X6D+2dxVmcxTuLt5PQx/HvdL6GgYffLvtvA24FnjBN85cAgiBcQ55s4ZO8gzIqM0b7aJvJ6ZKSb+r3QTH8ybiQC4RtXJfdSAd1HDpXwv+4hTFfEaVVYYiaHJnhpuV4nENSLVMvFPONi996GZmWC7Bl4ngTLay01LK56GkeTb/K1a/fQZc4Srp2ERbVj6dvLiuTH+fn016nN1fJoWwd50n5ReSRoXlois5ILshN8+7lZ6/dwDXu3zNjwUEuqN6MVVb5aG8zc9UGRgbPUEIXhrKECq2Mz/w9KRYzZa2glIOIg19kbctONh1Zim5IJOMww32AfcqVLOw4SNT+t1nhVvdNsqU6ADaJu5d+iE9tfRq/r4uxN/ffBAGDMw+cizuexUiBryZJs3GcH5lfJCF4sJgpXMXw28qV+QMNESHnITD9BaY61rP0eIKCUYMFR2N8/3IrPxU+zW+Hvs+8dplNvlJuLdRJznfhHIbPTVTz2hyT0talGOYAAhm6gm28VP4IAHMkP+edzPHhaU+jxmehlVegSxkWn8ynql60L8nDCz/Nw1Ww9dWfcEXTzQRS5YzbQ7SnZjM17ffoXTfjFU2MYgcIAs/Vfo8a72o2ZEw+mHqSe+UA0+f/nKOHPsW53e9jU+PvuWkqzIfKirFPPc3RmMIlRT/l1ZgdHUg7rKRsDhyZMzVqBQkLrzNAo3MCkhB36DxR+ycuG6zEFxfR5AjxgdVg5p2se6f/gPteFNjRWEHVRBSAo/4g04cnMXZZ8NZF6RmdhW6xsnrqNnrIBx0OlTcyuLwJKbOb/dIXyFq9LNt1CyCQnsg7ouM9XqYtjtP7l58RbbkfpyVJGpjdFuab8kPMaY2DAKMEeEVfwHL5AOsD7+OqkTQfSm0kgpOlh9s5OO9fkKxjtORknnFk+SlxMIKMaiYgcE/NdG48sYuIzcetlS14q88hIys89exXyJ26F8Mux2nHEuBXxUluGHPyrCPBRZnlfCnqoMJ3Lz1lZVR1jGNVDdKOYrzhAAYwXGPyh2wRPzLvJmO48Vs3kDZjqMlXaQ53QQk423fwatDN+doM9OxhPrr7S6RFB4bxbH54RvuQvBr6m4GTuIULhhVOZIc5bC2gXlMxBRiVTabn2vmTXMStlj+yHzumdipmpmuYpzbNzgn8juJMgtcBSUqi604Mycprq38JYQiec/db7rtxZz+Pr57FFVuOEfXUIj8+wtHun/B80QHmuwZ4rPEGbAkXd3/8m9heHsJRcy8HCmv5yi9NRNXLNx7NO9MHC+sZqNTwyVcRzz6OksuBIBCXnMimDlPgnGMj3VpIeWwrmi3Hou07qVbyAa2GXI5tJR+lii4ajAyy6ebD9V10HMjX68qO8//mvPEPwmvAtYIg3Gea5sTf+Hwv8JN/cJv+aaFnNHI9UbJmPr1pRARBEkERcbis2D0WhkWDMQwmBBMVE5chU+q2sayhmLleJ7V2K5IgkNWzHAkdYf/gPlrjw8iZCE2awLIs2JIa6XR+HtRsQeTSBiLNMxmwNNGbGkU3dQSEvFi75GN80sX4pJtIJkY4OYyeLKZWXsas6lqWnFfGzLICFFnENE2Oduzi+9sfZywdwqG6aZFW0+K4HNOfRFfipIyTDCdPMnBigKzmIhheQEVsJYpkxeVTqJ9XRPXsIFb7W5doRlYj3RFmuPcEo+whLR3Bqg8h4MFunscM4U4cpV5sjX4kj3KmT/UUkcg+Bk+08dxejcRklhKPxqIZEj1SnJMoxOV63t3ycao8VafOSRMKvcKJoSNYbSUUBtcx4rucjZMxRiIqSjRHgzNFk9PGGr8Ht/zfc/i0nE7P4QnG+mIoVonKGQHmrCtl33OvcfDXe5B1ldKGai7+3Eewl5X+5wbP4izO4v8bvJ07l6OCIDwE3Gea5uG30e7/NQRBqCVPsnDHm++ZppkRBGELcDHvoHO5VDnBw4qT3vAPqXF8BYAcMleKLxI9RXSSRWHagTQjB108XTxJcJ6Oa44tL+JrJhDfMPjNNVeftnnNn37JwXOXUVZ9OYmer9BnbQQDfFNr/jd77x0eR3W2/39mtveVVr13Wa5yw73bGJsY2/ReQidAIEA6kEAILSEhBAKETjAdDBgDxr3L3ZYsybZ6l1ar7X135vfHCPsl4fsm3zft++bn+7p0+fLMzp6zZ9q5z/Pc90Pu9GfZsy2XOqEXa8LG5vzXubfs22hFmfmqEBrJgEqIk2oaony6jDYE9YcyuHb06xTb2jHGImja4jARdKo40YMpXB1ZCEB1soglwD7XL0gb0BJQlxNKOcEQDgRdlO7gWGx717HrzEsZMa2Z75ke5qYNv+auzQ9xqeYI/efdigoZQzxOWKMhw5dgwKrmqhMRmoKt6M16Ig4TJe0nGDlyE88KK/5iPB/8g3KKPz1jFEPRFO63vwJ2SKBltryRp+ZeSm6oF4B73x5C8d0AlTYMwNSmEIGYiJhU89N33aRf6GRMT5B8l4mnc4pRJ/u4u/c2/gDM/GMzv3/mOzRqhoiIkKu/iEdzlRdzWjQNIwKaeABJtCGq/WgHAzRl7eaSuscBmNgcZcNYA1GtyE/HpWKLVJPhXkiz10FMG8Bj7MevkuhTgaw9Zb3fZt/EtW2dijclDl6NhxiliqFNKi57KWIRTVrvyc9/PqA4CAnaC5hQu4c3z7mWqzbH8JkdBIIvs2gffDJjNRUDmayb3M9AihIBVCWTgMieNDdTpT1Y2gYQ1fl4dO18OetB8L1MR5qS6um0mjhsG0V1n4tFZ6zlg757MLgO0SupiNm1FIkazq3fxE7XdBLtaryZpSSlXn70nbt5+Olf0bZeMcLBKFPq3kszZ1J95AbkotXUZG+iTqdFHHYNjcpqZLXATfE7mTm2nebYBMZ23Y2nxURrVRGFjR24bVVoqAKgJKHiuFaJqIaSygr6UkMakpzEhEJqpyatjAmr2X3GfRhjYX4Wi+LUj/zatbWp4162Vc2jacQK+EA5LuZfwIWmn9OPjS2zFdm4NPxYvVd4Ep/qLpapd7LXfwWxZCqiSo8gqDjozmBsiqL3nOjeSk9qPw7PITSqFYCMFGsnZkxHG3JyS/sfear4ZjxqG28dXElFbAFJooz21VEnaoEKXtY8Sn60ixnR/cy272c/Xy9CLyedGFQJ0CvMuamigSp1EzOe28TWWafkgIMGJRo8QCtH80opjOgpCd7Mtff+gJs/PR9DSEncXtzkJcXdzqrKRWQm+9C0qtBolUQUtakVTRLe+tUgUY2e85fej0qIc1XXG7xn87E4Chm+EE7y6V+SQX+/jRnNNbzpupbzDW5i/lUkIrsAyIgNEtekkh9P0o6BEc4ppFtasIdSuXf/rVzOS8TU6eh1Y/g34hfAcmC9IAjXy7K898/2L4a/SIQ4jf8DLDY9l19djTOWYCAWZyCWwBmLE5Nk/JKMOylRbNKz3Gqk0qQ/SWpkWabL28rRlk/5vP8wsWA/uniUsdpUzsdKMGGlTxpB0JDDQG4uUopEt9RNp78TGRmNmKDMbGRUSjnzDbnsaPKw5kgPXUNhRFUCSehGFetijNHOXWPPompSAeJwBC2ZSNB0uIZPGj6kNd5DqpxNpTyTEaIRlT2OyapF0HWjSrTT2e+m36nHmCwhPzELq9VMyaQ0yidnov4zgiYlJTpb3fQ1OvGGGkgaDhI3DJGh7qfAa8cqLEawTkZbZEdfbkcY7o8kJfB6D+F27yIQdHPguJGmHjN6jYnRI7PoG9OEL+4DRwVX5s7CprOdHEOv9wBO53oQROyOhfRo5rHbGyTaI1FiDLAs3U6OXsv/BLIk09vsoa3WhSgKFI9Lx5GVpPaND6j5tAtRpyV/9jRmPPojNMb/3uznNE7jNP7fxT+SXN4LXA/cKAjCPoZ1JrIsh/+BbfxPUTj8b8ufbe8Apv61gwVB+D/pMkv/nk4BfGk3EtEIqMVRPBeayUXGw9iV3BLubL2RH6e/RZmljR278knJhB3FMnhUzLMkEAIwsM/KYJ4JQZQY0drE9PJGxmU52JaaSZ1NpFL0M2nOPE5s6MUahQRgm/UbRnvTOXL4LNzOHMIj9YSBD7mACXINwTOLcB4dT60lDyx5TEjdgE6MYtYEeXLh96l//QrSHmtk8PsJ6mPTqLB0MFj2PnuOTufc2BTKxs4i3vN9VMFakme0Ehe09Fm1QCnt597MjVtWIwCq2RJPzPkpd2x+mMujs3jZ0kFAb+Sa5girmgaUWMviXN5ucXGlvpsTA1YiZ1bQUljOOnkubx59lTWp03kju5ys5m76SnOZeWQ/rrkqIoUurFplHLNqr+f9oQQr5sxESHoJux9FlzwPhhMhRWM3tn23U3jBrbS/+3syso8QdeeTjKSQ8Fkwh+O4+D3n1d4FwB+mfZdzjVFAxX3r+ngiNYFLpeJRawHKCMPIqIGoHCIgtCOGJTSpB7nu/Tf4ZLYSmdXmHKTBO57coSQtWSLbMtTcsvHbOJwye9OixAqz8XY+iijISEAyQ0+pZxde4+V8fvRUdOm3/U7uyARv0QdMbT8HUbWY74xeSVrXTbzZ3cd5JQvQRo+iVem5dPUeDo6aQknHcSKGM7CHZUzhPJJ4WbZDMUvpSY8guRcjpnzBujMGmHI0Ba9qO5HkEpoK9nDmQSX7Lxx4EQ0icZUae3IUYbWbYFYdj411Ie5XSq2EHdWEUBz5XKmjSKgN/ObZlwjIYZoyl7HXmsHu0eknf0vRIifNG7Jp9v4EacQHiI3nMr5tBSb9LmRgkbqGnYmRbDRPRkwIyD7YG6rgrk9fx1yv6O9qxp7Bft14vrKZWZ5yL9LgnTRLXSxJOcalqZtZNfQ0lfE+Hpx8Een2PVSEBhFlJQU0ZMzk4doXsWnTceafA8CW8Wcw5+AeXLuinFf4Es85J5Oq6WOW9QE+9d3HIe2FiIXKelqV4UtK9bvRCMrEaNBhR++NsCNyJlZgSepTrLOMJ9Tl4WX/fEZaT9Doy8DkPARAPLD65Hi4MkaQpwqTbFZ+mz3hxX6slq7imQiyxDzXNgCOmyuYpzrMzmABPYMasMvkGz10huy8cPF3ue6tJwEwZ2kIJHQMeY08Lv2E/fbRePONXBC7mne1r3ztuVSXqmZ/IMg8j5KC7U9E8FmL8FmLaE7Zy/z2GKX9x5ggrOdA9yJU+IlrfQimFeiCq6nP1zOyM4IuHiGoNZAV8bI9ZSr2pFJS6Ii9im8f2kSv9AMiUgY9xgF0MsBfRj+M6hHEwzvRyZMAcPhLAPBIOlaVLUASNFzd2/oXx/2rIMtyqyAIFwHvA7sFQdgBHESRgcxBMa/707+tg//LEIlF2dlSR7pKJlcF41USaSoZrRyFuBciXiSXh85AN9ujgzQlvCRkCQGBPI2FkakjmJV7Js6kg9YBP4FYhM36IGFrGJfkQqIVkXZKhVLGplczzn4mTQMBjvcH2Noa4SXnAPFEH5VZFmZWJGju2YQhJLIseyklk0YhGpWFJVmS6GqoY/eBdeyI1hJJqilOjGGKOBl7hom8gizMajsDbSfoaeukJxImqTWSozmDqdnZZBXbKR6XjkZ36poPJSXquj04a/tQBVtAexzR6sScp2VkOEpqsxcGC4ln3IB+WiHaAivCcL3NcLiNof4dhMIdeNwiLlcavd402r1p5BdnUjqnnf5wN1GrhosKL8KuP5XJnUj46e19n3CkC8kwhhrdZbRFQTckMtUOdxRmov+z2qL/N/D0h2ja308klCCn1E7ptFQOvfMxNWuPIqc4KL1wObMnjDjt1Hoap/Efgn+koc+TwJOCIMxASTX9PfAbQRBeB56XZbn2H9XW/wBZw/96/mx7gK8p/P71ELiaMs8Qn1l2EPer+S3X8TN+wwPcjqhWcem033LNttVImQnyG/cy54jE1jEix9bmMUbTTyIscU3pflRDH/CeuJCB7SZa3H006XLY44hQ3JzJkS9amVC2nk7DOIYN3lGr4/TazdiC8a/154BaSWFcN0rh3CXyCZxphYxtXIOQBW1rf0Fm7zNoO0Q6t2aRFi1DsoVpSfYzJAbYadzPtG6lduTGQhOv8iwAE4aaGO3K580iLW3WGRR5d7D/wBKuuvlRpjbvYUFniKSo6AU7JImvXjGXN78IumxEZH424iFq3VP4Q8otrBFWck9/O2+MKuTsXe+w9NMD3PHAz7n93O/zcP/DVB9pYatuOUMmP5X9M9AS5qe71/HQuDxUSReXbdcQ0LrZNakft1SHtW8GWimFgfkbyNi4gMoLrqehbgFNnz9BbqSffm0LiFCbtRWAqo4gYGHk6scYc1MaSzNzWDGUDvRyY9/5zPedwRrtp+wfKic1X8bj/4yG8mqmts8hFviEcH0rYtpYztsZoM+u4vV5FhzD9RFn51n5rECP5NDzsuVK6nacza8MV7JosJ1n8y8mj19yyZjHSI+5ObdDiZa1pdZx1rHruWrtIL2pr3LgzPsY3XodpYZlWOvGM3pkK9F0H/cE3uYRz0o6sv2UDJqJquNoYhDUJWjJDaKXL6A7cy55zRZ6g2Opta1DH9vLJyOUNM0LticRkxDTJNFERT5YcgVX7UhBQkYuWwcYcMXKiKkl9AmBqEbk8wkGItLl6EUDyBIIIrt1cYgDSYn1k2fQpk1n45KVfE/4HcTAFNzDb6Zt4aZdT1LR+Ci3TbmNmzxeHuu/m6sGJRaqDnDN56vp2zOS3sqrUMu7qK26CkGIEM4bf9JQ1KQaIuF7icWimu+lbSERE5mx88eYFvZzsy2bg4kZ1FX9iYpDxRBPQyu6SPMH8Y8W8KsUn7HWayzMGS612eKzc9fuX5On8hH+WA1zJRr05/DcNd/ixs0w3/bM1+6nl333ggCyLFJlWE+N2sgX6kx6ciq5qOd9ynJdNPoUArd2ah9Ld2edPNas92PQBQkAP9L8im51FraEn9WyxJWdpxQHlriPX7fOQm01AiF+0zgLgFHFUYJGy8nPvcccKqMtbHcWsyLvKPeP/w43LHuXsoEeugJ15AWVFPOtJh8NjjRUA6dqWorSqQlwqXsyHpuizxXsiZNPVZXaRVb/AS6qfZJ606eMZC0A2bEkv1D9kXt113Je30cAuPRKpOQgas726Xgy8ywmRgRetJu5wv+1IUSSlajzmOTXt8sCeE0hLi7/GKnn3ytnlGV5gyAIZSjayovha6HjTSjOsafxN8Akylyq6gcEkATiiSSd0SEaI/00xzwkRQ2odeQXTmBk+hjmW0vwDHno6urC6XKyx9fHx56DhPVhLFYLWpuWEnsJVZZqAgE7DT1++nxR6p3QKMRJMTrp90WIJiSqsi18d2EJ+5o3sK9pDYn2Ym6deBOWAgeCICBJSbqPNdB0aA/bPfs5ITmxCblUaxYzdswobPo03N0Rgv5+ug/X06Nrx2mKk2UZy2jrZDKzUymbmIHBoiUhyZwIRTg4FMLV30FB9wFMyWb0BpmCfAtp6VVYhSlod60jecJDIm0Rqlmz0OZbMQ5rGIPBJgacXxCLuYmE8+jvtyPLE/GLZg4EBczZbZhKusHgZX7hYvIt+V8b60ikh+6et3FGo+xXL2RQWES2rGGRw8ZVRt03nJ2/HQF3hOYDTvzuCLY0A2ljUjj4+SZcz9WgNegoXbmU8tuvOk0oT+M0/gPxD/djlmV5B7BDEITbgStRopm3CIJQgxLNfEeW5cg/ut2/gq90MNY/224D+v7awbIsj/qm7cMRzZHftO9vRShooioxkRiQiOyDIvjZ8DykpbyYDkcWGZ39PHTRJcSn1jCcC4lfNcjRhI72/EwuZ4iL3J+zjWrmHd3L8ZFKOuCgPIA6fwqFGj1b1ohUXCoS/zALzco+TCYPH41biCBL2MJhvIZvTkFpEcqhGPqa81DtXkQ8kMbYzkE2jqkk2mLgsWvmsPV3r5F5Rh+SvBtvyMxjYh7vlpQx0ZuHR0hhaf0nLNWdIHjoEn54QAeoaCws5bmJK3hizwlUhSbUnSEShUpUb4cU40LdIbqSNibuquVYvqLl7Nhfitl7kJ8HLuP+W9/g11nKLPQ7b6+lrSCNEZvqOSFlECuXSXtFxVL9Wvp/Hca1aSkpCRszDgdIz3yZuL6aXF8FG8pe47h1BCrvNu6rtHFrWy692YfRze7jzRNXs8/6PjdwMQNmI4Ulg/zR8EvKBxWnUQGIGFNQxcKkeEZDynayjv2Qe61Opos5JJEIJzWYgIsP/5jnzniWrPA4Cr0TqCVMzKyh1hDnar+KImeCe99xA1A3Qk95Rz/V7s95eOrNrNl/IyNdSsmTZ/MvJjXuoVebxqbUKailBOlD3WhjW0mqZOLh7cjJQbKcsGhjGk+OupTLmjYRinm5oG4rLzonM66qk5XRw1h2DbFq5Dwq1RV8UhXFV7wVSTDjyj8HVZuf8t4Ey4ZW0U8ZbRaFWKgSKhz+AJqkyM6xQ+Q4DZy1+V1k1RU4ND7mhcKYkxri/vfR6sbTayjAoDGj6QkpxBJAUK5fc4aKoi6BLX0RHrryFvJOtNJr0BJNnkva4BHGbPbDj9TsKX+WhW1LCIkiT6SmoJFUGDvUZKli6EQDvZVXAXCi7AIa8gUGNXOoNBxndOP7RMMpmDNc3FmlaA9b9qexMVHJInsjYbuEI65iSThEsSrAMUOYSzIvYUfvbA5V3w7AmOYPAciqEak4r5dDdcWs7VaSFayqJHaizN52N1tnPYFKbWGB7eFvvIf+kFiGQRaYYn6Dsqnvo909gLEgAD3g0IWYnNrJh6o0fhdu53OycKfkUjKxh4WxD2iziTQdLiJw3IQNPx0p5dza9hwAqWkRhgb1XN2lEM2E7+u1Hh36CDGtHrsmTJbBz9ZSG9u3Kg6zq7tG0VhjpULTRIro501NKamWCEmrhgyVl5iUyRxtIzHG4FRJpHeeD4DBf5CwZTxeexk335bPsq1tTBJe4Lmi65DKIlzX3oUf8I5zcGXRTyj1tnN+9/McIg3XikJYDZpEknSzxDPjV/LUcw/xzrI/ADA/ouVwkQSdAlmhAH1GEwCiaCcJmIfdqA/kfs6egs+Y23M2O0Q12e/bcaf+z6Mq/ygM6y1vAG4QBKEEKAHaZVk+8e/t2f8uBOQkL4WaAZCRUQkq8ix5VBVMYYG1CJ/bR2tXKy3tLWxp2sL7yfcJaoNYLBZMaSbK7GXMccwh25jPvjYPu1tc1PZJtOhkRmYnOWt0NkatyLr6ARp6fcSTMldOK8KgCvLezlX88bMB5mXO5afLHkSlVxOPRmjeV0P3sQa6A71sl08QEgWq5RnclD8LOaFClmTizhge6yZ6HAeo1UWxOMdTFF/AJH0W5TMzsaYZcMUSvNPfj6v9CBmhOnK9Q1QmZCyGDBzjpmPPvhyVqCXZuJnk2g9Iyg7i1ZdjWFaKXq1c4+FwBwMDnxEvUJ2lAAAgAElEQVSLuUgk8hgYKCcSkcnKykKX7+Cto9tRmWqoKLYzv3A+oxyX/AWB8/nraOz6gONRC62Gs6hMyeQyhxW75u+bEob9MZoPDOBxhjHbdeiLzdT1H8fw/hasQoLqRXMoeupBBM1pN9fTOI3/ZPzTiv3IsuxFqf/1lCAI01Beus8Avx2OZj4ny3L9P6v9P8NXAbsiYP9/2V74X/b9W7DHZGfysGeuI3U2HoaQZBGiKZTYPdRLMX509e0kE+swDlPy87dL/GmmCEgYxNspCj7KzL5jXPfFK/Sn5DFh/35Wf7KWJ6++ntjRD3ivKp/q4F58zRkUfjlEm5TJtXOfgDSQBZE7ek9w9oli4ok1zFhwIehEEAQmy7vZKygRzIHuSkz6qUxsewpRllgy/nxesivpab8tGMnymkOkTWinrnYBrYoHB/ttigg/vSdKv+vqk795V4WeacdzYSqIkkTSpCW5WKk7qAslkDuCpGW7MLritIkFxN1ecrSDxD06+m0RjubCt7at5+NZC0l3dSFIUfyaQU4kMkCMsD28BHHyel5dKECXEcp/zEP7byRN9hNTB3jyqYM0VF/DD0M7eNzdiS0aoYY1vKSFCV0Cz7fdTGHq50iZSV6beC9pwTzsiDzQN46j/YvYU7CGmoCFwTMeYiIvU90zjj6VEiEqSG7iBOdSLhro0OjI0+8i7tZy3d7rUMnK7Xb7vjd5ZOZyilQdKGVeFbgsAksCSW7VGeiIvsUj8o3M8G+gxWPgrK1r2TZpFvV7lfIw7z31Iuffdi3ze8/GeEJJCUyyB2vcQdBShi6cILbRT6rlGH3eTJozU1medwxXvIDB6G3kpb7OmbEITZoSHJ4CotHtRHUBBHcUzTEfOyxT2WGZylz3YeYdTOcday5uQ5Lv3N5AQvShjYs05wUY1RYgovkIk3UOD6Wlck7dbZD4GHQqbKh4Th/G4gFQ9KAioA4P4ghkYpaTmLvDaA+2Yih4C4NvOtHkFNZN/BNj66CoT2Z822HsWafKwWTbMlHHvZwx2ErYkI4x2Ic+2EV/1nhS4hrSOmWgHE/p51R8sZmD4/WccVjRkIabtHjHirRPNZBW5mHu8SP83ncPDpeEVQhgC0eJOXtJGjoQ1bkUtW8E4M7kqwxpbGzVnjKViDYphFudVL77uvVBPrFOIV/cxazJr3Og5gKeSZzDLeqPyRA8dAlwy5h7+IXqHn5p/Qk624NAIXtVVfiydawv7OJn7QnuqtpGdVE+39PAuO5uhioc5M7oo3tHFrIgkC6eqvHoiAaYX3CC9zpO6Q2XFzbwUXsVZamKgc/inWsRjHkY89vZM2Iis7d+hFUfxRdRohIJQcXV8R8g61XEE36cU0up3ttIky2fgqCHJ+0Rrgq1srJnOgBPLnidN371Gltm/4blR65B4g2Cmkx0yGR5aykJpbIr+AIqqtAYRSb37jrZt0RdmN8vu5s0MYDH5mDMiXo4CJHEOu72zAAVnMWnFMx0M+ppFxG1mk2jq1DrK4iHPkeQNWSMfxP7oBL1LBzqIV/XwvxDLu66aQ//L0GW5Rb+UoZxGn8D1LKaCeoJDAYG6fH10BfpoynZxGY2A2AwGHDYHBQWFjLKPIp8Sz4F1gJEQWTAH2HzMSerGvxo1U1MLkrl1vll6DUqIvEkGxsHeGFbCyadmjNHZbK8OpO99Tt5fcOrmEQj5064kPziEoIeN/U7N+Lq6iAYjVIvDNES9JIRKmaB9SayMhyYU3TklNkJaQ+xtW0VLb4Ipt4JZAUXMz+tiPKZWaTlmfHHQmzo2sZQ+z4syRCjQ2oc4XKsxrOwTixHnao8G+X+BhIfPUa8vx/JMQHt8ofRpikLrvG4m/6uTwmF24BcnANl+P2FpKSkMLa6gvdP7OL5hnfItum56IzZzMg7D434lwTO6W1gZ8vrdFOIJeN6lqan49D+fdPAWCRB6yEnzs4AepMaVZGZuqAL2/qPyAoNMWvKOHIf/j4q8zeb9Z3GaZzGfx7+JZVkZVneBewSBOG7KPUvrwduFQRhF/B9WZZ3/pO7cGz4bzmKLgZBEEzAXOC+f3Lb/y38Rh/HQzoMpn7yfFU0FzZzKH8cK/cfI6KJ4+j+DkM5v8Hk8eFJvwd1vJPsoff4StvXlWXhfPXzfF/7Ihed9T7WN5OIGolYUsOm0ZO5D9hQYOOV793LPXt38/wjL9NmG57o94SQcoyUdji4nSD3xcbz3S1urkDHpMUWbg88w8GmBE+Mn0ln6RxuWnUToiyxpnQal/gKMaeIzGsZwGoqo7n9R1ROuQmj0cu+QqUmnTWYpMimImeg7GtSKnN4HzsrJ3H/jnd5o2gqTbmnUnWEbf1INg3rcmYw01WLpNVjCQ4ylJ1OWutxPlsAIDLWORwJC/6IDdUCry5MYvC/Qoq5ldeFKJScarDMV8w28Q30qVpW1t6JPfwiKc4vGJ81QKOo53mPlxqDMiaZyQAa0Y9kbCIjkWBA66NDW8+z2Livp5yIOMCyw0spC8mEgWZhPhFVCpO6FZIoCkk+63mTV8QqJhkX8OTUu/nxpgsZlGQQwND5Q2KimnH+OvDXQcr3mLHjB+yY/jCfiAO8FLAhAn26FJY4t/F41Y30zC3grufuY0z9Tj6xjODXK37AH7Z9wOTaA1g/fgqqFGLemVFEQX8banESidBGZMlDvVfRUm7uL0VvvQqCShQ4t7iDUaqfszN0Dhmhs3knoiaqizF2606O6Ssoi4m0ayS22kczxrOT87okXq+o4fLPCnHZHDi8Eu/M60JWpyLEe+hJrAcg3VdCEkhEatAQQlXUQ9Q5Dyk5iCCmkCRBJPwGIa2iXzU6Q1zS9SaR/iRv2VcBU0jTxOhNgcdeVgyFGufmYMvMwm8Zyzm7wsho6bBcTcdYmFLzc3QxDwcd38UvFJ0856ZltfCFhkSDDp9OQ6tgJmBUzrEvXU1WQiag1RD1Pk/PTkgzZvGlpoy2pB0C7yGIdvTTQuSYlei4DR+SKJLhDWKOxkgNRPhg8dlM37ub3I536S64gL0UUs0L+HXpFGnfYnpE5K3kPHKSHradl0pSNZPylzeR9y01Q2F4e34XF1ksvBJ38i13EJsksUfI5+xAEK/JQlKEeTtcvBidBIRodlSQKQWJOrLQufqYl9mMPJxALqSKyEMSepQVKLNdg+AfRG0IsmbJXO5v/gOyqEQ+3rCtIFvXx4hYF3GtGg0J5Mk2frz7ee5U30c6QYpMCjldrq1DL5shBi36z5HEJCopQV3ybUYkRiMBKbEuliRUbDAe4bjzDsTYh+RlNHHmQAJBX4jOMpuI83USspporp3O4aod/anKtbjoYC8NI5T7uaI/n9GffQ6AIZGg0hMgveMR2i41EuxtIqVsIxbXBagTMgu27CPdp6Tuprj/VeuUp/HPRkyKUReqw2F2MLFgIiWpJaQZ0r4xfTIpydR1e3lmfzO+SII0s5Z5lRlcMDEPQRCIJyW2Nw2yu9mFWiUwf0QGty7IZXvHVj7Z/xaEJKozq7l72Y8J+zzU79jK3o8+IhTSEdTa6AslScoqcszjuGXyeApHpmFIUXPIeZB1zW/hOdpJum8ShdHLWGTNpHhSOhlFepyefezv+5C+Ph9qUcdI1Vhm9y9DrbZgHJeOJlOJyuPrRdryLommJhJiIcKEy9CvKB4uFxJlYOALPN59iIIVr3cUTmcaJpOJ0spSGsINvNu0ntbPPmFW3lRWnX8/OvU3G+0cGTzG4dZXiWtymFb2A5ZbbN/4ub8VkiTTcdRF9zE3aq2KZI6efXYJsfME4zbtYmmGhaybL0BbWPjXv+w0TuM0/uPwLyGXX0GWZR/wNPC0IAhTUEjmNOCfSi5lWZYFQfgl8LIgCNuArcCDgBd4+Z/Z9l/DOEOCl0Q9i42d5HtHML5mP9U71/D4TYopSnrH70jrvhmAQMqVxA1jubj69zyFEh4Uk34kdQbpCS+5chCfYKXyvL6TpR0+WfYtIno9bqudHlXsJLEEyMwIcv8eOCLXchdTyTDmcsXwvr1r2jhydDFy5Siy8728O9PGj4ZmEDhwnKvGTiMmQ4P+EDcvvYRNLx6lMvQl+V8Wc9nCO9HEZeJq+O4aL9OuKmGXSnFQdaXvJj1YSqGuiC7fIAMJIw51Bl9VV7SGwlzU+QbbixdSlzqB3wbhLe0QlpCfI5ZRTDYpvkqzjqjpGaGmqqmGQS3Uz88AXKgtjfxXuZY2qSLFJ5A5aGbduA5G901mensRNRWjyQkJfLWue0Ykypa2IfZryqk3eZlYdB89ajWrO3uZXnSK+N4j5vGL3p3oMxcTBq7LuIwXBk5p35rzVkHXpRQntlBgm4CAiCUoMhAbJB55hrUzwkzxVfHyvDmMDh2iLNRCxP0E2niQ3KY/4Zx8AQCSVcPG0HheariPrDlbsPmGEId1Z8f96fxm9V5U8TCPPfM4tXmKIU5Ib+St5d/mxi/XkOLSkgydkjgLog1QI4spJ7WsIgmMopezLC/wTOhszmp4lHpjP9uGTR7mRDR8YpIQEgohMbrOI9EyEtiAw6v0xWl/Er3JQ9T7R0KqJOlDOpKe3xJInYJ5qAY5uBGbrROHcy4x32totVXEYg0gwJGcXsr601kcUUw0OzPjXLf5OmStxFnSEUwJOwzXQXTqUhjKeYSb334YLKAxDxAPKDrFeKUXWYwTUSnS6dzpz5DRAWFRJjgrScpranbflkv+UzGiNhUiErq8EBUHgrhMpyZiwXA9R0On9I6y5MFv1rFDK+KxhPlEnstYfEQ1Kia1KaY0OpLoo15+tWiQpccgIWwiHlqBfp2ShjsLLXPkMowqgVe++Ig/nrWcq3PuoGLPJl7PNNOWEeCVuCJYnHtUgFzo7r6c63pe4O3CMty2HtLccbSDNiBEyObA0tyI1aZiYX4dFk2MN9xjwOEgIqvR0c/b7eOJm+3s0lVj848mx/spQ5TzVa2jxuwRtOsKmOnayX5TBi92z6AjPY3nttzNbuMiKvo6KD+yjazD23GoLIgF+ahjyjWxRjsH/dFx/GzeXjQGI4nuTfSMKCHnWD8VyaMY9xTgdiupxFJrBE20HznSBWYra3Kv5QKflp7DIaYdi/DL81MYtCsR6YYRylNn0BRjYdcB5XidshhT2tZK1KolbWQ7aSMbAKg40s6qQ18XYP70bQl+zmn8B8BqsHLT1Ju+cV8olqCxz09tl5cebxhREBiVY+WKqUXYjBriSYm6bi8vbGtlMBhFFASmlzq4dk46Wzo2su7YMYx7NUzUVHNR4cW0dbbSsaWZV9e+jqg2oUq14NVnMJgygEkf4PzFixk5upBwIsyOnh183rKfUKCJgqECxkaWYTXlU1DtIL1Yg2toK/XOVXxxSCaoH8ek1MuZ0SaTdEXQFlgwnJmGoBYhGYejH5I8voOY20w8/SyMK67H6DAgyzI+32Gcg1+CLCGIZ9DVOZVkUqKgLJde+wlqhmpYW7cbv7uEM8uu4rF5uYjfUEcykpT4tKcRX98qUgwZLB/3I6xayzeM6t+OSDDO0W3dhANxYulaDlqSRONRphw+wHldDZgry7H97G5Ek+nvauc0TuM0/nfjX0ouAQRBuFuW5V/JslwD1Pyr2pVl+TVBEDTAHcDDKIR2uizLf27y8y/F4X4famucJX413UCW/Vx22pU0x6L+OKnuEUxvX8nb1Q9z7Y51vHnGQs4b9yROSwWaSCOCFGTWwT0s6AVvhpamOZVU0YuMMnFuzCvieL6is2o1KauVN9X08eyULAxeGOuOMYkZ9Ki6IalEwF4s0XJti4PCvg28deYKrl/n54FLbWxsdTN1wnTOmT6eW/d8wYBYxqGXfkpax0oaWUBjZAGmGHzvIze7qz1IgpVdr7aQiNXjzh9UJotn/QTz4ds57kojGJvGmZuDCNUy+0p1zDuSxJo2hm9t/IClu3fzhcWAOjUV9HZyXQNkujtZuSWLtrwwXcKbRDUuDILAXtH1F+NaECjg+qbx7DPqMGa8TPrRn5AVUMZBclyEIXsdLqeZteoenAesGEZHWSQfpNZoJ46AW6XiRKIMUNIey4NlHEDgvooZ3DVc5aMjamG05ikswgl2xX7HkbRdlHZdimStRhBE4vF6Rren4qMDA0mmHoHUpItOSyaT+rWggtwhPwIym7MVktimv5Rp4WfJtWggDO0b5/NjrgTArgljUTuIGkqRNE00jhrDQDLOwu7jrB8zjntf2wSYSIlspFcA0pegT1R9bVwqtBEGDX6ydQ0MSFZM7SLowSqLTA1ms8sWZkawg1SpkvlSJ2uSColDjvJz3y46h7+nJ28M52+PIYgWQCZ1aIizh81ofIZizMO39tk7s4hbdgAoxHIYSza+TlOWSG6fxP7KGBOP6UnwJY2FFg4lbuSaxEd8RS7j0VK+s9YLlluU89f9BRV9ao5XXEx4QQijW0YY9IPPhsHRQoW7g1CtmhMXmDBtU2FxhfBNVnMwlkWR08ORNyrJzZHpyzr1+NNrHUSiSm3XcfZeDnuy2dBfBrLMkCdG3dQ65gZs2EN+Lvm+hjcfi1NnD5CR5yCiCXEsvYZsf/NX2b8A/Lqim2l1OqzaHK5TLeC6L5WU1gfHvEvuoIXzNuXy2XQXC/amUJ+eRsaYbTQMvcLKVCc/jG2g22QDvBSmdZJncKFL1BFFwOeVyMqO8DELmaq9gTUDzyNLUUQkJEQEZBKoOZF6nIr+S9mmCbPDPoGxdb9iRK8Hh3YQoxzFEXZSGGznocy3eDHlfIQwjG+opyxVxNPopi0djK31DNoOUJP6LaKUE8WO3TybleE+jnKE4r5ziMq/Jdy7C4d8aoI7JGVgHWhFnfJtSOo4P6Sk4RY3KpHV8/ccZkR7Ae8sv5c0L0zY/wh2f+fJ4zeeNxuNPcCcZw6i8329isf4Q4e+9n+/UYUl9GduP6fxvxb+SJwXt7eiFgUSkkwsIX1VBhqDRkVlloVFIzPJtukZ8Eep6/by2q42ArEEalFgdI6NFeNz0WjCrGn4hE8PH+azbVAarKKMiYR9MY4FBmmqcWHPsFG5cBrd1jYaPI1IvRomqGdw5fQVmNI1bOvaxtp976IRkpTEI4xtLUHLQsomlJBTbsPt2UV975/YUKvCZZjKuOzvcrGkJXpwALpj6CdkoJmulBQj6ELe9RrJ7m7C0lSEwjsxLs1Eq07g8ezB07wHSY5jNo8iEV9Ca2snBpuAK3OI9lA7zb5mHEI1vu7FTC92sHRuNqpvIJXNoQgfdreR7nuHCrOd5eN/gFr995HKeDRJ3ZZuhtxhTljBqU8ySSNzWdNuhIFezHPmYPz2eafNeU7jNE4D+DeQS+AaQRCKgNtkWZYBBEEQgYtkWX7zn9mwLMsvAi/+M9v4v8U8Zy1FfhfLyl7hWf883JKOqqERFAwMcsVmEVCilrq4EY2UZGHDPj6uVtwgJZWFqvY1PPD6AZKLHqEhrmNZ1jv4XaXE3U4e3PQADZ5MGDsDgE8nKy6uloF13LjFigA4hfHkyqmopVN6iBGhfcBYfn/Lz+kyOZn3/I944NI38ZitNA7KtJnVrM/N5GBBJZPajtEyQs/04UnjubuUCfTlDamIWjgelZAN2YjhViSjhdoDS7jIMx6tRqImpkwIFx0KsehQiIh2kIBagxkQQz0kzQUkhARpzetR5c/gV+epuGSdDsEYIKpRCGWOmMAVtjCh0cLGsf0ApIZTOWegkJTDLfxgxm7+2HEXtuAwsZSCiKIJWTRg0YVRndDCqBg2rUIi4//llkiN/5KFnne5q/dK3EgsI4AkwO+tYS7r+ZjyrH7KDf38umEWQf3j9BtELk27lVWDvyce2kgyeoiKgAGIMpTpI7XfitYg8N3kWzxZdjGffLSWi8++H/0EeEz9NGd07YVi2KW6CTmk4qXkWeQMtJDjbcKWkLm43MCzJ0IMxtYTTgvzVNFNTHPXcGf1RgLeEg5Ko5nleFxJ8a2D2b5n2BotQp9yFyZRJigJBCINVOsmoyZBjjjEtthItpn3MtOfjWDI406vAagEIN9VyM1AVJVNPLyN7mAqEEOtn0yWIUIgIlNtXE2GsYGPu0/5WgUSVr7IX8Tizi+xhDU4Kz6GgeKT+wUEZGRy+5QIqEFKA6XwDDr/BrY5LoIRcbZeOp+XH3qCyXt/yd7JP1bul823IiCTFDWok2GMNhnrx2pKfvIodesvRVCHCB82ENxpxm7VAVH40MT2ijwAip0e2tLtfNYzApQAI+NTujnoVsxDBAQWZDVx2DOsrxQEUv06Lv2ygN2jw+wfITK1QSG9PalHeOTCDEzxbjZZVnH12kIu07zJG3mXAFDe1sb9ZSGOlZazflOQISFAqmxmvruCzAMhdAkVF25Q0pa9gpZBq478MXHoVpruHpyDK5JglnEtLySXcY68FVemgRP+dN4ZmkKrYwwTVEYGs8qw9xxFGjb7Uge8TNy7j+bpY9CFHqfR9ASfRKfw5NOP071AR1zfwpexpYwfUKKEb/TdTkgboyNpZ2O8nCxrH2f3raMt3Y4ABAxJRuk8BOLdHE9mUdHxEgnrsLHVsEETchTldZIgajJh7VYWyNScKnfwX1Hao2xP8yoLEjZ/Fx/MPZMl3s9ozbHiknLwWKEwe4Ci3m6QYfXma7k6vwXY8bXvkqyZaEd1/nkTp/G/FGadmhtnlxCOSUSTScKxJEPB2Mm/oz0+DnYoa8KZVh2jcmxcPaOIZCRIU3sT6xtXs27rEFZfJgXxEqaYzkaSw4j4MVrc5MywMpBpoC3UgUvqozfYT1p9CUvslzBqaS4htZ/3T7yJt8vLZEcps4N6XC3ZONJHMmpJCRgC1LS+wZYD3bh1EynNupULUlIQWn1EdrlIpOqxzMlD1A+/S3y9yHteJN4XIqw/B83YMsgbxOX5jN7OQURRh90+mZycG6itbeRIQydDpl14HB5SDCnMz51PoXsBnx7pIacolfvP+UtSGZdkPh/0stfjYXTsC5Zo3ZSPuQWtNu3vOhfJhETdtm7qTwzRYhNwZJlYZo2g2fgFgkaDbeUKtPn5f/2LTuM0TuP/V/h3kMtpwCpgtSAI16LYtt+Fsub/TyWX/y/CrIaIoEElJBgwdZARVFJI5x36+stjSdtyUMfI8iqkauX2zYj6EFszthObcyuCqGZ/TM9UoG9cEvuXMtpABJe5jjznEZZsP8ofV17CDWvfxhgM4bdaQYYM2crDYgsXJDXs7HiNFYW3IfZYuWe8nqpuP1k9x9FPuYWnn3+R79xw28n+fF45icrWRgwhA5MH/Dx4YQaGmMzdq5WXflNUYqpJxQKtmg36dqRhwxt/xMGXjrUIrjJMZeuJaayIQ2OJ9lehj6Uxxn+AWiDTG8RtDjFBnsqdZ39E9V4lgjZiQQ/HB09ZpKtCAj88tJw8rZam+AuoEgXMbz6TiXIDNRXXYQ7r0AVPRe9Gm7ZTH15MpX4z9WvL0Rf5GFHcc3L/ZpOeVCnOVcfnIiVl7upVooYpiIz2HaXOOoqokCSh0/FqywQWZitJveqEgCDBmo4Mbsg+D02WxG/qpyMJKm6r3MGbbdXotR6SiPR2yNwqP4sv3Uxc0HB+5zvMLz/ME5FZ1HoyqbIO4EvcTqxjL0fjmcQ1OkZnOzGpDzMh/XHW+XaTlgxwW5tS5kXOBqt8jERoHeOy97K+bhZT09qZnN7FZLpY1XsRiSE3OUVjiQz0Y1EJ3BH9Hb/V3c6sinpaOnKY372f342/kiL/XOU86fZhiSp1BTWms1D7XiGEjM52C4vsT7PHfRm+pJoZ1lfxYkIMXgjBw0jxY2zViYR05SyxfInkh/TDxegsApMaI+yYksNK1RV80P7bU/eAVIFKOIQ5GKDsYIj3lxgpDvexxmxFazVj7jjGiLqH8dvG8NIigWu/lPGZtGQN7B+mpJD9yySHxu6i6YOz8bfV4C3Tke0JUL1cYH+dEpE/aB3HouTX6yEGi0awUz0Kg/sorrEDHLLGONf79cdi7pCP7lQrxiBExThzj+fQZ++i1x5CHWtFF9Cg0toRLStJ9X9IVerP6coMc+eRMrY5q6mpUgjYAfkI7bowG1OOc51mLImEEgJ3WxKkeAc59m4xVRe3sK8rlUnCEI3qIYzJMxkrrEWQOikweykweRmf2sdPu5fz5cRlnLOjjfqKo5xVaqSos4pK5rGy9B5GdoW4w385++3tLP/8DeYdUCLJHW49z8yVuXB7+8nfFzD3AykcTCjjtFGoQvWtNaiGP1JnnoqYsZdvbdewSFK03v54DYjKPenLmIZ1YBdf6cAz5Xw8NAKQ0LpB0qJOKGlyCyzbeE9rJMU18WT7SXEQAZnlW78Es4h2RRh9nYqC7Hquue9XvPzIAxTcdpwZo8zsdE+kosiOQSvhOP4Zt9+YRkX7TTxg+x6n8Z+BQDTBs1ua0atVGLQqbAYNqSYt6RYdlVkWMq169BoViUSC5mNN1O7Ywpb+PiJBGYOspUA9gmqbiJjmQat3IzgiOLOgXe5HkiXSjRJjzOMp6JxI2BMnt9JO4SwH7YF2nj32NDqVjnkpZfTsbSV4REXm6BWMuiybza5O3m35NSokinIv4aLKUtRJmdDBAaK729BVpGA7uwThK+I31Iq040VigwJBx3zCk52EVZsR2IIpWEFW5jnodBkMDQ2xtWYrrd4XiWfGySrJYknBEvIseextG+LVLT1MLNJz37JRf0EqXbEEf+px4UkkWKg7zqXSRnIKLsRqHfMNI/u3Q5Jkdqxv51DtAIEcHbPm5vCtgeMEN3+CrqwM2803IRqNf1cbp3Eap/Gfi385uZRl2ScIwkrgC6AXqAUeAN74bw/8D0VvigObJ0hRZBVXFt1OY2g54cFscsmmLkfD6J509K4vyE1OQZDX0puXx41bViNIEiRFyr3lqJMWBoW3cOGgJ3YHHdmfUF7lpzE2ggOVX0L4cVZuUXG0qgpzIkCWc4iRjgUcV/VyQt1LKJcZU1oAACAASURBVNLN/k5F9rrF3cpseyEFX3xGNGckG7UwlFNECSUn+6xOJkmoVKS4elElU4gaOikeTNKWls3UdJEjLomQBLfOVPNujcTy+GReUG3gnNqP+XjMOXQHBFI8xeC5HnXle4TjXgz2NqKeIlz2KmZG7Oy21SPrzqNOrVjSu9PjTOg6E9u01eS2xsnsnU1Jr4eEfjIpcohxGQ/yaRe0+SbwaWgCNUwAYHfgipP9ni89gltd8f+xd97hUdVp3/+c6b2l996BUELvvagI9opYQMVeV3fVteu6a19FV3GtCyIIFkCQFmooAUIgkEp6z0wm0zL1vH8MC+uDu097fd/d58nnuuaCZE7O/E6d8/3d9/29iZJV4g5o6R+eiCWqGID7PbfzgzAGueK3NKPkCfcZDvb+wISYy1hz5jU02vHMCZymUxlFjLeTkHEk3S11jBfe4x6WowgIzN8TR6dXjlwdjshdnlPFV1V5KCQh7E4lF2tOc1oTQ5vHgCCIvJ23kAXt32EIOun1h/Mpt7Rl4+lSkOT+Gok6gUsTTxPUasiRNHPCuYStqi6Utp+2nFhRW0SRpQWjcBqHP5wOPS6ykZ2MZgoHmGX+FTXtg7mGTJ6TN9C3fimb5r/MraEMBktquSFxN9JkL78V/kRlaDwlLjmzlCXs9xZROqoRQ00fSWeNU+aZXyNOeZodfXeTojwMwLD+9wlOsHBFTSpbJB2I3iCj8qO5X7qb1872XPxyaAt/iHwORdRmPo58gMh4ORfvj8fQ7yHbPowhZ/ZD0Eq3Xs0tZ04wqrmC9OZGyjU2xgIqdzddqu1sGSFw84/QkJqGufwEjhkhnHN8CH1gWe/A2ltJfVQ4KmbTqhHtIh06SHUNIuaa3fzRcTk54hGC+YlIK5oZPHQbZZLxFIypJuYjkZcKO3jJczOzA3W0a6Sc8vnJ7PLTYoGdw7oAeGFhO3+9der6wW4IkNoeRCbK6Uek09zPiEoTDw2pYXarhduL13Ncmkl82TYqRg8FINblJ/9kHd+MSOZMrBOVmAz2PgJeCbVxiSjVPhKSThP01/NDTxb2b/TwNxnO9blFvMRV9GomMdo1mGmuz1EK4cmfRDESudyBya0nxTIXx6lVtEaYUEnV+DxOvIoQ68fU8GzLA+wVTyFzhUXuUIWCXq+UUMJOvpKmEspuZNaRCD4PzqOtbgQ7JV8gCZ/atHokPJi7joC4kUNKI1tc+ejdEpTGZUglAtL+FibH3sBRiZcOXRleIcAC/078oV8RkB/ALw3gllWhDabQa67m22UXMWbLAeqHikR2msgWEzltM3HTiS5k8mgkoVMUli9nnzCNFTOHMKN4Dc6hkTjVDo5Kg4z0vkf9f/y2O8A/MTqFjAdGpSL6Q2dfQUR/iGCPH19lL0eamjjaXk+fx400EEQheEk0SYhLM6I1GVHGmWlUW6nz9hIQA1iUEkbGjmSBKYe2mj4aTvQQ0MrJGR2LzqyktKOU1aUfkaRPZJYyk/pDXTQrguRNvIqTGoGve5pIOPEJ6RoF0wuWoFZFE+zz4SpuIuQOoBkWjXbU+XrtQG0Zod0f0x8UaU81wxg5Sm0NFvMEEnRXIAgSQqEQe0/speT4J/gVflJzU7l+8vVEa8ITNofrrXyw/QTDU8w/Kypb+3181tqDRIBrInx4Oj5DLx9EbM6z/63U1C5HP99vrMVa58CSb+KG24cgK9mDa9W3MG4sMb9+HEHy/7/tzwADDPDPzf+PmssHgfsIT3N/CWQCu0VR9P3DP/wfSlChwUe41uvOHng4sowudR3DKu7lSNQHxKkvojfNyITKk+RV7uXLa64Om7KcvcE3aOtYoypBpylksFdOKJTJq5uV5KiW85JmBSVt4+iOa+bH2dPIbW/kho71uF2zUYVicQr9BLUCefWHz42n3bOBNu1cDCUrCSx4jSJfBvXSLob6Mjn0Qx/jpqu4dd9G3pt0KcmOXnTOQk5eHGLioT0sM84mxi/FEimhxeVgdtkufpBbmOMfBiLMu/sj7iheT0BQEJCeQRZMQ9uQzp6kMsY3mpFpuvH1J+KJiuLzId+w+LCW95JWEGsvZG5buBUCFV3EGC5CKkZxqqCS6d2ZKJQfAOAOTkSjPgk/1V4ADFOfIKI/HrO8BEmgg1ztXiS60Ln3j3lSmIKOmTumcSrdQXv3KVp9AsXtqwnix+HaCcDVrWuxma7nU4WBlfHNvA2MSrCQ1rGH67SP8Ezt+nMiQOnzEK+2UxwcAoA53c0YoR5PqZSy1DhG9p5P79vVmcbCpBOsaxrE7kAq2pCXmA4785Jfp0oS7uXY4dSwRZvIfDFcc3bAVMQHse/x4emicH0g8Kea0QAIArS4jbzSNpNHM35k3ZAY8MNb5kvpWhCOxn4amM3vFe/iCU2n17eMkPx9YuQaUqQdpMlT2A/INT0s1nzBQU8ExohZCMIPeF1+UpWlnJDpuLv/C0DAr5Cw1tsLaFCqqlldeRvHVAqSlTZ2m0UcmgA5wjpaI8MRtG6zH73bS59GgyqoR1N4JY5jb1IXHc8ibT63TFGwaM8GOnIH09nSDogUNvdzxR6BD6fHkWJI4au0ZIa6t6PR9dFwKB51oRtKwhFyQapHDDo4ZROQYaQnegxJuvVsSR1NirMTfyASPc0cPz6bLFcT8gUBVKcUvFx4Jz6ZQIlSSn9ACxoT5YWR5LY2Iw0JBM5Vf0FBQ4iTKeHrUO8Q8DlX8+mcRpBAfp2e0pxeqoynGd6ZRHvVcgparDRrI7H0W2iNH8SQ8nLc2X3UxIPGNIrcQ1up351G5oxa3nHfxpV8zvYzCRgbMlFH1/HKuGlIq2KY1V/CMOsxRC0c0kZxQ9c8nssq4f56P1+bNnF7xxUMcWeDDOzyM/REQZK3gFqxnIO5YaMchzZAWiiePfIahICfSf48/hJU8DZaaF7GnNy7SPYKPBN9hD+4rGTa9iMJhNOBV8ZfybWtXyEIIBO8DA908fsCEzOqb6ImoZPMlmhkhtvY5xFwS1TMko1lt1jHes0UsgKNAHw9QUWyVYFV6+a+M3tZ3ToDb9FU0qW9oK2lJ20Db8U8wR2lvdTELSSxJjwJNO74dlZPH8+ptGxWzr+RSZveYdfFuUibXT9/gx3gXw6Px82Ww9/SH/Tj9oi4bEGcHX5Etx+pN4hE6iIiSqAgO5HM/GFEpqZxyllFSWsJnoANg9JKUVQRsyMvRi6R47J7qTrQQUnvGRJyzYxbmEGQIFsbt3Ks+hiFlnwm29PoPOrDlmhAPns8+z0ejngaGeXYyFVqNUmD70Auj8B3xk5vRR0SnRztiFikBgWiKOJvd+E9UIzQ+gVOox/70By00YNIjZyJQmEBQBRF9lXtY9/Rffi8PhKTE7n1sluxaCzntv1wvZXvylr/rqjsD4ZY3tSJANwar8fZ8QX+Hh/pafcjk/3nW330+4OUNfVSUmelv8WFrsvHyPEJFF2WjWPTJjyvr0ExfRoxTz4xUE85wAAD/If5xcSlIAjCX2sq/w23AL8GVomiGBQEYQmwTxCEG0RR3PJLjeefFT1u1GI4/+yD0LUc13+DIHYD0GSqZFzDZSS3u2mLm4YkWEJiYzXN8akgk5Nc34A6Ts2aQTu49EAz2yyz+RgXQkDOvdFRfOZy0B3XzIg2GZf4vmPBxBVMbvyW7MQiuhUhCn2pVDhPEd9lpSUxAYsoYHfZ+UFRwUKpFHVIicSTgCQksD0QYLJexv279qLsnshVB7dgEQRs8mqmH5Yz2judjoYaUKfib/4etasCR14RzVIrpaEaZtSJPCrMYd+2weyZPh6FwsPwrhXcNbIGr8xNsjOZZFsczpBAbUDG4sMvAGCwJvF++y1sOru/TusXIz17Vpmc0TR6nKTKbdgDMVR4UwkFwxHWi03PoJI6WdPzewBy1F14lItJVFxKrOKnPc1z+//MvTQSYapntOYK8r+8m/XDx6GkCZnkNNFKP53e81/ccUIMV4oHeEj5AACbO4tYH3MJToUGud3J693LeVNr4J7697g6pYx13SNRBJxn5wNEoi1urko+zurGIaRqrLhDCmockcxPqCSz3cqG8VPIqT1OnUrJhy3HaE98jweFRkr1YQGpDHp5Oy1ci+sO/dTsWCX1o1Zm0hc4zFfSaVwW3MgtgSfZHshjSLCa49Ksc8t2hOLpDw5DIy3GFZyD33878tABhupHIxXCCadP7F9OjNnKYbWJEV3voe3zYhrcT237OEZINgNZxCPQetR6br2yxDWMk0bzTV8HuZGnaVOlYu2zUJYbFpYhXwQSRQ8pPXZOaMIpzs8Z47ksdQhgx+m38ax/NbbKAO1TZiBfPJWygznIyt9lcnk/dy/r4oZjZ3CbsygtnYfJXkWow4MxuYsfRsEE2yxEqQyZw4a6pY6c62zUbVFg3fsxSybL8B+IReY1YI3qR65QUq3MYvAjRxH10C8qULfV4An6gV5w91I9JJE6cxvpLUau3mvj6RvCt81LT/vxq41URffzNza8AKyaEW6f26S0M6FuNW/MkzC5XEJ5RDnP/kVL7ONTYPNKDsTZSDTlo68+xtdzrueyH76gZPxoBmmO8IrtaQqb/4yipRpBomZyzi3crIpncP9W9PUuNp+ZikYddlwtsp9B75dTbDjMTV3zAdilrGSSs5CoKDOfte2l4OwQUzoEGmJEjmmrWOScyleeDzja/Rk3RMyiVpBQ2r2F2AwLFWce4fcNK1CFPjhn5OTXm5kboaDHn0YHFSxnEb8S3yWvL4V15gbUVguZcO5B9Du1D4VbwRRdPCeCQTwBKcigoL6Hw9kpNFli6KqPJEfVjhsN1UELwywl9BrCNbpFMSdodOZQPPF1SqNe58GvGwn6BUoGx4JExZ5R4etgUek3cON4BvjXp89mp2WLA4kgIsg86FR+MuMNZA4ZQVxWDjqzBZffxZ6WPXzZvRnJKQlDIoewqGARWnk4/TroD9FwvIfW6l40BgVZI2PQW1R0uDr48OSH9Hn7KFKnMaImAa+nn+ahBZyeYUEExkkdXMNaZAoZCWlLkYkG3Ec6cXfVoUwzYpwbPje99XYc+xrx29cidf6ANy6G0CWXEBU9l5izgjIkhth3Zh+7D+8m4A6QFJfEzfNuJtLw01rI0gYr35W1MSzZ9LOiEqDU7uLLdit3JEahcxfT07ifpMSb0GjSLlj279Ht9HK43sbJVju+YAilTEq2TE5BR5C0wfGk5hvoW/8NnTtqMcydi3H+/P/iURxggAH+N/NLRi7LBEF4UBTFrX/7S1EUB/2bnz8QBKGecL3lf6/6/F+QQSOH8/WP4Z6MH/nGsqi5hw3mWj4a+Rhqnw+VrYyg9xj9QhpKWw8pHi/NyWGBMLakhDUjErCrnJQnthItO8zxnjiGJK6lOsrPmKgkXurs5texEfRhZ+nBt9ktsZDZ28BW8TiXG+agcZyhw6Rl9oEyDk1OR3CJCIEAeyZMJPTXgraz0Zrt0lPo/FoCCOTUj8SnsKFSaBndH/5CV0q17O1YT7O7EgBVUw39SZlkhQIYEmZg826hKv8RotplBAQb5cE6vLJwmPG7lO+4uy2IXzsEXOdTjBa2+qj07UdgFEtjruX9jtXn3ouym0ECu5yPgxMm6P9EQ2Ak47UfkqI6hselZox1DVnZP2KQddLi/mm9HUBa/+eISNBEjaGwzwdSaHrFTdd2Jc+py9HKeinvjaGqLxKv+jZcujP47OAVRFqJZHyoj+8jo3EqwvUnN8wOG8+YfTYAOmURTD5ZwY9xmWxtzGRGcg1DRrdS7MonM9rNoAMdpMzpYU31SCq/zSWjv5ehFaV4lOFGKaW+IyRLJlMhKPFKlQzrl7Atcsq58Y/1v8s9LAegSZvLK4mf8Tvbpbzu8XNMnszcwcPYbg+HUj/u+B2XJryIXdRziewEMYFOaiukFAx2cUC+l+G+dLo3fYY4MQEMi1GYNxLh6EVBkNvySgE4/VUc0YMdmH09aA4fgBmTSOo9SqspnO5pEaxcEd3JSZeKCs0Y3DEhRjljyZbtooyzvUklPtxtN/N5mhutopMzyUcw9EXTJYTTM7e2fUZRnYO6tLCpzqGTk5CpdbSmTKHVWEekrZnPh1YR6elmaomekAeYJvK0Sg6qfqTdEQRkfYiCBJ85irS02aRse4iD019hhiGOTYDZNhS3pp1gSIFU6seXq6E+Iw4ECTLX+SiYRJbKd4nFaCMEJhyXkd8Ecw+FSEtwMlIWoOVwFi9nH+eGRCnPbOxkr01LtTmIXx6+ZoqqRZQhAVEiMPSyO9lZ+x65DXaerFrCjCdTWdiZx/vybbRmKND1h6OuqRW1ROT2Mmv1l/QrlOCTkp3dSk70aMbt30tJ1dX8+tfPIAoS5FIJ3ct3MbbleQwL41i5vRIP4Jb081Lam2x2juSF5pupKXyDguIYRlWJjLElIYufhTsugk5FDzJX+EIv7Tk/t/dx7XNMEu2oQuGEkmptJjaLhUJPE9JAJdLICJafdTH+HctQCNCXuZx2Uc7Kyt8ww6XgNuNTzPD3sNW/nEjRgEyU0qxqxtxRhDOpgjbDVHS9Dh6e/CBLdn1DSfogyhMzGNuezH7jcO7u+4hetZqaCAsZ3bGU5IRro1sSo7AZ8ygs30DZ4ItIbDlKZNtAn8v/KcQmxnPX75f+5He+oI/T1tOsav6avto+1HI14+PHMzNlJpKzplIBf5AzZV201dgRpALJeRbGX54JAhxqP0TxoWJMci35djXWqhgqI4y0DR0BSjljjDoeMMrobl+J39lLUuJNSGwa3Du6gD40w6JRD47CU96FdXMFDkkpUv9W9I5mFGmT0RV9i1R+3pG1rruO9fvW47F5SIhI4OZpNxMdEX3BtpY2WPn2WCvDks08eXH+z4pKTzDEHxs7iFLIeTLBTUvzS0gippCT/fQ/3I+hkEhtl5PDDTbqe8L3tEitkuEpZu6elonH6uXEzhYiElVkzY/CvnYN3Vs6MC5cgPmaq/+TR22AAQYY4Dy/pLhMBTYLgrAZeEgUxVN/b0FRFH8UBGHyLziWf1qGz51P8bYjPFT6F14dcR0BZyE9jou4zPE6c45AeXI4BVKrMKP0hVCIHgCUXb3sz4zntfq7+VCyms2DyqmjhMUnm1iT70LnluHUBJjg6UcUBJbExTCzqYEfJ3m4/FAUC0rW0Je7Eb/UxEN5ZzhVGcuSqGJe7Z6Izj0CvxKk/yZRWd3VjVM2llCgHYksFoXPTDDKyX5vMwICY8g+JyxdKbloG04T6mymNL+Oi9vq2K0ahWiTohTAaejhzTFOIlxmMnrGcTB5A35XEyvGbkDl17H48Auo5bUkeedS5xtGrLyCz33zqVY4yPDLucz0POttz/9kfK2+AqLl1QzShR+Suw6piBlzLc7AHAyyG0nQfIcrMIHjnm4+V85iQ2g0fw05uVrc6Exyvun1Y6meTIZrPlp9OCo42NTBYFMHVZ61bO69FIkAbiHEfGsbg7y72Rt71QXH9cbWdWjk0RyOuQtH3DsAlLni6DmgoSi/me9aRrDEv5XE8b3IJCK5Na34vCI/Dkn/yXqyxo5n3aE1zBo8i9W94JaIROXrqWyCa3rWsypiAX9KX8DSuvXEKyIoc1/CvuyVDOrMZrJtF+8HJ4EU7pOu5bOp47hNLyHhzd+xZ/pFWGXR1FrLUQfiCEh6OCbuJ8PvI6ANC+UpEjmaSP9PxpM8PxyhHLbvKQDe2PkGZm8fCaN6USh8pEb4yNIFGd83mIyyO5hf+B5jDPsZqhN4q8uD0y7wMEUE7ansHGFE2tmPPv4xHhnl4cSKfIKhcKpy53gpslYdWnsUIVkAud/NyUIjMIxucx0ARWVytOHLgY9VjefG+GXun3kolMakYdfyw5Zajj/zFYMAsc9Oc5uPnH4vup4SYA64ISBz8mmuhx3JG7n58E3IdMnUxLWhdH+PTRMWvP0KgVG14YyCm7eGkM6X81q2hXt6Kkn1OnGrTOivWUJPzPdwdmIBoCRPQjClH1DxRm3YgKnlklG8PWw85ujBvPPoC9woSaYsw84nv32Vgrg9LF35Gm1VmQjYUUjVhGQiUzjDypXfMdjh5JYbL0O29SmY8yK0HqO/QcBECoqkCA6NVtPiu5liYTLeE5Mp7p7BGrz8pfE17h3zNEVHQvRk3MhwfQLesrWcsW6GpAxS3U7qNeHovEEWFvXbRDVbEyaj8vsJpLazIX8mV3c0UHGmioAQPk5zfYVsUpThlXjxyDwIeHh834vcPeFxityXcrH5RWpPfQ+mhQwJRHBa1oIt5jBSv4qATE7OqTpKx+ZQnD2Mqtiwmdn+2OFEOfoxb5nLMe3XlA8vpqrvZgBefKaIRy1yHg/CPaHvua/XRWpTkPiR0y64Bgf418Tpc7LiRNjUXRRFREQUUgVZpiyuzL4So9J4blm/L8iZk5201/UhlQokF1gYszADiUTA5XfxZdWXNPQ1kK+JZliTiXJXLF+npKCfYmGkUceNEQZUgp+W1tW0NjQRH3sN1OjwbO5DHhtENzkRf4sT26ET9KkOEYzsxqDvJK6rD8Wg6xGyZodrEIBQKMS2Y9s4cOIAeqWe+WPnk5GU8bPppKUNNr491sLQZBNPXpyPTPrzdYwHe52s7bBxe7wKsetTbFYT2Vm/QSJR/OzyVpePXVVdVLT1IQCZ0TrGpEdwzcikc+PwegIc29SAXCFl1MXJuL7/hp7iOszXXoMiNfW/ceQGGGCAAcL8kuIyDfgNcAfhKOYHwNOiKHb93MKiKJ78BcfyT4vWYCBFkJB7Vnv/RQzbelu9RbTGnAgvJKgRBBXtlmgkghtCIRTdNdi0ajz2ZvS68IypLCinwxJuCTLylBmlPJah8pdZV/4wiwbLcEdYATWLRv6Zw6ZuirISOVZTD4BxRlhEDElxU2WPgZCEuLZd1KcMQu7Xk6fcQ2X/VAAk1k/pV5hQGq4j1ePgaLCKFCEer+hHabwTu6YYSSDsHKkOtFDo6cIs/4ZI3wuU6RqZ4qrmg6Swy+qdrTdia4/hYPIGvhpbC6JAv9xJnvY7Bqt2sLrnNQAyr5iOxNyB+KmM59Qi9yhPsjhqMd/Zfos1GIUo6qjzjmeo9Gtkgh+vR4bsqW2EtrSy3aNn5pVfEvPd1fT4JnCtfAiEYIHXhlIZwxBnPb1kUNUfbo3i7CgAQhyXRtLXpkWuHkeDdwjJynIsfZU4lQZudWxGs8+Owu+HBVcR4etBF/TiVCQwS2pDFL0YdfPo7g1HW65JOcaqhqE0G4y0Nuu5KmI78X4rSmN4PykdIY4mx/zk3JiotnDo9EikSjMp9XoweahThjBGh7h71/KwLI4ApTKJyiQHFvVxflAEaDb0kilTk15XR7FuEg/3qrgrZi1bMh/mV9WvsrLLRxFlHKaQlkHZtHuSWar/nlPfVFCdmckJdTlxviym9WTC2SBye2AusbJNtInRaEvtOFUqdP39mOVe6rNyMMRqGBQ3icZDdVzPUibKgxycIWVpy2z2avu4XFXBuxozdyTZuKJR5Hu7F2PGWqyWvXx5yZe0lV2CMctKZ7oU2SY9jW3RKPQuFL4UAvI+Mq58hNZdYXOmhWcWYjwVbqNRH+OiO93BA1ITxxtHcDDlII6Ag5sWr0MQpFzh2c+77gDZc+cSm+SmyeZhRmQkmtuX0Pi7w2zI/5DJNZdzIG4XAG65m674TjYoNGijoxCN4Wh3UArSkEiTRc/JhEhCDRIygLjMgwhBuGZnEOtTU7Hu+oxt2ieY7nqe334R5JnrpRzSnG9+OajWQPY1txC14WrePBl245WGBEISkQ8rPkJhfwdIQXT20ZYI8c0+Yi/1oTIvIfJEKbe4voBP/nqCPAhtx4hXPsaC3CJWRa2G03BUKOKhoofYtqMOEKjT2MEdzSLnlTyYkMAbhEVkyOegVx3JpNONxE2bjuXAAWKtNtqmtvB9k4cpsVeR5ZIQs+sLHC+8gKR9FQsbPmaWX8+ZLWlEzlzGU/Zahg9PIWXPXoqjROYeDvHUzb2Mkq3gkDCIi8/AvJErOOZLZ1ufeK4PqFrsx+QMMqcpisZx/VTFJrPCKGFXcRWfDsngjo1uQMmt3+7htgIDeTFOrl6RyDVrP0IqlXKzRAJT93P0xrmkpRUQNaKAAf5noFPouG/4fT/7ntcToKvRQWtNLy6bF4lMIKUggnELM865tNbYath4ZiOhoIdBfi0djRl8p47FlBrHlKQI7rAYUEslhEJ+2tq/wuWqJi72SqS2OXi329EMU6HMMNJztITGnSvA5EVTkESiNwZVTR1kXAQT5p4TlfWt9WzcvxGr00p6WjoPX/swKrnqZ8df2mDju7JWCpOM/1BUuoJB/tjQSbxSxv3GIzjaT5CSvASl8sLoZygksqOyk321PVi0CiZnRzG/MB7Jz0RBmyqsnDnezfDZyYQO7cL6h08wLrwM81UXTpAOMMAAA/xX+cXEpSiKPcCDgiC8CjwNLAGuFwThReCN/60GPv8WuVxOQCqhL0ZPlq2JanMSvzuxmpcz5zDIUYGASJTdSq+mhc70O7F7vkBfeQSJPIuQvxqvQkJInsGV+71EsIgtyb9h3sFh6LXxtHc6IBaG6Vr5qE3Jw9GR3NswmbdSink1Ojz7G3BLaVfoiFHYaDwTxcy0UvyeTdT55yAKDXgsfhQ4mMEntHblM1GXwJ56L10GG4L9A4ZaHqWyfiVdVPAt21GY70fliyOutZw2JdgSIxniCjvR5oaq+FNaB/FVGgKSsKhKDmTwq0gP0w9N5+DIbfR3XIQq8kem6T/CHohBFP0Igpyckekc2fEZQ03RhJzpPNu5lqeiLydbtYvlvusZevZsKnUvZLzhM8rbs9BtasIjFfANMrK8RcnTgFRSBIQXnudp4ZhaYLIul3pvCJ+/HFHMw2crJHbSo3x7JBO5TYHcO5KNBcvZ2leN8Wg8sPEnx/DappV06lLIDLUT0TsMqRF6AZdaoTIT1wAAIABJREFUg6/iYwpNbcRGKLhWOMYexXSaqnoYFd1yzhqm/XD4WLSZtOfWmSfR0D7sAThlQ6rIRJCITAl24TSq+fDYE3zAaETg9voPeD91CZIhjzO4cz+VbQEG+/RsDwznlsDXjLIdAibSNOErnJYOglKRe2+X8aN9O3HfNvDd/PnIzraQMKa5yW8/Tb0kne8kkWzSKFkNrLG+zglLI7dxlGhlF83VFkStlI233cft185nxwd/AiA+Ko+7b0ji8o2fsn/YJLzSVFZEpTPF9RxwOY6Uz8B5MdOSdzMteTcAiqgk8iPy8ZrH0zy5gSKhmeOybEIBKXHpQ2ltcBOIqaKlOZcRI3IYMyabd97+BoVOz7xl97O47GZet0BexRkafdPZdMUmJn05iTN9DaQb04kaM4YR7e2sKyujWrKf49JWZKGhTI/oRaWTY1e28l3+O7jl4f6sVTO2crTrKLd8NYIvL29kWE2IlH4d6we5QZBRnvTThzuDzEvl2nh0w+DePeF2GD1PPM2SoQIFjSILE+aR1LSX3NgilnVuY0Slia9e+T1Z+lQAZHIFS5d/zKivx3PiWDjC3TUuj6h9pzg83MFU3RQKo1Ook6mZ77rj/AdfvgIqvgF7E5LftnJD9Rp6vb1YUh5h6553eMGQyoqbIpieF8ONz32OLWSjyFXA6pCHWEn4tt+SVUhDdweFS+7AOG0GsZOmsGlIOlhFRHrZ0Pwnhpgnk72wBellCxj19nMgVaBTOJA5u3mzeg+50gZU1Zk4JSYUlkjWjO8mJBWooJqlU+7mx6Mw0/QmmdZnWWhawZiICnJ6YviLRItxdyUSMZY7Vrl56XIpFd/XMTItHtshF32qbtYOepXU0/Dg8VQKq98maHUil8t/sv81PineXjvTZ876e7fYAf7F8PuC1B3twuv24+7zIZ73XUOhlmKIVJM+NAq95byAc/vdbK79gZOdJZj8Iv7e4VSEYqkyWpg1PpGl8WbUZ4WcKAZpa/uaPkc5cbGXEeGehWdbD7J8GfJsGQ0VH+JTtGNKGU5G0h0oOuvh+CpIGg1zfw8SCXaHnY37N1LXVofKqGLe+Hnkxebx9zjSaOOboy0UJpl44qK8vysqAfbZnHzTaWNpjBd/x2coomaSnfWbC5YLhkQ2lrdxqN7KjLwYfjMv72cFJYCvP0DppgYscRpGpNvpe+t36KfPIObJJweMegYYYID/6/zibrGiKLYASwRBeIVwy5EXgWWCIPxKFMUvf+nP/2dHEAQMWjUKbzxvFb9JVeZUsgJWXAo1wln5ERlRQG+wGrmYwemhdzHy4AcodJfg1Vayt3kj0aEHwkY2UrCZdSQ3LoY+aJFsZoz1AL1xWp63P4c17g3mur9GsEp502JinNtDvU2LQ6MmIbIXn6CgxZdNvX8O2bIn2Dd0LgW2A0yNKOFZs5mLrM/SrXiRCdn38sqIp0jwRjP8WDiCtDVyCpd0lKOTdmDGwnVD19KtyGBfRwDM0CyTMjdtB8NcCbwxPFwfZTj5PG/5W0BpYay+gINs46LeSoraozkWdOIImJBIwWN9n88f/IhbY2w0JH0KNU/zsb6f+/yLsQaK+FHj57eSZdzPO0ztl/NJ3XA2xF7K7e5qnpMrqK+NhFo4Kn8dS38rBcoIfi3o0KpTGVsYj98FqVUS1rUX4xN3ojIto+TMJGKbqsgYO5na/evIlCbRFjceReL3+JoVtA/KJ/ZEeDv2Rozn0o4NBAyZ+JSpeDvC6Y9ej4qATM+UmD24pQmcGTKLHHMiTVU9nO6LJNcQTrM0prmx1WjPzYRPuGYRUuVIDnx7hpTBETSU97Ds3elc297KR/ctpTNRR8Hk6aQMGc7Gt19BLfixlp1humodB6VzOeaZg1um5d5P1/D2zfey4MksEvOSCfTW8Y7xHSYmTOSLW2cwOjsslAJnbwPxo8M9SrMlTVgVZnL64ilzLsWsiAMa6VaMJdG3jj2jRuM06Ck265l4NJyXGtk+keXzRHBBalM16Y1V+OQK3rz1KTaqYUr2ASzdduxJu9lx6nUmKs8Q4T2Kr7+JHuserLa9jBuyisbya7jyhTsp31BDW3Ulfvun+IzZ1FcUkDwnjqbSBvSVR8iaOZm0YcNZ75iBrf4rtLft4eno8MPdixNe5Mk9T/LFRV8gCAJzL7mE0rIy+mx2iITXYo5RXfYet153PzcM3sKijbfSWz0IaUQxR7uOArDqylLiekTmHRYxvPwwD+RMx/HjfUwcORLDbbdQe/gAqYXDkZjMSL4bQVDioSPUy2cRjwAvMfOYyJcfXY1FaWLJnnJoruL4Ex24L+3lvdtvpNoRyeQbbmHY3PlIZeH9PzNlJtsbt7PB9APMhb1X7kUW6OGVVz5BNmUKGQB37gNtFHgd8PZwGH8/SCQYlAa6Pd04lPlMT56ORq5hel44vXnx5TOwrKpF9IWIlYTrXiOXDMIgzya6YTBSrY6Ny19n+C2LEUt3AwISqYxQMED+kKlI73w4fLNydsKC5Yi7XgV6mV13lCNZFqz1NQy95Q5Wjn+IDZ8+zZva8GTS/Tvvo/yNckZ/tIaPV4XIuu0pPKdnEhvbjEZewJ82vMTaefcQ58jk8bUOIIo93hLSnKk0DD/AzUMWsbVtB0v2WPE3NJN3+sLKimueeYVVv3104AH5fxASqUBUsh6lWoZaL0fyd4SYx2tlf+O37G7eSSAQROqfQYP/UtQKHXMK4rg7IxLl37TNEMUQnZ0b6bUfJjZmPhHBmbh2dOCP8eDSV9FyZhcKi5mEiVej1aZCcyls/R3EFcLsFwmIAsWHd3C48jBBWZBRQ0dx1YyrkEqkf3dbajodfF7SyKCEfxypBHAFgrzV2EmKSmCZ6gdCNi9ZmY8jlV4YBd1b083G8jYuKYzn2UsH/czaztNcaaP2SCeDswL4flhFoLCQ2CefHGgpMsAAA/xi/D9rRSKKYjVwrSAIvwUeBT4VBOF+URTH/r8awz8rCo0O99nG7fn0kTjSzUJnN2adiRviN9DjGEvIHaTOX8+E06kIqhGIgNKVw1kvHSRSC37/Ma4uexyA6I6DKCIjGCdGssT3EEPFBEZaC0hUbaLwTBzv+zpxCwJXTI5i1bGwqc6pmEtQuRWM0X3BcN1pSruHsCDqKC+ZjXxl0HN7VAszkp9CGQrXe7QoO2kxHqHFFccpfR7TQ/ksi7r23HZF+mqpa40BM8xNOtvIXtsCgCwooUUio0Vp4QXZCq6XbUO2bwaL47aCAg71JFBjUSJ2ydHpurDbNJxJHs6O0id4QtvK8zILi4NzWaBSAB5K9LkE+tvZ43OSG4jmoCSLUTolSvdJ/uoTVeaPARXkIiEFKQ65DllcFPKN4UxtX+hsPattFxeX7eJwUgxzli7j4x1byNoHR3pLGKHx4UNBeVI8GWl303ziPoYHw2YJlpE5OHZ+G16HcQliyENAl4hMInK6fRzHZUYWR/rYCmxuzyPXEI7eqSP8NE69EqxHUJruITpjBBvfPc7sJYPIGB4V9lP69h7M898GYFtXPpcuu5jYjCyiog1c/8VCxojvMCb4Utit9Owzw6y3S1ioHk0o2Askk25KJ92UzooH7kAh05K5aiU8/TRZh6uoiysgPSGcmT4ntI0ShjDV/AY/eq/Aq6ymzZOBcM1NjPt4Kutev5Tlb7/B8KZqjhxLoL9QSahD4MezRjga4y0EvDXgKT53LixKiOTRqma2Wx3sGfMcqSoZxTvzgSB9fWVYzBPIihqJL2YBpshcKnaFo6HmuATEphoCBjM2mw3r6TIAvKpPqK5x0xzaQEp0PphSzn3W9OTpPLb7MQDsXju/2fMb/vDYHxj55Vp+94mSX93kZXvTduLy4ihoK6Ci9xjO7pfJ0OTRqX333HpsOrhy1X6kxnBk2fD2W9jXrUeBQP7EqecezhQZGSx452VKNt6N8uGXiP/DHzBefBFrPxnMgswF4ZUFvQihIBqjiavn56OZfBeWxPNjLr+pPHwN9pwiUZ9ISAxhUBhAYWDhwoWsW7eOyb/tPS+ipGcjeHvfgJnPkKRPoq63jr2te3lizBP8LdPzYxGfisZ9rAvbmirkOQZUGWZUQGTIxWe/uje83O//yM03XE9XfR193V2kDSkiIjn53KQH162GpFEI6VPJuUVDxLvvcuTgDgAGTZ2JXKFkfn/uOXEJ0OpsJSeuiPuXHmF04SyONgV5J/kAI2vycV97NQX73uB00dVEd07EL/HiUFpZdMM8jJYiMmLSePXlTQgNzRgXLODniM/OZcj0OT/73gD/mkilEixx57M4QqEAXm8bbncDp7sOcLjzBN0+N4JUiyDMo7X/fhSinNkJZp4YFHuBgBNFke7urfRY9xATPZd0y69w7mrFEainR/EjPk8HEZnjyU96NlzL2FwKxe9CXCHirOepaKhm65p3cXgdpGSksOyqZeiV+n877J/Q6ejnz3vridQpeWxuLir53xegEI5WftvVy23mDgI964hIXIROl33hevv6eX9XHYMTjDy/YNA/nFTxe4OU/lCPUdJHbtOPEEwg+tFHkCh+vl5zgAEGGOD/Fr+ouBQEQQfknH3lnv03nbDZjxwY9Ut+/r8KyigjlXU2UmaHULVEEhI9fKmMIzd6Ah/0T+dysZlrLFNxde+jm1RERQFShZOgT4dKkcNbBg939Kko1smZ6YWVym5ebt6BMf4RpEEJ5aEYBMHKqY7L+Y1yE5XS2ym3NjNIWwr0UGzKIdXvp9E+G4B9I1r4omUdD0euRiKCTaplSqWWDeY8oA+vxMfQ9ijGnwqyD4Ea5TDqVdeBCvx+KXJ5kKPesXycVE1GZeiC7ZWHBEx2OTZAL3dwvXQbAHN6DkLYS4S62gj6ouaiji7B0ajmsswmdjZczXhzCMQoIMhRgsT5ndwm1/Cw/06WBRWs1Pez3xB2sfQFvci1ai5rXU9x9CX0SMNf8HViAATQSwxoWj6jTp9GTF82Kd12GiKNKO3FRNtczLPV8fIrr3B1ZRM78pJJb+ijKjeCQ3Oncf28Owlsa2fc6Aa6dQU0pinp27YBAYGOK28j5qtw780EQyTb8pewu2wGQmYKyn3juCNHzXuVw6nwDyJfHq6rPWE9glQxCEGQs/Hd4wAIkrMtHQTgyKdwyVtMiKpnT1cqMXFRAOiUElSCjaukO1gdDNfETs6KpLi6G5NGzrXPzeXTB5Zyw8tvYklIJOupraC8hFvbPwZg4eq1+NRR1GdNIZ3zZc/mvkRqDHHUagTAyjZS2fxxBU9ePImYCBOB0WPoPlWF1y8hLiaSY5eZALg/PgSCEZlqBEF/Dc/8sIbvrlr0k+NvlsmQSWRMn1ZFW9tamps/p6hoDQAFBa8CMPeuBxFFEWN0DF8+/Rhyew9CzQk05gguf+pRajtuprn5UwDcSTlw1q0XQCU7P9O/o2kHxc3FuHGTac9kyu+foHToYEZ8PoI/HQ8L2JUXraS20Mx9q0D/N5ltUp3unLAEkJpM9Lz/Pp2vvELcCy+gnz0LQaFAkEpJM6Wz+rqN1Hw8G2V6uDXA8+OfZ1/rPnisEV5Ohs2/RlAZSfSWw98Iy78lL+LC1Lq/poL+5EFSbYarv4DkMQCkGdJ4eOfDaOVaIlQRF6xDkEnQDI1ClWdBqpVf8H7y4KFEJqcCYIlP/NmxkXJ2HlAb8df5C5a+vQKtVkeoz0HPN19gX78ebg2/NytlFrPXhu8pG5dsIkmfxJX71iOGtmI83cyeVBmPfleOIJVSsaeVjuRKbov9DTrF+bY/Vz/zOxwLrsB09c/XhAkSCTOX3v3z4x3gXxK3t4etJ18mhEiP10VHvwu/oEQuMxBvHoo68tdY24KI7iBTTDoeHx2PSn3hOS2KIlbrLrq6txMVOZ3stCdxFLfQ2bYPW8RWFEkmEvLORikhLCqPfwlxhXQV3c/3BzbTcvwVDFEG5s+aT5r532/54fYF+GRfAx5/kKUT0zFr/7GQcwWDvN3QSbJK4Hb5N8j6dWTkPIsgXCiQvyptpr7bxb3TszD+zPb+La01vdQU15DesweVQY152TKkuv98H8wBBhhggP8Kv2Sfy2bOSYVzXeBcwElgPVB+9vW/nui0GCoPwI/tWVzql+MILsBAgNNiEkjhj+porkJkfOQ41naUopKkUmoSaZD5mO9WECcVWG7sJ1Wqo71+Hc15c/gmuZDUoAS5AH8OaLlH5sAhaHhaspxoTyyVKj37PQU82fYKj0un0903m78+kp6Uvo5XlPBktJmLnS62ajWYkgrYqTkIwCyni/tsf+Rk22O8c10p5oMTz23LpsbxNMY38X5+C6BhWqKV7e1pjPBbeK21An2Kh1KVkoc16Qx1nmaSeJjqyAzaf1QxduIpvu6bifqkkzaDmlHzF/Bj+WquefI1vn7uAURFBVv0PnQdzTyEwKsJC9gol7IeOR/iZdrsFC7e0c48HBSjZ7LUwe0TJxJZXM/WgAukBgBGhE6iV3yFTbwTc/t61M0+jp2MRBcMoe33oQgG6FUrket15J8MC66pp8JupOkvrOPM4V0EkiLoSXSR2A0ZzY+TgYtDymk0J8SyRhPJXWf3R09fN59YbmGeK4Tm+za2qB5ktvEP4X1VY2YTE7nuqWfh2aeQycPOpIPV3yOT+NjxJwcZyy+Fv7aLfcbEyAjInDQb4ZUUxHuP4WzuoMR+O6uVk3kn/QCPtY6npsvFtaOSWHmwiZFvHeUe4PPH7sMXlQy6iwBYkbKYB70BLp3/MvmxOmLrPEzjHd5pX8dFpue5z/AQbUSxM+EOJmRFYW0z8m1ZK7eMTwXguTmziVPFktAT4EZ1kI1SCRHNd/PY1D3ULOmkYk8Lc5a+jkyh5Pazov6zwWkU6NREKM7fdpTKWPocxxGEn87s508Ku386rN1kFIVdfWsPlyBXqZl9x70oLX8ARCpOPUJX1+YLrqlkfTJ7W/by5N4nAZj85WQkJgmaESMAOL7oOF9VfcVzJc+RH5FPQYTAfauOsfOKg1g0Kp4veZ4x8WN+sk5BEBADAZI//hjP8eNUjRoNoRCmvzHDMM6fjyIz3I90fsZ8Lkq/CCQy+HUbvBjHf4WMjAzuuuuuC9/Iu/jcfzVyDc3OZuK18X83miHIJEhlP31ojUpJ495P1iBX/bwByb9H6MAhKh955NzPyvw8ji/aSVAMYvfa2dKwhT3X7Dnn8BkZcBN/+HrkgTZShw1FOHtu5E+IJ5/4C9afmFtAYN/en4j8Af5nI0i1YJmPV5Rglljo71NT1+vH4/TTbYcxahkvD09Cb/75czYY7Kej83scjgos5nHkZD+Nu6yLlr1bsSfuxjxqOPnZz5x3XG0rg2N/IRA1iF3mmRw6cYRQzSdMLprM4tTF/6GUa1EUWXe0hZOtfdw0NpXkCM2/+zf7e52s77CxJLIXf9cqopNuRqvNvGA5pzfA6z9WMTk7iquKkv7hOgO+IEe+r0J7dDO55hDmxTcgj77QBGiAAQYY4Jfkl4xc9gF7OC8iy0VRvLDR4ACoDAZM5pH02g5h7W9CJc7nDny8Qv+5ZRoIkYYUQRTJrVzFbt8Qno0fR4ng5XNRz7fNH/BK0tUs9HVh9DqpyRiL1hlimBqOuOCP9s94Qz2Z9vhRCDoPdn0Ukzq0PKW4H0HZQ21gBFuyvkChaico9TMyNY0cv4u7YqPJaDZz685+fn0DLLL38Yi1l1YcnBEzCXVq8OvlOHwRPG27ieuPfMVvZpz/MjZGNvGX2HxKI7s4VBnPbGop9PrIbB7M9aXrSbR1Yx7SR8BqQKYO0RqKYXR3A4dHXo4lwYRYLvL1t+swGWNx2ztxelrw+9rPrX9K924MkfOIRiCytB6JRMmekAEhXgGtDmqtbnqjLETXdzK9ewe2+CHcknQSo7UGIw+BHX6wToQ4yJf1MPJ4GzvzU2iLNDP7aDWDO3uIGdFLc3s2O7PyuPf0iywyKqj/+FNMc56naYORH9oSWZh0goWJ+1jdGM1dn4R7Qt6TvY8G3xiuTRtM4xQrdWXd1HeM5WPbSh54bwiv3xE2aPnL/2HvPMOkqNI2fFfnNLFnenJOMAxpyDlnJRiABSOYMGBacwBdA6ZVWV0/c0BFREQEBEFAyVEyMzA559Qz3dO5vh+F4EjWdRe17uvqq6frnDp1Okx3PXXe93mflMp63P7WK6z9KBfFIR8hqkJuCLsGp70WrdJ54vkub5hDx6IczIAwvwshQJfrVvGxEEWvlEGM0hjo+uRaxnWMZGb/BF5emwMFYElJ56taPyZXLGFISA6z1A+y5MdSAFbeOZCEh75BRMHMFwcw7cWH+JIrCA0w8OiNVwIw/99b+OKWPidOtARB4P7A3TxPd/LULaSotUxKvwyAiKQAAkL1aPRtT7BGhJwqEIKD+zFo4P4z/m/4BYcw8b7HcDsdHFy/9oQjZETEJADCwyfhdjecsp8gCNzynfT6vj/qfVrcLSQFJrVpn5w2mclpJ4XhiPQwgvQ6BEHgsT6PnXY+CUu+QB0Xh/WbbxCUSkSfD/NNJ2vyhd5+UgQKgoBKOP4VqzFAr1mw440zPtczodVqCQ0NPWe/a9OvZV3xugsaWxCEXy0sbVu3Uf/RAgBMQ4cSeudsdGlpAKgEFWa9mQPXHGhzcn71yI78e7kXl76ekWPGnNdxVMHBv2p+Mn9MWh0CO4+EoBcF/ASBDmYVVyaaMYcbUZ4lZ9FuL6Kycik+nwtL2FgiI67AVdVMyRursAUcIWhcZzrEPXXy89hQCDvfxu4XzzplXw4cOUR4ootZU2ZJIennSW51M+9vKeSSTpFclnmGVf+f8ZMTbIxWya261dAikpj6BArFqadjhbU23tyYz13DUwjzP/v/aUVuPUVvLiRS30DYjOloE8690iojIyPze/B7usWm/15j/9lQ63SE+uuJ1hupqigiEh/j0TAcNfNxUO6zcqT8AAnR/ZnqfplnE6eyObIzNymLyUgwQL2Bqf2H83wReP1DWGCrZ3xwLPP8NRSIFcRqQgk4UMqlEVtp1HTne52CK4qlnJE7qlL5v9530bO4DwdEDf96P4emcUruSIRsrXRlt8rcgC3gcoytR5jdIJm+ROqmE9BzGMFqKzdYHuarpiCWBHTlh7u/BHzYQ97n5tUlzO/0IP6uRm5qmsAh5T5GkUetIpEPQj6HUZD9RThqo+RW2lKhZejGdeS3G4BX5cA/RE8X/zT2WY9SFRGDDi/qpgZ6ocVvYl8Ct2+nsfkQ37WW8EXMDSisKnwaEYdBJLTqQ0aETmVvtZW/7fqe+wIqqfPrzUihiaC6H6h3302N+Dl5PulkIFThpq8hn2KvtH7bY9IUIrX3Ur49CK2/B3VKC7cMiEfc+CwOr4oEnYd9m19gU5XkPqsQhhOgWYxaFU6U2sqUHm6Eai/m4Tey8IW9JCcFcNnMdN59ahd2l46cZ/KZ3n0O3x57ilqrlzvTNsOhJQzzfsAb9geZen97+Kgdnz+0jKuf7A1R3Wgw9aH0hy5MsD1BqTODaK0UUusXn0j/gPATn6f1fx9MyIsWhAcLWXmwgqNpW0lzzYJA6NJ0gKGmI+CEx5cdZvtDwxAEgUs6RdDuwHs4n5JqhLbOrUZvKz0x5sc39EL/i7whk9LHENVuFruHo/e6uGeQ5JZqDNRiDNSe9+dfpTp3uJZaqyNzzKWnbBcEAY3mVPHxaO9HuXHNjYyMG0n38O7nNY+3rzl3v5/qwHlqaxHdbgKvvBJNdNR5jc+YedLN4zx331/B9PbTmZA84XcZ+3T4X3IJ1c89R7tDBxFUp/8p+eWqT99+HZm2vJi5s2YQFBT035jmXwJBeqGnIJX+ygCcwHfAPced20+3TwxQfJqmdqIoHv295nougk1anhp7ZufVnyOKXurqfqC+fgt6fQwxMdejVgfgc3kpXbCaVlsx/iOSiUm+9+Rn0VYHO/4Pr0rPDuNwNhfsIigV7h5yNwb1uVccf6LV5eWdTflo1QrmXNoBjercBjk/OcHeHO7FWfE2wVHT8PM7fRmdH4sbWHmggifGn31sj8vLgflL0B7bTadZ0zB07XLez0FGRkbm90C2C7sI0Oh0FNVHohFjMZoMiKL0I6izN/AgeiYpgnk2uhOOQ4uxhV3F0shBAJh3fkRavVQbsarJydWKJlRxoQQHZ9BddMIP80gtOIqqLgfR6yKtupxGhY8Ctbft8enE9thlhFjN+AX52Fnbj9bSabSWX8GCojrGrOhLWWgG3Y88y3sVCylzSdcNpqvWMbZ8EC+ag3g+ERSaOpxqH3qniM2gojZUjU1QsMfkxhLeEYDXC4cT4807cWxxooFmtw6nSkXBZguCKFAaYgVg+9efUFtfhVJUgCDg1RkJaG4mI2o/nY8+yVjde8xM2kWQvojvKyTjYYVLQKtsBESSfc04bNJ5VQ9zOb39rIRonkcpNNGkH0i8qoKsQg0BXgXi1Mvwj3CQPrGctHQDe5d+REB8K/Eja9BbPLQnF/XGZ9lUHc+iok6UmCax7qALl1Mqa6IN70dOsxlFSDJT4/YjVB/B3e9ltOH9AVCWNVP72j4uzZBOqL9r9iDoVVwZtgUBke+MH8FXs2gtls7pghPC8akMXB00E17uAOkTaUy/i5E3dOCI+lost71N8aV72NA0C6VfKHwxA+YGQFMZoVWbJQ8WazmJQjnzvZdzi1IyGrru77PRPlrKvsdHABDmL4nAxy9Jx4mGduHSRQe9Tgvmkyt9Bo3qFKGQEJDAwQJpJe6xpFNDGv+X9I7ozbIJy3hp8Eu/y/gt69cT/fprhD8x98J3Vp2/8L4QIkwRpASl/C5jnw7z9deRumP7GYXlmUixmBjc/uL6vPxJmAG8A3QDrgIGAkvO0j8BaAGCgMCf3XJ+32n+dpyuWoqK3yEndx6CQkNKyiPExFyHSuVPzbqd5L/xMUKim+SbbyQsZaj03eWyw5b5iNte56h5BAtrLKy1bWTqpVMknEBpAAAgAElEQVS5sceNFyQs12VV8eyqLCZ0ieKmgUnnFJYtHi/P5JVT5HByT+AhfDWfk5ryyBmF5ZrDlWzNreXRce3POnb5xn3sn3EfkfFG0t98ThaWMjIyFwX/NbdYmTOjM/ljVJbjEzQY6+oRBIGSqi2ElGTT6qqjR9/7iHTZUZqUqDSj6SJUcO3376FoKEOZ+h32mNH4NbZjplCDSiHlqj3qWsbaCB/Dc9eQ32MulT0fo33WAsLth2i8YiA97/s7bpWRihmPYPL2x6HaQ5pPwfBur0qTaoa5297lsj5v4stQwPEQ3RUGeM73CIVMB+AhwxNsd8aSr4XwwI9pBu5a6qNsZil7zRWUq1VMOxpCYUAhXcrrOBRpZnHDUGqUPbna+CZmawM7SiJJ9jTiVOtReVu5JWo1TzjjOVyei6rFilmMpc7spNOBgxwLCyDQv4aqViNVDj86BVRQ3ByIn9pOVuN2ii0uRtQ1Y9D8wD3NG/mby8n7YcMJ1m6i6rNdMBU8CiXLWElDeQf8gWpTLgsbX+OjuEjWlZRzifgtGwIT8faZjXrrQiqc/yJKN5V387rT5NYjCEqWZg0BFtOu70A6DBlBSUEem3amo1RVQAow8imEuNE0/CubHgYlkRrpBEFR2sKM22J57/Vi/PpFoS2fSXfnMQ4WmPCEacgNuRNqpBUf4fad8IpkMy8mDmLLv3MZfXMG5odfRRAEYqNh+dsjGeJxwqHj55D538OqByBpGLzRl081QfR2vs60Dno+69ORmGQpvDJQDblPjzkhGC3+OnY+PAyLvw6391QTptMR6xeLILpQADOizx22+d8mMTDxdx3fNGTIX97O/9fkQq69Z9DvMJO/NqIoisDPi30WCYLwD+BdQRASRVHMP81uiUCeKIqN/5VJ/ga8XidNTbtpbNyF1+dAozETZhmHTiddpBBFkab9udRs2YwyREPcrMmoNfrjO3tg/6dQnU1N0hXsOFZOcdVujGlGHk1/9KylRH5JSb2ddzcX0DvRzBPjO5xXPubG+mZW1zZxW7SJ1vI3Efw7k5x8/xn7f7KjCJVC4PahZ75Q5Gq0kj3nVQSTH13eeRal7ve5YCUjIyPza5DF5UWAwd8fi7CXMLWTuhgR0esm21eEqC3BGqglrPJLhkWY+DCiLx/QDKKJ5/W1eBugtdJLgN8GHAxAJUon+CIiRe3NXPPIC6ycdRvhlYuojPgbWe2upMORL1jw5DKW9e/F9G+Xsbi0msk1qbhCjzH4wA+sSB8OwIOOT/GEq/CddnFbINnxEfPFLxir/5q7ssZxr7oHzR3mEnpsMCtS2pP6/Sa6lDbQyTOI8bnrcL3TD+37H2D1D+RgZTqxPg2+nmlYlNuJaJDyW7TuVoriomhPOeayI9QmdkNTW0FY0RqGVNQjKkTSpyZAJVQ6/IjSN5HdLJkVNLvrOdy4hbvCNyBqBa7P+AdzdryExWZjZu5qskqkkxCbNprpKbE8++g3ZEWYaTEUUK+ApIAk6h31QDkAfionr7y3l1tS2mG+oQ8k1pP80dscXLsRl6cZd8tiAEbePBu1TseyF58iND6Ra56bD59cCX3vQCmKQB6RGgUqoYSwR0bT+G0Nui96kKS9l9oWf2JdVkKP5xGVDV3J5oUtXHJHZ+llDpTMG/Icvdn61CGs3ghCotta4I++KQM8Duh9K4R1gGW3Sg1DH4W8dYT3vBw2AaZQeie3FYC/tOy3HM/pUZ8lr+nnpAWncfDag7Sepxj9MxH1yst/eWEpc9FTe/z+THUzEoDc/9Jczhuv105l5TJc7nq8HhsIAoKgIjCgO3Fxt7Sp+yh6RexZVVT8uBKFQ0/kFSMxWI6viosiHF0Feetxd5jMdlsCTcXl7Ancw9T2U0kLTjvvOTk9Xj7YUojT4+P+0WkYNOc+dWr1+phfVEW8Xsv9lhoqS94kPu5WdLrTG3v5fCL/Wp9Lx2h/hrYLO20fURQp++gLKtfvIv7vswjpKOdVysjIXHzI4vIiQGs0oQ/WktvSm44B+3DsfocEZRGFmeBu6EGJSkteazhbdVLYjsnr5buUZ7AMeJ+uB7wIJa/x4cBMri0wsqV7PVMOXYPGloR/yD8p1XhwplgIL6/HboxH56hHa20iLTgfh0HJCM0CtK3RDFF8wNFj4XA8U/Ya81aUgpWywyGk9VHwoHUMUc3VlPlZuGdEKv9cewytKw70cKR1OLcJS3gFKHIPJ9+gYitxUvEZYHzuOrQ33EirPhj1sKfJPrwVU8saDh8NplekQEWgkdrEWMJzCogtKqMszp8pkT/yfbYWu7+N9Ip6Ui8rx67qjV/lMmw+LZ2DJFOfQtvJvK0AdRP5q0IxRjh5YNG/+T4piX6lJXidSkQky+LiD308SyEATf4mjF4n47tcx6VdhjPxhyvgkSpas+pI+ewedlmV1PaaRlyyVGbDK6oR1QbwWE8c8+uXn6Vwn2Tgc81z86WN0yXhKQgCmhg/XCXNaIQchG/XExTVDQ76yHP2pWnRXpZ7JMOcnqMjWLGwgl7jE4lIOrkaZB/xBqsXSPmU0+b2OuWzk5RpgWPfQkwvSJ8A5hR4byREZULmNTDuJQrGir9rkXn9eYrRPxP+o+XaijIXPf2AViD7DO2JwBhBEKqBCmAx8Jwoiu5zDSwIwuEzNCWdYft5IwgagoMHoFYHnjEf29PgwPZjFQ3N2/DWOgnqlElwjy4nv+eKt8PBxZAyivz2t3Lk0BEawxux+dt4KOMhNMrzq/Xo84l8e7iSrXl1XNs3jmTL2etb/sTBZjsLyuu4NSYYoeZjmj1a0lKfOKXEyE84PV7mrcpmYpcoOscEnrZPa0EhuU+/jq9LPzLfm4fiL/i9KyMj88dA/na6CNAajGhMaspcHYk0WvFU7CWstJ7okZWQFIWyfg/65lzMomR885rPhFlRhp9CAJ+L6j0B6FTrcWYvx3+HVLvvcE4Ab61eT3z7DKLTFaTkfoHK3YLWJZW76FxWiOW52xhSs4FhCe+RL8RQHdqJDscNamvXQ/4qC5NzNjBw09fka6czpmgHAjB7WAp5T49BF5PE2uqOgILGshKSS4wMaMrB6LO3eX73jZNCgFp1Fvbl17MzNIFgu51tzc0sL22Hxqdh6N+f4Ui0BQVg3WjCdshAxtE8Jut2AeBqUaMU9gFgVDipchg53GjBoJTOg1qSO9LgNOBsUlOfbUKMiqR3XjlepxLUOt4flUjtY/djvmEmrd3SWDrIj7Cw/kTGdCP/cAXa92rpF9UP1DqsG6qw6e6iT9B4HOYArLVN7F+3n32rl6L7RVrOT8IyJr0jlP0IdXlt2i23dSFq5GaC75kuneysfhDu+JHRN2VQ6zl5HhYjbsTor6T72Hg0uuPXfHxeDGtnMXNmA5Y4P4LCjW3GRhRh3ZPw6WRIHiYVu4/tBY8fd08d/y/gVFMVGRmZPzeCIEQDtwGviaJ4JgepfwBdgfHAF8BDnD1H87+CQqFCr48+RVj6nF7s+2toXJ5H9f5NVNtXoPWGET9tGuaeXaV6Z/k/wDf3Q2MJtkFz+bZApLS2lL3mvXSI7cDNnW8+L2EpiiLrs6uY8/Vh/PVqnpzQ4byEpU8Uebukhs0NLTweI9Ja/AzBwQOJibnujMKyye7mieVHmNEv4bTC0udyUfLyGxx6bgERDz9A59snysJSRkbmokZeubwIUKpUJyqB7nFPRhu0CVODh/1vt0eBVMNP63MSHtDIV9YEBLVAc1UZHQJuxROxHo7CLSVLKc5WUWruhy0wioR9xZhaX6Hjy59R2LsbVr9YPGoT7aaUs3T/EBLrqiG3jsI1oUT3r2eHqwOxPg9jHXoUI/2xfXUy9KipwEh49yZMmZlccWg9PtcIlBoN/e65nutuyKJZV0pC3ET6H/yKAbF76Gn4B/GOT+nVqmSH3sthtYX1A56nNkrPd40lgIV+OWVsSoumyTOCtNovWP6vtqKsNVcFOChcE4pfTCuFa0JpP1UKWc3zRvOltQeJfk0oQ900+2fy5uCJPGa3UWXugk7xFTUH7SQDYU+9RlOcmcj/e4qdXy8hrfdwojr3I6qmiKzi7XRMHoLH24om3MhTaQ9R8exODF1Dsf1YTUBmNF++Oq/NvMbe+TiWuFA0Oj22xgbeuvU6giKimHzfffD88RCluU0ndxBFhPz1MPQh6fGsbRCcSJJZIDTWj7gMM+rSjYTvv5/rrnwJGAQ1R2HZbeAnrVjqVs7gyikfg70eirZIArbfnfDJFZD7HUR1B+3PTnzkcE0ZmT8NgiBMAT47R7fBoij+cLx/ALACOAo8eaYdRFE89rOH2wVBqAdeEwShjyiK2852MFEUT+tEc3xF8zc7xfucHrxNLrxNTtyVNrzNLlArcMcVUx+7GeORTKK6TsbQLlS6yHZsDeSsgYSBiKOeZf/Bg1Rv3YYjxkFWaxb3dr33vAx7RFFka14dqw9VMqRdKE9OOL+8SoBGt4fnCiq53BJIVOtaqirySU15rE0Y7y85Um7lkx1F3DcyjSDjqaK3edNmij5ahrv/eDJf73fWUiwyMjIyFwuyuLxIcLm8+DzV7Fddgf6GCixH86FIavOY/PD5FBy2huDRNKJ2BRGRMBCALFEgJsWHsqEeZUYa/bdsweNrwFEfhN+2HAp7d0NvdmHqW4HY7OOQKZmw6mq09Q1YX/0EgJwDkWRapVXBD4f4oW70oTSb8TY18dWE58ncsZJ49zqmm/OpylqNp/wOPA0N2M1BdGw+gk41Gqywe8J13HtsJgCFuml4zNG80DiAFS2ZrFU1sM+RAToLL+96Ff9YO6O1xwix7MXq0jMw4EMMfqW490PAdS9hbrkDjaKW7M8jyR42hagPvkYEcsU49pQEcPmjj/DRhk28mdSFYVl7ONqjA8ufP0pzeCZ7WhMYbYqE6k1oEzJ4fe2dhMUFYK434ywqQvAzUVtcCIC9qoG85n3oGgPZ+/fVTEl4AJ/Ti+XWzti9NljZ9n2KSIpCqZIMIIyBQdz98VKpYfUD0GES5KyFqsNS/uPTkXDXASjdKfX52yIIO3neFWDRE98xhLABQ+BVoPW4r8brPU8esM/tsO01WHSV9FihBp8blBrJ/RDgxgurbSgjI/PHQRTFRcCi8+krCIIO+BowAf1EUWy5gENtPH5/+qTA/xLeVjcNW8vQBuhQB2oRU5uot6/H62zBVNCDMO9k/CfEofDWwZb50FwJiYNg7AvU1tWxfdUq4lLi2Bu4l77+fZmQfn7leXYX1vP1/nL6HDfrUSjOP+Jjn9XOZ5X13BNtpLHsFdTB/UmKuPeM/X/K4RSBJydkoPzFsdwVFVT93zuUuCNIevQxLHHnX3dTRkZG5n+NLC4vEiqqW3C1LEEXOAuNQkGCy06rfyNVRi0dRx/FtC6e1YyiqPcTmDfeRbg6nmZFDXWOamw2C1HqaEJ1R2g0Gyi2haPiZCRU7JA6VoRl8IFhL7eX5JLjsOA5/tbbEw1QqwUcPHL7W9T5KRlS5cP29Ics2/AR/jo9Pe6/jMLZ6wjv9iERdz9B3mip+Hnj32cfP4KU0Zjp3YOrRUnxejNepYb4/pU8FLCQN/WXUqaXagEaPa1MGrAD0QfZn0cihimxdLISpl+JIIjsv3QWTR/cS9i23QiH3kdZtpBXmmK4oX0qAXYrX5uvgtaNxMYm4hb30LU4h8zsYyy4bwuhGDlmP4C/JhSVOQO1XywNi49RYirn7mveIX/rNqqNJvZ9twpDQBCGgACqq0oA2Lt/NQAenxvbtgq83cJY8MBdbd6j0bfef0JYnmDbv8Drgp1vwZxGKN4GG56ByQvAbYPsFTDkEalvWts8vZEzf7oq7i/t+8kV0opl3zsgYTB8cjmMfAp6z5LKkYAkLPvdCWsfl/7++SqpjIzMXxZBEJRIK5ztgL6iKFZd4BA/FXrd9x+d2AXS7GvltcaduGrs+EQfalUQaa19iGwSKbW4MTu/wvJRLk6dGWvyJELSEon0V1OweTMApo4mvqn6hps73Uyg7vT5iz/nQGkjS/aU0jU2iDmXdjhF6J0NURRZUF5Hi9fHA5Zqqkq+IiFhNlpNyGn7V1kdfPljGQ12F5O7R58Saiu6XNR//AmNRXVUpI6n5+UdTqZJyMjIyPxBkL+1LhKqaqVVKK/rKBFx+9Ad8lFsDaRkTC7xqkwcxTbG61fQUtqbZOIB2Fn6LW5BwGHQkru5ioQENY46DUfDklCMHM5gwzwMjhb+3u4ONoR1paZFDSWQfEn1iTDcT21zSNi1kRr/rjREGMkd05V/z9rAxj3lCMEqaHGQbwrDCIhRgQQV30/18QvbzqVvMa2TQIT2Mlr/tgvFm2+R981PLnc+8ldZYCxwPNrH5LLz6o+vwmDYVBNHKG7sVVpyHGY6CZJBjyF3Fx7gWJ++pO3bi/fGtymeGIKg9PJ5fmco2khRTFd2HazGVVvGwKZqxqxdQUGcl0C3lRJBR4tgYWtYFzrqygh02lA5vYSGx7Bq23M0VZ8837rsoaepLc5hy1IVzRUvEGNsx5rK5aiNY2mZ+w0+j5S7OHb2/ehNJuI7Z576xjmaYNNL4Bch5TzG9IL3x8D+hVL78jvhzv2nfc/bhFsJAmj9Ye/HENYRus+E7jOk7QHRMGMNVOyTQmOHPARbXoV7/2d1zmVkZC4ijgvLD4HBSDmUtcfDYwEcoig6BUF4HJgFdEK6Ing98C1QBwwFXgL+dYayJf81/DVqHu4VhcqrxJlVh6PQiT5wC9q0OgRDMKSMBUt7HB4fpQ12Dmblsik3G0dQFAe9awiqSyBeN4FFO+qICrITFagnKkhPqEnb5js3u9LKol0lpIX58egl6eftkv0TNo+X5woqGWE2EduymOZmJWmpc0/kVnp9Ink1LRwsbSK/tgWPVyTUT8ukrlGEB5waKmvbuhXrmrVUxA9GN3IU/fpGyPnyMjIyf0hkcXmR0CE9isNHyhC9DdQcmEakTxInsyobWOOpIXKQHe0+J92GvoavpYH60jqs7npcvlZ02iBMjWXsrkmiNkVLtyNH2BI5ni+b5nOl+T4Kw7rTobia3UEpbKqOI1t8mhvDpDDLUMMmfuiVhten5I1oBy6H5OjTFHgEQ0ssHqGSFWu2MwWoVlgIVpUTfo0W4WglQfVqwrWSc2rtI7cgNEpXYaPuzKR0/o/khwSS9E0j7xueYUnPQRiqHQwdeJB9jWHYvFp0vb34bfexviGJepWeAZYqTPEajG/uomxgD+rv6U59Z38O6G4m1xhDY7OFWqWBr4aPY3V5DtPsjUxY9jUACUWrpBcyNAmf6wgJnfryw8pPKEpRMiXxSjQ6fZvSEWrTleTscdKud0/cjl0k97qK0IJmSqqXgfPVE/2UmiRSe/WV8mJ/ScFGSVjOXAshqdK2n2qmLbsV+s6GrfMhKP78PgSHv5TupyyA4AS45OWTbbG9pJsoSo973gym09vVy8jI/OWYDMeLD8MPv2ibCzwBeJEKFvsAMzAMuAfwR8rPfAh4+78w17PT6qF1fTMoVGiTwgi8OkESlb8QWm6Hnfx920iwWIgZl8LqwtW82vEOwoxhUt3LVjelDa2UNbayt7iROpsTUYSKJgd5NS2YTVr6JZnRqhVsyqkhQK8mQK/GX6/GX6dGq1KcUdxl21p5t6SWWywi1rJ5tPhPxEkqu34sJ6+mBZ8ISgUkhZroFB3AxK5RZ1wRdVdWUv/++yjTOnA0ZQoZg6IJiT69S66MjIzMHwFZXF4kjL6kL72mtGfvzhIEZRqOgpV0DSojrdqB3X2YXVxGlukogZFRaGYn8tlV00FsxaAxow68CphNrv/JQspWhQ6tx4+Pa/+PmGwbsZuX0U0Vz05PLIbYEuZzPdGUcUDRAb+i3QCs/OcBTConRfEDMAoq9PZofAoX9f45ONRqfJ4EYB9BrgLyrttMwBujQeuHp9lJy6EKQI9C46O+qJTNQwfQe4MUplQdrCQzZQHXWJoRFPCluytPRq6motWPQz0tNDXGsqdewSBLAY01BfganBxNDCTalU+/9lLYqlrZTPdqf1ZH6ulZoeQfz91Mo1kSV6F33435phsRBIFvplyCUq1mz8p3AIjL8RKULoVGaQxxxHftTGVhOsOva893H2Sx/ztp/NJjFur8ooBlAAiKIIKix2JvDjspLJfOkupHBkghvqx6APrfAzE/y5EEeKAQnouXxOXQR8//Q3D9aojoBBrjmfv8dLIz9vnzH1dGRuZPjSiKC4GF5+jzNPD08Yd1wEVZT0fh70fANWeemt1uZ+dOKY+9e5/ufJr7KRHWCB7p9cgJMSgIAoEGDYEGDRlRAfh8ImuzqtiaW8uQdhZeuKITHp8kQH+6NdjcFNbasTrcWFs9OD3e42OdPLYoQpbCS5MgMsK3h91lh3For8XkCsBP5zynkPw5ostF/aef4mtuQTPtBvZtrqPPxCR0RvVvePVkZGRk/vfI4vJiQWNELXjwN6uw1ilp0o3DGv0u2KBrg4NDxnU0GkKZP3MKnfoNBdFOfHMshaYi4gMaWDfoNdz21fhcWSzv0QGT/UfUfuNwtXpI2leNG/B5CgEwx7+Lyt+C7kgEaKFDQBWHmySh1i+0iJvVO5nL3QgIuBVu1E4zX4/uzSjfyfJn2xbvZUiTipLd8bQcrpaewkiBxMBKDllFmmv98MbH4Rg1nNUVX1Fm9GdGs5XrdKl0rG0hJ8bMXks3JgUeIfrDH9jUuxOl9gD89U4CF6QxsefJYz2ijmGqxoWqtoGInqNwdw5E7DuYwK3fAxBy800n+t67aAWiz8c//zae1b0qGb0jnJ3LviCx2wTqyn1YG9KZ+nhPAi0Gakokr4uelyaw9r0jFB6oZdQtd6I1mfj6pWe4+unLgZ/lWJbvhabSk+IyZSQMn3Pqe6kPgowrwBhyytX2sxLX5/z7ysjIyPyFaGlpYe/evbhcLnr27Mkx+zH+ffjfzMiYQaQp8rT7ONxevtpbRnZlMyPSw5g7/qT7q0oJOrWSMP8zu7n+HK8o8s/CSiYblKTaPsZoSCI8/Ndd5LNt24Z1zRqCp02jXgjl6K4aBk5ORamW3WBlZGT++Mji8mJBY0Kj8OJ1OcnaWgEM4c32S1FnhDBuRxFX26r4NNAflU/gyObvUeuNKFuM6I1qOmpW0qi5BkEYw9a0FroeLKUpxMCuqPewq5uJKYilXQso/eIICFZRctwTUN2xlImeI3SJPMbgsDxeP9aHjEApJ7G78R2KGIhWlc8M9xt8WZxG7/abTky3h/9CrEUGoBqNv5ugZBuKuBiEZrB7NKQ/diONy1bw49YN7B7byAvC5Rxt+oT7hswjbFoSDV9eQpynlPd3iVSNDsdc6ePz4k4YlU5sOVquTdhDiM5ON9MkXKF7CN6fQsPIWKZ/8xnJg7oRnBJHw1Yo/OJp2v/ipRQUCu765Cs++KQrWmN7vD4LWVtKCQ430twE5kgp5Kj/lSkn9knsEoLH5SVjSFcA7vjgc1San1nDux2gVMPn18Cop6HjFWcXjle8+2s/CTIyMjIySIY5xcXFZGdno9Pp6NKlC+jgvcPvEeMX02a18ufkVjfz9f4KHG4vE7pEMrVn7G+ah9Xj5Zn8CqYFNaGu+5SI2JswGOIueBx3VTX1772LLqMj4Y8/Tu7uaprrm+h3ebKcXykjI/OnQRaXFwvGENRNZbidjhObbj8yH5v9e/5mqmZhy0JWNufwMuG0Cho+jJjG9Won/favpSVuBK+Mu4sHCv8Pv27gX3IrdcJuckJ+BEFEL8ZyMHEwKUI9YzdtZnmkZGvuKfNDH1bNpsgHUVk3Y7VI+XyrXX3I9A/BbFxCb9PHxzVUKk6vkiV1vZlm2YJSV4YxuhVDmBNXk4rgVDs0SwYzsWn92fbNHu5yf05YZCgmdzCWA4tZUdWevrXVpPbqR1FrNZ+pHczM1lDc5SqyKqSSHjavFNr7YUE33ul5M86YnRhb93AwyUp23CamrwG/B+7jm1euYYVPyVUnI4Hb0OxpoW9kX0bd+nfWvHOYrG3H6DepPabQ05dga983kvZ9T1791uj00h/l++CtQdLfw+fCd3Nh5T1S2RFB+cthZGRkZGR+A263myNHjlBTU4PX6yU6Oprhw4cjKARW5q/kWMMxru1wLSH6to6sbq+PlQcq2F/aSIrFj5n9EwjQ//YQ0wK7kzeKq5hp2IqmpYa41DkoFKfWpDwbos9H4+IvcFeUE3LHHSiMRvatLcEYqCFz1IWLVBkZGZmLGTkG42JBF4DgamHH0s/pNCQaAI1CyxjtQZqd0g+ZQoDLYw6iwstNyiXU+lehdDqpbdxPmCsIxc4bCc/S0SvEg9foJcinZ2LETYQ6NcRrmgn2+fDW1DDiqh4ABOLmFX0GpaFp9GnZTE1QJstcg8hqSCGovhC3qEMQIKspBF2IH1qll4o6BXnEkkwR4d2baC7Rs9u/Mw0OKay23nU3EXULmW2TfCHSA2q4ufQoDq+K2PbpbP38E9Q6HcZPguj9nRqlT6SjLYUoYzuWDCoDQH38fOCG3W/RrzCHO6s60zE/AJte4LI5Kei7ZfJKxSf84+ZFfF/y/YmX0Ok9WX7l/o33c33G9USlBjFoagAu6/v4hwaT2iP8wt6X6izp3hgKPW6AsS9CWAbM7wLBiRc2loyMjIzMWREEgfDwcIYMGcKoUaOISYlhecFy5u2cR4Qxgnu739tGWLY4Pby3uYB5q7KJNRuYc2kHpvWK/Y8Iy52NLXxaks/1wvuEmmJISLjjgoWlMyeHyieeRJuSguWuu0BnYOuXeYQl+JPa8wJ/j2RkZGT+AMgrlxcLKh14pFVLlVZJ+34RdB0Ri8nvHY48/xVbNGEE2DuSYfqO3l22EWYLpUyp54dMDSl5zdz/VSQx+TX0qxyP4LDiCYaPtt3CG2MaSNfZaBT0xDTU4eoRiubBpUT18ANtAGO6TePTPcsZq1DS5DLQ4l7JW0kAACAASURBVNPjqy/AYa7noH0ce8uPkGhRYWp1YBe11ARp+dw5FE1+HoMr6qkwBfJjUleSFudR0f5ahNoD1DSEk3ZFZZunVxnYH31QCImZPRC9XkSPgk6F4B10G4quQZQtzeaRwZ/xSMAClLblTFsXAz6RhMZcouv1NBHAnJZwnjAV8M1V/Xij05ukm9NJDEiUnAGdTQxYNICVk1ZSaC1kW8U23hzxJt9/+DY/rpIcZZN79L7w92X5nXD3ETBZpLDYnjfChqehtQESBvzWd11GRkZG5me0+lr5rOwzKAOf6MOoNjIweiATkye26VdldbBwZzEuj48ru8eQEHIWI7RfwcrqBmpqvuUKdQ4J8Xeg0QRf0P4+p5P69z9AUKsIf+RhBI0Gh83Ntq/y6Do8lsAww390vjIyMjIXC7K4vFhQ66GxmJ4Tr6TXpQkIgoCgEAAjU4UCBHcUGxuu59oeR9lTVAKKErw0sN5yA52zPkJbJZUmq1t1B3q3F+3Qfli3fkGkZRieikImXX8jwiPXEpkeT42vmqnxBTxbMYkhokC9rozPNUYCHa2ECMnYWneS3xyFu/lLroh/mEUFzwEe9kQ/QGj2BmjIA6DR5WbPmETSiwKwaVQYs9YC4ENB9bEoGkuj0Ktz8HkEKoLzmeQLIvLZZ6jLzmJLzw40OR1cNWUYFe582vcfzNj0NJoVGTy9YxnpIdXs9FkIyAvnMHDdPbdjXjWFnmIS49jC2sC5J3JURi8ZTc8IybF13NJxAPhppLIoP676ms4jxjBs5q0X/p6IImj9Thr4/MQDhfD9cxD42/J4ZGRkZGTa4qfx487MO0/bJooiu4sa+PZQJUFGDVf1jiPEdIbciN/AgoL9BDUu5JKYUYSETL3g/W07d2JdtYrga65Bm5AAgLWulT2riiRHWJPsCCsjI/PnRQ6LvVjQ+kPOGlytrSiUiuPCUsId2oFsbyRZagHXz7brFFYirQlENrZgtjnYHR+O3u0lvEcjEfVNNBn0cDSH+MQ+5Ofno851EmLYgD5Wyq0UVRo2v/NvVM5KpjQ387pmPgF+0aRV1JOfFUhaUwNeZxERITGMjDjGzu82nDi23S+IfXFhDM5uR3HJ92zKSEIEbN3aszPJDN1m4q0upbU1A+MzXxNTZ6Vp6VJKsw/zwZz7aDqeW/rxm/fh9bgZdPVMAKakTeEBu8D9PVvRN0rzzOjbG/N3MyBpGDFqyYwn0OUAtwNBECi3lfNV7ldcnnI5Y4/Ec903cUxfF09DRTkxHTqx/7vVF26WUHMMFk6FYY+dvn3wAxc2noyMjIzMryKvpoU3vs/jHyuyqLY6eWBMO24bkvwfF5Yer4OP9r5IROs6xnSaQ0jIkAva39vURPWLL+IuLSP88cdPCMv6chv71hQzYEqKLCxlZGT+9MgrlxcLKg2kjuLAe6vpOeEK/Mwnc0oWl/gD00APXY89zWfGp5jqOkqFN4rUwCWU3+HD8K6eXVG9GGH8hKAkO+HNLWzVJxNaXU3XYw6WsolJU8vx+BR4OrioPWIikUbKBJGwei1PBd7K847XidZ7WZQYAbQCrRwp/wyALvuVdA6swhMZQ2twB7K8S7AE9GB37WoAfF4PP149nqoDh8EUiDBhPH4NmWxwLqV6/kMQYUYVFETWnJOirFvcGPYUraLkyEG6jZNCngRAaK0DQzDeKD+UJS3UVdezvSmY+KHXE/7DbWxyNaN7tTNEdmVLhOXEeHP7zuWlVy8BwNFsZdVrL5LUrRclhw9c+PtR8AMcWw3j/nnh+8rIyMjI/CqcHi+7ChqobnaQW92CxycSbzZyZffo32WV8icqazezJn8pHeJn0M3S4YL2FUWR5tWrad23H/NNN6Iym0+0VRVaydldRf/JKSiU8vV8GRmZPz9/mW86QRD6CIKwSRAEURCEQf/r+ZwegXF33seur5e02brp/sEApIpOhtYZKS1/hLmqaArsqcT5aqG9h2XT+lBmCiK8oxUAf5MDZ2gUDSY9zqPLuFcrlcZQKXwk+9cTkt6CYE7iyqjZhNYPQX2ohKUl6exY/dXxo540Lego+LEnPhwhOorDahd1ni5M2ibiy5RyUPT92wFIwvI4m5d8SvD9mVQX55/YlqVTYImMIaG6EYBkRScmz3mWqgIpzBaXDZ4IZHpwV94a8Rb3z/sYALu1iS018XzyypuQMorAxGHgFwHle+li6QLAsgnL8LhcACT16M0ldz1IZV4OXUZdwu3vL7rwt8LVAg8UnRoSKyMjIyPzuyGKUpWnjKgA7hmRysNj2zOtV+zvJiydzmoOHn2KT0tyGJjx9AULS3dFBVVPPY3CYCDsoQfbCMvSow0UHqil32XJsrCUkZH5y/CX+LYTBOFS4Dug/n89l7MiehEUCvauXt5mc0ywZFQg+BkY03Ung3TLmRI9CNGzH4fPH12rl5u9G1kS9AwA5XY/egn78BlMlEUkQUrAibH2V0fQYDPyhd/DZIVpsX1zJzoUBLsbqGyNpDDwp4LSLkbddAdmp4fgI4eoDjCyT+kBYMzDfRGBV9Vr8f9bf/yHdTnh9AqgNRjI/3EXb9w4/ZSnGHm0jsyUmwCInjeA8MQURs+6S2q01Ur3fWfTJ7IPSpUKQaFAqZaEblBEFFz+Nkx6E5oroNt1PEwIB689SGJgIk3VVQydcQsT//4oSd2kHEydyYTW8CuMHmy1oAs4dz8ZGRkZmf8YOrWSfskhpIb5ofqdBVlV1QoOFbzLp77LuD7jauINunPvdBxRFGlYvJjGxYux3HM3pkFtr1nn76uhushKz0sT2qS5yMjIyPzZ+UuIS2AbkApc3DGOW14lPDYGAJ/P26Zp5709eWasheSKefQwLaZ9u04kDByJw+dHv10NJLSWAuBOuYSFRV14N6cbqa2H+WfgBxg71/CkbzYAJQeDOOqfyaHmVrqaYigO9ifank9ESjvsx0t5zHjlM3pe9gwZw0Zx7dJVRHz4AR2HjQJg+A23sfXz1zkwcRRulYAtRsdV6Vdx+Q8nV/jGzr7vxN/m6FimP/MyU598gQRlDMamOpRBcUyOvx8AtU5HXEdp9ZHWBrh0PiSe/JG+Z+HXCILAyJtnk9Z3APvWfANGMzxcAfogWHUfvpZavnvndawlRwmJkkx2VBoNsz/84te/F14XyEWtZWRkZP50eDzN5OQ8Q5FTwVfKq5mT2o4g9flnCXlbbFTPm4cmOprQ2bNRGNtewDy6vQK71UXmyLgLz/eXkZGR+YPzlxCXoijWiqJYdu6e/3v8jFLoz/Yln7XZHhQYSLPVShlh8FAZ9L4FQZCcWX+OS2hApdXS7NFRaDeTTSJF7kh8CiX/d2wglvbprPZ2B2DC32cSW2+lT5exVORkS9saPXi9EJ4o1a0UBAGrvYWOQ0YCkDFkBMUH91FWkMsDPR5gcMxg7NYmtMd/XO9dtILErj2ITs8A4NoXXiM8KYWotPaM/9dTBNSVo0sNJvrZ05TxaK2HoHhQtQ1/ctpaiOvUle6XXMa6d/8tbdQYpNBY/2jK133I/rWr+PKVVwjI/vDEfmrd+V+FbsPaOSD8Jf41ZGRkZP5SNDbuJi/vJQpMU9nsy+SJ5Ch0F7BC6jh6jOrnnyd45kyMffqc0n5gQymCQiBjoJxSISMj89dEPoM+DwRBOHy6G5D0Hz3QuJfAaWX60/9k2xcL8XrcJ5rUajVVVVW8zTTQSo6pXo+b+ojBbYZwCnbu/GgJSp0ejzGAz5jAOvVAIsrLUQUG8U2ktDKqVCoBCLn1VlTvPAFA75wyAsZfit3qRO8vhaLm7NjKN/NfwBgUzNQnX0Cpkq7upvYZwJXxk2hvSuWNG6fjtNnQmfxOzGPKnHnSqqPi5EdMZTaTtn8foTM7nj5MaMEkMIacsvnaF/+NnzkErcGAMTAIV6sdAGv4QDYZr+KLRRvpO/5SAEyG/4AT35ZXYMf//fZxZGRkZGQuCnw+NwWFr9NiO8ZO021UiwHcEx+O4gJWFhu/XErL+nWEP/4YaoulTZsoiuxeVYi/WUdqz/D/9PRlZGRk/jDI4vJiwhgKTivhyakAtNS3TRHNyspq83jPN1+TezCfJ5nNhn5mNvQ3kx0rkJv7IuZ2HQGplIe6oQaf1k5lsBQyGhISwsMPPwxA0NVXnRhP45VyPlsanJiCtMePIRn8+IeEEpXWHoC7P11GUmYPXrt+Cq9dPxmAjCEjmfX2x23mJygUkjvDz1Boz2LK0PVqsKSfsllnMp0ILep12RTqy0p589brKC2uZOf6LXi9Xvrk3M9t90xFceTLkzt+dY7alns+bDs/UQRbHfS9AybK4lJGRkbmz4DdXsDRY3MJCRnB5+6hhGk1XBVpPveOx/HZ7VQ99zyqEDMhs2YhqNqG0Io+kR3L8olMDiC+06kXSGVkZGT+SvyhxaUgCFOOu7+e7fabnWFFUexwuhuQ9x94GifxuKB4BwB9J0/n2zde4cC61ad0q62VjG9uf+8zAsLD8YkKyvePZM87HWh1FpN/7ANamhoItISh0+lQ2qzYFEqi4+OZNm0at99++4mVS1VQEHGLNzLR3Yl2r39E8E03s2FBNqZASQSagkOISElrc3yFUklwVEybbaNumY1CoWw70S3z4Z/tz//51+WdM88xJr0ju75eQktdLYd/WEd4YjIqQcpP1UWng6MJ3ugH9QWw7xPp8elwNMHy2fBEIKy4B1obIetreCERKvZDl7+d/7xlZGRkZC46RFGkrHwRlVUriE9+jBcqjAwJ9mdkyPmbtTnz86ma9xzB11yNaeDAU9q9Xh9bvsglKdNCZErQf3L6MjIyMn9I/tDiUhTFRaIoCue4/fC/nud5E9EJRB8A8Z0yERFZ+9ZrJ5onDxtEt7gotm/fDoDWYKSpsgLTsX0UFXgRRBG3y4TTrqbWI3Lzbbdzww3T0KhsCJV1hIaHk5qaesphDR1DiXtvDn79u+D1Sit5Ko0Sj8vF0a0bmfbUS6fsE5aYDMCNr7/Pbe9+dko7AGsfk1xdARzWsz/313uDIfjsfQD/UAvHdmyh6+hLKT64j6n/eIE70rbC/QUQlQm3bIaqQzD/uEnQTw60P6epDDa/DD1uBLURdr8LtcckcQ8wfO455yEjIyMjc/HictVxLOcJ9PpYzNGzmJNXw8zoELr6G857jOb167GuWEH4Y4+ijog4pd3t8rJ5UQ4dBkYSGut3mhFkZGRk/nr8ocXlnw5TmORSCoQnp1J65BAADlsLAA0V5ZRs/Z6jC06GbMZ16oLg86KtrUCl06PWtOCyK+g9ahxarZb9B4bgHyAJrNrc7DMeWnV8pbKl3kHnYTFYa6r5ct5cVGcIYxUEgeE33Ip/SCg6k+nUDi3V0n2366X7eTHg851s/2w6ZK88+bgmSzLzOQcanZ4xt93D4Gtv4N5FK1Cq1CgerTopTENSoMNlMOgBmLwA9i88dZDCzZK4TB4Gbpu07d0R8O3DcPdhiOp2znnIyMjIyFyc1NZ9T2HRGyQm3I1d342n8it4ICGCOP351coURZG6d9/D22QldPZsBPWpufxup5fNi3PIHB1HUPivKHclIyMj8ydFFpcXE1p/cEorfD/lGCZ1783u5UtpqCxH9HlptUphnj9+swzgeMiqgKjWcMVjz1C8IYJmeygG4wo+uG8GXpcCQ5AFjdGEq6X5xKE2LfyQ0uzDp0zB0eKmsfw73r59BrUlRcx4+c0zTrfziLFnfi7Wcrj8XdAHwo8LpG2ulpPt2Svg69knH/eaBaOePturc4L0gUPbhuCqf+EK6xcO7S+FmJ6w8YVTB7DXwejnIGEQ3L4bZnwrbe94BQREn9ccZGRkZGQuLnw+J3n5/8TtbiQl+RGyHWreKK7myeQozJrzKzXis9upeuZZ9JldCZw08bR93E4vm7/IocfYBPyCf6UruYyMjMyfFFlcXkz8wgBnwLTr6H7JRHYsXcR7d96Ew2Y70bbhw7cBUOuU3PzmIu5451MssbGoPT3wKTU4HCto/H/27ju+qvr+4/jre3Oz92QlkMkeggyZCgKKW+ustq5arbWttWrdoq1Wq7X156qzjrqqVsG6AAGRKUuBMBKSQAghhBCy5733/P44kRBIIBCyyPv5eNzHufec7znncy88OHzO+X4/3/xc8nLi2bW2iuuefpmS9avZvMTuJfzdJx/w/oN/bHD6ytISvvn3K2xZaj9RrCwpJjjyGIsTfPFHex7KwkyYfQskT4PSvPrtE26DET+z389/BLKOY+/lM/8C3YfYSeaoXxxa2Kd8D4y50Z7OJCoF4sbYxYS2zjt+MYiISJuprNzBlrSH6NH9Qnp0v4AFhaV8UVDMn1J64d/MqUZqc3PZ/ZfHiLz+OgKGD2+0TU2Vi8UfpjP67IT9he9ERKRe82cNPgHUjb/sNDMajz7/YmprqvEPDqGytIS9Odu59u8v8tmsT/AvK8LyePDxc+KqcRMY6o8xhqv+8ncWLHgUj5WKu8rJzh96MfnSaQQG2+NBPvu/JwjtVl8m/W+XncMVf3qCd++/45DzT7nupmMPvnQXRCRC6W77c+9T4LlRMLMYctfC4qdg0IUws66wws9nHfu5DmfDR1C5DwrS4Rdz7XXGNCwcZAyc/2zj+4uISIe2Z88cikt+oG/Kg3h5+fLurr1UeSzuTDh0nGRTKtdvoHj2bLrdew+OJuZIrqlyseSjrYw+J4HAUCWWIiKN0ZPLDs7bx5ebX3kHgJyNG4jo2YtpF/6E7auW8fFfH8ZQxad/e5B18+yqstUVFRSlhzL5tDTC47rjXVREYLg9HnHgxMnEDxtBXkY6Nzz3Glc/YSdUeRnp+8/n8O7HDc+9xkV3zSRl1KETRDfb4J9ARAKcchOkTIdJt0PPujvBu9bBGX+BsN717RNPO/ZzHc4FL9jLnO/AXTdvqKu6dc4lIiJtxuOpITPzH7jdVSQn3YHD4cP/bd9NqNOLa3s1v9dN6fz5lH27iG5339VkYllb7WbJh0osRUSOpEs9uewUmpiK46YX38I/JASAsLAwALLWrsJV4yR/WxrzXkmj37iJFObuJPPrL3h++bdEJiRjduTtf1Y745Y/8Oadv2H+a/+krKQvQ0+zxxcueP0lksZcQ8qICBa86yEkKoaQqJhG42gWVw2s/hdMfRD6zrDHNgIkTraXlfvg5KshezmExtnjM1tLvxl219isb+GfE+zxlif9tPXOJyIira6ycifbtj9P77jrCQxMpNZj8WhmLjOiQhkd1kiRuSYUvvMODh8fom9uel5kj9vD0v9uZdTZSixFRI5ETy47GstqMO7yR4Fh4fuL2Pj5+VHVow8AO1LtaUkwhpxNqXz5/N8BqC4vIzO/AKevL0MmT99/nN6DhwKQs2kfFSW13PTS2wDsTIvAMn0xpoV/JUp2wV8T6yu/evvVV3L18oEn+9oJnl+YnfiNvsFOQlvTmY/DWU/Ans32eMtN/2vd84mISKvZs2cOO3e+Td+U+wgMTKTE5ea+9Byu6BHZ7MTScrvJf/ppfOJ6E3bxxU23syxWzM5kyKmxGmMpItIMSi47Gp/AhlVVm2BieuEz4QzGX/ZLAC6f+TiznvgT+3JzcJw8EQDLy8lv3/iwwX6n/fwG/vD+//D29WLFrAxe/+NqBtUld9+8m8bIs+NbFv/sW6CmFE6969BtlgfKdsOu75t8QtsqvJwQP8F+f/bfYFDjFQBFRKTjcrur2JrxJB5PLcnJd+Ll5U96eRV/zsjl9oTu9A1sXuVWT2Ulux95lJAzzyRo4oTDtl07N5s+gyOJ6KnpRkREmkPdYjsa/zCoLALfw0/IfNddd/Hwww9z0vU3gnMgITFh+7cVV1RiUoZx+pkz9k9pcqD0lbvZnVWy/3PG6vopSkafk9Cy+LfOg2FXND6lx8DzocdQSJ/bsnMcC4cXXD8P4ka1/blFRKRFiopWkZf3CX363IS/v319+aqgmO9LKngkJRZvR/NuWLrLysh/4kmifnUT3t27H7bt5uW7CIn0p2dKeIvjFxHpKpRcdjS+Ic16culwODj33HPZnLaRNV/u45Tzkrn17U/47K1/EX/yGJYvX86ECY3fkZ3zaioDxvWgsqyW2H7hrJidyZUPn8LWVfmNJqPNVpIL3oFw4T8b3959MEQmNyzk05aUWIqIdCrV1flk73iVwIAU+vV7GGMcuC2L57Pz6e7rzR8Tm18R1l1URP7fniL6d7/FGXX4gj87NhZSU+mm/ynNP76IiCi57Hh8gqD6yMklQHR0NK+//jrTpl8JgJfTyfrcfCZfnMDQoUOb3G/MeQkMm9obbx97DOew0+MaLI/Z2rehtvzwbbz9oMewlp1HREROSB6Pi8rKbCoqMikqXonTK4j4Pr/C29vunZNdWc2z2flc3SuKQUH+zT6ua+9e9vzjaWL+cBteYWGHbVu8p5IdmwsZd1Fyi76LiEhXpOSyo/ENguqSI7cD4uLi8Hg8FBcX7183ZswYgoOb7lLr8VismJ3FyTPiWxppQ5ZlP3G96r/H97giItJlWFYNJSVr8ffvQ1Li7Tgc3gC4LYv38wrJrqzhoeRe+Hs1v2REbX4+Bc8+R8wf78Qr6PAFf2pr3KyZs52Jl6a06HuIiHRVKujT0bhr4d8XNavpj11Y169bt3/drl27DrtPRXE1w6f3bln318asfh2W/AOSTz++xxURkS7DyyuAHj1+QljYyP2J5fKiMu5Oy6FvgB93JfY4usRy1y4Knnuebs1ILC3L4rvZmYycEY/T26tF30NEpKtSctnRJE2BEVc3u/ltt92Gv18AHo+Fy+XCamQakwO9cffSlkbYuNBYmHJf6xxbRES6lMJaF5/s3sd96TnsrKrhsb6xjAw9uoqtNTk5FLz0Et3uvgtH4JH3Tf02l96DIwmOaF7VWREROZS6xXY0xkDNEcYtHiAkJITqcjfbN+azvWAT+/btO+I+gyf1akmEh5oZChf/C1KmH7mtiIhIE0pdbp7Zvptgpxfjw4I4PybsmHraVGdksO/td+h21104fI88P2VeZjGuGjdx/SOOJWwREamj5LIjOspqqimnRDPr408pcudw8803N9nOVeMGICSq+UUQjqgw015+eC38Zs3xO66IiHQ5wU4v7knq2aJjVK7fQMlnn9HtnrsxziP/N6e8uJq073Yz8TKNsxQRaSkllx1RVTG4asDp06zmlsNFZVkt+NsVZJviqvEw/uIWVr/76l4oSIN92+wlQLfBsHsDBHVr2bFFRERaoGLVKsq+XUzMnXdgHEce+eN2e/juf1mMvyj5+NciEBHpgjTmsiNa9Sqs/6DZzYcOH4hPdRj9+/c/7MXR7fbg8DrGi2dJLlSXwrJnIX1OfWIJcNNiuG+PXelWRETanDEmzhhjNfLqd5h9zjXGLDfG7DPGzDXGDGrLmI+38qVLKf/uO6Jv/V2zEkuAVZ9vY9jkOHz8da9dROR40L+mHdFJV4FP8wsXdOsZhV9VNy6/fMph29VUuppfAa+6rD5ZrKmApwY03N57LJTsBIfTHifazKesIiLSKhKAMiAOOLCyW2ljjY0xZwP/BW4F5gEzgUXGmCGWZeW2bqjHX+mCBdRkZhL1q181+wlk+qrdRPYMIqLn0RUKEhGRpunJZUc08jrw8m5284DAAE4+s88R270zcwVe3of5I3fV2MvKIvjbATe7c1bWv/cJtru/XvwvuPJDuPzdZscpIiKtJhHIsCyryLKs4gNenibazwQ+sizrOcuytgDXYv+f4JdtFO9xU/LlV9TuyCHy+uubnVju3VnGvrwKkk+OaeXoRES6FiWXHZFvsJ3gHQULyFpXcMR28UOjGt9QuQ/+MRjePB+yl0FNGRTn2NvePA9u2wR354CXE27bDCE9ILofxPQ/qjhFRKRVJABbm9PQGJMAjAQ+/nGdZVlVwELg7NYIrrUUf/op7uJiIn7+s2bvU11Ry/qFOYycceSbsiIicnSUXHZEvsEwq+mqr41Z8+V2Pn9+XZPbPW775rVvU+NKyvZA2W7IXAjvXm6v++Aae+kTBCE97bj+uA2aOZZFRETaTCIwwxiTb4z5wRhznzGmqS4wP2ZVmQetzwZij3QiY0xqYy8g6djDP3pFH36I5XITftmlzd7H8lgsn5XJmPMScXjpWiYicrzpX9aOyDf4qHc5UqGe8uIaJl3e9zAN8ht+viMTBpwL3z5lP8UUEZGO7E/AcOA84EPgbuCjJtp2r1se3EWmDAhvleiOs8J33sEREEDYhRcc1X5r52YzYFwP/INVJ0BEpDWooE9H5BMISacf1S6DJvZi/cKcJrdXV9TiF3SYcZzle+DGRRA9APZsBv9wqCqBFS/aSaaIiLQ5Y8xlwHtHaHaaZVnfHPB5uTGmEHjWGDPWsqxlB7X/cQxFyEHrQ4G8I8VkWVajVWXrnl4OPNL+LWFZFntfeQXfxESCTz+66+S29QX4B3sT0+fgry0iIseLnlx2RMZAj2FHtcuky/vSLSGEZZ9kNLq9psqNt28TlWJrq2DNWxAYbVd97TG0ruurBX3GwqVvHeUXEBGR48GyrPctyzJHeH3TyK6L6pY9Gtn2453I+IPW9zlgW4dj1dSQ/+STBIwYcdSJZVF+Bbu2FjFgXM9Wik5EREDJZce1Nx1qK+2nh83ULT6E2kpXo9tqKl34+DXxoLpoO2R8DQEHFfvZ/BmEx9vJroiIdCYj65bfN7JtS93r/B9XGGMCgdNouittu6rNzSXvT38m7OKLCTj55KPbt9rN2jnZjD4nsZWiExGRHym57Kg2fQrrP4DH4pq9y/hLUlj/zc5Gt9VUueonid6bYY+l/FHlPntqkYPnqtyz2Z7vUkREOixjTJQx5g5jzFBjTC9jzM+AvwHPWJaVWdfmWmNMgTFmqGVZFvAocKUx5gZjTD/gX0Bx3bLDsCyLoo8/Yd+779LtnrvxTUg46v1XzM5k1Nnxh5+KS0REjVQjdwAAIABJREFUjgv9S9tRjboBZv/mqHZxOBp/wmh5LOa+uhEf/7pusVVF8PVDUF03t/ZrZ0BIr0N3/H0qTLn3qGIQEZE2FwGcDnwFpAG/xy7oc+sBbTxAFeACsCzrTew5LX8LLAH8gHGWZR3dPFitxHK7KVu8hLyHH8a7V09i/vAHHP7+R32c1G9z6TMkkqBwv1aIUkREDqaCPh3V9D/Dypdh7C1HtVvCsAO6tloWGMPyWfY4zP3TkNRUQPI0KMuvr0wb0Uh3odAjVqQXEZF2ZllWGnDmEdq8Abxx0LpXgVdbMbSj5i4rY+9LL4PlwX/ECLrffz/mGKe/yssqprbaTVz/iOMcpYiINEXJZUflXXeX1evoyqVH9grC7fbg5eVgxYP3kXjd7fgGetcd8sfkshx6nmTPa7nufRhxNQRFH8/oRUREjppXUBAxt/2+xcepLK0hbXkeEy87zBRcIiJy3KlbbEc24udHvYvHY/HZc+sA2LmvJ+V7y9iwcCe/en5yfbfZ2nKI6gtFO+Cbx6F01/GMWkREpN14PBYrPs1i9HmJmCaGi4iISOtQctmRnfcMGAd4PM3exentYMfGQgB8HaXkf/89pYVVDcdjbpwNUSlQUQCJp8GVHxzfuEVERNrJqs+3MXhST/wCDzO3s4iItAollx2dX6hdgKeZ/IPtbrTLH3sap78/K1cGEj+0bhymZcHif8DGTyB6AJQXQObCVghaRESk7W1ZkUdkz0CiYoPbOxQRkS5JyWVH5x8Gi586crs6g/Y9BsDqbUPYWjQEgKEn1c19mbsG5j1ov/f2O6rjioiIdGT520so21dF0oiY9g5FRKTLUnLZ4RlY+kzzW3//7/3vQ0NqAfBO/y/UVsEH19obLn+nfgfvwOMSpYiISHspL65m87I8Rkzv096hiIh0aUouOzqvujEjM0PB7QKP+/DtLQ+XRN4OQMopsdz41xF0z3oGHukGRdvtNgGR9vLUu+CO9FYKXEREpPW5az1892kWp1ygAj4iIu1NU5F0dL1GQuJkyFwACx6BDR/Cresbb7tzNQAxF/yaCzwR9Bw1gP2XWZ9giBkAv5hb337y3a0auoiISGuyLIsVszMZcUZvfPz0XxoRkfbWJZ5cGtvlxpiFxpgCY8xOY8wbxpjI9o7tiKKS4eefwPCf2WMki7KbbvvRDRDWG0ZdT68xJ9kTTzsc4BsKv5gH3Qa1XdwiIiKtLHXRTuIGRhAaHdDeoYiICF0kuaxzHfAKcDJwFTAJ+KhdIzoa59WNuxxxddNtIhIhppEE8vo59tQjUx9sndhERETaWM7mQiwL4gZEtHcoIiJSp0v0IbEsywKmH7BquzHmT8CrxphEy7Iy2ym05jN1HVwDDnMR3ToXHmxk2pKY/vbSP/z4xyUiItLGivIr2J5ayLiLkto7FBEROUCXSC6bUFC3POJkWMaY1CY2te1VzcsHOEKxAqNiBiIicuKqLKvh+7nZTLysL0bXPBGRDqUrdYs92HigEtjc3oE029059rjLgiYqvE64rW3jERERaUO1NW6Wz8pk7IVJeDm78n9hREQ6pi75L7MxJhb4NfCsZVnVR2pvWdagxl5ARqsHeyCnL4T2ho2zDt1WWQRr3mjTcERERNpKbY2bJR+kM+qseHwDvNs7HBERaUSnTy6NMZcZY6wjvE49oH0o8D9gC/BwuwV+rK75FJx+sOgJ+OBaqCqx1z/eB875R/vGJiIi0gpqqlws+SCdkWfFExTu197hiIhIEzr9mEvLst4H3m9OW2OMHzAbCALGW5ZV1pqxtYrgHjDn3vrPqf+tfx+pwgYiInJiKS2sYtXn2xhzXiIBIT7tHY6IiBxGp08um8sY4wW8B/QHxlmWtbudQzo2Tl976R0IteX164dconksRUTkhJL5/R52ZRQz4dIUvH282jscERE5gi6RXNYllm8ApwHnAQV13WMBqpoz7rJDmVkMRdkw/xE45+/weDxMua+9oxIREWmR2mo3m5ftoqbKRUVxDb36hTP+J8ntHZaIiDRTl0gugUuBK+vef3PQtpnAQ20azfEQ1hsuetF+f89O8FJxAxER6dy8nIaEYVF4+3qpaI+ISCfUJZJLy7LeBd5t7zhajRJLERE5ATi8HCrYIyLSiXX6arEiIiIiIiLS/pRcioiIiIiISIspuRQREREREZEWU3IpIiIiIiIiLabkUkRERERERFpMyaWIiIiIiIi0mJJLERERERERaTFjWVZ7x9BpGWNKfH19g5OSkto7FBERaYGMjAyqq6tLLcsKae9YOitdE0VETgwtuSYquWwBY0weEADsaMFhfrwKZ7Q8ok5Pv0VD+j3q6bdoSL9HQ8fj94gDKizL6n4c4umSdE1sFfo96um3aEi/Rz39Fg216zVRyWU7M8akAliWNai9Y2lv+i0a0u9RT79FQ/o9GtLvceLQn2VD+j3q6bdoSL9HPf0WDbX376ExlyIiIiIiItJiSi5FRERERESkxZRcioiIiIiISIspuRQREREREZEWU3IpIiIiIiIiLaZqsSIiIiIiItJienIpIiIiIiIiLabkUkRERERERFpMyaWIiIiIiIi0mJJLERERERERaTEllyIiIiIiItJiSi5FRERERESkxZRcioiIiIiISIspuRQREREREZEWU3IpIiIiIiIiLabkUkRERERERFpMyaWIiIiIiIi0mJJLERERERERaTEllyIiIiIiItJiSi5FRERERESkxZRcioiIiIiISIs52zuAzswYkwcEADvaOxYREWmROKDCsqzu7R1IZ6VroojICeOYr4nGsqxWiKdrMMaU+Pr6BiclJbV3KCIi0gIZGRlUV1eXWpYV0t6xdFa6JoqInBhack3Uk8uW2ZGUlDQwNTW1veMQEZEWGDRoEBs3btQTt5bRNVFE5ATQkmuixlyKiIiIiIhIiym5FBERERERkRZTcikiIiIiIiItpuRSREREREREWkzJpYiIiIiIiLSYkksRERERERFpMSWXIiIiIiIi0mJKLjsjj7u9IxARkQ7GGOMwxtQYY6yDXmc00f4UY8w3xpgiY8y3xphT2zrmg3k8HsrLy3G5XO0dioiIHANnewcgx+DFSXDJGxCV3HB9cQ6ExrZPTCIi0t5iAW8gESg8YH35wQ2NMSOA+cDfgF8ANwNfGmPGWZa1tg1ibVRtbS0//PADVVVVuN1uHA4H/fr1IzZW1zYRkc5AyWVn4vHAsmdg9wZ49mSYWVy/rbYS/j6o4ToREelKEoFiy7KymtH2HmCdZVn3AxhjbgPOAH4HXNNqER6Br68v48aN2/+5traWjRs3sm7dOkaPHk1UVFR7hSYiIs2g5LIz+eRXsO69+s+WBe5a+Gsi1JTa69wu8NIfq4hIF5QAbD1SI2OMN3ABcO+P6yzLsowxXwFXtV54R8/b25thw4YxaNAglixZQnh4OEOHDm3vsEREpAkac9lZFGXbieXvfrA/j/4lfHYb/Dm6PrEEKN3VPvGJiEh7SwQGG2P2GGM2GWOeNMYEN9KuF+AFZB60PhuIMsb4He4kxpjUxl5A0nH5Fo1wOp2ceuqpOBwOlixZgmVZrXUqERFpASWXnUXJLgjtDeHxcHs6+IXBqtfsbU5/uPhfEDcGyve0a5giItJuXgWGATOAf2J3b51njPE/qF33umXRQevL6pZhrRVgSw0ePJju3buzePFiJZgiIh2Q+k92Fvkb4cr/2O+DYiBhIiz6q/357h3g5Q1VxfDyZLhl9aHFfn7k8YBD9xRERE40lmVtO+DjKmPMVuB/2F1g3z1gW0HdMuSgQ4QCngO2N3WeQY2tr3t6OfAoQj4mSUlJWJbF4sWLmThxYmufTkREjoKyjM6iKBtiBtR/TphkL8960k4sAQZdaC+/fxu++euhx/C44eFwe6ymiIic6BbVLXsctH4nYAHxB63vA+yyLKvDzwOSnJxMjx49WLJkSXuHIiIiB1By2VksfurQdbesgv7n1H/2D4Nz/89uu+AR2LmmYfuPfmEvlz7TenGKiEhHMbJu2WBqEcuyKoG5wPk/rjPGOLC7037UZtG1UHJyMmFhYaxd224zp4iIyEGUXHYWp9x86LqoFAg56IZ0yvT69y9PhsX/qP/843jMuffbSz3BFBE5IRhjnMaY+4wxJxtjehhjzgfeAD61LGuBMWa6MWavMebMul0eB8YZY+43xiQDTwNRQKe6+zho0CBqa2tJS0tr71BERAQll51D1rew4b/NaxvSA+7IqP/83Uv2siwftn0L9+yCoZfb6x4Ka7z7rIiIdDbhwAhgFpAB/Bm7qM/Fdds9QDVQC2BZ1nzgQuA8YCUwADjVsqwjTmXS0YwePZrc3Fx27tzZ3qGIiHR5KujTGcx7EC54rvntA6NgZrE95+WCR+x1FYVw0cvgEwCuyvq2HjfszQCPC6L7Hd+4RUSkTViWtQe46DDb5wE9D1r3KfBpK4fWJiZNmsScOXPw8/MjMjKyvcMREemy9OSyM+gxDJJOP/r9vJz2+MrP77DnyPQJtNdHJttVY8ffCt88Bs+MgPUfHN+YRURE2ojD4WDq1KksXbqUsrKyI+8gIiKtQsllZ7DqNTDm2PaNG2N3jV36TH1yGRgNz59iH3PiH+x1i56Ayn3HJ14REZE25nQ6mTZtGvPnz6empqa9wxER6ZKUXHZ0Bekt2/+iF+2lxwU+wfb7kJ5QsMUex3n6A3BPrr1+jwoiiIhI5+Xn58dpp53G3Llzcbvd7R2OiEiXo+Syo3t25JHbHE5oLFz9P/t9WG972XM4+IfDb+qmKvEJhBsWQNluWPJ0y84nIiLSjkJCQhg1ahTz58/HUlV0EZE2peSyM5j6UMv2T5gIV38KQdH257De8Ic0e0zmj0J6wbLnYO4DMDPUXjczFKpKWnZuERGRZip1uflzRi7PZeeTVl51zMeJiYkhJSWFpUuXHsfoRETkSJRcdnQTboMJt7b8OAmTGn52+jT8HBgNO5Yfut/OVS0/t4iISDMEOizuiPPhkm7BrCwu5960HD7ZvQ/3MTyBjI+PJywsjLVr17ZCpCIi0hgllx2ZZYGntm3O5XBA0hT7/cjr7HMDvHUhFHS6ac9ERKQTKqms4G+ff82cJW8wpPgVbvSbSzdHCfek5bBg79H3pBk0aBCWZbF+/fpWiFZERA6m5LIj++E9u8prW/nZx/DAPrs67RvnwsnX2Ot3b2i7GEREpMsKCwzh12dcREr8JczfeSGvrhnIto3zucZ6ncp9C7k/LZv86qO76TpixAiqq6tJTU1tpahFRORHziM3kXbzyU1wZ1bbntPhsCvIfv0wbPvWXvfB1TCo2H7vcYPDq21jEhGRLiPU35sxiZGMSYzE47FYkpHIh1v2EOjYyVm93mD2pgiCoi/gsp49Mc2cpmvkyJGsWLGCzZs3079//1b+BiIiXVeXSi6NMWcCtwLDsL/7YuBWy7K2t2tghxMQ0fbn7DbEXo69BU75FXx+R/22J5Lgj9vaPiYRETnhlVbV8s9vMjh4iKWftwMf73je3RhFsG8FI2te54W8QC4d9Aui/IKadewxY8awbNky0tLS6Nu3bytELyIiXSq5BK4GZgG/BiKBfwJzjTGDLMtqo8GNzfT8WPAOaJ9z950O3YdA/3PsqUy6DYI/d4M/bgdXDRRlQ8YCiBkIvUYAxn7iKSIi0gLBft7cccahTxbdHou8kiq27y0nNbeE99ZOobymgvmr3qVbcDD9u51Et9BAooN9iQn2JS4igBA/70OOM3bsWBYvXozD4SA5ObktvpKISJfSpZJLy7KuOOBjhjHmduBrYCIwv32iakL+RjjzsfY7f9568Aux3/sEgqsKCjPtdeveh/l/bth+ZnHbxygiIicUT5WL0oU5ABgfB85of3wTQvEK8qFXmD+9wvwZlxTFDRMTKaqo4d/Le7OmIAen8116+fbHyzmZzD3lLNyyh7Jq1/7jRgf5khQTRFJ0IGPHjmPFiuVUVVUxePDg9vqqIiInpC6VXDaioG4Z3K5RNOaUX8PoG9vv/PftqZ+uxOOG0N7wwlj784+JpX8EVBba7yv3gX9428cpIiInDIefk9Az4wE70XTtqaRidT7ukmp8YoPxHxKFcdo9ZcICfLhlSgp7Snvzt4XRzN+dy2/7v8jJMYM4Z+hFGGO3syyLPWXVZOTbSeeu4ko8VgS703cTtWEhl0w+maToIByO5o3fFBGRpnX15HI8YAHfH66RMaapEnNJxz2iHzl92rer6YHzYAb3gJHXwtcPQWSy/Xng+bDwMfjdD1CaB5nfwKAL2i9eERHp9Go9teRX5NMtoBtOPyc+ccH4xNn3f6uzSyj+Igvv7oEEjIjBeNnXyOhgXx47dzBb8vtw97wIeocUcH3CA/TpfTkhwYMxxhAT7EdMsB9jkyL3n8uy+vHNms28M2cpPpG9wUCInzfDe4cxLDaMQN+u/l8kEZGj12X/5TTGBAH3Ah92yII+W7+GqTPbOwrb8CvteS+rS2HK/fVJ7+e3g1+Y/XrtDMi9FaY91L6xiohIp1VVU8TH3z9IQXU5Dq8Q4iJGcH7fS4jwi8C3dwi+vUOoySml+LMsvGODCDgpBlP3xLFfTDD//elIPtqcx63LQrhy31om9fiSPr1vwNs79JBzGWM47eQB9O8Vzpo1a5g2dRoVtbB2xz5e+TaLylo3DgP9ugczonc4seH+za5OKyLSVXXJ5NIY4w18BLiwq8celmVZg5o4Tiow8PhGBxRshcjWeyh6TIyBqQ82XBfaG3xD6pPNJf+AET+HiES7vYiIyFEI9ovmlgmvYFkW5eXprM9+j5dX3IkzoB8XpvyExLBEfGKD8YkNpnp7CUWzthIwLBrfxLD9x/hJ/+6clxLDHQvCmbWsgNtKnmVQ3DiioiY3es7u3bszfvx4vvjiC04//XRO6xfDaf1iALuQ0Ja8Uham7SFnXwVY0C3Ej9EJEQzqGaJkU0TkIMY6uN73Cc7YgzDeBqYB4y3L2tKCY6UOHDhw4HGfmPmre2HZs52rSM7MUAjrAynTYdWr8OC+9o5IRKTZBg0axMaNGzc2dTNRjqy1ronl5Rmkb3uJtbU9yK+p5pykcxgUaf8xWZZFxdp8anPLCZ7YC69Q3wb7bi2q4LbPU+kXtJ1f9N9KUuKvcTobL7NQWVnJvHnzGD9+PBERTU8Dtqu4khWZhazfWUxEoA8XnxxLtxC/4/eFRUTaWUuuiV1x/oj/A84Dzm5JYtmqYgbCZW+3dxRH54F9cOs6KNkJlgfcriPvIyIicgSBgUkMHfAIU8IDuKR7N7bs3cJfVvyFHSU7MMYQOKIbIVN7U7ZiF2VLdmK562+aJ4cFMPunoxiWOI7fLD6FWSv/TmHhkkbP4+/vz4wZM/juu+/IyclpMp4eof5cMLwX958zkEtHxvHh6hwe+Wwj63M60Q1hEZFW0qWSS2PMX4AbgJ8Bm40xoXUv/3YOrSFXFfQY1t5RHJ0fu8Zu+RySp0FJ0xdmERGRo+FwOOnT55eEB/dniNnMb0/6FZ9nfc6bqW/i8rjsKrPT4/FJCKVo9laqt5c02P+qwT35+MoJfL7rPP44fzvfbXoMl6v8kPM4nU6mT59ORkYGW7Yc+f5zdLAvv56czO1n9GPL7lIenLWBrfllx+17i4h0Nl0muTTGjAXuAnywx1sWHfB6vh1DO1RlIQQ03SWnQ7t+nl1J9sPrwONp72hEROQEEh5+CrGxV5Od9QRX9zuPMT3G8OiKR0nflw6AT88gws5PxpVfQfEXWbjLa/fvG+jr5NWLTuKaEWfw2HdjeW7RX9iy+9CnmA6Hg1NPPZXS0lJWr17drLh8nV5cfHIs95w9gDkb83hr+Xa62rAjERHoQsmlZVnLLMsyTbyube/4GqipAO+A9o7i2MSNguFXQW0VzP5Ne0cjIiInGH//XvRNuY/s7Ffo7lXO3WPuZlHOIt7e9DYey4NxGAJHdSdoYi9Kv8mhfFUelqc+0RufGMk7P51Atesqnvl2G/9a9Sd2VpQccp6RI0cSFBTEN9980+xE0dfpxc2nJZMQGcgTX23B41GCKSJdS5dJLjuVrfOaX2111w9QdehFsV0ZA/mp8P2/7elLREREmqGquJq01zaw/T9pFK/djaeq8fH7Xl7+pKTcR1Hxagp2/4/rh1zP0KihPLL8EXaV7bLbBPkQdlYCzih/imZtpWZXfTdYP28v7pzenxvGnM26zNP5ePlfeXbTPPbU1DY4T79+/UhKSmLOnDm43e5mf48JKVGcNaQHj3+1WQmmiHQpSi47orx1zW/74iR4LM6eh7IjOftv9vIvseoeKyIizeIT6E2PsxJw9g8nO62IjS+uI/2ldZRmH3oT1RhDn9434HQGkpn5NIOjBnL7qNv5IO0DPs34dP/TRt/4UMLOS6Ims4jiOdsaJKzD4sJ47KIxwNWUbS3k03VP8k5uXoMnlbGxsYwYMYIvv/yS2trag8No0uBeoZw1uAdPzU1TF1kR6TKUXHZEE25rXjvPAXdRKwpbJ5ZjNeoXcO9u+/2eTe0bi4iIdAoOp4Pg7oH0GhrNkMv6Mfh3I4g6K4GcL7ex4e9ryPlhzyGJWnT0dKJjziAt/U/4GIvfjvgtEX4RPL7ycfZV2dNiGS8HQeN7EXRKD0rmZVO+Nr8++XR6ccuUFM4efgabMydhMl7g4dRlbKusPuAc0YwfP54vv/ySysrKZn+fYXFhTOobzfMLM47DryMi0vEpuezMdn1vL70DYe/Wjvf00tsPLnwJ/jmxvSMREZFOKjw2mAG/HEq/6wfjWrubtS+sY+uq3Q3GUQYH9Se+z69IS3+E6uo9jO81npuG3sRL615iUc6i/e28QnwJOycRrxAfimZlUJtfsX/bkNhQ/nzRWPbWXoEzPZ15af/m5ex83HXX1rCwMKZMmcLcuXMpLW3+kI/RCREM7BnCa4uzjsOvISLSsSm57GjcLnB4Hb7N53fa7QrS4YxHofsQeG065K5pmxiPRso0sNxQvre9IxERkU7MO8SH+GsGM3Bab/xSC1j89ma2rS+ofwLp242U5LvJ2vYMZeXphPmFceeoOymuLuaFH17A5anvDuuXFEbYOYlUbdpL6bc5++fG9HE6uGVKfy4eexEbN/bGN+t17tu8iU1l9tPKwMBAzjjjDBYtWkReXl6zY5/cL4ZuIX78Z+WO4/iLiIh0PEouO5racvAJbHp75T747kWo2Gu/hlwK131pb8uYbyedHUlABPiFwutnt3ckIiJyAvBLCafnJX0ZHOYDO0r59r009u6055Z0OoPom/IAeXmfUFi4FGMM5yady+m9T+fRFY+yt7L+RqdxOgg+NQ7fpDCKZm+ldnd9wZ9+3YN54rKpuL3Oge+X8G3WfJ7etptqjwdfX19mzJjBpk2b2Lx5c7PjPntoDzDwv3W5x+/HEBHpYJRcdjQ1FXY316Y8P66uXZmdaPqH11eWnf9n+FNk68d4tH6/Ecrz2zsKERE5QTgCvAk/N4mYXkEMCfVm58a9LPs4g4qSGhwOJ0mJt1NesZXc3P8A0De8L78/+fe8uO5Fvs//vsGxfHoGEXZeEpUb91K2fNf+J6FeDsO1EwZy8xlXsmmdi4jsD3gwLZM1JeU4HA4mT55MVVUVS5cuxdPMwnWXjoyjoLSa+Zt3H98fRESkg1By2dHUVoBPE3Nc1lZBqV1i3SpIB48LvJz2tgeL2ijAY+ATaD9lfftS+Pap9o5GREROEAHDogke14u4shqGDI5g/cIcvp+XjdvlIS725/j4RJGZ+Q8sy02wTzB3j76b9QXreXfzuw0KAxkvByGTe+MdE0DR7Azc5fVVYeMiAnjqp+fhcUzEsXYeP+Su5smsPCrdHk466STi4uL44osvKC8vbyzEQ1wzPoFNu0pZnqnhIiJy4lFy2dHUlIN3E8lleT5gXwzNu5cBB8yFaQxMfajuGBWH7Hqgf/3rXy2P82gYAz1HQPpX8PVDHa/rroiIdAguVylbM56sez1BZuY/KNi7EJerrMl9nGG+hJ2fjJVXzsBwX3oPimDpfzPYujqfyMjJRMecyZa0h3G5SjHG8LOBPyMlLIXHVz5OWU3D4/omhhI6rQ8l87ZTva14/3pjDFdPGMZN069kzXf59C/4mIfSs/iuqIy4uDimTJnCN998Q1ZW84r23HxaEku2FrAupwPfGBYROQZKLjua2oqmx1yW1XctrdzrDUXbG26fcKu9TPsCl8tFSYk9L1hWVhZr1tjFftxuN9u3H7RfW/jlAugzwX7/3hX169PnQs7q+s87vmvbuEREpMNwOoNJTrq97nUHffrchJfDj+3ZL7M140mqqhofr2gchuCJsfgmhGCW72LcmX3w9Xey6N00Kgp6kpjwG7Zm/JWy8nQARnYfyS+G/IK/r/47G/dubHAsR4A3YeclUZtbTuminAZVaXtHBvPUlRexLm84A3M+YdveNTyWuQu3tw8zZsxg7969LFiwgOrqag7HGMPvp/bl0x9ySd/d/MqzIiIdnZLLjuZwTy4XPMLezYFs/jge/8ha2PBRI40M+IXy2Wef8dZbbwHwxhtv8Nlnn1FSUrL/qeWPiWebqiyEGU9A+hyY+4C9buMnkLnAnrOzthJenXbEJ68iItI1eHn5ER5+CkmJvye+z43k5X1CRuZT1NQ03qXUJzaY0LMSKV+aS2Stm4mXpVCwo5SVs/fRM+ou8nd/Tn6+XQQvyj+Ke8bcw3e7vju0m6wxBI3riW9CqN1Ntqxm/zZvLwf3nHsKPiEXk7N5N2e63uOxrVksKCxl5MiRjBgxgvnz57Nx48ZD5uQ8kMNh+OOZ/Xnnu2wlmCJywlBy2dHUlDc95rIgnfx1IfgPHUbZvmh7XeVBXWpuXgYVhaxdu5bY2Nj9pdIHDRrEU089RU5ODgCpqamt9Q2adskbMPRS+31AlL10+kFpHsy5Dx7pbq97/8q2j00F+aOxAAAgAElEQVREpJMzxpxpjPnSGLPLGLPHGPOxMaZPE20dxpgaY4x10OuMto67uZzOYOLjbyYu9mqys18lL29Wo8mbw9eL0BkJGB8HJZ9n0X9EDCPPTmDT0t2UbrsIt8tFZtYzeDwuvBxeXDP4GvqF9+PRFY9SVNXwmuoTF0zoGfGUzt9BdWbDbZeP7sP4AVP4ZOM4LnG9SXnxSh5I30mNfwAzZszA6XTy+eefU1hY2PR38nJw71kDeH/lDjbsLG6ynYhIZ6HksqOpKQef4MY3FdXgHduH3q+9SkXP6/C4wfrPdex79936RkHd8Pz3BgACAgLIzc3F6XSSmppKZGR9JdmlS5e26tdoVHRf8A+DW9fD3Pth7b9h5SuQuRDSvrLb9D3TnlKltPnzh4mICABXA7OACcDZQB9grjHGu5G2sYA3kAiEHfD6um1CPXY+PpEkJ9+Jt08kaWkPNdlV1n9AJMFTelM6PxvP9hLGnJtIz5QwtixIhvJTSUt/iJqaAgBGdBvBLcNv4fkfnmf17tUNjuPwdxJ6biK1+RWUfrOjQTfZMYmR/OLUIby75WJ6u/ZxGe/w6vZtvL6zgMTkFKZNm8aGDRtYsmQJLlfj9QacXg7uOWsA/1u3i7XZ+47TryQi0j6UXHY0NWWHjrnMWw8vjKdkUzmu/HyMtzeOkHB2p/Vjz9xM8h56uL5tQAQVI24iPj6e2tpaZs+ezfDhw3G73ezdu5eZM2fywAMPUFpqd8HZsWNH24/BDOsN434Ls34NMQNhbzoUZsAdGfDT92HGX+Hti9s2JhGRTs6yrCssy3rBsqwMy7K+A24HUoCJjTRPBIoty8qyLKv4gFf7VlyrKoZ5D9mvuQ/CmjehMBMaeUIZGTGBpKQ7yM39Dzty3sKy3Ie08Qr0JuzcJKxqF0VfZBEZ7c+pV/SjqiiKgvVXkLbxZQoLlwAQ6hvK3aPvJqMog+e/f56K2vohGsYYgk7piW9yOEWztuIure8mGxsewAPnDuTjzQMoc1zERdZ7DHQt4570HFaV1zBp0iT69u3Ll19+SWZmZqNf2+4i248Fm/NVRVZEOjUllx1NTfmhyWXpbti9gaiBZcQ+8wwAjsAgin4oZe8qu2iAdcAcW5X4c9KwYezYsQOAU089lfPPP5/TTjvN3tdh/7HPnz+fWbNmsWnTplb+Uo045WaI7g8Tfg93Zdvr/CPsZWSSnVAX7Wj7uEREThwFdcvGusMkAFvbMJZmsXyDqJpwAxXjrqF87FWURUZTtek9XF/+Ac9Xd2Ft+Aiq68cnOp2BJCbeSmjISWxJm0lpaePXs4BhMQSP70nxl9uozipm4ISenHxmMiWZl7BpyV4yM5/D46nFGMOl/S7l/OTzeWr1UyzLXdbgOD69ggidkUDpwh1Uba1/yhjg4+SBcwayNgdSy68lITCA63iNXWXZ3J+ew76AYM4++2zKysr46quvKCs7tPqtMYbfT+vL9zuK+PSHxp/Gioh0dEouO5rGksuvZwJQVRJI0ES74qojuP7/CsGxlbhzM3jmmWdYsWIFFSaI2tX/xhhDXzIICgpi+PDh+5PLH61cuZKCggJqa2tpc4HRENXXHoPpFwpX/w/qkl6Sp0JQt/1zeoqIyDEZjz1/1feNbEsEBteNzdxkjHnSGNP4mIyDGGNSG3sBSS0N2O2uoqBgAUVFKygpS6Xcz0NR8hDyho4ku18fdpYvofCzn7Lv/ens/upKMjc/SuG+ZQQHD6JvyoPsK1pOVtYzuN2VhxzbK8SXsPOTcBdWUTxnG36+Xoy7KJmkwaeSsWgkKxc9RWWlXZegV1Av7h1zLwWVBTy16imKq+vHQzr8nISek4irsIqSBfXdZB0Ow02nJuHv7eStNbH0ib+N4bVzuNb3axYVFvFQRi7Byf2YNGkSy5cvZ82aNXgOuDFc99ty06lJGAPPzk/H42m6IJCISEfkbO8A5CAeF3gdNDwmbz17NwUQftOt+8dsuAv3sjsmhpN/O4w9s+eQ/b8P2bu3mi+++AIAH3ypIZefsg6KcyA0tsEhL7/8ct577z0AnM7D/zX4sWCCMeaw7Y6KlxNGXV//OeGgXltXfggbPoS40cfvnCIiXYQxJgi4F/jQsqzGxj68Cvwb+6nmeOB+YKIx5jTLsg7NzNqI0xlIbOxhirrFH/B+dyrW+g+oTPsn26LfJKTvFfSOu5bKyh1s3fo4UdFTiYyY0GB3YwyBo7rjKqyi6H+ZBI7sTveEUGL6jCb1224seHcRQ6ZEEBd/JsYYzk06l8KqQl5a9xJDo4cyvc90jDF2N9nRPajJLaNo1lZCTu+NV4gvAGcO7k5KtyD+9HkWv5lyI4GODCbkPkd4t5/w3wJv9ta6uHrCJKz8PD7//HNGjx5NTExMgzjPGdqT9TnFPPRpKnee2Z9AX/13TUQ6Bz257OjqEjt3jReOSbexaNEiFi9ejCM0jIVTJvO3DRFsO/cu3sxrOKdWDT4AfMDZ8PdBhxy2f//++9+vWLGi0VO/8cYb1NTUsGDBAhYuXHicvtABEk9relu3wbDkaZhz//E/r4jICayugM9HgAu4tbE2lmVtsyxri2VZqyzLehq7GNBo4IIjHd+yrEGNvYCM4/g1jqzbIMzUmQSc+QLxfhPwX/gseV9dgZfxpW/fB6mtKSQ9/dFGpy1xRvgRdn4yNdkllHydjXF7GHJqPJMvuZgti71Y+N9Xqa2xu99G+EVwx6g78Hf689h3j7G7fPf+4/j0DCL0rARKF+2kKq2+m2xSdBD3nT2A1xZn8f2ubvTrO5PaslSm177Jr3v68cnufbzt8uakyaezdetW5s+fT0VFw2m4hsSG8uvJyfz5s03sKNQUXSLSOSi57OiqiiCoO/Q9A7yc7Nq1i4ULF/L0hvX7myxK3QbAOM9KHnzwQQBy3cH8krepxYe9hMG+Q29cz5w5kz/84Q8AFBQU7F+fm5vLY489RlZWFjt27GDRokUUF7dxifQfu8gu/T8oUfdYEZHmMMY4gDeBk4EzLMtq7uC9RXXLHq0SWGvyCcAMv5KAn/yHqH6/pOLjyyn79j66R88gPv5msrNfYceO13G5Gs4laRyGoPG98B8WTdHnWVRuLsQ/2IepV00jceAUPntlFunrFu9vPyl2Er8d8Vv+k/YfPkj7AI9ld2l1+DoJPTsBd0k1JfOzsdz2TeEAHyf3nDWAXcWVvPBNFj16/pTY2KspyPknF/ss5cbYKD7YU8ziHgkknjScJUuWsGLFigZVZWNC/Hjw3IH8e8V25qSqirqIdHxKLju61E+wSvKo3mexbds20tPTG2024dtviftPJi6Xi42uGGoyK9i7wB+AtwJvhKLsRvcLDg5m2rRplJeX71/30ksvUVVVhcPh4K233mLs2LFs2bKFjIy2vSnNnVn2cvlz9esqVaZdROQw/g84DzjbsqwtR7HfyLrl2uMfUvOV1ZTx9Jqn+cfqf/DU6qd4e9PbZBVnNTqfZWOc8ZMJu2I+1aERFH9wDl7rZpGccBuRkaeyffuLZGQ+RWnppgbH847yJ+y8JKxaD0WzM3AVVdG7fwLn3vhTdm/bxxf/eofykhIAAr0D+c3w35ASlsIjyx8hq9i+ThljCBzZHf+BkRTN3oqruHr/+stG9WZSSjQPzt5AWW0IKSn34OfXg/ysP3F9xB6u7RXFB8VVbEwZSkxcHHPmzGHt2rW43Xb1Wz9vL+6eMYBql4cnv9pCVe2hVXFFRDoK09x/sOVQxpjUgQMHDkxNTT1+B/3ybjjzL/WfXz+Xmn01lIZdwVe+PqSlpQFw4403smfPHoKCguxYfncLVelZVPv4kJWQQP8tWwi96CK2LlrE/Kmn4+fvzV3TesOInx1yym3btvH6669z33334XQ6mTlzJl5eXlx//fW89NJLjBs3jqVLlzJs2DAuvPDC4/ddm6NyH6x8FSbdDhWF8NcEu/jPwWM0RURaYNCgQWzcuHFjXffOTskY8xfgNuAKGs5XWQNcDjwBTAE2AncBXwC52N1hnwG+tyzrvBacv8XXRMuysKwaLMvCGCd5Ffksy13GtpJt+Hr5Mq3PNPpF9GvWscrK0ij44QniigLx6jEChl1BraeSgoJ5lJVtxssrkKioKQQHD95fU8BT7aZs8U4Agsb3xOHnZN+ebBZ/Mp8e8X0ZPuUUvLzs+/I17hre3PgmTuPkyoFX4u2w6yV4atyUzN2Ob3IY/v0i9sdTXFnL3+emce6wHpzcJwKPx0Xurv9QVbmDuN7Xs9sdzIs79jAuPIihVaVs2LCBmJgYhg0btr82QvbeCl74JoPrxseT0q1Z9ZdERI5aS66JSi5boFWSyxfGw6+W1H/+c3cK0wPw+92HPPHppwwfPpzhw4cTFxfXYDfLstg8YCDFISHsCw8nfvt2kubOIfOpZ3gvNGB/uzOmTuareQu46qqr6NmzJ2VlZURERPDyyy9TUVHBSSedhGVZTJ06FYDaWrs0u8fjYdGiRfvXtxnLgofC4JrPwPLAG+fBjMdhzI1tG4eInNA6e3JpjBkLLG1i8+vAQuARYDqwB3gRO6mMwB4r+S7wpGVZNY0folkxtPia6HKVkp39GsY48FgusNxYAJYHFw7SKi02V7rpEdSLcxLPIdwv/LDHq60tIiPjSfr4jMV/y7cQ0x+GXg7efrhcpRQULKC0dANeXgF1ieYQjDG4iqopW5qLM9yXwFHdwcuQuvJDtv3goU/fUQwcH4+X004yt+7byjub3+GC5AsYGj10/7nLV+/GtbeSkMlxGG8vwL5Wv750Gwa4elw8xhhqa4vIzn4Vb58IYntdydeFlcwvLOWG2Gj8iwv54YcfiIyM5KSTTsLb25tat4cXFmbQLcSXS0fGHd9ieyIiKLlsN62SXM57CKY+WP/5lWkUeC4h/Ior+Oe8+UybPIUS42BkaOAhu1a9+XvmfZJLUEEe3fLzGbB5EzueeIr7KwKZZK0im14N2l922WW8//77eHt7ExMTw86dOwkICGDEiBENkshdZbvoEdSDmTNnMmHChLZPMOc+YBf3ueQNu+pt2lcw5d6m26fNsavM+oe1XYwi0ql19uSyI2iVa+IBXK5yiopWUFS0ktKaUtaXV7KXbkxPPJtBkU3/sXk8NWRm/p2IyElEVAfBuvchIBKG/xwCI+uOXUbB3gWUlqzH4eVPVORkQkKGUZtXQcXKPHz6BOM/JJrq2t2krnqPPWkpxCUPo//Ynng5HXgsDx+mfUheeR7XDb6OIB+7V5GrsIrSb3YQOLI7PnH1TxpXbivks3W7+P3UvoQG2E88/5+9+w5vqzwbP/492nta3jPejkfi2LGzyCIhhJWw92hZHUB521LavqWU0vKjLdAWyktZZZRNIIwUyILs4SwnHrET73hbtizJ2tL5/SFI4E2gIynlbc/nunzZks54pAN5dJ/nee7b623hSO+LJNjnobfO5ckjw0RFkRszEvGMDLN3714sFguVlZWoVCq2HB7h/YYBLqpKpzxd6u8kEsmpczJ9orTm8qvmBHcgY94JQgoFH4xOcNreNs7ec+iE60801hgPFy1m8ssvUbA9XvhZZ7fy5K0XcwYbjm43denlALzyyitAfHTykzWXPp+P+vr6zxx38YrFACxatOjLT+wDsOAumHoV+EfBkAiH13z+tuO98OJFcH8WHNn15bVRIpFIJP9UCkV8Gmte3g+oKLqbc/IuZqklSnfnwzy47U7ebX+XcOz4us0ymYrc3DuY8LbQF2uBxfdC2cVQ9wSsuwdGO1AoDCQnnUN+/o/IyryRQOAIhw7/koHwy+iWmJGb1Iy/2060QaCy9jZmnJ+KX3iJ1c+upm3PAAICFxdezCWFl/DIvkdY370+3uZPZ6Vd340YiScBqs62ccuCPB5a28qmQ8MAGAyFFBbcjSiG6W67h68leFmWZOWetj4OKnUsWbKE3NxcPvzwQ7Zt20ZVhpGfnlNCQ6+be95por7H9eVdDIlEIvkcUnD5VRKLgvCpSxLywZGdIMa4//77qexp5SyHGQBvNHb8/k1v8d+qlzDabMgt8buYcrOJ2Pg4zrR5/ODqJRTYo2zo8FFQUACAMTUPAJfrWKfk8RzLqOcKxJ+PxqLMmjWLAwcO0NnZeSrf9V8nV8BYJ6z6LugSoO8L8k30f6pW+J7n/ulNk0gkEsmpE/aGaHvxID2vtzL09mHcH3XjbxklFvxsEhuZTIHVWkNh/g85vfxXXJRehNWzmie2f48Xmv6ML/zZ0h2CIJCRcS1KpZn2jt8jmpJh3p0w6zY4uAo++DH0x2+sKhR6kpLOpiD/xyQmnklf36t0R/4Ap42hSNAwvqodeXMSldP/i9rz7QwMv8J7T73HYNcYSfok7px+JwD37biPgYmBY1lpSxNwvduO/+AooihiN6j56TklDLmD/OaDFnyhCIIg4HAsJi/3h4w4PyTa/yg/y9LgDEe4+3AvMrOVM844g4KCAjZs2MCO7ds4vyKRH5xZSNuwl7vfbuTt+j6CESnpj0Qi+deQqvJ+lUSCIFcfexyIZ6f7i9YIHwd816QmYFHI2TLmZYnDjDsSRSeToZAJ3Jn5Eota7kEtPzb6qUhIIOJ08mbybexe0c5Dntf4UW8t40X5FKbLeb/Dz+FoFd+wNR2tsSWKEIrEUClkzHllDgpBwa93/RpRFLFYLIyMjJCdnf2lfSwALPoZHFgBKh3MvBXe+jac+/DxI73v/xDO+wNk1MC+F77cNkokEonkpAhqOUKJHa8vwrA3RGA4SLTdQ3RVJ4gitkIriZPt2FL0qDTxrzBKpYmMjGtJT7+KvOHVdA2u5qXd2xB1U7iw4CIsmmNTRh2ORWg0abS0/oyc7FtQaxww89vx/nf/q7D3BShaCjlzQRDQaFLJzv4msViY4eHVDAXfQz8tH7uwCPe6buTKRGpn3Iy7uonda1+jfkMqs86bz4LMBdSk1PBM4zMYlUYuLboUVaIOy3m5BJpHcb3dhqE2BWWSngumpdPr8vPLvzRzbkUa03NsyOVqsjKvJxgaobf3JSpiQWYkXsQj3YOUGXUsT7SxePFixsbG2LJlCzKZjIWVlSyfmsae7jEeWnMIQYDTixOpzLRK6zIlEsmXRgouv0oiAVDEg8uHO/s5eOQg9yjMdA714VFr6bMkcLfNyLpRN9c2dDAwfwrXN3TQ5Q/xUGIiL9ePcvrkhQgTQ2CJJ/xRJCYS6uzk8rFx/uQ0kqvpB0TWHRxiPXpE9GTa9OxyG6iyCIz5RhlAxcB4gDSrGnVI5HfGq7m5+WkAtly/mQd/8xC5ublYrV+cSOGUSq4AY2r874H90P4ReAbgomdAHV/bQutqcHXB1Cvjj0URfpkGt+4Dg+PLa6tEIpFI/iEKpZxJU07873U0FGVw4xGG13XTbdUQlcUDJoVKTmq+heQcM0mJZ5LoWELe2Fa6+t9mVf2PGJLlsCjnTEoTSgEwGkvIy/0+7R2/x2qpxuFYHO97K6+CWAxaVsF7d0DWTCg+F2RyZDIlSUlnkZR0Vnxt5OCfEAoEEo3nMrF7CMFn5rRZlzMua2PDitcxWM3MOPsMvjXlW7S52vh13a+pTallQeYCtCV2NAVWvNv78dUPY5ydRppFy8/PK+Xluh42HxrmG/Py0KrkqFUJTMq5hXDYTV/fy1yOk97oUn54aIJvZjjItFpZuHAhPp+P3bt3EwgEqKys5M4ziwiEo6xrHuLeVc3Y9CrOKkshO+H4fA0SiURyKkkJfU7CKU9e4BmApreh5kaSP9yHIhrh+s3vArBp+gIuKy/m+nQHBzw+Fu1qZWD+FE7fcZAGX4AzesJ8b0EBQzvfZOH+2+Du+NrIiNNJ/10/JebxsDT7Mu4ffYB5F32fluxqwtEYe8ZW0d5eweu7u8mY9CuUnkIccg890TORYeSaoi7m3PsaH6WN89xCGXe/JLJj0aXccMMNJCcnn5r3/Y8Y74WHSuC69yG9GiJ+uC89/trH750/nQVdmz/7nEQikZyAlNDn5J2abLFeeo48+/HxFCgVJpRKK0qlDa02HbU6GTEUw7u5D2QCxtmphCMifYdcDLSPE42KWJN1ZJXa0ZvVuN0H6BtYScfEOPuDRkoclSzJXoJSHk+iMzy8htGxbWRmXIdW+6ks7KIIXVuh+R1wFEDFZaDU/q+2ehgYeAufrwOToQrDkXIiAwHUeRaG5T3sW99ESmGUitlnoVLZ2HRkExuObOCC/AsothcDEPWE8GzqRZmgRVeVhCAT6Bn18ceNbSybkkZVtu0z54xG/fT1v457ooMN4hyU+lKuS0tA8XGgHQwG2bNnD263m6lTp5KYmAjA6ESIVfv76HT6yE7Qc3ZZCla96h++ThKJ5N/byfSJ0sjlV8nHI5exjwP+5PHR+PNnXci66tKjm5UatGRpVJy/9zD9vnih5o/anTx5hZEV+ztZ+PF2MTHGL1se4aJ18XJnr+/ciW6qjuihfUybu5iBiQFu2PRrriy8HqtzOy61i9m6b9A3dg8R46P4FX7Co99GodMzt8GF8sz5ZAytJeeii3jssce45vqbEdUGesb8HBr08PXZOV/e1BtTajwhQ8MK+NMSMCSDPQ8uf/XYNl2b4bJX4KVLIBqGj79MxD+cGMg+Xt/a9FY8C23atC+n7RKJRCI5ofBEhK61YVCpEBQxVDo3BkcEg8OLV9tCKDSIiAjZEPOF6V+jxpIyhfSyWrLLExBFEdegj9adg/jcIdRaA1ml3yEjbYT8/tcYCe7h4d0HMGocnJd3HomORVitM+jtfZFw2EVq6sXodNnxJRfZs+I/g43w4S/ia/6nXQPa+KwdhcJIevqV8XOO76Lf+iyKBBN23xJMh40smDqPI1E3q59ZR8aUPqZOXkpt6g9YeXgl77S/w4X5FzLJMgnL0hyC3W5cbx1GNzWRjGwzPz+vlJd29rDx0AjfmJuLVhUvZSKXa8lIv4pYLIR18G06nb/jN2PTmZ8xnxqrEbVazYwZMwiHw+zdu5e9e/dSWVmJw+HgqhnZALQPe3lhRxcuX5hpWVbmFyWi+bhUikQikZwsaeTyJJzykcvhFiZ695E7VsjVB95iXk89O/XlNJ13Ba9Ozf/MppfVt/HhqAdrUGR8IkR6X4Cdt8zl7rvv5qd5jfSd+yCPHXiclYdX8up9EURAAAypAQxnX4iQNYPfGrezov+9o8e8f9bDlFqnc+DwVh7cex9D2iH+9OdU9D3dR7fpmJVNw+xF+LrcDNnKGev1cMe7D7D8nPvYd9ciLLov8U7oJzUwP3HTRkipOPY4EoxPdXrvB5BYApkz4negWz+AFy+G7x2OT5e92wzLHoMpl315bZdIJF8p0sjlyTsVfWJg1M22/9mAEA6iiU2gk3sQxDECNj1+kwFBpQJBwJqSRmL2JPQJSlyHdjE+UI8iXYlMq0SlsmM0lmE2VxAOyOg84GS4x4NKLSelIEpA9iZhQcn2CTUjIS/z0udRnVz98Ujkm/gDPeh0k3AknI5anXisca7ueKI4QQaV14A57bj2h0Ij9A+8STAwgCU2B1V7JqJMoNsfZMDTSlJJMxk5tejN01lx6A0GJga4uPBiMowZiDER354hwgMTGGanobCo6Rn18diGNs6vTGNalu2484lilMGh1ezq20C7rILlBcvJ0GqOvh4Oh9mzZw/j4+NMmzYNu93+qX1FdneNse7gEKIIC4oSqcqyIpNJ6zMlkv90Up3Lf5FTHlz21zM43EWFM5PLDryDeTRKTls30//nDxQbPjsdp9nrZ35dC/KeCV44uwylIDDLamTt2rXsPHIXLwnxBECLshbx/e2JrDqYx6ztP0GbECSq1hDoE3hzmZ23SwP4I34ADlxzAIDBD1azb/cuMp97HgDHd25DPXkyR264kWdvmUrN6004gnrcJhM5nZ002HP4/pxv8asLy7m4KoMvlbsfTCnxAPEnI58dnfxE23p4fnn875Lz4iOVAKUXxEc+i8+Bto/gR0e+tGZLJJKvFim4PHmnok8Mh6J0HXCi0sRH0kLBKGP9E/h6BmCgB4cwjD1Ni1hazFgkyGhvD5FwGI3OSKasEJ3BjLpWgzfQyPj4XmJiGI06Bbv9NOSk09XoZLjLgyh4Udu3Ys+U0yHLYNdQA5mmTM6ZdA4GlQGfr4PhkbWEgsOo1Ik4Ek6Pj2gC+EZh9zPgH4MpV0Bi0XHvQxRjjI5uwjm6GUXUiqm/FsFlZMAdYkgxiK1oJ/bkTMz2M1hx+B3GgmNcVnQZyfpkYoEI3s29IBcwzEwDpYyX6roZcgf5xrzcE44yiqJI38hmNnW9S0hdwPlFV2BQHgsyQ6EQu3btwuv1Ul1dfVzOhGAkyocHh9jVOYZJq+Ss8hRyHYZ/+DpKJJL/26RpsX8jQRAmA78EzgWuFUXx2X9xkz4rEsQjj3cGjY48Zo62cPVzT51wquknwaaytRuTYgoDwTDhcBiFQsFLgodrxt1syCgn25TNkblnEOzspai5ia3fWkhX9EoSxW10iVvZcXkDzzY+iyt4rBSJ0NrKcGMjmcDO63/INTdfTfadq7AuuYuxHh0mx6PkNfayvbaWtqidCxdP4RtlufzlQD8XV2Xg8/lQq9XI5Sc3zabr2uvIfPyP8TvVn8eUEv999kMnDiwBJs0/9nfTW5AyBabfAG99K/5c8ztgm3RSbZVIJBLJyRNkYLRrCE6E8XlCeJwBwoEoSocDQ2E6MZnAoe5RQuu70fsGybD4sc+uhvxcOhvqaW/bh2WfDX2Bg8wzvo1SrSYQ6MPp3IjP9xKKBCPlRQvRqMroaU6np66HkK+JMycno08s55nGZwhGg0xxTGFW2lVoFBqCwUGGh9fS2/siCoWJhIT5GGbfjhD2Q/1LsPf5eB8yeTno4qOLgiDDbp+L3T6XcNjNiHkNXk8L+rEkinvLce04kx5jAFfZc5xmEtCmzuWdtnfwR/xcXHgxyadnERkN4F7diQSAtvMAACAASURBVDLVwOXVmfSM+fn5u00nHMUUBIE0xxwudcyhZXgPr++9G4chg8X5V6NUGlGpVMycOZNgMMiuXbvw+/1UV1djNsfLm6kVcpaUprCkNAWXL8S7+/t5cUc3mTYdZ5enYDeoj7tWEolEciL/McGlIAhTgO3Au//qtnwu7yAeuYPrtn/IpqJ4sPNFaxjVa/swFvySYW85X2sJY/RP8GKinutyz+e/1v6W7936Dq81v87hHQMAHDzYxcOVmczZlc1YQTYLNBMIgsC1pdd+5rgKuw1XaipFzz/PmT96j5/euQqAMY0JgOHUIwRUtXhNRs7o+4CnJ/K4/bRMSu5ZT2PvOOvfeI709HSWL19Oz6gPh1H9d6/nCLS04Nu+nYPlFRQ1NyEIAgenVpL6i3sxLV16/A5VX/v8gwkC/PcwePrBOwgZ0+NTagcaoPZmsGbD+l8cm0YrkUgkkn+Jzs5+XnnwjyCAKIgIiigyRQxBqURhSMCgTcdmyMaRX4DWXsGgN0Db9h54ezWJWg+5ej/KHD3jnjEO/X4NY5YxzHnJTJp2JmlpZiIRD8Mj6xgYWIncbKBy6emoVZfSvL2ZptcPUJaoY/Ks2XRFozy+/3FC0RBljjLmpC1Hp9QRDo/jdH7EwODbCMgxZpZgrViGyj0Ku54CvwvSKqHgzHjpLOKlUlJSLoAUCIddDGesQT7WTtLhDEKbpuFSGwlM7WSuZYiQzMTbra/giUZYlreM3HNyCXaO43rrMInljqMZZdc1D3HT3FzM2uNvqhY6Kil0VLKxv4Hn9v2KFK2J+fnXoVUnoFarmTVrFoFAgLq6OkKhENXV1ZhMpqP7W3QqrqzNAqDb6ePluh5GJ0JMybCwqCRJWp8pkUi+0H/MtFhBELRABhAEOjkFI5enelps8L0/8H69m/76g+hnREl4z8mZ7733udvfvWobK0ZuJCozM5r+CHbvOFdSR4NsLy/UvQs/dbFpXQP7Xx8mMctIf7gXed+xDuRbycuZ+MkovmgMh+pYB+V88kl2p6RQPm0atb/dDcD0HBt/uLyS+95rZkL+J5YlTSXYq2Nfc9PR/dwxNSZZPMFQZlY21117DdPuXctjV05jes7xa0W+iG/XLtyrVzP23PNkPf8cuupqmouKQakkZ8XraAoK/q7j/VWPz4Np18Z/JBLJfxxpWuzJOxV9oj8YYUvjEMFABL8njGvYh3c0SNTvJ+wdJOIdQIyMIMpDKAkjF4wYLHlkZOaTmppI0BMi4nJhE0ewuQ/BhI1gWKTX0EvYbsKQlMykymrsaRlHA02vpwmFwkhCwkImnA4atuwiGBwmc7KCvIrTaXH3sbl3M/6In2J7MXPT52JUGRHFKB5PI2Nj2wiFx5AJSsymqVh8chSHN0A0BJPmQc48kB9/Lz8UGmVoeA3+tkGizYmEgkmoS5PQTNqGO3CEreMTjIpGluaeS7m9HP/+YYJdbnRTEhm3qfjjhnbK082cW5H6uTeiRVFk20gnTV0v4FCKzMu7BrM+8+jrny5hUl5eTlJS0uceZ2+Pi7VNg0RFkXkFidTk2KT1mRLJvylpzeXfQRCELL6iweXE8/fwzPsdVJy5gFT3O0QX3EN+0fFrOQBCkRjTXognrxEBUaYnQ389TjGDK6bm8Z2eFVD7DfZtHWXlux+xZfIrTD94HqnueGIgXUKMi4QbuO3idTjDUVbmKEFrQ1QZaK2eTtN//5j6+npuvv0OEo3aox1InctL99AaVh5+g7LmMnweH66JtVj0px9tmx8VBq2Khcuv4PKn91CebmblN2f9TZ1Q6EgvCpuVw/MXkPbw7xl/6y3GV7xB2u9/R++tt6GfNQtddRUJN998kp/2/1L3VPyLQO8emHsHJOT/9X0kEsm/DSm4PHmnPA/BCUQiUQ62jNJ0YJi+Xi9+7zhBdzdKcQg5IsooqNR6HEk52KyZGMwGMrP0qA90Ex0+QiDYTZ+/H5/ZiDYzi4JZp+HIzI5PXXWux+tpQi7XYTbNpa9ZSU/LQdSmcQqnp5GSMY+DrjY29mzEG/aSZ8ljfsZ8LJp4YrloNIjbvReXaxeRqBcZChLGZRhHBpHJtZA1C7LnwKfWQn4iFBplqGcNnp3jRIcNCOZ0khbYGQ2tYeNgE10hOYtyL2Z2ylz8+4cJ9XjQVyax3R9gTdMg18/JIcv+xTUs68cG2NH+AnZhlOnpZ5DumHM0KA2Hw9TX1zM8PExubi55eXnIPsmo/r/bGomxoXWYnR1O9GoFZ5WlkJ9kPMkrK5FIvkqkNZf/ZIIgfF5PmXtKzxML49UZyJxeyNMvtnGV8sRrCLM/nqZqLIaHFzxMVIxS7pjGWau2E1IouL/Lw02bH6W5aZht9WfyZs1DKGLKo4FlVZWf5Lbf8Hji11k14uaqVDv8rhSW/Q/jbRpiExN0dnYCoJdFPxMUXljfxp4Z59Dj6eLIniNsT93OzJ4Y5725kreWL2PMLmC1TGddcx87Xt3C09fO4WvP7KKlpASA4oPNX/gZtJ1+LEjVlpYSbD3EOG/Qe+ttGObPJ+2B39D99eux33TTqS17Mnk57HwCDrwKGjOceT/IpKk/EolE8lWiUMgpneygdLLj6HPjniBrNh2mfu8R1FEVYVmM8cEj0NmMmgh1CKhEAYvZSHZKFomZU9H7Y0Tb++jc9wy7Yy5M+QWUnLuMlPxlRCITOJ0foUnZT2GqEkVsFu27otSvfQN7todLK2swW6bQNt7Gq62v4gq6yLPksTBzIVZrLVZrLXAs2Oyy1REJudEPvY2l9VU0MguyzJlQsORo7UyVykZ67iWQGw80j+xZTf+qVoSwg0WTb0BfHmZt+8v8sPkPVKfO49wzbyC830V5n5cpUzN4fn8/0ZjIdbOyMWpO/N2hwppMxbTv0uHz8ZeOVei7fkihdRLlGctQqxOpqqoiFovR3t7O6tWrMZlMVFRUoNd/NmhVKWQsKkliUUkS4/4w7x3o55W6HpJMGhZPTvqrQa5EIvn3JgWXXyEx/wTi1CkYIyMUmEKkp6cft80LO7oQlCMoyzYyoTyHGakzUMvV1Ht8qCMhPBodIvBoQylBZTv5ZyVTf9k+utxdvHugBZ2iDZmpGp1sDHXLTJgC9S1bKZz5Lm+PtRP+yS8oWLOam+x2XnzxRYLBIEbjsTuSMgSqtjVR69lBe3I7Lyx/AdfeHWheu5d9xg0MKV30NVYxNyMF7XAjp+U7+P28JFgZ39/55JNYr74a2QmS9Lg/WH30b9s1VyPT6bBdeQX6GbW0n3U2qff/P2Q6HeG+PsZXvoVl+bJT9+HrbLDx12DJgronoOAMyF906o4vkUgkkn8Ks1HNhUsnc+HSyXR0dNDY2EjapNPo7hfpbB4j6A0xFIrSIvo43DWGNdiKinH0GjDrzagw4js0xr5fPItGocNgsJFYUUx6xc3IE2S4QjtImbKHZFFOcKSK3X8ZIhh8gYQsgStql6I3pHN47DAvH3yZ8dA4RbYi5mfMx6gyfjbYzAsw7t7L4FgdisF1GN56EpXCiqrgPJQF54Ei3i+qVDYm1V4KteDzDtG+ei3ul4KUaaaz4LTJNLCDn350BUlaG5fM/CamDj1XeAXGCyw8vP4wmTYdl1RnoJSfeOQxR6fjpskX4YtewNs9DexpeJZMhYcSWwHJSUvIy8sjLy8Pl8t1dF1mSUkJaWlpx93UNWuVXDo9Ps12YDzAmqYBuke7MGuVLCxOoijZ+OXVv5ZIJF8JUnD5N/i8IeGPRzRLTtV5en77HsGnrsDY/EcS/WOo1ccnlwlFYiQneOlw3AKAWh7fZjQU4Sa7nknlkzm/qYchezIRuYI2p5slkSg6TSom/WHc/RuYtuxryDyJ4IR3hL08Fhhnv7GQuVRw0U+u4vfiAG+M65g5cyZjY2MkJCQcPb8/FgOgwdnAvEnzyLPnwel5OH8Q5r7772d7iYr/WfYAT529gnt/v4VH//AIS3fvpT4D1ucU8u3fPMDQbx444Qhm7223IdPrUWZmknDLLUefV+fmUrS//mjW2NzVH+B8/AkAxFgM4XOm7vzdYmGouQka34T1P5eCS4lEIvk/Jicnh8zMTHbt2oVRmODmG2ahVqsJ+sPs2zXIwcYR+sb89IkRxoQohVElOShQmgPIbU6UqlH6JrrYt24jmg+UpBmzyMqaQkLmeQhGBT57M5ppjYhyGRND2WxasYVIOExyjomray9DozPSMtbCn5v+jDfspdBWyMzUmSRoE5DLNdisM7BZZ8AkiMVCeMb34215FeUbTyCTqVFPvhxt4SXwcb+mMyRSev7lAAwf7qbvo60k+jVc6ziPSJmNZ5r+iD/k5PRJ1ZQ7l/HNqIoOjYpf/qWZomQjy6emo1KcuI/UyWVcml2OmFVG3fgEL/U3kOZ8hhK1j2RTPg7HYubNm0ckEqGpqYmGhgasVitlZWXodLrjjpds1nDVjGwAXL4Q65qHeHNvLxqlnHmFDqZmWKRAUyL5DyAFl18xMo0WxVg7h9SncfoJXn+lrgev9TG0bhd+01mMhyMAXLa/nUdjUUqE+OODk0opHeilssHHuXsO0TwR4NvuXtS+CWQqNb9aq0FvhqJ193JhYhEHYvl0J6XxWvISPmjx4Fb08EflBHvXruH82/6LkRhUm/WcmWCmOxDk3sVPs7N/67GGfbx2V5ecgt51hEMzZ8KllzA6OoqnuIC7ZregUnSxuOI6yjfsRoxGEf5XqRLTOeeQ9utfnfBz+XQ5EplaTbCtjYntO+i+9lqKmhpPTYD5SZ3MorPg3f+KP+fqBkvmF+8nkUgkklPC7Q/x2LpWoqEQQjjMJIuKkmwH+VmJqDVfUJbqU+RyOTU1NYyPj7N+/Xqys7MpLi6mZk46NXPSEUWRkSNeDu0ZorXXzXafjx6lQKk6g0pZHjqDgL1ARTjgpLt7D/sb30Tc48emMVCQnkdqwUKURjtGRSem0kaihglGe2HNSz0IooH0vDy+VnM9Kq2CQ65DrGpfhdPvRCVXUZVcRWViJSq5CplMhdlahbm2CmohHBjCvechAq89haC2oKv6Dqr02UfflyMvE0deJtFIjLbNrYQ21XOeWIvCImd/bJBfCXdTbDdz2tAivh3Np8Mnct9fmslx6LmgMh29+sRf+QRBYLrFwHRLLc5QFW8OjTE4fojysWfJVQUwG3IpLl5MeXk5o6Oj1NXV4ff7yc3NJTc394RrMy06FRdMi8++8oUifHhwmPcONKNTKVg8OYmSFJMUaEok/6akhD4nd6xTmrxg6NYLeOzWh/nxy1X8PHIjd999NxDP0iYIAtGYyINrWnhq9IfMLnsQnVxGhy/E02XZXHegg++MddP7/pusNThYM3cZ31xfR6ephL9Uxdc/pDojuLQBvvPq7/jltT/m5i2HmNG/kgqFyJRld2ANuRhTWY625yKtgP39NwFIuO4b9ARCZGrV/LytD4CB+VOObitGIhzY34DsyiuQfzy6+dG8uQwmJwNQcUUF9S/U87YmyDvOKInf/x7KxEQAQtEQ3a5OfLfcSfmLbxx9v1+kuagYdUEBwdZW7DfeSOJ/3X4KrsCnrP0ZLLwLfmaJZ5A953en9vgSieQrRUroc/JORZ8YHhpi4K67kFttCBlZ9BodtIwFaXdHiERFRMAoizFJHiTXICMj1Y46OQllagqqrKzjbloCtLS00NbWRk1NDXa7/TOvxWIifa1jdDeN0jnqY0fAR2c0RJGoIi0qIzFBx7Q5aaRYVdS98wEdu7cR8/lRoUarFElKSyc5rRyrPZWIqReftZWBoSMMtRsQonbS8iZTWluN1qjBH/Gze3A3ewb3EI6FSdIlMTNtJjmmnOP6vOB4G56dv0Tu7ETtqERbfTuCKfW49+Ye8dOypQ2ZswmDGMQtC9GiHGI0oZ9pyhQyBovoVySyTmZAa9ZySXUGqRbtX70Ooiiy3+tn1ZALdaiDWlkdDsGLwVCA3T4fpdJOe3s7bW1tqNVqysrKjvtsT8QTCLOmaZCmPjcWnZKzy1PJTpDWaEokXzVSQp9/I4/2DPG9SPQzz11d387SJAtZEyIexU7C9qt4d3ic1jllFGw6QNmWRu7OTaXzo5WM93Rx/TnT+DAiYh/O5c81x7LS9dkVaAIyQgE/6kiIA7owFm8xsv41VFwIQkzL2MfbXmBT89pokMs1OoxWGwOhMM/2OWmcVcqVKTYKNzd8po1n7G1jvxdeuu56kp96nNtvkPPrpzez4qILAUg3ptNubEdGH5HKxYRcYygTExn2DbPgtQU8prgG257mo48fX/Q4M1JnfO7n9En22PxNGzk057RTH1xCPLBMKoXdz0jBpUQikXwJFHY7yXffTWR4hImWwyQc7sIUiFKl1mHMS8WY6SAgKDniDdIxGmCDM0hgcJTgziFUE5vIkQWYpAwzqSADQ1kpquxsCgsLycnJoa6ujkAgQG1t7dEkNTKZQHqRjfQiG9PDUabvdzLQMU6fN0irLEyvLET/+23gjRIzZRFZVIQhMIziyAHCUYHxiI2hPfvwB9aiVoHBYibBUUZlch7KLBddE6v44JUNELZhTjKSPzWH2vKvo1DoGZgYYGvfVlYeWgkC5FvyqUqqIsWQgtqci3rRU8RiYUY7XmXiw5tRh0CXcTqKwnPj9ZkBU4KW6vNKiUZL6KwfwX9okMmaQyg9DgZHQ9TTSyyhnXNlJiK9Jp5rO4jPZuWMqQXMzEv83Bu5giBQYdRRYdThjybz/kgJ77snyPL1McW3ArM4hkJpYsaMOcjlk2hoaKSurg6z2UxJSQlms/mExzVqlJxfmc75lTA2EeLt+j6e3dZJaaqZJaXJnzu6KpFI/u+Q/i/+ivlWRgJ+1Fgsx0YQZU2j3D7mAcA68AITqffz3ewkTIpjd2jXvPw807rbUAOnXXEdhnf3AODWfXa6SkCjI23mXJL1evYVFTG/OcqrVTO40qzi+064KcNBW08jD0SdrKAYU8AH/T7ebjoEJit2Vfw/malGHeudbhJUCnK1avZ7/QBcVjWfBybl8dSCagy1h7j46zfy6qWX0LGtA4/Hw0KlnZ81/wJjj4Xf3fEhTx54EgDbz5/i3ktk7H9tAQANIw1Hg0t/xI8r4CLFkHL0fRjmziXtO8tR2Kw4br+dcH8/glqNwvb31dP8XHufj/9e/hjsfQF8o/GkPxKJRCL5pwn097H1vpdBBLkQQSkEUSmjKIQRRrr78AWUxEQZMq2evBwrs9PVyPwTxKITBDVhxnxhRl1BNrd2En3lAyKRCEG9CZPFQHZFMUULZrBz504AqqqqPpOwTqGUkzctkbxpiYQCEToPjHCkbZwuuZ/BdCVKuYzckRg2XTKqWfkMhD101G0iaI8iptbg06Ti7hlB7BogoeUDHDEfiTod6emTsOWrGVUf5MBmJ3sDh5DLlVjS/EwvSmFp2eWoVIkcdh3mw54PGfANIEPGtKRp1KTUkJB7BeRegd/fS/+hp1Bv/R6GsBatfhJCRg3kzEGuNpJbmUhuZSKuoVxadwygTogwqdDFyPA+Og67EcI+pqrAFj5Cy+o+3lglJzFlgvOmm8lKrkSjyThhsKmVy1ieZGV5kpWBYBLrnbkc8gVQh7xMHawnQ1yFzS6QnVOBXJZOY2MjHo8Hi8VCcXExJpPpuGMCWPUqrpmZjSiKNPa5eWxDG8FIjNl5CczMtaP4nIREEonkq+0/blrsqXTqp8Wez5Pf+g1Xrvs+vvm/wPDsMOalOeRHR45uoyFIAPXRKamiKPLnpx+nd917xGxJTCst4Yybb+ORWz9CCMV4u/QwF7q6+MmsiwDI16n5gTpMKCWDlu/egEFzAb+4opinDBHKSstIUau4f9cmHpkw8WBBGsodmxhwjTKekcOII4PfTikAIPnDfce1//CcMvI2HTj6uG9eBXfeUoo3sYzEWBHl5eXs37+fJvnr/OyFKKn12znz6Vk8MPN+LJd8D/3ODzjrzbPYcMkGHqt/jB/V/AiA9zve5+22t3n09Ec/e8K743dGQ9fW43rrLZz/8xjGJUtI+v73UKalARCJeJHLtQiCHFEUCdTXo50yhb/q1auh6S24exzqX4atj8A3Nv+NV1IikfxfI02LPXmnpE8MuGHzg8AnQY4IKgMYEsGQFP9tTCFwYBsd7+2gz2kjpnWQnmsie14xmoICBMWx++axQABPVzfd9a301+3F09WNGIkiiqBSxNAm2Zg8dya2okKU6enILccnnQn6I3TWDzPQ7aHfF6RLEUPmCZMkyiktSWByTRL9rQ10HdiHQqkku7KGgDmFxsND7NvdgaurA623B0ssQpJSRVp+GOMkL4KyDJ83F/+EC2RerBluUnPt2OzVKDUZ7B3ay47+HYRjYYpsRcxJn4NJZUIUY7hcO3EOr0c7MoDdq0SNHgERTGmQOgWSy4gKWtrrhxlsd2O0ayiYnkTveAMNuzYjDEZQReUYRRXDMQWt6MjK9DO1cBSdIRmLuQqDoRBB+PySXOGYyG73BJvHvHgjIbLFw5QLBzAKfhRyPQpFKV1dMiYmAlitVkpKSjAYDF94+SPRGFvanGxvdxITRZKMGmbk2ilMMv5NtbIlEsmpcTJ9ohRcnoRTHVwO3HoBf/rajzn3w9+gKroD7Yb4aOVvC9TolXJeS5IzqoQHizK4PMXO6GutWC/M58FLz+GGR5/mkZ/+hIuuuob8mpm8+XwjpnkpWH/zHlO/X8iYbhIl9d1M0qpYkmCh2qxjnkbGil+8zfer85m/fhW/Mi8m8VtTUKToSN2wP94m/wuMDBzhke5CABbd+l0qzXpyNu4/vv3zpxCKxcj8eN/bs5L4waQU+gf6+eNjf2TWrFmEIzHuHPwur/y/KKHsZFSdAwDoqqrI+vPzNLQ2MDl/Mue/fT53VN9BbUotF75zIaUJpfxs5s/o9/YfG8F8qAxy5sCyR2kuKkJXVY1v1y6UaWnkrVsLQP3+m1DviVJ4zRMcLI4n9s168QV0lZV/38VZdw9MvxGMyX/ffhKJ5P8EKbg8eae6Tzwq6AXvIEwMx3+7esDnjL8WDRIbaWNwQEvneDnBaAKZxnGMegF1USGa4mKUJyihEQ0EObh9H3s27qGnux+dz4NDJZBm1pBkM2Az6dBVlKOrrkb+qdHNoC9M5wEnw90enIEQnYEQkfEQJrWCqpoUSiZbaN+zg8GONnRmCzlTq0jIyEIQBEKBCDs2HGTfxo1MOHvRywLYHWPoEyJoyUcjTiOqVhJW+5FpnNiy3CRnZ2GzzqRjwsnGIxvxhDykGdOYnzGfZH0y0aiPoeHVeD1NyGU6EjSlGD0BhIFGCE8AAqgM+NTZtPfZGY+mkFboIHOyjUAswLaeLXQc3IupX8A8oUEVURFTgMmkwJoeREydQKkzYrZMw2QsRy4/Pov9J/oCIdaNumn3BdHjo1reTEq0BYEI0aiVoaEE/D4DdnsCxcXFx9XPPJH+cT/b2520DHgRRZFks4apmVZKUkyfmwVXIpGcPGnN5b8BMRbDI1NiOLIN/3g3sg1DRAQttYuNXNcWZOZojGcb++GMdA5PBAHw7R2kkyYAuvv/H9OXXUR+zUwAjE1j1BTa8GVnEuocwzbbxv6ZRq4+0M4TKxp5eizEdy+ajBBMRV03wlZjDRfF3Kx84xBJt0yle+NCMk9bx8P9Xu7P+i7Xd78LwOW7mgkq4xn7DswsYa3Tww8PHSEQi9+kUAoCs/RqtngD7Pf4CEajpCSnMGvWLKZMmUJ9fT2naR/m9Use4MJX2gCQWyxk/Tk+DfX1F1/nTfmbLJ61mBvX3AhAqj4Vq9qKN+Rl8YrFHLjmAERC8Syu+16A9CqKL+2nY88ohnnzUBfER1cjEQ8jI2shE3TbHgEg46knGfjZPUx6a+Xfd4Ga34VND8Ate8Ce+w9dY4lEIpH8A9SG+M/n/NsrC7hJGWompWkl4Y6/MOq3EYgmEDnUQbT9I2JugSgmBLUGdVER2vJylMnJTJ5Xw+R5NQD4PR4aVv2FzvpWdo3BoFtGcvNG0p94nUStHFOyA8uCeaTOnE5hTTKFNcmEQ1GONI/S3zbOuC/E9roB1n/UjUZtpHzaEgqKtPQ11dO0cT0AiVk5VEwrZc4Z30SMiQx1u2nZdpDhI60cGW9AxgsoFAJqsRh/NBt/g5UhpYeo+V10KQFmFURJmVSNV57Kmq41DEwMYFFbOC39NAryziMancDp3MCg4gBChhKb9QwslunIwgF0I62UaloQnVvwNE/Qt8kHSi01JVNYOO1sRFsuTe7DbOndgmd4FE23jNxGE7ZGG2YljOh3M5y4CbLCKDRqjKYyjIZi1OqUo4F7qkbFVanx0mX+aIwtriRed1URFkUma8coy6pHHmrH5/dTV/cyoVAyVutUJk+eccLSJgApZi3Lpx6r+d0/7mdvt4u1TYOEYzEUMoH8RCPl6Way7XppdFMi+Qo4pSOXgiAogCogA0gCdMDQxz/1oij2nrKTfQWcyru0kdFRHnv5SbIKrWgbneT11bKqNoGfmyPcnGzH/Oo2GnMP827aUjpPK8f7XBOBljH2j26geXw7u2dWsrW/hh23g90+j7du30mNXoF1kZHVnWv5xqTT+XPUwJVyL5oP4pchOD2B3LoxDDFwB3vo06Syt6YA6/J8Vh3czdf7j02HuXlDPBjzWlT8uWIp8Nlssfe19/PDSSkM/mEfPw1uZGd2MX1WBwD9p5UjfLx2Yu3ateRW1HL6Y49xmX4DtygXY11+Pqr0NHp7e3niiSeOHvO99Pco8ynYafJQYCug2F5Mm6uNeRnzmK7LYIqzB994N7qtDwMgzvwOwuKfMfTgQyT+1+3s2nUh7sG9CAGIWSH1myqKGhs4OLn07y9f8vtKGG2LJ1G44UOIRcHg+PsvtEQi+UqSRi5P3j9r5FIURfwRPwqZApX8byhHMtYJ9S/jHAgw6E5EyQR2nROTVY44PkZ4eIywX01UlkBUnUBqZAAAIABJREFUnYI6vxh1cXE826xMhiiKeDweBgcHGTzYSk97L57+UZQ9veg9LmRA0GRjZPI0/CVT0Bm0JOhVyL0RQoMBFMEY/okw474wolLAlm/mtOkp6H3D9B5swjsaX+piSUohrWgytrR0/J4wPU1O+tq6cY++h8/VTiwkQybPZ0xfiiIWIc0zgSD3E1FNIGgVmFNUJJQUc1jjotV9CKVcSXVSNVXJVSgEkdHRrbhcdYhE0evysNlmo9Ecy10QdLno2VJHtLcJm7ofW5ISuVwGCjUj5lQ2iV52u8foGYkxNZjH7LACSyAAYoyYIoSQFCaW5UZuiI9TaLTpGA1F6PUFKBTHpr+KosjBiQDrnG7GIlGUgsBUPZTIu/AM7WBw8BCRSAS9IZGc7HkkJFShVJ54neb/FonGaB30sv+Ii06nDxERtVxGSaqJ8nQLKWaNVPJEIvkH/MtHLgVBOB34NrAA0HNsscSniYIgNAGvAn8QRXH0VJz730XU6eTe4sWs3fV1Xp84h5pz8vl5aBiAvvdXUlP5JnnaLham5LFqnx3P8DALRRlyuYy0mQM83B+/+9rQeCvFRQ8hikbUk8woK0wcFnYCp1M3vgK0CxHlApFCM6q9To6IIj/P9zPUcpiHSeWB9x/l5+c9wG5FMioGCCGnY9Mi2shiN+V0uDKZJQ7zw2nxEVK/vxdPQwe/8xp4td/Jyh4PNr2bc/dv4ZnZ5xGQC9TvH6C8IhmZTMbmzZvRaDREJ4rZa64h6ZY5AAwODn4msBRFWGRahOKIgmU505i+sIaFry3krhl3cc+2e3gnloxYciHn9KxgHfCn0kVc54t/XmI0gn/fPgLb96GKCSSvymV4VjsFdTsR5HIsl12K8/EnSLj5pqPnC3V2osrO/vwLdNnLoDHDAwXwq5z4c987FF//I5FIJJJTwhvy8lTDU8CxMlwCAhqFhkgsQjgWJhKLkG3KZmHmQiway/EHsWbDvDuxR4LY29Yjdm5l0OVgr7OCsCYVZbZAumMUh64fmbOF6NAqoquew+uFsCyViDwFVXYuGcVF5J6xCNnHdZaj0SgjIyMMDQ3hamggf8sWVJteIRqN4jUn4Jy9EKbWEJLrGR7yM9AbJhoMM7x/mCN7hxGUMhSJaeRMrmBqjgV71ENfazONG9eBKKIzWyiqKcGR+WNG+/10NnUxNvw+qv6VRHwC46QzkjiFifRachUhUkY6GF6zDUIy8kUBuVxNl6aDXco2YqYoZpuewvTTKcrIQ6kcZGj4fYLBAQRBidFQhNlSRd5Zi4BFOHu97No9RDQSY1KpkSTjIMtHWlmOB5/Jy/rAWt7yjuKVW8jUzmF29mxSh3sJ1A0ghkUEuUDEBq7MgzhtW4kJPgAEQYZWl02aoYhvpOcjl6sJxWLsc/t4czyHcXUmiiyBCoMWW3CQgy3rCDe8g14vw2q1YjCkYTKWYTRORi4/voSK4uNAsiT1WDAaCEdp6nezunGAAXeQT2JLs1ZJtl1Hll1Pll2HTiVN3pNI/hlOauRSEIQS4EmgFtgBfABsALqAEcAP2IFEoBKYD5wDKIF7gV+Lohg7ifb/S53Ku7Tjb71FoSmL1k1n8pfQT/nOwloMcoE3M2WseOZ1iou3YbYMcPOH9x3dZxUG9lrvYI98GW+MlAMQWJQKAlzQEOQPt9ayc+c53Oy9EW2rk7bsMjQfDRBN0XJf2U/479U/QlTJuGNIzZX3ZVJxfwu5E+0s/+ZZvDYwjEt0Miik0pfjR5Y+De518GrBI5xhace89KcE+zxsPjgFu3wRS2I3A3DpGFj2x0c5+5LLWDqsplN2mKySLCZNmsSePXto7+xmrWEO/U4/NWkmUmPd2NztRKPxEiydUSsfhfP4mqGeWCRERaqaWakTuGd9E5NaQf3mWaSM+lAX3sv5+x88+nk8LDo47Zq1tBTHb7K4z42QV34XlmXL2bX/YsqnPkZ7x+/RabIJLP0D9huuJ/G730WMRDhYWkb+tq0orNYvvlCPzoCh+FRkznsUpl5x0tdeIpH860kjlyfvVPSJI74R7q+7H6PKiF6px6A0YFabSdAmkKBNIFGXiEllYtA3yNqutXhCHuakz2F68vQvHqGKBKF7G/TUEfb5GHCa6XclEFUngM4OajMmrQuHrBVjqBVFYJyYa5SgW0FYTCIqS0CekICmqBhNUSHyT2V0F0UR7969DD33PMFDhwgj4istxTdzJgqLBZ3aSlc3tI8GcXsiqMMioXCUCUFETNRgS9NTnWOn0CQS7m9nqKOdWDSCSqMlOa8AS3IWQ0dc9Hevwtt7gInBKDExiWFzFl5HNrKENMoz7ZRpe4j0foh7pJmAR447qMbpMzIYthIVbAgaDSa9nQStHaNMJCoOoNCM8f/ZO++4S6r6/r/PmXr7vU/fp21jKyxLF0GiQVARkCQGjRoDlp8lxsSGSYyJJZrEaBKjUZPYMImiFIMBRRQEpMkuyxbYvvvs7rNP77dPO+f8/rgPK8SaQIrkeb9e8zp3Zs69Z+6dM3PPZ863uJmIXKmdjq6TKbadxMi+BSaOlCl0pll7Tjd+xjnxG86Pb+e2Azfz2Pg+3MDwLNPNWR1tlLId1BfSVMqCKHbBcbFTKfyOHpyeLFFulIY5iDYRALadJ5tdRza7HuF08Wgt4MGFGguJwgKWq4jS5Ah2cwzLHiGXWyCTdnA9l1RqgHxuE9nsOqT8OWayFyk3Yo7O1jk6W2d4tkEzbo05DJD1bFZ2tETnivbMUkqUJf7P8z85c/kIcCtwljHmkZ9QZ2Jx2QVcK4RIA68F/mhx/0ee4jE8I1DlMqfrKrbWOLJlTlJThnd+6538xvI8HZ2HmR5+cpTTYTTbd2/i672nclmuyncbOaLxJqWch6cNBw9/nHJtH2OmH/+oxF8MnvM8Z4R1/jJeePEKbts2BlPwtb/Yx9XH/4WhzApu+dw3uWjs+0TnZfnsKb/HnabKBcks9Tdex77PbmGPhj9YM8/M5x/DXAyf3dvGpV2j3F3qY2s8yi9LyfHOlayceJSzgufjWh2MTE/z2Yfn+Pw7fpV3fP4GxmebvOykTpxDC3yZIlf7rZv8ptPP4toHWwOEOxsDnO8c5abjWb6ku/jBjikOnpNH2prJLp9vlx/j/N7zed2m1/GOu9/B8/Zto37PX1J7bQFr2zzBi7O0P+/VAKxeew2V6m6UqjM1egPiY33w7i/Q9c53su+UTQCMvf+PENc8m4H+V//kE/XbD8LcUGugcuyBp7UPLLHEEkv8XyclBZcUBZV4mqYaIwhjpssRQ0lCNYmpxhGB1iQKsCQGyZbRu6mrmDa/jTVtG8i5OazFKKcGg3iCMZVVSGMVc9j9NhlVZ2Vcpr+5g1JjAeIslUqKo+EKKkk3OpUjlS6TjQ6RCo+R1IaIf/AAs3fn0LqEY6dxLIPd3YO3aiWD7/lD7M5OdKXC3Je/TP2GG9BhhCqVsE/dRGn5cmKRojoCRC5uPk3ipZgcavLwo4e5zTLUiw6dnafRX/LZ1OkTxVMcfOhumrUqkjztvRex6qwOksZRKqN7WJjeRuV4wsiWNDvDHGW7H5V7KWv6l3Pmqjz9uRGi8CF0fTeiWqU5bxgpW2whREkXO+yiO15Nn86xMHGYRvkRVCyQ0qN2uMj+LUcAl2Wr2jjprC7a+87mlQPnAjBRn+DWw7dz8/HDxHNNzrTz/No6j341gV6oEM5WCA9XiQ54JPZKbL8bOzeAl+pFujZJZpbpzN2EqRGKUnOJkKRTy/HT6zhi+njQW8N8sgq0ZiAJWFaeRY6VgVks+9tkM18lk/HxPI9UapBc/hSymbU/UXAW0g6b00U2D/zobHcliBmebXBkps5d+6aoR62IwqW0w/pleTb05OjMeUsmtkss8XPwVMXlS40x33x8RQjxh8aYP/9pbzDGNIC/E0L8C7D+Kbb/jKFea7B9IEeFLMee1Ush0vzuvmnC+V8is/G7TO96Cb2Dj/IiIfgNkyaF4LW6THdhMwAWw/Re8AIOTNVZMRExahn+37FOpvk01+z/LJ/kUgB68xXO6d3J2efdyN6bPsS3Nl0MQ3XicppfP/Vq/mZ6iAP2IPuXr+K6A+PcnTvIx+w8YvsbkPXTuGTzUcozG5n5/GPUS3sZ3vVyvjl5PsHqlh/HxXu3ct3ZF9E/P8WvTrSisz7S2Uk4+gP2qLP4zCc+QUoXGdhQQB8s82ViAL4VrucCZ4h/OiaQwHtkjQ/pNjpVnV3JMqKjNq88dC1ruJpj+kqu9w5x39HbufuV2/Asj99dtZEb9vgc+e4QDedFrLr0Yc7u2ESQBHzu0c/xmvVX8oMHz8MWKTrH55nsLbD8da9j+7bfwgf80zdx8Irb4cDtdHddiuv+lJyWbatAJfDpc2HtC6HQ/5PrLrHEEkss8XMzNRnwr//UjhYGIwRKWES2i3EcXMfBdixSlkQISJRCG4U0IRYRs/Y0h1OPoYGM6qEz7dBerFHK1+lO+yzz86zJr6K7uAE/fRJK+Ew2JtlfG2e0Nsp8OI8xBjeeoj08wioNxaBOTil820erPGHDRVTKmNohiANiXJqThzg+Nk75u8fwVEjWDcjYCZnnX4TX14uanye9YyelB3+AiSPstnacX7qAqRUbOPDoJIVY091u8YI13czPWoyM1ZkdanCra5hNCUrF1XS3+WzqL3Jat08yO8rUfB1tbSLfBcsaWbKuwnTP0chOMzcxxPhwhR8cETSTPLHTR3f78xls68Vrm6bL2UOnnAWlIVSEwVFGj+7ieFxBWwlSaLpSOU7q7WH56e1YrmT8cIZ7byoSNS38XEy2ZON6ec7p28yvnHYZcT7ie8P38SdDu1loxAxk1/CqFz6XM/tXYpp1ol2PkBx6GDV/N8nCFMoGYw9g22txxAbsVD+2nUWnm0TFcUrp7/Mi2cqfLewMM95qdngrmOocQABFKeiPmhTmp0nGFoBZLOtbpDNfIZPx8H0fz+sim1lHJrsW12n/qcIw7zuc0lfglL7Ck7bP1SP2TVS4ddc4U9VWMEVbCtZ0Zzmlr8DKpSBCSyzxIzwlcflEYbnIh4UQ88aYv/9x9UXryn6VMeZfjDELwA+eSvvPJOajkPeNPMBN3su5od7kxlPXULqrzoS9gfS4gz15BsfmT6XTOJxE64lsXVoMZVZRyoYUowZ7HYO/Z4HCihSNNT77RGsme1v4S3xwcAd/P9zP3e+8jCA8GRpzFJIKz6lv51V//DK+/Kc7ODTqcmdmOQAnY/HmTC8vOOwyNPII62vvPnGsj3kPsR6Yr3fywflWPkn/znF+r1SnDDy8bC+37m3jrHAZv35eig0PNdns2CDhn8KzAXjR5CFuTDrJiYBLRcRXdZ6bos0wBh/CPvGc+eFkgAE9zXHZyZQ1QHt5lrtqPudf/NvsXfh9PMtj774/oq12Bx/LvoW9c+u4yt5KZfQ09Nyz8G/s5pXRO7j5ytvpAZRqYARoHfLY6Z+GMpTe/SuMyXUIvZ3u3pfQaAz9dHEJYNmQWwa7rocL3vF0dYMlllhiif/TdDgJV4U7EMaA1giVIBIF2qARaK2RRiGEQQCebeE7Fr4jsd0UIttN3N3LVqvM9vokUw2H4dENjKgeQm2oiSqp9J0U81+jt73GhrYSq3MdbCitJ5PdTCZ9EradIVQho9VRJpvT7GnOshAuEKiAIAlIdB5L9ZAJaqTDKoXaLD0Lt7OyPAWxRZRkmDKDTB5dTbJvBB1JSPLI0kZcJyAVVyhc/zXcyjzrLQuTThGvWMvo1BlUZIls0aVvrUM+1cb8lGR6RjE7XOHeQ2Vu9CCbd+nMruGMTUXOX9NBSmpmho8ys/cI1rZl9CQWbbkY92yfbK+iXD3GkUP3cGSsSlyLETJDKVuks62Ttp5+LN+ix55nQzRCFMbo2NCMLEZn4b6hMeaTCtIkOI7CdwS99RUEM11krDHE6DxTO6EZFchLmyusXvxCxIwzx+fv/Tx/phv4rs+mvgEueN45rGt7NW2ySDRSIx46jp7bgW7eAc1jKKeBmcvDsVX4Zg0yvR4ntQy7LU2hbZJl/v1EehYwhDrNhL+JXd2rqXcOYACtNY1GnVq5jploUmSOLrGTntRdlPyQvO/hWZJcahml7HpyuXU4zk93hWnLuJy3uoPzVnec2BYrzcHJGtuOznPTthG0ASlgZUeGk3sLrOnO4lhLaVKW+L/L0x0t9gvAbwGvNsZc9+/2vRx4H7DOGPOTs/L+AvF0+lze94lPMJars+dYyOeecxlfnh5n9c4nm248hwoS+D4tx/U3p2o82tRc6e1gqH+AfHoD58QWd07PsXLwVr5TfBnvVe/kTx58H3tfLeArL4PuU+CFH4Zd1zO26yDX9Z3GS2Zu4ztHPoErYK+leGG8jb2lM/g4MRd7Lo+GMTfSyvM1yRxdlLiBiE/QeorXjmAWwz1k+fjgfVwj/pZvWzfzgiHFuSs0Jx1tsH55nm9PViFomb9e7W9lVOV56Wuv5Ibv/oDjQx4HsLhIznCmnCdGMRxkudHuZ5ma4czUJLdGJ/Ob3jbujE9iXBe4+03HGBx8E1u2vphlva/kuZ9qx0bR68zzPuurPCvJk7W/DUA1uZy0ewuWhoXcHzPc/3GmOz38HYLvVn4TgFfbayleehIT936Xjb/zHsTPehqZRPChTnj3EUj/GDEaVMBfDDLwqXPhJZ+AgXP+M91jiSWW+C9myefyqfN0/CdGQZNDWx9ESIkQEsf1UElCtVpmbmaWhUqFZhSjjEEbKGuXeZFhTqdwiOjRUww0RhgMJijFIU4UUw6azEiIbRdj+ejEZj7dxv5MO0czJRoIUt407dkpctkypZzPQKFIX7ad1e2n0VE4lVRqBVL+nM/jowaMbIXjD0FYRauIONdD3SqyMN2kMtWgUrYJaxIdxqhaiFkIcCuzeI0Z7GYFJW1q2Q5qXSWqfZrysiKJ6cBUCzSSFHVlM+1q5lxJumQz2J7izOXtPHtlH325NqKjZeYfPkZ9bp6yNUMz2wQBQoJVsJjQAZPNGqK5QKq5gB8EeFIszu4ZhKVxMiF2poaX17gZiSV70HE/8zXNTDNmOlQ0prIw1wluhOoeJ5eLaAvzpMoe1HwsrUi0YjgRHPbmmMsdpehP0ykVtvbojossd5az3F9Jpx5EximkVUdah5D+HrQaQcUeqt5LogYg3YWV7cft6SLKjVFzd2GcCNsuUCqdQy63CSFsGlpTSRRzQcTwzCzHZmaZrNWpG4MRZUreNB3uJCnZBCEwRhBb7YR2D4Hdg+X1knXzFGyLvG09qSzYFulF8VhXmpk4YTKI2TNZYfd4hWPTdWLVGltnfJv+zgwrOzN0F308KbGFOLFYgsWytdhPWH98vyUEjhBkLEnGkkumuUv8t/A/Hi32CbwOsGj5VlaMMd8UQvwa8H7gZKAKfPhpbvMZwZglKMyNA210pVM0yyPMrryX9iOXU7Vq5FTLD/NyWo71rzsnRbwn5I3AqRvP5oqB9fTdcoyG0XyEkIdnLwbmuX7FX9GWCWDthfDij8G33gX/dAVc8C504xVkmpOk5l/CFUX4xkLM6sTiX37pQj492MfvnNbBSR++g/vI81bqtK/KcceQTes0tnijFdItJrhB9LFghnj+8ut5QPRx7DBU23+XjmN/wFGydB+rkkVRA4puwJ0bzuW3Hz3Gew4coD/Tzhdw2CUV7eYArz//uUhj+Ob3G5wx8EccmL7wRHv/Ep5JyoQ4tuDw0F9x7pHzuNC6kgc/1RJ3vkgYjju4not4wJ7n9eZRlolRhH0HloaJ8NOoqJP1lQzLL7+GRmOGtdkyB2oeKrqJ4PrfJF41zUN33MmG557NX2/7az5w3geedK4SbfjeXIULMi43nv5eXj3xKKx6bmunViAXn538xQBc/rdw5tUQlGHmYEtczh0BN9NKb/Kekae/My2xxBJL/IJitKEyPY1l20jLIoki4jDAGIMP9OR/mOLCdl3ShSJCSnScEEcBUaOLoJlnIjmFh0Ob0cBiITJ06Bn6xASr5DiuXccLj9I7ux89DE0jqRvBWCbFsWKG/QWL290KtpzBtXaQchr4LqRSDt35DCuL/WzsPINTe55HNj3wo4N9N936T1j8X5BxgDf2CN7wg7SlyrDSht7TYfA8yLQDoJt1aqMjlEemqE3NUz0yQTxSwcw18fYa2h8zwCyWnMLRDSRNlGVRs3PMO3lqlsOwZXHYbuJ4s5hcSC2dw+RTnOSvYkO8ku5igY6T+wgzIT2TEyxMjFGL5qjaCeNJk2ONGJPKI/Pt9C7rYkVHhnYrJJifoXJkkmZjlCA4hjYhWQnLOtrIbpB4+RGUNixMBzRqITFVkrxLUHJppD1qGQdMjvWVQczMesqzNo2mICFhujjGQnof99g7WbDmwNegJVbk0DlXYkV9Nf1BP21JmpxVJ6W2Ysc3kcxbiKiDTNiFsvNoz2Y+tZuZ0hZMZ4JsU+RKG1iVPZmNqwYQq5efOD2PR/0dGRlhbm4OYwzpdIre3jSFQkIUT1Bt7KLZqBEqTWgMVW2Ylm1U7QHm5SALtGOEIGtZdLo2Ha7N5mUFnr+8nU7XIWW1UtqM10J2jZXZPVHl/v2zaAMa0MZgSUEu45DLeBQyDum0g2VLLFsiJChAGUiMITaGhtLUlebfTwoJIZ60LWVJPClxpcCTAldIvMdfy8dft/a7iyJWCpC0SrH4mRJIW5Kibf3CC1pjDEo1SJIycbxAHC9gjEIICyFshFwsxRNKYyGEhbQchHCw7TyW5f1Pf5VfCJ6SuBRCeMaY8PF1Y4wRQlxNq2/eIIQ4CGwCFoAPAh83xpSfSpvPVI67KZ49fxuxvZH+wbcQ71LMrrqFse77OXfZjQx9+xA0oa8Xdg3vY04P8P62Dk6pNQj2aJZ1C8K1JdL1mFfh863xOa5QNhXP4d2/sejaqpMT7cX334Ql1nPZSM+JbZ6AjSmL42VN/ZFJyt8c4vEp5gMoymH0pA7joNjaUeHU8hSzYRtbhcfZxy/hZjXFl0bn+Z2XvZ+F621STkQzTvEuUryfJm9OhqjuVsQNl6Ch2dlZYFtmhjPrOeAsrvrS+9m98dnAc+hPvZn59HeYbK440e6Z9jDKdDJFNwD3NU9GMst59hHWjW6ha4XNR5ovpTup0JPr5HWpL/Ox8ot5pX8T6WAQDATqOeRueS/18B/xowmQY3xFbuLd9hcZHR6h//BLmThjnK8f/Dp/cu6fYC0Kxpko4YpHDnK4GfKme27m1k3n0bjzn3ljvg9UCJ85DzZeAStaKVa45fdg08tafplbP9caUHzm2fDSz0NUheNbYeDsp7czLbHEEkv8glIuNzl81y6Qi7M5i6UnBb4QuLk8flcn2e5ucm1tqHyWRMXEYQMrbGDZKSyngRs2WJaFs0zLWgbTRhJnqdR6Ga8EzIYJtZyPXwxocxr0OnU2Nmcozs9hTwSQSBbwmVI206Kdec9nzrUpewnbMqPckd/DfPbvMcKAEEhLkrIztHld9KVW0Gl3kpd58laenJVDCgmcBhJQMbm9Q5Qeeh9OUgdAC0ngdRJ67QReO+HmbvQZK3GF4PHwNMl8SHC4QjRTxSmXcZIauSQhrRvEsYtSFkHiETRWwIyh0xgsHeMlh5iKHqKezDOXKZHKdGBME1nfQ8auU2rvZHVXD+mOHvCalBtHmXh4J8cWFtjbCDFJjNQKiSCfStGR7aIt75BEs1SOjzITBcSRQSUgtIPQaYzyQdk4JqbNDXEyGsu3sNMOgx0WWCkCq5PjzR4mp16ICXJ0GY+UK0g5EZaoEHsTjOSG2dO+g4ozSSLryERD5CLDLH5SI280XeFx2qJx+iqTFCezuLt7EKqPmhynKe+lYRka1jwmvYCbDnHcDqTVg9Qd+DqHQBBNROzaUaFWq6G1RghBOpMhlyuRzeXIOw7taYHlzWPnh3EytZbgUiBDn7RcTspdTtpegbMoQIQQ9OZ8etf5vGhd94/09TBRTFdDpqohU5WA6akmlUgRxJowUT/2+rD4YXTb7rxPd95rlTmffKo1QmtqQ6Q1oTaEWhMZ88PX2hBpw3ycEC1ui8MQ1ayj6lVUrYaqVVHVCqpWIVKKUCkezzBogKwtaXcc2k/4P0vShQLZtnaypfbFsg1p/RQjRWNAxRA3IG4ulk983YSovrj+hP1PGMdqnRBGFRrNkEYAQSgIYptI+8SPL8pDY2OkRFgOwk4jnDTYGYTtgVQYQjAGg6aVwEIvflMNxqCNxhiFMRFm8X7S0vIt03xpedh2AdvO4TgF0rkM6bxLuuCRzrtkCi5uyv6FF+j/EZ7qzGVFCPEY8DCwdXF5DLiKVk98FfBR4MPGmMpTbOsZTcOq4ycxf73mai4MIlbHU2gZYWenKJ7dw7eOj8DDFS5ZvYzv3P8JLs+fw7nrXsa/hTHZ2hSZbx8FwF1TxNo9Q5cLr8fnQ4cWKL54MYz4OW+AZafB116FqubZvW6C9ft+KC4HcwfJyfWk0x7JvhoA95BnSmguweXG0caJuvGGAq8Yuotvrjqfdz6UZ9IZYlh18KKjl7LSOQjA2de3utdv9N7PF4/9Mu/ty3HfqMM9Ms+l0Ub+/GSYK7bMbb9wcsiZW3LExiCM5qSD29ixfB2nHeink1fwF2ti/nJoms1qFcP08EadY+vRP+Wi4zPc12w93zjj4LcRwN+d9Bb0iM3kfJ6p4Dhv6H0X/eU93JRczassww7/KG5wIS8SN7LPOojwF3hX7h5umV2OZ91LvieDfew4b//6B8GD8z67mZt/83ucvmWMNw90crgZUrAtmuksG+IajzROhcN3wm2Lfql7vtFaVl/Ymq38s2Vw5bVww9UtYQlw0+tQfc/H+vxF8Jat0Ln2Z3cSY2BhGErLf3bdJZZYYolfQDq727jyLz9AHCmCWNGMFI1IUQ4T5sKY2XKF5vQk0fQMav8Q2elxrDjGGKh0dDO36mR/NSb8AAAgAElEQVRk5ypyviCrBAUtKBqBh8Cmla64qw+0imlWpwlrkwT1aSpxxKgYpFoA1VciTudRboaCjOlvHOWc5iHaqyNEtYDp2TTVkS4SNYDwchjbJ4lj6lGZeTdgsrCbx0oB5WJCmDE4vkMx005bbhnFdIm0k6ZrsIu+7Mvoz/bTm+3FR0JlFCpji8uRlsXLE+lwYOUyyA2Q2BuYGjdMjipiMmS7Ougshcjjh4gOHcJEMRhDM9vGHmsljzVyNMsaJwQvVORUzEDpXArCUNMB1dFpakPzOLqCa5rYJqRLNLHcACsVYRUFYaHIkNPJY80U5YaCeQtNDwgLz5b4jiTXDm3FiEJ6nqw1h9QRphmR1BLiuiachEYg0Fog5GEGcgnrSiF+Vw1jJ4TSIhI2Rkt0nEMHBagUIDgNVBopPYydRtkuiVennm3QcCrst3y2mV5iZSGVizQJvqngMUO7qdEfF+hutJNfGMQIi8BSNJ1RaulpAn8WUaiS6oPOdAbXcZHSQyUWYQiNALT20JHCisCqaFDJCbFgORZeZg+pfAphJxijkdJDCMniPCCWdHGcAo7ThuO24XvL8LxuenLt9BWLP1V4xDpmtjnLdGOa+XCeelxnrtFguNzk4aGYhYam3nQIopap7qLuIe0ntLk1OkyFVKOCrAaYMHlyJnohkI7BSoGVMsi0wfENXo/B9iVp2yFt2fiWhS8lrnSJsalqyVysmEgS7CTADWoUKg3S0wGEjZa1gXpcILciNruujedKPM/GsR2McdHGQwsfrV2S2EPFLipyUYmDUi5R7BKHAmUURkvME2WLcLDsHF5K4PoGtwOctIWXS5FP+fiuje+4uJaDRxrXuMgogLACwXEIyy3h+iPugY+v/2wxaBBoHZAkFeKkQhRXCackzZEMlTDNZJQlCLMkOt26AwkbKWyEbJUgT+RhFVLipj38nI+fz+Dkc8hUHvw8wkkjFk2x//3hCgFCiieULdP2fEcK1/+fSanzVFu9k1b+ytOB/0frjATAdlppSoYX99efYjvPeBITA4Iuz6J/f5U1oxcTXHIZk1UPDRyYe5hPhmm+NHQry4Dzn3Ue7kAbk0VF10PzJz4nqEY86CQcpJU+tKCg4LfEpRGSMNmAf9WtxJ/8MF8uncVH39hJ8A/jTKX3U2ys503UCfbOcpFoYwDJ14joN5JwQwn2TpIeFETDMQOP7aYZT3HlXd9guf/ruBzE1Vk0BrvRxgvCh/lO9iwA/viqP2frR+9Bz4fsLEqeu7CRSMDNK7Lkqgv80g9uJxU2+cf8SzljRrFn7ZlsPLCN2dP/huvUxbzikV/mwwdT3O9MslXu4fx4PX9tEt5xoMl9ixd/t6i2rjBjWD+ym9M3ruNz90s+G53M1Ue3AhAmVc65KA9mE2/6/jc4K3oP33errI+OkJ3dSduK53Pr0IWc4j1Apv77XL+3m4l7A+Kaze91vh1K1/CZ49MA1MKIVKPG6n27Wr/7bX/HJ3kD16w6iBq6C3n+2xFrLoL9t0F9Bjb+Cry/DNdeBplO2P11xg+/nQ5nGvfeT2Mu+ghW3mPnbbdxx7Wf4q1//VXcvh+afwEwvR8+/Sx43wL8vE/AxnfBP1wAA+fC625vbXvgk3DeW/+DPXSJJZZY4r+eWlLji3u/+GP3GQxkgAz4q33ybo6C10/BK1Bw8uSm65idBwkf2UqoDdWOTibXbWRn/yB18e8DrKQw5CnKtRSMoCOBNYEhvRCyMDZGZWqM6swQtbDBeKI5lPTQdNdgujpR2XbyKcE6cZSV4V7a4mNIE5EoQT3JUImWE4QZ1OGIZr1OIwxoRgGROkpshmjagiE/Zl8qgFyIyEqsbBY3V0JnU+S7elm9bB2rOp5LZ6abnFtomerpBFGbRlQnscMqvaUqvekaJqwQzMxQOVwhCBVWWpAf8EnnXUzSpLd8nAuCGiqXQuVyyGUDzPavYpfIsW24QjhZZ2W5nZ5EYgvDnAyY8Oaou3NkgphMU5JuuNhzimwQsE4rhFFIYeOYANfU0apJqCKCOCISMWVbUrWh6DZIuQrXFbgeYNsoy8NkfOy0jwaCOUN9LE1kcggnT7ZjNbnOlWQ6i8SJYmquzIyZYyGcIhAj5PyDpL1pUm5EOnFQzRw6LmDinpYZo3SxpNcyl8YQywaTImDIb1D3KkTJAlbcwKsnFBayFJJ+8kkbQqepaEikwFgCYxtwDXEmIsqHkDNoL0JZkIg8rl6GJzJkIx8ZgDlWgbiBMArXssjm2kj5RaSxMGGC1hFahTRUlWoyjVYRSikSHRMbTawVidEoYxBSIoVsiRApcSwHx5UUUoairxhIKURKY0ohSbFGFNaI6hFxYLBUgtAh89pmJGhnMm5jVvcgsxYiL7CEpjvboDffYLBQp5iS2E4J1ynhOG24IoudAM0Gjdo41blxas1ZGnHAfBIQJE3iOMCPEwqxhR17kKQJkgzlpJ1IDWLiHFI72EgcI7GNwNIgdMv0XRqFJVqLbRlsR+N6Cs9JcKwmjt3AEhrPMniug+NkkDKDlM6iumotwhYIRyKcRZHVaKIrk2jTAJlgiNAiJhQRFc8iyeSIvRSJ8NGpEr6/Bt8sx4k6EA33x+tKw4/VmcYYEmUQAiwpEJ7AciGdhfTj75MgfIFxI7QXYVINEneByJklVrMo1TzxeTpWhAsJszOGeN4gxi2sRCFUjNYGKSSOMDhS4FrgCBYfYDgYvw1S7ZDqRKS6EKki6byH6//H78FPB081WuyLAYQQfcBZwJlPKM9brDYIzAkhdtISnduNMdc+lXafiSiTYrs5l5kg5qKHWwLm1lsf4OMTa/hSppe9o8OU4pWsPZ5j46++jBV3eZTZTzO/nc2N0098zt9NznGusKkQcx8xD5OQXbwoRv/wPgDqr2knNC/nfleSsToZu8Thj+5Z4CRCRjEgPK5N1TljwefvvNasYOfBAIDfGa9y79QQD3adyq8M30KzbxXfKH+Fs81K7ki28sLOc1nh+JxS6eB1s9di+rN8YzTia++6mE9+5KNcf+qZfP2hEh/Y5NPWmKK9Msn2Tc9mrK2Pi3cHRLVh1lWex1RphPWlI9w0fRJX3PtRWH8JO3preFadZbu3MFiP0Ke/gqubZSZSBTrd/dTWn8lJtSO8/ZZb2F/zaD/lJGYf0/xrtJmT+2eILYf333U3/3D6KQDspo/13MbF3Mujrktfb8B1Y+vpnRujp28/meZBCqduRDSn+H7pGt50/Kv8/cBv8I9f/xqPtHv0dXWzp+Exnxf8xdjvAHBmcpz+057Hezddytk9Z8OK5zz5RFsO5qI/ZXTbawGYif8MtgBbtgCwc/zfANj/me+w6UO/9uT3bv1cq9zyj/CsN/7YfqR166GC/GCpJWbveB8Aid/+w4v9O+/9HxGX++pNDtRDXtL1oznGllhiiacHIcTltPJIr6NlVfQ2Y8yPjbAjhDiXVq7pzcCjwHuNMff8dx3rjyPn5vjdM373p9YxxtBMmtTiGuWwTDksMxVMc8itUNlsqGzItFKKzE5S3LOT1d+eQyoDAuq9JZINK7GXD5Bx80iZJhQ+c9LnsOWykPIQvQMIMXhiTCmEICsFHQvziLExzNgojalZHmskPBi0kejSiTGp7wkKXkLBrZJtq5HqiMiKiC7LkElnSad9cp6LwmehbrF3MmakHBFPNDBqgS4zRDp6kDmlmVM/HOlaCAyCyJEkviT2JUlGo7IQZm3CjEOSdjA5Gy0cwmaBaCGLp2yWOTHdnSGluEa2WUFONZDHApaHESs1RMahbmWp5dqYyPQy4w9imi5OqKn7CeWUoiYWmHYazMuImhVhiQhfN8kpRS6BvBK4ysdWORyVwtM2KePSVFm8JI0fg6eaOGGFjJonFc+SisYQWmGUQicJRilio6hiMSUdImkjEPhKMKAla42LkRkiO0vkdaP8IpafJmUL/KCMHc4SqAphR4OgvUqUCkmkwagMBeNSkDbGuGB8UEWM8dHCB8dQsRKEWUBohRBllJyjqcvU6wGinMMbzuORxhNZ0iJDGoXDcRxhECiUjklEA9uE+CLGIkFJSGQTV5RxRQ1LxAgRt9LsLJpbKmKM1mBAGIlEIoQGowCNNpAoSawtYuWhTB5jCgiRQ5JDiixpkUWQR2BAtjK7aiPoxGWlUcSmSUST2EBsBLExKGmIpc2IKHJMSAQGX06SsY5j2wZjWSAlStgg02iZxwgLoy1cZWMZF20cGtLC2A7GthCWATfGkU2MUyexatRo0hQxgUyIpGpdT0YiTGt2Da0gMZimRgegmwYtFElW0ciHNFMhDbtBXQQkRixGjJbY2sNNUuSbRQqVIoU4Tyb2ycQp0slKUsrF1Ta2kdjGwTGCjKngMoeSsyDnMWKYBWsLwmoinTqWbGLTEkaWkYgkhVEeRqVIVJ5E50hEhkSkSUgRizzK6iAUObQEHIFwI4RfRbh1sBpIaw7QSC0QWmAlHjJKI6M0Jm4DlSFRWWLhEUpBzZHUUhbVlKCSFSykNE03RukqOqoRBzV0VMfEATIx2BqEARlUkfNzSLMXTwX4qsFFyflcfN6V/xW36Z/J0zJfaowZBUaBbzy+TQgxQEtkPlFwPoeWlr/26Wj3mYIxBknAFtayXD/BRv3wYcis4aovbGFdrYsef4AVcgP/dvfnWFF8PQCvr5z2pM/KGsFr8diB4g9ocjoW/3Ddo7zaTZ2ok/niLG/F4dR7DzN2T8iyV69nb0OydzHnJMB3mjD5hPVibJgWcObNf8n3znolAOdc+FpSZw5yz0ffT0VMcPeK14OBvWj6/ZPoqdwGw02+9IPPMX1sB87+bbz84A4ee3GGXynnedGWQ4yN+3z0NR/Av2uCZXmbO89Zz9V31pnr+C1unLiCTduG+dwFv8ZLvnMtd3a9ibft/j73njrIRfdv5734pKZvYM2qZ9MV93G/O4I7cAaVsRTHrVkuPzTLzo7nsH0G1kyOIjKDXBadif/ILrbm83xXDvHiqIepC/6Atw3dxMzEt7hMX8YXvD4+YA2TadboHNwDQC6p8Zbj1xFMKeTQHmg/m3XXfYXBpmTh4x/mofkpigvHuXz4cvaW9zJ32hyJTrBEyxG+FtX41I5P8fuv/lfUbBPDENtXDJEb8ViVdGEtetWkrCyX9kliezfJt4aRF70VaZpwz0dg62fhko/Cbdf8RHF54MABvvrVr3IV/aw8ci8c/h5m/WV8/F/LnFr6Ji9oG25V/PgmeNuj/8ke+5/joq37SQy8uGMz9n9xXrCHFmo8q5j92RWXWOIZhBDiUuDrwNuAO2gF0/u+EGKTMWbs39U9A/ge8FfA64HfBr4thDjPGLP9v/XAn0DYqLPlGzc+foxA6z9SCIHteripNF46jeuncFNpfNvC0w6duh2jiy3/KG0wWmPyGnOGhjNAWBYCMOPjRLsPktxxP4mJiTyLysoumivbcD1NKqrSiJtolaC1QiuF0pr5RX+12ECSAzfnkSFF1vhkSJMnjaUsJio2oxXJ7qaBRCFMSEbE5AnI1CMkMYYEZTRaGrTlIfI+5As0dB8T0clECYDB8RRuTiPckFgECFviaYMfx3iNiGzdkJlUtA0rnCjBUgoPTdYoMszhqHEgQSmDTmTLi0yAsi0SJ4OxshghsaWhJAN6xFFOEfvwZYREgxGIxSkbrV20TqOSNEal0IlPolxCY1O2LKYyDjMZQd1tEFh1ykIxbilCKya0Y+K0wmBhsDHCoTXV1AtSYASwaNa3qOYRSDAWGo0T1emqVSnWI1J6Bt9MkHMCCn4D2wuIpCE0rVQ1j089WQlkqgbHGHyl8WONqwW2BstYrRk1Cba0kMIQ24LIETRdhwVRokwHdTNIziphhOTxg7PdGtI/SiM9S+zP0pSKRBmsWOCFgkKYYCJNHFiEoWAucKg2cixE3dSVR6RtWp6TEi0NygJlGbQwKNugrQQlNYlUaEuREgl5JyQnY7IyIiNDUtYYWjrEukSYFEmSEnHSTqxTJMYn1ili4yBMjDQxtomwTAg6QJuYOi5N41M2DlXhkAgBJiLGooFHbGJsErLE5E2IbxIcE+OYGMs0QURoGaPtCO1ptN3yGdbaxSgXox2MsUBYGCFa0XilQEmNEYKWdyM4JsHVMa5W+AbSaLJoMkZhlSXyuAAjCIVFVfpULE1NKiKhMTSBBjBLgsUCFjPYxMJCCYERhsSCyBWEriZ0DcpKSGRIImO0SNBCoaVGS4USuhVNGYlphTbCElUcUcWTmpxMyAiNLzSu0LgSLFoPBYwxrWvLQKIFsRYERhAaSTOWxEIS4RKqLLHKooyPtF0c4WAbgYPA1gILiWUksi6xaxKJQBiBEboV3AlDgkEbRWIMmFaUY6NpifVFASuMQBjJKVsP/nCa77+Z/zJjXGPMceA4cPPj24QQg7RE5hJPwMQx0krj6CYLtW4gYa55J6fuPsi6U05mf3qA/dm1eLo1v/2S4utJNuY5um8/y3UndSRFJHcQ81uLIuXPBju4fHiSt63u5qrDY1xJHtk9wuh0gx69hgNo0AWOoHnkq/8MtIL+POT9Nr/W/BijMs1OT/GGssc/FkJOH7qPg6ufQz5u4KkIgNdk7uXQWX/DFzYoVu198ncatzVX9V7DzqbiuQ/dRRhsALbzvFPP5eH7n0UmN0IzOA+4nt+67otcv+wSRhuS4x0e+e4HGZg8lYHvZzFsQCD4zRdcAwZmul4K3Msd55/OFfPH+cbaFcA4ffV5cEscm65QX9vyI1XSYnPtPvazmXkrzZvn+wFYp/o4Wt8BwJcLffQ9MMX5xcu5OfUFnMShe+YUPs0pFKiQp8Yl+jCvGbuZzniBPwn285dnn40wmneddxlf+sa1tL3tbXzmHe9l3zkv5K3fu4kN5Q0cWjjE7Udv58LBC5lpzPC1vdcxWh/j7QNvYepvt/Ot/E6mG2USO+Hzbd9kIMrw2rmXMh0cpz29ixsPZig230xqcifZs0bwH/hE64d91hvgtmsYntzJYPfm1jat4c/74T2j3HLLLbyQuylnTyL5t7cxzCD/tG8NWWs7D2zZyunJP9M5eDqMbUff9EbMFZ/Csp/+24Axhq+Mz/Gq3vYT2xIDL+spUVOK4s8b0v8/wZFGyMt3HuboczejjUH+L3Ci/9Sbvscb/va5ON4zIgvTEv97eT9wkzHmUwBCiNcA48AbFvc9kfcAu4wxf7xY9x3AC4HfA67+7zncH8VLZ7jgFVf9yHZjDEkYEjYbRM0m4WyVeKKOXggRTVrXuaSVJVlIhLAAccKDwJjWbBFmAL+zH9PRGuJq1aRz8ih612FMVEdYEqu3F2fzqdiDAzhpDyvlYrsu0rKQtg2WoKYalOMKC3Fr5nQumCNIAgYw9JoEbTTaaCxcKg2LiQU4PB/TrCucJpRihw7t0KZcssbBEx6OtHGyFtK08nlOKMmBhkulJpECBp2QlW6IZ0t03qLW3mTOalCVdWqiSp06VqRw6wleLcYONY6wSQmPdCpPsdhNW7abvN2NVDnihiKREU0RUMtWyHWVsXpCREq1fOScLhzaSKISzbIinplHz45iypOYRhkRhdhRQF8csiKuYyuFiGMI4pYJaBK1RBNgLNDSInEdIscjlg4RDomxMUiMEWA0LgECjTRm0VuxJTACnaJhdVIXOZo6Tz1wWKjHaF1HozGiJQqMSKNlES0LSJFftJVUGBljRIQhwogmWlaJTRWlKiTUEWgyBBRNQNFqUJSjlMRhpK0RKBIhmZY+U6aNcqObpLwGKzmrpdYBKQxSwKgwGEthvDrk6kg7RNoxxooxVgOsBGMlKKEIMLRkvE1GW7QlNqmGhVVLkwQ9xFEnYZKnHuVYMA4xklhBbHTLz083iEyrVCbEYh7bJNgkuCRYKOSi5G6JE4EWBksopG7VK5K00qHILMIqErtFAq9Exc1QdnJM2z6BtAiFXIy4yg+dOhcn1qU2GFrxMlwC0gRkTZ2cqZExdRyTYBm9eB2CwsIYi4r0adppQhyawtA6OxrVUmzQmottiT1jI41EKAux+JsL3WrTEQmeifCISZuAjGmS1gGuirBVgtAaR4WkTYgvLBwSbBS2BY4Hvq+xM6AcqElBRUgCLBIkyjgo4yGUg1AuaAd0qzTaBvP/2XvveMmKOv3/XVUndL5x7p2ch2EYZoYhDznJKiioKKCoICbUNa7rmnUx7Ip514BfDAiIRDEgmWEGhiEzicnDhDt3ws2du0+oqu8fp4egrO5vRf3tfvdzX/Xqfp2u7nPu6XOq66nn+Twf2QJ5Co1DhEeARyQUAskBMX6SLWpRib0QCoOyBscmAFVpizIWaSwySmr5WmOJgUgIjEsix1aCSEpiBVokTK6VBiFt6/oXLZMxS31sx8s/QP8n4891i81Ya+t/umcS1to+kjzM/40XhK5Wsfi4YQ+d41ZD36H4jz3KsFLM8yYxFI5yVLCB0ZVLyZ3+BXwnxzWNKiKzl76qx+dwOQfNMhzOaNWjvG//Ui5J1TlszqXwbLJgbQYm8zv/fqa0xywcHM9a6/DPjJHzpnKApMzS5AP1Mp/IZQDoChsc0/QIsHzauEz5wuVcevPNHLZmGz+dvpfVg6sZYZi5OikwPLW+i77MNJ7xDW/ONHl/4ODEpyAdgZc/lkdHqjjA7tpEOpFc/O2r+NxX1nF+VXBTLqRr/U4mmDqfbW/wxqrHzbmQI5sOUiSrQnUBnYNHM9rzOL/u2InVGmUzTFpbYvbR89jm7AfgVdstd8xMBrMTZJXf1OfTmVrJLUefxRseX/3cub/1yNO4bPmvkKUiV5Hjztb2Qm6MvyuOcZMzk68U5uH4Hfwml2WP2cuc8mlc5HyelVMW8+MzJe+4p8osZyebmM7iRx9n27lnc+WaKwG4d9e9YOE397yFZ6bXGdyUEAL7xg1jx5Ifztnl2QD8PLOS9IwqqaPOpr51F7f1fZuj1du4a9dqjm57K2eVrqUUlFh30Mm89663sO7idXD9BYlDRVRjx6fnUvPezJEL5/Nw6jTue/xq1qjDQMPk2ZPZHEd8z3kr//CmfyD/05P51k17OPjB13D2P/8w+YxU28t2TdeN4R827+bCCZ2Jm1prhjc7k+LgFc+w/9TD/vgH/BnR10wWPy5as5W1q1/PnRc8xeSU9yfe9ZeLAxbxG1bsZdHpU/5mx/H/99i3dTOZtnbaev7QVfF/40+HEGIGiUro6we2WWubQohlwNm8AFwKIVzgtSTy2QN9rRDibuAt/4l9/UeFLGf9V479hdEcGWP7NffgpbO4qRyun8HxMyjXQ7kuwia8Ty6fx53Rizsugyx4/yUnRmssNtSYxnGYRvxci/p20ly3ivC+lWhjUV0T8WcvRHWNT8COAB/owaOHccC4P70zAXQAnSDTDlVXsLsZsa3SYDiOGQka1Gtl3NoQBV0ho0J68j6HdudpK3QQRIb1gwGrR0Oq9RATNslHMd2RZYKO8PEAHykdXC+D46SQKZemayg7DSqizHCpj+bIBkzYwAkTJ8ykgWdcfJMmIwp0mHG4skComjTUCDU1TFlGlFVEVRqqsovIdpExgmysyGhFRru4RoA0iSOuVQjXReAgbAL0DRoZRjj1Ol5UxgtL+NFo0oIiUocYrTBCJhJMKdECjJIYJ8LKEtqpEjkDGClxtMEIgRYKgwQkylqUeRZa7LXAImwymU8JQ0ZaMkrhKg+t8oSyQCzGJ8agBrQVaCOomoBaXEPoOpgGnq3Ska7Sk49xM33g9xG5LlpJrBTJpF4KQqkoixwV20a90U3DpKnpNJH2sLHEGoXVChFLXBvj2BCXGGNiRkyI0CGYJtY2sXoX6BAVN3FNRNZqfBuTMnELoAiQSdkSKyVCJpxbQsG1OGebnPmsDUibkJSNXnSvWAsxghhJ3CqTEnmS2BPErkC4LaBvbetyEWCTxQ5XGhyHBNgISSwcGiJFTaSokqFBmtCkMMIhsopAShrKEqgIrQIiVSOSA8TS4FiXtPZI6xSezYBI4eKgjMIxCtdKlE3uPSsS0xrtG2Jl0dJByxQaiKylBknurBDERhALQWQVsZXERraktQJpLdIYpImRlTi5ACyAxAiXWKYw0gUs1sQ4UYgXNcjEDTJRk3QckI0D0nFAyiTfUZoQ1wY4REgb48cRsgWskxMuwICxAovECA9ImhDOc6mdByT5PhZhY4yM0DJZmECYxOVWJAsHEgdhHazwaLppmk6WupulOX36/+cx8eWKP5c+2C+EuA74obV2zctxQP8vhh6p4MsNlNM5pqUbDHYOkS7u4scnfQBT2UOQH8fiHWvxGmVut8soexk27htk3bjZVKsuHUQ8ikuDxKJ5mx2jKSK8IGD/6p2cj8e6vOCQ+gC9YohFR1zMzU/v5HUjMWttzMZaAiQ/faRDc5PP1Lb7mNl8Gzrcy9FP/oh/O/PjPDbrRD4tHqa0/mFWnHo2C35+FzJoY8XAZl6xJk8ll4DLrG7gWgg6PcKjx7F06TDnDCVrN9I5FlmFqrDUhKUDy8++ej93ZDu4tO9qyF1Crd/lnSSM3HY3cRp7OqPxYmhK+O4CRdvEbs5/ysWqCKEUhoD1mYPpcmax260hI+jY9gClo9/LuXtr/EyOgumkT7ejH9zDHrdAV3snqcpOLlv+HLHOFePfyYJSsvZhRcyvMwvZOWkmd02dyRQRsmN3D4vrryYv+7l33+m8Y9cgj7/iVUyU1/PjDZ/nu91v5tJPfZVvPrmUs91TcVbdz/5DF/GF/vfCVFjcGl/eNO+TnL7jDATQ3d3N8PAwezN7mVifyMOF/cyYeDqnTjmFZ8Nb2Cz3Ms9u5fHSHI6/9G5OuOH5HM6fPvkd3r7lLph4OADXxucwvfgUrj+XhsgwPOmVuGNFpvVMYNNOOLCENjw8TPq8ayg8+Y9s2q84+9sLoHMmvOdB8PMvyzVdipLv7s1rtrN8rMI/zRjPq7vb+P6uAQA+uhUYbdcAACAASURBVKmP2Fgumtj1sspXdzUS1vKcnnYeefI1AJx055fY/rrLX7Z9/Kkw2vDknbsYP6PA1PldbHhkD+2TPFbcvPV/BLhctnmQBZPa6Mr5nPHN5dz30ZP/rM8L6jWu+fgHKQ8NMPmQQ7ng8/8KwMduXsPX37joD/r3vfNdTPrWN1H5l+da/R8UB2ykt//e9j7g2N/bNokEo71U324hRMpa23z5D/FPh/I9CpOyNMslKsWdBNUxGtUSYRwRaf28VaIA6fvI9g5URzuqUPgPAeYBWa2bSpPKZvEyWdK5POl8gXShQDpfwOtIxqHYxDD3EDh9DlKHBDqgsmsHA2ufJNo4AFjcKVNJL1yAM67npfeHxUQxbghuE3S9SbNSplEp0yhXMGPxc4tOU1oNgCwEOY+m7KJhHYq1gGf7RyhVkjqSVipcz2d8RxtOqpOG6GVPJFnXMEQ6KZ9gtQEd4poIpUNkMySO0+i4gDETWxNaQYwC5eAqheNKrLJomsiogopqZKN95MMa+VqTTCzIaUW7PZD5KZBSgQLjGLQMiGSEtrblhplI+qQVWKWop3LU/SxVP0M5laaeymBFBwnantGqK+ihpEsu0mSbTdKNOrlGlVy9RqZZJtcskQmqODrCC+uJRJMYTwS4NkAKjRA6SUATFiQYkRytkYKmcKnIFBU89lqPZhxg4yqwD6Sins0x0tnBYGcX+zt7KOY6EMZFaYkbghMbvMiQbkZkgoBUFOEGEUIbjEmMXWJtEDokaxLGLm0qpO0AndRxRYzEJsAAaEqfhpum7mepuVlqbp6K107J6yRMZyENKhXheA2EijBCI4nI6jFyZoysKZLTo9jIEsRuwlVal9CmiYyPjl2IXZRRiRzYGqyVCT1nJAKBMgJlFa5JgJtCorTEC8ELNU4cI7QhVmClxUhB7CpiRxEpidEx6ABpoiR30lq0Fq06ni2PWEvyuSg6hMN4HFyr8Ekk3tJojDXQWhxACIyN0LqEQWNaqF+gESYpD6JJVAEGi7FJE60/yQEpd+t/FAopnCRF6UAdz8RWtcVqi6TeZVhHhBWIahgbJ83EyWtIkAqhfKRKIZ00eDlsLg+pbqSbQ6kUDgLPCDwD0hiU0QjHTaZeJilnYmyMsBHaNimqUYadQcacEarOADWnSuQkjP2BY0vyrSWZWJGJHTztJOZIVuBaj1hamo6lqUKMrSHjEZzIoCJD1Zn3Xx6H/9z4c8HlZ0lcYt8jhHgSuBK4wVrb+ONv+994YZSLdVQwg8VxliNWJAu/w+pG8nGDXbleak6KE7Yn9Pasjc8wa/t2XvXar9O+ax9IGCNxg73IW8VtupNqrAhExKseWsG+zAZuOvzdbKpoDk+tY976IcaWf4I3nH4BTtTObTiMY4y3D9/IoasyLM9fx6zffhzxCji0vJpPfOADvPu3j1H1ilzdFeI3T+GW2T/BPewdjN81l+rPbuP0jfuAfVz0mb/n/V9rEOXhvPIOHt/XRnlWDoZeTG5X7CiCLKs8h9VuJ2D55HHPMn7Xt/iK+shz/Z7yNZesv4PfHflaZtYNr8iu4MbydNbNO4LuoSX8+PQ83ZWYBfueYk/vIWwRLjcuOZ3P3jjK0zMqXHbn7eQWvJmp7gammwxLozkA+LOP4sJtgo8dlOeEZ9excfw0Fu5ssGBzH2mb4WDnELzxn+XqypF0De2CqTPpjxtMdZPvprZnM2urFmjn61uuImpPbqO/H76eaxuvRu58hPlFnyOf0myZlEy8f9pzDW8ffBs5dQOn7zgDgMejKWzoH8+/njGZD53wIa78yMeYNO0o1tw7zIZcCZgHDAJz8LM+H7j5+9ANx3ct5Jity/nu2mvo54PMiioE+RPpafSTVg64aR5b+dhz5/G0iePJpF0GNq4gW5jE4489xi9vuw5QTBpfYKd3OLfunU/lX75BRy7FW5ZMpCPej+yaBXP+Dvw/Af7Ke2Hj7YlktxVLRysALB9LHr+6Yz+v7C5Q1MkP6/X7RgE4oi3LMe05YpNIiv4jCWu4u4I1Fn9a4Y8eyjGPJvrsK+dNZdGTMLnjSPrHbmNt5RN8Z9cAPz50xh+8J44iHNd9yc+z1rL0gdlU11/NK99xLH4m6adNIrFz1IsdKFfd28fKW7cx9ZBOnrh9B1Pnd9K3fpRSxzoWH34q1ljEXzjf9C8dl/z0CX741iM4+aBxbBussn5vifkT/3Os9+ZHVnDQsce/CAR89+0XPPfcCIdmpPEdyS1P9fP51xxCPvXi76b+xBMMX3klvf/4jy/PP/Q/Jw7UlSr+3vYqySz+P9sXoB3Y/x/tyFo7/6W2txjNQ/7kkf6REMpF5WaRywuyGEIbEdqI+MCf1UREyWNYp1kfY7S+n+LgdsqySlOGCMfFaW9DdXUhlJMo+LRBxxrdCNHliCgK0FFEHIfEcYg2yYKYEhIHhSMcHKFwULjCSQRuBQCL6l+Fs+ZeRKOZMCmZLKazHdNewIqktIBwHCLf0nQ0eArH83FzHqrDRUpFt9dNr9NDt+ymXbYTRTFhHNAMAoIwIB0EtLdnmDahPZmpt1ochDQrNZpRlTCKCbQmQhC5kkgK6gpqSlCRksAaYqtx0Hg6ItuokGpUkVGMaTFRsXKIHBdpHByTwhUZlNuL42hkBrTSjGRD9rfFDKUDtJGI2OA1LYWGJN0QONrFCoGjLU4cIXWERWNEjNIN8tUROgZ3M7Vep70ZUwhifKNRIsYRiXxTkDiTWEdgHNFSH0q0I9Cug047mHYXKxwaQlKXKYTykDKLoICiAFEGrV3C2KPs+hQzDuWUoOxbyr6k6jot0aXG2jhJKdGGfLnI+IE9dPcPMXnLLtwwQmlDLJxEWCoUoXSpemkqXoaam6LmpNHKSZxhTYRrAnK2hmebGGVpSGgog/YMYdon9HI03RQ1laUms+SJaTNN8jQp2DEmsY9C3KAQBmQqDmmryBpJ2kh8K3GEwghB05EEriRwJE3Vg1EGIRLwlcghK1jGsEJjpQalWzJjTcoEpHWTlAnwbIwixgqb5LwmiAZLIvGMhIPGw5gUxqYxNoOJs6jAQQQpdDVHGLZBnCZy2qilUjSzLq6n8ZXGkbpF0kVgGyCaGGoYE6LjkIap02xUMQ2DqQtM7BJrj4rKUcnkKRYKjOXb0I4CY1ECpBWkrCIjfNLCI2sUWeuTEm4rl5PEadcYZBwQNMsQlvCCEulmkVS9SrbZxIt1AtAAaQEhiTNt6MwETHs7uCmkbcFTqwltk9DUaZgSFcaomyLaDmNCSxwkub5ayKQpQSxapkSOIRSGphfTzAiCtEMz46FTKZTjk9dttOvJZONDSOscaVNA41OzklAkINqiCa0m8mOKNrl2sTHSRon5lIkSEGtNIhNWBiENwtMc0f23K1v357rFfgf4jhDieJKcju8C3xJCXAv8H2vtX9cx5L9pDG3eQbaxG98ueG7bx065jJwpc+7+5dw06QxUS9w+a/vzC81FOYGzvQ2oShG3EZGVYzw2vZ+8OQ3VoQgKGXq3b+FL85/hM/6hfKA4jsnr1rG2ayYFWaPS1Q4jcLf3Za5TCxkt7yN2fkRm8lTe/cSPWHfoeKS9nKP2z2HV4o8QVG7ByR/HeRvaabOHkLch/tomGoHC0rziKqYVO1jVBb8442g+fdMoyw5NU5Wa3AuMiorxauYVJ9LfO5ujAge3bTXXBK+h0vcU5/m/pHTQYuauvo9bJpzH+VuXcveSUxHkudj5Hl8qXsvDd93OtT0nkm0aBvfWWD73GGburnDQ3og3PpSAmVLuMHJTutjrCLRSDOoCreos3L6xzFGkecPwRI4OfB7MemSrTYqpQS4Ij+XWTVfwEb2Dx9gFwCueuo9HF8xgQTH5fvZNOoyZbcsRYUgcgVWavZWr6fX/nl3pSXz4vE/xweU/Z/CQNGdXZvKVjutZX9hIWf6IY+PVDIuLeduJJxDvUmx4aj+fuM/ltDU/QQhNb/PFksC9usB208nx1Z3MFDM59zXnsmL3Cs4sw5rGEjSKLUMt99X0VJr79lE96i2w8hcA5DY+yYpdG7ns/1xHde8hPPrre3l0w3p68gUOy25AnfSP3HrTL6jMS5jnjupm/v3eJhfyaw4+QGp8fAdkOv/jC/j2j8KWO18ELm/ZP8qhuRTPVJt85sZRdn94DjfsH+XkjvxzgBPgzqESNa3pa0ZcvWf4JeWy8dgY+7+2HISiNr3A3A+diJS/X1YAVo4l8+Kr5kxkNBhlnO3kjlf/hPc+fAVnPrkFgKEwYpz3PFgZ27eHn3z4PfzDjbe/5L9mTOKW3L8+4pzP3M+Zr5zBuV3tnHHzkwDcc+kcpk+fjuclstttTw6Q6/TZsXGQbK9D3/oERB95ynzcElRGmxS60y+5rxeGtaZlMf6XiUgbXPXSn/+zlTu5+LjpL/naWC2RHPeN1Fm/t8ThU9sZLAfMn/h8H6s1tRUryJ18MkG9jlQS10/x/XddRKNc4ozLLmb64bNx7HSy7R0cdc55pAttHPWa1/O5z/wr37riAQYryXl/atcYp8x9nh2Kh4exQUDjqaeJjOWbO/fzrV0Df1GZ9X+jGG49/v4KTBt/CBT/WF/zgtf/6hE4EbdPXoElsd73pIenPFzp4kjnueZKF0d0kdfjmGgOp6Az+A2PqBZSLRUp7+kn2D6AjUKEI/HG95KdMRO/M42f8vF8D891k3IPCKyxGG0wsUbHGhsbdJQY+tjYoI0htobAWpoYGtZSiyPKQUilUqRcHKExWEvMOxyFzuSJTYHI82hGCl1rSd1Ecn9HokJk+wlZQ2hGofX/ZtUEMt4cfG8SoZfALi0TKWCIoWEDGuOaBCbAxg2UjpPJpTFIYxEhiFAhdGLIY4VMmpTQlpy7tHXIaEU6TuSGnhFoV1JJQc2LaKgG2jbAJq6wUkS4QjNZKjJCkbMplHbQTQuVEk61SLpSJl+v0F4sonQiUhUWtOvSzHbS6JpCNZtjKJulkc0Tui6xVERCEonEmEQY25owa5RWSHy0UARKUPIExVQimRUiMS0hijD1CF3X6MBgYwPagjb4UYQbhsiKhjJgNMYYNIpYeAhSSCFwUFTEOAbSc/Eyiag0bw0dWLptTDeadgG5OEQ2S9AsooMKVAbRaIyIErmv1SgpMJksuHl0JkfsptDKRQiFi8WJDF5oySJJGYFjNc5z0kyDtoox32dfOs/OTJqKI6m6kqaS+FFIW71Buh6jKjFjxIzJmJpMQLlnBT4uvlG41se3KZTIgOtjHAftgBaGSBhiEaMxYGNUHCN1iNAxGkvguTQ9B+1qpAxRqokj66RknTZToT1Toivey4R4mLY4yaeUkcGJNLJuEGVLaBSRcWkIj0B6WCORsUXEBmLQJmE3rTiQUWmwQifkpQFZsaiqRezXiWmOFC2jp0S3a2ndSL+3TptISUWymCQFVrkYm8YKD5N1ibtdminNmBtSMQE1EdEgyX1tkBjwJNJlgbESQ9JaO0Qi8CIH1yiUBVcbXJtAcptwrBgh8GKFilxUU5IOFH5TJnnUaCyNxIzICqwYRKsEkBpHEvsSJy3Jph102kUrD20Vxgq0TfJaFRGODlGiiWebLQlujLAGaQUSEnMgrRg/f/JfZ9B+iXi53GIfBh4WQnwQeBsJm/k+IcRjJGzmTX8ric1/hyg+eQ3t0x0GJh5BbzlgeNl32bb4XTjW8I71t9MzmBRSfufpH+dH918BQGejxLTKAIXFo7Tt3sHM3XvYNa6NzvZJbOu+maP3LWR/xqU0bTpu35O8Yv7hTBpOAOo/nfg+3rHydqZP7YLCEvTkG6kO/xtteiNni1+zSZxLNj+C0zOO05YdwrJTF9FWBD//BgDyzW6wEQuqNW5b8CbumXE0V5TW8Vv3Au6cXuTTO1bwSS6gkjKUMpINniWubWKRM5ed1ccRUnDcxp/jts/FxG9k9vq7WXHiifidvUwcHeCUfb9k9jP7ePUzX+HOhTPJ1aro7Ajf2XwCTLPctOspVh/lME/muac6He3BVUf7XL5jK+ydSipn0bVEMrdlLOShow+jNpxCDIUsDhSrfM2zaN49EKNtgfMejil5yQL+1f5SMm29bDT/zmDvPnqG6qSkywmbEjlnemAbjd7ZxJ2dpHYXWXZ8d6JceHIHZvQGnry7wg8O3kIocvT7R7KcG3B0lsPqM7ir42nuUrOZpCezU6/j9qcyXLbzRq6c/i7e63ZxaTyLoYOmUGwOYEddBio1hmyWbXoc88ob6epKs+C2LjbbcVxl30l7CFFvL+7AwHPX0vjjR1l615s5Yda7WHXnXQgS2eG2MOaU7Yp7LnwnfP+75BcdzT0jB3Fmz1S0l2KcK2g88zTb5yZlbW7gXD7Ld5KB/bb3wPnXMobDvBXPcP3kiXSmPF65bSf7T5yXAEuAb82Hj6zn1wNjPFpKStue/1AFAdyzfoCg0+GGRTOJjGXqg2t5bU87vxossuwFYPOAfO1AxGNNdr7pfcR7NqFP+Rg3l57i1Idg6UNLWb9oGwu7D+FzSz5NfzPkPb9ZwiHNi5iTXsgt163imuKXaG4ZY0bKo3PzBzn4oH/lo+vX8rPDFvODNT/g/Ye9nw0PLUMIycqbb+S4NyYMmtEGqSRXX3MthfRS2rqgMPcuNg+czOal26hXfWiRuddffz2ve93rWLQokW/OWDSOzY/t59aFX2c0s4+3FD+HTg9w5FFv5v/8y80U2gpUU7t44IEH+MIXvvCS44HWDZYtP5STT1qD47w8kuFqEHPBDx/h+nceS3p0gGfPeAUDv17+IuAGUG5GfP4363nrsdOQUlAvh2QKz+erPjtU5ccXH8mvVu/lhif6mNub5+1XP8H2r5yFbDGy8fAI/R/8EAevWc0jt1xPFDSZeNA8mtXke9699R6G7ScYWfk6zv3o5Tzxm1v56A2/BaBhJI1GAix/eslRjFTDFx3f1hNOJHvSiYS1OncNl/hWS2Y9/oHV/wswob/1OB146gXbp73gtQOxh2TKNP33tk8D9llr47/A8f3nQju0Nw+nZixVbRjRhshaYmOJTOKaaBCY1oKrBBRVFBV8xyGXTpOZmCc7czG+UonYLo7QfX3UNzyNdRR27lyqmRyVOGZMW6o2kcodKDvywoYE4SfPpYCUlPhCkVKSjJsj73l0+rOZlvLJui4pJfC1Ruzaid24Ebd/P1ljcAWQTrFnwmR2dfWwI93LmDOPyFqaQcJYhmFAI9zNWPMxglI/Mq6TMjAuLjAhypGOHZwojQp8ZJBCxFmEcXCkSsyAHI9CZ4GeqePoGN+D67fu3aABtQpBcYTy0E4a9T0gB5GpMaxMxmqlHVzt45En404kbSbhFFPY/U3iwSKNoT0E9SKRrmGpIkQVIQK8rE8ulydXaMPrTOPO6sCmxmHdLqzXjfa7KMYFRiuWkXKT4WqdkZEmoR0hYpBI1KipFCbO4IUungbXgIvAlQ1SLaOeUSTDVjBiVWIQlIgV6cDSgSEnLClhcUlMnRQOrpCkRUhOhvgiRJgIE4cInTCXxkZErqGeT1FqLzCWzSBdF+F5CMdBKo+MDXCjKm6jRLZapdCETNhOKupGaR9h0hiRJsYjNIa4XiRqFNGlEiaqoOMIjU6YNWuQRoM1xBhGUw5Fz6HuSIRNzGn8OMbVEVNti11uGecc+FWU1iKtYYa1KAPSOEjrgXCSBUmZMOdI22IyRQJ+lCR2HCJfEvqCwJc0XEUDFy1SWOmBdhDlGKUDpI5wdYQndGvxIk7yX8lSI8tGOY3I8dDKQTsexvExvotNSXxdpi0Ypreyj+76CCkdJKY/CoQSKNdiXUMxbRjIWoZSlsEUBCqRMyd5nQLHSKywSYphq0ZmJCXaKrSWoAUmBqEF2iqwDkK0FlQcgfU1NhVjvSaoBsYmADFtHTydQYU5hM5i4zzCtBHYAmWRo6myiWlPJCGSGGMQpuW6S4ArAlwb4qATeb4QpERAQTZol3VyqSZZ0SQrAzyZFLtMJLqmJd02aCEIjEuoJXHsEgcKE0h0DShq/LiCR4AjNVJYnFZ+ZWwVWrkYJUE5CClR0uDKGCF0S/KeuA973ksrsv4a8bJaNlprS8C/A/8uhFhCwmZ+H/h2i838obV2w8u5z/8J0Zgzh0xjA/dFaZbLlSxykgsiFpKBdCePdc1HCBhJt/HI+Pks2b+ea+/+EiPteZZOfRWZcokF/cMs6B/mLjWHOHIQKU1bKWTlpedy1LV3s7FRR6z4HuERb2ZqbTev27Yctc1yJ7ey+8I34I/sp9bZDuwiGHiaJ1+dAMnanIWAZWDCJnr3JY6ymfYJxIMNekUHF9Tgjuxsrk9JJgcwzWZoptv41KZNiJrlmendbE7lUWumsbgE08sDvGbz3VQzEzh+2WNIHiVWKc7ztrP19HPYcfPVHO5vpEw7sUpsrCtNQY8oI6zh5JGH2JKbzdqhQ3jH+J8D0/m73/6C+7pPJ1jyUw5bfjATOx9mS3w+cCrt2++iL3cSpxyzl88Ed3N73ztY5WvQECvLjsAglSU9+iRH5pew0t1MfeIU7jX76WnJeSeVxwBI+yU685I9wN361RzfWEZ7eT9+W0R94U+4Y/MSdmQludp8iIvMqebZR5759LFqwqW8Lrqbwf0TMQyw9q4xtJjPUwuPgTJkh5qsD56hvkXTSOfZ27WQh4aD566RIdVJT3mA61n2omvHHRjA37sTncogrGGdeiWdS5+i57CrkbqbSz/1YXJzT+DhesiCXJoz1/fz5cld9A+UAbjn/vth1qEUbZYuozlmQifVJ29hQ++JfNH5EB/jB4xtXcuUvpUMjT+OicUhLr17DwuFB2eOoza2h+yBgyn1s3HHEO/d0QdCccZAxNy9EaNn9TCYiXhD00PHBs9V7DzuUIqVgF8NJqBeWo0RinKsaXOfH5b2X/EEwh3P0iWXQiZhkh944AEEgsnrD+WZXAl7rOWsx9eycFuBrZNv4IkvXcO4Y5O6oyNXr0e/XqL0GFs3JuVbVk28mivXXEnHxjr7frWcaQuO4JFbrmXJG85npL+PG7/8LBbL8PhnWRifxGcX1VgUH0FaShrG8OPc899Lxfjce999HHTQQaTTaaJQk8o6jGb2AdDfs5Kjpx5OoVBg5hGdPPKrrQz3Pkw2myWOY6SUSCnRusHmzZ+ju/t01j3zfgCWP7iI007d9mLzBWMQUqKLRVT7H9YL3fjwcg4+7iSEEITNGOVKjLas2DrE+r1lFl1+D3ff9wUAntq09w/A5YqtCWE181N38ItLjuLpbz/D+35wavKDHWme3VfhmDnd/HZNYhL27FAyMb13xfn83Uk3o3Wd6oPLsUGAtZb+jc8wsH0ba++7iyNe/Tqeuv02qsN1/BmwZ/N6Hrvz65z/hS9z3W+P55urPsa5epjX1+/hE1d8g83VJm+/4gnmjs9z6KQ2bK1Ew/OZ/LWvM+fp7bB+Jw8cNZe0khz76O/ZVf+/GZtb7VzgVgAhRBY4BfjcCztaaxtCiHtbfb/R6iuBVx14798qrJSE3T10OQ4zXIec65BSCldJfMfBlRLVAnqQEFWRtWhriYwltgdaIpE78Fo8bhwccQSmVqO58hGmDaxl/Omn0TtzOn7YTGotGpOUMLEW5Tq4fgrXT/1RR21rbeJeW6vSLI3RrFUZqtXZWWuwI5ulb9JkitoS6RgbhXT0bWPcmofoLA0wPSglkkobtdw9DRKJFr2EYjIRB9NQlj3ZYcacvTTCOh2NkPFVh/F1QVco8Ix8Lg3Vtlw2jRMSuCE11SBSIZFj0CkFrsIlTTZO40cObmxxTIyyPtgsWIWlibGbqdlH0U4Z41cJUoLauG7i7GR0dh5Vt4cR0U4Fn3pr/1bHmGaI2RWgqwE6qmHjEtjNZOMi6biMZxt4cZO8saSETwoPhItVDmHWoZRx2ed10afaGZM+B6x+PWvotnV64waHxBWkqRG6MQnJLvCsxFcZlMgQSIc6hprW6NBitMBIhXF84vQ4okw7wpVIqVFo2kyTDtOkNwiZVQvBxEAjycUTHqgUVvRg5Ey0zDAqJaOeBsdi4ojANmjqBoFtEBKglSDMFWiKPE0paCpJpFQimZQieS4FRoiWS6jGIAkdB2VjhNa01Sv01KukDQReloZXwIg0Viq09JL8SuUSK4idhM1ybYRDRDqypJsCEzvUPEXNk9RShsiNEIQ4JkLZhGkVGJTVpE2IbyNSNsQ3Eam4iYw1VlsC4VJyOxBenoJy6RGKNseQFhrPmiQHEIt0JaQcGr7LmNvDs2oqj8k6/bJOzRYJbRUhLRkSU6K0sfQYjwmBw6Sm5LCGR1YrnMBgI0upDpXYoWRcysIhUAn7GvoS6xlIhQgnRqgIT4ZkbJ1sXE/uAnsgM7jlOBwLiA7kZPL8dsfgODEiXUTLclLCREqsBCkMDjEuIb4JE/D/ggWt5HliGGWtRQtFQ/k0ZYpApWmqdgZVllB5Sa6qFNTwqVuPAJcYiUDjm5CMqZGxdXK6Tl43yOkA1xiE8FpHmqjiwRJLh4qTpupmKTtZiipHRWWoS49myxDIwaCE5W0z/jAN6K8Vf8lSJI8AjwghPgS8lYTN/HshxCPAx621K/9S+/7vFsO2m7Y4YCTUpEen8q0Fz1dr+dLi9/Hhp28imvNOAhXxnSPeyOz799DdLJEJE3ndnOHqc/2FzDJrt+SMdb/E1Yb+QHJMeRBZG2bVuDl8akpi/nJAZguQvuEWFnTm2TX+TL5Rfz1Lxv8cMExu3k5/6jX4zS68Rvdz/c2Aph7fQs5J6l2eVff44gXH8b7fFTmj6fGbM09gbt+zvH7DnaTrM2mMT6PWwEmbfkJ7aTUayNX3sb8dxheh1DaTsd1tzPvF5cyLIq6cM4sLRQkx7yD89ndx9uhaTJAsxPeEw9w88fUAXLXubQDc1306ANc8+gZ+W/gMhPBgb4MTat+iYrpACNqf3sSDI2dRb9/ASY2DeEJpfqkqhq6e7wAAIABJREFU/MjJscRxWO/OZ3rYS608nkr7RoZFwrLsae9mUnEYFWUI4wxm3waYNROn4bI1JblFXM5XHinzjsoEzugwPDbV5SN9P+NS5xoARm2W06NvU8n5VP0LSK3dy2nuVmqR5bBgE7NllSet4cFoCjNnzKNiPHL1Cg+NBZi0QjY07xi7nx93nM7WcAIL9RiTnRLKGmS9isnk8GojVExIrlpFGE3n3DEGV3eTP7mdL/Xt5qTcct7T18sDi7u4fJfD7uUjAAzJTmTcoEs2GAokv5x6CWds3sTS1/0zgfB562P38J22S0iXIi5+4JtcOtVy1uqVXMeRrLUhvcUGI1ddxKrBaayqzOADs5Yx5+qDOPWQL3N/z3F8Yu2PWM4FfC8fM2lY0/34IFf+ei9WaKR1UeOLcPJMAOb2a3b2CLbWA1JrBjjkhImE20ts8XcRpsewUmFIceVJ53LZg0k53fZmQOT0csdPf8BZfTuZ2DeLS4YW8rnX38S7B1MESqP2b+Ha3Xuw/kG4QSKNveSuSwD4Tvl2+t/1TT55cxEht3LVh2+mWdqKSi0hSA3R0ZjCOr+fSn0jD+Z/wiXbP86PC01CAYtDy5ZMgynzH6a48Ui++tWv8vFPfoZqrDnno4v4ws+htvMyxNQS27dvZ+fOnfRO6GFT4Rn2HrOXLXu3039FP2au4euv/TrLn74MUV7BE323UdKSY8fNo1Jdz1jxUTo7lmC1BinZdMh8pn7urfRdfi3zNm2keNuvcCdOJHP4YoIg4I5/+xo6DDn01Fdw/8820rd+hDg0lIVJBI+AqSbjxVn/9CaqZ6xBxJYd1Sb9Y3Xe9/OnAfjHYpqnv/0MANd99hHOets8Gj9bT2FKmnVPFfns2Yfwxd8l64Svn+jRNzLMt+7dyEL1arw9bfhvOIdvXvia58aM+U3NKc9+FLl4Ik+smkVpeCrZqSFP3PQ4vP9OPrvyM63BKINIZ/j4Q1u4WYakSKSx8yYUuPyu6yjMm8y7fvcATEhySWa4kpTvs/e4v75xgRDiX4ArrLVjf/Wdv0S03F6/AvxUCPEQ8CDwRaDU2nYm8AvgImvtXcBXgXuEEJ9tbf8Q0E2yQPw3i5znctHM/7rxlTWGZq1KrThKtThGbWyUWnEMW6uCSPKsXMB2pui/4afsLpUpLFyEP3kSQqpEci8EOo6Imk2iICDWMXXpUBGSMoKqialYQ9lCVZBIZls1MI2AjG7QHpYYZ8Y4Ro3SlgqRWQeV6yDfPp32jpPp7jyIwJ/I6p1ltm8dxd3RT2Z4L5mRfbhhGetLUGO0xZbusoPNLaRYaGd0ks/a9lFWZAepqH0gykhhsFhSCMYFMZ0VQ3sjTT7uRGXbyLshQjchbqIDBxNMohFOpm7TFK3HZhWzjQbVWOJbRUakyAgvqQkZR7TFDQq6QaoY4gw1UdGzpMMGbUETL2witUZLBb5BZuqoTJ3RQp5hdw6O6cGPZ+FHaaRVRNKhX8CANAwJQ0MAQiPQpEXAOFNmkt7JwqCEECSyQdfBeg4271LPpZDt3SjfUBwbpFIew5ZrSG2xMoV1CtQzXdTbxhEVMngiYFJzL+ODXfQGo2SjJqPOeEZkN2WRY1T7FI1ljzZ4nklAvo6JLYRWgBTEQhLIVoVSm9SmjFty3sjxCF2Psp+h7HZT87MYqXAAV7l4jkdG+eSVQ8Zz8JRFxjVUNIoKR5kQl5gWjpAzMWPGZ0R7jJJhKNVNlHIIUpLYN3hug1xcJB2VkWEFG9YIbCLnHLOKJqJVOzSDJY0rfDLCJSM9UjpHrpbHq3YgG05SD5GW95GUoCD2BCXfYtIKnXVw0j5e2ieTSdPpu7QhMYFmrBaxvViiWBuiGgzQDIdo6mFEHCEbQD1RH6XiHO26k8P0VDrNYeRNAYWk7AoqLlRdQdmDTa5gVUpAiuctUltMrT2ghoVWDUrIRJDXkIuhoKEQG9os+CoBi0iLlRpDhCVCOAFOqoHy66hUHS8d4aZj3LRGuIZQuiA9XKcLz+0g5XWRcjtA5WhYSSmwjGmXUmAoBzHlIGa4GjBaj5KcUgtSwbj2NF1tHq4fUayN0aiOEgejCD2K1Umpmw4iJhGSQZEhR9q24dkOwrIiKFnCSlKz0mAJRIiQBielcdIWJ2Vw0grlu/Q6KXw/heu6eJ5HOp2mra2NQqFAKpX6Lzlnv9zx55Yi6QAqf0xCY60tA98DvieEOIYEZC4B/hdctmJUZtkqZpOv1bgv9YeW5n/X9zhLZ17Mx0oOX283rDv2yxzz+OUU2+Zw8IaN9IwVGeooUHYlQmSZPrAHTxtGO9oZa4Z0V+pIa/nU8QlzM7u6jWUHT+WUTX30deaZOlph0liV1fEQCw8+j+qWGznxpJ/Td8tXecVZt7D6+iSXbqxjDR2jCwGwjstMZyk39o5x5J7zEMZy5TEpTus3rJqYYcGmGeSq/fzuHy7hu295G6+/9w7Gn/RJnB2r6NuVwU/lGD82CMCahe8HC7Oj+wB48y0jPPqqf6feaOU/6Cpa15h5zoVUH37wRefGNzGBdHj35Ptx9iWTZmvh4uD74MCblsCbuInzgs9zaB4KPZvoLC/iwWYCHi90qiwjz8nOIVhrKYcPsENZhBX0NLp4YO4USn6W+fv6sVJTDV1+duyruOPDl/D9Cy9ka342X5xVoe2xfeQGh7lsxxQuHX/Nc8d3eHAVABc9eh+rslPYQA9LozmcUVlGe72ObRvHe4Zu5crONzJssjwQzmCCqtKpiuw7Yi4265C5cgt0nM6I18UDURdvjh5BpRzc4hBu3xbuPeHVzNj/LDvSBWZEMQP9TVzGuLLjfPbmpvLzPnAbazn/118jnnYttSlzOHz3Vn5XTwyKJssi5yyewm+7C+x8ZpTRdAeOjrnqhFfzrhW3s6ttMsdOPI+LVt7L1cFRZFIxZ6n1VFcfww6/h5zax47eQ4Fl3KBPZWi7Bz1wxivey8d+mcy7T90XMK5iaMpNNFJbyI60kTVjXPrQM7w+8yCPbfsUpvcBHtnfhXx0Icuv38y57S63HryU3no3+cYgu3I50qHlmmPOIXY0Fz16N+OqJR4pN0nJDKMzZvIwVW7e8g1+MtPj7ZOH+emGHdS9KUx1Z/Jvp36G9951DzWu4+I7pnLLGb28a9m99LUX+FT3Mtrd3/GD4FYMUGnfRGFsXmISAcj0XjZP+h1v3nsW27LDTAm6yGiXb696L59Z8D36tx7N4V+8m0Xd7XxxRVKlQTpFKvtDOq3gwWUruCu9nwWFHh4ZfAQc2Nzrsqfaz5HXHdm6WjJcOL6XZ0w7Hzz6FjYePI/avz6ECHez73Ofo/efPoGbi+m7/FoAqiseZt8nP5m889hjabz77UxbuJi7r/wOMxctYnxnie1hkmhcsJIvtfcw4YmvAvDDQ8/hPc/8huve/2t0qotvtDUwAmYjWTy3m9O++ja2Tz+bXeePUX7iTdzwzVWc3eawZscY+ZLka/39fOD8+Vw2fzLfvP5dfPmxjwHb+chBJ6A2zeA+4XI8STnq47b0M+6IdzLQfC2T2r9Ldc8wpcwSBnMTGZk7yLJtA+REwLmlx6kHLpk2xRt/+QD1JUez/1XT+fxv1lMtDVNcXSIPTNzfx57xU3nHb25i/R1PMuvMfyNYdTu9H/+rG/z8E0n6x7eBb7aUO3/TsNZe0yoz8mHgX0h+Z4+z1haFEAYIaBWestYuFUK8joTV/CiJlPZka+22v83RJ2GNoVGtQKsu5QEm0VpDUP+/7L13mF1luf7/WWX3OrOn98lMJpm0SSWdEEwBQg9VRFFQFMWGXUEBjwdBEBVFUKpUpSW0EEoCCSGdlEmdyUymtz27t7VX+/2xQmI55+hPPfL1+819Xeva196z97ve9c67yv0+z3PfGTLxGJlEnEwsRi6VwDCOFdMfC98JoojT48UdLMATLKCsoQl3MIjocpM3IWcYZHWDuKYTU3WiOYWOHTsJD0bQm8ZhK7Xq3k1dRciOQmoEIRfDbSgIuThaNkdO1RE1hSI0ykTA70AI2CkuLqHcX06po5yQVIwzLZHp6We4t4+htj5SvX2kYh0Mq4dpN19GEgzcNpVZLh251IZeZSc1NUfak8Egg6lnkdQcDiWPS81TmVew53WMhIARldB0CV0VEdImggZpWaLX42LQ7WKfZDDi0MjnTaSMH4dZgGCaiKqImlVRlXYKFJOinEGxKtCEhEcSUJ1OFLsDxeHEdNjQnQ7yogeVACndgWgYyGTwSKPYyGIYJnnVRVQLMqIXkTCcJBHJmgaapoFNw3DmEewKNkzcgkGZmGeCqBISVWymRtYwyeoGeeMYuxDc2EQfosOB5vKSFyUG9CjJRBhhdBgjIqHLDtLBEtTSJswxTlxClnIlTLUySpnaSV7spl8vpttdyR53E1v1DLqaQNfiGFoMU+9DMKzkakMQMAQRQ7TiUYJpYDc0xGNWJiCgSzKKbEOx2dEkGf2DFFTRqvOzCwJuWcIvSzhlAUFXEFSL0JuaRg4Tb1ohKOQJ2l0EvGX4issRXYVgKyUlgB2BCkGgAqtNt+zGZXPhlt1ogouYLpHSBUwkPDY7QZudApuDUocDn2yzlI3zSRL5xPHXRD5BQkmQViNktT5rbv9RcEFAwDRN1LyOqugYeRNF0TAyBpmkScowGTROeFSKkoDP6aGytISqYCU1hadQFazE63Eh2cQ/ITaKppNWdNKKRjKnkVI0fDmVRE4lllGxZ1SCH5y/H5z/5p+9MflAetaqvRRBOPZ/ih/buv/oN3/Oq0zzxGemCYKOJVt2IiaDSBYbo9YmHMVGGEnIYBMF7LKIXRZxyhIBWcIui7iKJdw26S92JgASPmwBP3JRALutFrd7EXZ78d9F+AzDJJvIk4oqpGI5UhGFTDJ/3F9UE0ADFEkg684TcUVPDJthUje5CE/Q8f97v/8M/KORyzBwGfCHv+XLpmluAbb81S/+P4aYrKBlC7DlMuCywgumTaAi2cfUuHWfV2QThybw2IyvEXvvSrLOAMH4AVK+Qtx5DZMMxXmNodIoEwbCmJjcdfFZzHp/Fz5F5d51d3LmlXdx7tFVeIJOQoVp1I/oZPbZyE0Yi3N/G00Dw3hnhOlpmEYJr+Ebm+fw66ce7+fkvRGa2r9ALNDA9vo6OovnoBT4+OGCAJgmHpfGQDCMTa3En0riUGIIwHPzz+TH/XeTbxxguEui+Jwc+d9bKaeqLCHqCobk4O1p9Sx6v5OKBaNksifERirnDVJwoJc1XXuokKt55Kw72P5uEc0zW9m/6ou0iwPUKRvJqpVgg5dz4znbdfBPxnihtBdDOZMiR5wJp36SF9b+/PjffkeeXWhcnbPx+OzlLG7fjDfSyIqAl6IdnYykasl4naS9h5iczXPLI5ZO1XVPPYU/luNjayw7k9+NX4atvIhBpZHoCxnWXLUEZ04hh4M31DEEkidUcw+7mpiXeBc5KZOrqGNxbCeL5G3c4/whP1A/Tt3wIW6034pqWuNQOFUgssu6omTtHsumN25FIA82TiEYH6Uk7wAhSa6qASWf44K1j9F51jyOuGo5c8ftjPjncEjfz9b6CaipBOawgKCb9BpB9qdkBHue7ZNOAeCT7zyPJFrp2TZd44qtrx/ve4stxbuV4/hZx7eZpRziBtuneE6eh9gzwjPF51GaiyHnFaoGu9g+IcVbm77K79XzmOtZzFu9r+HCxAA+I27gcdeX6UyErDnf20C3vZR6wND6eadnB1XCBDSbia7qjO3z87U+K4321ksKeHrmmdywKs5I2Ts05Ws5bLfSZlfbt1M/OIYjcytYu+ICLtrwMsOnzMXuGEeyXOCOt8dD5EnS9p3YjMmUpyvZWzueYEECY1DkIV+Oc5QAshyhz3lCTHNb9etMGZlDieMIVckSgobI1oq3uTMr0VS1jlz7LBzpHYz2PI8IuKqeorZzJWflp/NK7066q9ZwoCp9vL0++UQZXPPQXKri43iKh4Ehdj74E1xA6lsPkQIGfqUiXPdj3KUaasq6bPdccw12n0Y+JZHZvJk3koMsu/0X7OzuQfr5RMYNw3D7xayZXkSo4HTko0kq9u0jGmhgbNFyYDWLNlvZkkeveYBVI1F+KXgY3mP1sTb8Es46lR3b43jM63glrjHXlWU0mGaqEsR5fwfDo9+k/qNdx4/jV4cu4fOCjbYZNzNxfT1tzomclX0UZ1ELKmC8MgtB3sfC0guJqCm+59/P9G4PFzn2QImTl2pXc+7Bc9keXsNNeydyodtaBHrq/U7aTj8L4bTl3Hbn13m0xMXh6c3YUzKpN8MkXnjwwyCXK4BvY6mmXy8Iwl3A3aZppv7nn/3vwjTNB4AH/ovP3wAq/uyzF4EX/0Vd+5sQz2a5571t6IiWT50goguWV50o25AdTmR3CbaCGmS7/URt5DF8YPEhCNZDMwoIwylkIYVTFK1NEghKIr58lMJYBwXeIwjZDnKbnyOZUcna3KgOL1mnj6zDg2JzoggSLpcft7sat6cEMWFDTCYQEqPI7SM4En3I2mFSRg4lr9Kniuimk7zHi+71IgYd+FoESotC+GUVPR5lKN5N1Iiiazk8Wh5X2kFJphCfGMAphpBEN6ZchGEvJiEWMioGiNg9pNMJlMgQhq6gy3biwSL6cDKoWbYSYxISszQBn64gpUdwpLrwqVEEfyGpmjqijYWk7Bpp0iTNFENajMNqDD2fxcxrGGocXY+gmhKyGkTIKyDE0JExsCMZMmI+hCq4ScluDLedQNDJtPpSltQXUeS1E3ALICqk1TRpLU0yl6R/pJ+R8AjZbJYMJhnA6fTi9HpR3R4Sps5wYpRIuB9ttA8jFceIqximjmkTEb0y9iB41BwBTaXQFMgn7ShpD4roZViwMQwIgoxbcOA3VCqz/TRLw5Q4/YS8AYq89ZSV1hEorSIjSfT09DA4OIh+bNFBsTvIBgoYdfvI2p3H55UsCFQ5bdQ6HYxxOyjTEojxLsxIJ0KsC5QPTnsDJDuEmqGoCYoawfXnYs3/O3DKTpyyk2L33+C7+t9AMzTLtuOfEP1yyBIOWaLQ8+H5TP87QxQFPEEHnqCD0r/QXjsBXTVQshr5rPaBxSkg4HD/ryWn/lX8o3v+8GOv/+ZQB9Okmc5M7SAveWWw1NAZ7zvENxbfw9D91RxuWIlDs4a6tNPNfP8dHIhUoElO4v5GAAaCXopSWebttZ4T9n3Vy4XO9fTsr2DfMh/VG7Pk5pZxaMxMvA6R07bu49NjnNib49x9v6VoWdHVxbatEnAR7vYorro7GDp0J9vP2MP0nQpN658BIBg/wpJdR/j9N6tZV7ccgG8/ci/LtmzgzJ8+xJmb1nPOm4/zxtLTOWvjGq549wUONtSStR+mzsxQI4bJX2Jj57qpeCKDzN38Pd6ddxsBfQVwDzl7iPK+TcQqJzJ7+jdYv/0+Ci95k6I3vTjy82l9Yj457zoG37FRVzbKNdn7WFdURm84xD3aefxEuJSz+ShRp5OCXI67XJdTFq4gmimipPk9AL4/58fcvPmbADyAVUN33Xmf5/OrPstS/y/oWu8hPu8LzCuZwlabxvVnjGf12ldwH+4hNW6QTXM+wbzNj/CxNS8w5A1RmhrFo+awDz5IdF0GXRA546E36F/sJlVczHa1Ao9p8ojjJ7ymTeUJlvARPcPTcy5l5b4tLGo4yMWjbwPwA9ujRIpcjD5wK/vHWkIx/SXlOOnHbeZ4Pj+Fq+ybKbCXE9bD5Bwu1s87C9/GHmZ5e2mKD4HdwY21r8G+16w2u8/ihYuu4vI9r+MOpHln8hzktgRyZxLBrvJmOIMgOBkXHmHmrtVIofLja5vFqRMBmXHJHsY5B/lSxxouyX+fxeL7rLNbIkDPFJ8HwJDio2DwGhYcPI3Hl1zF7fs+wzfu/xla2ZMIobHH2zJNODX8EZ6SXNgy67C5FyPE2nAIY4inXqTfTOOLnn3MswoOl22naXAmuj7Itx/ZzPtjLc9PUXcwohQhiUM0UMxhuYdX0nkcfQnCipuxvT3MONjKuvHNXKuLTNELiZY2APsoUcpQNB9vJhfTTzPVokFYMtmojKfNbuAb8yuU8Ok4it4C4KmWO0lLGZTKhzjoKsMpxMGEft3JEu+zbKnahmiAnmhG8lt1gI+XrmLuyBze1lykbRZxa8zn0YEB0U9OzrGsfQhFvIw3zEe57iWV1cGHWOoPkPFOIR6aSIFpLYYczhcRGVOG1+9gzK59vOmbyv7ZlUzs2kCmSuIjGw8gLl7OKYMFTFq7mZrIOuQVp9If3caVQhUZwJjgR1P28H7zhUw78BwAZ7ceZJF/DIJHoN4h0Tv/TNJXWOnHfluEp51drHN9GYBX5UlIfJP9tSoVspdC4ni0NIujr7KvrIXDBUMIosJT41vQ0w2YgRMpjlKwlqjhRTM1UmKW6coJMScDA0NU6feN4PEGWB9ZzTl7/Ng8p3H/scWmq1f/AWfZZB588QXeP+UcbtJqAFCumM6/GqZpvgq8ekwt/TvALcCXBUG4HbjHNM3M/9jASfyX8LrcfGLRqdgEAZsgIJoGgq5br4aBrutomnZ8y6sKGSVDSkmRyWfIKlmySpp8OoqeiaPnkujZFLKaO25mLmg66ZxGRhWRDQkndgTTiWY0QF5AzKgI2TxOI49HSCMLeWQhj0NQcAlZHIKCKTlR7UFUOYRq8yEGirCZ5ThRCUkRQtIwPnEQ0SYhOJ3k7QKDRoroUJq06MAhVFDtnstE5xiwl5IzA0QlOCJk6VESRNQseZuJLlqRNF8yhjvWDYKTXKCObPUMdEEGw6QJmYUqhPJZzHA/ZrYHwZnGMbYR96zF2Mos55lMJEmkvQtf1xDZwRymkiNm2unTShC1IjKmHdnuxOH347SJOMR9qNJ+8hwlagQZdfhIeb3YPG7sdo1iW4JmGziOqXcbwNYYSAkJm2BDTedJjCTIZvJoqoggu8gJIqaSg0wcM5sBQ0VQ8zjySRy5NAVKnmJdwGGGcLnr0UrqUYqryBVWEvT5Kfa5KPY5KPLaKfY6KPTY/8IS6s+R0Q0GcnnaBwfZ1NVNpPUIyt52cLoQSsoQa8YhShJFNpkal51JTjs1TjteWbJuVNFOGNgDXftBO1Zz7y6EgnqE4nEwdhk4/2ebrH8XyOKHR0hO4u+DZBNx2+x/Ir73YePkLPqQ0fXEZqJDrWALsN0ZhnQhEjoXjV2NN6WRbk5jCx+lePyzjOxdyd7YBdTb7iY0KcWBwakUCAl6C7ykV6p0vFPO6Qe6aVw2TH99np5hP3dfcQOPmysZmueiih52l83krkM/ZrFzJ359OoO+Qd5YspAlb76HN23Zkwa9b9O789O4ig6jSjDhxcNMiFr1VZH/UCn8rg3FZuO+mqWs+9zl3PzlW6mOWlG0rz92P6fvsAhcSUGKsecOkR7r42uZb/LrH3+PNHZoAbuoculNP+KKtau48sXn+PnyFLc8oQKwr3shze2Pc2TsWHLbIORZS7RrPr7RBcfHLZhajMYG/OUb+MOmKUyY0U5KjHJ75lJKgsM8lv8ImxITucX+MH3q+WR1J77oGwzvWkmsYxFNF36ROxf9gBve/gEADZLKt965iTv8v8UlxgEPg4kBCoonMc7dwWlvJXCv3s5ooJTmQ4+zfuEPODJmDBm3m1saLsWdzfLI2h8d79/e0BimhttZvGMbO5bNY8RsZkQL8ED5Bfj7rHTgcWMmo9mcLBneydz8OwzsCZCul2gMRSiQsyCYXBNdxU3LvsrZezYxxnaE3WoNIy4PzeM38N1Zt+DnRMpDckE1b1GNuflNnlRu+ZN5lpg2hrTLy5f0R+Cgya+qLuM3ynKMQgm9OIDcmUKdWcRBvIw7ejoDxQn2V9QzJtzPpJ52BFEk2DNEttRazIgJJVyAjeeNaX8xp0VXL0UxO47hQ3zt/u+z19vM5ltLqQ304vy5Ss4hM0Ua4uWjH0MSX0fOttJfcgVjVfi82MzqfDuC4AJfC5otiU31c7B8N9WdO9AQkJ0zwFXGrF6N7mCOvvQ4SvI26nJTaOt9jT2TJzAiahgHcxzVTR6oWcmy5EGOtnVy9Usvky49k8dmRPmeMJZwupRVsz3srTuHKZ0Z+ow0akWQtn0x3FhKpVWxcXjtnXT6O4nlx2BztfKO24VopJBMAUOAnJxjS/W242PQoPg4CqTdEd4KbGVcegx1/WeRCh3m4dGdXNYAZ6TSzIgu45nq1eQrfDAIl+z8EpLyO+6/9Lv8+ooibnzaWvgJ/McShoP72Ffp5w/nfooj1fVMOXyA4R6TK9ue4KEzDVKuo3hGX8Ue2oAzG0SNWFFXo3Mjs2IHyO41ECZdSKBwFnX5w7gyCbzn3Udq1bWUbL6D4JfOx911FgCKbT9SayH6pAjl1U6magOYGct3+q3sPFTnENeln8BXsp+2gJerwr/h0cWDwHbeBpypaoRqKz38veELcCRe4jT/2djHnI5HaieVHaVGKGXQNYCdKJ985hBPnrsch+pBlE1y1Y10HhvLcdIDTK5YRNs+kyteW8WumhIo8NFZWEj06F6kA4exNXx4D3bH1NJXCILQgpUq+0Mskvkd0zQf/tA69m+KfHyIPb//GZqhHdtUTBQQDETBRBQssQrx2HtJMLFLAnZJwiOIFOYNHHEdMSshxE3QHQiCj4xZREw1SesKGZuK4hHAY6C7NVSvgsOl4nHbcElOPNgR8g6MnISedaBmneiqZSkhijbsskjAqxDwZgn4cjg9dnAXgacI3CFwh0jZXOxIHGHX8B6MpEbNUAm1iTJcpg1FN+j1qGx0KsQEA4E4eFQK/H4aQsUsLZ1AqV2mfff7bN7bweGMnVSgjsC4UygJuJlTEaBJA/PAMPm+PoxEN4Icw15fhefiOUiB2UQPHWSofYDYc68fTzV0Ok0ShX4OOQoYDpajJSWKbTLjQh5W1Bcg9bdyJP4KrXaVDrmSiFiPJ3Ca01NfAAAgAElEQVQ5hSVVzLBLVCdG8YwOkQqPYJon0hlV3SCqaYxmFaKZHKpurZILDge6w49LS+NXRikURinOJxCySdREiqQCOdOFFCqlcPLp1LQspKii7G8ijGAJNoXzGoOZHIOKyoCiMqSolm1DLocZGcEYDSNrKh5ZpKSomJaxjYwtLSZok//r6Fx6FHo3Qf/7oOWsi16wFsqnQNNysP11K6mTOIn/13GSXH7IeJe9BAZaSVbPI55uAmBBfA/mrvOZLdzEUI+dESGKUbyeWFEv9xXL9Bx8il0tb/L11tWUhGHLtFKqJ/egvDWZ7qI86U21VKzpJLZIhMtgkzmfmcXbmL17F31Tqrix5nqWxlo5ZfgUVtet5uHZAmO9E+gPt+BMbqPskseI/X4R2XATt11SwLrr1gGweeJUKkYOcck993P7L27j8Ru/BMClb/yW4lCElbf9ime/dd3xY7tcsEQHZ47s5Uv3/Pb45zHBwxOF56DIdh488yKmdO9iWuv3OM2ewZgq0T+ogV/gI8omjr5djDqtkXh8PsgGCCIvTPwZM3qXUaktocZ1hHhQpfIukaYZW5j52n4e++j5tLn8vJOcwn3q2YR9Phorn+WTvkf59eGn8eUi6IqHlzsWMy57mEOuJo7oNtCLuFn4BL96/k4AqlufpdW9h89VXMvtb1vHYgg2cjYHO8b7SQQuJOvtIZVzUeuL0esvpioxwpnn/wSwVpsfXvsjLnrzBZ45bSpx00U8Z3LqaDW+oreYufE1HuvYxYymtznw1LFstXY4cCxz7YbLNgKQLS1ki3wjN6SjfEdK8t2CSygs7iUl+P+4bIBLB1/l6dIz2FfxCJEukUW1VXzutXKWj+ngiUkX8/EjzzF5npXCW7R7ECmioJxWZkmVp06UTa86fRyohpVeYRiUisOU9KQY09pGXUUzLWorMamaHiEGpofxAiztuJcjYxbwCk14a+7l7DW1HK5KUpCyMzl1gFu2fIPvT72NGROXsuXIJsrLvs1rfQ8h0I+Jyjs2O0W5ncS0aUi2OqRAHRphBF3mSU+Wz779KkPFdjTexjTi2NynA/CWBldlLNXUAy6VRr+bxa1vc+f4KwB405YHA9b6xlOpGwy0nMM+h8EV3WdROBTgOUmltdZa7dtT78Y38iJ64YV40Fjs3cyhTCkLpGG+GtnINcZpHAi2Hh+nz2y5i99Nv4m0409L7Xy5Qq4fXcqNgYOsKbXOnXsrn2LmyExywe00RbuBGtZ4PXz8cCNUw+qKSzgtJhDIFHO0VMaQLQEto1RCHNI53HQppj3FztABAqkUomGwp6mZZZ3WvPz0y+VozlF+uvQooubkd1qC7wGrZgtcs9bgaMkII5PK2eP5CFHH+2i+DJe8/gbx8kX4VnyNzMs/IZ4KkrUPUagF0FcepejAZYjfegbtR2185gudHKSC5sv6ucN2Pxv06UxkJ/RBW4OX8Dk9PH6TwBVflxANkYHGz1I4+F1aOgz+MPtd+hzDHOq0U+yWeLbwDS7pvpBpGLxbZpXeVzZDr/EmLR1NbB63gaW9S/Grfi7QX6YlfxgllmV4VwbJoWPXrAfX89Y+RlnTTiKCl+J9Ch82TNPcDXxUEISbsCy4HhAE4QvAtaZp7viff30SH8B0uBCqyin0FBAsKCcUqqYoVI3d5baiSEoCUiOoAx0kd+0ms/8Quf4+8lqOvCmQtztJ+HzkXQ5y3kJ00QtYqbOyKCJLPgolO7JkRxAciKINIe9A1CTEtIDDKeD0O3EWenAGfbgKgzgLC7EHgn9Z0HUM8Uyc3d27Odh3kNFIKyjgNO1MyNexQJmMYrPRXuZgzVgfps9LmcvJeI+TuR4nxXaL5OiGSeuRftZv3sMrQ9sRJJlQWRlz532E8+tCFDhk0lvaye45ir4+QlaMYSsW8M+qw9Dc9Ldl6OzLwLNvIdpdBKtDlEyfTkN9He/3J3nnwDCZkQy1aYFTCzzUTg2gptvZv3sP65UwT/X5AZmQdx6TnQGWZhLYkwlIHYG+Izg9XrzlVcTrm+ibMJPOWIJ8eBhGw8i6RlCWKK8QaFH7cYwcIKtomKaJrHsQokliyRSKmScRcOGdvpCJs8+kqnTsX02/zBsGPbk8HRmFjqxCOH/iXiUJAiFZIJjJ4EzGCCVilOsaoiDgdrspryynfOYUXK7/gRDGuuHouzByTHHaVQjVs2HBV04SyZM4ib8TJ8nlh4x340kKTI0nMACdxqrfsKlgEoa8h9NyAXrb51M8KcGU/Ukcrnf5RbCcsKeXbTWvsKteoGG4kHTgJuDTJEouoDr2HIGEVdaarbEx2dzFL8WvcnP+G3zhvif5Ak8C8K3PfYGQNsTluVL8h5vojU5DUtrY2JSlHii8wODQexHWXff54339z6uuo8CWYX5sN9MPWaIler1MU7yXYj1GJFBA2/QKfJcepf73GqYJHbLM/Hus/uwa28yRqlruOfUTTIxayp0IAuuaT+X7T3QQwUnXl7PU3v0edr/K0detuoEZ799JzlGIS4mw++Mi01LTqI43YwhwX2mWJ1dezPa28wm/ZnlbPttyBov3P0lQP8zYhdtoiyzkJ2Ur+ey7D7DXkeDU/k3sfbiG7AQnhlvmjNo3aN0/gV53BZ2GlT7kKlIItWRoHdR49YWvAXB0ThWBXSm+vOjLHJpaxsTIIAtM8Ao5igs24iPFMxNmAVBjt5OVFEqyMcjCFwe3EvXP4F3XKWS1Nv7T9ltebvk2bjGGaVhCRoJHwFQMq0obMA1ABCP6IAAPFTm4fSDJDaOv4H8nReHUPiKBSgB8iRjOdRHOm/U5NtlNFtVa5rn3r5jPvdoAxd1XMmReiiO1EcU2l5jkwOV7BdW8jFOjOzg86KeufxedgSoGZo/FvnkYvdrLQKiAd5WxPPDiLdw15SKCZgK/Lc2g5iErJllAiqFynYbwDO5YsoxxrV8hMOgGwKFKx/PmTw1vYOeaydS67ayouY6NQ89bx4iKaGtgqvIwUjzPRsbicvjIqSBThGoY9NoU7m++gguGn8Zvz5Fz7kXOptBc59KoSsfnpypq2DxL6bdvZ2Usz4K+3WwP1fLA5ZNwrhtm5Zo+CipL+PW8Ys4dkLmnXkZIiJiCwL3PRfiKO4tzwku4RrdzoXM+o1KGMYkx7Kpq5GO5Mwkalv3GF7feyNaSPShShit33sIDs76BKivYdTsrD32SQHwCbcDZBz7L71tuP96/7cXbAUup8vxNBisD46n03MGm+OfZ0RCmtb6abz9rUiF+m7mtHUztVNhRHObs9qcZarwFIe9l27QlPPmdT/CDT3+FzVNmELJ7cAsespVX40htRXI+jaDb+d7jVtS1dtgKWdQNQ5sjzcj8E4JYrY1B+gYeobnhXGqByLb13LjiMQCe2n8JI8mdpJZcyWDiVWqw/CQHsm7KXRmm2fYxUOSgfFhh/HtJEpsmYNOH+P1tOi9OruV3l3l46FeFeOLDfPr6IXAIvFD/wvF9P125ivfC1vndGG+kdUwXe+vyfHRTGcMR8Ix2UNk1RMtk6zqRc9hpKuyn6YIhtr5XgaQbgEmtkKB2aoIPC4IgFALTjm1Tj21NnLi3Tgc2CoLwWdM0H/lwevnvBWc+y/wDuzBUULIauZRKRzKHklXJawaqIaKadvI2L6nCYlIlTeROOQ2HuwB/oZ/SkgA1oRDBQACn14HDJSOIf38FTz6fJ5VKke7tJRaP0TvSy3B8mJgSI6Namc82u43KokpmhGYgmz6SYZWoaNIx1s3BUjdTAx7O87mO2yypukHbUIr1RwbY19FPbHAAQ8tTG7CzcNZEPlPkRe/sRGk7grr6EIrqZRCwV9jxTnKiaRkGOnNE4l7MHTHcFQ1UnHYGDTV+REkkrWi8vXeAJ7cMkn9tI02ixmmuPKo0RGSwnfWHNQZ26ih2A4dNYgwlzDV9yLJMoDhAsKwcI9TCLtPGgXQO1TQxM2lsg/34+/cRssvM93kpluOI2nYSsVFUwyRur0I1fei9MsnUCHnRIDXGRun5y5neuICQK/QnY2uYJkOKSndWoSeXZ0BRiR9bPPoANlGgymmnweXg7KAbLTLK4OAgiYR13ouiSGFhISUVpRRNmYjD8VcETKJd0PUuDB8jk8EaqJ0PUy4F8a9HS0/iJE7ir+OfQS4XCYLg/OtfOwHTNH/3T9jv/xWoSETw5cP0Nt7DpMHTWb7vK/zy1Hv43aE3+eXg84xxrGJjsIgQe7moyhrm5yf/lFA2gOaK4Etb6aiGCabswq5aNUytC89je9LNRPayl6n477HcCLc1T2bWgb1sLhngwvYkFzzWx9K7a9Echfzwvjbmtw7Rt/RivpkupKBF4NKn4MHLrqChKsfXOh/mpsnXU3yw7Xj/s3VuSvaNkIi6kA2N/zjzc1y99pdMzh8mnZcZTRXiA+qWjfD74AWsarEEgvYFx/LTg//JUWcFqxpPP95eX1cNnrmjFL13zPxVsJRbYwUyQVml5VEb05buYtmFQRSbCFwMwM7i8Yzt6mL91Bk8/83P8pnrA1Qoe0jsu4BkcRFp2UPtwtdp33gmr/unM9Dm4b3sbApcMRJHgzy89kdcfNYtzO+3xHoeWHQOOz2T+MmbdwHw4JRzOFhaxb7l9RiCyMV7V/OiPpMjegm+5m+xA/jBpSbDgZ1c2N2MQx2DQzzAM0uv5aLX72PO5hf5/cfiLNlzKXlbkCdSn+Aj6iN4jTAHX61AKHUyfnEH4X1eDF0gYnehqwJfqQ6RNKwEwVedbhY53azIpZhfU0lN960Q/RY39tzFt4u+yZkHX+b6+SfIlt1xKUr+uWMET2CP7Rl8URlndAfKwEU4m9fQtuF+AH4pnMsd5mXMzh5kwGgkIGRIHtIxAjbicZmfz76YTf7J/NJ9JzOyXTysnc4k5wAVupf89vex2cby1d/ejGT4AB+vF53O0iGrTnFt5XmcG95GTunn/Ww374+u/ZNzQJRKGDtyBADTyPCY3c7Vhp24LrCHURAcZB0qhiiCeTlnltzLy4OXko/ehbfySkyxkAL5CFOORf4rbJb6an/lqVQANz6fBFwM28spH2onY/gpy5m0xFPUp5y8k9QZdQ5zabqArakqwl5LaGd9xXrSgY9xYWSYUM88cq5hikYOkdeLmDpwOrqUA2DxaCXe1Byc+TSYJpL3AHqqmcJMJddsuR3JsHNuYT8rxt1OSaaYNqOcbwq7eDrxDWxFObxVXTQfaePc/XXWGABL9lnR2CFV50ef/hZXWwFQnHmTtybU0jDkpWRnO6sXLueG8AFMQybnn8dnN88jo69m68RRusp7WPmGRQoNAQpiJ+obZ6tj+cbFz/LRdX7ezPeyvL6CsvajfHBLMOI7mRXZyoPeAu7c+nV+FrybplgvsVVByi/L4DUUYoaXgw4/F1e4uHd46Hjbi44Mcs53v3D8/W9+oXP1DWUk7WHy7jNpCR/igLuDaFUE5fA3Gaz/JYsO5dlVLyDbFzGzJ8Gu4tt5oUXg1XwZPxsaoSrey/JSa0GrNxQkaPiYWbqTRxzXclHmKTzSv16oVRCELqDqg7dYKqy7gHuBzcB7QATL6/lBQRDGmKb5/X95R//NMJiXecG+CMGmIXo0hDIB0eHA7Q9SVl5OTWU1FUWFuD32f4g0giX+k0qliMViRKNRYrEY+XyerJYloSSI5+Mk9STYQXSISG6J8lA548aNo8hbQ8zw0zGSQjwYxTugMhCVcDT7aZ5fwHyn/bioUH88x3uHRtjbGyMRiZCKhCkV0owRUlwi6YScImIqDXEwX+8h6apBcBQjF80kMNVAib7PwJEk0aQb9vrx1kykYlkTjWUuYkMDjBztYOvaF9gyLDCUl7CZBg1ijPGOJAhJTE1nXaqY/sIQNNVTVmRwTl0F06qXIUkWGevL5dkcS7EuncMwTTyRLEXDRykaHCSTU8kJdpw2gTG5vRQqPRiCTIe3Gb88AXF4K7FYH7otSt/4Gqo/egYLaufglt1EVJ2eXJ53k3m6h4eIafrxRUcBKHHYqHHameB1cXrIT1C2xGQMw2B4eJienh5isRgJoN1up6ysjPHjx+P3+/820ZloFxzdCCPHRP6CNVC3AFou/28j0SdxEifxj+GfQS4/d2z7W3DMwYaT5PIYioOH6BwtR0+78CoF5GwCqeBlvJn/gCSYDNm83C1dALzKoo7zeXvMC8wIz6Zx+SrWNpQgJ+HmI2XEZ9/Abw4WsXfC1YyI0/Cn1zJuRwtd9u1MbTvI7sbx7K8fy+T2Q8zY/zzlI1bUq2DoZkYr7ibizXHOxu3c+N6pvHWflVa45tRTeWLBGcyPvc83jr7E5QMv01FXzc7llUx/rY9Pnn8bq3Z8GjUl07vhI4yd/zLatCb0t9vYNiOA0+JqRGpFvp28j3sLL6EkEWHYX8hu33i+3P0oP5v7CRbf+yRPRi4n9ns/G0v8TP1xO3XfFPj1dR/nkw8+jUPJk49a07XXLEGxiVzb9Qwv+M9nqEBma2gqr69cSF/Iz2m7dnDhe07aiyS+t2gFoq4h5VTyTjsXtfyU1buu57XQo0wU+njZ/DrfE6/C5tb4wys38dK4WXx9wedo1RuwRa0a0MHyRurLpvEHwarrchnw4uBM/hzhgIeCXBEFhojusFZF/Uo1byz8Fi79J4zmqikB1No2HupvZtpbrxPBSn/MLbBWwLefYvCzggDVvVfzlacepKVZYP358PCdGlfdIPOt8iLO6uwmIUkkAml+8eytrKq3FF5Hr5YBkzl5N5vtGULxegac6vF5pAk6gqkje9pQjilHPer38fFEkoH0InDA/lQFS9e8yAbJ8loV4yqSobHVY9VaXjPhNmYNGWxtcnLG3s1MGDEY45nN1vArnKC10OGpgzDsaIpytlFMTrGifqIgY/yZc9HB4goae0AXTfJCFFmVyYaf5PTdBzhVFBi4ajZLdozgzBeStm/klZHbECQJj2sitRU/R2i/lVjeIpYOvQtFqqVl9z3sbrEIjmkqCIKDEkMkQhMfe2MP2CawcMQBmCxte4Zej4Oa5KnU7LUUR5+ftRbVMYeL46O8Ir3KZ+M/Q1JCnPv2el5fsIWoZxPLExegh56Djq8eP5by4ddpLGjgS0GFi9IOZMN6cGsNd/GYtIRnJR+/Nd38uGwLWr/J+vANzFkLcMbxNj543BH1LGe9t5fnZl+CJbgO17yRICcI1PR1kBan0didR89kUFyHcZnWGDQMhdhZn2eO+X2iy0fZ7RkkbvRRcmj18X305a32ok6dvaWvMOeASWUGvrN/PFNXtRL+5DY8QQXH4f0UTHqRzpIyIo0yc7YfJdbpwtOocIc4HdFpqVmHkhD3BAmkrQwGAQFfJs0DFzRw9fNHUDyfpjy2nQ6XwgF3x/F+5HUfhblCyiNxWrb9J27NR3XvTp5psUahzW7no4UtLNE7WT4K0YCNz8zayGdqf0wmFsSx9Qz2euKc4n2ODyHmIALPYhHJzcAO0zT/q/zcjwmCMAp8TxCEbaZpvvSv7OS/G8oKC7ls5UqcXhtuv/2folqp6zrhcJiBgQHC4TAAhmlYSqZCmoSUIGvLIrpF8EChs5A6fx3z/fOp9FViE2305/JsjKU4mMoxOKwybnuCCiXO7EIX5XNqsRe7yWsGHeEU2w+GeXokRS6nkIyM4kyOUJ8dZl60l5Cu4wsWYHM4kAoKcYybiL26AXUI1KE0gh4jr7YxFN5DosMN/QH8dZMJnVaGOzdEuPso0dHdhJ/fSiqps4cQPbhwukPMaDQ5VRzEnhxGp4BWz3T6/AEIRJns6+X8gEBlyVnE1UK2jCR5ZmcvHRmFrKrj1UyqkzH88WFEXcN0OpBLi5lRnKUyuQePDWyFNeTMaXRsMejvO4QubKBzfD3uCy/EUTiOgbzOSF6jHVjXbRlFFNhkapx26lx2FhZ4j5PHP0cul6Ovu4s9vb3k83kEQaCkpITGxkaCweDfNg/UHAzsht6tkB4BBAhUQd1CmPrRk2TyJE7iX4R/lFz+4J/RiX8VBEE4B/guMA7YDnzZNM19H2afjnY2kLEJGKqITcpwuGGYguEfclfZchbkk+wYI7KuoYmxe+8DYDTQzsrOlQD8NtPA1kn9XDjUi2A4qcv6+eWZQ0zIbgH7OEKHdGLtFfzo7es5UllNyu3BkEReWrKcYPplfJlRWmsFBNMk1P9lXLbZbD9jCrfeZ0XrNsycxd0rP4UuycRTfh5OlrGs9Q3OLHOwrGAbQ+P8LH3lGbZUtdDccQiAHZsv4aGK83m9egbVmX2Ewnn6bzboL/axb3ctCzt3ssT7Et/nJkKRBGX5CPWRHjoLqtiqtyCTol8qxfYEfO0/vkzQmeG2hXdxdG0xSCZ7m5vZJ1hEZ5+/nk++mQDTJGyDPyxZgaxr3HPhKEsOvMawdzIAhiQTOtjN6MQatgYsn87VPpmnsr8FB9zMI+ybVIdtq8IZh7fzYKOleqpKNs6+4Md8JfME1a4yIMNNuHhZzLMDnS/GnLzsHyGmifxhsJfLS5qpSIzFH2lBk+MkCw8giwXYPAruAzqf3/Q478yfirznANVy2fE58LnrJP6QzLK0/iIMZQ/DYo6mnCXGMv+AiUPXaF4Y5upDfh4Y52bKhI9B1kpv/MEltfT0nE1AjaGs91K6IEpZXx13vdHBlbdOpP6Qk86m+1mx/3a2+qx6QZvm505fjB8Ad4QK+HgiybbGZyjpv4RLOy310A31M5ga28WuQAvTcvuYO7SJDeUL2Bw4g60BwNRZM3kOC555mk3ZLmRg24QEs/b7kRw+8qJFqjoq0+x13chV7ZbpvWi4MIQkD1ZfybUZP0OiysbJ36UwO46wu4tlu9/iu7FudtSXoIkCayeP4cINvSTcDk47uI01UxqwqUcRbQ2ks/twbSugsmQnfaqlFjpxx8Psa/kiP7piJQv3PELjaJ4DtVcR+iPdzsr0WF5J/Zazqq7BLhxkTmQSm+UT1n4mJhHjZa5f/zPunfc1pvQvAsCTK2Hz7O8ztmcLEw62A3fw6MrFx0NXAAMlSxn39vX0r/ghFf3b6K+wRKgOxDdzpPxiSupfxdy1kB5PBYftlYz5bx2CITR6gIQzR/mrh1m48Q4Svlp2TfkCLkVFdRoEwnbODadxpqo4ULGB2d1uJC1HpKCYkkAPXcMmB10KrsgEHM5C1s8a5RuPPY17xS1cW/FjGuItFCZTNI5Uc/dZ27j/FzB1lTVHBmTr1rBwZ4pp+98mPz5HfYNIOO1mYEsB0dNtvMVR8Mhgmjw/V2DBQQPSUDfQh2K387Gb76Ji6CBwhMduuZV7zhvHUb+fbN9lTDVc7C96HZDp9nUz74DJ705N8d3uV+mtXwE8zx+641xcEyDmCbPK9PL90SixgEx9d5Zn9liE/pdcwI70pVS7DCr/+6H8X4FpmtV//VvH8RWsFYRfC4JQY/6xGspJ/AkkWSRU6f27f2+aJtFolL6+PoaGhjAMg6yRJefIEbFHyAazCIKAJEhUeiuZGJxIvb+eoDP4J+2E8xrvxpI8Fh7BMGFs1uCU/jzLNJALnDgXlSEHHAzGczxzcJjOrSlskkhJZgTfwe3M7TuMS1XxFRXjLSrG1dyEY9wyHPX1CDYbWlwht7ML5cgAkZ2bGc0nyQo6gruAwJhx2CoFpKF2lHSUSDRKfLMNIyOT0GV25gvoMu24iyQWleW4isP40jI7tHo2BVrIFrvw+/uZ5tzPTA12J2axYXABzw6bqG0RvI4EY91O5nrsnKVFyOYiSLJE1eQq6orqcB59A0b3gt2LWTuf8EAJr218nb1mFx01YM6aR8UZH8UhO/FJEl6XnXKnnVOC9uM1pH/+P8nlciSjEY4kEiSTSRKJBJqmHfMwNXE6nVRUVDB79myczr8xGS4Xh65N0LcD9DzITiibYqW4ekv+7jl0EidxEv8Y/iFyaZrmLX/9W/9nQBCEFcBzWObSb2AR43cEQZhsmmb/h9WvOd1dHC022OGHLtswR2vOIRCFjpIYOybXcs0LTg5VTaCwp4prPRcjxjWCnnvZnf8EL0/9McXdV/Ly2DBKYpiafCm7SlV2cRD4Dte2Tub0zdcD8ItLrgKgLDaEHE8yb08tLe2dvDrLz1Wbr+fBuXeyZN27jLu0n0NU0FleReuKZpqG29lbOYHd1XX0C30E9y4gIMss4z1mX/8M1//mVtbMWkZbnclNlRov9g3wpZ7H+VzR1/jU1gPoBxxkSop5rngJL029AIANTGdeto3LBlbwkXmT6fRWM2X/Vg4MNTGvOE/dQCvDoTL8qSjDznLeDLWwaEErvqoc1zfeys9/+H32LmxmY9F0bnb/EPHF/fzyoisB0CSZzS2zmX54Gw9deh3jevMcqrLzqQ33s2uoFGdVPX0xPxX6CLvrJjAneYh4l4s3KlvY/9HJ3PDEA8SnlWNvtcxoHfV3c2fXZ7hW15khwGJTZBsiM0pX4YhdzHnJEP2jlRTpXWTscbrd77Fr9pvYNRef2nYbAJXzf82Yl63at1PftSJjZwJFp4/yyemLED0RwrEMg+pWPgi/rJ7j5K1mmY/vLuLsVwZxTc1zzVCSB3AfJ5aN+TztXitF+X7lNtRxI/zHiEFw8whG2JL6+fW9JsvvFli0doQFBXO5ueIMmste4QdVdzAr6aLVlud+5RSGnf2c4tl4YmKaJguj77Ew+h7bCq0o5sKBjXQNTWSgtJpQ72dBKCceNo5fRPbVRZl2uIBE3Vg+zl76HaX4k07y9g6eWNrN9KOLGN9mpfjOj7Uj2VvICAa+kUmIxY188el9rJmS42iB9VCwdvIYAIpSGea39SIAS1s7eX3Sav7YBalIfZS87GdYbcCXizHvvRt5v/FTVpqEpjBkppGDvWQlkxk7uumrW0FoOEqw7tdsMqexWe6jIdvA+8XvUS3YCHSpfHy9D3wgmCrnDsxlFMCMglBwrBjWwsefXUfnpAA9hfMJjexjqH0dblgAACAASURBVHQWomnwjR1PMH6glZ83TOOirAe79xKKju5ndPCT5GO/4Nngd6lKvYBQ0IiptZBytZGTG9jaIHDWLgH36T9l7F29vDB2LjP/P/beOzyu6lz7/u3Z0/toRqPeZUmWLXcLV2xsXMB0TAkBQiChhEASSAghjYQ0enFMqKH3UA02uOPeu2X13jXS9D6z9/vHNnbIxzk55yUHTr7X93XNpdGetdd6dlt7Pe1+1A+jSUXRRVqI+x5FtE4hHduOqJuAoDIQc53L9LpXcIU20JpXQIYmi/jg5QAYojkA6GPZOMPlrJiloYuXOHtHNirrXKTUe5SMjMLsbASGT5zXj0fs6K1qPFUC0+tlVokGZgo9/Djjem40bKZHZ4L4IGP82YxoRjg76qFlnIvsHWnScZF9kyYxu+0wr9cu4Nbbcnjsod8woamF1a7zSAUmsAcgVIk508DEvnmkxG2YUlGePWcqi7e8yOa2AV7pf53MvF8xJPqREXm7toSLd7Xx91ALUVKygU9GKrn2i6fY/zEIgvA3YAOwBTj8nymMsixLgiDcCZwLOFBO9il8SUiSxMjICH19fQwODpJOpwkkAvhUPnx6HyqbCkElkG3KZpR9FIsdi7HpbF/YVyCVZocvxL5AhIQk49SInB4XmdOZhHgaTaYR/Uw3KpOGA10+Nu3uJBRPkhHzU1G3hYrWwyAImAoKcZ8+F9uka1A7HJAIw0grDLeQbP4Ez1oboYCZUEogYpIQM+1kTBmFSQgT6WwkmRimr28IVdBGPCaSDltIStAqGOjRWnHYdJzt6KXGd4TQiJMd0VKecpyFnKOjytbJnNgaDnoN7B2ZxFbVAlxmHRXZJq7OtDLebCDq89LU1ERwOIgxamTUqFFkaV2k6lfR2rGH1UMFdDim0CzkE25pQ2o6QtJlo3LJxczPq+B7ZgN2zf936ZhIJBge9nDE42F4eJhU6vOWM71ej8ViwWq1UlBQgNVqRav9b5ZOiIxA107o2acwueqtSr7k6XeA+n9PGYZTOIX/1/GllEtBEMbKsnzkn7f8wn1FoFyW5YYvI8N/A3cDb8uyvPz4+N8G+oDr+Ro9sAXRFI0mgaiqk4gFEJWSH5JoJ8sziD6hRFkdrC5H15NgY808ntr2EG9NPkPpQDONeOA5FtV/l0+qnkaDiiQSOnUp8/fuB+DSP/yVH0wpxfLhLfR23sjA1N+iPaSnubaIosAcwukkUwKFQCN1uZmIwE13/o64Vkd+98Nkdv2JoONqRMnE+zVbGCp4gb+MupSYSkvKaEbrO0bENoV8Ty6fRTwH0zbMa5VAyWX536EzWswc7Tp2iTOICgbGaD7hmMaAuyuHiLGBDK8HT0Y2zpSGuy9YiiyoyBnswpiM06weS9PkUTxVdjlejZ0/X3I157yznhr3MUY6+nEBmvTJoDhnPEJDseLJuua9l1BJgwRUaQ6U7yLgWkjtxxYy5z/DDZ7DVI+9ibdff58e526yY1kcKy5DytWh6dlO0jsdUTeEsfJhNtbdzeMYiKWS6HRxGjO2kG2byabqezGk1fypU2aWYKLpeMhnQh1lrzbFOP9OBNUgKZXAd28VWf6XNMbjgXPfKXHRrqlHSMDDlhJg8MQxuIZ3EFPDgbw7GDPzEUYl+qnLLIPj/LBPrRvN9NJPqCkpZDNGClydPKHKZ2FoAJOuiRGVBfeIh21jKygMSwwZ9MixXpB1dNsVgqUbB+7kk8yHCbbquLK18HPjX9n92onvVcEm3ss9h8kj+1j60Yssu/bniFKMizcmADWodCApB5XMOQdB1YNAjLdzLmRyqI5hRyMJjcyOURsJD56PSpL54f736XcHeGr8BPSWw8xeMYBKBk0qQVKtpaazn8OFine31e2gqk8pyaFJf7Z+l8kIRVGnJXZSSNjpxxl8jIBOTVNmNqWHNgIwtqGF/sINjNiciIAoHcI8bCY70YFAKds0IXxaH8vznqTIOxZrNBuHlMSVnosfGNOuwdx4EG++E2esiyGT44Ra2z5+JpGherK7DtJsDGAebsYS6iJRPp8ZzesAuGnXE+jtE+gqmM+IJp9URDEMpH2vK+crWIDaACpHP32RA+QMlDP307/C9jSBi9NoDg9w24dKrmSPwwJIpONH0JryiPv/gt6hePC21OSzt/BtKvpjzOyZSyp2ACnZitZy0YnrWDE8hZh/E6OOpydKgRWojQtIBdfwY187rstDHHs9lzfOW4w6tZpfuC28Ua+ET6dE6BdFwq5S6jI62T5UCtYPOWrrp3rQTaHYy4Scg8gXQP0buVxb/A6Pxr4NgsCCRoXIqLxP4uEPtvLGxQVs7lecfiPFJm5+sAVrOESuI0jxgUqOGS/iWFsaQS8jaR7C5v8VZf061nnLcWQ1YHAexd5hpSLUTUpW2Bwl79fCFpsHPIJiEooKgrAP2AXsRnm3zEN5x10JIMvyu8C7X4eg/06QJIlEIoFKpUKlUhGPxwmFQic+4XCYSCSieLyQievi9Il9BK1BBJVAsbWYee55FFuLUQlfHCwtyzKdsQR7/GHqwzFkwCyqmG418X1JT7rFj5yS0Oaa0c/MQ2VQ0+2N8MGONga6+qjwdjGr+yCydxA5M5Ps+TPJ/8ZUhEAX+LuQU5uJbNnJQFBP0J9JOpiNgJOUqRBxlBNbkQ7dSAv+jhYiCS/D9S1IRgtobEjhFFbBgBMnPTlW9nv6EcKDzDY0MEEW6fHlsVdVyHuZ1WgqtFTqu8gdWs+eoJ3D/iIMuouZU+DglzkOSgxaJEmis7OTtv272ZZKkeF04iivIBjoZ19PPZuOdCPrbITMk8FzjIKdu3DH1jJh8iTGfeMKbKbPk/CEw2E6envweDz4fD7k43VONBoNTqeTzMxMqqqq0Gg0X/5miIegfTN07QI5DXo7FE6D2beD5r9F9XEKp3AKXyG+bFjsXkEQ7gcelmX5v2yJFQRhMXAv8Dfgni8pw39lvBJgCvDAZ9tkWY4JgrARWMLXqFy+tGAxiza+xjvTXHiy5iNIURY0XMOayue5Zl0nBUMxVGkfJv87fFr1FKKUZlf+1UR0BvJHBujJugZX9w5enVeNsxcGsn+LMbAKIlv5zq0iGel89N4fUPnwvaiEbDxpGIj1M7pZYMidwebxdi5acx9T98Gyc1U0mO7j2nO3s373BcycsZKUoBR9dw6+TkKjMFBmdt2Ky2dgMO9c/vKNH5EZ2saSQ34s8SzWpm5Dr9pPaVf3iWPcXzoRdyhESlQTFQwgSwgb4hxu6WdKQxvj3fuJxE089Y0fMtzRgCSqQYqT39vOrklzEHRp/lR144n+3p27iO+/9SLTj//fMqqGPVVV5Pf30z+ko8rnRptM8NgDd1PTctJ28c4cEb3WQq7XSKvFT8NT2bz9ulIovqRfZv6hFaycPhdT6DBZ5oPE4yG85vkIUpjuChNPBV7nrd6zkZNgAjZV3wvAPX3Z9Np6WN58jEvV1QxkKAvdgPowS3Pm8sZrO9lb209YH+Pmm0T8ubfw0AOP0Oo+yaa6PeOkYpfQj4PYIQCOlGSywn8GRR928c6chXjyF5LR/Rz2XVuRS2DJsMRO024k1KRIEH8zkzhgPa2Wx95eD/bT+MNHGzkI4HdRHGln4m43jeOKyEm6aAoZGf939+OBch8Tmu04UicJUizJANX+Y6yYehFX7nmYXzx7P+9P1GOOKtOHxrCIp+cs45Km72BUm+gyD2ILuUEQcKcNNGpkHnsixa03qjk6cQuvPjrAipKZVIki0ug/8NAymYxQHwCmpASJYV4+M4rbMUxmyID6qJEnz9EzqSHO1CaZsw+20OaykRmMYIonWTW+DNPwp8SA7RU5n3u+PqkpYfGatby19GIktZputQvJOYdU+kPuV4/Hq/WyPm89GeFcEmplMWSIBPBYywCY3fcAHUUwZ9MPkYwWik6fSMyr5NO2myQi2GnPBOIdaPAwKrOetYVnMb0ZVFOqqdlTR5u5gnjoYwSSSMmmz8mH9wj9lVNw2dvZatpDzcBYfOVGMppCJMokpIOKTFfdLnL1hkxIpxB1NfRo68gMQ8ZIHSMZ1Xx42nwKu96npj5A3B5BjipkSrHI+8QlLwvc17Ij+I9TdBpRM4oUa3ijdynzMz7kl+d+h4ZkAW+u+hjeh5GCDH57jo+IqCPWeTsHVfn8qecQY57t4JW7VGyNpEnHvfym5EYe5SEEAXKnK17/H/Accz7p4p2Ii+bsLMr7BwgbBQ5k7kcYKcBkTjOsFrCOKGROv2x4g4+145DTSiCJThuk5vA2RPFiClo/YLsngzr5hxTM/hFPjL0Y46cwFvhUn6RGk8vXgLko5D3XAGGUd8wsFF4BUNzAx74Owf6dkUwm2bNnD5IkkU6n0el0mM1m5ZNhxmPy0BhsJCbFUAtqqjKquCjrIlwG13/YZ1ySOByMstsfZjiZQgYK9Vqm6nSclYZUTxg5FgeiiEVWDDPdpPp68Dbt5811g9SHIUtIMM13DEH2kXJoyJpoIDerhGDEwMBIlF19aSTtaNBORRuTsUSS6HUizkoLmnIt/V0N+DsOkexL0t6ZQjJZ0NrdqMISmUkz2ToXFpvEMX0Tm7q6SUa6mRqPsthSxg5jGSt1Y1ht12O1QyLWwaC3GX8fHJYzmeg4h1+elkeRWVG4QqEQzY3HeL+vH19aIpiRiS+3DFVsGMHbSv7BA5RbzVRm6WjpqidvXSPumI78WYsouPN+hOMexUgkQnNzM729vcTjynvNaDSSmZlJSUkJdrsd1b+SYVWWFeKd5rUQGgCtWcmXPOMuEP8FyuopnMIpfCX4ssrlOcDTwI+OhwitRgkR6pQ/M2cBgiCYUKja5wGXo1C1P4di9f0qUHT8b+s/bO8Epv2znQVB+I/yMsu+jFAAg9l2zLEEkukmxOROzOE3sMV+Qth6FYt3Pcfq2lk4e5TQVlllwB3w8EzhUgC6M7IAiJgXIolOhgoVr6HddQ3WtmE+GlrDoNjHEmsuuxNhqtVuJhjf4wmDBkixcc5EHA3rTsjiM8GgWU+TycSzOXZsg38gaBrFOev9rJ/Sf6JdzFiNh+0EDQYEtYaxvTuBKlKk2aIGLZPYM7GC6UWj+MCvkCdEkNgqKLlrpR07sbV4T/SnGYwgGpVbsa2oEtIB1OkRJKkBiy/N8qpLP3fOHnvg7hPfw5YMDi/6HhfWDXJA20Wlr4Qx4ST24cQJxTJQOJq60jwef3wtEe2P8VtcLNmTTUzThFbRlxkbLqPb5eX+q29g1oHdbJlwDz954hf8regqRrR/Q6W6nSZ9Fosy3maNKvNz8sxOtrM2Yec81QBXdS3g7sIPSAlpZtsGkaMyw+OyaEmOgBAnbIDygVd4+4oUnz1+QwXPYh55CZAwhDfhz7yNzK5rSCfdDDnUDGa4UEVkvrXqTV5bfB6LW6YCW/HGNSz4JE2/4VUi9W5mmk5G5b1phwkHGigpXEx09S/YWeHm6QmX8K32V7DKBrSNUXpMQcaGy4GOzx1PRJvCmPj81FARbmGb5SdYo0XE8bN4l3LvHSsMsnPsMgAmCi7MsVyy2y6hR9fFao2Z9N8e57ycCvocItPr+thePYwKOKdjFy9cvAxYgSSoAEV2n0FPrytKhj3OJ84Q16l6OFqdxZOpVqafU4AmBfe8kqbEoyi/+wrnAl2sci/krMGTLLTXle3m2ZapGEU766qLMDUdIO7MZkDMIBPQdmcTmxBjfd56zCkLmZ0X8Ev1Cp6352OX0njFMpwDexjMUoibRCmJNmsiGVoV703Lwxdwo/M2nSCRkVUqBscYmJ/l4yL5AwY0FkpzNtBMFsUdH3PMXnZC45CysxjxanDFu6keauTPWSmW5GyBIT2//OufeXHePNxSGN+xfMpiK3j5LDWJRBbJdIq3888gOO55rlmpTGkJVYh2xxEMoSY0KRXalMALU37G1R8fn/LiLWgQ2NTzAFbblUj66aRi21Gpi7BM8TG19xU2ydcQC/6Nj/qncbSkhLRFWVjKCBwouweEZVx+5BZSQhIcId6druLC7X5CzbW8+eIuIMpvpuspznqVdv0VdOQWU5JuxyJGcYkdNJSm0SQX0FmlmIPO3P0LDow6g8eX/Yb5DyjVObxGHdtFF6RPZijEA89QHIDBgvMBmene7ciWYjb5z+RocjQLvcMkBZnT+pYd3+PbfMVYBpwBjJFl+RiAIAiTUfIrrwB+Czz0VQv1bw81UALJdJJIMkJDqIFoMoo8ImPT2RiXOY5riq7BqDH+h10MJZLs9oc5HIySkGW0gsA4i4GL7RYsvVESnQHkVBxBGyKtCSIHOkl0tCInE0SPwgHZynZtNnqTitnZI5S2H0JQQdaUMsTMxQyFs+iSDHSFweI04C6ykJ9Ik2z1IyXTxB0xBuLd9I30I/fIpPtE4jojamcOOr2eSpMbx4AK0e9Bp22kSXOY1wccRDw2xuXmM61iHJuTCdaJMMptZLS9n5HBJuqDIPgkcnFyVemZTC/JRFQJpNNpjra182xjE/3hKGmdHiG3AFf1RKoSvVR1rSO7w0vYXcmn2VrqQ17EhibGNSSYnF+J/abrIcNBX18fO/buJRRSImQMBgO5ubnU1tb+1/Mg/7uIBaB1o5I3KUuQWQU1l4Al+5/uegqncAr/O/Flcy7XCIJQgWK5vRm4CsVqKwuC4AOigBP4rPBQGHgPuPT/Npz2/xKfzVK+f9geQsl/+dpQn53HsFngotXv8+erbsEQ3sTK8R7+8PRK1o4XqMvecaLt1R+9zbEZo9B5ErQ7cxBkGVmlIpxx1Yk2W3d9k8bQHWz12FkRH8MlhUeo8JbyXO3PuODwD9Eah1nkyaTqsr3ktNTjKRjPSosRgsNsmXohkhhGQmJIrUYbr0cbr6dwUFmoRtyPEtZnkNl5FQXhQuAxAs4buL31UtpjTexxRwH4MHcVrcXn8aBlgCbXVLTJGDe9fB+DzmwOjp7C9ZYYn8+cEjBHTpZJQLSSEq3ExV2cvz7NyxfNA1lm2SN/YPfc6xnT1nRiv/ZL7uWVnE0sbctjMFXIuUkjGb592DydJ7rrtAiIPmVEY0Lm1RmzmL9nN1GsaI+HmUa0EjfedT0A00vXsIWpPH3eD7h51Vs8taAeWYBGQweNhg4+e8X+qusGbp9oxtj2A0qk84H3Od2d4L7uadxWsJW4SUcsFmdF/i6+6Q9SdayGTTXn0s4y2o/3IgtaELSok51oEq2I+jtAEBlx/5qqrTFUTi/fiJTzy+tv556nHuSRF1+mSnbSPn4SvLePXCAXxaKsD6t4sWoR6DX80fEU272juDI+wNORId7I/h4Ap3X205uhYigY4BeV9/ONzeUnHoqwPsWhcj8VFQFYWQiAJRonaNBRPPSPj46CxsKT30cnCtDrBZriSWKSi1WBBDNMOciaIlbNHs3BnL9w2YGfkdA8TMSYRV2BClnQkNQooZcaU4ofVG6hTytSEExR4yrkWYeN/d5BVCKsHujmR/FbePOq11h6OIcVgzN4r/x0vn3sXVqMZSwytDOs1nB6XiuCANeV6VnZk0GfrNRD0w334wqbSQItZRdw2K54rUPqIJeHocDWwW/qHqKzwU3z6UsZc+w58no3kz/7RxwqnENxMoZWSpDwtJKIazAgsyDvGwwM3c8Ho89HOLgXssAuhOlL2lAb0nz4i0r8bxXioB2QsGmd+M0gxbQQh6hWg6u7nv2hmWDfi8epI2U38Kj1bEjBmaV7mFKmw6TqBPIIjnsegIaCIJVdFv487zUMMRFDPMmS3aVAmk0tfbxqnUUk0AWA6rhau8cwwPdN77G6N4s87UHOD9SjMyUp0GzmucA4BJWbZErFeYM6llx4H480KiG857ReA4Ba1nDnrDuJv6R4ELy+kx6LNrPiMZ6WeowbnAe4fejbGFMx3tf9ijdCTSwXbz3RdunOLGyCYtS67a9KXrKnRg+xL7zFyO7bz4lgaDlGt38s39ikKKXLi27kRu8X7/cV4ELg7s8USwBZlveisMOuAJ4AXge+vkKc/4YQENCJOmxaGwaLgfmF8/9TRVKSZRrCMXb5w3TGFGuhS6Om1mbijGwjdIaId/hJD3eSHuokEOsHYghqFQgqNPl56EdXE5g2iw+ODjIy0EWt6hhXhtbS5RFIOaejq16MLIt4TWrcBVbGFVlRiwKBQz0EjnYzctBHp9pH1KL0azFkkbBaiIkiKpWK3NxcinQa5L0tpId7UJvq6LDEWcMoglINlQYL4/IFtmtS7DCIVGbGmKg+xlZvnHUeDev6TIzTVvPbsaWUuExIskx9KMoT+w7jaWsFWcKSm8fUKbVc7rRhSobh0BvIdS0M2PNYnWFiMAnOWIDpuxNMHkqQHj8Lz0V5HBweRj50ELVaTU5ODmPGjMFqtf7PXWBZhoEjincyMgw6K5TOhXm/BPFU6fVTOIX/P+BLP8myLCeAp4CnBEHIRbHkFgBuwAgMoSRzHQK2yrL8n/Aj/o/Bc/zvP86YNqCffwJZlsd80fbjHs3qLyPY3N1dNBWZsWf4kUU73/4wH2diNWlhgDMPwlNngzolM2bwmziD3ex2jKN0sIczN68gLaqpSCV4cs4FJ/o7t3o51+2pI2Yw0DnioCNsZ17/D2ic/gOO5a6hMaOO+X2z2JSy4MnMI6HXoQ2NkLCYWHismTVVBbxb8i6SoEclx0hrp7PvrMtZdUzDtYkeLuis55B7AmbJSBedWIef5JOeImRBAPdkkGWCuhCnNW9mZ/lsxHg3jx19inbAPdzPgi0f0gYcnHchM6UtfLf/HTYFiqjRD3L/P5wbmz6HgE6pTfXJvuvRNgWpjDwPQNriQmvK5yVu5q2fJ7j5llLGdy+BcBUVDS+iTSfpGT2GvGNHGXu07kSfb5yu45050ykcGGLhri14HHaCxdP43QVnkTC4uXj4VSZk7OXex/7IT2/9Gb+/7nu4OvcgkPycbBNiVvTpPWw6vJPnci+gONoDcXBo/sKCFGxty+bbxXuZEFZCtbSyTHapg9zhOH+2gaxfSFK3CL9NIa8xpftJCWr63TXoEgksnod5IfUnUNIj+eP4Sfz41p9x33vrUAUbGDP5WsLsQ7QlSfs1/HWBimvXSJxnK+MJewXLg3bmJl/n6VW/AhTPGsAvrx3ktrdcjO2QOVZVSir9+Vw1SQVT23/E00sK0TX9jKvXCxzNz6RcGgbUvLqgk2lHnJT2KXVTvY58SCv5kLekA9wlWUjKEhkxLap0ko7ChQxk1bLoUAvTem6DVDZDjiIGcs7k8jVrePrMCeSMbAegaN4wapXM2t4n2S3u5wLra7znNJGWs1ALPmySzF81j1FjLOTCrBjvF58BI2kubdhKgbGWbW6BeOZY5qSUAAWVyk4ofXJdrxK0DJVY8WmSFNvKOPvoLbxbs58ByysMJCsRhgIMHbYgSinmbbyZ0FXZpCr68WzpI5Y+Snc0gTM2GzkcxUaUN3Mvwlz9LM913cKOxG2syaxAliElq2i+XEueRkul2MSvJl7CtS0Oiof6mVy0irekeYRiIKhyKBYD/Pi1J7HM9HG/NYPDpUnu1z7NW7EzuHLgcd6f28PE8EQMcZEekwWAm6x2nhgzQlItMWXvePLCI7yxoAN1XFHSn2maBpYIM1ztbPMUU1bYRnNnCRX9a3AV9wJZ1Nj7aTYWMibcQqM2F43pXFLRbdzU8Qx6x208dNq99IR+yq5iLbVNyrhhjZ+XhvRMLZFYuF+mbDCKX2vikKuMgeN5Wf0pF4OZfTQNnglAn5yB++90qzpVCMbfwmWrbmbEqGPxsXqWTV1MWey4wUgGQbQhS37MeUHCfUVIqU7StmsQ/c+TDL1L7cGT9+uNHU8o41TO4WtAELB/0Q+yLL8hCMLpwB+Ai76ozSl8MVSChjz7eNSCgFolEJZlRmIJ4pJEICXRGYvTGU0QSKWRUWKPK0x65jjMZPcPEtl5lOihetJ+Lx61CrVNi8qqQ5OXg3lmBbpRCxFtCqlPIp5g3e5D7N7TTG76Uy5yDTGU0tM5nEmTbin2UTnkVThwl5gIjwww0trJyIYRAmEVkkoi7VbhGJ9PTsFkvMEQXV1dhCMRUqKWcpuKSXQRa06SbBwgatVxKDeXPZZCEuE0xTEYZdGw1yhw0CpTaumjPNXM/qiNNQNGiOUw2ZjNDRNyyLMb6Iwl2OwN8eKeNuhsIwOJiaUlnHbBEiW/UZahdx9s+JCIlGSNzUG900GFPY8z+8yEtu2jTxOjvbgYVbEVm81GcW4uNePH/2tDW78IyZiSO9mxFaQUZI2FiVeB6T8OZT6FUziFf198WUIfoyzLJ0j+j7OuvvKlpfrX47MEwGJg799tL/q7374W9LqbmXRMjSei5w7pHrRpmcmNnYjyyTbLl4n4bOu48c7fM/HwThIaDRPrdlFZM5s9wNI9G/h47GmoVHpGzHbunzuDi1YqeUx/61tA2yglXLDBqUT3mhNODnrVxN0ZAMiimldPP8bcbjfWYWWxFjPPp6R9LeePmFmSVjwVZcP9DIo+vt39LfIEHdnbunnh7E4+njZAf0aMjEQO53zqwTvjHhqGnwFmk9bm075T8Tu4NH48SRsWZyZFI43E3AY2TnVR2THIhmYnU9vqaMgqRC+NMLOxDUe4hgXqlXz7nSsZ7+yivXopHN3GR1NNvHCmj+eftZI9rNgqJnRMoSxQhcm7lqV3T+PXAwmmRvbx/NQkV794Mldje1UKi+cXzD6gZDva4hKXfudqZJXAWPkAC2OrMH2sYmz0ACU9nbTlFSKQ5Ep/gMdL7yChH4er53v8oLedrQ1Wzq3qpVuy0WdzMWOkE52gFJO30s/kQJxH8loADdmpFFf0vg+8z5lD9zBz3ukAnNYS4hfdMj8vTnFGlpFHga0b4sCfWGXfwlm+WcflTLF39DhUj/0RCYjrzeye+EOSE57jSXuI0/rP58EL30NTYqR2nwbi0xmZ2Ia2qYuiw0RSnQAAIABJREFU7Dpyox4WRpxslDPRpVJ4LAK1u7yEpCSL867j455niWnTCLLMWsMWagfdfDP5IL9Y9DZndWZzYNJk1PJ7nC+N5q2JR1lyTicNz1UgyGMxyV0I8SzK7DY+9aZxHA8WlUQdA1lKDc6U2ggpxbtVN/oyRMFJWctRnnxYUSwzqkJoTIpytNWaoiFVypsbk5x9uh21qolhSzY/GbmTv2p+yAMDQ1g0OtLqJKrjY60fn2JSg8QS87fIPvN2kGXaN36Xoulh+kccTHzNT6vbTvLSPjaGyqB1KggaLjxSyxj3WrpV3fSvP1n+QDsqySbteVT2rUFOecnK9iI3aWlMbjzRZlCbyR+bbwdk0INOSrA5OIrdPUqgRNH4AE3vlXAVr6HTZKLKKCDwqYlF7GQRsP/KTLaNHUPlyxsJbrVzoVWPKEagDFZrf8qKSDEz+megDY1iSeMIRycp+c/++loC/rlEvLvQJ3wYkiMY634GvIpKEJBkGSnsY3p+F9MzFe/lo9VFpOpU+Ax2bq3cyvrcGiaNKEq4J23jowwXC7uUnMyY9yG6V/4YQWVi2KIGEvx+qYOztq9hevsFtGUqnDQ37TjImoIppLVJru56hfenXcho6Si9g6MBmJK1n4aRAgKyQIHhU543FLIvlUV1AHaXZDNkNeH2h7Fq/ZAAne0Gxu/9NeEzb6V9oI1JG5ezubIYAFG0caQqm7H1ii0waPsGFv9J0qkPM/eeTKj/6rABuE4QhCdlWfZ8we+7gQe/Ypn+7RGXJFYPB0jJMklJRi0IaFUCOpWARS1SatAxx2JA39lBZM8BYkebSQfiyLLAiMuNYXwV7luvQJ3t/nxJjFgABo8ROPIWG1rDHAma0KgE5pZZuW1GHocPR9jbaSSZKMDilNDq2kjFWujZrca/wYpJa8PksuKaX05Yn2TE62VkeJihIQ9qr488u5Yp2lb04RZifU7ibWW0WyaxLc9CRzSBGEgyaUBkpk3NuhwVh41e8sV27HKKDsnJ7oCTxEgto1Rarh2XizPDwGZviOdHfKQ7urD3dpAtJTk3N4fRZ52JwaCQWRHohV1/Ix3ooV5v4BOzBrMhh+nmWhwb9zLcfYR9uTlkz5/HmNJSnE7nv6R26D9FaAgaPwZPA4g6KJkNc+86xep6Cqfw/wC+rOeyXxCEl4EnZVk++E9bf31oOP45H6Xo9Wd5oHOBX319YoEj3o5RXYTePoC44kqMmodJqwTEtMyGM/OAAbqMeRytGo17YIgzt65g9/iZtBpL4PBm6ouXUkU7zyV+xve0DzPl4BYklUhZZwNNY50UDKrZWvAJ2WEH/SYvUwanYLYNURtfiC/1GnmRItaUTwdaSKjbT8iV19+F26fDeHQj2soLuc/RhihIXBafwR9NXqKaI5yjK2DWwTBbxiuL0uLWBlRJC9qkE21K8Wap0orCMCWQwt3mYfUEM/pIJ5d0bEPzgoouh5OPzypgxqoBJtsamRdax19tu9hV8hDnHvJyhr4N9BBI6MkqX8ETOherp40GeT/haCvFAwJvzT+b737wJl15g6ypEZAFHX+07md4zItYvG/z4Z3vgiCwZJdEXwaoJJHtU2cxkpfFAdcYvrOlh/zZfyax2owg38rr0x5k3RgNQ3mF5LXeTEINcyJRlhumIquUF+OwfjQpWWQ4bqBo1z5++s1H+ChzDr9vfpTlBd/grUO385pN8fhcHAhx1HUHjelnqYh0cEw66UC/ypcmOfZebrL5MLWLvPzaz6H2TgDO8s0iuucZ7lw6jL3XzUv2TUgqDd1FWYxRm2gqKqFA20NUb8eWspEV+zmV6U8ZpASAQ9YrYDLUqC/luo6P6CsfhdU3in0LepjY4CMcSWJ3ixy0/IUD53dTF1FzR3aMe4VdAHzTczbn5axn9KtJeq9IcFbbGGaU7eadbgN6Qeb7ZTux7r+MtxZcx4yNNpz+z3t3/x5hk6JYauM+Ejonspwmr3fzid+zJijerYSkZ3HZJ/jDJVyRm4t2+Dp+n7cCf9UBfry6lOYCC2s9M9hrNmNz3EVw6HcA/Px5Je9uz+O/Ri8/wET2EBF78aVdNNUMszOmZuFWaMrx0NeaJN98ELt/NIlUA0f6byVtOIQE+Ix6MiIxPrGUscwzij+OeZXElKdxyTHSTXq8cjeg4y9X3I7rQCdDURcZBInJGl5XL6TQ04QGxeAhOyXUYppUWiSUHKKtZjxl+06ek6xx3eS+YuWTcWVMCfdQLzpRl4WZDviNg0Axtya3s75fSe3uVfdxpUWFIZ5iuWYZTQENaUlZJC7s/gitSqLQNInm4AGWX/1TpmzzcYZ4AAB7UMSjhke1l/JE4iHu7biK9bofkxAEwrKelrnF6D64gVhkBUKyl7j/GUTdTNSRCYAOSRSY1LMAgKiqDdiLBLx19jlcsOMlbCm4ZffjmMwi75bN5lfT7qPI2k27L4+HtvyEJwy/w3L6CDv2j0UfP4shq+L5FmSZifZGukN2BJWJ+hvLEdtbSOvKMUeSyJIytxxVezmUEcCZX8pwfA5LuhsZEiCihbQqzdW7T9Yp/QrxO5R3ylpBEL4ry/Luf/h9EZD46sX694ZJLXJNnuLRkuJxUv39JHsHSLR3EjvaRNofJyhBNKsQXdUYMr67CF2+BUEjQioOI20wvBtamiHqRZKhKWJkR8BFt5CN0VbDlGobl8k+uo4epmnjdpoEByp1NTa3lZpaC/a0E3WgnEQ8gd8QoTfLx4AmAXgwDkVwOp3kOIyMEVpQDxxEjsnEOiqJp8bQSC1bdGlGjOCIppnlTbHAbmBlQZyV0gC5qiEyRJGIUE7cOBtTQMbU5eeMEielM+xs8IV4IxTE4R2mcKiHyZEQDrud6lnTToarJiJw6C3o3U9AZ+RdnciA1klxspjqkIFEYxPe6EdUzDuDrGuv/WqUSQB/D9S9D4EeMGVCxWKYeCV8VeOfwimcwv8KfFnl8pfAd4EbBEHYw/EcE1mWo19asn8hZFmWBUH4A/CcIAibgU0oLLV+FGKhrw0Lh89hwOWG6ErSgo2SM3rhiJKi6kuU4Ki/jIvn/oSmvnJe+NNP+Hh8GVMPbGVZ6U3c0vYXduCiXOjk8GqRccX3MWlP6ETfHl0Xeel8DJKbiZ6J9MTbQUxzdf9CnNrfolW1sTJYyXzdr9nTW8y23Ha06SoSYj1e0yGWvyvz+LmTELRHqWyrwJsxhEnWkdf6Jj6zFU98AKf/pBVy2B4DLNz80r3cNvooOQWw9JM3yR0J8uNr7+DF3/yYc/sb2TmtEvXHysvGGY5S8KqSb/nGmNnk9D5I0HE1MUsmP2PZib7lBBjMcdbOk7jWv5753XE8wUyuaI3x0iyJzeOnsKc8xuraasYPvIo/lYU/3ohElJHce5nhf42Pag9iSJqwxjKJ2qcyae6f8O27m+w+KyVvDLEwZzuXGFPUBxVP5317f8r9mQGu9fmpaFDxXfEX1E7u4K6kntOCh2kzTGCHv4ChsJ3MkUF6HFn41FaWtO3guurfQvQZAOrid7CpcDotuhmMW/kAWTmWE8dlq/gNUXMHU9Y8w1DZ25hHzyCQGGYk0ccezyeMHxnEPjAfIXs/KmT2XW3jYGAJYySIavWY4rlABEEr4ohmM3jwMuxlG/C1nHFijI/k31E48D53j21h4dBUOux6/lD0Ag8em03RBUeQUwIV9VZC6gTWv3OZtySGGP2gojCqo04M/jLkdAPnDY0nuHcyActzxCKFXNPxBMP+k2y+ANX9r1KXfQUA/ZYI2UEjecm9+FI5JHR2BEEkZ+wgGeURhnrc7AlfxPu508htKMHqfo1OTyGGjAKSuW/SoXVjB6yo+L6lgsOh8zA6FKbejLxX2VwtMLtOkbuFUdzCQ5TSzLPjz+BF/yHwa6EC5m+H1wJ6nko+xru5pZy2u4oDeSrkVB9p/xH67WYOFGXx17xruLbneUQ5TSI9BnfRZg6sLidZooHj+X0hq4NK416Goi6cxiB3xG5gtX4q18cbMOeFUOvT9HlsWAQ1YzJbEQUZV0ucA/O/ReW6F6i4uI/R+2QOHD9fe0x5APRYRjOxRENtNEk18PHhQsbYV3EUE70ZMbxHF/FTngYR3nbW0hvIwp0bgzY/KZOOaucCVlU5Sfen+HbyDtpF5RpcpNvBruxSPpJdrEhPo1VW2FUfZQYODGjE/ayaOpazdi8hGf4YKdWFINqIiJ08ftYUJh/axrApH2fYzLSea7nq9gNcsaaUSb4YOX4JY8xPS5YD9WCM04Z342u9hlFZywj33s0iIG2UkbRpak87yNFXTj9xn/hNOmLdZnS2GwBwZPRwpHuA2vZGAGY1dDFoNXL2wV/zgM3AdR8d5t1FcxjIPo3ZW95Ck4qSVAlopL8L9fiKIMtymyAIl6EYLHcIgrAV2I+SCjIHhcDu5a9csH9zpHwBBh9YjhRJIadBtLsQ7Zmos3KwXT4HXYEFMdkHIy0wfABaVkHL8Z1FHSl7CfUUsS1aQOdQmGjAj0vyU2lMcLp2CDHuJ1kXpc4ziLNgDMXjZmNXqcg2iYT9QQLHQtSb24laZSzZFvLz85mZPQ61lICObdC1ATrjpEUXMek0grEa6uIpdshJIhoV+ak0i9DiNArUlTbzaiJCUhIo1Jmxi6VImnFMy7DQ3+Fn15ERMsozMNe42CtJDA8OM3qoh2TAj8lkonpsNRkZSoQRkgTtW6HpE2RBzaGMYj6KmtCPGBjlGMUERybWXbswSRL2yy5Fm5//FV2wBDSugs4dYMmBsReB7Ssa+xRO4RT+V+LLEvo8CjwqCMJMlHqRfwYeFgThJeApWZYP/wtk/JdAluUXBUHQAD8E/ghsA2bIsvzFTCVfEZaXPsvSgz8jGW1DrQsysul8XOmVAEwzbuUdeS5qnczF29ewcrziwUjKeuxRP2lU3NL+BI9feQffe3kXGmsPShopzKtr57KSv/AiL+CzT8HeZeDywSsJBzpJW5zEpNMYTH0fR83TPKx6Dnc6C3uwhxmHfaydImBISqiTaUZ17CFqvlpJbEnmsmH4KVzRKK5olLdyLuTSks1M3ePAInnZN9rDJZV1vNVQTSChI7PzKpJpJ6Zoml8/8xgA8X4tZxw5TEjUs6mihBktncjHC3I897u7WD9RTVgd469VMpIEqODZcD7FgwLzzV181K2UrEAHu3PyKKuU+G70HSaf/jwO861YfHvIapGoVF3CsEmpcpMwX0p95CDZAQ391jCFsWyCpGl/cxmlx69DhUWJaut1KKuUHI1E7sRm8g/oucgbIegbz9ll9fjQcMcmC163H2uRlvp6hTX1opUv8fYZI+wJVdJt2M/Hmd9n5uCTNMZEFu3cwqbJ0/nh++/xiLGWC0q2A2XcJf8albkDOS1yKCxQkLSiddrwcpjIhDfIGxAI6dJM6juDqtmvEuwxcshYTUn7ZN4zp9lRY8Sy7y4qNK8zbcbTtL/1OAC/VQ3zs6LNpAP5xLwlDKXLGJz0E0rd32dR9xI2BEtpT9oxZMQUg7IoM6PGz9LvaVn2658Ay3nzjyng5wAM2CE1OIJVbib+0XVkxafQDbwSuQERGD6gKJYT9z/MQGUlVjWMFHcz7+ObWT93OU+fnc9P1x5lsvQBdZH5GLQ7ENJqnFlh3h35PRcV/5yXfYt4ekIVF5v3c2//KjYLo9nqbMAadWEv3UzD28sx24fYkfsQZEoY+yAzpmfIUsey80W6XRI7qgQCybmU+h5hfcyKw5HP2PhuXBlaxpvifHCaDZUERzQ6UoKe7Fo/cmcSWaU8MweKlGupdqWgB24ZeJKBER25+QLJNsXgkBTU/C3nQubJq1k/eQGTOw5wUc8GNjOGlEpDQqPFkh9Gb09w9JNCUkX51Bo28UTluQzt6OfxC7/F64ueY/S+L1aG8uqTuO06yvcUnNh21Gdi1txmhiIJ/pR++sT2fJdEV8Z48lyf0t0GZ9kOc43gY0HIj+hRDDYvp+YT0hi5UbOC+Zp6rgsWszxjEeXeOsbEniWhD6Jzr0IceJy95X9lfnOacZeso/GZSqKRlSzaAv2ZexmxugjqSimPdeFNFzCr9UJkYT+lfi1hUw66RBCDCMM2hajKFXwBT9cFcLxCiCgOo/NJ7P7baKT02hPHENNoQDBAupmS2nXsr58NAqxaUMMNz6/DGktgPU7S8uO/KTZLW1zhYBPTiuHj61AsP4Msy+sEQShHya28HKUUyWfYgMIcewr/DYhaNc4zx6NWD6GSPAiJQWAAOAK9a6BPBHsBZJThLz6buqCe/c19dPR5iAX8yOkk+bp2qu0wp7SAzKIa7Nk5CAg0795B55FD5DrHYfXUILUkECx9+DMkPFqRnMm5lOSNwmRSPOsnQjuP1oPGQMoxk6h4JT2+OHujcdq1IMkRqiQVlxkNmI0qggXNrIgNcCRux0weeqsbsyAy3mFmtt3MlmYPz29qRcgzkTXWiVsnUt3fhd/jwWw2M3r0aJzO47Ul0ymFSbV1I0gp4rkTeUtTQltHNznBBFfVXk2O1YHv9deQGlpwXHEFGrf7q7lQwX7Y9xLEA1B5Fiz6wykP5SmcwikA/wJCHwBZlrcCWwVBuBW4GsWb+T1BEHaieDPflGX5P+AC/Oogy/KzwLNftxx/jzuDYZoBlXkhshSm27qE7tFHmXesg2J1hNe6fslQ3IyvQFncJkQNQhpe++Qe3hg1hyGnismHV9GVGaSm1Uahx0+ny4Y+mT4xxjd2RkkLMVSiihJLDRqhmT5qMUkV5Axn0VZUR61rOsU7jZgjKl5+MInHCpvGajlrbwK4hfVzlyP3rsRzvP7h0SwDwzltPGffq1R3O465np9yMyt4uHciVPayZfwwU4/mM72jHVCohL3NSm7b0tNMJA0BBg7aiOld2GIePDYVZYdn8sTKt9k9ajI5G9uZEZNoc9lYZ3Yw3+2lw+/GGfdz9hwlCq2rpYAsjQ9TSTYgsKtqiO/uLOGCY3djC4kcdD/PgUJY2mjFVVJLwFdEJHyS5rTCsIJis2JjuDTi5yOVCW9cy6deGzM6IxQ5knyaVqNr19E6kMO0xS20bXJTMr4B92o7LW4b2b4Qi3cNEiLJFfvibCzvxxM2oTbdw4zDP+Lhh36LrekYP8+UGfxmkotkDWM4Qsa7RXSHRtOpkygOZzI06g1CeVsRAavezN7GW7BFYaRhAfrkHiSDjvvtUbJNB8jv6cAVvpwi3RnopL3I1kGeqboPrZhE7VlC1vSnaF17F3JC8ZTe+5SId3GcIu84GuV8DDEJVQiE97IQnUl2jKvBdqyMR+ZG6LdrkQTI9cKHU1Vcd6+G1nNm0hE/ebHF6Oe5rBz+ZrzVOUR2ZxN3KeFb3Y4IkEFPdQt/jFzL9Y3rGGNYTUe0AEGA4ZRi4farQ1z/sZ+nFk/k7fKPuWfDI2wFqkwiAN6MfZw/72xlII0KX859RFQajD0/Qsh8lJql1/NunwH6H+QwYPDl08lK7gpGGRWwEjQ6yPGHGfdxEQdzXJT0mXjUWkwFTUjJJioGPbQVOknGBK4+qDib0rH/w957h0dxn+vfn9neV1r1XhDqFNFEr6YaA+7g2MYOrnHBJbbjFsd23E7ca9ziXjAYFzDVdEQXIBBCvbfVqq2213n/GALxsU9OeROfn0/0uS6uC+3ufGfmuzOz88zzPPctQ+4NcOKdXJo1yXh0OvYXTcduU+NxxYJBoFDVxIrgBgqPl5NjOsJLN/6BeXu/ZGnOKgDu1X6KIMCR+Cy+u1AS3lpqXMXqruVMiW1kadpxVtnH448cxk4xkdmN3zD+lAVVUEbA7ERpl86VMR39FMvOFYQ8Zb6BWZ5m+v0uslwnmJwnnZdt3h9e0h8KroAgfC5MZ6f6bhL17aSmeCjvGoVLEQavlkD7ctTBdeS4PmHY3K8RCFOT7EDlySG2p414WzvxtnZsUV6aBzpQE0tKX92ZY8DCgMKK2ZiDJ9QFhDEZCvF4KzEmSNtedPxFEubacJdYCIekHlmlECKkyCUcqEFtuprpe+4lP7mdTP/tbHANkNBpoWn+rcTsfp8B3RCiek+i8Z0TnxJFD7L/FW24H3Om3/IG4AZBEDKBTKBJFMWav7/kID+FoJKjHhoHugJETQQOtPS6A/S4/DRb+ymrbcNeZcfv6UQvbydFGyI/KYJFE9KJSR2PWvdDZdmA38+JrzbjqrShUkSh8+fQ0u0lcryJ9PwcoqKifiho010DxzdKPov6aEIpc6jvnczBhj7q60PITXZiBRlFaiXztWqU8Wo8sRWcdJ5msyuJTmcqRk02CXoVEyKNTIk0oJbJONDQw7X7y5FFa5gxMpZRrn46a2tRq9UMyc8ndsyZa2vQB9WbJfEbgLTJVGZexPpDW/B1VjK+cDzLrrwaIRik/4vV9Fo7iVi6DFVy0s/zBXWWw4nPQRsJo68BQ8x/usgggwzyr8U/VPdZFEU7kvfXK4IgTED6wX0dePFMNvNNURQr/t4Y/2q0mzPJUu6mOpCJQWhE5grSrZaRdp6NMm88+4LpTK5t4VBWImPr2qnPM9NulERjLq/ZxQbdEDLLoKDVy6lkI+WZOgbUTr6aIHC8SMvMTTL6/FZUDjud7Ufon1VMpmsuelGFTdHL1ZkNgJz4hr2k97zB1NLb8SohegD0kZcBHyMiiXzoAL9az9yjJ1AJAodHV57dj3hXNP2abtwyHyOaG/l0moVRVRE4lQKbU6fiDEczu+XI2c93RuqJqKggIc/FtsiLyS7ZB8D1m8NIrjYiOaOtlMpHYaCd1ZNlFDQU8HZqA6cy5KT65HzV2odK5qU0oZhfD5ih7H4APil6DL2sjWS3h2Awi/HtlzBBv515ljY2q+0EuvIQxQAdsauYMpBJu6+YsPg+MkESHir0+ok4lMZXU9u5M9VJjcaI87IWptV2cbQpg2p5Eo19sYxMOo3yth6mPDnAxoIs5h/x0jrXQ69ew4LvH+Ry493ErLqTLouR2DvL2PTMJCblSdYykVtFcsT3aRFraFanA7CvJZnMUa+enaPW6nGYPVJutavsMj6dWML1jamM6avgiUg7VbH7yVbLOD9/K701MxEGYgnJA8yp+jX23hEkFK0md8ldtOy5FVfHCLyaSE4NzAElnOyPZJ7Qh+xeFdun/xEcUCgvI9OhxFo5h5r8XcTrV7Je/jLHhgj8aoeMgHPc2W0LCe3IxUQy59+P5y8L6UiYRO5l7fTHH4fWWALx0s1a4uy3kIX/wNBuO5qqXOIiqlHKfDRrDHiD2SSqJC/SHtV6qnK6kC4X4MvcCRi5IqmB7Eo33fKTgBRcPneyhLuHTSKAJEe9YbcSeI9R+R6OincT7YmmO0IqmthuGc+ypi3ghP2C9EAh44zSbfZADc2xLlK79ASm+wlUCGRNH6B2pwnFkFEE6841SMrFEOtnXU44So0ptpchoVaMnhA0SXpm7yUt4vY9a5l3xzXMf+E9WntmsSL8JoIA1yU+TmprGqTAk+JdvOK+D71iDsdDW6lqyuWjjAuZo65hhv4024Q4ZjVI57egF4k06hmvaEIu81Djvgdv5GGU3jautA0hRfUWI8LHkfmlLOXu0GgA3veOZUjIQcWUISgr+pH1+7ls4mpWy7N4XPM0y8NvETw/Cs3mZrQpH6CU38pA40JqJsfy+vFI3pY/j8qj5+Mx6cRubjs7BzE9UqlqmHO2QSHfMQAsqQrauxWEwn4mmYspl4u0CyMpPvQYBHt4v340vX7ppt+o8HJtVhlvWe8h4N5GcdVrqCKDyAQwiFp0op8g4FBDxZSJBIThxPao0PTX4rYMhcBT5J1u5UCejIJ2MwfHjqI0/jTv87+PKIr1/NhPeZD/Bn2eEM9udxL09RDw+VEEPRhlIUyKMDFGNZcMTSYlcyzG6Jif7CUMBoO0N7ViO9iIr7qLkD+MGBGBPyYfRYKFkdNT0Br/RlRGFKHtKNRsAZ8DorJoS13M3pNeKo/3Ih5zEB/hZ4xJywKdGqVJhSrDiEt7CmtvCdvcseyx5hOWzyfPrOW6KDMTIgwoZdK27Wvt5ZnyVgxGFVdk6dC0NRGqDGHMymLY7NlSYOt3Q8W30HoIZErInI5z3F1sObydiv2HMEQaWDZvGUkRSYihEPZ16/CdPk3EZZehHvL/2277v0b7MShbBTE5MOMhUP6TfC8HGWSQXzz/NFMhURT3A/sFQViJ5H95PXCrIAj7gXtFUdz3z1r3L4lebwS2ggpydrlxC2EEmYl5eVXoxABCN4CIbrqHRKudIfm9qPNbKX4/6kfjhM78xlYlKRmTPJwx35QibvkzLncnKqAtxgcYeT9jI7CRFSfyqEiWfmAvcDhpst1IDqAIh1CEYcNoGWpxKKUFc7Cq90IIFMEQC8pOADC8QcTcMh2rfRZ3KLsIOgxsHP442vg3ufMmGdDHsi3xbC/qpzmvAbMzg9TAaXI6XYhAzBX5JPRIPoNufRxX3e0jpT+fN9YeI+CSo4vxI5OFOTpyJfJQgAz7UeA4pxKkTFZc52Le7ppLOPoDZAO/+sFc/OrY77EnvIWi44azr40bKKTNECBw8nJEMYyv/xUs/TA5fy0n7UtZ3TyOi1MOUKLVcm9lEbu8Tq7ckkpRsov+OBmaPB/PrZsCQGNdLPnzpcxNMB7804LIukSOpUVDJWCBIW0mtOOP4hgWxnelHTnw+aQZDJ9cQsJKJa65cjbrrOhIB6DT0IAoiES36NH0FCPT6WixB4kB1Jat+HpnU1SzDKe1AJt3Izc3XEqRdSqncx8i6JNRLuvmYN5rJNqzyOwdgaCzUbb1d4yY+iy6se/g+vYVDhT/AYAJhx5m97A57NROYSa3EGc9gjVuDOXmEWSHwWPLZrFiM7sCQzHkuHnC5cZpmkJkXxVhmYKLo+/nS3Ec9uBv+fCIiiuFg0wznUSQgdzRjNHuIGIbdD7pJ59TzO2+mqS+eJ6Lzma5TAom6+ItjHafolBYTN6dAAAgAElEQVTxJNJRXs01cX5+e+b7ykuVE3Qt59OAl3e7/kSlJhZFOEhQpiDGORIAk2hnRu8CPlXvoTihnD9W3MSt+Qo8YSnLX+CfTVxyHzSBXW5gzbCLSdwhPeDI6uylNt5C3Xgrs6smoCquIqoukeRwNp2TW6iXRxNbB3IhzInYInbnT2GEsp6qUDqfld/L6OAPk1IdYgwCUBNtZObhvTz83uso06dwuCcVm1Ekfe/HjFiwhCHeZjrS4nCdbmXN/PvIcn/NcJ+GXHcbTUIc45RmwMq4+AuJ1iYxEHJiVH1Ot/8itLLxmAdi8Ys5cEYlVy3r5IyNJXvkE7iUg6wOFBOTXMlfDH/ANc7AlqqppGuasB2w8GHMInSWj1F5juIuWsTEEyLT97zIQxNvIL2zjWNdI3iveQLDDB18kz6Xe2V7EcMCGc5+jqQMJarPBoBSVBMQfAQ9ezEbRlPnz0Mh+5IFyX6Coo0W+yki4seQmOHiM0XaWVmbW7L3IfeCghBGuRWHbhbqns3EzlBRHz2B3oYwoYAUhHqEbGxmF5FOB01JaWhihxNrszOzRMro3HGjjOuO30GfuYL04JQfXRMH+WViVCu4YYQZndmM1mRGZzIjk0vXfVEUCXhDeN0BuludeAb8OHq99Ntc9Fq70fZ50HlFQgEfDm2QqJEFRCdGERmvJyrZgOxMwHfWtqNqEz6fh2rtSE4oLqTR5sNf4SDa38LYaCOzM2JRRetQJRtRxOtwusrp6v6eugE5H1vHYw1fQI5Byx2pFsZFGJCfCXZFUWRzey8vlreRHPZwndKF0uEjwZBA3pQpqFQqSb22/EvoOA5KLWSdh3/qQ5yqPM2BwwfoDu0mvyCf+2bch1KuRBRFHDt24NqzF9MFC4lYsuQ/msJ/LK1H4ORqyT5kzuMgV/7nywwyyCD/0vzTHWtFURwAXgNeEwShGCnInIDU8/gvT+IIGT0NPtK7SmnzufClKSkQuynpSiUgyrk7by8AFbFmlqbq6Q8ZeTRLz9dFDkIyuHttI1aTnrZoNSk9/ZzuV5C9bTcpU8/jitJPWWuWLDqTbJJI0F+NwdZmVNBnFJhpncX62O3c2D0O40ATHpWGjWPkbBir4eLd3yAIo2k3NJBoDzOipQuAsjQF03R9XOD0MHLHC3xWOJ+RRg0TthexZp6UMRLCAl/M7CCkEFCzn664SezOcJG9VmTf+CeIr6nBYqyh25/BNcY/cU0jDMsQSJnZw18LlKoORdJe6EYI+Yh2zmRAXUtmZzKt0d2Mbp8LwF8CC7gO2Jb1EbkD0SwLVLC772726Ayck7SBE/aL8Fgli4ik0BPUI2Wv1nkSaW9rBZS80HEDp4dsQuMfQKM04g24OGFPJP78dgAUqhAxMhciAv22RcSmrgHAPkfN/C/b+M6XTLatG9skBX3VETSqdhB1cxA54O2P58nJf8RSdTlhcR03rl/Lplkz8YagIfIE24d+zJLmizCluHhBvo+mkIybOl4CQG0sxdc7mzzbeMJhG36hG60Y5phbh3dbMv2AK0ZGdHoEVeYKPhj9EFeWPsbLKgOvyoO8160gI3kzBa3SnGndvaQ1baE9dwoBhZaC0+8RabJSqT2fal8Y+r8j1uaHOHi8u5cOfy5rh/+GnKpPSOrYR2CKjL6QBpkKZpRpyKyuQzPSSW26jnGNbk4j9cRt6pnKnIjd6AJR9GDG70wEEzhlMrLiy1nuiuH80im8PEqyIzF75fzJex3bTIul8mnDeWwRfZz0r+GNadeypuwO0julPtr2nfPYrl7NGG8tCtk+DJ1u/mhIo6h+MSEhRId+D+O9LZzfsAsAp+tVCnytOA0XYzJ3k132F1pjY3jSfjGhcBX+/hHkJVyJ693fEb5xJR9k5zDeHeJz++OoZSUIna/+h4644zPfIbtdUiu169Qs+l46LnxNe9lnzEKTGEDr8zB/w0donBYuy91IrdHPqqI8bquJYZxHxh55PKmIIBdxRCVzqPMrLs+4D6Ogh8BKvIBSqMMvSjYfZfJyhOBMkhTb6YhRcTI6CY7F8pD6GVZTzIrCj5EhoqKPy3OkhzjVPUOQ9QZRFZ1EIIze+zWTVXE8NfZmBKCl38gw2UlkIZEyRxIIMsSwQECQE9fpIjG2n78Wpmb3msgYeTnrW14lR7uXE8Fp5MVksdUhKcrKNeMYltBGj+w+0uwf0RthZ+JQPxprCG84itbeFVwdcxMVqdmkhpvpVtyJqnUyB10BFhVGQouD72KUbI8fx8KTe2kMjGS+w0CKXFKPrc6cDBzgu9xXmdgxE5Wq/Ke/nEF+cYRCMjrqjYiEkRS0+vjb/KRSI0etU4I8RLe1HWWXE703jAEfLksfxux4cibMQKXV/WhsMeClsWQ1u2v76FCmIOoWIDjDpLvD5PsHmGPWYJidg3poJDK1FNC63Y20d32Fo9bO1/7x7PbMx6JScXNGDNMijT/InoZFkW+t/Xx6tIokays3xuhISYgjN3ec1Mfp7oXyVWCrBLURsufCsEto7+jg2MljVO97A2+Ul/kz5jMyduTZcd1HjzGwfh36qVOJe/ihn0f9ta8RDvwZ4ofBnCdA/k+/XRxkkEH+j/CzXC0EQXgD+KMoigc5aws/CIDCMofjRz9ndkYMPZ0tHIsfS7opikN18wj7TzPa0oZR6UcvBijWh9g8IKNtZA6VmUdwOXPpU1npVMYxxNpO8axahn0ZzRvDFhP77SZK8qXAUiDM/MRqNrTncsWh+QwXBX43fgPyEEyrNtEjTkbpdzL26L8xoDWxdUwEeU1KxLCdTvl2lI5o1kwr5ZPZIjdsEng662keLP+ABncyi5wl3HfgA+qzssmsrWbNPAUav4EJNdnI5WOwKd6mLEukrqiEOhTk5isJaCLRyQfYY7uazuhahv/NfBzUaJjgldpzH5ytJbrnReoTBBaffAKXIZqC1gTmNNwDgC3YzXV2qd+jx3KQJ5xt+JR6dgOCKNAdUcpE85+J7R3PXseKM3MRQi24WJpWy6mwnkNdyWgBpf58gq6jTDsWw/c2LSFc/Dqrhi1eqZSy78Rwgv4AsQlTmZjwGqWFzZz44l0uiruLstEqIhOvZXnj43QETISylfRVR6DQnusJ02o8iIBiIJnld4jcs/k3qEICw7QCf859V7JK7M2m8ou3aZqwksyuGWhlkDjpQYLqAZytbsIhHf7gBjReDz7vi6gj7jg7foLNx/WxmxGtr9Fk6KUpegCZzM5OlxKrHxa2zibnkpsQrXq8e+XUx0UyouoTDkz8A1N234fu5DYYdz5KwU2YrrPjvtb5FWFtNTIgofMAh6+KxLpPT8uoGDS9q8gKBPlkqoERZbGkttnISnLT8YKP6SW9NDfk8UDHVFaOeJNJSXspbxnKwb3j+f0NzSR61NSJITIXb2OFR85Rl5yJhiAPtnmZb+rkNt4CICCoWaOSntDvtuXyEJ0Y8LPQdzMLfaBVtaNGKk0VBKnPWC7KuTypjbcrF3KRbAhVoRno0TEnGE2pLogqmI64cBwz1t+EPvIi3LvXEB34M87Nd4PXyWTbfsjO4cDoGWSI0+jY/bePKaBsIJYCbTcKZZh+t47hFYf5dtkV3LvnIwZ0GrI7++gzmvhwwUV8PX0uKa1NtBo+Ib96CJVRHjaPm8IXs+djsjqIEGW4lDbu2fo5t81cyeTYTqJCVkI+BZNFO3sFSWxoveowNwqPspNpuEMLOV8h2dVUeqbzdedIhmespc/SyquBK/hVxmoEn5KyjzK5Ja8Eh1HBh4fGsTFhNvMDG6gXz/Uu1jmXcosrkrKiI2xpKODY5MmMsh3Fp9Qwb8daad1ZF3Be5fvEdkfToutg9skGokbXICp+zfVZh9DLA5zogurwhLPjCoIGoy2PLZ1vYNRFskD1W8SmEH2KRwipL0CpLMYeqERXvYyesdeiqJN0cEZo5YSaHSjVYVLcYc7vEkDuYZJXSV8I6vRwSdZcWpMXMbkhib0ZX/Jlxpe82zCYTfm/glqrYPySH5d6hsNhurq6aKluxFHZh7LPh1EI4LP4kBVGkzZ8HObYuJ8cs9bqYMP3W7F32Uk2D6HYMo54mQzRGUAwKNBOiEaTHYlwJrMZDDroaPsOp7OGSiGfrzwzafcLzI428V1+HCq57AfjB8Iin1bVUXq8HGWfk+U5aUy7dB4Gg0ESvqn4TLJI0UZC7vlQdCX+QIDy8nIaStfSKDaiSFBwycRLSDFKYl6iKOIpLWVg8xY0BfnEPfggwpkM7j8Vn0MKKgUBZj0MKv0/f52DDDLI/yl+rkdRFqBKEIR3gSdFUbT+TOv9f56ctOm8FtiKNiGRLkcnGV4j2w/mI1dLmca3XaMpNjeR7+1FZ1RwqGIlXwwo8ciOgsbGitn3IxeD1GmvpsEZyfGMTL4dMoWbTkrZisvTyhgIaMgz29jQnouqpwKNchIAFxwaS4urhktbbyB7328A+MvCqWQ2FpDb9CXVqZlkN9cRE+6mo/lpVDGb6U0SWRqqZHLtSSbXnhMDzqytxqGPx2K3cX7NPZi8WrxCC2nyhzmZ8W+E5VLA+OUkFe92/55k9Ul2l53PuvwuegZkRIXDfNfYTqoY5H5bEst3hai9S07I6+SinjzGLM7k2q7dXHxEslbYPvppYjvmE9MezaGU9eR4wjQ6I0nTS8Im3epT9HtbME8Ikr63hL2sQC4eJSW8GldQSZJuAJdbxkmXhiGGbl4p+ogFeyxkdOgI4SPFZKHaO4PW1laE6iJa9kvbrxqxA11TmPFH+miUd5IgNFBhiKY59xB2z6ekmW5nYm8PsgvD+P7GpkWQ+zEfvpN4ewB/vEBPlBT470q0n/kAaAKSCI48pOQacQNkRqBM6EIJZF+8EmdLAbUbwgiKJMRgG9H5z9G2T4464g6Cnr10daro8u0nK1BEltLA63mPENvi4TmvjwpkVK35M0I4yImCl8lt6ybSNYBNJkdlChAxANnDfktURxbaNQEa9blw5j5N5snmUNYb0KPm7QQ7n9WFubZuNzffLGfZthBvLJIT155P4ZdWnrv7apKq43hVVcln4Se42PcwoweasfQHWDxqDaYSJWaniiPKELn9BpyJboZpQwzThljfZ0QkxJZeO31n1BJTezp5c9oSIgID6AUfjeh4Z/bv2LvnKlZFfMaIJpHeopdIqP8YfU8PtYZonKIa+9evMyb9FMGeVMJoz34Po/XnLnlOtQn37qcB8NduAa8TITGC8J6NPHX1HTQ/8wpJNivlRTnIy/s5royjw2NilKWNvR49Jq+A7pCbiReN5Ftg44gsMmx9vLzsekqKxp9dj9regNW1kDb9eARFP16ZdG7ruruASC7Y+gcAak0pXF22BZsqgEqvID5e4JHujeQ1nMKZXcTHXMRVrOUjhWRNEBBV5Gp3EvLOpN8eT3ZkM0OGSGW/TdvvIUp7mLdPjyc2x4QYdhMRqcZS7kQRFPjTmGs5ve11BIfkiTonejubrMMR9Uoqho4kMtzDwrRv6B8fRZrZiH18B/1Nmag7x7In8i7OMz3PloiPuNXjY7v9NmpS1jOn4CBN239HXtY7nDg+j9MRbxJsDTLplkvoP2qkS1BQd+QRloyOwZNsZKDkJpocAULKGxkJ2DPNiKd76QxCWrQDVZuR67VyPlCpiNRuZYJsCS8KzeydkAEtUNg5lb0ZX0rnpfycuu4gv2wCgQBVVVU4nU6cTieBAQcKmxdtD6hDMuRaObJkOUmzConNyEQm++mAyzrgZd3RVlqq2kjpa2dxUhJRUyZCWCRodSM3q9HNSkN+pv9SFEP09h6gp2cXHWELe8RJHPeOQSUIrEiOYYbF+KOMYZ/LzQclB+js6sYfUHNe4TAuGJOJYG+Bkx9Kfo+GOCmgHHsdAD6fj8MlJbT3tdOob8SSbuHXQ39NpEaq+BCDQRxbtuAuPYpu7Bji7rsXQfEz3KqFw5JQT2c5jL8JIlL/82UGGWSQQX6CnyW4FEXxckEQsoH7OBdkPnVGZe9fmgiVkqCqH584jghdMZHhJhqAkO84St08Ah2bONw3itvSvyP5AKwc/RZHOov4fWMLL/vHsdx7Gy/pl9DpMrG2pZD4QmncdydMJcvXSLJuAJAM6qNUTnr8BvxqO098MomayFaCQKxYQ7PFxOZLCtAdCRIXCVNj6vkkTUl2M9Tr0gAI+2KYeuIj3ht/Bx8suIWrN77OLbckkGLtZHStgML8ML3mlRjcAeRhQOFCKWZR1D6d0pRNADgMCpIdUlB6OOE45REKpkcm80BXH8tcklDIpFMil92tJLcVTqcKXLzPRfSvvNAFIXEEANWqDhwRuyhsH8HR5K1celDH2p4s0vW96MSPWLhPugHvV6v4zH4ToaCDkOih0h1DlN4FgDosMqD3Y85ppMsYA0IMMmU2Su1ktJoWjrjy0au/oGVHK2ZlNMNmDVDvbGZnXBTTrT1cFXMznaIaT+sYwgkHqT5wFWnD0tC7WlGXvMFA7fMosq5hwGhFY4jnQHM+LRoHN9RImTC1oYdRPdv5IHgp+V1jeG/s/eRbJ7H81AqG6d/gZEojamcEvjNKtrUbJMGhtJlu3F3d9FQZmFJcg669nT5VNse7T+EPl+MOOlDJ1GS061Ea7UxziVTo96H3TEQlk+MBhhiH8cSkZoY7lNg0ebQnFJO+7nOGpuyklSgOj32Abl0b0e4kYmqf5fgYG0cXBgAZJ9NEhjWJpNukZr8/5ng4EkqF8CE+NC8i5nA9jRHDuF2zji+Vj0MdVGQb8MWLVCRGsfIjJzfdDgWpo2nt309ulLR/h+QX4tU1E9crw6DpZME+K0ZNM+9OuYDlH75I2pV13OtsQxAgLbodkipZUz6NIZu/ITkrzB2mNTws3sl6fwG3B2VE9e3n2ZjzOdjl4hMMPzr3/DMeQ7npDtSFl+Er/wKA9M++oXrpFBLqg4zfJlkCCdURXPHiKka++S0FHKa0V1JlbInt5MaQjNjdb1OYsgK5wkSMu+dsYDlz73rsI4dhrj9Kq+pyAMRgBOp9Uma4c+4QTlR/z0zg5YcWctu6NxhR28zxtARc0QY6rdChmMz3Q6dwbagEjycABriKrwD4uHUkzcEhiBl91NaMY9Lkz6V53H0ppu5srOJX5ETqKZ67gld764k3Sv2uSTYtb1a+zYQjQxlx3Q0EPSbkmgHuj3+fx0O/ZVLpDvaNm46tfxjJcWVs8+cwUjcamTcbh0zqA/5Uez1jFZ/THcyg0juDoS0Cm/pOsaL2XlwTMojJ2UXDUanRMmfUQsIjRXb9ZgcAMdcNY9czR6DPT+bcNNy+q7AG2lFlWwhU9XPaHeRYvZ4wYfK0cq7PWEhM4xRKNcd4LlmOtbWGl/Tv8CtBzTeGtzgRqWRkw6y/f6Ed5BeDr8+Jf30lWrkCg0yOUmdAnZyIeU4SEelJf7ckdMAbYNPJDk5VdRPpCjFXaGFIsg3homV4TvQTtLrR5FrQj40/O47b3UCndT39fg8HhUlUBa+gKxAiQ6vmsawo8gzaH62nobOTL0oO4gyLoEkiJSmVFXkimtp1sMUG5hTIX/QDv8dgMEhpaSmV7ZW0RbaRlZ3FbUNuQ6uQxg/7fNjXrsXX0IBp7lziHnrw5yl/BWgtheOfwLBLYeQVP886BxlkkP+z/GxF9KIoVgMrBEF4BMlr8qggCC8CL4vi/yOa8v8LGBVy7JajvCSXUTwg0mA9VzUsKKSST7lqCT3BCiyKBiLUA2S3VuMxKbjPvobvu+bwVPa7PGVbhIo+OpvhlpgXWRZTSSAs5wrfGB4OtZCns3LNkGM8d3oypx3lGNU+BFGFLUrLHkcl8pQYRhyXcVHspxgj/gJAX+u/8edRJQT6JrFecxeGgIvaSQa8+tNE1Rh5Zeli+nVb6M6SMaktGdnAZi4puxdRGYMfGHvsPd5a1Epb7GZONLSwInQ9h7M284EhgjkeB+/PkfNXNZJJzUHaeszYm/UM6YZou4ILDvqJcqQzrKSB2qsuZGFOHPFqDQjruT/ew9NiA38Zex/3HE/B1iOVKTW6LEge5hKW02GKo5/hnbpxyNVBQEGvS8uOzgzCI7pYO6yDtcRwvtNFYXYPUY5+Rplu5A3rp2SpD1MdnAy+z4nXZlBYdxSDSsknBQqaxJks79pO2RQDzvIU0HYTKRexy7UIvXeSrdVRbjJg7doKXTAlaS4Qos1rROZdgj6iHMHcRWvaJMT6Dvo0nVzf60ToiSXsymOz62VGO+WMb1tES6KG6iwDWcZuMvR99Kb4EStj6erRYNHeiEaZgVkucijsIU6TRkuwDxVuJtrysDmvpZ185irdbHbBwsg7KPONRBe/jVPCEwzVHKc0X7LiM1fWs70jmSEyKeudVPwJfzx2G/ctSONXcfV81CuVHj5+hZxf7Qhx35ownbeGsOgv5/0RlxFaGOLzh24H4OX7LyJUb0AuOKVj+TETvO4n4qEOnGlvsWTtB0xO2krWzhcJy/2UZq3hgtKpvLg4ktu225AdlSGQgje1nrvfeYyMCQOYNQHSE1Lo6aknNX8bAdmT1OlcZDlOcaT7TibGXEm2WA+MZeGKArK/28R5tplE+gQ+UPlYigr139ysWTQ6uPhtTOel0nbzF6iLltL3QRPKDhlDX3gT95ilGOQWvAdf59lOJb9OG8Pc0m20Wky0ahKpSO/i4ylGZp5wsHLVRxzNHUZHpJPig0eoj32JDpOKl+9fw5aCZFoTOrigaj9dOhPX9paxoPhuEEU2pI+k58a7qJfHER9pxXL3PMY9/Ro3p1wMwKhEM8ea+2lziggRKayx3EVK6/fUd4E+fTR33fZbREHg+ZdfAcDWlYYPDZc/msvG53Pp7miltcWG1hJDmS2Om5bvw7RHTZPCjhiSYTaNo76nnSjtAD73OK7y9wHgl2lYvPjfeOutt0gubmOLdwVvXDGCP21cQ1BsZ92IbB49sQGfXEdI5kMe1pDjvI/CVWNBkOG/r5h20rn1PcmS5a9CKnOukzL2kfE6xq4owBStZet7pyhzhbhxYgIFU5NIO25j01tSD2WLL8yEpimEs+eyviYPY9u35Aj9zJ3ZTag6C7mribWd2/lN7kNndIYH+aVjiI1k1O8u+S9/3hsIsbvaxoGKLlR9Pmaa9VxQGIWy7m28mgW4GYm8yoG+OB65QcpSBoMOuro20u+soUzMp4IFDIQUiECBUcsf4i1EKH98e1TV1s6akgOE9AYs8fmEetzcGFdJVM8xaMqUAjPDD30mw+EwZWVlHKs7RntEO2OKxnBl6pXIz2RcQ04X/WtWE+y0Yr7wQiKXLfufT95/F08/lLwk+YYu+BP8B1ngQQYZZJD/Dj9Xz6UeGAkUnfk3DIgCHgIuFQRhyb9qqWyEQo7FvZRY3ylk6j7iogroD87AZ3+DnVFtTPGPBzHEK60zmBk7heNvSir3n02fwC323ZyXvQWAhdqDbLFnE6120W3Ts4oRXJF+nM54Kx8cmsrTQ1cDICAiCgIDOjVptn4mVrdSmdBPj0lDMFyPMUIq/1zvHg0yUEXtRK5uo7D/jCqlxkOv/jAyVzRBMZ+g3E9xez5B0Y3P5yPanUS/6SjOAT3xw1PRRHtJDvoRgKywk8PAHr2SZ6MTfzAPskoNHrsCBiAoEzh/fzJdOjmp7nncetPrXHJoGclqKSNkz2siVynyUAC6a3To8jpQOWLwO86VocaqnSiKXOw6kEe9TsqMhXwKJsVMpMS2j3qPBdKc/Mbh45uQksmOYsbK92ExS1nVwqgXqdfMRO6LQx1xG8PMKk57ZKSJzSh8OmY130Wz/Bbkwo30VC6gp3IB+oQTlDcu5DxZBj9wIxDUtPkDHEnZyJiW8xmX/CKx3mvYItvCp+FdaEIXskd9JzjhAfdYsuNO4LIOJ1IuEBbVJLd52bR7Hqn6bgojGtkpGDB6JAN5jVKak5DmJOmj45jR9yXv1Ut+abJOG1Gsg4x8xGAY38AnNCrDpJn3I8pBTYALhA/ZI8tlQswbHELqZW1Nno5dCPPWsdswKnz0xvUyXh/gYIea32Q52e1U83XGdBYf2EFdUhL91eX0JQVpnQKsl3b59qfWkvTGd1zdUMdevYa7h60mszaC3qx1KJpuYPpoMHaMRyk3o1uWhbnuWdIzv+E53wlc+usxTv6K3k03kWzqw5EcQWR+GZMnHUOpNCGKIm2tq6jbOwK3shq16VqEsIp5vqe5ztfOPW4tsWkmAmNvJ2FbBheNS6F8TxuvaLw8kB2HOs2E81AniQ8WIyikhxIDS6Qez1CvdPz7q9aTt+8AgW4ftj9VUnZcUvPJsvYR3+/i5OVKFpcXMnO/ZC0THnBz7+0PMLzmNKPaO0kavpBXr36c9oZ7oKOGxR1fc15TE7r4GEoeeJk7V71FW2OYb3pmMnfWafq6B7jwlutIGTaVltJqGvVJrLt1EkPjjOQ+vImb7lrJug9fZ9jcpeTkPMIorxe5UnlWRTMyMpJT5bczceIkMjJCRMclctUzL7H5zy9x4MvPKbzwUe5Oeo2wv4aB+jwsjUaMMdH0dpeQn3cdJnMss2ZeS9OJ47huuYvfjBqL1iD5o15dU8eTw6YyubITMiZjThogxd1Gr8KE3TeMLwtf4LITkg2Q3CgtY9khMuv5m9j9eSOzf13AQI+HjBHROHq8dDUNULm/k1nLJZ/UgilJVB+0olBJ+zJklHRzPnFoC0P69kjHctpEqOnncxbxCC8yfcp0OD+B4j98xxZiibW5fvoCO8j/OURRpKXXw+4aG42dDuS9PsaqVdyeHIkqR0Ogugbf3gME865GW5SKwqI5s1yY3t4Senp2UR+K5rAwEb8wCZlMEuKZF2NgTrT5rOLr39LgcPHJth3IFUqGDxtPVdlJLgp+QqImAPEXwNjLpB7Ff7edlZWV7DmxB6vJyuRxk7km5RpkgnTNCfX307fqC8JOBxGXXIIqLe2fP3nnNg5OrpGUao4vBSUAACAASURBVCfeDsaf7lUdZJBBBvmf8A8NLgVBEERRFH/irQHABRwBDgDfIAn7dAEvAYcEQRglimLPP3J7fgkIgkBT0wj0yko6m+VYLC7S5j6E1jTAqzt/hSplK6ObvUT4qinrPGdaXxxfxv5QChO6W3i57nymW0rZY5nIV7HP8HylJMvvVCrpNsHy0hJOH00g4xIbCRoHiboBjvQmE5TL0ASC9Jg09CvMIMUr+MIKumURACT05bGSDaxuGsb8xCp29Kcy86SkwpddeZoDGfBr2U72KqfgDkolczaPlW8jpmJXOdD4WnmzV3pucKNqHbsDJso1ahAEouwiPWbpB9nRouW7EdnkdHRRnRCFNyGNiN5kbHqRpeUvSYaGQPbU26kpicN52kKvyoCnU097t4aAS0nOpfU4WvS0H4gj8ZoWQgEBb28uLdUwKbodrfI+ojSJjA4byDF+SEnbFCKH7ObOcBhF/CHWnb6TCl7mGVsP05S7uDW1AVkyvHJiJUblVk77buZobxFxu3V8QwBjZADH6rcB0FjqSSx+h5qvXyZkFlmU9xwrum4k4NoIoo9WTwtvB96hM2IJ7YrhyIMxDByF88stLMh7ik5vNB41zLrkN/j79ah2/QmdXM6xvulkGQ4zEOih0RlJu281GSU2tMaDZOskZU7bwdupXjKNLUoLF7s9jC2sJ8VexLE+DQ1OK4cSjzGk7nvEUJhdXRlcNS2D3d3reTv4LIWaFpYrvdwu7KPec4BurRSsfpfYAK5Erir4iA/KlzG15wgXG1SYP04iZt4yOj2pLLnwPHwHpf7B4cd3skE5iU2LxvPdt/cBMKK6gmtfeJySB55ipDcSVf0SjLbRNE34A0UxqxH6jUQ+OpRwWETR6qVwFlitTQRnPUF/3RkRHSFIYu4stNomlErT2XPmmydigXbaIuR06gU+0QSJVySQ7D+BpjAKs6oH4fDLfPS8pC6bYtHy+KZKzHPSUWeaMc/P+MF5mPTHSbQ9VIIqw0z8U5/j2vEeCosZhQU0eVn4tEYeHtAQXXw3uj3P8GjDMtz7Hzm7/FX3ZuDqt7Nr9Hh+NSuKofFmZAoFjk2bmJWfy5Ls63glA24OH+ONbU0QPReq4byEnVyR+1uO7d5GbFyOtK2vvMxzpa3sr+/BYlDz6KICRmfGYpg7i5wc6TNKzQ895lauXIkoij8qoxu76GLKd2zl2ctHUVeXQ1OzpJ5rSncwdcnv0Ef8lqScwrOfL93wNdOvvu5sYHnPPffQ3NzMk52SCNCyeDOfdYJdZcIRNJBx+4us7C/nq5T3Gf/dNTh6vRgtGoadPMHrt+wCrEy7IgefK0hDWTcNZT/uhEjMiuCWP8/8wWtn/y4F1q2GyXewUHOE4cOH4+u9ArVRUn5+4IEHePPNN1m6dOmPxh3kl43bH6TH6cc64KXK6qCl1wNID0hj/SIje4LMDQvII43IdUoEEWRtOzDF2RAuuhlkUhDndjdhta7D5vNSwgT6ZFeRoFOhCIYQRbgwNoJC44+VZQFqXF4+LS1D3d7MouJiKks2kn94HQuH5iGMuB10lp9crr6+np1HdtKqbWX6xOlcn3z92XMz2N1N3+erEENBIi+7DGVCwj9h9v4O3TVw4A2pbHfuEz/vugcZZJB/Cf7RmcsyQRDuEkXx+3/3+ijgpCiK4Z9Y5nZBENTAq8DPWA/y/xICfTKYWaDm2KkWxh94jPb5dyAL6kHfjeCTerRCfqlnKtvsYUyZnW/iE5hvf4zz/FvZ3ZXBlL4KGspjuC7rMEXJT/FeZjOCTIr17594E89ve4VlcySfyiO9KbRZTDxdcDNXdXxCqyaB4aLUm+kNygkLcjbKvifQcxXJwnd84DZxzJdKb0cCMkCuyUMI9PKg9RQTPV4iD9WC9xTPGpPYljwdgA3+Al5QfwtA1RA9OXVOcq0zMdRbaYm3cjQ7jCwsMvOYBggyv6waAXBpLdQmykBXTMoZvRvfwKdoVSORxXvwO5XE6twkiw5q9VG0uiQhBK3Fh9rsw94o3RjLlSIKXTYq2SFMKWDql7KlWaYiOoMa4iqyCaYeQdcxFn/qLuaGp7Kk6ELKj7/Ldv8GwEdYBlUqF/LQNHrlvQTEiLPfWr5fR4UsxIjYLsSkcvq2vABAa6aICMhVeUQVvUrU6VFU9O9CASj4C3uO2ZgaJ21jjnoESa48mhM/py9bsn6oWJUKvIJ1YhYd+9x0eS9mfEwKCboC+gkT4Y0hyEKUMljd8CxZYQ33dUiB5hfJpVzWXYpbm4bGNwOcVhpKtmBVegEpIOl5+Xs0zy+m8NB7AAycsWW5POMZ7gncwIi8OpY36/iTeAljIk+wUTmbm7qewtWuZ1nsMT47Kgk9PDjkRX5fex8zog+yo7sYgAijhuyDB/hwxU28+IIU2L3z5P0II68i/q6xuI4n0986FfcWF6Z5Utm3TCbQXfoMI68eR1u1jcY9S5i2LBfLojQsidN49+69TFn8HT1tTjb++SRXPn5OlXSKR8FpmQiEmNNrQKn1MvmidIT2XVB01dnPjZmbjr2sAXWm+afPQIWMhIfHI9dLpb+RF774g/e9rgDNCRpMucW498DRrg/JPfPe9mmvYk2xELZ5eSMiGqNOhcN7rtJfUVEF2dL/35AVMbdrK5tjpe8r5pAM5U0WettbMEXHnF3m+9NWNpZ3IpfJmDo0WjpWJvx9L8ef6s+KTEjikof+iCAIZGXdR0/PLtJG5tF0/DSx6UPZ+eE7JNyVRzgcZtu7r9Nw7AgX3PG7s8vr9XrS09NZpehAHh3D5EgjPdVbCLY1UzHuWdJisjnfksYj+x7h3uV/pGRNLe4BHzOvlixTUgss7PqsipzieHRmFW671Id5zTOT/u6+nGX0coiSlEPHjJEy8sTnnH1bpVJx2223/dfGGuQXwYDbz+tbqtEiECmXEyXCSFHGfJmCkM1D2B1EEaVFNzEZdaoRmU4J4RDsfBoyR0POZQSDTro6N2Jz1HIknE+DbD6xWgOFeg17+50ERViRHEOM6qdVhsscbr5ssWKqOM7CIWmIyhZ8m7Ywf9pSjHk3/ChL+Ve6urrYtGcTTfImxo0dx7Xp1549LwPt7fSt+gJBpSRy2VIUUT/2q/6nEvDCgddAkMO8p0Ch/nnXP8ggg/zL8I8OLtOBzYIgbAbuFkXxNIAoimX/yXKPAIv+wdvyi8KmVmFRhQEfJrmKY65olqoCtItpQAN+7STU/mqUuln0dH7Gc/YpZMm6Oa99KyBlG+c3luJDyV6Zhfixz+OQCaS16tiXmIA2zc2HXXP5A58AcEHSada15aEWPGg8UEglveoAB7uT2WtLZ3n2KSKErZxwRfFeh3RTd6jl3BPWyCEl9DRm4ym9FGfWu8TldXGiOZ9tyX9rLCIyOiD5/7UmaXGeSCWluQ9QcSRCBXgJywS+H+1j9LEs3r+4AbvSjK3lN9zYue6vsRDbIpoodvSQc8FrAIS8CvZ5M7g8tQwiw7RWRjLi+tMAxD6hoPk2qc9P7jeQOPIDEk8Uou55GuRgT9yDuX0KMYo8YhTAjtc5FbUPRcpuHI6TBNdnEsFsZuqzMeU9ynNdGjqiW/DXLTi7V2oBfCIccoVIVgkclPlYUHcxtYsH6Go5zeO9+7mq4fcAxGdMoLDzKA3OcXzV8yguv5Q52m3dQ7YpjuqBo2jkkymvLWRkbiXh/nNPwjv2SXNXYa/k+qxvsAkvsTDoYy9SBu8qnFw5Ssk3fVKWRx4OYuuXJu10wTxSy3JoVW3A0WqgPDqEamoiI3eEgTqOHDKTTQYn1MXghUt9v2e1+jG8ogoEN8GIbP4t9k/Iu6DBe65cq9OkgQF4cfr9GFUu3ja7mb7ktwx9eA+/4S3EU3Bkez8yt5Stbo8wkNjvJOOz+xEEAW1WNPHbf03sbUUoE85J3CsVEXz26CFgBVc+PgFzzDkRDUu8DveAnzVPS0qooUCYhCwzOqMK1/EuXjd7SQnIiAvJGG1YC++sgyEz4MI3f3COTRwazYA3QL8rQGrUjzMVfw0s/xanL4jMYODy569n1YOP0Xmf9L3mnqyjb/FF7PVORO8TKIrUc0QucGFRMvvqurnszf0kR2r54qNP6W/v4rHYHHTb3+WlUDEJ3g5KH5zFC61d2MOFfHTPbfRbOxBk5+wNXr1iFEMe2MDj6yuofHzej7brv4ogCKQNO+eXN3r0KvKzfPjcLoxR0dQdOcALVywmIi6BfmsHqYUjfpQV1Wq1TBuaefbvN+dMoa+vj8RE6WGNWq7GoDRgNuvZfVQ6Zj/5/QEWrRyJWqdg9VNHqD5oZfySTNpr+ll464j/nlBJ+uT/8f4P8svDIJdza0IUMq0CQatA9AbxNTmQqWQYLxiCMubfnbteO3z/KOKYa+lTO+mseZpSfwKVwiiMmsnM+f/YO+/wKKr1j39mW7aX9N4TkkASCL0KSBNEsRewX+z3WrCLihW9YlfsKIoKdhAVpPcOgUAKpPeeTdvN1vn9sRjkB1iuINzrfJ5nn+zunDnz7szs5nzPeUugkT4ifF3fgkUp56H4MPxksmOOK4oiW6ydfN9gJdFtJ+vgfrL0FVRs/gHdgKvofdHdJ7S5q6uLpauXkt+eT2pmKg8mP4hC5hteOUpKsH75JXKzmYDrr0NuOv4E1ymlcCUULINBt3RP1khISEicKk62uIwDHgZuxreK+S4wSxTFhl/bSRTFWjhc2O5viOAvp0PhJrzcjxmpG6h3GRGzkxi1+1s+GhKITBGDTmbBkCRiqwvHgwLwUFlqQB/eSfTIahreDEcA9kcLPDHVF7uUXOHlkYVtFMWczU0tgzkgW8x8+zlco/mRZGMjQqXIpdVf42/poLpLj1ehIEd2N+MjLGys/jdFHfH4vJiPMEV9AEWwl0NDFXhaFYQr9rOmNoGw9g5CmqpQeN18t+QBREGk/BUvrOnBusQ4gg7E0mh3AXuRDatFZ1UyOMefQKuH74a3Mmf4ZXgszwFt9HLIMaovZb+qjhJTPRcZG3G2dZL/eQIDLy7ptmVReSbGAfGM6vMDLYfHCi23uom1NBG/7iW8yk5Kh8wkMeEW5G4N9sx66gIWIHca0TdmdvcTpuugQRBxaRrRtPkG0ebOGPoVXcWzslYym87nB20tfYJrsTRn4idAO17WtHoxmmrJssWzrNXFVsc3XJg0idr1dWit/jjiHif00Lns77cPW2E1Nm8/6qwukia6OPSDkrf0vRjdaWe/dSMA8cvf5uuyl44639aY24iuXoRRuYGMLpFZmc+xfG9PYsf+hHnvDXwnTiYb38rWZdVf4SqHA+HBfJffzNTrE2j9NoPQwFKMtQlMnfgy2gu1HMzPh4UL+ZQpKL1KSp+dxLOzNvKY6xriA8wkJz1BYGAgJaVf4AbI9dkSb2ihTFBzg2k+HXs1EKJhwsXnoFDoeHfsHYQbHyZ3eREbF34EBi3L0uMZOvVazNkHusWEKsZA+KODfKsNv+CCGVm8cfNqgKOEJUDvsdFsWHSw+/WhXXWkDQsnONqIMVjD3G0F9MwMQrm7EwJ7QGMBlG05xmVtRFIQ13+wg51lLZQ+O+m438VfUt5kY8Tza5hacIBpwGVP+4Rl7Jdf8tMni8h6bCadj24hfnwETyeH0+721dkcGOdbkahssdMW1Y91nUYyg/Xk1tXw1d1p1By6FoW9FYtKhsZux1pXw/TX5x11bLlMIP/JCaQ8sgy18uQl2VAoDBgCDBgCfPfMzW9/zFs3XYW1rga1wcjIa6b/Zh8ajQaN5uhrtOXKLd3PY9MDEEWISj36/PedEEvf/1wnS/xtEPF2uHA3d4EIqggd5vGxCMpjBSHNJdg3PU15UjJb6reRL/REp5nGiDATl5t0bGvr5KvaFjIMWh5LiEApO3ZSQxRFVjS1sba5nUFmPZfZG2nMWUVAVxEbQ87jwhtv+9XvYG5hLos3LiY8I5z7xt+HSu6L/XdWVNDyyacow8MIuvVWZLrTUC+yrQY2vwqR/X0Je/6q7LMSEhJ/a06quDwcM3m3IAgvALOA6cBUQRCeAV4WRdF5Mo/3v8K1k9LI/0GD23A4NXqbDtEYSXFKD3Sur/FYpiLzaNGH/UTY3tk0eOLocnVAZxt0+qEyuIm6sRzHoxaWDOrq7nfahnEoPD9RGzUGtUegU6hj9OJsDmlCSDq/jrvTNvJxcR8C1O1Mic7h+6oU2lq28IlfKIEdvsFnpqWag639GLpvE20aP/yvaMPS7sZ/sQpzjMC67T7nwIO6IIwpHqaWrkeMCqfmnlKUCtjumUTnrn7EGxSUOlbRkh5N14GRDGlZ223neWstVCfsY+fh12W974Utr7A1YjduRILjtlNV6hMjAbttjA4pJKd9BA22amry48mKaODj7BRWmxKZFrcVzWYFSocF0WlAYQ+kNWI9Snkg8YOup2DnG1T1eZkeKz6gvsenBBdciX/5OGpKBmCUm2kP2Ed7XQrhChXmylH87ASbcO4DyONeQP22QHXGXML33Ur6uQ+g238NWCO5/o2RtO3JJkYsI6PoHMbfmEh5SzWmFYNoC8wj1RRPXqPPRVix41/Am+SqEpkcsA61fzsRlgyWbnsTgKrQKSxTmrDJNcSMaqB+7SVMP1x+IjAsiuS+d5GzX8/4gO08m+cTAx9f5mbPy3aufeUjFr/0LJGRUSQlJXH33S/x1GOPgs7Lv5/9N7NmzeLbJT47wsPDufHGGwG495Gn6PPET8wdaGDAgAEAhIWtobFxNfwEQ8K2YW5X8UNrH2aMfoOJY3NBFLtX2/S6eBLSJ9CzfxjOLjuVufuJz+rvO3lTLum+1oJchqA9ziARuPmNkcdd0dKZVNSVtJE6NIzWejurPszjghlZ+IfrGHJBIhtHhhNh1uC+zAt+28Flh6dDj+lHIRPYWebLhurxisiPM9D8Ga9XZOGOcgA2hfZiWqIWvvuGPSvW0mHUU3DjLZyvVmG6tQcXxx59LLlMYHhSICOSgthwsJHnluWz4+ExbGtsxBQcSune3Xz30mwGpPdh+2Jfoi1jUPAxNqiVckKN6mPeP5nozBbuXvgdL14+GUNAIEHRsX+qP5lMYOKtGUddx0sf6k9A5LGlYCQkjoeglKMfHoFMdWJB53K1sHff22y2tlMWfjFmeRKjooKZZtIjE+CnxjYeK6pmiFnPE0kRx03S4xFFvqu3sqO1k7MDjDwRE8D6r96h01bJfu1gxp97I1eGGk5og9vtZt5382jyNPGPS/9BkNbn1u612Wj+6CNAIOhf/0SmPX485ynF64Gd86CjDkY+AOrTsFoqISHxt+WUZIsVRbEKmC4Iwr+BJ4BngFsFQbhfFMVFp+KY/83UeDw4bKHYhBaazEpi+Zx94jXI/aooCnCSFzyXS/bdz2flF3F3y6sUpV7O1IFNfLVsPppAO4oPE3BfW8Tm3oPJTlhLQl0wRSH1JFWsZMeo1wiXC4QpBRaYsphMNtcOeZD+RXm8nPA29Q49DocSTVghe3rdRFzODwS2ZwNw8/0zOfTyE0RX1ENAGhqlgCCU4VQIGPyd9G1roGmAmv3bYwFo85MzdshiWlsAJdjr/ahr87nU/lj7E+1d2UQWXsWCQAMXtKwldmwlpSsiiezsw5Kob7rPh9kezN6wNbiCV5KZ/0/qmyoxxRUTNbSWpo0GygbPJG9bPQMMQ+mvjeeV5jtYHbmZs0J20GjV0L/1HpBDe/BuEjbMoctQzkpVHRFCM6HxAbS2llER/w0e80HcynYULgPxgu+fb0nEMtS9X4NV7+IWRRSCgFfmIODQRWSOOh/xcQ/TXsjh1qyXCFA3U9V3DmW1AxjvyaLBWkeN+BXwDh3yxxFFgaIwPxIOXEewyUZe61ZGDr+XxWnBfPTTLex6ZCxK+yDSdx2iZ2cDZ295l6b4CL4Rw/g5K9bq8VchGw9fv5XJRI2NEHMQiYnxREc/SVNTNp5wF+NidpKUfBeD3p2AUuXHVU/Nwe32xfzJ5XIy+vZj79696PV6qqqqsNlszJo166h7UC6Xs+fR8cjlR4SfRhNNVNS1lMwW8XpHUVlVxw9zcwkPHugTD78YsA0e9FP3c5Vac0RY/gF+eexfEp5kIb53EA6bmyl39aFwd/1RYiXS4hu8Kf0OD0aVGpjVekw/6ZEmXr2iD59uK2PKG5v47p8ndrd8bXUhc9cWUTJ7Ivd+uY/US/5B3mMzeSmnlIquGh6I8wnKu2OPFbEAH98wkC1FTVzx7lYmZ4YTZPDjprfm46fV4qfVUV9aTF1xIQn9BtF34okjAjY/MPqE204WgiAwY9HSk9LX9FdGHDNBEBR94gG6hMT/R5AJCIeFpdPrpcHppsHpprC1kr3NJXQ625C1NxKvSWTsgIn00GuQCQIur8jX9S3sbbMxPtDE00nHr4np8Hr5sraFvE47k4PMPJ0UQfuuL1i6dS/Nll6oek3h9gHR3eVzjkd2STaLVy1m2JBh3Jjmm6ATRZG273/Avm8v/ldfjSoy8oT7n1KqdsHuj33xyuF9To8NEhISf2tOaSkSURQPAVccrm15H/CRIAh3iqI4+Dd2/Vtxe1wID5hs7O9UYQhM5GxrHn2USynpEc79UTXcWeEbPEfV2jA2+hZ/v99qYUR+OVqvk/bAUDpr/VnXx5dN7yzrRYwtTmHdCAiVCfTX+S7zME1f5gzWUGUIJrW5lOtcj+CMdjKgaBN5C8OYxmx+yPTFY9z5ybd0rlyF+kAnQkAoMl0wYo8kChK3EfOel9CsNgQB1OmdpEQVoVqlZZ81DEe6SN9sK/aVcSztuBc5bkKEKoq7shHkYbi0Bs61+dyGzKHtxIypZEn2pUzKvZlsTygHFTJutppolLcRo15ObKeV1pZOYsc2M2hjJ+809eXHbTVk6dOYKzr5ALhIO5Yl4jpStQrUKhGVPIGKrOd5stXAO3UDULdH846fl/BDY3i+Tk1Y60PcqcgjXDYNhcs38NXIBDqNhQSgpUPuojFqObaisUSrBNx+Vn7ynoesw06GQcsP99yIteIK1h3YxJfO2QRo9vD8p8PowM2YKJHoyGqamtYSvvef6IJ1UOPg+YlmEvNmMilVjXp5MQHpAfTcnkvJiAyc9hJ2W2I4ePU9hBRUYE8PY1ufWJweZfeM++R/LOVCpZGNm17Gat2Gv/9Q8gumkiIHvWEOAErVkQQNCsWRr/YFF1xARkYGH3/8McuWLeP6668/7n14InEnCAJyuZboqFjeuVKgV+qQP36T/0lC4o1s+boIQSaQ1O8/S5sfYlRzXmY4H20uJafqWPH5M7WtXby00ueGKwgCcy7xuVCn6rVUdPm+f3eeQFQej6em+LKxao2+CYzMseew8j1f/PCUe2f+6r6/NsA9E1GcRBdeid+P4FNRl+ELSekFOICVwN0nysIuCEIUUH6cTSmiKBacKlt/ixZHB88XbEf0epCJXZjowF/eRbTOxN0qF5bK7TDwFghMBMDm8bKwppFSu5MpwWYuDT1+BtdOj4fPapqp6HJySYiFqeEB0FpJ2edPsq41guKIS7h5dAqhphN7C3S5u3hr6VuILpH7rr4PjcrnHt6Vm0vL559jHD+e0IceOvkn5ffgtMGml311Nie9INWslJCQOG2cdHEpCIIe6HH4kXL4bzy+ZD9KYMDJPuZ/O70MWg40ZNFmKaay+iyGirXoZa24onwDy6BWn2hIViWwo5+vnhyCjKB+A7Fv2ojS6qZk/XPEDH+EXDdkjHmBynkz6dDHMFB/5BKn5c6jOv1awMHKmAFMU+zke28aj7i3InK4yHlOMdrBgymZfB6ukhKQKSlOP5ueymhsljxcJUqsDQpC8WWWta8xox7bhudwxtHwDfEI9j10iME4nUGEaVeg3rWVAHM0nWFXgBcMgEc3meyld2KjhH5OJ3JPKgvNdv7R5ker3IW+8T1GNwYDq9EG24ist6HHBkChLoHnlGq+djlZHihnfKOH+UVPcSj6dux2nzuvR3BTodqHQ1eFTZTx/LBZfN2ixOqRYdW/zE3APUIiMuMO+mmCMNTFUj/ofWJ/ehptho6C5sfQyd0Uh69nf9SDnF9gRDF7F4UZ9URfOIpL115Aq6L58JlVMlwwcKGfkWpaiSWO4J33omvuSfAVMaiu6slbAKNgzqo9AHw2rhcj9hfybmUDflsbGNk7mNVFTjo6tFSMTEepPDom8ecyHCEh57In+2r6Zh1xAFCqLL95jyUkJDB8+HBycnII+w9T3wuCwLiM2P9o3z9LxshI4jODfrvh72DaoBgC9X7kVLaSHmnC4fbg9ohsL23GrFHyxhpfUprjxWXeExvKV3XNx7x/PLJizMy7th8mzbGJgmYsWoqt7cQCV0LiP+B64D1gA77/ufOAr4CRJ2gfB3QAUcAvS4i1nzoTfxuT0o+ZiXHI5BoUch0KhcG3Grd3EcQMgYlzQBCwutwsqG6iyeXm8rAAro88vijs8niZX91IvdPNFWH+JGoP173c/zWbd2SzxtOfvoOHcHV6+HH3/5k1hWtYv349EwZNYGCaLzu2u7mZ5g8+RBEWSujMmQiKv6R0+LGUbfbVrRx6B1j+wnqZEhISEsfhZNe5rAR+Hrn+POXeCRwAvgVyDj8k/h+iR4/CqSY4SE2hYTIJrQu6t81ItlK/owabLowuTSCi6MHjyOF79RVcOHc6LQ89AYC2IZ3ppSMh6mHkw5fDHp+7ziGHmw6Zg7jGvUTpuwhxy6iXi3zrzmJCVhSuAxXdN4LCK+LctLn72O6JVxAtRGKz5NMStQqXWk5u0FT0XSNRtc+n/UAdfroJeEILUDlaWZVfi8M7iMzQNLzuKgrqd6MK1VERAUk+bcgmPxd1umgu7JSh8gRiVW/joDKK4WIzBlsDWw2R9PvFuRGA1EOdIIA6YCIIAnmuDtTJjzFp1Coc8zYjd+mx5o1HDC6iOmMurZYCsGm5wq7kw3+EQyms71DSWfwvdPGvklAUmQAAIABJREFUIhMF5rS8AREwQAchsW4eHbIaW0MblpQk7PX52P3zAYhun4PBOwuvVwHZwRzKzkEWFgNmn8hoL3gUS/L3CEEbCAfM5ycgLt9Dy52hRIToaGtrw2j0icPvUuN4y6UkOUjP3LQYbs0tI1CtYG12PTKgFfUxwvKXJCY8QHn5e+zafRkadTS9er2CwdDrhO1/id1ux2q1/mr/ZyoKlRxzyMmJXZrSJ4Idpc1Mfn0jpc9O4pOt5WwraWL5AV+G28HxASdM+HNPXCj3xP2+VUs/hZzRKSdeZf15JVNC4s9yuL70uF+8VSYIwpPA+4IgxIuiWHyc3eKBIlEUrX+Jkb8TmQjapkawlkFDAbhsENILxj0FChV72mwsbbCilglcHhZAlFp13H5EUeSHxlY2tXRwXUQgSbrD4tPRgWP1c3xVGUCBdhT/On8IAfoTl+VotDfyzop38Hf4c98V96HRaBBdLlo+/xx3bR3+11+HwvLbE3ynBGcnbHgRzNG+1UopYY+EhMQZwMmeZmsDNnJEROaIoljy67tI+BDochgYbe5Da3Mtmi4vZ69vZNWIQNQqkUE7n+Rg/IVURo3B48wFXAB89t67+PW+G48zl6D8SwGo2z2MwB55KOw/UlA0iC0texCGN9FQdx+eVi3TTZUEDn+ZOzc+yZTe4dT7txFyn5L2i4dgnu/L+uhVicicArtrI+jQe0g551kAEle/QW1IC+0lG9mgm8xr/QRmKkJprEwlPHoNpQU+D6yDzdXEBFZwqN0nZHKj60nyaTXm6r+jr+cctvu5MMhVxFXtZ3iSjfZDxYh+WnCPIH5yOQk7ukg0N7LlLAuPrLqGpMgq3ol5iz4ltzLS2ZPn5A5WfvkCcX22YqoeiqcljPDIA3i8Ll5ujAYaeX5aCWnxF1FTCtf2vJbYxDG8XPAB16gv5RXX+wBs7wRQ0LX1eV687EXs9oruqxIYOIaq5j109N1IWNZVtH5YwRZtPi3G/UzQyrht1yuMpJPPD05hVNQGltQv5NXRodydO5j7NFG0tLRw10uf8ML9N9LU4cRqdXBrqm+G/MIQC10eL5UONXPXFmFUwpvXDPz1u0QQyEh/E6MpC5Uy4A+VdCgrK/vdbf/XeeTcND7ZVk5Fs40nluYetW3GuOTTZJWExEml8fDfEwW9xgGFf5Etvx+PCzrrIagHpEwCpYY6h4sf6loptnWRadByb2wo6hO48QPsb7exoKaZcQFGnkn+Rexj7X7q1r3P/IY0InoPZ9bQHif8DfWKXhbtX0TpnlLOyTqHPr36IIoiHevX075mDZZLLkGdlnayP/3vp2QDHPgGht0F5qjTZ4eEhITE/+NkZ4s9jb+0/91ccE4sTWsrcda7aHRquMwQAwYHT1W0kWtWEzq6mQ1d/cm4cA0Fy0bjsHsRvW5U+skAjLvpAmZuu4txZZNoKbwG/+T7Ccr4GjK+JnTFTITSeGq1Zvb2VHFjz8cByArei6vxGxCg5sFkZP7rED0yLAsUCE4ZSx5yE5DnhhbI//xdGP4qPdw6IgJ07FIF0eER6aMoxT8ijsbSDmrrRxGqy8fmtdDpDSfKs5BCMQGFOYpRPZMY2S+J9Yv2YlZ+zB2eC3hR00Vf5MQB7YeKUWiGYYxaSr+DyxidX4PJ4qRWfh0huf7c5BkFZZCisFJh3suhSg9XHHiQsAmP0AXInQbCwtvxa4ulqCEM/5R8dGoTt++YT07aPUT2/oH6bZsZuK6Sz3gOgIYxHSRHp7KsdBlba7ayomwFZZULKDr0FD3TXuJA7l18nBvHQONOKqo+pIIPmTtwBgcqN+Ism05DdC/2+Ip14PIquaZiPsr8el65XOTrPbUEN+UQrPayzhXPQ1/n8FNuHTeNiOfmsxKoqalBoVBwZXgQ96/Jo5e8hv2uMEJ+R3bQoKBxv9nmeEycOJHAwMD/aN//NdRKOSmhBj7f6ZtIMPgp2Ddr3B+rvyghcWYzFLAD+SfYHg+cIwhCPVADfAE8J4qi67c6FgThwAk2/ekiija5mm+Ng2hyuGkrb8FLCwFKBRODTFwX8eu/X41ON29V1BOhVvFk4i9Kj4gi7FnA1txSfmjrz/WXTiY2+MSJpgqaC1i4YSHx3njuuPgOtFotth07aPvxR3RDhxL66KOn77fC64Utr4GfUVqtlJCQOCM5TQECEv+foEgLOlFGedhDRBZdQnrkZBY5l1C5VIvsKi+7LzLg+txEcKwBzdg4ti0uRhAUIPiyZob11nOOZjyDG6NZ87mINXsA0T0q2bPmju5jmGQQ4FrR/fq23u/j9eUAQuZ/AI9LRUF8KMpra1Hsvpoeio1UtcRiSVpBy6GxlG+/hV3BLfRtt2BDzkZZPWdbEzi4qYF41TrqXElYVbcQp3KTV/cqq+sSCVR30qlIJG7rcHRXLWV4+jtQDZoOL+hh3IDn6SjxJUVITrGRu8dX/EOndIIIHfIs5M4j+SjC3WbCG89ijSEH//YjsYMeuZ2g3GvRdkTxVOQrJBrjuKvpasZzJfnPrOKSiDt52/7UUef89mH3IxMELkg8D0FQMHrhQM5d9RxXOIagi7Gxlx/5MvsQX5LOl5fMZ9X2IA5q30RphOG2/qw42MYeVTsZTjOtAX60VndhBc5+YS0AOfUO/L1Wesm9rC8QAYG31xdz99nxvPL22wDMmjULp9PFv6cOIb/LSGLwqSvZEBcXd8r6/m/k9SuzGPPiOiLMGjb9BVlZJST+KgRBiARuA14XRdFxgmZPHn74A2OBB/HlRDhx+uK/AKUgMNisx6KUY1b+viGKKIosqm3mkM3BbdHB+P9yP7cT96qn+LAkiE7/wTx289knLEPU0tXC/L3zEUoELuh1ARm9MrDn5FD77WI0ffoQMnNmd/ml04K9BVY/Bb2vhIi+p88OCQkJiV9BEpdnECIipduuw5SygZDqDEZZkihx5aOoj0GrP0hE3U+0NCnoNyaKbYt9ITQyOZx9bRpWhxX/+nx2f60CImiqvog4a2N33yrjHpxtfeh58CzovQB7w22I7sVowyq728iVTqJDyyEUdneq0a6/G4W2ieDML9GFHsC25RZWhHxCZfU14FEzWavDZoNBvIfCD8ZZXuOtui8pcSrQRAZi7HAwJmMb+s695IU5iPz4eRQeEQ9yZJ5OPh54L06TF26CkE2zqEp9i4vslUQJVjYODCRLMRNr9Ros5WOPOVfhI18AATxegTyHwMSkJ5Dt8gV12gLaeSLkQZp+PACpcF2oL3ufscLnoqsfGk6rw036LF/5jNfGvc/YIa9zlbmFl+rVfOa3g8827KA9bzY/hw7fs/oWIryNoF2Po/IKdjtSAC+tTgP78ECTrdu24kbf801dkZiEADS4sNCGRW6jRAjn+++/ByA0NJRt27bhdDrp0aMHaXIpu99fSWKwnsfP60lW9GmKl5KQ+B0IgnAZsPA3mo0URXHd4fYmYClQgK8U2HERRfHgL15uFQShGXhdEITBoihu+bWDiaLY8wS2HgD+lAeTUiYQpz1xDOT/p8jWxdsVDUwJtnB5WMDRG+1Wyr56lAWNPThr9DiGZSQdtw+nx8migkXUldcR74pn3LnjUFRXU/v0M6h7JBPywP0IpztWvWYf7PoARs0EXcBvt5eQkJA4TZzGKTiJX/JqeT19vIGoLVbq7GqimwPoYUmmXQPOn0oByJ62Dmu9E5ngwBjoc5/0eiAxK5iGkjUElm6i1RuBDCcqPNAvGoCwge8RP6QBS7Jv1VIUYV2unYbsG4+xw+3wuQpFBvhEp9sWQAtadMH5mAIKSd15E3h8x9Z52sDjJMRShklRg02jZJBpHgqVjB6TNhB22XYOpBpRurz0L/o3Co8vIaFb5SV6wKv0qPLlkRA8SsydsSgMtTSnmVg7IhC3Cmq3y2iNXM+a6K/oCMymyH8rpYMe8xl6eOJZLhP5sj4AuTwKPwSu0O2hsPAcDvxUyo+tLhYUP0v/jp48VnEzfh49BeOuxXRuPBcXHMnAX9HcQWXVpxS1PszD8gW42tJ9ny9uCbGhetRKGaVNNnICXsVZcjOetkyanF68h0u8jI45klAiWV5/1PlsFTXUiUZqRBO5njAuU2ynubmZWbNmcfPNN7NwTz01FSXIJWF5WrhmSCzpkVJiHYkzF1EUF4miKPzG42dhqQaWAHpgoiiKHX/gUOsP//3P0kn/xTi9Xt4or2dpfStPJEYwxHLE68Pr9VK0bxufvf4437qGcNfN048rLEVRZEXZCuZsnYO6WM3YsLFMSs+i84252HbsIPieGZgvvvj0C8u9C+HQT75MuZKwlJCQOMORxOUZwjCzng2mg+S6LHTiQalvJLHPKDT330Fg76G836hiuKUe/Ton7vfPw+30du8rWEtY8uNXuCqUhCgLGOF5DSdydq63Mey6coKjgxgx6QGCM79AF7aPLse3KGo7sLeH0XJo1FF2tNVkdj83J6wkbOC7+Ms6EOQetLoj7qlLe7xOU5cZ5CoWtzxJQWQA+q4uDLE9Cer9Lp11Kd1ti3tc3P3c6qdH6dAQ53AR3OjE0uLs3haz9TFagjq7X3cG7gMgVWOjPulzCkr6snf5Q9ivOjypfjh5/luuW1F9chAPIv+QuxjgMmOp6qBe8PKcQ8GBxrMwdcZzEA+1nUGsyf6UhnbfcSP0Tfx75x0UFr/LJ9lBPJNfw3W6e3E0jEGm3sLbV4fS5fKC4ERUWnlzwhDuavWJ6+j+IXSdFUp9RRlDFcU8nFDDEGUZfaOMGDWK7nTJZ6cenTG0srKSDYcacLg9fFMqww/P77pHJCQkJE6EIAhyfCucKcB4URTr/mAXPyfpzj6phv1BvF4vHR0dOJ1OfElwfSLQ6/Vit9tpbGxkRW4Bj63ZTGxVMVkVB9m4ZjUrV67sfnzx2Xz2rfiYrMvu547rLkd7nIyy+xv38/S2p3E0OMi0ZjImcxBha9bQsWo1Qf+8Hf+pU5H5/f4V1FOC2wErZ4HaBCPukWpXSkhI/FcgucWeIbzdM5an1tSw0xXCvsZMXnHFEx8zhlebX6UpWEOdyzcPMMjyIc4aS/c/XYDWl87h+zgTlt2PE+avJmx4D4a+u5lNAUPo8HyAW2Fl/Ya+eDxK/Mx7KVuSQaA1B9E0hLo9VyLXWNEGHcRWB+3FgzEE5dBe0Y+ESQ+TmPAA1lYD/qEzgImE9fsYl83M6NJzUIeUYqv3iUh5j32sS/Qn5sBYTD3e67YtPPAxrNoFNA//irIX5xGpX4st/kY0Ock4NLfRpZYjyl3UXjiX0K9vJWnVm5juCWbnnotoSvwWdUsiMbseoj5mKS4RgjO/QKucjbx+I3E1/6BNtQtTRRwevMiRMSfiQz47+Bx+gkCaUc480YHHGUg0Om6mk6ot96GQHxHm09Pf4YfyW6jpDMKokmERZWy32UlqnUReexo7anf4zk/s29jKphN/lgXLhQEomrL5Kmc/U52VWEPSmH3FIN5//30GDRpEXaOWywfG0jvKzPlvbGJlnm+Mp1PJeeSRRygrK2P0O9tZPeMsdEqBe66e8hfcYRISEv+rHBaW8/HVtDwPaDzsHgvQJYqiQxCER4FbgAx8U3PXAcuBJmA08ALw2gnKlvxluFwu9u/fj8PhwO12d78vCAIolGzuchOg13NLcgx6nQ6dTodKpUIQBKqsdjZ8/yk9KSTtzleO6xFS01HDgrwFxOpjGdo1FKPeQFx7Ec6FCwm47joUZ0rSs9ZKWP88DPkXBPzpPEkSEhISfxmSuDxDCFApkAvx6JVtpPmDX4Uab6cvad85ikzkzd9AmB/NfjKMHU7s7S6SB4ZwcFsd85tfpadmOSqPmqYGsIwdRd2HaxlYMYPWrjYSEx+gsPBZ+g5YwcKFj+Px7vQdVNCg9i+moz2EjSWDGRKxDz9TMUXfz8G/x3IAls1J5PoXp2Jz+9yCfOVRICvtMxrFSdjqU7Do8hBkHpxdAbgdOQhuNf4tY2m2rCI142oKC2vZc+Am5BMNNHs0hOaqMXhD2Nk/mdTcYvanGFBU+P6hyzwaSj/5pjtqx6X2uc6KhRMBD6EpnXz7YjYhkePJVu3k4rqx7NULPBB1OwFOExc3jcHsMTCWNuzAdEHPu3Sw0upihFFgPn44vdA7QiS7SmDWlgcB2F71IOClDS/qFAOD5EoOVPjz3I5ZaGN9towNS0ev1xM7LpBEewjLn/6Q+MRY/BJ6YTKZ8Pf3Z8KECQSXtxBs8CPSouXy/tHM2+SrxnPFgGjKmu2MficPgAkvb+CmsxLomxRxyu4rCQmJvwWXAlMPP1/3/7bNAh4HPEAX4AUCgLOBuwEjvvjMB4F3/wJbfxU/Pz8GDRp01HuiKPJdQyvbWzu4NSqY8P+3EtnW5eKjzaWk1CxhSrwR9eDZx/Tb6epkQa6vfvTlUZeTvSObRIOA4rulaC66EP/LLzt1H+qPUrwWDq2A8bNBdXLq+0pISEj8VUji8gwiQO/F328jReixaoMIdfRjUf4iQisT2ebvRxSQ18uIn8NL1+o2xl43muzdh/io3yMADKzwlSXZUr2FsJiRHKxfhB5wu9rokfw4geYoVBoPml6J6EIz+XJnHkMdAXSa24k6kE5tTZ9uW+qyO9EG98Lt9lBZtozw2PPJbejB2TQSXWGjPEqLJXEtPe0G6rO+QgTk2hbKBz5FZO0daJtSCNxzEYyD5pZNAHg87QDUJ31Kbdp7yNxqLB1y+m1KpVZ9LhbFy1iViQRUnouy/CzWtHlJufQmfmx1cY5JyflmGY1mPRFKgWJVIx+EfEPkgHAeL3sDgCZVKxUdGpRxRi4KMbNgaznTZvQl5+mNPG/uOupcZ1cJXHRxCl996cvSr5QJuLy+1eCCleUUAKFKHTaPH6LcwdjIcxktytHpdAAYNH7scUcyJTaOQUlB+Pn5ceONvhjWXyaIeXRyGvef0wOvF/752R5Gv3Bk3Of0eHG4j6yiSkhISPwniKL4GfDZb7R5Gnj68MsmYMKptuvPIooim60dLKm3MiHQxFNJkUdtb2h38MWuCtrtLm6WL8GU1RNSzz2qjcfrYXHRYoqsRVyZciUNRQ0c2ptLv/x8NAmJmB579PRmgP0loghb3gCVDsY9JZUZkZCQ+K/kDPlFlQCIVO1E59VQ2BHBHm0VJQUf0e5q56moPWzUaTlY5MatltNpUvLNgJnM3/8h3w56vnt//56+uYKbVtxEo8KKmCqS0Hot8fF3EhExFbfXzQe9svmu7UcK6wqJMR+CjlASYhNw+R+JLTEnrCFhUjYNu2aQcuFMrNl38Oldn1G1LxWA4GIRQ5sLP68K//OGIspchIVdQqbat9ppPjsBlcwfAFejnZBltyLz+hIFBedPxav0ZVP1KrpoUr9Fs+tBVO1atPK1LKkZD4BRpgRkuDr9cYqwq9PnHhW4aCr9dAo2GncAMLfkiFiLa8ogOSSOkJsyeWpKOnMuycRPr+K+O4/Ekf6ST9rb0SrkBBr8uoXlzwzoUnBho5K2g49zBy8xe9gsdm5cjVp9pA6lTiXnsWUlRPn7SqmcqO6Zn0KORiXn3at9qeNfv7IPex/11apU/UohcAkJCYm/G51uD6+V1fF0UTWziqqxuj08nRTJqAAjAHanh8XZVTy5NJcvdlUwJT2I+2ULMKWOPkZYbqnewuzts0k0J/LP9H+SsykHRUUFadt3EHTttZgvvODMEZbOTlj2IEQNgH7XScJSQkLivxZp5fIMom/WeYz6JJzXhi9BXtzCukObuLPPv3h5z6sApHiC8dIMgFomsjrvOW6LSGT/D1dTpy/lHf/Z6HuYUYt+7AwtwBkpMmXPHDhrGvjHMXfPXDq0bpStSnTZqejwicV+iedj6KWhomIBjsZRJPdLpiSvicCMeSBvILm4kz4Bt1EZomZS+dM8FLyLqEY57bY48uX3gAp6JD1Bx+pq+mZ+iSm4N1UVGwGom7MTOVqSVr6GzXQQs7kv9XxCRsQHOD4Q+Hk9USPbxLq2G7BEuaFdSXnMYrBOpOj75wCodImMPCuS9nWVFE64j17O/rTmXUC9+WWmBL5EU8syLnFfzsjpR2p/tTlc9N6ay+iqFm7JfJ83997A7a1qjBY//p0i8MiiZlr8VWzTqWhtcxASZqO83UiWo4xehkYcOiV40igq3sLs2b7P80sB+cDEVB75dj9a1e/7GgmCQMnsid19rLhrBJEWyeVJQkJC4mfUchlXhwdgUMiRHf6tbOl0su5gA7k1bSjlAmPTQjkvMxyhow7WPnpMXGKxtZiFBQvpG9KXhwc+TFVVFSs3L6dXURHmuHhMMx8+4WTgacFa4YuvPOt+MElhEhISEv/dSOLyDELv71vta62pZ7ZxNwBvKCJ4fMjj9LD0wGVvpunQtSxuVKGRiagFEXnrQWZMDGThwiS2xyylkUpGmoZhVvrTs8vu6/jV3jTdX8y7Oe9yddrVfMRHnOtnwN4Uhy70ACveuJReI/xJTS6md+bjCKXraBOXd9tld0zA65YTUbuEf531Go6Kl5EV6hFCNyOqHFgMQxDbvLSvriBizDAEQaDp4k+xaAch+yge84WJWL8uRNuajEPhQlMzky05BrLwZcmv7hPMgLzZuPrcB+V5LK5IZ/L0ifj3SeXF5XO5MOxSRl+dSmFeARv9dvBaWQewhs7mdHRmGLpfi6L2XPqM8Uc4XBzb4fbwxJJc1MBmoGHcZF67pi/Pt1m57INqrsj1JXowtHUw3FBMhsZFamAY241K7ph0OTEBWubNm8dXYwew5EPfKumdd9551PVKCtaTEmr4Q9f4lwOapJA/tq+EhITE/zo2h5u31xYB8LNDiVGj4KzkIM7vHX7kN7RiO+z/GsY9DX6+MiS1nbUszF+Iv9qfGf1moBSUbN26FXd1NVk5OQRNn44y4gwTb2VbIG8JnPMcKDWn2xoJCQmJP40kLs8gDFoTnTi4uvxcNiX4xGX254Vcc9t0TIEavKKXSzf5oUFkjq2Zyjhf/N8h+S50AyJRCiIuUaCkroieoouM2nbeMRm5sbWNMYvOAkHghoQbEJc3EpyaS0CPKlSaUNbsdxG2+kJCntoGb4+AuhxCL5hGScEanNuH0KW4hi6gw9sbk3UzNn4ELkE4/J/foOyN6PaijDKQm38vPdPmoDVF4ZTVoyae7Z2jib7hOhIS7mX+7WtwFMXgpoWxzw9j3r0bSXN54eFaUspy2N72Gl2KeBr1EaSGBLCl4FtG9oJn9yj54uAXZJgyALg1qIu5B41M2/E0Re4usrRylOFH6pyNn/MF4BNvA0J38Xb/qVgMody/sQH3jB6EvlBAe8x2HHYXosPDXbffjr+/P9N+4SL1cwxly/BhZGZmYjQaj7peWdEWPrp+wKm4FSQkJCT+lhjUSu6bkHLiBl4v7HwfPE6YMBsEgUZ7I5/lf4Zarub69Osxqox0dHSwYs1PxJaUEBEUhPnRMyi28mf2LoLOBhj/jOQGKyEh8T+DJC7PIHS6eDYMWkjW1kxG6l2s7VDyksfEllfXc+vVWQxLDCTMpqNJ19EtLAE6XYuIioWYej8m9bybNOtiTEUVAHxqMnBjaxt7SitYd903lH+xkHOpxuVS02jZwtCw7ymMKCTQXQylG6AuB4Ce3yygqOpOBgSM6T6OxzuAyOwBtIb66kxazWXEr38e/xFZWJXZNEQvpa72G3qmzaG65kvc7laE0fMQRScqvwDqy9pxqxXEpFgo2t3AvHs3Um0spLRhB6OU9xMak4I5bgs7g2x8uOwg01KnATB7/7fdNuQF5TFdmUiiXw7DozczujOUnEMDiRochjYziJZOJ32eXAEYePPsGbi9cj5VXovF4HOZyh2WzqxZsxCClIgOF4/OepTq6moCfyX9/JgxY477vkohI9ioPu42CQkJCYmTTFMRbHkdMq/EHdGHzVUb2FazDbOfmWmp07CofcnUiouLydu9m145+wm7+ir8Es6wUh6iCJtf87nADrn9dFsjISEhcVKRxOUZhEJhxubnKz/Sx3QfMYfqeFtfwJaWQGTrihDqp3Brz8t4N38xUE1QnYMmZxzeqGoAbu01FbNnN22uXCxiAJ5rFxOy/0227QxhYPBuBi28j+bSJoJDOtm524Slbwrq0Smc1/8jSPwCPjrfZ8itW2HuILJ+ISxzW3eRZvLFM5pqB7NqooYwTSrp5/am7Z1aXD2raHcdAB0UFb9IcNB4qms+R1Q4Meh7Eh19A2/cvJpRV6WQNjSc2uJWvvr3Lpb0fA1BlPGM625cLgVJSTPZv/oFABbkLWBMcAIr64sY7B3Mdtl2XF4XiQH7mb7iFQAewojr7Gcoj3AQKVtNTlUrAP1jS3ldfjcvxw5gsutoVyOFQsHE885BqVQik8mIjDw6A6GEhISExBmErRm2vwsyOWVDbuGHilXY6tYzJHwIM/rNQCb4ViQ9Hg+bN29GVl5B36pKgh+4H5nmDHM19bhh9ZOQNBZih51uayQkJCROOmeYj8ipQxCEwYIgbBAEQRQE4azTbc/xkMkU6MI7KIrzkhUdy1mWJtSh35GuqSXCoMbhqCU4cQAptiDy7DL0dQ5Gluw7sn/9PNqaluMnhBNoTMGu9eP5jHEY1tYAIHcWEhbSTKvZi32AF3deJcwywdY3IO7wKbn2BwhMPsquYsdylEPGEXJ3X/wv6wFAYdmH3PhVApqAUBqCvka+LZQ+/T8gMeF+SkvfIDR0CgMHLuOg7nKcMiM/vu1bEU3sGwxAaLyJa171uZRemHwh23O2M33+dIyGXqRo5DwcaufZCBvnqHJIMYYwzjiMF6LaeSDUzsaqoQDcixqPwoZN18hbu4YS+8D3PLp4P08MeQZZ72TmDb2OTz75loR2a/dnqa+vR6lUkpWVRXp6+im4ihISEhISfwpRhM4mvHlL6Vh6F2UrHuITjZw5GthSv5srU65kRr8ZDA4f3C0sW1tb+X7pUoJ27aaXQU+sOAxmAAAgAElEQVToffedecLS7YDlD0LGZZKwlJCQ+J/lb7FyKQjCZGAhsPJ02/JbGBVyPldrmK0zUIKM8Z2ZnJcuY5m9AYDsvdcRHB5ERaeWZ1om857wPl6vDLP2Itq6vkDpUeDyWtln2USmcA01tV/T9qIfqVth3dAAzl7fiEshEPCBHE+vNtDgE5ZyBUx+FWKHdtuila1EmWqj/9h/kpvtRRmsRR6ookO9nBHVyzjYFMTadf+iR8mHAKjCjMgaNbQJQZjMA6h3utmsuYEf2xyM31PDmOvSUKmP3HIry1dyX9Z9yGVybt55M2hhzsbbkXXoCQpsJynuAwJ0ScRYv6Ky8nEAQpUie9omcxlyzkcFl7djL3kUq9uXRbe0yYZfcBrZzhCqDvgEbVeXLyet0+lk7ty5hIWFnerLKCEhISHxH9DRXkPe4ul0qTTUWqLxxvcj3j+Zcy3JmPxMx92noKCA0oMH6b17DyHTpuKXlPQXW/07cNrgp5k+N1j/+NNtjYSEhMQp428hLoEtQDKQCJx3mm35VYJVCgK9Xjo/a0MIAWWjieauGhrqKuCwJsrMfIqSjS+z0nE2qN8nrrKD2Iq36NDJMfsPplDsT1nMR7g9nTR0tKJRdVAR4YsN3NnTQmuAnL59b6N66YtwyXxIO+wO2/eaI4Y8UI78yUfQXv4CMoWCyrLXsBSLlJS+iiAoUfsF4a/1HLH7tt7I1AoqiMEoNpDdZmPyjoMEaJRoKu18NVjHzX2DaXW08l3Rd/xY+iMZgRlYDlnIL80n1D+USFHHYoq4gEGIYgOytwVaKGR3+h6Cw8Bg6ElP7ZusXr+TS9FgGBWFqddwcmtWsK82kDfPnsEtq14gxyajVfBSXl7ORRddRF1dHQA7duxg4MCBJ4yhlJCQkJA4vegNYfSftvR3tXU6nWzYsAGzy0XG7t0E330XctPxBehpxdHuE5Yj7gWTFIYhISHxv83fwi1WFMVGURSrTrcdvweVTEa5BeQaPxJ73UNyVyylZV7aywdiMs7AEP0dAf4JWNtSkCsbqHfFk1hqQ+ERMbe5oXQDYfXfAfDv3DU4uxwAHErwZVJtDfCV4DAvf5QUjRP0wcdkqRO9Ih6PlgbtIORKJYIgYLeXs/5jL425kxBFF8OGbiS/bTRnjy5CUMpQRvr6/6AlirXqG3noy/089GULrS0HuHptOxXmCnp/ksmwhcP4LH8h+xr2sSBvAbZGG0aXkaF1Q7l94FguahhGumEc/fttJ0deRo3QQlDuWAYmrqJ/v8W0fV+NvEtL8i19MJ4dDUCLS8G4wZGo5C5eHvkQH/IPdvWKQKlUkp6ejij6sto2NDQwYcIElErlqb+QEhISEhKnjOLiYlasWEGytZWYkhJCZ848M4Wly+4TliMfkoSlhITE34K/hbj8swiCcOB4D+Ckp6ATgWalHSHYD3eTnTRbPLuNe2mUe7n4yxgufa+EVYec1Nn1+KHhm7bbuvetSZkJgM5+CLMyjkkswaRuxu1WYZqvYM+mib7P0+pbsJa5bRA9+BgbGt7eR82TW6mXJwLg8dhQqYLprMlErTUTE30jgiBnQq9QAMIfG9xde6ynQcM9ve8ixOrG1D8QY9NTfNb7adTWx7v7L28vA2DJpCVYW6wkJyczZcoUnK4qhM5Axo0bh86tIl0Zj3JCGCmeCKxzK6h6cCOe5i4O+IEmxoig8N2+7x5yk1NZxHf7/sEK1QQezNvOu2+8wf79+wFwuVyUl5dTW1t7ZhXOlpCQkJD4Q9jtdlasWEGb1Ur/wkJMej2Bt9yCIJefbtOOxe30Ccvh94Ah5HRbIyEhIfGX8Hdxi/2vQQC2aS04NjRivC2TiJXBJHZFsV7p7W7z4ZY69jb05zyqKNUlUpb0OMs29CA5MY4wngIgSfMPdrgeBsDjuQ3ZvnkktZQhG6bCI3OzcsINjGkEBAHrkiLcTXbMFyRiy27AWdYGgNHoB4DNVkrNvn6o9Uo89lBiYq4EQCkTcHm8KBVH5iiEBSXUjBHJLG75P/buO76q+v7j+OvcnXFv9oAkQICw95A9ZSktWnfrau3QVvvT1i5X666tdmm1rauOqnUUNw4QmSLIhgABEggECGTvccf5/XExEBOWIdyEvJ+Px3kk95zvOedzzuWRw+d8Fy+d8wcAysIOMafHHPzWWF4q7YzNu4fXxlyIt9jLoP4Dqa6qxuFwEBbmJjk5FrcjgtKPc6DWz5BJYykty6bys+CIuDWYBJLCG8736bZD7KkyKR+dztNJvenfvz9bkrfw2muv8ZOf/ASAHTt2sGrVKi699NJW+MZERKS1+f1+1q9fT1FREcNTUqh/9TWirr6qbfavBAj4Yf5dMOrHEJ0W6mhERM6Ydp1cGoZxOcGBeo5nsmmai1tyHtM0+x/j/JlAv5YcuznfcgT4MNnG+c9lYkbUY8HCO0lJ3LWnkOk1dh6hgsTwGqIrDcJGFlGR1h//cgtblu2nf9q9uHybeaU8hp7Aus03M6RfH965YA5zxo2jx7B4Nmz8EdfUXs2W8wYTDg2JW/5DXzTEEPu9/hxcFxxEqLp6F2MuSaQwNxxX5DTs9uhgmQgH61Yd4JwxKcH7FDCx5dXwyXNbqRmVSx67uGjfddSGb+e+c+7F4rByf8AkdfEG6mydee+9p/jOoG/gW3OQpCszyM21cv3115P3m6UAJPxoEADhI5II1PqwJYRT28PNdw5VYJomP3lpLR9szie6i5v/juhFf09w7s9+/fpx++2343A4AIiPj6ekpITevXuf7q9KRERaUVFREdu2baOiooJ+vXrRbd06zJxdJN95B8bhv/FtjmnCgrth6NUQ3zPU0YiInFHtulmsaZqvmqZpnGBpUWIZCjdFOxlaXAsWC/6xwWlEBt48nMuckRgEm3VarFYSy7uzKHsfD36xleGXHQKgoLYHRUO+z6atuSxdcjWVxcUsW7YMACM+Ho9nMMnJF1JrGvx1dz4A4cOPNNcJH55E4djO7C6sxdk52I+yvGIjgyb3Y8b3+1NbUd9QtryghudeziTgD5D1+QG89UcG+PH0gafSX+MHZcP5ZdSNFDy1iarV+dgsBs9XuLhpxQ7qfX7svuA/waWLBpK7518NiWXyr0fi7B7sP+PoHEnsZb3xTElj2hPLGZgaxb7SGj7YHIy/IMxg2OHE8kuOo/7TceWVV9KzZ09stnb9LkVE5KxXW1vLJ598woIFC5g/fz67du1iwIABjMXA8fIruKdNI/6G69t2Yrno99B3DiQPCHU0IiJnXLtOLs9GhsVBamoyG2NcBAImsSMHURu5F8NicMEPBuB2WLjaEsHvxuQTcJaSVZrBZ/t6cNsqB69E11NmK2Rtdjm/2duX6yZezi0334K9LljTOGjQIAzDQl1dPqvX+Xh0zyFMv4k1ykHiTUNIeXA8sZf2Yvm8XD59cRsRUcGH96GD87DZgsmbzxvghds/AyDFYqMmysYH/9zEgue2UlftZXsfLwBeex2RUU9hGAaxV/TBu7eCsnm72Hf3Z/TbVMqlh/YzcsQ/KSrbTnHXD3FUdaLPqucb7oMtxtXk3qzMKQKgT7KHZ5ft5q0bx/HqbyYxaOCJ+7JcddVVLfhWRETkTHC5XJx77rlMmzaN6dOn09/hoOZvf8MSEU7ynXfg6NYt1CEe3/K/QddxkDYy1JGIiISEqnLaGJs1grAwgzAjAFUByqy9yaSMsspSPOlRTA234qnw0ePjvtiG7+OOLdF0w8oPiwH8ONwHce9JBRdYPi7kYLGN6JJB2CPAarWyaVEeB30fEHPoMh7bE0n5J7lYIuxYO0VQV+NrGFk1tnMEFquFuroC3J5BDfGNvagnL/3ucw7llpM3by+RfcLZvSmY9G0rrqbUt4+UmXHkGFBRvI2kaWEYzuBAC4FqHwBGrZ9rt0WxPcVBTeliKjqtImb/HZilJvHfH4ArI6bZe3P3h9uwWw0q6308u3wXt0zP4Cfb9/LH3hqBT0TkbBCor6d61Rd49+2jLnsnrt59SLr9doz20PJk5ZOQ0Ae6Twp1JCIiIdMO/lp3LFZrBLl7/sWGaifjGcl3Fmzm20Yi81fP5ZLJ1+HsEc2I7FIAUmJySAs3iKxO40HCeIN6ar0OMI98rfMX7MHAwFsFj9+wMHgOnqRXDIzZWknF1kpK+sSyZH4u5Ncy9Zq+jL80g96jk3G4rHyyKAOLAddszKFbmJN7M1IoCt/Piw8vpiBqL+/md6UPYXzRdScfzvuI3QnzuCjifl7Leo1RsW7qLQfI3vUIFlcPKs9fQdXu7aSt/QUAX1RcxSzK+X7EfXyyx8TZI+qYiWWx18eWPaUYwKQngs183U4bebX1DHSHN7uPiIi0M6aJYbMSMXoU0Zdd2n5G+F73HwiPhd6zQh2JiEhIdahmsaZpLm7r/TCttgj27HkaZ305b0+Kp1OtSc+k/dyT+xe2HdpC3eHEEqCqbDuR1cFR6CZi53eEYVj8mMCLMbtJ/s1IFnr8OL/ybD4/yka1z2z4vOGLg5BfC8DCF7bSOSMam7OOZ5ZdwrPFbhyORDw2K0/mFeD1e3l98B9YkPE87/f7B5PC8vCkL8bNDgpcweayd+2/iwH7++CvGkVB8Sfk5v6TgzP/SUHlXKrjNpMz7tcc6ryQsNKZVMZezbtjR3Dj8DA+v6ALVb5gv82/LthOve/ICLl/3p2PwxWsAS3Kr+Lxm0bTadEGtlXVnvbvQEREQsPidBIxejSOrl3bT2KZ+SaYARh4SagjEREJuQ6VXLYHNmtwEJ2+fbvyo+FdOd8dSfdh9zOjdAy3LP5ZwzdWHLmDiMKBjfaNtviwWaHAqGLGtH6U1PtZa/Hyr5g6ejktTIy00m3EPiyGQbk/mFy+X+pll9vGh0kmu93w1/SFVHuqmPDKaB7dvYPN1X7e9I1hb209E2Ii+c++fXyz+zfJi85ioNMkwrMXI3of8QOzqHKWYsHENExcNh/G1lSoCAa8e/f3WL7sCpYt+w6WmKmkX3kJ37GFMTDGTa8IFz+Y1JMfZu5mZVkVAH9dsIOcwkoAPi0q5+ldhzC8Jp6UCIbO6Mr3d+wF4IGMlFb/TkRERJq1/WOoPATDrgl1JCIibYKaxbYxVmtw4Jy4uEosTivTlhSwbWgytyTO4eHitzADJrud+8ka+kdmLX0KgEdSDtLt0C6+aelFVlFfPvfb6VsfxtRHFjM7eTvvH+pFnzALBgaevQkAxA5NoHpHCZtS7bhrTDbV1ZIZdpCI5Lf5xttvw+FRacdFeJmfO59AYi9iYyZxR9ZubmEDU9xebMD82LfJjXuYEa5n+XliLV2cAdyRQ3G7e7H3DR+B7sPo128KS5es4ZJLvo1hGCQkJBATl0je1qW4Jwb7S06OdQNw/2sb2ZiRSP/OHu5+J5PPc4qpnZKM69N8JvRJ5JnvjmTGF1lQ6ePA5MHt5822iIicXXYvg4ObYMKtoY5ERKTNUHLZxlitwVFSrTYvfluwdrGCSCrC1/Fp/UrSJoVjCwsnqzSaWcDGaQ+TUtCb0qIIbHUe8k0/8yLq2LQwhwqLwfTei5mYMJWaHZVYPbk4C4PNaLtfnEH3ez8mw+KkOP1OrPmXgr/xCK139n+dboFbWZqbTLKljIKcG0nwV2GJKeGKrqO4e8c2In0euvlWUlW1kwGdBxAR2ZsDB16nomId/aqe4+mln/DpUrDZbPTp06fRdCDJvxqJNcoJgNtmZfuEgQxY/Sl/XbCDIQMSWbM1OM+m69PglCM2a7AW9L6MFFxWixJLEREJjbw1kLMYptwe6khERNoUNYttawwLFosTn7eIwrJiiHbi3FiBbXtn/rXzt3xctIhnc99naw10+t0YnJZMhiXNZejQLiwb+Hv+ZQSble6tMBhjKyEjoR/jMssJrw/gtRVjEiDivETy8isA2GVfQ729irDkt7C7d1CSdDfnhBv0ix5MvdfFyBFv85fYRRzK/w+mt4BAoJoixxCedtxLkc/KTM+FLCl7g49KvQwa/BTxcZMxDDvxkbMIGxrL+PHjAbjtttsaEsvS6nqW7SjEFuPCsAQTRNM08dis2D3B6U9WRpp4/SbOSDsAEzLi6dcpWLs5KjqSwRrER0REQuHgFtjyJky+DfSSU0SkEdVctjEuZzLp3f6PL774jPXr1zOo1M2gTw8CvSga8Vvyq4K1mT1i+/F89gsYdRZGfv4HmHgbkW4f887ZwQP/i6VPbhf6zSmi9uABog4fOzJ/MNMp578f5HMBO/nl6HT+un0pZsCKO9xPZPQWhluLmRhTxbgxjzP4vmUkV08DS7B28b4R11OZ91fOHXoTQzeXcffox3Fm7oVquGXYLTgd8cTYJzGmy2f4C+uwjQhjanpfJkyYgNVqbbjGrPwKrn52Jbt+P7thXfpt8xp+rxufhBlho3Z6Z2oN2D52AC+v3MO3z+nS6vdfRETkmIqyYe3zMPNBsOj9vIjIV+kvYxvjcMTTrdsN9MzoRnp6Oo4u7oZtGZ3/D4BUe4Av8r/gL2v+wpasc4muS6Dr53cCED53MA+Uducaj5MRi4Zh259IzeR1DcdIii7jE7wAXBRtxZX0PtfHTaHOX8s3us/m0gQHTgusXjkMgCV5YymInMMrw6fiOfQYI9OvplPCRACS3d2JdURwWac/MSP6XCpX7Kfg7+speiqT0jd3Yk8Mx2Kx4HQ6G84/8O6PuPzJz5mQEez7OeL++eQUVDZsf+emccTHuFg1ui/XpsbzwqDueFx2HvpgGx6X3oWIiEiIlO2DFY/D9PvAYj1xeRGRDkjJZRtlsVjxer3EXJTBs33DAAj/JJkPL13O63PmMiZtJgA35X8bAFdFN6ZO3IFR7MIwjzz0Eusuovu4GwDITVzJhcMyeJQ67hoXR2lVMQD9It9hZkInnt70NFUVGwnv9W8A7p98P5X+CHLsozl46D1M04fdHpyH8qFeqcyIj6K0IJ9wuhK1w0L5wr1YIoLNWCMnpmA53KT1S6ZpwuEZUJZsL8A0TQor65m/5SBPXj2cq0Z3YVBqNJvGDaBLmJM/9E5jRnyw3rVnYqT6WIqISGhUF8OSP8KM+8HmCHU0IiJtlpLLNspqseDz+bAnR/BEFxvRt41kNwGGr8zB3BDJ++aVvL/1caxYWNfraQC2PLmIMluwFtA9NY346wYQKPRhibRzka2UKw/1pbdnCQBOy0NU+Mv4QcZkoqPOIVCzk0iLiddbRP/YdDYzkF86nmC1dyTTOw8gIX46EKxZBfhuSjz+6iriPNHU5JQRqPTiSI0krG8cKfePI/r87k2SwaU7CumeEMHuh2Zz5+y+vL4mjx4JEby/6QDdEyK5/8LGU6t8yTRNZvRLapX7LCIicly+OvjkHph2NzjU319E5HiUXLZRJtXU1R0A4JHeaRQ6DLpXBbir0k7ZuzlE+MByeLqQxNHdeajzs0TtsfNh1HIAbDEu7MkRmPUBDMPgvsm3Yrd4MSue4hdTw3BbsynYuYvONeHU7S7hQl9vHkyw4HYPYsPaS5icOpZnB6azu6ILgwtjyLDcz7ixS+mUfFFDjOtfW0avikTe2l1I5Wf7qd1aTMXiPAxb8/+squv93HPBAABKq7386o2N3DKtFxvzyugeH3HMe1Fa7SU63H7M7SIiIq3CNOGTe2HcLRAWE+poRETaPCWXbdShQ69RU/sEAIkOGwfrgv0kL1gebMqaXuUnYlQylnAbCWGx1FhqAbi8aCau8UlYY11YwqyED00EIDK8E+9du55wh4O+th9itVXzccR8jBVdSM68jrQ1vySqaCwWi4P6+kJSYkcyMdZNUj0UvbCFov9sxeXq3DBVSqDWR/qOSMIz6ynE5N1zYnkv0UbMZb2avZ5AwOSG/6yhR0IwifzpuT0BmNY3ie+PT8diOVLL+cGmYFJ948trKa/1kldSQ0q03haLiMgZtvxv0O8CiE0PdSQiIu2Ckss2Kr3bzzHN3QAkOuxcsG4nL4yNxns4B3tmVQ22hHBiv9OH2to87rvoWwAcSK/gZuMenN2jMOxWYi/vzcDnB7KlbD/FJcvYUlVHlR9u2xeOI3YnvWu64ajuBEBa0vcb+lTGx0+BtQV8Z2QXvJhEjO6EGQh2mMzJyWH/3SsaYr14WAp/WLWbhw4Vs8xXD4A/YFJV52soU1BZB4DbFayBdNqs/N+5GYQ5rNz1jX4N5faX1vDjl9YCsGFvKftKasgrqSYtNuy03l8REZHj2vg6RHeBtHNCHYmISLuh5LKN6tbtBqCWQMBLoiM4SuoV03pR99NBvJYWTNDCB8bj6hmDw5HA1m23kfzAGLImFLOxcCNv7Xyr4VjhNhdvlth5fM8+/lHg4JWS4GAEm71+ygcG+2t2/t0Y6hbUEvfylfSN/RuFL2yh6ot8Cj7fzzbDjz0pHH9FMHFc9+wiALZMriHl9+OJCT8yuMH1czfyadYhPs8pov/vPmpYv7e4mmeuHdHoGn8+vWktZ63XD8BFTywnr6SG8/62lB+/tJbUGNVciojIGZL7GVQcgAEXnbisiIg0UHLZRlksVkxzIHV1B+jscrBl/AC6hzvp0zmK9AszsKe5sUYFp/jo2uVHAAT8ZVzV7yqGJw2nsKaw4VjdIxPZ67WyocbG8KThbK4JJqs1psG4K94k5ffjsYQdmeYj8N8oarcUUb+ngiFVATJHJ2KNceEvqeXA7n2M8mXwP8fnzJg1A8MwqKz38egVQ0nyBONZm1vClU+vBOC+97YA8FFmPt2O06/yS/nlwea9a/eUNlofoz6XIiJyJhRlQ9Y8GPvTUEciItLuaOLANmzz5kQMYwoTJ6wl1h6cksPnq+LCzrEYN8Y1lLPZIrFYHCxddg7Dhv2X52Y9x8DnB5JVksX1/a+kkz+bbdjwYXD3mLv55lvfZHRMEp+XHARoGNU15YHxmF4/++9egWdWN+r3VDDJbmHWhj3cPLobB/+ytuGc/3fPL4DgPJWFlfXM7JfM57edS/pt83hs4c6Gcs8s28Uzy3YBcMfsI81fj6Wgoo7YCAcz+iUxtU8iM/onEwiYmoZERERaX3UxfPYYnPdH0HNHROSUqeayDbPZgs1QN2fe3LBu8ZJB7D/wWqNyhmFh/LjPAPD7KhrWf7T7Iy56/xr2ei1M6jyc9Vevp1tUN+Z9ax6PnvcWq65Y3Pg4VgPDaSX5FyPwTE4j7qq+JF3Wm9JqL2/nFh0p+P0uGIZBvS9AYWU9917Qn6p6H4ZhsOgXk5nWN4k7Z/dl90OzG/pKXjws9aSuuaLWx7s/Hc9DFw9iRv9kgEaD/YiISFOGYaQZhmE2s/Q+zj7fNAzjc8MwSgzDmG8YRv8zGXOb0zDlyO80l6WIyNek5LINGzH8YpKTv0tx8VIAvN4y3JH92bbt9iZl7fYYBgz4O3X1BdTVHeJct5dh4cEBda6Nq+PP5z6D1WIFIM2TRpg9kjBnbJPjGIaBLT6YEBoWA8Nq4HHZ+MXcTcRc0wcffjr3SANg074y/nTpYMZ0j+Oml9cB0C0+gn9dPZxrx3YD4L4LBtA7yc0ds/ue1DXnFlUR6VSFuojIKUoHKoEYIPqoZUdzhQ3DmA3MBV4ERgOFwBLDMDqfkWjbmoYpR27WlCMiIi2g5LINc7nSiI+7BgC/v5Z9+16hojITgECgrkn5mOiRbNt2O8uWj2Gox8Oc5O7MTkgizAIWS9OEzTTNk4rjiSuHkx4fweqCLbzsXIZhGDy5JJunl+YwKDWKRI+LLrFHBtyxWgzs1uA/rcm9E/noZxOJjTi5t8BPLd2l5FJE5NR1B7JN0yw1TbPsqCVwjPJ3A/8zTfNx0zSzgO8R/D/Bj85QvG3LZ49C329CbPdQRyIi0q4puWzDHA4Hfn9wIJu8fS+SnfMw4eE9APh0UT+++n8Gmy26YSqRNGsFvWMzmO7ahcXSfGL35JNPUlVVdcI4xmfEc96AZD799FPqDR/pt83jwXnb+GBzPp2iw4gKs/ONQZ2+9nXO3xLs+1nvC16PVc1gRUROVTqw84SlAMMw0oERwJtfrjNNsxZYBMxujeDatK3vQmQydBkd6khERNo9JZdtmMPhoK6ujr59/oDFcOCO7I/XW8qQwc8BUFq6Gq+3pKH8tqw78ftrSE29mu7db8HjHoTVEk6vjN82OXZxcTEHDhzg4YcfPqlYVixbjD91GI5B5zM4LZoNv5vBD8ant7iWcdmOQn74wmp2F1Yx+vef8OtZfVp0PBGRDqo7cJ5hGIcMw9hgGMadhmEca5jtrod/5nxl/R7ghB3kDcPIbG4Benz98EMkf3NwGXx5qCMRETkrKLlswzweD+Xl5cTGjmX7jnuJj5/KqHPeJS5uAvHx5+LzlbNk6YiGGswDB14nEKglMqI3eXkvsGPnA6SmXU1KyrcByMrKwjRNHn30UdasWdNwHq/XS2ZmJtu2bTtmLAHT4MWdVp5ZXci4HnFEhdm58xsnHv31RO55N9jM9w8fbqO4qp7SmvoWH1NEpAO6DxgKzAHeAG4D/neMssmHf5Z+Zf2XfTY7hqpCWP0sTPpVqCMRETlrqHNbG+Z2u9mxYwcOR3AAP6+vFKczCYCePX5NQeECAPbsfYaamjwA4uKmsC3rzoZj9OwRfGiWlJTwyiuvkJycTHFxMV6vl4suuoi5c+dSUlLCwYMH8fl89OnTfM1hb1sBMdZaFtX3IMxuPW3X6D/c7/ODzfkA9OvkOW3HFhFp7wzDuBz47wmKTTZN8+jhvz83DKMY+LthGGNM01zxlfJfToT81T+4UUD+iWIyTbPZUWUP1162/K3jmeCrh4X3wbR7wHL6nmkiIh2dkss2zOVyceDAASwWG8lJF5DR80jSaLNHkZ39RyIiMti58yEA+vV9BLe7H0VFn5KQMIvYmDEN5fPygslnfn7w/w2rVq3i/PPPx2q1Ul9fj91uZ+fO5rvrbNmyBY/d5K6bv8fP5max41BlkzJ2q4Varx/XKSlqxmAAACAASURBVCaedsuRyvPZAztxwZCUU9pfRORsZprmq8CrX2PXJYd/NtchPu/wz27AmqPWdz1q29lt0e9hzE0QFh3qSEREzipKLtswwzBwOIKD8fTv/+dG22xWNwBJid8gZ9dfiIkZQ6dO32rYXlDwMYMGPt7wOS8vj4EDB1JdXc3UqVPZvXs3EOzX+dprrzF8+HD279/fUH779u0kJyfj8Xh47bXXuOaaa3C73Tx59XDq/U0HH4wOt1Ne6z2l5PLW1zaQdbCCVXecS0mVl97J7pPeV0REjmvE4Z/rm9mWdXi5gMNNZw3DiAAmA0076Z9t1jwHXcdBfEaoIxEROesouWzjNmzYwKxZsxqSzC9ZrU6mTgnWNFbX7CI//62GbVMmZ3Ho0LxG5VeuXMnPf/5zPJ5gK6iUlCM1hOXl5WRlZTFy5EgCgQAWi4W9e/cSFhaG3R4cDyI1NTjGg8Vi4GqmCVGk00ZlrY/EU8gPi6rqePVHo0l0u0h0u05+RxERaWAYRjzBqUQ+AoqAqcCfgMdM08w5XOZ7wMPAVNM0NxqG8SDwb8MwlhKs5bwPKAP+HYJLOHN2LQVvLWRMC3UkIiJnJSWXbdz06dOpq6trklxCsGYToGuXH2EGfA3rLRYbyclzGpUdP358Q2J5tIyM4Jtbv99PVFQUS5YsISIigpKSEl599VUqKytJSUlp9vxHc7vsVNT6jlvmq/p18jCqe9wp7SMiIk3EAucCPyfYjzKL4IA+Tx1VJgDUAj4A0zRfODya7C3A74HPgLGmaX51kJ+zR8lu2P4hzLg/1JGIiJy1lFy2cU6nk9dff53rrrvumGUiI3szYMDfjrndPDxozvH4fD4sFguLFi1qtN5ut7Nv374T7u922aisO7XkUkREWs40ze3ArBOUeR54/ivrngGeacXQ2o66Clj6Zzjvj2BoLmURkdai5LKNc7lc7Nmzp0XHKC0txWY79ld96623snDhQmpraxvW2Ww20tLSuOqqq7BaT9yP0u2ysb+0pkVxioiInHaBAHxyL0y5HezqgiEi0pqUXLZxZWVlQLD20fiab1uXLFlCZGTkMbe73W4uuOACVqw4Mlr9bbfddlJJ5ZcinbZTbhYrIiLS6j5/HAZdDu7kE5cVEZEWUXLZxqWnpwPBZqtfDq5zqpKSkhgwYMAJy40ePZqMjAz++9//nlJiCV+vz6WIiEirylkEjghIHXHCoiIi0nKWExeRUEpKSmLq1Km8/PLLX/sYdXV1OJ3OE5YzDIP4+HhuuummUz6H+lyKiEibUrYPtn8Mw78X6khERDoMJZftgMfjYdeuXV9rX9M0yc3NPW6fy9PBabNQ6/WfsNya3GI25ZVRXe8j7BTmxBQRETlpvnpY8keYeocG8BEROYM6RHJpBF1hGMYiwzAKDcPYZxjG84ZhtIt5MI4eaOdUlJeX884775CTk/O1+2ueLMMweGJR9glHpr34Hyv439o8Squ9RId/vWa+IiIix7XkYRhzU7BJrIiInDEdIrk87DrgaWA4cBUwEfhfSCM6SQkJCQCsX7/+lPb76KOPWLduHd27d2+NsJpVVuM97vbBqVG4XTbmrs0jv/zrJc0iIiLHtPl/kNQf4jNCHYmISIfTIQb0MYPVaTOOWpVrGMZ9wDOGYXQ3TTMnRKGdlB49epCRkYHPd/J9GpcsWUJmZiYAF110UWuF1sgjlw6msLKe6HBHs9tN06TWG+CxhTsB+MH49DMSl4iIdBAFWcFlyu2hjkREpEPqSDWXX1V4+Kc7pFGcpFmzZp3SCK4LFy4Egs1VjzcNyekUH+mgsLKu2W0+f4AV2UVcPjKN7x9OKn99Xp8zEpeIiHQAdZXw+RMw8ZehjkREpMPqEDWXxzAOqAG2naigYRiZx9jU47RGdBwul+uk+14ePHiw4fff/va3rRVSEwluJ9kFVU3W1/sC9LrzAwD+/b2RvLluHwB2a0d+tyEiIqeNacKnD8Ck34BV/flFREKlQyaXhmGkAjcCfzdNs/mqtjbG5XJRU1MDwLJly+jXrx+xsbGNyvj9fu677z4gOMLst771rVYfyOdo6fERvL46j95JbnonH6kQ/jKxBOgWF4HXH+D1G8acsbhEROQs98XT0Pt88HQKdSQiIh1au686MgzjcsMwzBMsk44qHwW8B2QB957MOUzT7N/cAmS3zlU1ZbVaCQQCAGzbto033nijSZmysrKG38vLy0lPP7N9GsMdNp77bDcz/7qEv8zfDsBLK3MZ2iWahbcGv4JOUS7untOfXkntojWyiIi0dXtXgb8e0ieEOhIRkQ6v3SeXpmm+apqmcYJlMYBhGC7gHSASON80zcqQBn+KcnNz2b17Nx6Ph/379zfZvmTJEq688kri4uIYP358CCI84m+f7ODJJdnc8eZmRqXH0T0hkvk/m4jLbmV09ziiwtRsSUREWqiyADa9DqN/EupIRESEsyC5PFmGYViB/wJ9gJmmaR48wS5tzt69e1myZAl2u51x48Y12b5+/XpiYmJwOBz07NkzBBEG/eXywQA8OC/YnfXLQX4yVFspIiKni98Hix6EKXfAGewCIiIix9YhksvDieXzwGTgUqDQMIyow4szpMGdopycHDZs2NCkL+WXTWY9Hg+maZ7RvpZHO29AMnMGp3DxsNSGdW+syQtJLCIichZb9mcY+QMIiw51JCIicliHSC6By4ArgShgMVB61PKbEMZ1Si699NKG36urq6moqGj4XF9fz8SJE3E4HIwePbrJYD9nyj+uGo7VYuA7nOy+fsMYVt5+bkhiERGRs9SWtyG2OyT1D3UkIiJylA6RXJqm+cpx+mPeE+r4Tlb//kceomvXrmXu3LkNnzdu3EheXrCGcMiQIbjdoW2C+sdLBvHuTeMZkhZNkscV0lhEROQscmgrHMyEgZeEOhIREfmKDjkVSXsXHx+P2+1m165dDeu+rLlsK5w2KwNTo0IdhoiInE3K9wenHZn1h1BHIiIizegQNZdnkwsuuIAbb7yROXPm0K9fP5588kkCgQD5+fl06qT5vURE5CxVWw6LHoLp94JV78ZFRNoiJZftzNChQzEMg5iYGCorK9m/fz8vvfQSmzdvxuFwhDo8ERGR089XDwt+B1PvAkdEqKMREZFjUHLZju3ZsweA7OxsRo4cGbIRYkVERFqNrx4+ug3G/hQiE0IdjYiIHIeSy3bMarU2/N6jR48QRiIiItIKakrgg1/B6J8ER4cVEZE2TZ0W2rG77roL0zS55557lFyKiEj75/dCwTbw1kLeKijbF2wKGxEX6shEROQkKLls5wzD4Cc/+Ql2uz3UoYiIiLSM3wuF28Hmgr5zIDot1BGJiMgpUHJ5FkhMTAx1CCIiIi3nCIcBF4c6ChER+ZrU51JERERERERaTMmliIiIiIiItJiSSxEREREREWkxJZciIiIiIiLSYkouRUREREREpMWUXIqIiIiIiEiLKbkUERERERGRFlNyKSIiIiIiIi1mmKYZ6hjaLcMwyp1Op7tHjx6hDkVERFogOzuburq6CtM0PaGOpb3SM1FE5OzQkmeikssWMAwjHwgH9rbgMF8+hbNbHlG7p3vRmO7HEboXjel+NHY67kcaUG2aZvJpiKdD0jOxVeh+HKF70ZjuxxG6F42F9Jmo5DLEDMPIBDBNs3+oYwk13YvGdD+O0L1oTPejMd2Ps4e+y8Z0P47QvWhM9+MI3YvGQn0/1OdSREREREREWkzJpYiIiIiIiLSYkksRERERERFpMSWXIiIiIiIi0mJKLkVERERERKTFNFqsiIiIiIiItJhqLkVERERERKTFlFyKiIiIiIhIiym5FBERERERkRZTcikiIiIiIiItpuRSREREREREWkzJpYiIiIiIiLSYkksRERERERFpMSWXIiIiIiIi0mJKLkVERERERKTFlFyKiIiIiIhIiym5FBERERERkRZTcikiIiIiIiItpuRSREREREREWkzJpYiIiIiIiLSYLdQBtGeGYeQD4cDeUMciIiItkgZUm6aZHOpA2is9E0VEzhpf+5lomKbZCvF0DIZhlDudTnePHj1CHYqIiLRAdnY2dXV1FaZpekIdS3ulZ6KIyNmhJc9E1Vy2zN4ePXr0y8zMDHUcIiLSAv3792fLli2qcWsZPRNFRM4CLXkmqs+liIiIiIiItJiSSxEREREREWkxJZciIiIiIiLSYkouRUREREREpMWUXIqIiIiIiEiLKbkUERERERGRFlNyKSIiIiIiIi2m5FJERERERERazBbqAOTMeP7557nmmmswDCPUoYiIiDSrotbLPxdnY5rNbzeBSKeN1JgwUmPCSYsJI8Ht1LNNRKSNUHLZQezatYvly5czfvz4UIciIiLSLLfLzi9n9jlumfJaL/tKasgrqWFjXimFlXUEjkpGo8PsdIuPID0+gi6x4bjs1laOWkREvqTksoMYNWoUCxYsYNy4cXrDKyIi7ZbHZcfTyU7fTp5mt5dU1bOrqIrN+8p4f+MB6v0BAEwT4iMddIuLICMpki6x4XoeioicZkouO4DNmzezcuVKxo4dS319PU6nM9QhiYiItIqYCAcxEQ6GdYlptN40TYqq6tldWMXynUW8XLQHi8VgUq8EzukWi8WiRFNEpKWUXHYAb7zxBn369MHj8VBYWEhKSkqoQxIRETmjDMMgPtJJfKSTEd1iAaj3BViUdYgH5m0lJTqMb5/ThTCHmtGKiHxdSi47gCFDhnDhhReyb98+MjMzlVyKiIgADpuFGf2TmdE/meyCSv48P4tu8RFcMbILVtVkioicMk1F0gFERkYC0LlzZz777DPMYw3DJyIi0kH1SIjkjtn9GNA5irve3szmfWWhDklEpN1RctmBfDlwQXFxcYgjERERaZsGp0Vz3wUDWJFdxIsrduuFrIjIKVByeRZY9/EeSg9WN7uttraWwsLCRuvKy8vPRFgiIiLtktVi8MOJ3clIcnPPu1sor/WGOiQRkXZBfS7PArmbC3HHuSgrqCG2cwTuWBf19fUsXrwYi8VCp06dGsrecMMNTZJNERERaWp09zh6JETy0Afb+MH4dLonRIY6JBGRNk01l2cBT0IYHz21mWWv76B4fxUAO3bsYPny5WRlZTF+/PiGshEREVRVVYUqVBERkXYlwe3knjn9eWFFLjsPVYY6HBGRNk3JZTtWX+ujJL8KZ7gdgNKD1bz39w0seG4Lc+fOBeDQoUNYrUeGVQ8PD1dyKSIicgrsVgt3zO7LCyt2s6+0JtThiIi0WWoW244d3F3OO39dD8D07/cjLMLBO4+uJ+vzfPzJ/mb3sVqteL3qOyIiIm2Pv7KS0ldfxRoXhy0uHltcLPbUVKweT6hDw261cPv5fbnn3S3cMbsvkU79F0pE5Kv0l7EdqyiqBSB9cDy9RiYDcPGvh/P2X9Yx+pyxzDxverOJ5IoVK5g5c+YZjVVERORELBERRF98Mb7iYnyFhdTv2UPl0mX4y8qwxkQTfeGF2BISQhafy27lZ9MyePSTHdx+ft+QxSEi0lYpuWzHKoprueGxyVjtR1o3x6dFcO53+7J49TwMw8DhcDTZ7+g+mCIiIm2FYRhYo6OxRkfj7N690TbvwUOUvPJfbJ2Sib7kkobptc60RI+L4V1jeH/jAWYP6nTiHUREOhD1uWynTNMkP7usUWJpmib3338/XqpJikulqqyO/TtLm+zrcDioq6s7k+GKiIi0iD0pkYT/+yn2Tp0pfOzvIZ1/cmb/ZNbuKaGyzheyGERE2iIll+1UeWENedtKGq176aWXAHj1nec5kL+fF+9YwZuPrG2yr8fjoaKi4ozEKSIicjpFjh9HxNgxFD//fEjj+N64bjy3fFdIYxARaWuUXLZT2WsLuPBnQxs+P/PMM+zcuZOEw31RajIT8PsCze4bFRVFWVnZGYlTRETkdAsfMQLDMKjJzAxZDKkx4dT7TYqr6kMWg4hIW6Pksp0xTZOcdQWUHKwmoau7Yd3evXsBuOKKK7j77ruxBlxcee9okrtHsXtTYaNjuN1uXnzxxTMeu4iIyOkSc9VVlL72Omag+RepZ8KVo7rwyqo9ITu/iEhbo+Syndm4MI8P/rWJbZ8dwO4Mzl9ZXx98a3rXXXcRFxfXUNYTH0b6kHiyVuY3OkZ8fDwQnANTRESkPTKsVjznn0/5vA9CFkOSx0VlnU99L0VEDlNy2c5Ul9cz7pKeTLi8V8NIeZWVlcyZMwer1dpQ7rpHxmOxGAyb0ZWdqw/x8t2fNzrOqFGjqKysPKOxi4hI22MYxnmGYZiGYfw71LGcqohR51Czbh2B+tA1Tb1iZBqvfrE3ZOcXEWlLlFy2I6ZpsvajXIZM68KgKakN63fv3t1QG/mlsMgjU5AkdHET8DceVW/o0KFUV1e3bsAiItKmGYYRBTwJlJyobFsVfdlllL7xRsjO3zUugv2lNXj9oWueKyLSVii5bEcK9jQd4TUQCPDuu++SlJR0zP1iO0dgsRqUF9Y0rIuIiKCyspJACPuqiIhIyP0Z2ARsCHUgX5erdy+8ubkhrb08f2An5m06ELLzi4i0FUou25Hig7voPv2fjdbt2LEDAKfTecz9pn23HwAv3rmiYV14eDgff/wxTz31VCtEKiIibZ1hGLOA7wC3hjqWloq66CLK5s4N2fmHd41h3Z7SkM69KSLSFii5bEcK9+8lNjmOiorg0OuBQB15ef/lmmuuOeG+V/x2FMNmdm34bLVaCQQCHDigN60iIh2NYRgegs1hbzdNc+sp7pvZ3AL0aJVgT4Krd2/qcnJCWnt5Tnosq3YVh+z8IiJtgZLLdqSqvJ7Kuk9Z9cUcACors9icWdykv2VzLBajyboLL7yQQYMGnfY4RUSkzfsTkAP8NdSBnC7R3/oWZW+9FbLzz+iXxEeZB0N2fhGRtkDJZTvi93rJ6PkrwsK68MnCHlRVZRMZkYfH4zmp/W0OC956f8PnIUOG4Ha7m5QzTRO/399kvYiItH+GYcwALgO+a36NdpymafZvbgGyT3uwp8DVty91O3dier0hOb/NaiEtNoxdhVUhOb+ISFug5LKdME2TXV8k0KXLdaSmXA3Alq2/ICKiNz5fJTt3/pG8vP+Qm/uv4x4nc8k+Du4uZ9uKYHNYq9XKo48+itfrpbCwkOXLl7Nlyxbee++9Vr8mEREJiV8CEcAmwzAqDMOoACYAVx3+3CW04X19UbNnUz5vXsjOf+mINN5Yo2lJRKTjsoU6ADk53jo/yX2CfTm6dLmOlJRvYxh23nzzTxQVLSJ3z5GkskuXHzXMgXm0uiofq97d1fC5uryeg8UHKS4u5oEHHmhYf/7557N+/XomTZpEdHR0K16ViIiEwLVA2FfWvQTsA34F7D/jEZ0mYYMHU/bOu3jmzGn2OdjaIp02rIZBaXU90eGOE+8gInKWUc1lO1FTVYU76cjz3moNw2KxYbG42Jx5c6OyCz/tyabNP20yat34yzKw2i30GZNM71HJHNxdzuWXX85ll13WUGbAgAHMmzcP0zT59NNPW/eiRETkjDNNc79pmtlHL0ANUH74sy9UsQUCAUpKSigoKKCoqIiysrJTnjIrctJEKhcvbqUIT+zSEWm8vjovZOcXEQkl1Vy2EwUHV4OtrMl6uz0KgHHjlmMGfBw69D779r/GoUPz+KI6l5TUK0npfHlD+Rsem9zw++M/XkhdtY9+/fpx9913A8EHe3R0NBMmTGDJkiWtek0iIiJH83q9ZGdnY7fbCQQC1NfXU15eTiAQYPDgwSQnJ5/wGBETJnDw/gdwT57c+gE3Iy02nPzyWrz+AHar3uGLSMei5LId2LXrMbZtfode3f/eZJvTmcLgQU/jcibjK6qha9fr6dr1epYuG0VFRSZVVTuOedzzfzyIZ3+xjBv/ObVhncViYdq0aQANTYr+85//0LNnT0aPHn2ar0xERNoC0zSnhDoGCM7ZPGLEiCbr/X4/n3/+OQcOHGDo0KHHPYZhGIQNGUz1unWEn6Bsazl/YDLzNh3ggiEpITm/iEio6JVaG2b6A+T9Zik1b9fi94bDtsYjuNbU1BAWFkZc9CQqVx4g/+HVmL4A5Yv2MnbIUnrPf47S0lXBY5lNmxUlpwdHmT2UW37MGCorK9m5cyeVlZWn8cpEREROntVqZdy4cRiGwebNm09Y3nPeeVR8+OEZiKx5w7rEsDa3pEn3FBGRs52SyzbMXxGcDNqTP5rkNT/Hu6EQf9WRIdYL9x7Etr6Swn9vpvTNncF1L2yh/MPdHLh/JQCxkZMBWLP2CvYfeKPR8cPcDi7+9XCK9jWfOPp8Ph555BGmTGkTL7RFRKSDGzJkCCUlJeTlHb9Po2GzYe/Shbrs0MyOYhgGw7vFsia3JCTnFxEJFSWXbZi/rJ7Y7/Sh/ryteM1gG+YD933esL34QCHOfX7qssvAYhBzaS/qtpdgT4kEwBYfhv2LdAoKFlBWtobc3CebnCM+NZKKoloev2EhxQcaz80VExMDwIQJE1rvIkVERE7BuHHj2LBhA7W1tcctF/2tb1H25ptnKKqmzhuQzAeb80N2fhGRUFBy2YYV/GMDlhgrgdRyfFZI/fkwgIZmNpXF5YSZwaHOUx8cT8TwJGIu703ST4fS6fZRJP18OJbcKDZuuh6XK5Xq6mw2bPxRo3PY7Faqy4M1pAd3NW4ee84553DHHXdgsVgwTZM9e/a09iWLiIgcl8ViYdKkSSw+wYiwlvBwLG4P3vzQJHh2q4VOUS72FleH5PwiIqGg5LINsyWF448pJTysG65RnXDNnYnH9jxmjY9ArY+S1ftw94wn6vz0hn0ihiYCYPU4MCwGRpWdEQnvMXrUxwwc8DiFhZ80Oc/W5QeYfGVvtq040Gi9YRjY7XYANmzYwLPPPtuKVysiInJyIiMj6dat2wn7X0Zfdimlr71+hqJq6tIRaby+RtOSiEjHoeSyjfKV1BLWLw5foAK73YNpNbAWbMZCBfvv/RxfQQ1ew0fn7w/BPTH1mMexJYRRv8KLWW5S/+cIuna9oUmZuNRIep2TzP4dpVSV1TV7nISEBBITEzU4gYiItAm9e/dm3759VFVVHbOMLSYG0wzgL2s6ldeZEBVmJxAwKa/1nriwiMhZoEMll4ZhzDIM40PDMA4YhlFgGMabhmF0DXVczcn/wxeY3gA+bzk2mwejbA9M+g3WYbMAqPgki/BBCQ3ThRxL8q0jqMspI/8PX2BLCodag70L5lJ51BQll90+ErvTSp+xnXju18vJXLqvyXGuvfZaBg0adMI+LiIiIl9bfRWsewmyPoDq4hMWnzBhAsuWLTtumZhLLqH0jTeOW6Y1XTYijVdX7Q3Z+UVEzqQOlVwC1wJvA+OB2UBXYL5hGPaQRvUVpj84bYgzIxqfrwybLQqzIh/G/hTn7GsItyzEl5WJ4bLBjvknPF6nO0YB4OoZTf0yL8aCBL5YejE+XwUAVVU5mKbJuIt6ArDopSy8df4mx4mOjqakRCPfiYhIK7E6IW0UuKJh5b9g6Z8h0PR59KXw8HBSU1PJyso6Zhl7Sgq+omICIXo52iUunILKOmq9x74OEZGzRYdKLk3T/LZpmv8wTTPbNM1VwC+ADKBNDYfqL6nDEmEnrHcsXl85toJdkLscnJFYnFZib74Ur9kdw6iDly4BX/1xj2d1O0h5YBzVmwrx7BpPwfhX6GK9kZWrvgnAqi9m4/WW4IoM5tgpvWNY9PK2JseJi4s74fDvIiIiX5vVBvE9oesYmHIb9JoJH/4GvMdODPv3709OTs5xW9ZEXXABZW+93RoRn5RLh6fy+mrVXorI2a9DJZfNKDz80328QoZhZDa3AD1aI6jq9YeIuSgDAJ+3HPtL38GITDxSIKkfSX3/h7H6X8HPeavgBH0hDauFpJuGAjBw7J9xLuxHbW3wQWcYDnbnPgHAD/8ykVk/GsD2lQcb7R/wBzCrncybN4/CwkJERERaXVJ/GHMjzP/tcWswx48fz9KlS4+53dW7F3XZ2Zj+0NQeZiS5ySmsot4XCMn5RUTOlI6eXI4DTGB9qAM5WtXqgzhSg3NV+r2lWLtOhMHfblTGfvWfwQDC4+G52XBP9AmPa/U4iLkkA1usi8hxKSQnXkhOzt9IS70Gi8UJgCPMhivCzrCZjbui1lb5ePPh9Vx22WUsXLjw9FyoiIjIicR0gyHfhs8ePWYRt9tNQkICOTk5xyzjmTmDio8/boUAT86FQ1J4e33TMQ1ERM4mHTa5NAwjErgDeMM0zdzjlTVNs39zC5DdGrGFD0nEGhVM9sz96zDOuR7TYmtcyGKBMT+FXx0OYcR1J3XsiBHJwd0j7YTZ0tm1+1HcngHk5v6zoQ8mwNqPGt+Sf/8qOGDCjuWlbNmyhUBAb19FROT0Mk2Turo6ampq8Pl8RzZ0Hhp8mbpzwTH3HTx4MFu3bsXrbX5k1rDhw6levSZko54PTosmc385/oBGXReRs1eHTC4PD+DzP8AH3BLicJqoWn3UhM91ldBndpMyfr8fiz2YgHL5S7BjAdQfNVHzCR6etmgnCfZZDB/2KokJMxky+N/kH3y3YfuoOenUVnkPHyp4rNk/GcTeNTVYrVa2b9/+Na9ORESkeXV1daxcuZI1a9awdOlS5s+fz8cff8zWrVvxD/o25CyG0ub7LhqGwejRo1mxYsUxt0eMG0fVsuWteQnHNWtAMh9l5p+4oIhIO9XhkkvDMCzAC8BwYKZpmvtDHFIjZsAM1i5u/h/cHQWGgd8bwGpr/FXV1tbicrmCH/p+Ayb/Bja+Ck9Ph3m/gtevPe55XH1jMXfZqXyohuqNBbjdA8jKuov1G34AQHRSBGs/ymXvlmKe+PGnAHQdGIfdaeNH372JgoKC03/xIiLSoblcLiZOnMj48eOZMmUK06dPZ9q0aYSFhTF/wQJWe2ZiLnn4mAPZxcXFYbVaOXToULPbIydPbtr7ngAAIABJREFUonLx4ta8hOMalR7LypwizRktImetDpdcAo8Cc4DZpmkee+zyEPFX1GP1OKDkcLNURwR1NT6cYY2bxdbU1BAWFnZkRUQ8vHdLcHCfVf+CLccfFc/itFG+YA+Gy4qvoAabLTimkdUaPGaPYQms+3gP7zwa7I56w2OTMQwDX52fNx5Yx9Yt24479LuIiMipqqyv5G9r/8afVv+Jd7PfJWAGsFgsdOvWjVmzZpGc2o1F3kH4Pn3omMcYNWoUq1atarb7hmGxEDZ4ENVr17XmZRyTYRhM6p3Aou16QSsiZ6cOlVwahvF74IfA1cA2wzCiDi9hJ9j1jAmUH04u/Yf7jEQmUl/jw+6yNipXW1vbOLlMGQHffb/xwf7UF56ZAf+5GDLfbHIu95Q0os5LB9PEYrETGdmvIck0DAOAuNRIvvfH8VjtwX8qVz8wBoBDueW88sorp+OSRUREAIh0RHLzsJu5dcStdI7szIMrH6Tae6TLR2pqKiNnXsGG/TX4Mt9t9hg2m41Bgwaxfn3zY/V5zjuP8g8+aJX4T8aU3oks2tZ8zaqISHvXYZJLwzDGAL8BHAT7W5YetTwRwtAaKZm7A8NhhUUP4p9wM5aodOprm6+5bGgWCxARhz/+HAq7LILf7IWJv4KK/bB3ZXAAhCWPNDlX1MxuRI7qRPmCPVR+tp+Uub/CTjyBQHAQhesfm8QVd55DuMfRsI8nLgxnuI2Iym4AatojIiKtYnjScK4fdD1//H/27js6qmp9/P/7TJ9J7xXSAySU0CGhSBNRFBUQsAE2sPdesGHvBQsqCBYUUVF6J4QSaiC09EJ6nZTJ9Dm/P0aj3OC99/O7QPDrfq01i2TmzN7P2ZPFWXvO3s+z7zXMDnP7856ensRc/jCndi2HpjPXXu7atSsNDQ20trZ2eE1SqdDGxWLJ6ZzcAZIkMTDGn71FDZ3SvyAIwrn0j5lcyrK8W5Zl6S8eszs7vt/puvujjfeFwbdjT5uLRheCzexA85+WxQKVL2Ziq7TitGmp3DsOefRz7hdmLIOEcdBcCXV5YDef9j6ljxbjL+6ss6oTIezdN9H9s/r0u6W/u2F+Krc+704ylJGRQVtb2xmPEwRBEIT/RZAhiLl95vLGvjewOf/YZ+nv749z2MPU/fQ4OB1nfG9aWho7d545eY/PVVfR9PPP5yTm/8aEnmGsya7stP4FQRDOlX/M5PJvQwapPg8sRmy2etQaf2xmZ4fJZYdlsYAqSI+r1U7lS3txGq3U5Y+FeUboNgF2fQBvdYcPBsD8UNj9oXuyCfhdkwhAyIP90eTEoVEH/NsQtXoVnr46vIzd2Lx5M7/8tOosDoAgCILwT+VsaaHm7XeoefNNmlavRrbbCfUIZVbyLN47+N5pq2Xie/SiIGAM5k1n3n+p1+uJiIggPz+/w2sKrRZVUBC2U2fOPHuuKRUSSWHeZJc1dUr/giAI54qYXF6Isr6CmJHY7Q1o1P5YzQ40OiWyS0Z2uhMUmM1mdFodlvxG7HVm7PVmDANC8BgUSsCsZHTd/bHmNlL2eAaOFhsMuhWG3Q/TvwUkWP+Ee7Ipy+jifImYn4Y6yIDLaEc6GMShrFn/McwrrhuN2urHybzjNDd2XHokCIIgCP8nBjWqmQMJuO8u1GHhVM2fjzkriy7eXUiNSGVF3orTDu93yXXkVBhx5W0+Y3PJycnk5ORgs3XMLut7zVSM3y8/J6fx37iybwQ/Z5V3Wv+CIAjngphcXmCcTVYwBEC3S7DZGlBr/JHLW7BvP4VxZT7lz++m7LEdhK63Uz1vD3WfHaX6jf1Uv74fV7MNU2YV9YuPYTn5x16OqvmZVByYhCv1Seh+Kdy1H6LS3C8eXgaApHT/KXiPiyIofzKNtXva917+lYBIT8Ic/QD45NNPzsFoCIIgCP8kkqRAlp0UFLxGS0Q5IU8/TVtWFo3Ll5MankqLrYWjdUfbj1er1QRffD/VGUugreMeRkmSSE1NPWPtS6WnJwoPA/aqzqk7qVEpiAowkF/T0in9C4IgnAticnkBkR0ulP462P46aH1wOJpQq3zxPlCNXG/BlFmFQq8GwMOlRUI67f2tOyvwvjjqjG27WuxUPL+H5q2lNGxzwew1MOwB+Hku2C3wW8p276GeBM5OJnHzQkxtHZcS/Zl/mAc3vT6csReNx96oPgsjIAiCIPyTKRQaAgJGkJj4NEqlB4XFb+F34/Wo/P2p//wLbky6kZX5K2my/rGcNDwigpKoaZjWPXfGNv38/NBoNFRXV3d8bcYMGr/pvMznU/t3Yfn+MyclEgRB+DsSk8sLiNNkR+mlhh4TQaHA7mhBbnBP2pz17iQ8LqMVgBYf913FZqdMW7ChvQ05VIu6qxfe492TTE1XLyRvNcH39sN3UhzN60to2//bBXbMMzDkDsj8GJ73A3MjvNkdXTd/1PE66qu2/ldxp44YgpeH31kZA0EQBEEACAwcRWjoleTmvYDhomFou3fDuHgJd6bcyYKsBaftvxw4cjxH2wJxHv7+jG0NGjSIffv2dah9qfTxQeHlia2sc5an6jVKAj21lNSbOqV/QRCEs01MLi8grlY7CoMavELdv7us1L2bDYA23g+/ad3ajz3Vw4rPlXHsaXVQWdOMISUIQ/9gjqzcww7TEbxHdSXsycEYBofid3kctpJmPIeGA6AM0GHJa0QGiB4Om+a5G301GpxW2L0Az/5dOXVsGSZTwX+MW6GQ8A7Q4XK5sJodlB6vP5vDIgiCIPxDeXokENX1VvLyX0Q/pD/q8HBYvYWLoy9mee4f+yWVSiVxl9xO+YF10FzRoR2lUklKSgoHDx7s8JrfjBkYl3Xe3cvrh0Tx5a6STutfEAThbBKTywuIq82OwlwMrbW/PeH+VtapVuA/NRG5zU6jw8V2dRllW218u+QYZpeLo0aZiu++ou1ADTFN/tSqmgHYsOQDvnvnCRq+PsmhFx7jaEpfQh/tScidKTQsy6H88QzqD8W6+7ppvfvfATfB+sdRS2WEFF/HgYPT/qvYi2qO8eZDS/ns/nR+fe8wskvUvxQEQRD+bywWCxs3bmTLli3U1rqvhXp9JFFd55KX9yIe40Yi2+10O9lKq72VnIac9vcGBgZS22MWLWuehTPUYI6MjKSpqYnm5ubTnld6eqIMCMRWXHwuT+0v6TVKeoR5caCksVP6FwRBOJvE5PIC4jLZUcoN0O9GAOQ2BT6XxlDbIwBrcRPGXwvZ2eqkplmF2eqJ3aUkoiIDgO0ho5Ei81inOoRDJfPTDz9wPH0LgdGBmA8uItSuRGmx0Lb/OAqDGpfJjuewCMyHa3E9Ug1dh8ATlTDxbZj+LeqfRuMfOQi7vfG0pUd/5c7b70GW/lhutOCO/25JrSAIgiD8TqfTMW7cONLS0igoKGDjxo2YTCb0+giio+8gL+9FvKdOwnz4CNNUQ/g+53va7H/UWu43ZDhH5G7YMz87Y/tpaWns2rWrw/N+066h8bszL6k9H67uF8lPh8r+q+utIAjChUxMLi8gTpMdha0cfCIBUJg8UAXqaWh1sO3jbGrtLoJCdWisf9ShLI8YAUA4JRz/8TtS1vxITL2JwuWLcanU9K1owGNsL/T9ZnOg/ySOvvAuAIG39sJ3YixBc3tT9WaWuzHNb3s3E8cjSaDWeZCY8AxWWzWYOi51tVpr2n/2D/ShzauE1MlxpFxrwBh8kPKyjkuTBEEQBOGvOFtN1H38Cdat2xjYsydpaWlkZGRw8uRJdLpwoqJuJ7/gVQLumEPL9yu4KWIyHx/+uP39kiTR67JbKT22D+o7buvQ6XR07dqV3Nzc055XGAyow8OxnqEm5vmgVEhckhzG6uzKTulfEAThbBGTywuIq82BwloOXqG4bE406xNReKipKTTSUyUhA9UBh6gNTafFeyP9/bdSF7SdFq98auI16KzeZA56hpKqQai8J2HwuptNjnH8VNiHlUY7cuhwDiXNZcd3OUiSe/mNpqs3uu7+pweiUMLUxVCyA+nDaCqXpMLrsVB55I9YXQ4ydg5t/12pVKLX62lUFrA9Ywt2RSs7Vh/E3GLD9dsSWbvNidN5ejIFQRAEQfidrNNiGTcORWgIDV98QevChYwZOBC73U56ejpabRjhYVMoKv2QoAceQLFwGSl+PVlTuKa9DW9vbywD5tK45gVwdiyp1aNHD/Lz8zvUvvS9ZirG5Z1X93JYQiD7ixsxWf99GTBBEIQLmZhcXkicMhIOUChxNlqQrGrUYR74//YpBaklNHotM8aPZ+C+TA5UnUJtasDmVUVlSz5Zvae3N6VSxgEg/6lcSbNJj8pSzJGt5eRNvAJnWxuSQkLheYYyIhED0FV9DiioCIxFHvMMfDIc2dKCrbmJ3Lzn3e3Lf0wWb7nlFlwuFzabjYnjJlN20sjnD6fz0W9LZD+9Zzv7VxeTvU2kXRcEQRA6ki3NGLN/ZXfxCY736YPHNdfQsGgRXUtKiY+PZ926deh0ifj69KfCuILAO24nadl+Co0FlDaXtreT3Kcfxw1DsKa/06GP32tf7ty587TnFVot2sREzIcPn/Pz/Cs3D4vh84yiTutfEAThfyUmlxcayf2R1H99AvuwYuw1bfT+7c7f5u6FlJWVUfjsc5iUYLK1oC0vwmW34ZGfhUJ2lwNRWFYy4MCr7p8jvWjpegCLzr2EtY+nk55HF5LV72Y+fmAPJYfKObG7suM+D98uaG96lZCbwwjXXs/+4myOjx5N7ieLqHnpCFVFv9C1y83U1K4nL+8lAAICAjh69CjXXHMNKYN7IAfVUheawYBLo9m/tpjALp7sX1NM+rJcWhut52M0BUEQhL8RtYcfPUdNYVxXOykNq9m+fTWmq69GYTCg/Pprhg4YwNq1a9Hp+qNSetCoPIzPFZdz9V4li44twu60t7fV79KZFBYWIldkdejH19cXg8FAZeXpy1B9Jk2iaeUvnbb3sYu/AY1KQUFta6f0LwiC8L8Sk8sLkKvNjqPGjKKnlfKP3d+ghr2YSnFxMQqgxcsTvUtGabfiShmCNiwMhcOOzbQWk20ZbeYCXr5+MtbrAtgaWorFZqLF9yQTfCUiPbuzNxqaPHujcNpY9UkOpmYbSx/f3jGQ6GGoYmJRp8cRduxmVLsuw6OyLwDx297Hz28IR4/eRempz9svxEajEbtjK1ZrCSabu8h1ULQHe1YWoNYoie8fzNCr4vjy8Z047M7zMZyCIAjC34TTJdNs90dOuQGfSa8woYc39ekLycaM7/QZWD74kNFDhrB582a8vMbTasrDGaPBMzqOqysjWZi9sL0tvV6PduT91G94A+yWDn0NGDCA/fv3n1b7UlKp8BiWhmnHjvNyvmcyKzWaxTuLRXIfQRD+lsTk8gJU8fwePK70Q+EwYLc6qfPRYmwygiyTlp6OPSCA8kB/WuN7M3b0WDTb19Lo7c/KEb1Qmiqw+/iT0ljBuqJcYusr+f2yuUS3nbouNhT2FuSa14kscGfTU3uehIZSCtblIttP3xMpqdx/IrpRBgzGbjgMJeRcPAuljwZdo7uMSWDgGLZsjQdg+Iil1NW9RVnZUmbNmkVAQAA/blhKXegOul2qY/ytPek3Por+l0RhrDafnwEVBEEQ/hZcTpnS4w3sWVlIxooCiuRR9J/xJOFNB8nYvpzAe++h5f0PGN23H1u2bCEw4AbKypZiGJtKRKua8Go7G0s2trcXG59AXtAE2ja93KEvpVLJgAEDyMzMPO15z1GjaN22DdnZOV+A6tRKRncPZu3Rqk7pXxAE4X8hJpcXEmsznPgVTRcvpHg7rStr0CsVOFOCqN+4kdScXMIrKiny8aIkJhbZ4EnfteN55+ZneDhsPXERGur8grCExbj3lBQeY1dcT3ZMmMb999/PpZdeih0XP106k+nf/kJukIX+mfejzC9gtH8M2m3VtByr6xBW5CvDCRzfn4gX0oiSHiHJmoL/gFKMn59iSMR2EhOeAmD//in4+gwEoKx8KVFRUcyZM4egoCAADhw40N5mj7Qw9qzsmMlPEARB+OdSa5T0HBHB0KviSJsSj1KtIH1FGX7DHiApqQebvn+TwLtvpeWzzxjduzfbtqUTHHwbBYVv4nv9daQelzmWt4sC4x/XlwEXX0NeZQuuoo53I8PCwnC5XFRXV7c/J0kS3hMn0rxq1Xk55zMZ1T2Y/cWNNLXZ//PBgiAIFxAxubxAyC4ZzEZkSzPqCE9aDhxD6fCgXq/CR27E+exzdMnKovzxO4gI9OLkgPH8bE/ghKsLWcfvwsc/hHqtP4um3Uu3OXfz0EMP4TdkGOuvn0yCp55sl4KeffvhaHVyqzqRALWK1l5DqQ6PwFC5tz2OXYuO8+HcLditHb+xldQKpKfKCcvchHbnLYTdl0DjoiJ0mki6JT5HU/MhAoPGMGL4ARIT52G1VqLRaCgvLycqKoqwsLD2tnyCDPgE6bFZRFY8QRCEziBJ0iWSJK2TJKlSkqRaSZJ+kiQpqrPj+p0kSUQlB5A2JZ6cPVUYLX0YNHE265cvwG/mZbR8+SWjkpPJyMjCx/tSTpUtIuieu5myC5YcWEiLrQUAtVpN8CUPUb3lY7C2dOhnyJAh7N27F4fjj+uRoV8/zEeP4bJ2Xn6A2y+KY8H2zimNIgiC8P+XmFxeIGSLA4XGhXPcQlQBOlrvnY/vsK44FQpaHruj/bjsteuoLK1g9wErRouBTz1vJ8CYQ3Pfu3m/aAVVA8KYER6Ih4cH914yFkmSMDtdTMkqIDbjKIu9mhlzpJnyJzKoTUji2C23o9JokeQjtI2SSdDYGJAawrpPjpx5v4ckwT1ZcPNGlOtvw29qIuVP7kS9sicDlduI6norarUvnh6JmEzui+Itt9zClClTsFqtPPvss+0XcEmSWHhfenupEkEQBOG8mgmsBIYBlwFRwEZJks6QQvz8cJnNNK9bjyU3t/0apFIrGXR5LJ6+Wk5kQtq0B9mwcR1eE+Ixff0NIxIS2bu3CpdTT4NxF+EPPcy0HS7ezXwT128ZzcPCwymLmU7rmmc79KlUKhkyZAi7d+8+7Xm/addg/O67c37OfyXIS0tCsBe7CjquKBIEQbhQicnlBcJpsqNQWWg96aTquSfJTr6FujvnYTK3obU1sT0tmcrpVyJptaiiPdB5O/HVuAiN6wOPl7NwwUq+31hOwz19OrS9tHcsX/V2748cFOWLMtoTgGGx/bAcPkBJ9240r/wA571z0Cr1RBxvwFLeysp3Dp05WP8Y6DIIwvui7xUIgEKrpHldMS3bTwGgVBrIy3dnkQ0ODsbLywu93v3ntnjxYgB6j4oEwNxiQxAEQTi/ZFmeIcvyR7IsF8iyvBd4CEgAhndWTE7JSkPgcWpP/ELVi89h2vvHypouSf70viiSrHV1DLvqHracaMBjsBrLjysYFh1NdrYXNbU7sEqNJN71CKkZ9Sw68nn7+/tfdBk5zTocxzsudw0KCmpfafM7bXw8jtpanEbjuT3pf2NyvwjWZldhEQnwBEH4mxCTywuEq82BgkZklwJnXS51Qb3RjLyZ2oZ69sWGYWq1cOhENoOvupadhr5EabXsfeYytpS6qDO2AdC1ronDxyI40bMXzubm09ofG+BNdloy4/sk0ThcA8CwFaWUdo3n6TFXsn9Af5oCA7FkfcWxxp0MUUB5jpHmOjMrXjuArdFC9bsHcTbbcNT/loinuQJFawmRrwwn6JZehDw4gKa1xcguGXVLCCZTHs3NRwBwOs0g3c2w4UspKyvj9ddfxztQT88REbz+1iuUlpQiCIIgdKrfb5F5dVYAKq0XwUlXo0/rR+t0HaW1X1L5/uvty1O9A/WkTYnnyKYqho69nm0NQeh727CvWkVqTAz5eckUFn2Iwt+LtGkPoN12gPVF6wFQKBTEXP4glTuXganj3cCBAwdy6NAh7PY/9jn633gjDUuWnJ+TPwNJkrhtRCwfbhXLYwVB+HsQk8sLhMtkR+Gqx9EKygG3ofW0U62Iohp/WrV/rFC6cZcKdY2ZBy/pg2XTRq5c9SGf3nMHKSVVjLrjPuy9IimJCid30OAOfQRp1Hh4eFBSWorPxFi8RkYyPTqRK7N2sGvICLYMH0aTs4iuGd/S0pLH+GsTObSxlOrCJmpe3Ye90kTlS5nUf3MS88kGSLoCtr4MtTnwyz2oA/V4DAqh/IkM6t/PZVDsBvbtv4rNW+LYtr0n4F5VC2AymWhoaKDXqAiQZAryRNFoQRCETpYGyEDHwpB/IknSsTM9gLj/NQCb2cqBldso2FGHhzyJqFGP0zC0nNI3H8Ve7a7XrNGpGD41gZM7a+k/+CrS22LRJDXj+PknBnSNprioHwUF76CNjeHqEXM4sfkHjtS6v+j09/fH2Oc2Glc+Af+y9UOhUJCamsqOP5UhUQUFIen12Eo77wvQLv4G4oI82XqyptNiEARB+G+JyeUFwmWyo1S04WqzskEVRWj3JlxoUCjsmDUaCuKHwxPvotZrcTlkRncPpuKJJ+hpMKGU7ETPuZ/AyZPJbnVyzFNN9YQxuJxOJn24E5dLJvqx1UQ/thqjVWb3nr0oA3W0ZdeRcMy9//GXHv2xabWkJyfRGOCLOncXujVFBByo5gpfNSanjLq7P2iUOBosmDIrocflUHEIPhwE5QchZy2+h4fge3ks/jO64zjgom+K+xtfva4rgwetoW/KEoYNX0pKXwfr16/nq+VfkBiTTElB+b8bHkEQBOEckiTJE3gS+EGW5ZLOisMlO1EF+uHbNZam2mp2L1uFyn4VtisDKV32HObsbACUagXDpiRQmt1Inz6XsdPRC3X3JqSfV9A9JJqiolAqK3/E0Lcvs2Om8dP6dylvdV9neg0aQZE6gZZdX3To39/fn4CAAPLy8v547rrraPz66/MzAH/hyr4RZOTXUdPSsV6nIAjChURMLi8QLrMDSWXH2tAEQJJdT4xWicV+HEtiX9JdCbz/7UlkyYZJ1qBSKvCbNg317BtQyU7G5PgC8OCj07jvrfkcra3g440nOHzKSOwTa0gIdu+zHPXObvbJMdQa2nA2WtCWO7nWMoylu9sI8g2l0deXDaNHUejp3gfpq3LfatxucpBZY2Jvo5WdtRYcehWyLCPfvIHijYGYjVrY9CxSvxl4Or7B0CcIW0UrnuY+jBldQGrqVjw9u+HnN5R+fZfg6bmM4uJiGhoaGDVuBMWVubz77ruiaLQgCMJ59lsCnxWAA7jvPx0vy3LymR7A/1xfyiLbKXDuY9epL9hSspTtZgellQ2U7vLDmBJB5eGvaPrVvWdSUkgMviKWqrxm+vQcT6ZqEMruLRhWrSTUI55jx4toaTmOz5ixzNGMYcHaZ9szyPa+6n4qju7AVp7dIYbevXtTUFBAa2srAAqDAW1iN9oO/UUegvPkvrEJvLMpD4fT9Z8PFgRB6CRicnmBcFkcOG1qFLYw0kZHoi4JYHfNKhS2NrIdgbTKWgB0vQ1cqa4m++sv2ZC5HZvFjO26RwEYNH8jt+8PQdlSRoyznILVazlwj7vu5MYHRvLu9BTmXZ7ECVsAC7YVUOBtYov6KAa0RLU5qDfWoFSqsCuUrBjcl0Mn3mVF8dv8qMmkKmAPpwpbydXnUuuQOZVZxZ75e1nwQBaWVi+qNtQh15x038Hc+iIc+orA2cm0ZdVgrzPj+q20iSQp8PdPIzzsKqxWK5MmTSIsPIRhcVNITEykoqKCmpJmMckUBEE4DyRJUgBLgP7AeFmWKzozHj9Pf66/5AVmX7mAudM+YNpYJafYwq8NHtQXBZFjcVEnH6bxu+9/j5+BE2OozG+hd9IY9muHInVvJWjDWjSOZLIOf4vd3kToNdcyq7kXr695DIfLgUqlInzaW1T9PA/ZcnqOAkmSGDlyJOnp6e3XIp8rJ9H0yy+dem3y0qmZnRrN+1vE/ktBEC5cYnJ5oXBBzZ6hAPj5uSeSp8xlVKn1WLR6pAldKH7lMq4+lsnh8hpWrvqVGrVERp2Rd7288I33oabFxppiO5nfPM+dUc+wwiMJ28KPWD7X3e6klAhmp8XwxtTefHfcxMwmJ839kvlVsx+tS8VNllFIDic/9R3BL4NGEZ9zjIuzTtBAE5OmXEZtaDqRYSqC/cpwxnrQpdVGnFbBiSH3Yqm0YR63HEY/BRPfgZJdKE15mPaUU/3Gfqz5p2fbCw6egI+Phu7duwNga3XhajKwcOFClr+8n5zMqvM4+IIgCP9Y7wFXAJfJspzT2cH8mVKpJ7nb7cyY8DA3jj/OVqcHJxtjOJRTSrHlKI3L3GVCJEli4GXRVOa3kJw4msP6ocjd24jfmUFzbU8OH3kLWXYRf9PdTKwM5Z11zyDLMl6+/ijHPkXlN3d12H+p1+tJTk5m//797j6USrzGjqVl/YbzPg5/lhDiRbdQL1Yd6dTvAARBEP6SmFxeIGS7CxTu/Y/KzaXsq12L1W8KB3r0wpYYSOGIXgBkt3qzLmAMjbpk2hR6ltWFgcOFMd+9nNbZxYNrbM8AEGsvpXLdWgZ825fcwYPJ/nkteccLmNwvkt/y6vBGZgsfOONpGujOIDs36mqOXTqcnpKKXdfeC4BHUxMB3zYz2zIKa3kl1tL1+Lx/A7biHfTUK6mQorC+/iNlj75Ea7UnDJgNWV/DR6l4ur7DX/0y9UuPIzud4HRn4QsIGMnIi3LR6/UAhMb6ULzNib61C4MnxZK16dR5GXdBEIR/KkmSXgZuBW4ATkqS5PPbQ99pQVmaYPPzsOlZ97+569Frwkjp+QKzhxcQNzyKLYqx5DSWkVm4k5qlS34/FwZcGk3dKROJMaM45jEUR7c2eh88QnFeBPkFC92T0LlPkVRgY9HWNwCI6NaP1i6jqF71QodQoqKisFgs1NS4E+l4pqXRtncvsq1zy2dd2iuM/JpWcqpaOjUOQRCEMxGTywtE25EacKloNFYCcEjgBdCJAAAgAElEQVTjwlv2ZkCYGYdOjyRJyDYbpYpApkfC0ah+fBZ/E802T3Sb3e9ZeOsgAiUlEpAQpOdx6Sv2RPoQNmQlI175hDXffsLtn6zniR+zOfbEMF4YFcLdRR/hbaomKC2GiPnDsOUaaVpTxLLU7pTOuBzjzJlMXL8Rm9OCed9CUld9Tf8DB7HPepioT+7E98p4rr6jF7tXV2IY/gI1H2zFXlkJzzTCs034xBdh866iUFGN5dmL4b2+8HJXJEmJt3dy+/n3Gx/FnR+PxivKSbdhAXTt4S+WxgqCIJwjkiQNBR4DNLj3Wxr/9FjQWXE5HUpqDntRc9ibZmt/nFYXbHwG5YElJMQ8TJ+wMu6fomKf/03k+zjIOLmTE++8/fs50W98FM11FqJCh5Pnk4qzm5m+x0o4uLeFuroMJEliwp2voT9SwE+7PgMgcdxsjC0W6vcs6xBPamoqmZmZ7eVJ/GZMp+Hrb87fgPyFu0bFs2R3McY2USdaEIQLi5hcXiBUfu47h3ulQL7u3oROqqPbMH8cRUepbn4ES1kpR/r1RyPb+b53F3IsKiS7C8u4cAB04d8yPNqf2fGhAJQleHOr6gnMCjWhNWUAFIdEIzltHNq2iY9uvY7qL55j8FXT8HC2Meidfbz45VpCHuyPvdZMoEbFJ2W1TO03ihovAysrP6LBVopFq2XPkMH8aClF0nmiDvNAuaOcEQFabBoFhiEjyB81GhS//WlduYB3TFdQ0d1Cadij7G3yZ4c1kYbvP8SacRins+20cZgwcRxvvvkmhQ1ZpC/LPU+jLwiC8M8iy/JuWZalv3jM7qy4lJ6eBD9wP0H33Ys6IpKG9EKqs3xprdTBmkeI0o/EUwMPjK3Eu88DZIR1oailiK1PPYbL5d7b32d0F2QZAg2DKPZPg0QLySca2bZlExZLJZJCwfS7PqA6cwfbsn4CIGH6izQeWUtz4b7T41EqSUtLay9Pok1IwNXair2ic5elqpQKHh7fjdfX54gEP4IgXFDO6eRSkiSVJElDJEmaKknSXZIkPSJJ0ixJki6VJCniXPb9t+N0UmOxMGJKLIr1C1E5rGQfLERvt2KuvpzuH2QzY/Jt1GnN2E0nsIwOwzIuFH3ranRhy1H6KZi96QHuHZvAgefHMzzKnyAvLVmz7qMqOJLLf/iKtYZxFAbFcdIjkVaVJ2/MeZ7+V89g+LgxABwqqkMdZACXTPOmEo6m9WREaCDBLW3EVjVSEBnJlhtvwDpkCBJgrzahjfJG6avFx+miJikQl8VAdtLNAMiyzK8ZR/Dw8CA+qTtFhcWsc45kiyuV6mc+QPHyAao2fHbaMERFRQGQX36UI+kl1Je3ntePQRAEQeg8TruLynwjTfVWtL16E3TnnQQ//BAExFJ9JIimxW8TWutAIakYG5vFbZPv5AffROp0LtY8fB9tze4tIt0Gh+IX4oHOkUJFYBqaBCvhx2xs2vg+LpcNSaXitjsXsnfbtxzK2Y5CoSBq5sc0rHkJc8PppbH8/f0JCgrixIkT7t9nz6Z+0eLzPTQd+Bo0zEyN5r3Nef/5YEEQhPPknEwuJUkaK0nSz0ADsBP4DnfSgFeAL4BVQKkkSdmSJD0tSZL/uYjj78RWbsFfoyKmbygO30B6dPFFY/JjVUI69sZUANqssXgHbsS35kUkRRtBZbPwNH7H0ml38vLopzlatYU2exsBGhW+OjXTBnVhq8WbSdUuNviMwuWlxjSiC9b+gXzR5QYko40JX+1l0a5iAI44/KlvtWLNN9K8qZRAjYq3u3dl0cKvSCyrYtOgGfSbeANz585FBl7+/E1efPFFtL0C8L06HrRKTAF6aoP7UZdbyZeP78JR08Rd02cQfeAgUaveZkqNiiGNPjQNCEMzbRDlGz84bRwUCgUPPPAAqampdL3Yyrcv7OHtu3/i2LFj5/kTEQRBEM43GRmr2UFFnpG9vxSy68d89q8rxRaXQujTT6MedQvVn/2K16+7kCQF3vJmPpxzC/siwjnsFcGWeU9QVeiebHVNDiC2TxC09KQmKBW/WAeKLAe7Mt4EQKHR8MBti/h53TsUlB5GrdUTNOMDqr+5C4fVfFpcvXr1orKykpqaGpSeHhj69aU1Pf28j8+/SgzxolekLz8cKOvsUARBEICzPLmUJClJkqRdwAYgBHgLGAvEA76AFggHUoCbgYPA/UCJJEmP/pYS/R9HdrpAK+NwOThZno9VqWEDUzBLMvXZDyHrlGi7fUVMfDMvTXofCQWejYtJChnOhJgJDAwdyJDAaCKCL+PpteuoMJopNdt4Q2VGrjWzPqsSyQXBSRJTd66id1kWEqDdW0dxbiNaHw09u/jgkCX6v7iJ4TRzIESNy+EkRKvmlWH9+HX8eJpys5n7ZSaZa1ejcjpBknA4HBxtK8RzUBi9RnWh8EQjF/ursHyRj8VopTFdTclV12Mp6gGAtH0ZXbd+jazTESf9jI8hpcN4eHt7M27cOPQeWvwHNtMUcJjly5ef509FEARBOO+UCjQJ3nRLDWPIlXGkXh1Pr4siqcgzsuO7XGq0MQS/vRiXoQvSvC+Qq4wY69fw8o23Ez3YzE8evcj48CPy9+0BIDjKm14XReJoSKIxeDCRkRJlu2o4cfQrAFQGDx6f9QWf/fw0VTWFeARE4HPJE5R+OQfZdfpy05EjR5KZmYnFYsHrkkto3bYdZ6vpvA/RvxqXFILJ6mDzierODkUQBOGs37k8CFQAA2RZHirL8rOyLG+VZblQluVmWZbtsixXybJ8RJblxbIszwQigcdxF25++CzH87dgrzPjVDqpqspn85bNaFx2ujYWszP6BwB8o5QsnvQJXpLMtfnV1HRZhK4tk0d6X8drI14DIFANPkGTWbFLS+orW/CpeZNezd+iLmxFo5R41W8Tw7a8THT2Hi4v2E+q5gDX12ymSwg09fNnf5In18S4c8jKQE5DGwse+oZp971BQU4+C/TjyPLpQ8+GLJ5enYs67wgASoeDdevWIcsyHr5aBs/pjt7lbmeir5oAdTOVqbcAEPTYAnT9ZuE5fDiRAY+x3utOrKZT1C5aiK2sHJfpj4u0JLnbqG4u4fab3VlrbZ2coU8QBEE4t6yyi/X1zbxWVMULBRW8V1JNmeSk54gIhl2TgEIlsfOHfCriphL42HNoFv+K5ced1FSvYfrFj3L7Vfns8ojil2/Xsn+Nuy6lb7CBQZfHYq1LwhTcn4QQPXvXZlJV7L7zqPPx4/EZH/HWsntpMlbjFz8Qjz6TKPn63tNiUyqVjBo1is2bNyPLMgFzbqP+0087Y5g6mJkaTUFtK9tzazs7FEEQ/uHO9uRysizLU2RZPvjfvkGW5TZZlj8AegDbz3I8fwvOegtt5WUoKg9itVhAlrAp7NhkPVf0+IKpkV/yWdabdPfUgSTxZFwEB6/bh/HkjQBUNZkZ8uJX3NY8nRERuwDYUVhM3u4R+LnKuKRtL3vKDrN5QC1hdw0kf7In/XP2EiFVcuXWFcQVF6OTJLSBYQD42xpYYDfzhs6fTF0Pxi3OReOycmfRx7SqPMn1TKQ4fBqFZVYMeVl45hziuWeeZvWiT3nn+48ByC52X3D7B3bHoeyCXavEclKFq/8YJJ8pSJKET8tg1GuN1L36FgVjx5LTfwA5w4a2j0teXh5NTU2EdPHD0NqV9T9vZ+vSE+fzoxEEQRDOI9lpprn6azyMy+npymSwvpFdja3Myy/no1O1SLFeDJ+WiG+IgV17vTBd/TghkhHTWz9Qffh7Uvo8x+wppwjwc/H95hx+WvgpTocDg7eGtKkJWJv6YAvoTUKAL2tXfEtLlbu0p3dQBA9d9SYvL70VS1sLIYMnQ3hfKn54/LT4PD09SUlJYefOnahDQtDExGDavbszhqqD20bEcbS8iZ35dZ0diiAI/2BndXIpy/LqP/8uSdLjf3XsGd5rlGV5z9mM5+/C0WhBofPG644ZWGqqsErTUJpiCJUlxn5US9evzFzLV4RQy6HUJO7sGozT0QBAc2sxt3/2Di8PexGAmcnLeLP/2wxXXcdFlhM4kj+gJGgdmwbUktpm5uXCH9hcupkZb7xLzzHjGTDtCsqLdNjzm1hcVI9lXBi3KjIBuBI1T6AD4JWp/RgyaTIDw/V8joG1Gh/SA4fRXixEqWJfiTt73jfaHchNdbT8fBsAPbQKNtZYANDWmiEpAG2iH5EWfxzj7qbuHjuGUc+ARo2rztieKGHWrFk8/fTTAFw/52qOHsil6Ggd6z7NPtcfiSAIgtAJ9DaYsdXJtG0OkpcfoiV9DbUViwlu/ZkhBjPrapt4Kq+Mw94wbFoCqrBuHDFcR1gfb8xrdlK+9GV6JD3HgKtsjA+qpqCghQ9eeg1TczManYrh0xJw2vqDTze6+gawctkbWCrcdZWDuyQy55J5zP98Jg6rhegxN9GsDqZu9YunxRgREYGXlxcnT57E58pJtGzchLP1wkg+d8dFcWSXN4klsoIgdJpzvcdxviRJc//qRcnt+nMcwwXPYbRiU+o5nJ1Os0LPl95WPvaxsLlpNF1ajLw26Q5a1XH4tG6kcP8YrJZTWK1VSJKKfXvHcFffzzA7tLyy9xEcVk98A4o4Ud3C5AlfAFAY4V5u6oy7iLGmNhL9EsloO0DNqWJ2r3bfYZSsLuz9A0GhIHvWQ8gSFOHiUjTcrFTywfZi5lVEM6W5B91Qtf/hfN79dvYGjganA2QZydLGldMmc2joUNr0epaylm3JpdT6HmGXBo46jKzcVcXqggwAvDySiCr7FGvwcSreMVH7iJ2aV1+lfssKDAY9SqUSAKXPbqz6WvpN9sdhE2nXBUEQ/l+k9PQk+MEHCHngARIeeYbBAX25bm0b05t7cKwmHWPVYmYGmNEpFDyVV85+Xxhw/UhOBc3Gw8eJy8tA0VNzSAi7n7Ar1AwKrqG72cE7r7zDkRMFKJUK0ibHo9alofdIwMczkFUr5mEpzAcgJqE/U0feyeufzsLlcNDtivsob5Vo2fDKaXGmpKRQUVFBbW0tAXPnUPdhp5UGPY0kScwdGUdZo5lfD3duuRRBEP6ZzvXkcjHwgSRJM/71BUmSpgHHgC/PcQwXPFeTFT+NnuKGajY7k1DhbH/t0vcWM39YP0anfIhe14zFWsGu3aPYf2AqDqf7OFkGvcrKw33fRaVtpfbYROYNfR2D2srXi+xchgfzwnW0GXfiF2Dgq5HvsLHgO76M2c7X40/hEf8Sl5etJ6Y0l+cNXvxYa8Q2KIi9wwL4OULNbKcHFU1mSupMBKKgcnIMx2YNZUJ8IGYryFHRqPJP4pWfh1I24PwihyefeYbuX6zCqtOQX5BHS1cPamvspD09Gouuhrb6RCzJBtR6DQqXGoP1YvwKLicmbyGaHpOoueMpaus2AmCrr+Zo9l307beKg0d3EtHNj4o849kbf5eYrAqCIFwIZNmJ3d6Iy+VAUqnwGjWKkKefRtVi5uJVVdwVP5u91Xs5VPQ5D3bRE6hR8WRBBS1Dk/GZ/Cz68lxMqcMoeuVuurRMJPgyLYaINq60NbF5xY989v16XDIMvCwG77Ax+GnicWmC2bLxZVp37gSgd+8xDB80hQWf3ApAzymPcaLOhXXTS+4L7m9GjhzJvn37MOt0GAb0p3nt2k4ZszOZmRqN2e5k2d7Szg5FEIR/GEn+03+UZ71xd1aWxcB04GpZlldLknQ18CyQDLQA78my/Mw5C+IckiTpWFJSUtL/WiajesEhCg+fZFXICZZbBxDtu427ddsJSrmdviNvQqtQsPD5DYT2nsfh1q4MDd8PwANb59Mr6Cizkr4nJWgttdMmAmAKgqbn/n3ym09qtdgV3uS3/ZFE5+rtvUl2eHL/yOtxxnq1P79/fUv7z99h5X2s5N5/Edt/WUVYoTc36cqoMYczom4HCZYi9HYTTp0Bc9qDfBKnRpJlZIWCOyoUfBghk9HswZ5DlZS1HWPmqEuo33wKX5V0Wny2vPW0lf1A4MfzaJzxPOq5I/GYfgn79zcxfOBUvp63h96jIhk+LREAi6UCh9OEVh2LWqP8r8e+vr6e999/n8mTJ9OrVy8A7HY7arX6v25DEIS/v+TkZI4fP35cluXkzo7l7+psXBNNzbVs/fZlXE4LOm81IQl+BHbpQUjwZWC0ULfgI7wnXoYtKZYlx5cQbAhmcsIUvqtuotRs5a4gDapfn+YgA/Eu2UBYyCga0qqp3ycTsLuK3P6DOVRv5+rrptIzwpf8AzVUHFpBsb2EaK9WeqmG4zd9GgCrtn1K7YksZs39EJvNxv4f3mFwsBXV2Kfht6RzNpuNdevWcfHFF9P84QL8ZkxHHR5+VsbzbFh/rIr8mlbuuCiuPVGeIAjCf/K/XBPPdikS7Z9/l90z11m461wulyTpMPAD7gyxzwNRf9eJ5dnkamnDKllo9fAm2ebg+u6rCezhycARN6BVKFh9rICP2owYvGv44th1PLT9Ob7PmUST3YuZyctYeGwaldde0d6erlnG8JKOvfvU7N8yBFURyC4orh/QfkyVXcGsQC1vRLZxhbeNizzseJuMNNiDeGKvleWxZsbUzkBtPsxDl7rfU56o4Nqb+nHr8Bi+OlFFj4JwfGVPaszuC2l6wDA+j7yRD2Jupyw6ieqDK1n/8B2szj/Awl930PvLx4hUKxjmbcI1NRJ9aygnGlrY3uqgUiHR4pQp62snU78Xr2E9UNn01N71HLYYF/aPt+Nli6O19igar3oumdOTI1vL+HDuFjateJqdu4Zz8uQTLHo4A5vF0X6eTqeFf/cFyuLFi1GpVKxYsYKSkhKqqqqYP38+drv9LH/KgiAIwn/iNPhzZOxDZI9/iv3dbmZtfiK//FDI2u+fp6D2c3wevgnL0WO4fljN3X3vJjkgmZf3vsQgfT03RwbxerWFzaOfI9XvJNqUy8m1ZaD70kRwLxXNl8URc2APU+N82f7VIt5cd5zQnv4kXDSDSEcYuY0e5Hoeoeatt5HtdiZedBuB8cl89MUdaDQael1+O3vqvXBtnAe/rXjRaDSMHj2aTZs24XfbrdR98imy0/kfzvL8GZ8cypDYAF5acwKbQ6zSEQTh3Dvby2KbJUk6IEnSJ5Ik3SJJUp/f+pgJrAB6Aa8D0bIsPyfLctNZ7v9vyWWyUifbqTb4YFM2E+rtQBngi1KpRZZlXtu5hOt6LWNPaRq3jMzBZsjFU5aZ3seHwq978uxHP6Byuph/bTRr+sRhNUj4lrl4d8CXnFQE06gxcHRJAuU7Z/Ns5Rfk/vgeN+Tfgs5sRCVB9O4e+GSEserSUzh9RiOpbTy69Q4u8nLwkFcG2qrbmNTzQ25RzqXBv5KGIA3PrzvJoZgKdvi7+AgtI5Lq2r/JBRjQbxPbfNPIN3hwVXEERbYcEk8V8/ah6xhZuIEvy/agcvlwYkcd1qZFlFhs5Fic6JasZLB5EA3SHjwufhe1RY/ymnkAnLr4GhRrS9i1+yKie/swcu5xAHI2jqJow5Pk74xApW9i06Lj/PjGAVwuKxk7h2Iy5Z5x3G02G2q1moceeohbbrmFRYsW8fHHHzNo0CDq6+vP/QcvCIIgnMZbpeSJuHCejAvniYG9efTaGYy86T6KYqfxw2YdCz77iJPdTyHFBlLz6mskeyfy+ODH2V2xm19zv+Tp2GC0ai3PxN9NgGc9fQeMo2RAM+YFp/BXNuO6MRnTjh1MDPYhPn8Db/28j8MWM4NumEOcK4SsAgen+luoenE+jsZGLh93Jz3CU3hzyVw8vTzpMe5GdjWF4NrwpDvXAO4MskOHDmVTRgbeU6fQsGRpJ4/i6fpH+XHt4Cie/fUYda3Wzg5HEIT/x53tyeVmIAK4FfgUd93LZmAH0AiUAv2Azq86fIGQXTIOq4oWpSfhxRY8ZAWq1mD2Gt17Cg9UH6C/opqUsMN4Z87A5+f+XNfmQXhpD0a33MKIXTnUecN9N3vgdLSyetBD7L53AuGvvcqe1BRGhsbQVORFwqQSPCo/4Jptq0i8+h5iR7xPTasPDWY1zSUOPFu6UIdM4pRbSbzqbh5Vd2VhrZbj1Ts4aFZhdZ7Apu3GtNXXsuHEVSgSDjFXF8G3Jbup7LWQmZHP81baC3wTt4FHkr9l3u7HCZTsPDDsAQDqwnrTNP8Stnn0InFLFqNO/MzHXg1oHdmotDJlVd8xwENFYK8pAOwvDcepkSl+NIYnG0p59yp32RVjkB8lJ68hK2sm+7I2MmVeD66M3onVGE398SuINb5B0eE6KvObqK/fjsPRTH7B6wC4XLbT7mJmZGRw+eWXo9PpCA4OBuDaa68lJSWFJUuW/Ns7nv8Llyy+PRaEP8v86XtsFnNnhyFcAFwuGXOLDdnl/v9XkiSSPPXcM6Q/T951LxOm38fuo0G8k5nB6iQNp56fh1RvZGbyTEZ3Hc0re18hVC7hwZgw3g+bTLoiiGGBMUhz46nbUIk6vRjdzABK8o6R0txGWssh7FXFvL49n9jrbqO3LoQ9+xuonOBJ7YcfYtqzh1ET5jDCfyDzv7kNbz9vuo+axo7WaJzrHgeHewtKQEAAffv2JaO8HBkZc/bRzhzGDmICPXhsQnfe25zHkbKzl7NAEAThX53tUiSXyrIcCnQBrgLm465dmQDcBXQFxgANkiSlS5L0riRJs85mDH83st2JUpJY5a1kB2FESjtIr/dhaY2Fo3VHmfPxcS6L3YjFHEpcn3C03vX4VA+kSEonb58HAE5JRUWwFf++acRF1vCNaw8+V1xBtF5LW1Y60X7VdPW/CEOIBY2Xe7+muVGDpsaEv97OvuHdUbc2MEHjJHdVHFajhmpnIS9HmrnG345aktEpQ4kPGoOEe2Kkl9ehPtHEEa9ehAUdAaDYFII5bhVHrN6EUckpWY1W7+Th6Ca+bI3krl19WZw3jaVdruOzqpm0KPWMDuzL1aFzmNL1eiwumZMWO6taGhmpGcZr9gLUgYe5OHQf98lpXDbpNZxtTk7VaimfZ6LhcCxll15G8+JvGLXtLlJ3PkrItlp8ip4nsNuvZB24m+Dgy6mv30pz8xG2butBS4u7jInRaCQ9PZ2oqCjAvbRp3rx5JCYmEhAQQFtbG5WVlefkM5++ajplLWX/p/dYHJZzEsv/CxyOVo6feKyzw/i32g7XYK9t6+wwLhjp3yzm4Npf+e7Zx8jL3EXGsiUc3riW2tLiMx5fVdTUPtn4V4c3nzpnXwQJ55/D5iQns4rMXwrZ/XMBu38qYN/qIioLmpBlmaSgQB686VYeu+URvJr0LPWT+fG5J9i+aw+RXtE8NeQpTtSf4Jtjn/BotB/2LkN53mccXaoaiHv4akx+rVjfL8N7goMCw//H3nlHR3FkffvpyRrlnAOSUEQCkYVA5GCTg20MDjhj45wDjuvsdV5jcMCAsckgsjEZIRASAuWAck4jaaSRJs/094f8Yvv17reJ3fW+R885OkfTPVV9u3q6q2/dW78yElZ4Ba/6AhY6t7A/v5n8mPlMiYjm7Ok2KiYYMDXW0P7ZZ4yaeRvzlWN5bftK1K5qhk67iVP6KGwHHgdd/7Iffn5+JCYmcikggM6dO7H1/r7G0V1Ucl6ZG8+5yg42Z9YO3DcDDDDAv4R/iVqsKIqNoijuFUXxpZ8cTl8gFFhEv8N5DogBHgK+/lfY8N+CaLJjtVnJwYl2uQNRqZmc1cu5JftVbtrxDC8nv8ux9EepLV6OS8ID+I78Ev9wB1btyWFKup4HH4yi7YaFHF1yFNG5hyt8xhMjn8BiNnHxwB7cQ9Ukzz1Om/gjUQuqiZxTR9bWBMq2R5BTnMiZ5hia3A5zcvF8ZvqaMLXLMGhURAT1vwi3FnpwU14At7lXscB2BpPfG5ytbWB3yxXmBz/MA/6Po5CZufvHjzjeC6ZaL+p7Oxg07GOeDzqPySDFfjoNV6EHjdwTmyi7eu4LkHMWKy+jp96xloYR7yPMuwebrd9pnhp5Ck3RHALtInjmkyzt5gvXafg1NXNp5AgGl1cgDwzkyJBBlCyejcrSi+WJhxlR24ok3Z8raZ9jqH6Yccmnyb64EICOjjMA1NfXc/uK25FIfr4F/kfsQKlU8sQTT3DixAleeeWVa37NvRy8yG3PpaijiKruqr8aybTarYz6bhSvZ77+b38ZaLpSSn1R/r+sfqvNjtXWf/4Xazqx2P7+qG5HZzrNzTv+7D673UJr60Hq6v6+x4zNZsBi6fm7bflziBYbnVvK0J359YCC/S84S78bLm8Gy7Uf1Di/cwvZe3dycsM6GkoK2ffBm9zz2Tec3bKR/R++TXnWud+U2fVODmseOPkbB1MURc7uKKc6d2DR+P8rKFQyhk0LYeyCCJIXRJC8MIKhU4Pp05rI2FlBzg816DqNODg7c8OtK3ns7mdxTYqgecsHfPPV57xe2YK71yzmhM/ng5wP8LGVsSpuCO+E3E7hpTyGzL8H1Z3OsF6H2q2d5smuuJSUQ14uSZoLTI7y4jvGMC4xkcsZIuck6cinJdHy1luE+8dyuyyVN7bfj16mZ/SspfwgTsBy8h1o6B+49ff3J3HoUHITE2j+8MPfnQMnkfQvVRLl68xLe4to0w0MXA4wwADXlmst6KP+S/tEUawXRTFNFMUXRVG8ThRFHyAMWHItbfhvw9pjwi7aGWEUkGKjwGJhYeFjiN0VzJb74yg34KsJwiNoN33d7VzZpSB60730KmXkDhI4tiqNG598DT9HP+5KuItOYydDjCVc+Hozp7/9GpfYbMwtCpxbg7BZVAAETPFnckALL4kHCA5dznS1Lz5eTWzvW0rufDnug3s4ZZnGbeJ2LtpHM3J2JeFWGcmuz7Cs5AKN9nD8HGzMCxZQRqYi9AkEWSUML5vNMxI97gY/xtsfIiJuC6kqLQtDHyJe1z/vMak7l0cD89hkl3GHIPCDRw6KsMPoU17G5t2fRuQRf5q1ihbcwjMw9QSgcINIkcwAACAASURBVNDSOOJDwu1eLHArpSXAnxAXBwyhjuiHxnLzh5/TGRKJ446tJCb7IiogpP44gY3p6LZ9j1IZSP3x95iQcpHGFg0zt8/izWNv8ujlR69eB1EUKSx8hB5dvw1OTk5UVFQwbNgwDIZ/LF3PYrah6/x1x93U20R1dzXnGs+x9MBS5qfNZ+imoSRsTLj6t6lo09Xv1/bUkvRtEosHL2Zb2TZuPngz5xrPobf0O/+6EycozniIisr36Oq6QM6lZWScm/gP2fs/aFtb2PPOa5RmnGbLi0+y/bXn0ff0Rw3s9msrVLHhXA2fnKjgwe8vsWTteQa/8PdJ+dtsegoLH8SOwMYTEzGb+50Mi0XL6TMjuJx7O4VFD1Ne8ebVfX8L+fn3cSY96eqLodloZcMzZ/8u2/6HxhfPUYaN4dnlWNp+jl6GP3/oNy92oigi/iQm1f7ZZ5RPmkzrW29d3Z+p/csLtdtsNqytGkwVLaDv/M3+izk3otfXwMVv+jcYuv6y0SYd7F0Fp96Czuq/4Sz/PB0dHdh+EjcpONWA1WLh3I7vCIyJJ3zCFEasuJ/71m6itUvLPZ99Q1dTA9l7d2G32zDo+p17URSJnxBAYIw7ezZdoqG8gy+//JKcnBzW3H8SuaeRw+sK/mEbB/j9o1DJiBzhw/gbBhOT7E/lpTbObi+nPLsVpaMLM+96lilPvo1PRTYTvnwUqaWTjW0S5D53ktfVwLcFn/LMYD80w1bwQd4VQgIX4fxCIu4NMmTntXRM6aPP1opHbiHVu77mmQn+NPpPxiV4MPVXPDicuRnjzaOxd3fjVNbIg/bJfL1rNWV9ZUyeOZfDYirGKyf7B2Toj2CmTJ1KdlAgjevX/4db788zepAHT82K5sszVfxY1PKfNmeAAQb4P8S1jly2CIKw5ichn7+KKIp1oijuucY2/Fdh6zFRa+xFhpTJgYcQTf1LgPRJTjIz/CS9zZ6Iygyioicj0T6LymxBYrXiPWEsu2Y+/itp8QSvBO6NWUJH7ZcUlX/LkBVlJOR8QseeCnTnx9CVOw+JTSS1bw/phglklN/I1MJexrnVsti6nYuOY7ndq5ArV8YiPe/PuIIc9iQu56x2Ag7OZlr7FjMhcStp4jwy2qeDk0iMJIuqs6t5SK3EvaE/4pAXcILLFbW4Sh/BO/gMK6QazjmN5DnLHm6QWkiI/xrLrAfQTF/Juc44ZBIr5SdCaDn2LKHpb7PTqmCzWc2RoptRtvrQdGEJ9p5gFrtV4mpUE5tfQF6nBImPP+ebq0jNr6Ogt4+cggvYj7+Ox3IfqqdHMyq6l24drH3wJH0dbnzxcBZ5G1OZcTGB6O5o7nJr4PiJCGpqv6C5ZQ+tbQeoqvrganuuXr2a8PBw9h3c96vRZ6PRiNVqxWT6/wsj1Bd1sun5c5zb8T3n9v8Ru93CzF0z2TjrG8paTpDkk0Sk3YsQiwu3xN5CtHs0AF8WfElLX39nP2fPHLbN2cZzY56j4PYCijqKuO/YfWwt2wpA4/PPI9x1jNqqtVy6vAxPj1SMxgZe2fTUr2ypzbtE9ZIb/r/2NhrNvH/THC7u303VpSwOftI/V1Xt6sbBj9+lo76WD2+eT3dbK0Wnj5N39DBZe3fy7oV3+K7ku79pLqm+pxteceWjr9aTUaFBb7aRtXkPeRm5/GA8CcDXZ/82Z6a+fgOnTicQHv0unZEHeZm3OHZ2An4nc2ntyOBP1lt4Tjud1AkXiY15m/SzY6itXfc31e3tPQNPz0kUFK4CoKGki75uM8a+v64ibLOZEC0/rUFrs6NH5K6fppmnfXUZAONP+3fm51wtt6FwA5UL5lOakIi1qwv9+UxUiYl0H/2R3GN1FPfoWXC5gm6LFesvInjFxcXoajt587U3aPmwhPyvs8h5dy5kfwUb5oCmHACrVUf9rnFw4FH4cgq8E4a5pQz6fna6bf/zO38rCBZ8DgU74PNxYP3Fb934t0V0bTYbn376KYcOHaK5opYfP1/JCw8tojPVjzmPP0eepodTF7IxWG189913KJ2ceWLbAQJi4vn09htYc/cyGkpLSd+WS3NVN7lde2nM7GTv+3mYcgaR+WU3VlkfTbIs2n3P/E02DfDfj6OrkmHTQki5IRJnTxXZB2q4sK8Kpdqfhe9uwHfkXLpWP8qcuo3cF+SGynUiLarpPJrxIY6WYlaMX8wbdT20t/vice883EcLeB9UY/ITqI+vI6ylnszPPyHB3sTSpbcRFJdEd7MLx0+dJFeag+dDDyLvM3JHsTc5+79mf91+ZsycxXFDHJ1mORx5AYw9uLm5MWvpUjJ1vdT/ePQ/3Wx/FheVnBdmx2Gzi7y6v4i2noEo5gADDPDPI/vrX/m7eJF+MZ/7BEG4CKwFtoqiOKDU8Bfoa+igxw6F8j6etubSnBPN5Nv8uXiiibpT/nSWuWHy1tGQraf8xHnqHKIJ9OtlmNcpND6zAajSm5C3NqIURKY2ZtF40pPeNidqjr5Ja5gbumIdq/zW0aX1wz2jXwU1xq+c834jMQWv4QhLuF62j+R1GXAfdGhC8DZZMGhkvNqj4w3lXThddiQoNB8vjyZMKgnmSDNKQKbsxaL34JEZniT4pgA5vNCs4zvnKl5syeUW3wZ2lfcvkxI5+ySuDanoej0YXdhM5lgl19lOsb/qOnpxoVBQ0m5QgyGJUUoN2xuTWaZ2olNXSdXJxzCkfEpC7t14D0qi0uUghOcQPVTDzVnHsCOQ29NDnjAPW2w7brurEFf+gRFHXyCvV4nS7SDlLY8hys+QLGmgHgmy7j5wgTX565kTNJzUlBzKhyaT6TAUqZcXobPnEn///ezevZvLUWcYGjeOuvoGNm7cSET4YCqrygkIDGW/127S5qchlfx6fU1rcR5B8kuU5O4nbGoTJ099TqqTnIILKcTL1NS2rGD1Bw8ht4p88MxkPpj3AO5qI+O2TWH6zumcvLHf2YrzjLta5w/l87gtMZN2fTvfffcy8T5dWKUOBDwE+Q9Pp7DAhKxrEhNSd3Pp3tPYEoJpHDKKyrVnidJqcKwo59sXHmPV+q3IlCoKCgoYHBfPxlYt2k1rUAF5Rw/hFxmN2tWVqpws7vlsPR/fsoiNTz0IwFcP3XXVHiHQnW+H5gIgl8i5MfpGAOw2G4JEQpvOhKvESKNegtPWCk5c+Y7FHg541Rzg851yWqv7+OTCBgAkvr7sGirh/lNKViSHIpX2j30ZDAYkEglmUYLEbsVR7cCsi6Xk6oYhs+1EKAaLzACCGjHwJRb0mRh5zguJzhV7iBMjf8jizPlVhC9YSlHZR7h7pKBWx9HcbSTY49fJFmZzB1KpGotVh9XSg8mswWTWUJyVicrJla+fSGfew8PwjYTy8tfx8bkOb/dUkCkx9lnQtBVRVr2YqKNfUZngRVh+F1/T75h9tiyJ17/PZVJ7H6+f/JRhUoHjOwRukQ8ix0XGrvQ+hpn68LvtVsqTxwHw3EsC081/Qro9l3zCiXBSkNam5Y2cAh49voUHPv6C7du3IzHqCW/uA3/wF93Jli4nYd9LSCOG0vv18ygTZuAXcz0Bx873n2hjv1OrWDsaUemC7YlKZAoFs3PK8ZOJrB+2HMmwZTTHLsF/4wzYdiss395f9u1geOW3Qt+iKF4d7GptbeXzzz8HIOfiJcp2/YAA+HSJbFBnsS9tAvNt9+PfHsOaT9YxOGYwpaWlDIkfQt5xDXYxjIm3L2Pby08C4D3rUbwvpP78u/tpXHT2w0PY/H0OA/zfwW60ojv1yxRyEUEuRRHijCLEBYmy/zkrCAJ+4a74hbtiMlgpyWiit8tE5Mh5zB03hfNvrubEhZWkzJvLrXFLKA2N5NOivayvfI+nku7nSlM1Zy8VcPeIeTSH/Ejork46vadREXMBT6Gdpu820BBxjuvvfQDDkGD27d7O+XI5nboHGT75Vfyul3L9O+9SUH2QD+ZVsnLKSgqyCvDz8if6+KuQcCMOIWNY8OAqDr73Hn0KOTGTJv0nmvSvcl2CPymDvVh3uhJvJyU3jwlBKfvb14seYIABBvglwr9iPoAgCCnAvfSnvFqAb4EvRFH8P5W7dC0WjC556QDpHRa+d2/muob9yAz9D/TgCW20mBLp6PbG2WZGqCjDplCBbyjXdx9l9ZinCetoZuvo6QCsLDqBc/oJbgrNY1vtUOJ9Y6g09y9Q2e4i4YmAt3HWnqeAaC7FLaO6uF8trtwniOOxI9mtfApPz9nkvpSBm9ZGUF0pu5bfjd3aQ4lfKHGt1cQEH6NPoyZ05M+RpVZrCttlE8gURuFoFZlx7iSfi6+SMCgEgGlaBYqeFARvgelRBwDYftaHsTUedPaBWZCzLuyeq/WFO7QwuskJuf4o20PnYbJKeRcHNmBG6VTNh72xNJgETHPv/FU7vnnsRVRKEZXFxBBpC+52G3JpF6v4WRK+td6JnhBXBouNAGzIvYnLMbWciG1CJQoYBZFHd3ihdXQkqrmDyDYtuhFDOOrphShToGqupjd6OE49EfS6VF6t92xsETXOsyi/rt+movghSO127IBmtBFJipTgaiM118WzU6NhobuWkpyb+GNHytU6RC8F47tLuXPyR7S3qvi0T0WP3MzjoY/T+fkuHvxmO5bSUuqXLUf7ztvcq13N09Uy/E5DXvJEZu8+AsC2pTcRWl1DR4IzScMPAWDWyegodaP1kjeOVglqp0DajfX4DxnGFasUeX059b4hDK4q5OzoaYwtu0RcXDxXzqcDEJ08AUd3Dy4d2otEKsXVx4+u5kYOjfcjsqYc10gpz7dfZu+iD7jdPRGN2Zu0r78gNVrB/XXjOGZezFrLPcy1zwdAQhcBqlupscdy+rQ/sT4SnAuKqRl3I4Pactgb8SARER4sujcRQalk07ebqK6qBkRuFXdwZMoSXrMvwk9iYspJExEtVtZPdUHmo6D2p7XnJEYrdpWM2O5y/njiJQ73DcUoU5HuksJ1w46wtuAOYjpr+eQZf078cTtLnn+b5raDXLmcieugDBxyJKATaEgZglI9n9ItQSTMe5Wava+gkPcSPPM15Oou8szTueN8MdnBa+gLVPDY6XKGeBazYtBhnrz4BKtEJR6zwpg7IggvJyXhzx+6es1vbNrN9oBFANwR3M2KAjvGKweRPnM7hkef4Jnb5zK3KQW72REn3zwKLT40OJTT7hPJbfs2oXGUMzt8EZu9ZLhl7yDSOYlGfQWy+Hiu103kZMt3XB+XjqFzLRb1Vl73zuJVm4xS6QScBRXufaUcL+pgrH8d73rfyxbt69w96yDFHV3cJ1YgDlvKs+Wt1E1MxP5RIrtTv+amqFCkH0TDrWkQNh6k8v7fryhy+vsykqd68PnTn9IZpiA4yB+hLgxjmxljz9dsvO4Kq+pvZKP3UfSKbhzNbiy//DJu/koWPpXEu++8h3frBIZNC+by0WokosAQWzpVXWX0et2GIHFg1nyRssIPyeobyXCfFIoamrA41mE323jl1Vf+v8/av8Y/s2D0AP1ciz6x19zL14VfX80W8XTwJNFlCOF9gYj1BuwmGzIPFeqh3kjU8l+VtVntVOS00VrdQ+AgB5RHvqHMpY8eiYZhU5YRFj+FWl0jL2WvwdVzJrP84jldls1yew2BcZG07/wWeYc3V7ySEdzT8DAqaLkIo2+9B/9wN9L3buCMPY4w98O4i7OYMns5+j1bqdu/k323hnPdqGWo2lVouzpJUZYhsfRB8kPYRTjx1ls4jxnDmBkz/qk2/ldT1qJjS1Ydw4LdmDs0AKlE+OuFBhhggP9z/DN94r/EubxauSC4ArfRH82MBy7QH83cLorif33+xbXoSOufTecbXTs+kz+n70dnzIIvDrF2EhKPkX7mViKooZIwnEsuYnVyxRA8+FflD8fGEiXPxvdiN87tHTj2mEgfa+Gjrlrs5jD26p7mj4vc2VLxIXeGr+TWjJ/TczaPmcEtF37kUOwsbig8Q59Uj3+ngrdnz+Ar+U2UnJ+GxuIPwIKQb3GojCQ/SoJH8BXeNz7PwqYfaGyIJyHxCBqJN+cvTSZM0k1My1liQxt4x7SKESVH2DirFhElE4VeLCFLuFSxnxkXh2GRK5DYJBwdPx9rs4U+NxW9kb6ENjewZN860sfOpUIXhKRP5H9mmj0sEZjuk09b4pfozI6Upt9GSNI+tlfNIbez//c/TlaNk2DC1d7GO7J1fCjcTVRPNbEu5XjTQbpuFiPlhRzofh6tFM6H7uOKT9bPjWqXcOeZQHKHhJKYVY8CKR2xSf37TKAVNYTqJ9PtXoST0Rf/cd/SfDCYAEc/DDJX6h1hRHkTO0dkUuZo45sP+x2e9OFK9BIpF93mcNZpNDdEH2R/2VTUMiVGLwF9C5yIuov00giqUzSc71Zzu82J5h9ckdjtzCrod+qb/P3xa25GArx6s4RocQlxndX4Zpdj95DgVaPFcYovOUNCsLWMp6k4jfSAVBZ57aE93xOvsLtRUEJTTQYm/1AUrfUIdju66CQqXWtwsbgw2q2GqOhghg5/m8/vvQVHdw/6ujpx8vXB+8ZIDpXWcihsJa8efoFbFs3BevgkG2U+mEpqWRz6ODpLJ+5KXwDKhR8ZLM7AR/EQbeb3ABVy4Xl8lfk01N9Pmr2SMe4TcJFEkJf7IRUjF6AwueHce5p2Hx+aBBd8ZAaC7LXcLdnNh9zFcMlljrpNx9DkQmBdEeW+kzH7B3JwlONv7rHtO27n+aFPY3B2YvGhTcjC3fnKMoe9e56j4lkH7gldj9Lay9O7zNhtXVi1XxPT0YNO4cTTQx/EByl2u4hGKrIjbicXMm7B0aeM5yYn85z4CiEtdrZnP0iluge51YHGn17GRhtlZKn618HbPXUIZksZuw5eYmh9DtsTZrC4sw57kAfZ3aHcLvHEJW0lAEUTw3jd5SHu0amweZaydkgtH3vu48ruzwBwCsjFT3kYXdYU4os2kRURiMbFmesGJWI2xHPrsD/wTNb1ePnEMMQQyZSpMnpkDnjV3YHg+CLtnuEAzDD+wG0HHMnsOcjqiPM0iN4cjEzivsofeSj+brJsubS6rcQsdWWatpzH6jaRpCtli3w2S80HOSpfS32LL0onGd3a/vNEtGPs/hKTox+i0zicje5YtJ8gdZ9GW0Arbno/JH3BDJKW0WIcg8KlEdEQQMIoAdGcyeWLY1HHaBg9vo7Lu8sZsfsM+ZFhtPosZCprOKpeitbr565DYfQgqiSf2QlpOLz+z4n6DDiX/zzXok/8JaIoojFoKNQUUtJZgslmQi6RM0YxnIhGXyRWCepELxRBzr8p11DaRU1eOx4FB/FKDKBcVU57TR3eAUnET1zE7tZDFPdZUbjPRGnpw7PpAvf5u9Bh1qPdtBVD8jQq69UEDL1MV1YPTjpPxq1YzpXs3RS5TkJjOImbpY/B/g8xxMdK+8cfcXyIiGlkHNeH3UBhfiFThvjhkL8JRt2D3SOKi2++iTYpialz5iCV/r4jg9k1nRwuaGGQtyOLhweiVlzrRLcBBhjg98zv1rn81YEEIZn+aOYNgJn+aOY6URSL/y0G/Au4JpHLtzfxdqeJ6eM24O/SwrmMpYSFXSYgsIzqM1PpQ43NDu9Oup27T+5EIQjYJTJc7VoCLV68F7kXo+y3frq1N5odzdXskM9HEO1kRCSgcfbEt+ltXDrmcyZlLMfO/YjFmka+PYFqSQAAfs5abrZupSxGycnSRVi8LFjrvZgbuI/MnD/iOQpqs77C4B8FwOnBQ5lWcwGLRYVgNePsZKTH6MISybccKYqlLmAQR4fnABI8hVjKA1cxpSCfEwmJV22dk9WGS+dJIiQa/jBj1dXtC07l4dXbQ2GAE6WDw1lWv5UCcwArh27gmUOvoZG54S300i46MTP4BGEWC/NaFjObX4ueHEXFGXkx42yBqIxyNrrkcKdxModVa/jToGISOhI413YzUnUVjkGbsVpd8ChawuKOMiRKF2Zk7KAyyJ0ds6YyqmISgaUv0xLkQVSkBYmbB5aETDLSl19N1VOKcjrlHfwQfBT/DpGPv7DR4D+aoOafHdimhGkEFBwjfdgIahzj6XRso9g1HsEqsEP2GrmpSrqrJmLWqWjOribIOgxVZyZZ41O4YfceFs59izm+n3Lao5EX61fiEbefvG0yArp0aF1VjC1p5PT4ZOLmn6J5y1RGDkqlUt6KOvlP1JyZQ4PgTkBTM7ruRoJ8x2GJbMR98GneaJOi+2m5mbfMvvTk9ELQdbQWXOCOzzZw06FFJBWtILi730FRqfV8m+rPZ3laWlvyiXIdSZNNg1dHKz8YT+GtCibZpz8tOkg1B1GUUGp5CUdbEmLFekIT9tJjmYBMMNFgfYbvVb8WzTGKMhRY0aPgBsUBxlh+vtc6RSdesq3k7JARaPP1+EdAaFUdDXZ3vpa+T6BSw2q3VWwdMheA4JZGjAoV7R6eTL2YwczMMxwbmYLn8BpqywejcYliUE0Bz37/87zMH6ND+CrpLsLaqihwSeCB5nVgBPdBCznlEkinopCW1mi6pKAUIchoYIzDJWRKJTLBRpkYQ2KLO642O57mXIZkbaYoPg73zi7SJ6aya9AuBN1g1M3z6It6nzfOyPlEfh8LGYxeasYuq8VFb2NUy7c0hI2g2XQ9dokKp4Bc9M3x+Ii9JFYcQBE5FVQWjjS9z7HRfnRKtcy84MuhqbOxSttwN9so8dIg2Hrp8XkCmdWCVSYH0c7IqnfYWH+ULab5LOBOglRzeNHlPlIMYfwhYD1JbnZ8StS8ZC7AJspY2/oXlHmtjUhkgejluWwa+Q03X1pNQMwnCOfl9ISmMEp2jjH2y6xp3Q3AqcFfcq/tJFeqvidAns9Cz5fJ9LmZEkUbyh+dCamvojpmMlXBckTJ/xKS0meCeiwAc9OOoUJHfG7en7Xrb2XAufznuSbOpbEbMj4GUQSlM/gPhYAkUHv077YayWnNIac1B6vZQqImgihjKJ6D/FEn+iDIfy0l0dHYS9X6Pcg1dYSvfoA2zV7KL1xAMAdi9/Un27UOn9BlFBlUmHWt3N1xnJHhI2g4dAqdvZZa7xhsegc8guppzGhkhEc4go+RCt+ZNCpsKLRbsbZOZ3JcIvJjadT7ykhzKGZO6kq6yvUMTYgjqPEQmHqxj7iH0vc/oTw6munz56NW/0UNxN8NFW06dl1qxEEuZemoYHxcVP9pkwYYYIB/A/8VzuXVAwqCC3Ar/dHMBOA88LQoir/Vn/+dcy060k9eWc8Ri8iiyH2EhRZyrjKV5LAzXMyZzwr197xgG0tw9zCWs4vn/J/g+6ZHOdiRSAmxVIddINPbxsj2keS5XsGi6CFJk0ShIRpL8FZmd41BpQ26eiyD1MDh4CPozHcwUhuDwZxOoMtp/Dun4q4ZgSAxcZf/PTia+p2LB71Wcz5gOKt71tFX8TDdGjNzw5wobMvmoliKvVfLVzc+zA3Z53HXNWKXyQm2n6ZDloi1w4rEqMcYFMHaiQsAUHftYEr1dRwY7sT8zF72jnViUnUfE7L656Q1K3r5akEw/DRva3DDD0ytMIIA2CXsSJqMJaeDJVF5fF88khGqOnbxLGHG70lxLeDOMV8C/e8kBYffpNL5Aj+KsbwZ8gllDXNZoB3FOalIgUMJlS4apJZzVAfoWVy9mHpdEnHSWnrUHTSoG6mzupPYK+F9xVqajYOx8SGHDaWYTREYuz5gsHM7oY5R3DI892r7JrWNZEbHMOItThR7r+OSUsYt3+jZNE2Gq8scph49RrPKSla8jrt+/En8RiKSlXAbrXIdE8OOc5P1ZbaZt3FeNxmZ4I4gcUHj04dXmyMV3k0ci3wHXcnb/WW9JCjNdpz8P2HZDz+nh10ZFEdUdTFSZRJ2SwVyp04UsqexigJBE98jr3w4nn0+hCmLyMYPJBKGqVN5I7YO1+730IpK3KwC9zdraKnrVxZV2LoZpHmS/df5EHXpDeTqdhRGb7xldsCAv9wBX7mZSw6XGdoVgL7qC9Kl3XyyQEqgXsWKviYiWidSLXdEKVtGvEcVnprVuEn1CAJYRScKzGvZ7FLMDNtFaixTqO4KYasaRAEEEcqUt3Kf4THGKkpZKTtw9Xy/dk9mn6uSGDEBp4pObrdPIFhxP0ftSbxovh3BX4Fvew9v7/qYI2MmkDc6lqc//YI1i5fzwK7vSFswnwVpe6/W9+nQRRwaNI5wbSNLWz7j7Vtm8/DWXAY39LJq0jOE6WvolLuTbHLkiFP/aL4aI8WqO3m/ZDy9kUkILZWkBncyiUzq7L58Ir+fIbVddCIB6xUKldH4+xrI8c0lsCOJ4U3TWTf2MR531rPr3BuMD8rDLziTL08vo8HRD0Gq45PKj8gSxhJhE+l1n4NFfxSF4yxibryHwD9ORO4yiMUzdnDrkZCr55I7xI/c4AvIRRlxdfHkheVhUY0moLuM1W2P8qzvO2Q1XmFz9QQm+T8DgEAnIh5ojI3UzHwNZ6WJUoOEaZpe6nyduZL2OSCQ7LMVfW806uSPqD15IyU9FXQ49yK4TSTGHobV4MooxTMESnUctS9hmFMmCWIpxZFOnEn/kinBt3G/9yA21wrs7nyb0Y7fcdA5GJsgoDQ7YpX/PEgkWC3IO1oZnl+IUSEjurmDmKVNNJ13o6fOAUSB2NKSv+/h+7/4dzmXgiDIRVH868pQ/4Vc68gl+k5oyYfmvH7hKakCIqdCSPLVfqKpt4mMpgx0tRpCGrzwcvEmInUozt7uv6pKe6mIuj+tRz96DjGLRmEST1FXlk57pZpiTTODx6bSFjqVY506Ao2tPN/1I45dEtryWmiJg3bRAVfnQWibC5BrW4kWzOSH3EjMpKlk5H2ApFOOa/coRjbn475kIXvS11HjJZIYcD2ecm+SY/yRXliDGD6Nuj2XuRwYSMr11+Pt7X1t2upfjKbXxLbsenoMFhYODyTGz+U/bdIAwfK92AAAIABJREFUAwzwL+R341wKguAO6ERRtP6N3x9Dv5NZIori+9fMkL98vLnAC0A0cBF4VBTFf7gXvBYd6StPfcFlqZR7R71Pu8SRm0sqyI9zZoVkI3Nr9nDQ9SQPN0TQYBlKLOWslU6nxfUkHsoKdCodj9V583bfQ5hRoBZ6uVFZQq2TNyd8JbjY1/x0FAkqh9fQVpSATIvcPQd9zzLU/kcI0dsZ2xDHugnzaU6fBECjZBCB9mqq9UoO9Wy9auuCe+LR7crl/vA3WBy7FNfDLbw/cgYtrk68d+A5bnE6x0dXJiDDQkd0Mga5HAeLBV2qlr6SiRyP9WBqdT3xJ88wNv8idz5mIaYrhdkVU+izewGgsW1E66Am17+OiaZRKLotmF37HSeJn5XNDmMwl0iY7t3Cl7rH6ROcydBP5oh5MYlzPyKQetKa72CqIRuKH+HJ8QK2C72M9f2IkdleCPY+fhjmzLC6dvw6VbhFz8BHyKYLL6oEV24xevFjXyhVzuUECW0E9QQT4nQCf/ERDndbCfJaj1tPMCHKo+x2TOZoeAaBHb4E26JwK59PV8AunrBt5m6CSOldxOSDO1n2lJTEumUoZDrKXGrpcc4nvFeKgzmK27LyCcmX4LxAiy7Nle/nLWK5/DTHO/4AQJt6Nz76Rch7CtB6RbNnyJs0yxYT61jOvqLtxKnvx09dwIIMMwXR3gxpHIuDfDBNTh0E9HoC8Icb3ZlcoGd8iYn0OBWLlev51nEhZlkvs0qkiA3reeeWNwHITJ9L2WgHWo9HEWUPQS1tJFZ1nm/b12A32gmO2Yi1dTTXO39Aq+lFSkztFBtmAnCf74202wSO5Xpjtvjy0TINQbUBNIQ2AdAZ8Bn3nD1OTKeIuzycHJda5uoTcJKsJ13lTb0kgE8n9CvaSi1WbHIZyiONmGYG4nSklgrVbYQZv8eukjIyuIahlTm8rNjOzLg1PP3xF/SoRQYlSPBS/IELGJiieBx3ST0N5R7ocn4ebb8SGkZUbQ2nbkph0raMq9ufeOQ57ti8lScnrkIINkKdlLsKfmDDhGh8AiNY//ozFHoG82HSMiZ2lFIT6M4Wpze5Q/sSc83HWOTTPz52wD4T9/YrpPj+PDd5P1Opb/fGoGn81f0vuiTQp4jB3eqNYDewPvlN7s56j0vj3mRYq4p1Hm3oax5EHfw1+r47mNBVSGnAMZaWjcTe1K8onBt0L2X2DpZWHsDgosdVD7mjnsSzJR2flv6190YG3kmPq4Z3gzYwVpfIIy3LmR31EDfkPcAI5wxcwwVa65MZqY+lTexFbu6hrOciYeO7KawrJSS1iaZzEwgYl063xpthlx8nVPE4UkHHFtcoOi674yZ3xXV6MSpvIxIBTF2OVO/yZ8bkfAY36umRyvnBaxYWXQT1vZ7c1fgms8bFEqAfQVLDXFr88ukmj7Pxi0ipbiOuqRZ3UcVUyxAOavcS4q/gBstW0tpHE1Kpptp9Eon5n/HdRIGA7jk8sPXdv/v5+0v+jc6lEfhIFMVn/5XH+U9wLfpE0S6CXUSQ/Rkxe4sBKo5B7TlwC4WhS8HB7efddguFdfm0Z1Yh7QPtIDNxiUlEe8YgESSIZjNtX62nrdGILuk64lKDsUou0N52hrMXW+hptpGSNI/MsASO9BiZ4mDjseY99JzIp9fmyJVEJ2zSHuRiJF21lcQKpeRbUhgTOYqCEAXdmoOYquJJKqoh9v4VGEQTW05/SkewO6HykcwYNZ0AbTZizVk6a125IHgxeNo0Bg8e/Ntz/Z1itNjYc7mRshYdk2N8SB3s9SvV+gEGGOD/Br8n59IGLBVF8c/nTf0HEQRhNpAGPAocA14BZgAJoig2/YN1/tMd6Wt3vMEx32A+jH6WrwwuvNPXhsmupMwQTZXUie/8Kxkvd+FSw1QqgvbTV/0AjqGbQdLDxEYn3IojqA+JoTolGqfyg1xKeJibck6w39MNP/bRZZQhc/ppKYLeaHrDFxLe8g3anhC6W+Zgm+hGyfmbmZ34EWuq3iPTZSjXV09nv0TgFuX97Gn7hHZdORp3AUVvDje7P8gar4/IVTfy2iYFxxPi2DHnNjo8fGg5PZH3SyaAlzdzvS/zPQtQOJgIFzSoRmax0fgId6g+5HnLJxSe749mDg8LZlOpwF3GR0iR5FE+ZBwjC04jmvsQvSIQBEiyhKFSicy0PcrDThswdeayTvERAJONazmpWsnrg1byp5CbmVdcQPSZbdjvU/O+8DyIVqKK7mX+2YBftbtZZkdhlbAk7AlKZc2cl19hhn40l3t+m/JjFyyYlV0Ijo2IUgtjrYNJlH7FOnc3BsVm07H/fSz2/jk/+2M/Q2K38f66MiwyBxoDlWRN8GKTOAXB6kSk42HizYNwtjqj6Gtny5AzHNzXTV/Rz3MFq2ekotRX8tboQTy5MRO5YjQ7Bw0iSjWCEo8uzg9+i5svrcbV5M2mES+iaVzOuL4TjNU9wEYnI7f39p/DcYc+AqxK8qJFyuN8cDLYuTm9Fz+tjUhVBjPd/gjAivjXOes2nOHlJTzyzVd898Ri7r5YxPne20ibKGdm9h6SRSO5hiVMclmD0GvBy2UyPqqXATjZPoGCbn8kjotwFrR8POp9Jlcu58fo9cwumECrrByNWw8GB1cm5Uah0tfgGJ6KvuoMSreHEQQZ7X5n0EYqqdRH4Gj15VSsK259vYzO1XF+uDflWVP5yH4npzwWM1zIYrd/LFteepznnl3Fm+99RllQODG1VfQMi+SmsJU8KxwgNe0UYqoUyWkbDl5WiiY8iO3SfgbXNtLkGsi560aR6NrOiIPH+GbYEhRqI0ViIBdizEh8RyJrfJbP1ig4GDCRemcvVAEynkr75up1cgowEpz683qSMwxr+dFh5dXPK8c9QtIFN+6zvcruuniq+zwY6dHA8d4huJp1gA250xKk8hCM9u0I+kaUTo8BsDb5kd8+LEQY1KxmdLEHDmYpg31bKW/1RZD6INrarn5tvG8n2ZKnqAtzRF1no6Qvi9HabJSKIIRRN9BnOcLUC45keky4WsYt4iT69mjq7UbukUZRZyiivPsSfQ43g9RI6JS3kcksyJ3bsJvlGHM8mPtTivKF4W7IrCJaNzmiHV4tdcUuiPQ4Wll8KhTvkOlstbrwiMsW+hQj2NSYytw+BTNPPcjkz7fgXtuOu9WA2d+Kqv0tPMVoXK0TCDDn8GD9rb9qApusk53lX9Lq7sSY8kIMljD+uKIOhVUg697/jrRYQRDsgAhsAVb878FYQRDigRGiKG76c+V/z1yLPtFusqI73QC2/ncTwUGGMtwVRaAzgvQXTkxnFeRtA6sB4hf2p87+AtFmp/1SLU2lVVxxqqMxsIvBXlGMCxiHuqqFju+20B4zE4OTH/GpgcgcWsmv3cKeyxdI0kbi4xLHuZA4jqncWBnkxeK6dDrWr8fs5UTjUG96ZS10VijwsnbT5RqEj+iAjzWAzEFNSKwqPA/rCI8MJ/qph2g9lMbOqr3U+7swzDmF60ZNwb0yDVPheS62BWMdM5mUiRORyf575jXa7SIny9pIL9cQF+DCvKEBqOS/73mkAwwwwN/O78m5tAM3/U6dy2ygUhTFpT99VgHNwMeiKL7yD9b5T3ekjz38DmNbjyNJLmK/gzO9Xk/wXPWX3Olt4NHOLqLMFr5y9uWSo4jEpsIs+CGT1NBb/jyi1YVgWqnHF+PMQO5oqOCbgDBWph+gycWZrPBhaBvqocEbz4j3MSvasXpvZNW+LtYlP3rVhoDSB2iKWcNHLRqmGvQ0JZ5npu4mAN7NHoe2qYsmef/i7+69JpIrG7BKlWhcVVwK9qQ2MILtc+/E2arjx8y7SR6/jZHafLrkrmy/sJq90lTGhJ6iszKc90YtY/3lVwiiP+py4koEU6IqaZe4kjB+L4giK9P3AbDDmMgdrqVM0e8DN5EonQYn+kU7dlpSqGoIRG03URvlyXu29Xyn3MYWlzomn9nH5NgG8lI96PwuAXr7lV1F15swOCpRN30LiOR4TGGC3YOolh/QqIPRuF5HmPISnspQPIViXnXtRBRsJLaOR26XU+abzrnA4/1pusC376tJH/8AotwFUd5DhUMTOsdGZN0neXSvlNOpH7HFQUeLyoJDzKv9bW2Sc58hDOcuIx0GV7ycM/jK1ZWHLipZMXcRe1dv5uSkP5Ga/jhP32EltdDO3rESvvnIxuKHw3naMIxs01RGtxZzxL+UlJp+tVEbdnoFcBUlzHZ7A3dZPVcCnFjR8RZ3Fn7KFa/BXJ49HbcWR5wdmnjyYgZu8lryjNdjtTgjVTdTq63jmxtupPDsYr5o28q5GBXlkSp2n+3jaLcJu7wJozmIqc4yHLRVOHhZsWiK+F5fhsQqod0/jmDjLAyyXhysTmgCTyL0GvCoqsAk6X9/FqT+2MU2BLsNUZBg8J6GhzUWrWsB66aNx6fmIW4+6s2R8OUkWYtJm7iAjy9+Tmr7XsbP3oxao2dkYSEjhCKcSxuoVLkxvaAak6OKZVNXsy/teQC0vk64tfanVZaPWM7w4IkAlHZmUE8pgWI+BT0BzA4oJULWyY76JWwbPJxpmnAkooz1o57FLDNw9w82ZlwWORY+nE+GziJQa+Dzkx8Sfl0bVYd9ODHpUzziNuPS3kxmSCBpimxebFbQ7hdLe00koTZvplgOs7MaDia3sK2zG09Bw5qWnYi2Zsy6raTdei/z9qzHQdYHPE2z1yW0DjVc35dPlSqOL8IycbM4MblWjesVB5QSC3vComiLOcWu/F72N8SD8wgeC/iIm4yreYULuEjb2BA1jsbLU0gwyzD3HsRuKeP4Tbfz2sm3MVwKJzduKdHlaZQOGotEHoog+cX8L8VmjK1tSJUjEAQlEnkIfhM+pu5Qv0jTraE5nFMFkOTZRHCnnr5mJcd8V1JZXozwC622jJG+XOpYdPVzhFVPW8Jr9FY8jWlUAA6GH5CVxyLaZShD3yNFbyDIoODriNtx0m5G6/Mcz+zOxhDtzZ3aTPTWJ7k+9ud52SsOhdLiYUSvUvDZhz8r8f4j/JudyzRgHnASWCiKYu8v9i8Cdoii+F/3pn4t+kSrzU6n3oyXoxKJRMDWZ8FU1Y2lUYdoE1EEOKGK9UCi+skRsxihOA2acsEvAYYsArnD1fpEUcRc04O+sJ0OZQ8ZXvl02DuR2wXGZXThZ3WlNWIGZomahElBKJ0Fvsl9hzZNMaO1gVh7fDkr8yE3fAgrY8KZePkc3Qd2YPcWUUS7UWLS0lzSgksoCIHhRAhKqiuVtPg14tnqi3N6G/6rHiF6bDyN329gd9856rzUjHCdyJS4YXgXbEKTU0h2xCKSps4kMDDwn70M/3YKGro5VNiMAMyM9yMxyHUgmjnAAP/lDDiXfwVBEAYBVfRHVbf9YvseIEgUxVH/YL3/dEe69d57iDt3ieVPmUk0mshXKdnc1MItAX4AGEufRxXzJiDH6vYSMu2LaILWIkocUR3pT7FbIjiyeYYbQ2pNlEvruTPfEdHxAl9MmIdfexdhHWoSvUr4VlFBn9uNbErr4kiilB9lq35ly3xdL69rOnnO61kOOH+Ph2kiD1WewLtkND3aMmT+cymRlDFpzlwyzrjzkP8ivpeuRK01cCLIhYtRY6hSB+PRY6XTRcaRjMeIthbyNv3H8aaDdvpTNc8nRSMVrRzKfZA8h0gSDRX8ofAGXGJNdCqdqDDGo7UJTHfbwGOGK7+ys1Dry5HmqF9tG+nfzMXmfmXbRI928ju9kYbdA80XkSriaXHr5mDcOmxSC7dnLiDl4gWyo6YgykGmGg1AQtGHpE49Q69aipPexkH1XGrFMDa7pHFj2fPIjX4cjVhLk2clZkw8c3w+nU6T6PTOwSY1ETvoEJrMt/7sdd417F00ykZe8jWx+EIrv+x3lzjeQHjHUA7HfMHKzI8Jr0ojrK5f1bcm0sbTNyjZnWYgKEbDIdvD9PXG4aWo4LxLF3eYczmsfQGAVqUVX5OMVX4LSRi9kxUbP0aqcMNm1hLo0M1Nofk8LPuGmEa339jnJatEgo426zAGq06z03c6pcEK4vR2lle24WJ3xkMixSSCUiKQXfI6WWF2Fp0VSY9UcTC5ncB2OblR3aw8/zEAYYNOU3rppzUIZe5g7er/X1CBaETuOJds/634GpPxb8jn5Fhnriu7h07nE/gpexklOcesSeuoOTmT6h2erF75BBMuZyNTziaseh+Vnk3YUSK3GXgw/jxvWm5GkWNiUmsujgYjlyYvIPpCJmcm3I+L1Rk3ByuFjjnEdMlpacsgSN1NbZ8nYQ4iWsmdNDjJ8TL/7GD94QY3ppV/zqQjGaSUiNz4nIxUnchtrc5cUC1BVVrITs9FjFe1MEa1jyu+JoqrGqmKc2CmxAtl5QzaJT2MP3OYE6OUtIa4srgrkm0ILLzgSlT5VnLHeOMXOZTLhdXYo3z5f+ydd3gc1dn2fzOzs72pr7rVq3sFd4NxwzQb00JNoRMIJaEEkhBIgARCDb1jwCE0Y2MMxsYYV7lJtmRJVu91e9+d+f5Yv4a8ad+bhJQr3NclrXRm58yZM2fOc+7zNFdAy6TZ+xjcOpFLom+hmlVaLCKfROahNAQJZY9hv76U3HAyn4y7jwvdHqa7i2lnNr6eOcT1TqRQEkczN7FS8wkbG88nw1DJhN238OaksyiRJlERfZy95iswdT9B6CsRIN2OJOSsfpJabyHieRWt9VzCrkSEWkG0oSqJ3JZ5fg+dpoS/Vc7YAN11RixhkajjegKeZxhJkchwZqBEG9HZrqLWKiFE4GhRP1M8H7I+7zCRkVngL0Cbl0gVtKSngAxtB82jp/FF2btY/SrDyVMZf/Qon5/wS1K7r2CFM8rvkxIm8hnd+UTdExkb3kZBv4n6MQLP3bf2T757/7/4J5PLFUAS8AxwEFiqqmr/seP/1eQyEInxxu4uRvxh4krCtbIqy8rskjSseg3RHh/BhlHUcBxdgQ19WdKXJrR9tXD4bRBlGHcOpBb/Qd3R4SCBmgEEWUQ7NYV93oPsb9xM/oZDOGwFqAVnoFhSGTs3h1FhkOfrnmGSRUdOIMTRgz52u5PxZoxh2oQpLNm/C9fuQ0j2CHlTZPbVd9PhGkUzVk92sYwUN7C30UKSPEjWLi2jYiEFF3yL6nF59L31Or93baHPJlOdNJ9paalkb3+Cjlgqg1PO58Q589BqtX/Po/iXIBSN89Hhfg52ucmy6zltQhbplm8CAH2Db/CfiG/I5V+BIAjzSOwQT1NVdc9Xyh8GVqmqmvlXzv9zkrKosrJS9/cI0qeuv42J2/bwwrfb2J58HkroXQAKhkrYO+7bxOVs2rfOo+rE9Tzc+Av2t1xOV7qFhmwfzVlZiM4wY2ICbakKSDr27DqXd3oeoy7fzZDgYMdkCxNbQjQ1jyCNT0YfVLhE0nPQAh8liVy953HWOHZRNHwHovgKeM9mbNb7nDKyjYtKLsHoXU9dWycAT/S/RbsYJmPkSRYWdVKp7eAW84k84NvO/6yC5lQ8x2lvv8TcMj3L595KctTNJ7u/w8bR2bTbxwBQlraPdcJiTFYXcwZeZktsNtVKL0q4jO/wOooKD5lK+EkgYeamAvfHVrJY3Me6+HR0R79MsP3ZOWczdv1rJHu15BldnJDWgd4o8drAFHZJ5zDVtZMzc3exWncidZVr6QmbWPXxSVS3dTOQPoFuzWfo7NdglAJM3/xjxKow5tE4SXM8DPos7HXnU/35ICqwed7jhJwPkmN0kNR3mKb8u4m2v8LCqlW0uQ7iCRwiaFiB36IjFtPzlCXMtX4tYkyiwLSZhu79SPoZTCxo5NXkc1juf5ADvpmkjMwnIIfxGlR6klVqHJ8Tbc7kqua9uOYYWOH5PTmtEpI+zmuxZ4lgJSXlOY7IJfyEh6gJz6fPfZT8rToKTxlgV241B3ZqECRQ41CeVkK7s4WYdiEaXWKOGEr/AkVJIr3Lg994hLTcfIKd8wGICTGmHnoBW8kCTrpwKg85r6fMVUWX18ZIwM5tM05h7IGbqG5RyRkyENYKPHLJXdz89E8A2D55KfNr12HR5jDs7yE9eSYedTqq4mND4QMsbr0JBDOgMhx+gJA2SkZwEqKUepzoA4hEOWH7XWgKQvQE0snr6uJwTi4dKV8uumZ0SBzOlfGKIaZnG3henswd8Xd4TLiNIu8fpicAeM8a4GHBgEF6m+3mbTg7H/qD49MNQe4pe5iTDyTc4XpzPiR3ZC0HZIlgoco+g8Qqj5enSh/jxtW/Y/GuRATgqKShrijOpCaVnctUPkqR+dm6PDr0ETyigd+c1snNuyq5fWEdV+x4mDmH70AeGcWbrOHgtBQypg9zzdDDXPfFw8xTmjEeFAhrJDZVjaHYMow7bsOtaHh3RgiTMJ1J/Vq07sm8Oe4OnuyUmRzv4pnB1wHwGARezPmQCw9/wIrtKt//nsQ9TQa8+0WOFi0lap2NMe194s31lGWN8rpuCYu3b6LZkXy8H7wmLetO7CWvT2L3tAe5/vm7Gcg7gXzvCYzfczO7ijMxhSP4dV8+i6ntPpodGRj083DoNxNqc9KQqUPSTUCjn8qpST/jpjyRq5oD3JebyqkNl4NgYLD6Nj4xpHFZj4N7Qxfyw/jDzP2gh+YrUyj57Qin3nsqBv92BMXD7W/EGJpYTKQlIbfqpnXTNnwt/VqVxp9+58/Os/8/+GeTS1VV3xEE4VLgaaALWKyqatN/O7n831AUlboeN1ubhvCGY1h0GqYXpjA+24ba5SXclNi00pcno823IohCIuJs7RoYbYO0UihdDBbH8Trjngi+XX2gqphnZKGYBHbVb2T4d2+ic0aQUueQNPFkqheM4eOBDRx1HuWSyvNRg0fZVFvDzoMeNJE4SbmFLNMmEVu/HXOKTMYEhZp9NXTGkymoAEO5gFf10z/qJ2M4iunTFJqrT6Fy9kwmz6xkaOvHvFH7KkM6hZLUOYyN+Mhp+oA+eyGGhd+ntGr8P6wf/9nocQX54GAvI/4IFp2G2aVpjMu2IX6TN/MbfIP/CHxDLv8KBEE4l4R/S6mqqs1fKb8HuFFV1b+4tfZ1kss3v3sROXVuqpZu5bnQWWyWx9JsbWGuO4X3553OhTsbeSBy+fHvPzH4BqqiA2Akw0W4eD8N3qUsHIiyq/ogzx26kwXCjRSNTmNyRENQFnCrcYrMIj8hSGRyCkqqHkNY4Yb3XSwz/4JcdS/FizYxb9c2apI/4uz4YWaNpPBoTgVtmgM80CNT4TXxC+0EPowv4fLB1dyauZbtYhpXjEmYHy1rn801n68ntcqLy3IeDk1CI3FS+H426W5BAYZEExmKn21M4BPmExfivDsmQaYdAQc/HIST1d1/0D8BVUtcjDI28CqyEGel4wZSd1SybcIAhRlL+CBzEtauu7ijJg+P6RySDv+eeMVkNhq6KWxLkNCMMfnM03/KxbE7iRmcrKo/BNaVnGh+gU+7nMRliZMKuskP9zLwvh0RiKcqfJSdCLJQ0TNMU3kQ20gKo9qEZktnv552nMxreZai7k7Wjy8iI+qjdvq3edOdjKDArzCQLmi4eLaBa176KaKcDapE5lQdo82nEHa9iVaNEcw4jQhp2IIqNXRw6f5nOO/a+znDs5nCz3bxwBU/Z3HLVi5c/RYH0qxM6BjAPjOVtZZplCtHOEfYwNFdGcTaJXyLYuzz5BHzabk4pYb+NAc10QkMj64k7H6GiowZlAjPcDhPxwHPuQQEmYGkMMmRAXRBDZpgPg7nVM6wJ0jDkkI3JyV9yKnJG3hoOJnOUAhXxl3M3/Yo45sT5G3NwhQ6im7gllfeRfXXHH92gpSK1nI+gqChLPgajfqpPFu2A9Faz4JDt7Bo3zt4xQ7a0pN4etolfHfPi9gLphF0nkCx/gAt4ckUN7/MgLaDwYqJzI5MY9vQq2hEA7J+EmF9PlrVQdj9AqriRNKNJx4+yLikk9ghWTGGFewZAe6NFaMIsCI4SkEoi7DrIbTWi4nKFnSKliMlLyO5qunxpPKzJCMPZ/+G2e4qUB2EXbnkn3Qfvt1jyHcXkqLfy9IxUWJyNqnObp5+NJEioynHQWl3Pw1V51Bx+LhxBCqwqTKfk+o7EIBPF/4So3uQkhm/ZGb/MIcOl7FRk84N5Z+zXfMm5sHr2TRYTFX/IDZPhEO5aXgMiff9rZVXIg8/xPkHb6M+dy3JURvrcz7kutYC9hrSOVw2HatLQ1vqZmZu+5xFBxVceVaaNT4yqjz01qcwt1bGnZSPPqcLgxRhWmEH5kCcwVoLB/qzkDI8VNl93JpRwJYTlnLZwVYen301d7U8wQl7nXyhXomqeHFGHmblzj7Wjy9iXn07W6YuAH8rKREZf8a1zG+9jZIJjfyubSx94l+OKilIDgTRhmJwYzK2Eu7RcXpfEz6PFp9WxeYXODQzwlFJy6nbBHqSLPRkmUlOETnDsZsvsvL4YqiaH97++l+fcP8C/hXk8tj/y4A3AS9wElDON+Tyz8ITirK7dZQDXS5iiopRKzE+y0p1CKReP6JOwlCdiuw45sc+3AxNG8A3AMaUBNFMKwchYXLr39mHGlMwTXegsesJhwPs2fAizk8/R+u0Yq2ayZhvzeGN/nfINGWyonQFGkHD+71tbKqtwdx0GDkcodRmI/9wjAx9HEXsocblRJeZzGRLPzG7lpo0EzqhkeRRH9KuApqyl1AxfToz5k/A19HCWx89REusnwrDOBy+OLnOHSipmWSfehPWMf+5JBPAHYjy+dEh6nrcoEJllpW5pWnYjf952tlv8A3+W/DvRi6fAHb9X85TVfWVf1gj/gQEQTgZ+BiYoqrq3q+UPwacqqrqmL+x3r9bkD581rcwmGbTV9SCGg3yYnwxALrpPVT1FHPSIXj0DJm1+59j43A6+BPH29M1jAscwuMrB6BAt4ulSb9kp/cCcswf8Wb4KS4dOIJFAAAgAElEQVRZWs6OHid7V/8WpgXoKbiEk2c4+Gl7mBFJpeajUQxJLzD40gHO/eWTvPr+fs6fncjxlxGL8VFXLz9NTaYsEmFyCM7OTiZqXsZtn+dB1MrDkx7h6cF2dhn0vGgo4aWHEnGR0sZ6SK1KuBD5VD13Ri9hnnSQPVIJd/MyCgLXai9iOJZM2NJOS/Je1EAONwdqudjrIwKEojp+lHUuef0+3hxTw7c25vHSkg4u/jCf2kI39WUqXbm/xjL8CBHDZNKcH5Mxks/SplXH+3bTmCdY0OViOG0WNyov4nOqZKa4GDxowVgt45LMvNlxEgSO4rQmY/M6EQUzS/cn0ovUZ6VQ3jvChvFFx+s8p7KG3zWfh4YQVxeuRgBeqFlAurefZkcSG884hyN1ySwLDHK9sYQ9bQ/TSyLViqSbQDx8AK15GYjpRLyrQQ1jrr6UHdZBBFGh35mPQdfKzH0bj19zX9V0HEM9jOnvw+71EJ8YZfo7I/Q+FqH7iwyG65M5pfkoz18vU/6WA59Bh7d0AsvFT1krnMLC8Aa6unP5TMqiONjC0oMJH9QfzT2fihntvNF4FpaKY4ErVZUydzk/H7yUJ2Maah0HMFZ46Bh4/3h7zvs4B11UgmwfnxV5aUwtoYQ2euuvwRWyUeVtQE3XMbPxM/KCOu6ZeT6/fy6R5uL7c6/l7J632WeaTqZ/lJJIPYKg4SdLb+Tb23+LiIqoEQihpdhTTqexDlCQtFnEI4nx5Ss7AaM/G6M/kXLDI7QTlW2YBhLBdiT9VOKhPTSmJlGetoBHQukA3N34Mq7UFUQ8iTgpw3nnsifpMAX6JnamNLHcNZa19jpOblPJaRhDYOY4HD1lpCrt9HpnI2l8mNNbaC1ci9vYy7ZIDoHwAMkelVGrgDPjp1xa38LcgSqUWddy04iB3/xWT3eKRKFlHFbbEJ+L15Hq2YiypJvwrpPJadpG2FLH/EoZo1TH3rfz+KIkh6gmwSssipnp9Y28e8spaA+mkjWUzUnZuQA8q9/E7wt+D8DsQwpx1cT1H3h5fa7IeZ8ppK4cIUUO86I+kzUpApYwJPfaOKHNwEjcxFmD9aSf4sIUjnNx7iTOXN1P2bFgtkUr+lgy7uesfu0+9OMjGIQozb/L5PVTl5PpPQWAT9N/w4LB69lSNszcIyn0Zr3FmYEuVgcu4nsf38UVK+/kxW13sLqwAL1fj2xcRDTwEZK2injkMGneQaL6cbjkfhAMCKIJOTyAMRyletwI1rdDHBhfQkG8jpyIQqhXy3tFZQAsOdhCWrWHzavmsKp+PV0hG7m/7Pwrs+1fxr+KXB4rmw58AMSB3wJ3/reSy+HhXu57+2ZUSQRJQpUS3aAXdKTok8lLKaAqZwLFedXIOh3+cIwDXS72dzrxhmPoYipTIwJjFBFbuhHj+HQ09sQGDf7hBNEcPuZqYcuFvBkollJ8ewZRgjHM0zPRJCf2m4c8fWz9/fPIWzqxijL2Ijs7c9xUzT6D2UUnEVdV1g+52TbiQu2uQ9N4AIdvgLQglBsy8Dfsoj2mpWzWPKy6blRnG1vMGaSm7ic56AKnhd7wdNLHnM685bMRBYX1H/+WPR3bKA4kkTmkxWDsJTNJJH/aYuTxZ/9BdNz/RCiKyuFeD1ubh3AFItiNWuaWplGVZf3GT/MbfIN/I/y7kcv/S4UCoH7dQlQQhHKgAVipqurvv1K+FkhSVXXW31jv3y1Ib7z8WsYos4iZdnOe7V1mhB/hAt1eBjx1TAxeCUBTuZaShjCKCJIqcHnGKqIqPD+4Bll2ki02MxrLY4LmKTYNmLi+/AsaPN9iIFRGkbES3wfXkrvUyurUIN6DeezKvIb5oxs5PzeITV7NJc03ccveBFFy6SUuvmARsUARGY7HWBIJ8L4hlTtbyzgUXMzrE+7nysOrUD0zaTd1can8Hp8LWTxeuoWb3lY4lDKHS3d+xq0nfxdL0Vpece/j8cYTuW/cDYjuKCIK63VXc15+GklBB1qbmTOdbfyy8Doq+n7OOfEpvD/czIm1f5z7a1+pi/FHbayf0U/EbEcvn0Mo+BoLmy5FjoskhXIIiBuYVXOYmENH3tTPeDF+NVJniBXbE/5YObNH2Ocr57LLfsmDb9xMp3AlwegnSKFEoKColISkhLBlWXDUHKFA56XihC7WhkrwGGUKJ0Hm/qt5rz6hJZEEhbgqMquxiy2lFUzLbeNTLkU/+B6lmhClUi/9hixeKLiKee1GMgLbafUeJC+7hM6eZkLmMvS+RqaUXYdS/DC9/SH69ya0wS7HHNJ8qUR9bx/vgyUHW/hwfBEiCtOTWtnh/NKnqM3hZ1yHFjElB2dOMn7BhGbUR4G5hc6DySzp2MWW8jxmN7ZhjEK3zcp3599JufAphqqPyHVVMmVXHfpRkZQfhNg5kMWAfoiduguxu1fTkHQbs/ofYsoGB6+etpzkth4Gc9/BlHo2q9RXae5eysrSRD+/uu273Lz6JQRgzbiTWFW7CY0xRizwpY9f26QMDtjyMfRHyB1wUTXaTnuqjfrsRFqaMDp0hMlIvpyB0afwFYzDGC7Ab+vB1NWCFHASzl7AO8IYzh7YgxiuO163Ng5HLPkcLNVzyqEWDGoYMZ6YZmTjEhrF/XxaoUGT9gWpoWxWBut5MslGukbhzrd01GizkPRTkQ0ZQCmoCggJv64FKSMYRCOIcY7UvsDqkw345b0siX6bOypPQR8KcO2L9/Li6dO55L1d+M7P4OR4Fxk7J9C7vYO04Vpe/cm5JL+zh/EdA2S7fESLqqma8DG1n44lddZPWdP/DC6dhnHGs6jYdDuPnZrG999LRITVT/0e7eUpuLwOHqQeV8Vz3PuKSnF3/Pj9y6YYHy66mGu1D+ARBWbm57Kus5ffHToBv8XItJ5+2sbbeLzQSzxQgCapBhspLGwpxXvYwmUN6xGOpWJNrfbg9hmJtmtYePMjpAi3Mb/1bEqGpxy/Xlz18ohNJSbKXGaNMkeR2BLbS157BxOSvBwdu5tfkEZu8FYCKXZu3fYgnNWI4S2ZncPFlEn9HFEcSNpxSEYXzmQNP9a+hCBAQfAVrml7ihStyAfVc+jJzGPO3p2srP2c5Xc9yzWdq5nYsY9ld37y1yfcv4B/IrmcBXSpqtrxv8pLgQ1APsB/K7lUgkE8H32E4vOj+P0ogQCqqhAQIgxH3XRHR2nX++jXRYjrdahaLXpRT1FSEdX5k6gqnEaXJ87eDifDfV7yByOkKJCSb2XMzFyMVt2XF3N1QedOGDwMShxFl0zQU0ZMLsU8Mw/JktCsqapKTft+dn+4j6S2XizxZuL4KU6rJH/6Seirq9il0fPRiIewoqK6ezDWfkZubyMZSghvTwghLDMupxBzRQWDkU4OePsxWxtJDw4hieA0JaGG8qkefxXFU6dwsGcPG3evRunpo7hBRbEnU57hJs+RjK30RMSKZWBI+jO9+J+DUX+Ez5uHaOjzoqJilDVUZFooc1jITTJ+Y0b7Db7Bvwj/TuTyzr/lPFVVf/YPa8SfgJDYDmsAdquqetGxMhPQT2KH+KG/dP5fqPfvFqQ/uP4KcgY8aG0XMd64kZctQfJGMkmOzaIxS+b96SaW7/ajiwyT6rYxIPt4yJIIz/9U75PYZR9npNzJr0deYKVBZm3XQ1RnaanQNPFuay6Lh81EAn1UL6sjqug4EnyW5ZLEPdomLhB/wjO183gh/xJu/+IxMNn49RltdIdPRnLNpTZ2IaubivE57sOtG0JA5du2O7hFXsq+3C1cvjORDiS38WVS9Nt4p0THR5NFHnnMjC0QYFdlGZdWb2R1/PvkaHOwu+D2sldYEOzE0381OaOTqcnZQJe9gU+Gt3JPShJvWC0s2JuGTjeNjM5DAGiNEtPqOthWlMNrCzv5ds1veHLG97li58N/1J+DsReZHs+lYMfbxEURVVDRHAtp7zYYsAWDtGWksj8vA30khGw6FQQ91tRGfla4AE2Ll8s7ngfgiLEMu6mF8/X1rOsZS/LUEEvcl7M/pOXxQBM3R/xs1tQRtGSwZtHFXL35C4yNHx5vS4FplDZ/MuNTBKKZN/C8vBelP5V5A+uJKEHeX/ojzmtdy9qkPBbs+BCTI4A1xYR9XDNRnwZzVpDn1j5OTI6y0ldHc7KPBY0f8GjWcib3J/xRC/1uKob7WZef0OiIosTi/U08NWkFhSluFn785YL7xeUCWQPjiIV9PJN/Nm+t/SW3netg4eERTq6N8tCEs7nQ+xapx/zZbrlJoP1YaPmF/bNYO/4irnjhHtpsxXx398e8csoKluZ8wSvFc7nW/zT3NZ7HZeM/QTMAthf1hJR0vvXjW3no4Z/xu7lLsVb28NPnX6UpUoZuOMDLqxbxmP9BABreSKSKST89xgYhlf62ROAn/+SFtAVbGHfUjNZ0MqgBlJHHKKhyojtxhJEnLuZHFZN4oKGGhglxfqw+zEe+76Ldt539GV/6EH4VPfknMzLah5rcSt6Im+pUGVmNUFPUy8klIZrffRD/wDMsdDSzzXMuc9MOc2RkmM5QLqk+C57MlYwL7yMr0MLmaBOFjtl8UtbDlb0XElbCvNf5MLXlkxl3ZC8bZ5+Gv9LGmTUu9K0lbJj8JnOzPPzK+ENufvIOska9JAUV8ocTmxvaitPRlS0jrKgEdQL2KKzteIx5+2vZO2kyk48FSDp9+T3cJ42QjpZN8lFWfbQD1dPDzVc4mN86iZXmd0kT3eyUsphh6OJaw8VMXDtEOCURlGd3gZ36ii9Td5iblmPJzKe2ajqVowd5/PZf4i8VoF2LKZLQvL86T2TNaU8TD63D1JbEIm8qa1LyKLaYmXLwV7yt+xYxNDzqb0DR6+nVBskOaPD27yF7YhsPWANM7T0Do+Bk8aEGdNNXMFTwKik/HgFg25JCIsEbiYX2EQtuwZY/i4KCNdw6OJ9VhxuJiDo65hTzXsV5ANz7+P08MeM7dE9ORorG6DnlS7L7t+CfRS7/EgRBcADrgfH/reRyNBDhua1tqFoRxSChmDSoBok0vUyl2UClSY/V4ybc2kqktY1oby9eNUhLpJ9WRujQB4katKgGPVqtgdK0CooyJhF1Oog2eBAjcUbtWpLGpTKpMJU0y1fIpm8IOrahdB4g2u1Gla1oT1yIWDgNNInvBUNhNn6yk7a2PlqStpPhG+bUaAVZkYQZ7mgkypFgmIisI2q10ReOYQ+2kDFcT79PS1zSUSCKjMnKQKgayzbPIBK7cfQ7SfXHGCqEsFFCi4AjuYL0qjP53D1IU90XJO8bxBjNJT/PQp59hBSjhLVgEpqq08H8xxuy/4nwh2Mc6ffSNOClazSACqgqpFl0lDsSpDPVrPur9XyDb/AN/j7825DLf2cIgnAR8AJwBbAVuBs4EahWVdX1N9b5dwvSX6xbifxyCEPSDwCYaXme3aPnEJVN3DtNJl5g4dY3R3goaZRVXjuf6aNcY43jb3mbuOFCDse2MmrTMcAEVoxsZ4KliN6G51mU00RHTTb9GdPwZR5g2kAfG4p+xbykL+gxb2ZutI0RUWRpZiUX7b37j9r1giVIjel8NruvoD64iJg8gigNI4bKKGtcza3n7cSgpPPtjVOJWyZR0LaO9NR9XLbERmUjnHNwEm1jljFc9BprMg9Q29ZJg3o25xTuAhWu2Pkwbv0QttCXAtGp72XFhnvYMWMuQf0qVFVFVPyokpk5O66m157GltnXkTOcjC2thxa/SrHopGDbGurLb8Ad+j2+FBty2MOZ2/Yfr3dvaQWtU1dhrnuFJbWt7J+VzCGpghRXIh1Kpt+HQU1n9cxJ6EMBRobNnDSylZdzziOoFbBaP2HUcyqKqiMpScDpVJlteJIZJQPcnfk0crCWie77WG6LkLndypGjmTRneynttiCK4M8vY1ANsGZxwnf2ot89TnbZCK8WfpcL3/0NLReMZUHfBo6+PwaAieeN0L/lNhxLf0h64/lY+6cjxvXUlD2IJb+W+mcmElFCLKxrRVYS7+/wd2NIuuVcZdzI6/fHac/MxJUzjgl7PsJtgezyMEtPNqGJCXxrYx4tybMpGv2choI2vrVFoSd3JZPq3gJgaEo6aTUJLdnPvjuWQ6kNlISuJLOnn4yjjbyQ+y3Wv3cLAG8sPJVzP/6AzePGUeQdIHPAhxzwA/DpvMdxpP+KgroBHl95JpcpaxjXMoiF4PFnU2soR3BmU+TbSn+NnY/HP0gs9SjxcS+zxa+hXJjAqa2f8XHHKlKNJzG+9nHM1kOM3BIjHtbR5czgyIazMBX4WVf0Ki8fjLJqnJZ892QYnoDO6KMrZQ3GoExWPMKSoIan0uGE+utw9Bw3YgDAqImhsV/E5pxPWdVbzhkpd+OKmvEM6nlBWITZ/Ydml1UjRg6nBMhTkphR+F3WtN8PgN4Y4ehZVeQ0NvFiSidDY17hgi0eHM44vz4zifv3PMDrhtkUdm3Dl2pg3N4+Ilozg/lnMsOvpdGxA3/ARvGohSWmRO6+1oFnkY0nkGwVUd5J7IV1LV5Jpf4U+j6+AfSwYeFizKM9uG05mI/WIihxBI3ClCm9PHLkLNK1McYM7+W92UO4DTFQZDJHJS7Z4uL2cT8nMi0b0SwS08ic/+Lj2NQ+ikZa2FMikOQHslfRnJbNZ1IpmnYfsTwTdwrP0mYsRNsqsj02hhJpmHQxYRKfMjzMlGAl9i8eBeD9Cxdx5qE0YqFRhk79kPyOB2iZcwNZn13Flvp1BDQ6Dhf6qRq2gyeKpK1GNp2Cx/0sCgH0SgzfrBxyKpp5Yug6ztz2GcUDoxjGLENJz+bMW078S1PtX8U/UXP5FokAc9uAOlVVlf913AQsV1X1ja+zHV8H/hEyMTo8TP8rTxBVJEJRLYGYjlBMR1yFoM7OkCENp9FOVCchmDVk2vTk2w1kGXVo1BjK0ABKfw/0d6KEnLRGu2lU++kyhojpdUhWGwUpY8n1FqHzZtBt0jNgl8lNNTOjMJmCVNNx88z4QD+hTzegCTegdWgRTElQeTqkFKEqKm11Q9Tsa+BzeR0DlnZOyD6ByydcjlFjZNjt5e2mNoIjo+SGQ7Qd7ccy1ElFzx7cgRheWYuIglaMY8ky4h+fQp84gH3US9IRC8lpVgYdoygmD4KkYFC0OE0CB2MqsR4o7M2lVJeLviKTpNBhzGIIS24V5innItj+89KZ/CWoqsqQL0xjv5fGfi8j/ggAogD5ySbKHBZKMywYtP+8/RhVVSEaRQmFUIIh1FAQJRRCjURRY1GIx1FjMdRoDDUeg1gMJRRGDYdQwmEEUUSQZQSNBjSaY3/LoCoogSBKKIggaRBkDYJWh2SzISXZkex2JJsNUf9NFN5v8PXi34ZcCoJQrarqob/xXAkoVlW18R/WoD++xreB64FMYDtwjaqqf7Ojzj9CkD750pkMbDHgMXdhTx5H8sAKLNIAR8Q3WG2+FFWVuMhrYCD9M/IGx/LmtLs5Y/dDOOIJE72XbSFyEWgQFK5yGRipNFK9aRP5JUfZ6UtoOCcZ11A7UoyqrSQu6bkq40ye1czi6cwRLqm593hb3hx/L35nMZd1rkKvbcBq2sWg8xKE0LM40htYoh+ifm0hxuAQAOf+UOKN++Jsm3MfxBSSPM0MpE7mpUm3cuOmcxlOGo/W+RwH5u5iqylh6imownGN55yt11E75yayDA10+0twqVaSux9hMGUKpM5AG0onv+NDOvKXQHSQkqOv0FxxI15LGxZvAaHYy+Ad5oSeMEO6KNpwiE9nzCRpoB1DOEbu8Aheg46c6zu4SHyTm56+C4Di5e24d6dgnz/Aa/VWptUmfPLC83Q8Uv5j5H3DSENhdI63KIuVUDucCKYwXd1LfawErRrFlvcI5tyrmJL0GYb4KO2uo2wNaHg55mZil5t5edl8e18KPU4b8rEU6XsnFvDp9G8f7297/11M6WthWWcaqSnngEciZNnDuMgKpJiRiLGPtlm3AmDw2AlaXeTtuoOBIRMHu14gJEoJ/0lRw+iVlbh7ruCxwnvo0g3w2BMx0t2wd85ifjNtM+8efZRhjYsLS24jaf8NXDLyBUM6F9PqOthXobIq40Ge9Xbwrk5HUsWTjOiGWfOLRMOfvq2a13Nu44qnf0WDYSyqKrG4fRdPjD+TX219nOSQB1lNmGRacoN4uww4lkWwmUcRBYUbkhycoWZxW8Y1lCbV8eCOJ4gdljHlR3ien+BRyrh84GLEXNi3pZQjE3+MsfNHPHhOkEDXRTwy/AxPiiuQwwZOyd1Gen4fj8ckfpTl5dcHL8Bj/wi73ktXVGKMaqRdSORkrRgooiGjhZtGnOi6zsC+bD2Td4dYkJ3Qil6yPp/Tsuv5oLccRRWPP5dlWe2U27oIuzXobDEePDofNRojorMyaozicH5Jjg9Xr6Tq0FsYJDPBuI8Tjnbh/bmfka030Nf6IR/N0pAVN1J99BxeWyhyqeVZ1JfDDOgyef7c75Pa+QNSwitoLJnJmQc72ZZ0O2nBNJY7tcjtNxDMfwRHZznz7WcAEIv9nH2dDipqd6OIItZTfoxvw09589xEXtrKyB7qtYnMSoXyILbO/ZiXDnFgdcI3O67Ts2GakyE5znU9I7wun8DJDhf9NWMZDGmZHfqUEIl0H6k6GZtLoTs3h+G0NFBVig5t5cclNyXqStLyvdG3CenSeC0ynZJ4H3d98QKfnLIQgAu2dxDr3ElUo+HQrDL8gVxm7d4AwO0338Hsj9dgke3g6uHp5f1MbDLz/Q/chFf8gk9bXoVj+TIV0cBLC1sZ76liWiATTeciDqdv59TeLNo0Y8jt+YxkTS+z3nnmr023fxH/RHK5A5gCiEAQ2AfsBvaQyL28gIQs/NbX2Y6vA19nQB81EiXWegi1dRcMNhEPKfjUDAblanrJYlgj4ddJBHQSEVnAogjYomBVBaySiOD3E3e5iI8O4HI10y900WceRNGF0Yg6DKINjSGbYXs+2AooSctjTnE2RWkmYiMh/Dv7kC1+jLodCO6OhO9j0UmQOYGhbj9HdvWyN7aDXfIn6EwaLqy8kPl584ko8M6gk8O+IOOMelxNbhpGG7D3HiRn1EOO1o62rZWYc5gQKlJGKqNJPoJGPyZ/CLNPg6ksj1iKh3DQiRpX8UoKB5QIPiVCaVRifFwl1aRBtGgxOQPIMYmgIZto0SJSiueSmpqLRqP5832rKIT8PkI+L9FwmHg0iihJaHQ6ZJ0eWa9H1umRNJp/K7/IuKLSMeKnsd9L86CPQCQhh/SySGlGQss5JsWE9GdMa5VQiEhnJ9HOTiIdHcTdHo7nCfvq2vh/3/OxY4JWi2jQI+j1iHoDgl53nCQKGilBHP+HIEpS4ns6HYJOB4pyjHxGvySh0SgIIJpMiHo9ajx+nJTGPe7E+HW5iLvdqOEIKMdy9Ugi2rx89FWV6IqKEKT/OKOH/0jE4wqxiEIsEkeUBGSdhKQR/+w7oqoqiqKixo99KiqqCqIkoJFFREn8k+f9q/DvRC7DwAPAQ6qqjvwfzlsM3Ae8parqH6vR/k3xjxCkH758Kdt2xMkcbuWpZS6u2PkIAOm6u/nZpGFMqplkVw7LjlzJ9vx3qM3awvTBExnXupJN+giNha9wTf1lPDv1Nl54SGD7zPtQ4wEEKRHV1JD8POHRi1GQcOk+IF/SkTxQS5vlRqSIi7jWziuT7sSvc+M23UhqShor1npJCtpQVR2amJsl0iZcCphrNyCa7ITNc1Ga1lNzssigFGWd4QZWuMr+4L6ShtbxedFWqj33AfDK1B+QroRIHjiVqd1Lmb3jZrSmKLnj+2jpXc7H+sHj56ao05leuxoAv05PyFTI3vFXolFF0gb3UdXwHHvLF1HVuoXanBRmtPSyfnwRE9v70UXjHBiTiSu7gMmzP0GTEkMQ4EjHfMpyN+MfMOD8JB2frOW9im5+81Scx5aZKNaZMc7q4R3uoDuehbdF4uwxdzJBhM+3zmXnmBg67QaGW+9lStYLbBt7BwDjwod4oe42sv1uxhbkoVFVfjjiZKY2gt6v8nT/OPR9RrJn9iM4TKhBgaFPC7nnkuu4ctdz7DH2MqXeh+Aeg1lJRFMxi+mMNTfzoP1HnDPpXuxbpyKevRbtWwvI9laizZ7Chn33Ul99AWXS2ywRv494zB/wevwsAwZ7bua0PTHOu0Xie0PnMMU1k3YhTH3Iy0uygWvan2JsSYSmepGlwhQ+SC6jX07lfbOCovg5p/ct3s44i7vb32SHmk+q7iiosLQ2EQzIkhfkyWmn0duays37Ev6nXRk2cgfcrB9fhD4txtnp++mSrXx2oBSpwMovFv2Qm568gyrbAIpboPCgl5qJNzK+7klWn76Qu2NP0vSeg6AxA1NgAKdB5PLrRaKuyYT6zgbginHP82ZfIbHUDZxEMZs4enzcXGVXecIlcJklyHW1Q5yak0m3LPPb7jAHu55EMb6N48Q9dMYV0nt76eqex6ljd/Jo5nnU9m5m1YaE/1KBaZTFhcP0xL6Hg1/zdMNkpFI9n2Sfjc37PmP3uXnx7B8wpW47laNT0Yy8ihRNpENI0WXTl1tGv2Ahv3UnOusFAET8H6JEGjia7ePDeWdw2qZ1rDnjAYS4FxEDEh5sPd8/fi8vfDiXT6fv4ZXkABevzyNdn0dqxmQaOt7FXj6Od/uSuX/rc4l3rcTH6VW/YJf+aipDz3Od43X6XdVog6l0aEPMLNlCelIzjW8XoCs04WoIsml2lKuzXBzafDuu/D1096ezU0j4717b9lvmZvbg+sLMU/POpcI4hDTkpMnrYG7PAVpTCyhN6+LllMW0RxKmx+ZIgDfW34WESn3ZbMpSs+g2z8MVbKN/9HfYis9kxrsJE+i9Yxz02cwMmNLJFucwq+ZRzCH/8Xs/Oqec4b4R1k2JsKCjhAJLDofH1pFTdhHDr+hR4sPYJCdhoRRJkLD378dpK+Q7L533/znr/nGZWgMAACAASURBVGn8E8mljkTQnkuAIcAC6PkyXoEANPwrzXP/VvwjZGIkGGPvR8fcUb+6PBFA1kqYk3VYU/SYk/WYJSdi907UvjrUUJh43ETMMJ6IWoI/psEdj+OKxvHE4sSPVSZIImZRwoiIElFwDjvxuUYIhzyEQh6UuIeo7MJtcjOideEnCAJIooBF0mBQNVjMSdgdyVhjLiwxN1aDHoslDa29ktBIFq2jEh9H1jOk7aY0u4iTChYwJWMKh/wK64fd2CSJaQNhhg6vp3G0B0WR0ZlTyEp3MKGnG21dHZ5IGLddz3DQSTjkRhHjxPQSoWQzskWLLh4kFo4ypMQZJY5GkEgPWbAHNaRZBQQ5hBDzQixEHJWgpMcnmYhojIhaAxq9Fb3Oiiyb0GqtGC3p6M1mtHo9slYLqko8EkKNRoj4vHhHRwi4XYQDfmKRSGKU/uHjQVVVhEgUlDiCmlg4C4KAdIyo6q02dFYbBnsShqQkTEnJGC02DDYbBrMVndGI+H8gRv+zfv3fi/lAJEbzgI/Gfi8do35UFRSfj+jICMrICPZ4iDQpRp5BoKTAgbUgDzkvD01SQgbEY1GCXi8hn5eQ3weqiiBKiJKIpJHRm83oTWY0kob40BBxtzuhlQwFURX1OOHU2O1IaWmI/4CcpZFgAM/wENFQiEgoSDQUIh6LImlkJFFE6/Eh9/dDbz+gIsgyurJydCUlyFmZf6DpjMQUXIEIzkAUZyCCKxDBFYjiDkbxhfwIqh+t6sUac5EueEkXvKRpI6RoVbRqBCEaRhQ0CImnnsgrq9GCpEuYj2t0IBtBNiR+NAaQ9SCbQGcBvRVVNhENKwR9USLBGLGoQjyaIGkarYSsk5B1GmSdiEYnIUligpzFVOIxhXhMQYmrSLJIDOj2BOl1B4nFVURBIBYJE/M6wedECvuQIwHkWAg1phKPScRiIqoiIWn0SLIeUaNHELSoqoyqaNBoZSRZm9Aw/6mxR4IUyloJjVZEiatEw3HiUeX4ceErn/8DURIQROH4p4BAPJ64HzX+5/mY+pVfWoMGs12HJdWAPd2IwSJ/LZs+/07kciGJpNBpwFvARhKmP53qVy50zOxnIokd2nOBUhImqz9QVdX7D2vQ14x/hCB9dvsjuJ96H104mz3TnFwoGHEqqVjCe7gjzU9YmxgwMw9r8ORl0qTrPF6micjEtNHjdS34eCoX1u3grmlXo02Gdwy3A/Bjw2+pNcdoNT/Ar95bwNH004l63kG2nknI+RCbZ7mYOvlk3mp+i6G8V0BVeXvd89Q4xxL1fwgkrnHJOb/C9eIzvGtoPB5xtOGkEvqTZcZtgq58MyW557PLI/NB2f2cIGUy53cRRmw20oe7cc6cR5d/AldlnIUgJIaDf1BL0+GZfOpQsccyCaauZP7WG/jRNTdx9f7f8oOlP2PUnoY+ovL9944woebXOLwJzdS22Scy6/PtiXrsItuKp7OoZsfx/nAuhUidjZHlBuzVnTgGQnQkJVPzRiVqTg9dcSfnHYzzxHkCTcqXu7qLvGfyfvkJeKRMJhzayYHqGQAk9d7E/M25bJ1VQ17KLTx4+H4uGP8Ae3edw+ucxtFwCmvKN/GrZ6MsOqmP2koLXZKFkEuLWyiiyNnIuoIYl94mMpJixTL9Tk7XKqze+GPqcjMQDMvxqhv+YHw8WnAl17b9FlNcg80yhtz2fUjFF3N1SiY5iDyB6fh33yHAr4mQb26iMLiZk6tn8MvImzxVfx8XyE6EiIVF3Tv5MG8mmaE+dthv5P7GeRxJv5KcwDq+J6/j3VAJYb98vM7s6fPIfe01NpaVY4ybWPrTWyh6dCa+NBON8Wwqg238MPgDxvd9QuX3mql/uoSInOhLUSshKFnEY1349WAKAYKE3xwj5k0ljI70iBdrfBTLND0jB4O4kyzszJ5Okb2Nj3vmc0Hp/ayWw/jbruU7Pet4Nnsxsu0g8WA2huw1ADyUEyD7ai39Nonf3KBwXXqY5NEIF/nt3NpdQvLgJA4IKiFtiIop20hN7ebEXaMYwgr7xlpZmryWku0dPOe1kyY9zfNH3Wh1WoRSmXCdHzFLpiu7GKsv0deWhkS6lT3jZzPtUAtqvJe+zHJObT7EXrOMIKUfJ5XxaDuCaCXieRlNLEqHI8zH0xKa/6i2BJfjTgwEMHd+mW7oxKEwl71pwX7yvRyxvsHS4Lvcw3UstHxK54COJAe8G57Net2JbBy+GVEtpNCwGbdByyfVuaQanPT35tJ8dB5eRYtFjGCJ6hlyTmTWsls58EYplJSDGMbWvYAdKd2kSYMU7zjEryefSyGD5HkG2WKtBsARG6Ffk3K8fS999HNkJcbeksk8WHwq5x75hLy0RYhKHJssM4qMQxPFHYsT8r5GIJbw89w29TQudh6ltaM5sUMPZM5bjGb3G9gaIxQvXE572/tk7fbx2fhy9pWM8sP4nQyFNewNxJGIEkcmRxyhW0lBjbsJe15Gn3QtAFc/uYC/B/9Ecvk0sBBYqqpqw7GyycANwPnAz4AHVVX1fJ3t+Ep7lgO3A2VADXC9qqp/k1D7WjWXamLx5nOG8Y6E8I6G8DlDfNWoWIuHdKEeW/QIen0crcUKOVMhdxroLKiqyqg/QtOIj7ZRP35/FF1YQRuJY41CakxFdPuIDDsJesOEgqCoMrJWj2TQE1QUgpEARL3oI6Ooogs1yYdk9BJWPfgVFyO4iWpjCHoNiBqGiRIiSnU8jbSUNDR5BWSPWcrOcAoDkShZnhiTD6wn4qlnXywZX1QGs5Xy/EJOHB2BwUEkmxV9ZSXh/n6631lD0D2Ax6YnblQQJRVMIiMmmcPaIP0WlVSjhVTRhBLTEhhNRwlmYREk0oxujKKXmBohSoSgpCMgawlqBAJxmVhUh8EdxjLqw+4NYgxHUQUNgqhBkjVIWj3oDSiKSiwUJh6NoQgCOknAIIFRI2K2m7HYTJiMoGh9hHQKITFKKOQh6PcSC4WJhKPEI7GE5iemEo+rxFSBeEwkHtUQj0kQFSCqoiCACipqQksnCInVugjC/2PvzcP0Ksq8/09VneVZe0l3p7NvJCErEAgBJISwOLJNABUBURFFRBSZAVRQBHRgwBFQxFcF3JFVFlGRQWRHIWELJCSEELJv3ent6Wc5Sy2/P04TYMRZEB39ve99Xc/VT5/znKo6W1V96/u97xuLtBbhNNIZ/DQl0JpcqsnHCb7TKGdACBqhR09rnkprnki1ENFEZJvpU80IKZFYfCytRLRTZ7hICJzDEwIhMoAhECAcxlqMsVgJfrGEVyiAyphK5wQmFehE4lKFiwXSeSjpI2WALDZjmtuI8mUaKqCeGKIkBZMidIo0KcIkkMYIo+G101UeKl9AeT5SKYT0SK0ljhPSNEUnCSaJsTrrW6VzBHFEaFI8kaI8iwgNQmmEBOGHBIEmJ2oELkJJmZ2n8BDSR4gA44XEIiDCp2YkjTS7T04KhNQEuZR80dDcbGhtNpQKKbnQ4asQXW2i3gfV3oR6xWGNxpkMfFltcUYjZYoUEUKkGGuxGIyTaBOgdYC1Ps54aBug8YicR4QiEpIEQSwkCEvoILQeyvoIE2LwSJ3EINEojJO4oTtoBKTSYYQABU5m99RKcAqQjoJyNHmOZpky0jeMCg053+KUxUpNbBrESY00GQTdwEPjCY0vTPZXGgq+pRQKCnlF4AlsmhA36iRRhJUBVvhY4WGFl71jGIQzSJf9BUhVkVQWSf0mElUmVSWc9LFG4VwBowPqVUmjDkY7dGrQxuBkgvRT5i/aj8m77cLbtb8ZcAkghAjIVmQ/Dcwmw9oO6CeTALUBr3lj14BfAP/2duW0/5v2TgykD6+4kpeuuoW0NhHZfDrjxt7DtMZBGHEV98Qnord9gxemH8K0bbMZFk/mX48IOOHBK/ntnIyx6eh3dLcIjl42lrtnbwSgsfFE8mNuYnYcc9PWLm7XB/CVKdlK8MNtV9B12924JQ/xwH7703zxxZyUr5K+fC/fzzmu6d2bBZuXc9yT32dVfRLKeDTMIAecdArP/eBaOmqalt1g33HDWP+9F6n6ijPOhO8/tw8/V8u5f09LodFOX2EbRmq+3KWYckOO3+/7JRAhQnh8esSxGCd4JS5RuXcYj04bR2clYq+1m/nt3vuzZk4nt805jimvvsimkRO4qPZFnm7bh4Wr72f9g6PJxymz6aX9pcy3a+vlCSPPe/PK4Mb3Fhh7Z53Y87jr/Pew9/D7aL6kxLMnK/4w5iCKj9zJOXc67nrvIromLyVS41iwcRpfG5Ols7hh7rc4rKsV6RxnPH473z7guJ1lv3f513hfxzlsD64gtz1hzfZdmL3PPA5bfCp1Icg5x8oNo9n2oZiND4zm4T26WZdeyBf7/5Xu7W2MXdtCx5JM/b16wbk0L/8OjdY2/nnWpzmo7z523/oyse9jggDrDFoGeDZhZN8gczZ0ccE/7cLV67LUHp+R2+m3RTbIKtZmbPWcGT/l7NEX4FXyWAv7HDOBny9dxfk/XwfA+Mo2rnvuesb+7Bqeu/LjdBZiFnEJB0XPMKl7OTvaRnFz09H8U/+dNPp7CJym2R/Glv0PZsEYj4XPfBqAPaPv0UsTUztLvG/VD6j29TLxsI2sf2gk5fGLGHj5NwDohR+j9HwLhcYGhm95mu8dvTdTli1mdP8GrtvlFH52z1f4/e5jMLFk7/ceQ8uMZ7h1zYPM9FrImWE8E+3gl1H0pvs7uPISytMvoJlWrr6/h0b/ATz0yUXM793MTwpXcUz+AF7d0sGqja2MXbMYPXUmDevRPu1ZBrsWsn+4mv2qN/GNltupdz3B3Gkz2e+pjIVbU1nK0z337axr/MGb6X5pLuvLY/nd7vty5OMPMHzdUqIgA+Fzj/kKzz85iIpfn+Vum9zPiFdaiPqu4oXp8zjn0RupXLgrtVf24Vz/FnLaUSi2sqrzGpq6v8HRw1uZ9+QdTBExuTbJtE0NTp12Jc8Wd+e23us5ouMjnLPpR3xyy+1sC9p4rHlPjuu+n2v1kXxXL2Jp7pPMMtdx9UFf5NHkJJ4KxmDXFdhz01oE4FvDmOEH0jLmyzz1wsHsN/teXnj+PdihRZXW5nb+0AUfffIXfGqffwbgsDiirfAUN5oDADio4aOxHLVpJRujdRy55rfc9K4T2bUxkoeHj2a+zlP7Dyuv3yr3EdqEz4dPsX3Ny7SMGMlJ//oNvvTqNj5Z28avvnE51fMuZdXyx3hwzHw+MqqN0WvOZFawjKXXTwfACsG8jlNYlpR4/8ljaJk1juceWMaD/j3svmyQ6T2LCMMqYy49+k/0sv89+yuCy27gYufc/3mLfccD3wP2c8699Jdsx1B9R5KNwf8E/A64GPgHYLZzbsvbKO/PHhPjep0lv7gNhib1YbFIrljayRblSuXsUy7jB28O7KJTQ7U3prKjQe/WGnH/AKXaMprS58kXG8iyRzxiOrVRu2NyzYQqpByUaQqaqFnB+ihhfSNhfSOmorMJXlKvUd/RTX7LNtr7BxleTelQrTSVhxOHzQxsqhNXU4wArQROgNQxYVrHT/uosoWu4g42hGsZYAs5a5lY9xgmoFxUDIzYlZVtu1NXw8g1IuZUltPWs52ttQL9NgftHcyesSu7bdwC23uQxTL5WbOo9vXxxEvbWRp2MqgUhd61jIrWMjLZQBJXqDpDzng0W0VYiJGFFHIO67uMALHgO4sXGITvQEqcdJjAw+YVMgBPpFjjIBJYnZ2blQFpsUAUFkgR2DjBJAZrJRaFMyC0wEQerubjVywyMrhEYBNFVRVpyBwydeSjeGjK7xDOUcv7xCVBXAbd7BDllDBIENIClsAaQqsJnMalgjTySSIfk3iYWOGMxGnQVqGtxDiJQWAd4CyB1gQmJXAa31mUdXjOZi1wDAFZiUNhnE+iQqr5MvVSGdfcStgyjGJYpmA8VCwQMYgkkzlmR2UQximDzgWkOR9XLoESuKSKi6uYag80qog0QRmdHaMkgReQa2kjbO9AlptwhRJaGUxSJY2qoGOkMEhhwGnAoJRFeTFK1fE8i1KgBOgEdOwwDY1frxFGNUrxAE26l2w6bsHCoCmxjU42qk5qKk8sPerCJxUSIbNfGpmhW4ugITximSNxPjKBQqQZVnc0xY586vAN+BaEUziRPWcJEYmoklAFl6KEQwmHEBmwc57CCoFD4FlLSJq52UiHUWCVREto2JDINmFMGeeaUOSxImO5DY6qimnIBtarUlI1mmWDVlmn2avT6lXwkVjroYyH0HmkLiBTgUgcNrUoU0W5ClLUaWDpF3n6KdOjWtihhpE6HwF4TjPCVOi0dTp1g5zVWGMwxmGNxbmU12CPdQ7rDM5ZHA4pJFIIhHAI4YZSrymCXIAKA9IwoJrL0ZPPs73sI3IV8q6PUNQJRYyvUjw/RQr7BkbU4oTN5NRCgA1xvTPQOyYza/4k5r/7qLfdF/85Y+KfFuG/TXPOJcB1wHVCiFHAQcBYYDhQIJMBdQEvAL93zul3ug1/TzazYzc2F35I75CD+oaNRzKlaS01O45Tc1/nF6V/obT+9aA3H1mzmn3XTOagpaup51uYOBjynekTmNUaME7vxi9LHuvH3MQ3unZwaL3Bk2HIe3mMZ/on8JW+dZgTD8VMmUXTY3NIfnsXJ1WWoH50Cgr4DLC33RXdG7E4mMcuzR9gzAemMKLbcf7KFZy/aiM9Hz+V+bWvYj+4HP93X6cpWUUUbuHyjpc4sOlo6upmPj/mRC7u/zq3Hv5z7j3zXEbOaCMeuBZfO1TH2Ty0/ERe9VfSb8uIqY5WkbLX2s1ce8wJ3PKebIL4iZce4vppB3FM3y20lCscyx34vmDm82uovNvQdH/WqSyetwfzznsOm3OYJof59NH0tt/BmoHLGXvnefSOyHHCv9xDx7v6eUJpWn4heOnYu7jlDsvLk99Pa89BtPb8A5/8PwdyxVcv59pZP2bitF0ZWSyxYqqmYDS/6d+L0x65m+sOPJrxPduIZp3LqOEPc1LXedzUfQ2f4zrSzj1xreO58KBbKG56ihGzBpi2+Gfsc0c3y9UJfOG2r/Lk8ceTdK1l5mmnsqX6bc7sfDfffegKotNO4jNtt+JxAY8BvestF91keXKXURT2nMtd+V2pyp+w4MVurnvXXvTknycWKTeVlrJ0cFfGm5ji9K8yvTCPlfUlvOoUM6dP4uavLmbK3p14ymNm52hgHbuPy/GuR+7m3tHDGHvrr5hbHOD2DbP5OD8BYOte7+HS2sWce9gBtNXG8tzYi3liwyD7n/k+Tm8/gAu3n8VXx/+YLx02md6rM3fl3/7zgcCBGK159jd3I2evJFdKCc0ChnXC8OMO5buDy3hi1wn0Ne0BwLMtk9n/9w9w2pofseN0gXjCY/5Jx7LHoccTFk7F9y+kOricyuDzdFbeDfwegAUb5nPKzBYebn6MA6ZewmUv/YQb23o45urLKA4M8tnHvgB1j+8c801MZLjyyis54OLvMKMVarUaH/vtArz9OzntjjnsyC/k80fuxq1L1jNv7h6MPmYcm7/0ONPnLeS23F5siF7grFE3IrwKy7eOYv8nnuDHBy3ihHt/Sen2W7jtX77EEZ85h+YRk1j+yOsBpDYPT/jQ97+Ed/bZ6KvWcMjnh1P9h1HE0YtMe/dRPNp0PWF+OkFQZM4Nczh03KF8feE3YOE3qXR3URzWgv3xIhbMmMXv+gJ+3e1z2ZJLOCZcwSeOeQKx5UWuW3IqAN2uhZ+cfijXLP4puTWOT/7uSh684HDeu7qfo3/7NAe+d3/eP1zyzB8Wc9DBM/ju9w4lD6S+YW3azuRiStg9jj5WMsH3WHzgfMpxxKDLMaJ5GR3b/oFTpUUALVZSLvl0LljIjpV9PDj2aFpzdWZOK/FkT8L8uaORo0u0SfiXV7Zxx7KtfHTvKh981wFMHnkCW15+iRG7TEFIOKL7PYx712MAXDRnd0b0Z6D0p1t6mJE7llkso31mLyNHnMiyB+7j6a4fgiwz4l2ZBHu/Y/ej65Uuzu+5gNuPP5X7BlZxxjvYL/+FbRB4y2SFzrlbhRALgH8F3vtXaMvFwB2vAV0hxClkfp+nDe37q1tYKHDACR8GHWPTBnG1n7Svi2SgC71lJVG1h1qtF1MfyCZ00kejGNQJgzZl0HPUchJTLqLLBfSoEr6YTNjbgexStG1cS0f6Y/KFKpWc4cXWESwfNpF+FeKExDqwTiCkoqCGYU0LNiixftRUnh3uqGJJdYyJI0S8DbGLRVpHh1FMTEMKzifxSqwuN7NDjCQXTae5YWipOZrrFmydV4IehKnjRJ1GXy+16lpqwfNo37Ak30Ft6t5ov0TgFKVawpMrVjCsfzue1VR0P833rmbCjl6a0UwKDbXxgmRXUIWIHcoCeYQ1dOmEZ/UgXq9m9xWC5nUesS+J2xwibwgEeP0KFYMwYI0kTSRpqoiMIhYltFJoBQ6LcAbfSZQTGFFHS4mWAiNVBllEBtS0cmiZopXGSQfConIWP68pptspmYRmTxO0WDwhcIFPWsoxIh9S8iUFKwmtjxzIEI4ClAGj87g0j0lyREpSLTSI8hG15gaVXIVuT9ArfAZtjobOo7XCmhyByRHqIjldJNR5PJ1HOIXFMQQteY0ilCZBpVX8pIJKG5StYVhUIYwqFLo2UcRQkFVC0Y/vBpCFKmmbICkr4pJPGvgkzid1PtopjFZY7eEQOF9imgVpkyRFkTgPawOcDRHOR7gq7NiA2JGBL+FsBsIyXmsIhL3OwgmyOBYSS9HWCV2CcgblLAqDEoaaCqipHD3hcLaVOrAoPDt0n5D4xiK1Q1tBzfn0qTIDQRGBpa3WT0d/DyP7e2lq1PGsGAKPYKRH3c9TyYX05nNUCorED0iVwmKyeyagyYaUbBOFNEQhSQUkwhEFlsgzaGkAl52HlqhYEDQEYZKBTc8YPKtpsinDTIVcuolytIVCvB3PZCDLCJ9UBaTKRytFNczTU2phe1MLqwqjafg5Uk+Rej54Ej9n8DEEzuIbnS0yGIuXGgJt8Y0jpw2hNbSZOp2iGwJDGnhEQUivLLJBdtJri6T4GCEBgScdJalpdSkdNqLVaAIlECp7tpyTODxA4oRASIl1jjSJSbQhMSmx1tRqMBj7RN4IIs/HOYETEoTASQVKInyQgUN6IIWPZwLQFmEtiipNbTsoblzKfN4+uPxz7J2WxRacc/V3rMC/cXsnVmnr9bXccdrH6LIdVMZXGN6XReE8tvVKRoWPA3D54N0012I+NeIDO497ddqP8L53DuMW9nKTPpgPeg/+UdmrRAfXtxc5s7+PZ4MUW9mT9QdcxU/ve5oPb7qZ0cVBThi3lO65X6Dj6a/xWN9s9mlZiacNi8fuQX3qRk7/7dU8RDPvcwNc85uLmPn7+yleNZFN0a/JzW6jffV+pMBFe4ygb7CDo9Z+lN1qU1nLU3S+70Tu/tb5qPR199vOCVOprVxGNR9y0Ir1PDRjPN/70LlMW7WBp/bajWL/rRQqv2bBskOZ1/okHbOqhOU673qknxfiYZR/qdj67RQ5AJ1f8jHt4HUJBid5JEc0iGc4qCliQqbenpAuluTbYxo7QlaMhRkbwQjYeMwx1Ocqxo7N8epLM+ge2MyBBx7Ibrvt9pb36frrr6Nj0jg2rvo5l04/kxluGVN5iUVP1DkizVKX8Lk13Fv3OGPFBhpRSvG5Ln7947N5cubu7Pvi85h/u5T7bvwhp/3g58y9+N85dM54rtjNJz97Nqv7VnPB4xfRqT9ArSHYOHgpV38jU4hfvUjSXMnxlPwop558NCfMG8NPX7iBu174FZXtZbrbn9kpMz4kdxQHbjqOY8/Zk8HeCD9U5Io+sTZs7K0zeXgZgLuvuJRXnnqCj119HT886zQmj1AcceWdqCXf5f577+I9KpN+MvFAOPmX/MtJZ/DlKTeybPKnmP2hy4E/7e8CcOXxWYd2zq2/JraWG7f08MzDj9O52yzWS4+jh7eyaHgLN134abauWs/8k45jn0Unv/7srroYqXJUKi+w55wbqes6Ba+AEAJnLS/NmMmuzz7Dl87dm1/vk/mbnj73Eu5acQ0/OfwnjC5l0RLXrVvHhAkTdpZbM4Ypjy5j2f6z0Ncuo+3DM15PsA5Ea/rJ7ZLN+xNr8UixVnHJJZfw5bPPRuZy6L4+/M7ON53vksc3E81o4qSnX2HJflPxb7qR9k+e9ub38eWL2bTpBg4+aDViyEd2ydYlzGyfSdEv8laWWMvq2z/LzBU3wILPwcGZry8XN8NF/RiX+YKl1jH2d8+Re3Arj31+IZ+9ZSkfnz+Ro3bLUrysXLmSW2+9lblz5zJ23Iv825IDidYt5SP7jmfTr0N2dDyBUylCCD4wYSLPdY1j/Y7lFKoT8EyB9gk5Fn1mLrmizyNfXczL/VV6glUUqxN4X3sr185p4sxDpuxM6/DxHz9FU97nxD26Gdx8OoccvGbnM/PgQ5NpbzuYHT1ZnzVs2AFEzYtoHnYABz+7mRvdcewz7x76B55mzOgPsmygSvrEw0zd512UWt+cXmbPG/YktSmLdlnEpfMvfctr+N+1vyJz+QOyRdd5zrkdb7H/o8CVzrm2/7jvHW7HROBV4ATn3K1v2H4XMMY5t/d/cuyfGvR2mTFjRvjnjImVah/L7vsaWvoYFWKUT+wXqascfQj6hKTXOfqdRTlLYFNyTtMqfVqER9FYgriBiAeRcRUV1whMhHR6p++TEJJYtlITbeR0Slu8CWst/aKVF8O92epNIutSDYHS+CJFUEW4OgqHyqbOWCEwQqBUQE4G+BG4OMYkCa2JoIOQEpKi50E5T5ovYFIHkSPVmlfdK2zQ61FRSHt9BK1xB4GWeHENkQxikm7WFx0vDi+xta1EoyAoyAbFXI0RagutaTdtUTdBT4rcojDdPiIVRIGP7yxWSmqFHEsnjWH1WIMNCvipbAAAIABJREFUNPjD8NQ4lGkiFxvyWhOIhLyLCYwlEIpAeATCw8PiW0dZR4yIa4yrV+ho9GJxOBcgnYd0KoM5Tg5RKQLhJBKD78B3DmUzKCSsBCTWKerCscNL2aFi+mWDuosZpEFFadLXWC+XIyZP4gKcDZAuQJmAwAYEJodwCpxE2NcAl0NhECJFkCBlhCTC+RE6XyPNVaj7VSLVwGIR1ofUz9rrMtjmO0HZJpRsSmAsJvXpTdrpT5qxWqG0I2+SoTHXEbiUgq3Slg7QmtTJ6zSDfy67DsIJkOCUQCoLHmjPEfuC2AMtwYrXJX5aiAy0C4mRAi0yUAkZkPSMRGkPL1GQSkJhKMqUnMjqdRkPjHsNfJIpiT3pEMJi8ajIJgZUCzVbgsSjVE8ygGUtuTQlp1OQkjTIEefzxPk8wnN4ypB4UPMVFSWpSYtWGi0SjDAIYZHC4iEIjCK0ktAIAi0JNJRdSEGG5CWkLkePLtNrCyTOy1w30bSKOiVVxctVqBUklSBgIMxTy4VYabDSDimjHRiLTA35RoO2wX46BvsZVuunuVGjUI/J1RP81OAhUE7iOYFxDi0dqQItJFpKjBAYT2GVwvgeRkiskKRC0SBkkBI1lUc7ia81KtV4OkXZ13JLZ2ykj8mk2BgCMkm2wg4tXgzNl147Yif2GnpyhQVp0KHDhUBgkEqDZ7JowtIDAoQLsMIDAVp4pBIanibxEozHUJ8k0cInteM45/zvvu2++G9GFiuEqAA/A651zj3/X/3+793eEQlQsoPLrjmL8pLML+np/T/IN7ZdhXQf4va+mXy04+M8etCPOezRYwH4jT2UQ+TDPG5mcYhaurOcDyfnE9dnc9Yho2l96mRW953M6HA5p8xawrJ1mVw2xcM6CIVmfToerRKe29TGOm805466j5W3jmTS4V28+ps3T5x/M/8sjnj8agbyAe1nKLw05o5HJnLgiA/QEz3H3uk9LDmmjTuSfr649EruevXbuKFoti/M2IfdVizmrgWbOW+LY9UrYwAYbB7FvFfW8rEvfx2Ac56/hxUipuI9z57D28jd3sXw8b2MOmw7k3vn4//wYQZeLbD5Gs2z9y2ieaDCwf391OovEK6RbPlOxvzu/Wwfz85uxinBjJcGeXV8gb67R3DnuBoLleO9Zy/mxfkLmfHoI3z9619/03l+4QtfIJ/Pv+V9StMUz/Po6XmYg15I6BadPDSmSLTmJebsPg6uXUD3OV10lEOcc0w8P5OEFueG3HbJ55jx7DMgBCddegt/qDZx6vyJXHDUjLesyzmHtprFz9/DY9/6Isc8mb2jwWNPMbwcUs697hN56T/dzNRP+hw4fgE3rLiBf57zz8R1Tb78XwcQGOzZQWlYG98+5QOcuftKmPMhePgyOPeVLGfa76+G+y+EY6/DrXsc8dxP4ZCL4ICz/8uynXPU+vv+CAz8R/vmh47l6HMvYOIee71pe5r2I4SH55Xe8riV06ZTmDuX86Y8y+iFR3Hfuux6P3b8Y7Tk3pIU+l83azORhpT/Q8HIL8+EvU6B0Xu+vm3r8zBy9zf9bFuc8vDzWznvzmWMbsnz+/Ne90E0xvDkk0+yxx57UCxmQPbrdz7BDU9tYckF/8jlVyzmsLmjeeZX695Upl+AfU7s5K57fg7A4YcfzsC/N1i1PeKEz+5BzSgmzOxg96/8lgVTO1i0+yhaCz7/vnzbzuf7gQd3wfdbSYeCHo0e/UF2mXQ2r669Gt9rYe26LFVJU9MeFPITUF6Babv+9+O6zf7JbJZ+eClK/nkREv+K4HIiWWTYTcAnnHNP/Yf9NwMLnXMj/8LtWEiWEmXeG9sghLga+MB/Vv9fElz2VyrcePN9GD+FUENocHlNvilgVHsHo4eNZEx5DO359j9a2DLWUUs0tVhTi032N8m+V+OYHY0uNlS2srFnC43aBjy7Hd/1Uyai4Br4JORcncBl44mRObTIJnOe9Mh5Hkp5OCmxQgyBKrA2C0ZitcU6h7CWvBaUEiikUEqgrAPKukxT0ow1ReqU2RG00h200eXlWZffyqbCOgZEwmDUiYlGUE6bGeVpJoU7aKNKGEm8xGAqARXRQj1XoBZ6NHxLQgMjInSQpRNSKsBDoaRPaCXFFFziSFKIrCOxGVvlD8ljpTM4NIZMgppNg19jWTy09DDSx0pFAAQIcs5S1AlFneBZgXND1wOHFoZUaFKZYlSMVjH2NQkfFiEsynoo6+GcjzUFjM1jbC6bbguHEym+q1M2EWU0zcJSlODJFB1GpEFKKmKqXgUhBgnFAEIZKIR4+QThZ751NVOiErdAJUepz6cwqPATH2x2Js5lAM8K0CrGBVWsV8V5Vaxfxfo1Ui8i8hNiz2T+egikc2AdJIrYhsQupC48UuGRIImlInWKwFia6ynNsaalrinFkkIiKaQCZVUGREUGcANS8i4l7zLAH9oY32lQAqsc1XxKxTdUvMwP1QiB5xR57SFdDmeLxDZH5HKkMiRRPtYJcBajJAhH0dYpuDqBjMDTaAVGOIYeZ2IENRR16THoe/QFHvW8JPUkzcKnPfVo0ZKiYYgpdUO+ginKjxFhgi0J4sBRx1HVPrWkgElDSi6mmZhWMUjg1fG8CKUEngjwRQ6PEOEUwkqMExnIRmGEQmlLuVqnPDiIp7PxVHs+UZCjEpboy7fSV2gh8kO0J0h8QeQpEimIpSSVksT5GOuTTxq0NwbobHTTnu5ApI6+uESPLpC4AOUMgbAUnaZgUsI0RRmNZwWBhsAphAiRKiT1LInSRDKLUJIKh1EOp4beJjHE/AsDIsWSYESK4/UFL99JfOMjkxASD7RAWFAOlHMomy3gCCTCKpRRSCMQRmCNwBqHcRbjNDiNJGXd+Nmc/63L33Zf/LcELs8CPgFMJwsM8D3gFudc4z898O/U3glwaW3Kld/6OOWHt1ELAx4/cFd0y/58a9XNbIzP4GejzuOy5rG0rb2fc4a3M+mF6zmy83QmiO0ALDv9YYZ5ecJiO4fcciinLc4iMh7cdA3TCw8ye+I49q83OG1TJ5vjgH8sPfum+v+pdhrfLF7HPZt3ZeIfqohSEwwM/PG5Ssc9syfjC8M+CyyPP+IzMuezNUrZ95XNDKtFbL0iwRVg8xPD2eewr/Lrf7uaH57yYXrCXbkiOYWRVBh1VsC1hx3KsH26eP9NVX584u7UNtaZMncd5jpN4kkCbemc2Muev+hDX7gHd708lU9U+5H77scT6qfs13UMP9i8luOffAYzuJYdxzkGZwb4fszqxw/l0HG/5PfbDmXMvD+gHTxe9diQSCa+eDxTp05lb62Z8pGPsHr1asaNG4fv+0j53wsBnSQ9rN1+P27Y0UwrvgGIXjaOCQPf5cWvvIdi6HHwlQ/zkf0mcPHdyzl+lxxfO+1Q7l66mbNuyRYE1l1+5H+rvtjEeA1N7bFHaTr88D/an8YGP3wHwo7HVbhsNOz7aTjs9fQ0bFsO39s/+35R/x+HZP8zLapVCfJ55P8QGNSWLGHDR05m5OWX0XLMMRhruPrZqzl77n8NfP//bK/15/e9uI3DZv3n2GQwSpl98W+57sN78bubVzF+h2HRWXvQvWGQsODROqLAhs3r6apsYPPmzRQKBTZu3IiNFGMH9uKUa/5hZ1nXPbqGf/3N6y6Cnz1kCme/eyoA1erLLF6SPbu7TPocra370ty8x87faj3IwMCzLH3+YwDM2/vXlMvT35kL8j+wvxa4BBBCHALcQRYp9vfAc2QuIweSBbr7mXPu5D9dwjvShhOAm4GpzrnVb9h+KXCOc+5/nEjvHRkTnaW/XmdHn2Hz9hpbu2vs6G6g6xoRG9B/PGfR1lIzNQbpp0Y/kRwk8vpJvSoCgRQgkZRpZZjsoN1vIRRljC5RTz2qxjKoDYOxJtWGVFuc1UwSrzJJvEq76EZYg7Sa2ARYo4YmdT42DbFpEWNDGraARRFLS1erZKCUkuQbJPk6Ug0S0IOQfeSpkSfCdynKGVqMozWVNBlBDghzGlXS2BAkAlET+NWQnA7xjI9NcpjGCKh2gOsgUQGpDNAIaggiwMoEhwZhEVhwBs+YIRmgRZL5iBspSJVAD8kvs8A5KQiNE4a6slSChEoQEfl1jIywMsaqlEQ6IhUQiYAUDy0UBolnfTydwzd5pC0ibIlIlBkURVLhY6xCO4Uw4BlDKY1ot4O02Rolm+IZDz9VeDYgJ8CTCS6oYYMqvowJRULeQmAVIZYCloKwhAh8FNJZlHE4a4idoSEtDWFp+IIkUESBJPVUxvSoIfbZWSSOFI+6zFFXOWqyQN0rUBclIpEjcXmUEXToHprsAFUX0O/yDNoc1iqEU0jhEcqAQAaZDBRJ6kQWsMgJLALjJEIoHB4OD2VBGYe0FmkczlowltRatBNEQqCFRbgUaRPskAzTV4pcoPD9hKTQh5ObsWILvqgTyBohMa0W2pxHMyGlpB2ZjCBJ20j1MKRTKKnxpEaRktcR+ahGKeqnqKsEroK2gySuTs1A1TAkz82uWxAoZODhKYtQEq0yMI0TWYRdwCGxNk9IjiI58IpYmccjJNCWwCQ4Z6grR1VZaspgXIqXGMqNgOY4xLeCmh8zEMb0NRn6ipqBIKGi6kQYrLAYZ4e4wRRlDEpbVGpQiUMmEpGIzNVUGIwwGGmHnnWJdJLAKQLnkXN+9l1IfOkQymYfz4JnMcphfIMROlsocQ5nBMZKjM6CUmkMkTTUcilp6DLmWvg4F+C7HJ4tIk0eXIh1Ysg/1WBVilMJyHQI6FuEEajUoVKQGqSxyERDYhH6tXN4jRl1eCJbEvKcoKkwls985e2n6PqbAZc7CxVifzKfjfeTAfkbgOucc8ve8cr+F+2diox36aWfZ/pjD/HCmLncs/DdbBw1jm2PHsLd0Rf49i6/5P7NKzlpZCdfP+lhtj0T8eRLy/nmpFZ07XcUBu5C4Dhj9zP4zvPfobkxnF2753Fk+z1senJXjvzceVx2+3lMViHnmcd21qlFjqR4FIXq7fR1LuDHj0neszlBbF/HtOO3ZBhin0+x5L47aZo/mTHLnuD22gx6NmahuifP2swry0cjrMNJwW4btlM6sJ9VuX/E2SWEk0tsffVDyJMX0r/2QmbYFwllxI2Vj/Hh8vUUkwbh3QWWLYqYEmbO5Vuf7qBraTsAB6mXGdUyjb4HszlPtVjknn88itmzZzNvfInRv/gAW1ZPYMz0dbwsp9Fke3hxQfYs1+uj2H//u3lwyY/4zSuP8VRpDXccfDE3/WAZra2tnHXWWbzT1j0Ys//XHuSTCyZxxsLJXP3Aak49YCJzL/kdAOOGFeipxjzz5XeT8/9Gc1Bd3AwX9sF/BNrOveOg8p2wrm9+k46zzvqbyrv292Y/e3I9F/xiOeePG8mCPUYw/V2j3rR/xYoV3HbbbVx88cUAXH755SxatIgpoyfhN78Ze0w47x7OP3wapy2Y9Ef3JEl6ieItNJVn/cm2rN9wPc5Zxo877X/lnv41wSWAEKKdzLfyBOCNFP1DwHHOud6/cP2HAvcDc51zz7xh+7eBo5xzE95GmX/2mNhVrXDRAzdQCC2eZ3AkOAxRmjGRkbY7UxC+FtTC9yTDiy2MaRrO6HIHw3JthAyjHuXYOhDRNRhlQV3IFmCSKCKoRZSihDKGPDElt51m+RJFNiBsBVmtEvbXkKlBCYnzQ6LmFmpNw6gUm4mMIK0NYmo1/CRBWJfJ5Oxrfk8GIbLxMfOXkkgFeWkIJQyagL7UwxYapOUBqkFCwzmSVGAjcCkYNFpkwW6kCxDkwfkkeNRxNIBIOCRDDKAtENiAvJUUnMRzIdoVMRSIydMnmuilmbrMY9EU0u201TdR1DtIgoRGaGiEhsgHozJfyVD7FCKfQsPH00PpIPCRhPguICCg2SS0xXWGJ4MUlaLWVMaGCutbfJUiZUrRDlJwFZSMkSrCKUMqJbEIiUVIKgKclTihiD1BLB0NJRj0ctRVAe0ViGUzg66ZqskTuwKxDIldlgM1bCR42iKcwOJRCwrEXhGfgPbE0ZFaOuOUpiSmHCeUkphiEpOv9xMmEb4QBCIgUCFSDskuh4B56lL6TZUBWyNyCW6I5SsEPuUAiqU+CPpw3gB1lZAKg3EK3w4nb8YgzRgkZRwB1noYkxAlPVSibvrjXrodDKgiA36RmlcgVgFJEBB7PtqTSB1jTYI1KSI1pCKPFh4Wj1SGpCJEixCFxccRCCi4lACDkCmpF2O8KjrXj/XrSGmHIrVmEk6FIzSCMFH42sezAZ71kSLEEZK4HBVTILYSaWKEa6BMg6KuUzKDBDqmqBMKSUrOaDzjkDZj3MAhZBaNNfE9Is8nFop0CCBbZ7CkaGnR0uEEKAsIgVGgfTDqdQbPI/PBDRUUlCT0PKRQQ1uz9CJOhQgVIFUuyzvqS2SQ5QOV4rUEKg4tIlLXwJgqcVLB2gijNIkniDyPWA4FsXIKp32czdjCsolpNjVCY1EapJHoNMQkAVQzubL2ckRBE0mQR8g8yil842V+q0YjbEwqYlJPYkUO7ZUQLiSXevipI5/WCUwDKSK0SkhlxvYLHIGJKcYDCDVIFNboKcZUC5K6J+gJBAO+B9bnhF2O57hj3/6C+98cuNxZuBDNwEfI2MyZwGIyNvM251z0nx3792DvFLi8/YcfYt1Ly1j475YrP3ACL49ZyZTyAdyy7PP8snwT9+76IJe/+0Kaw2acdXzrpU1ctj3zY5yj1rFp7ZcZnWq+ud/F/Kq2ng8+/whNTcPYOOpj3PvtKylMG8fPWxbz4MArfFd+lul79LHw2RsA6NIfJTz+Y9TueoH6C4+xY9pDzDrv15S+exSVjqnsLzbww/UVHn1xNrm2iPTwTch7p7Kgp5MH2Mo+9fU83Twdk9aZt2YLSyZPJlf8R+Y/dwVBPWHpDw5gePUB8OFk/S2O8R7F9d3NrI65TNVZ2pB1j7TR83IHteG97Pu0pXFMzLzHexk1u8LA+jzbnmqhf9Qo7luQRa38It9mw69aaZteZcvk0cwkA6Bb557HisL3mTL5y3z1pcdZvHUxAHtW5vCTM3/K008/zbRp0yiV3lpq+efY71ZspxAoPvj9xew7aRjjhhX4t/fvzsbeOiObc0z+0r1MbC/y0LkL3/G63zHTcZaf6v/Z/1V2yJUPc/1H5jKp44/fC601119/PZ/61KeATF6r/kQeuuc29DFnXOtftK1/Sftrg8s3mhBiEjAJWP9GFvEvXOc0YCXwfufcHW/Y/iug1Tk3/22U+WePieu2bOdzP7gZrI8gIJA+gfIJlMTz1B8tPLzmRpDalMRGCFvDFwmhSCnKmFbP0C4kJV0kT56Sb2gqVvAL2/HkDhwGOdgg7YmJuiKqDUnk+1TG5OgfW2Cw0Izx2olUGzXZQiKLBM7Ddx5hmtLR9yql6ipKsgcpFIFfwhPtiLQFoUsIU6bPJrxkGqyOCzQXexlb3kQRTWAk1Vonlfo4rGgjNYYkHqRQ3U5L0s/koIMwGMMrpokVqaXHaqoFn772kDQnKUhFURoKZpByvAXfdOMYwIkq+BEulxL4koxgEcSpIbIWa0EgyZscRVukRJkW28awtIOW/pCmni7CwR0o3UC4hETExCLLbSmlh1GQyISabNAgwTrQr0XHhEy+5wQChURlUj5UxtaJbMIOGZsshcTJGC2qWBEDEIoCAc0oV9wZzMYgcM4hbcbwecYgcDTyJfpbh7O1fRS9TQVqwQA1tZFIbgWTEKSWYXEL4wY76awPp8Uq8ng4abFohFBIIfCEwLcCZQSkKVInGSvlHHUSqh4MBJLEE0ghyeGTdz4gUc7Dc172XFiBwBIL6CalhxpGdFMUOxhGP2WqlERjZ1genMMXDk8JlHQILNak6DTLF4qzmb+qFEgpEb7CVxmUckIicKid7HRKamNiY6m4AJAEUuELhRUSJ320DIn9kJrfTH9+OI2wlciGRA2DEf0Yvx/r9ZOqBrEzJGiMsBSkJq8soZAESHyhCJB4xiGMwWidyU6FIBnyGXVCgDZ4DYMXGVTDIiOHSB1WOhIJSehRLxSJc804WUARkhOaAE1oUwIZk/cbhKqOJMVZi3OOaj2gv57DNiyt1Bgh+gllSt4YXCyIah6NKE+cFLEmBKGyhXMpaBQ8agWfWlHRyEMSWFIfpO/RZCRNkaU8mDCqVmG07qedKlJajCww6FrosmPocqOJRDOWLBiTcqCsBpvirMNRBdEPYgCoI4TAQ+FRIEgDglgTJNliATYFZ9C+JAkUVU8SkaVmcThs3kcXcqACpPBBZP2gBKQDaR3OWbRUaCnBOTxj2HPhPBa+5/i33Rf/TUWLfaM55waAa4BrhBD7kbGZ3wG+KYS4gcw3c8Vfsg1/D1ay29g81tFXbmLvZYux3hgeH70Xd5cWsSFp5q7ih/mO3wTAyEcyV9br+gPuHawSqdFcMeenzLxzIe6OM5hmNakdz7dWCeBKAIabNo58ciT7Tz2XzVET5zQ9zkIg6vf4gdxGcMmXOOL5NXR/LmXqkVfxwv3PsevE9xKvvJ4fjZjBIy+OB2DGEa9gCwre/yL2iVmMWDacyie287SuEhqfsdeWGN7fzdylr8sq9/j4Y0DAQ1dpBH1sSiv0VL7KES1foeeXk9hSzeMqGiUF+2/uoHNgDcEPLIMUcXMq1HXI5BO2c5V/IjOmTGPhwoVs+8yjpLWtPFHcm8Mvuhs2PAFrH2XkwvOIew/nkW3LWLx1MZ9IPsFhBx7GlClTAJg7d+47cr/cUHJoKQW7fPE3LNp9FHc9t5lHP3cQnU0hT77ay82fyHJjjh2WpQc57/BpPLX2L0pE/Pn2/4Dl/5X2wDkL/+Q+z/M4/fTTd/7/p4Al8HcNLP+3zTn3Kllwnb+mrRr6HE0m0X0tB/VC4MK/clt2WlPRZ/auDZSsI6XLcvIJATLLS+cFEiGzEBmJiUl1SnNcpD1qpj1qpbkxiiAdxDO9+KYH320F10viaYzT1HRA//YCyTZNLSpQyeXpb26hMWIctcmTodhG4GVSfQG0Iek0KeVoI166DmOXkyZdpHEFQUC5OJMp8z5DPr8L1aqmvy+mWm2wubqF5Y0etptBxrRupLPUzSjToDLQxPa+VuqqSketgf//sXffcVJV5+PHP3fu9D6zs73vwhba0qQjCCiIvRfssRtrjFGjibFEYzQae6wRsaNYQZRepfdd2Mb23qbXe+/vj0XUH+Rb/AYkyX2/XvOa3WHnzjmH3bnz3HPO8wSbSYvWYI8EcQpxvLpCdhmOp9xoZx0QF6KItl6iHnBJUY7zxknyxhA7vUTkPiRRxmAy4XI5SfNkYTAOpiseoykcpikhE4kbMCoOUuMmMmQTbsHUv88vKhOPyweWXELCADF3mHB2N1GDm3DEQDAYQxDNmJzpGG2pJOJxpHgEJRFFkRKgQFxRiMoKMUUmJitEFYkEEWJCiJgSICoECCt+4oT69zYqChoENBoRnaSgD8dxRJy4I0XowzJCLExQltDLEfRyGJ0gY9Nq8Jj0JJv1OPQGdDo9CEbAgEajQysYEMUYgiKjSegQpAFoGAAHAlKvPkxbUoCmtFq81ggdDhlFY4KwFnpjSD0BkBVkWUKx6pHcRuI2kVg8SjQQwuIVcMesJCdseMwe3A43OpMeKR5CiseQSRBXIKqArDOCzoDHaKDYaMNiSkOrL0XUG9CazIgGA0GNSBciPYJISKujm/7g1qTRYNAIWESRdL0Wj06LW6dFjkXwdrT339rbCPn6SByYGFIArU6PVq9Hq9Nh1OkxaQRsiQSdgXaavU30BrtRpP76nKJoxKqz49DbKTLaMIgHcjhYAfr3MUuygi+RoDsm0ReTicX7y4sg9SdPInHgXhJRRBHRoMdkMmI2G3FZzHisZiwmI1qDAY2oA4UDpTq+u8lIUgJZChFPdBONtRCX2pBkLwhRYhLEFB0xWU8woSeRcCDFzUiiiNVqItWdTLYnHYugI+TrIdTXRbCvi0jQh6IoCFIMU8SPMxZAjoTQarRodUZEUY+o6BAkASEGBJX+23dzmYKAoNMj6LQIggbFaUU22ugwGEhoYiiKF0HoxoSPVKmHuNSANh5CJ8kkFBsBTQqYkrE6U7F7BuNMTcVut2O1WjEajRiNRvR6/Y8ukMmSRPv+apoq9hDy9qERRdIHFJM9eCgG86GJ/uLxOF6vl76+Pnp7e+nt7UUQBCwWCzk5OaSnpyOKIvF4/H+83etIOKLB5Q8pirIeWH9gX+al9M9m/lIQhPXAXYqirDtabTnWWLIKkXb3oRUjKMhYAi4SWi3XjfrVwZ/Z/3gZfdEXmZOjwxwPc9rVx3NKOEHmxj0s6oZnUmciClZmNzex2jST/pVV/eqq+sskfHzlccxc9Gee/OoUfnluMZWX/xn9kCBZ3T5iEx1oS6z07JRY/9481gMz0pJJ8jYBTgpz27CFdWTtj9PWMgbDggXUzvotz9u+r/84KOk+Slq7+OzU2VTMdnF2+7vkvJxA36qh9K2RJK4u5MpH38IQ28vKkgkM21+J5DaARsPQxg4SYoAbbtLw5kcR8kf3MTd4OfXFBz6wxmXOOy4NYf2DtChtfHz2WcT1emYLAuROgNwJfFj5IQ+ufxCA343/HaO0o0hJSfmnL7H7cEsTNZ0B7p5VgiQrLNjWzEmDUslymdhw7wwae0KHvOb1Uwq5fspPL2arUv1c1GXH/54URVEEQfgj8IYgCKuBVcBDgBd44+dql1Fj4EztRGStQkIrIysy4XCIWCiMNqbBFIliTnRikLswy30YCSHqtIhGHRqjFtGlRbQko7FmEDAXU206n0bRQWskTFt9HYnebgSjEd0II0bZS0ZSDiM9uXiIYQ52Ee7bQ3dfOd5YE+F4BEWBhCTS4zWS8DoQwunojYMRdXZAoBfYXNeGpK2kOVFHZSKG1hIk39lCocNLfkSDtyENb8CEAR06QSZZjBB4CYc1AAAgAElEQVTW22kT0+m2OGkxO4nHTTjjIg4kjBovA4M7sSW6kMwKdn8a9oAbrdlMMCebYEYhPllPRJLpjifoCgVI+HpJ7UmQJYvkoWW40cQJVgcmsxGdy0A4JtPnjaNoNbjSLHhyzGgt+/H51xNP+FAUK6FgDh0dJsBBQUEB+fn5/+UFpZ9KkiTi8TiJRAJRFNFqtYii+A8/DId8Xrob6+lsqKOho51ELEoiFkMjiuiNJjSiFlmW0IgK/dv3+2e3pHicaDBA5MBNkSRMiBgR0en7a6ia7eno0y0HKpF8/16njepxJKfiHpaNJycPrU532Lb9VP+rTwNGE8k5eSTn5B3yT9/1U0rEScRiSPE4siwjarUUa7VoDiSh0mi1CBoN3ZFumgJNNPmbqAo0EZe+L/CgHMwx+8PvwfiDx3SiDp1Gh1E0YtGZsOgsmHVmNBz4vxMkZPwECBw8dwgH9vKG42EC8QD+mJ9APEA4ET7Yh/4M6i40ggaP0UOywYxTk8AtRlDi7SiKDykhkIhokWO9EO8hqnFhdLixeUoRtd/nwPg+K7SARguyFCUe8ROP+ImG/ESDPkL+LuIxP4ocQ5ajSHIEWYqQCHsRNQl0BgG9UYNRb8Ctd2MVPdid+RiTxqDzJKFNTkbQ/uMQKhqN4vf76e3ppnF/LSGfl6DPRzQUJB4KEu3rRZYSCBoNpqQULGkZ6NJyAKjzBqhbt/77/gjCwXwKWq0Wh8OB0+lkwIABOJ3Ow56jdf/k39f/raMWXH5HURQf8DzwvCAIY+kPMscD/7HBZWqyjYRWT8Len6FucNUOsrx9vHz2NQB8uGQDBbp6tssJbt8nk2G4AKF3LaIsMcok8MTqyzElNFwz+G5OsBvZtOkrlk09m4qBZVzQkCBr8UOcedf9zLvnNpY+/wCjnmhnrjcT28TR4O2ma0icdZM7iX8WJV73GgmNjCLK7DeNpsXfxqBTatBnxfBFRWI1z2H46tf8/bwTGTz5Txh9c3AKUfKtbvKnB0hfGOflolIuDL6CJTXCn++/lqXCTK5d8A7XfPQcw5JcbOpuxuNtpcVto9TlJ39FB8suKGLa+5X4TfDWCdMp6YxQ73SR6fMRTCQYmLqBVz55jTmVEVpbcxns7mHaHx858KbU/4f1XWC55ZIt6MX/Plvqf+eDzY2cOTwTvfb7E56iKNw1fycXj82hKxDjvlNKuXpywY+e991spUqlUh3LFEWZKwiCDrgNeJT+8/AERVH6fq42SbEAusYP0UhRdDowmEVsDhNmtxlRK4LFheDOBefx4MgGcxJBWaEmHKU6FKUqGCF+4IOYXSOQ3VCHe9dKSjUKOZMnY3Y5Eba/DaWnEs+ZSU/vGvq8q2juDVDeHSHsS0Pxj8AlnoMtFCLU04XBLJJVWkBKXgZmux6TVUdcaGD97g+pqNyMNixhMkpY9TrKRANd4WRqgmVERDsmhxnngAx8pNLeEyfR6yPhjRBSJCIGHQURDWcHtCRrwlg8qzDs3ExfQoM3dRRuyxQkZypNuSn0ZDsIG0S6pATuUIKcjh7cfb0kyWGSdDqcWdno8rLRppjRuo0kEgp1O7voqPchBiSyStzkZUfo7V1NZ1c1FfsFwpEUNEIugqBHq9WSnZ3NoEE56PX/9/Pnf0UUxf9V0Gq2OzAPHkb24O9LhSmKQtjvo6+tFV9nO2G/j7Dfj5SIA6DRiJjddrJKB+NKy8CRlo5O/++3OkcQhP5ZS73+sDNd/79kczLJ5mRGpIz4X7+WrMgHl6CHE2GC8SCBeIBQvD9A/eE2OwXl4P13X7tNbnLtuVj1Vqw6Kyat6SddvEwk/ESj7Qdue/vvpcNXQRSgfw2xBQQLGJPAhIBHa0OrS0WndaDVOfrvtQ70eg/xcJyw30vI5+v/vfJ5afd5aWrrRWn98Qq079r/3WfRH201VBREnQ6D2YLLbCYtOxOD2YLZ4cSVnvlPv2BxLDnqwSWAIAgnKIqyXFGUDfTvw/yPpnPn0qOrRB+rx+MS6YpJpHdWM3/BU7w84QIc9gXEwg7ssQXAOcR0I9Fv+xDNmkf53JREMGLEJ7xGpsHKIJvEic40ZuWPY6ykMLcgTuN7nx/8A5h72/1cO8tCx6tRumSFk3fU8JdcB4UfFxMwJVh6QhNTJB8PT3mSZx56DTChz4rx94bbufex5wnyazaNvIvsEX/lT5rHMAWeRkq00eufwdreicwfn86GgaO5Lv44NTEbSw0zGbdzK/Nmn83nt19FlcdJY4abWTtq6HTaSN4ZYM3sMVSOCDF1gcyd4TzeTKpFEz+eWTNnYr/yKhrPn8idWSHAycDqKNUDBzP8wim8WPMqjiYH15ddz1+2/AVREPnm3G/+z4GlNxRH0MBd83dy1/ydbL5vBh5r/0npuxIjDpOO/V1BCpL/+zdzlUqlOlYpivIa8NrP3Y7vWFweMq95BI3OSNSboLs+QE2jj1BIIijJBBQtnQYdMb0OJRIH2jCLGgrMBkosRma7rUhbtxFcswYUGfPYcViuvxohEUJe9zTegEzvoHxC4XXsX7qahvqBxAITyXDaKM1z4BlmoLVyPSHvNvInH0fOkEkIGg2hUA9bt81nz/rViHSBQSCqseI3DqA3qZi4TmKQvwJHn0yKnMqMzNGEYtk01TfSu62RLl0rIaeNiMVAWrqOa7qtpPcliNgb6bEuQ7u+kS6NE2XAHByZRQiD09mSa0KUILU1TE6jj9RQJymxViy2APqiPMShkxGMtoNjl4hLNOzuoXVlM1q9SMpAE46SJurrN9GwI4q4x4LZlE1S0gxyc1NISUnBbP7XvBgqCEJ/0Gl3kFFU8nM35z+CRtCgF/XoRT0WnQWPyfOztEOrtaHV2rBYBhyR44tWA0arFVd65hE5/n+CnyW4BJYKgvAScJPygzBfEIQhiqLs/pna9LPR6ZNQ4ga6CvVkVPaiGWqno1XHOn+U8/c+yf3Dr2FGs5Wr255iReqVTLOUolnzKMqIS9Fse4veyPloSHDuNz1Iw0SGt0S4YEU3hhIXpuFOGnd2oF1Yy+RbXNSv0zFpwu28/eW9ALjev4/eZS+hr9fg9uv5U56PITtCvGMpYPh1FazfPoY5wke8/vZ9KEDbmbm0BZ285ZcQ/PfQmzOXcb7P+NY6i70Z/UHd2OZ6Xg9cx5ri6VyweCHpnS3sKxjIN6MGI8XDRC12mguyya7tr7/5TNlWMntFxMsvp7Y9iilpLV8WfMmiik+ZcO8wligbeOpvCV4+WeSWSwzAVmjYSqm7FJfRxdNbnsaitfDFWV+QbE7+Sf8HzX1h6rqCTBzgoezBrw8+bjVoWV3VyVkjslAUBZ0osP6e6dz8zjY+3tp0cG+lSqVSqf7vQjK82RlGUkJICiRcCmaPDZdOS7JWpDAgI7ZFCOwJg6KgEQVc5hi2jgo0TTX4NAKmkSNx33QdCbz4fXtpWncnge5GIsZCAj2lVG3MI4aV4cNTuPqyDPQmHSGfl53fLGJ/W5jc4yYQlkuoadnP8nlvEZFqwJggqrfQnTyQ8vhZuMNBZsgrGSXvxhSN0NM3gtreUbiMWSh93ZTX7GCjuYnW5Axi7kxyXTI3p+pI3RQkvE+ihs3U9VWRubGLoCMV87hbsGTm0jTUQ4pGx/i2KDOroojhFgzSBvQpEkLpyZA245Ds3b1tQfasa6TX3wHWEFpzgFB4P21VYdLTcpgw4VKczjR1ibtKpToqfq7gMggMAeYLgnCRohyoWAwrgaSfqU0/G4PeQ5bUS5fHQLTKTVK4mQ5SEUMB9lWY2DClhA0OONdbQHT/t4jD22mInI1+eylt8efxkEtCUSg2iNy7o5tObf/VlujeXqy6OJpdjchArLOJntocvG29ODs15JxXhXPfx7wX2MW663NxJo2lq6uC146bitI4n8zozZzWN5rLv/ISaKzhsj+9TqPdhCD5uVY4jW96qukCvrWfjjYRIXFg9eiGzFwglxRvD2aLjN+cyim71tJtjhPMKmBp9gqK1w3lo2HDaJIXAWDxFfKeP8ZpM06k/qv5BPR6eowJlijljK7VkNkDv39b4sJ7+n9lbx15K78Y8guGzR3Gupb+FdXXlV33k8ZfURSeW1ZFU2+YiQO+vxK38JbJmPQic175FrNeSzgmEZcUPFYDz108glEPLyFHXQKrUqlU/zSmcIgL5r/d/43w4/1fCV2QqKGPhDaEqI0giREkQaIv5qDD5kQaou9/TnQZLF+JIDnQtgXRmSdQbiujIRynINvG5admYBKhu7ubHds2UbF1MwoKyXkFxLVBqjc/QlDrJaTV4benkKqfQFbMytoGDQZLLyd5duIwjyE5cgu+ng721u0hQ+ghLRrkK4+W8qQMzDmZ5Gg7ucBYQaa+B2FdEbGgmSVKHWFNJ0O7OklPycI04xxyPDnYUp0okoLQLqNLjmE0LEKjNMHgCVB0K4g/XkKnKAqNFV2sX72ZhBjCk60nOaMRu6MHuy2PlJQr0et/npkllUr1n+3nCi5jwMnAIuAbQRBOO7AX8z/ysppOn4TGYCTRJVHQXUdoSh7j97Tw8g0Bjl89DltIxm/WUJMlc1riARZtvo3hpgkkwuABEuPSWfhVAxeeN4DtX2/BVpzOwoo4sx06ztsV4PHLMrlo5zNk571FaOSnrHrlBca01bDGfS9i0u9JSCehVbbg8+3itfanmSIuRhPtJNF5AmZ8SJ2NCEYnnqQwjTEDimjjb5wPHvhy5ACKOlp5tnsRr7TLFHUGaBO/osQ7kfSQFoPkZEX6Co7fMxqHN0HrmFXIGoUHJu3khISfkxJeXtzv59thv2TcLf317SZpr+PEh15iZI3C2hevIm97NfvzG9HG4ywOnEXGTTceHLtdl+/izpV3srhu8U8e/1ZvhHc3NnLG8Az6QjHOGJ7BY2cPw6Tv3xPS4o1w3Vv9ZeBev6I/42yS1cBvZ5eiFX++bFwqlUr1b8esRbo4l3jcSzzee3C/FoBBn43DPBW9IRmdzolO60IUD7+Prq+ticWfvMk+sRRjTKRAqWW8XYfsa2XZir30BIO0d7cRtejQ5kaxJnbSFV9FUNIRN6Zw1uDLGJY7mvcr9vDh5no8ksxErGS0puKo68NjqqHRsBef08GWkcfzt5Y4prBMrtXL2dEPcBq9xNrsmGtGE1eKqEsNklIQYGZ5DyZrAVH3Cdj0DmwDkjHk2zHkOxAT7bD5dfDpYcQl4Mw+pF+KorB/Vwfr12xEYw5ROi6I2dyKwZBCSvIZmEzqUj6VSvXz+rmCS0FRlKAgCCcB7wErDxR0PnJFN49homjBk9KDTg7RvdtIb8BEcQyy2mw0u5r53fqveT9tEHfaZ/FE2yZaDSMYf+VgFjy9nZOmZJB35gBuOKMQQRDw7ipHHvg2BYP62N1xGrWrTuGDdh8la0/HXV7HgyNHcVZoEZZhl7GsOUxpEmhT+wOnWKyDZWnZTOqupCBVh69aIKTtoSrQwSlzX8bXuZVrUvS80amj1BhlV9TOKIcVHAMZuuhkLmz/hi+KvmB80zTWZy2j3AVSKAfR2M329NWkDJDZZ4wzq242O9PXsFy7n9+dtRyhdjXjh5x78Cr11eNuofN0A/7Fiym9dwHfzDwJxqZz3513ojnMBugnpjzBE1Oe+Mnjf8/Hu7h1+kD+urSKT7e3MDzbeTCwBEi2GfjylkmMeWQpJxSnHHz8muMLDnc4lUqlUv1ECUWkTTsMwWgF0YakCCQU5WDJi7isEAspRBMJ/P5mQn1ewn4fMb+XaCxBIJogGI4gS1HsWWNwpSUT10Fl3IcS6iHu78HS00yKsJ9iRyuiFKTDr6MrrZQZpbcwLHkYG9o28O6uPTy4sIcBMRPX+jRk6bxkDbViPXsMHVqRD1euYZU9jcZuBfe+es50rCPbUItOLqChIheCSRSZ8kkMNxETWjih3IsmYMGbNhmN3kH+SUWYiw4s1Ir64du/9n896TYwOg47Np1NXhZ/uhzZ0ErpmG48HhcpyTOP2N4zlUql+imOaHApCIKg/Ch10kFbARRFiQiCcDb92WNXAP9+qbz+B6yWYjI9w+m2LCG3K4a0sRE5JZk5r9SyZFiEDmENJ1StAWCrZzTpSauw5U7m6henHTxGe00V9pRUmne1UTK0m9Gj3qex6W0SwruU7b+aihIjgyIir9x9BfuGTKDhur9xE+Bb93tyMtexQjmBCyozGGPqYn9WHilCHTmGfdSlbCJQvpP9aTfS2RPklS4jrw9KZlZKMhpN/x7L9jof1XtbaMuuxy0ksT5rGQAlRom9NHDB9ttQAu8z8NxaHL05nDLpFK5f+TEefRSHeyC4++tQdj77HF3PP3+wT4Jej+mF52HJEu644w601kOLvP8zZLlM3H5iES6zjgc+Lz9kH+Wm384AYOcDJ6l7VlQqleoIkgQttVISoiwgEkcOBIh5e4l7+4gHA4iCgCwrhGMyEcGAX9YjiSb0ooVh1nZGKevJkSoQs0YBTRDQETWmsau8lUZfPYbUDkRrnITBxk5rAXZHMWcXnUejr5HVjWv4Ylk5NU3pFEdz+H1sP7ll6ThmnYJos7G918f7y1dSF/DTFY+TGtzNTa46MjAhMYWt21LxoGG6cwxet4zWFCWzuZNYdzv1Q1LIdw2kwOTEPjUbQacBWYLtb0PnPhh7HThzDjsm0XCcBfM+wRdqYsS4GEUlM7Hby9TzkUqlOiYd6ZnLHYIg3KEoypIfPqgoyowffC0DNwiCcD/whyPcnmOSIAikOKw0BqHvboWMZyO0XnoBwqdLmLGzkrUDI2iHpNLb7KUvIRPftZ2tX37KuHMuPHiMDZ98QPWmbwEwmTJxOkezZesFmFLBVX4pHw62k7k3whlaI57wDqLAvrYRPB5IYp7k5oLqDF4u0PFCLSy2ncHI3RH04RT+VtzItFA70/Y0UlD/d246/neMUey8+sqbtLQ2c+edd1K1pYW1xa+zz7kPl08h2WjjiqxOMvUKURkcHc+yp9zN2MJFlPZ2UDZqPDQNhznzD7ZfjkRQEonvv09OJv3++3h/1y5+97vfHdFisBZD/5/B5RPyeHdj449mLX/Ibvz3TRutUqlUx4KQt4+Gj94joTGS0BhRjHYEow2tXo9D0WCPd5AidZKl6cZtBIdVh04jIKMj2FSB31ZMdeYd9HZ20FZdRdDbhTm9HFehREaJkV5LMVvCOrIcJcz0DGF90wbe++oLzD0F1PhHkxlu52FhO6lnnYxxyGx2BcI80NBKe+NyPPuraRFMZDlSucIiog3EaU5MZeOunaRqKzi3dBreKj8RXZT8NAPetYvYX5TLgHNOZ2R5AvOwZAx5B2Ylm7fCtreg7GIYedlhxyKRCLNq0WeUVzQzZmIqo8ZdjyiaDvuzKpVKdaw40sFlHrBYEITFwK8URan4Rz+oKMpDgiB8foTbc8xymWyUV49klm0jxgCYW5oIuZ3YgOqTDfTVbee4PBfyPnCdN4m1H8yjaMI4XGm5CIJAT3MTAFmTW5k4oX+Za6r1Far2PsfwQS+RuuoGRnYFIBEhensMOfAXTt/p5hN7NZdUT2QN8FZtN2f27GHw7gLkhnaeKdrKl+7z+PL283C1P8PwNiMnr1/OhnlvEy0sQCcqvHTtHEqu2k2lz8wZa0U+nShxSzyT9iX5jCzLwRn/hPc3ZzFxUCX58/r3K5KzDkpOObgMVo5E2Dd8BMZBg+h89hkmTp3Khx99hM9mo729/YgFlhe+vB5vOEFDd5B7Z5ciCAKLbz/+iLyWSqVSqf57HpuJ26dmQKgbws0Qq+o/V2iNYM9EsecQUAbT2RelpqmZWFcQ4hGEhrUIWaOJ+IxEW7ZgcpsonC4gGEBWkqiOO6iI6sjS55FCgs6KMLv62sm3TmYrEpFADbfH9qO98CxWGqdSGfBRu+Fr9Ik+CutaaOjJgLQJXC/VIUd7qdAUENnfQn6igqsnn0b7+k46GvoonpNPxwdzadzsJ//Xt1AkuAht7cB+Yi6iRQcRL6x9BuzpMPsJ0Bx6MTMSaaF63wK+XQqutCSuv+MWtP9FwXaVSqU6lhzpd6t84LfA9fTPYr4CPKAoSufhflhRlO1HuD3HLJtOjzXYRcdgPYahRiK1+9gp2hmdZGGRqZ73PpO59Fdebp6gYbFeYGp2gDdu++XB5w854STMhdVE+k5m+VsV7CDO1/VQHvgF+y4YQ83LdxPevYUNgwcxSNNEWePz5M58HBiBYVkLM+I+Xv7mMV44OYAmZTBRaQerS8/hpG9X0ZKVSbu8iYumPsfy19+mdewYUlv9JDfuxm/Use+VUi4H7OnpPOzaRn2zmUE6md71Cymv84ANxv5qHXx0JZiT4O+nwkXvAaDIMk033gSAr6qK1Rs3smztWgB6enqYMmXKERnvvlCMb2v7i+Hu/sPMI/IaKpVKpfpf0plg8JkARAIBupsa6G5uwNvSjtIcB+qwupLwZOeSPqCYzl1rCdavQ8mdgDMrn5xckbCyiVisBRDZFXOxOxhFK4jY/G5i5Q7yrPkUDMlkRY+PTeXVHN+wkcqpk5mXN4b0RB1VrVvQCCJzRAdz1xvY5RzOLxz1RPx72WQvxdm1l+K6XZRlT8bbJ1G/vo2kc3MxVG+h7s/zSLnmaoaMH09wfSsxyY/z9ML+a6m75vfPWE68BWxph3Q9FuuhoeFV6vckUVtnY+ZZJ5CTf2hSH5VKpTqWHdHgUlGUbuAOQRCeBB4ArgHmCILwR+DpH5Qg+Y8XCVXiMPXS0lzCSRk7WF1up70wn22F+Xw04w+Enjmbt55MsGbWDWhPr2XeuCsZmtiK1hilwBbhbc8avk56gndtUcpfbWW9MU65sX+ZaWOfAWH7OrzmJFZNLWVA4x5aO/sDK221DynTgs+l594JT9Fo0yJIfpIyYsQsOkZU/5mC6Ciu+OWX9FYE6EjOZoAwjA7fG4QsQxhcsI8PtT5mWiJ0bYbeFSXoO3rZG1eAHLBBnsuBYPXA5Z9DPAyPpEHWccixGLvPv4DtNisFzz3LkjVryElPp6GhgalTp7JixQoKCo5M0pxdzV5cZh29oThWg3pFWKVSqY4FQa+XlW+9iqIoGIwmHKlpmOwO3OmZhPw+In4fwd5uQt4+UjTtFDsimO99mfbOxXR1L6QnFMVkzGRXPJMvW7aTaoAh3glkRArIzk0h9RwX83e08PmGPZSVryB9eCm+Gy5mZGwtH/W006xP5oYB03npk2285g8x0+lF421lS9ZxjPCITFq7kVxtEcYhqTSUtxNP0pN6joPOvz1O0ogRHPfaqwiSgveLWkxDPBjyHeBrgdV/gZLZMOuPh+13d88a2tqWsnv9cHRGLVfeNFOdrVSpVP+Sjso7l6IozcA1giA8DjwI/BG4URCE3yiK8v7RaMOxzm4vw2jYR1J3F2G9FbMeKsVMsqNVfHrnXZyWl41U0YRdeZ+vhQcgCSrPKMOwpIUJ1nXsDn4KSXB99RMsuvk5mna0smFnMwB33f0qv83KJb2pntOyv+TC0Kskplix1gdI1Pg57tR8VsdjNB5oiyLa6HLBk08/TI29lL2JZB767QcM6luBGWhnAwAtQ+NoXW3sNkeZ43qDTuk1xG2NZJp7GWdqxLfagval5yieOv37jupM8ICXv7/yCikffUy3J4nawkJq1/QnLJo+fTppaWkYDAays7PJyso6IuN96WsbefOqMeSqdSpVKpXqmGEwmSiZeDwo/WU3QEFnMGFxOjE7nBitNoREFFY9jt+TRL2unfD2yzAYM+nQFrG6u409dbsoMQ3mqvBdmKJmCkelICYZeHJVDZWf1TFz30rOyXJTcMc4uv3bWNBloNx8HL8aVsiabXXc8/oaPPo+xvW24k2bxBknD4XVm0ks9ZI2aiq1kS6UXR0Yp3qILnmP2PsSox9+GL3Hg+SP4f2mHtu0bLROY/9sZdsumPF7MNgO6a8sR6mre5FYNI01iwuYfMIgBg0fePQHXqVSqf5JjuplMUVRqoCLBEH4PXAXMFcQhNsURRl/NNtxLNLrPWhTUjCUN7EnMIkU77ec0fQ1AZMRFBn7Ey+iqd7HsFvvJHPYr5i8O8JHsx4mOjWNpuZvifrGM90qs5TfcsbmGUw1/I3ZQ9J4fs5I9pbeyb7iHGae0UGTzYXiBbHWT7zGyzSxhkFyDq2NdVy+aAFhWwh3q0RaoA+fPZcWwwBSG7fijvcCoCAgoFByfg3DXRX8sdVIZN8dbHLpKciajCP+Jcmpgwj85XPcF15A+g8DywMkSaKuuZm6cWMBuPjii9FoNLhcLux2O7oD5UYKCwuPyFi/s6EBgClFyUfk+CqVSqX6iTRRZPtKdDonomjuz0quQFiO4u3qJl6xC6l1MyFPGqKSjk8czXYhnR6vl+7wXoqVYdwUvhiX1UbxrDQaI1FuWVZJWJa5yOzlF20LUS5OJqbv5bPAcLrFS7m6JBlLQua+N1cRD7ST017JgFGTuOiqi9D3Bql+ZSlaowHnJSOp/Lga0WwllLQT0/w9jLr2GixlZQDE24IEvm3FMTsfjeyDr/4ABSfAiYfPVRgIVNLY9CaRwCy2rGni/EvOxJV8aACqUqlU/0qOeHApCIIVKD5wKzlwX0B/sh8dMOZIt+FfgUGfjMaoQ5RkDP4KnF0Rju9q5O6pl3J87zrevvc2hs2YhVuvZd6fWwA4bdMDzHnor1TlPoEYCOPGDgSQBTPj3nqSmafOoMU7kIVDJvHcjAt4dtw+UjvfZGpZOqe0+nko+gSbLbVkvPsyeSmgxBROXKWwsKyQ1uR0XM5pDGx+H0GThCIHWZw8HauiJ5YXZEy6xKTxC/n903PYp7mDP2y/HTN7OYNFdC+30J0zmPQHHjhsXz997E8kd3Qw8Mwz6enpoaio6KiN8+Wvb8QbjrPq1ycctddUqVQq1f+MIOiwWUuJRFoJheqQEkEQQFAEzO31WGQbNcMfZ3N3BbF4jDxDKt6uSiYeq88AACAASURBVJQeC+cYzmXAoEyypruo6Q7yiy93EdHAHyalolv+CDEhgP6iWWzVTmWDX2ZORhKDrSYWbm/gza83kdKzl9S8An7z8H0YNCJdi/exb80msqeNpFHyEXyvDjkTxI2vM+ikE0m5+dmD5UAi+3qI1vtwnlaIUPMN1CyDKXeB2X1IHxVFobnlXeKxPprrp9NZ4+fSa8/FYFYzkqtUqn99R7rOZROQ/t23B+6DwB7gE2DXgdt/PL0+GfQicliPcEE71u4ogf0GTmyspOiO37Lr5UcQdAZWlOYytKGDopmnkfHeOzz76MXcfM87SFYTn3+0j6uvKuNV5SVG1lxM51/LeaGpm5RkKzZXnE96OkgKxdAKcQYFN6K11FJWV0JBew9Vhjvpu9zI7r/9CQCtKZlAx8cAXPX0X2lrrcfQ2UeWdDM2fZBRw5chCAJn67ewi2IGUcm5jt3ghY5tDoo2fnTYfsbjcWQUbnrhhaM2tnFJZsW+TjxWPSsr+3NJ5SSpy2FVKpXqWCMIGszmPOz24ei0DrR9zXTtmc+3vfuoTMpGa09jaMDEuL5ZLGz/jI3CLuaUzmHIjEIQBNZUdfK7+dvw6uCO43wk935NZFEFGeNupC5zAs+19XByspU/ptvxhuPc8dY6equ2kaSPc+0dNzI0xUWsJUDTJ7upbt7EkKvPZs+S3Zg7LHjDq8lskih6+ik05u/PIYFvW0EAx/RMWPUoJA2EWY8ezIj+Q9FYF/v3P0uy5xQ2r+9A49dz/jVTEXVHrtyWSqVSHU1HeubSB6zh+yByl6Io+4/wa/5LMhhSCCtxjL16arqLSM6M4LcbmL5jA9uV25hx2eUsmfsmVZZCyIETbroe3QP3Q0kpC4c6SLJk8HBjgqtcThZt64/XXzjnEm78aB7PX3QFgzRdfCGcRZkuj/2Vr3DX/Qu57vRccjc04wgm6NM9z97PSuhyZ2DNSEIkDVeskxvnvQ2AM9WJpuphPqqQmN9pY6nGwWsr7qZaIzEaB7OFVbR9m0Rr0hzcJ4qIdvshfVQUhUceeQTrUS78/On2Fu78cAcAj509lGklKUf19VUqlUr1PxMJ9TFv6SPEpCgoIJmcJCWNZkDGHUxosxHviLPNsJY++wounz2HfEc+Fa0+/rqsmvpAhKDFz8WDNpKrD6EvB3NNMsJVv+W5Ni8FwQh/LMpCFAS+3tXMCx+volhuwHniTB4cPxSroMG3vIHWzRW06xpIv2g6tZ/uRQlqoX4eo6++EsfYsQfbqkgKviX1GPLsGDNisPDXMO4GSC4+bN+83u20tX9KdtYtfP7xCpINBUy7fDiC5uieE1UqlepIOtLZYgcdyeP/OzEY0qgOdzErSYMgyHQ4rUzWraIBD/bKBeRrt/NFyiyOy3XAphraOtvITu7fM2iaNJvcvRVMKExi2pMruVvazhOXX8T25PncCMz59EOM8+PcJQjM/uvfuXZFNRpg+mf1SILA4mH9GVlL/Hvp0rnpFgfzxO8vQaOVAAiF6qirewG9IYUa/Rhi8mYmvz8ZgNW9UeZ5Tif7nVoiPTGMLEd72qmH7aO3s3/W0B2OHNnB/P98tbsVgJOHpHHWyEwM2kPriqlUKpXq5ycKDkZo7kdB3/9ADHQ9Ikm5ZrYUrabKV8mpBafi0hayaEcbbb5ykt06FNd6pnkqKXMXkGo9E9/L72GcOIkF55TS3O7ll7kpuHVaOn0Rbn9tKbquWiaXpiNPvIw78tJQeqP0fLWfqtpNGIa6kQwFRL/qobOvm6L4VgqffPxHF02VuETfwv1Yx6ajoxZWz4WTHjps0h6A1rZPiEXbSU+7jQXvf8XA9BGMmTXw4LJalUql+neh5rk+RgiChikpBeBsJDu7nJrYKIKd/SeyQfPmoR3ppSz1FFI3vc8v/voKi154ivHnXsTA9etovvU25FiMM8vSWfriO0zZPI8pV18MT/QHcYvHhMmzJVAaNfzxuUcobmhEOOVktlfuodmsQyOKzNpaSSBJx6bb4yypd5OQ29i07kzGjlnI+m+nE5DguS47bbEE820jOde/lddb2+kTCnA6XUR69OwdMgTTtBOYdeONh+3jskcfZfS+Smb85cmjNq4JSWZJRQdVj5yMAGhFdemRSqVSHat0Jj2jZhahM/RfBGzwNfBV3Vd0+XzkGqZgDQzjs41xMp3tHFeYYHf7fLTInJl/BqnOywht3IR38Tz2X/ELFoQlLraZuSLTg6IoPPDBBrZt28PULBlOGU9mQQHnp7mJVPfhW9PIjsZlpE8bSWOrl7Q9Olo7tzJ2dBKeix/9URAoh+J4v6rDNi0Hbd8mqF4Ksx4DzaEXLhVFYn/d81itxZhMZ/Hp+4sZWTqewZNyjtqYqlQq1dGkBpfHEIvOhGVgDt73IxResIXdeTC0IkLXJiP1S5J5+O0S/rb7M4xWKy37yvnm5We55rnXCW3cyL5hZWQ8+QS/3Tyv/2CvvgOnH8fynhbGn1HP8qiGs/4A9vBuFpYVQlMlHEgeMHz0VFbaUxh4/jKKqWZn13LWrb8dgDVr+xP5Spl30tbyAlcWXUjx4sdZ6x7IXyL9QeR5GZl4HXZOe+/df1iX6+9vvEGdw8E9b7yOITX1yA7kDzT3hXn07KHo1KBSpVKpjnkdAS83f/w5ALIiY9fbyXMch8tkJSvJyWmDnLT6trG5YR7bO1OYWXwT6ZYk5HCYzmeeoTknnwUXXUmJzsBj2W40gsCmuh5+P3cFo4w9XDYmiR3ZRZw2MI/jHBYCG1oJ7ulkW8c3ZMycSEeTn6RdZqK9q5l6/VkYB/14AVaiL4p/WQOOWXlo6r+C7hqY/rvD7q9MJAJU1/yZzIwL6eoysn7ZWsYOP56i49KOyliqVCrVz0ENLo8hVp2JoCmOp86HH5BjIvbkProwAhD+4jNm33wn/u4ubnv7E56ecyYr573O0Pvvo/2hh2n51Z0Hj9XkttLqqCJcn0TMr2N2V4wNBQVYozEABG0mOvNMzrh1AJuefQHTxP6loxbzG3iSuoHPDh4rM/MSKiPw6oRXGfH2bNrw8E7sAvpzM4H33nuJZmX9lwWfm+rrmeh2o085OvsdI3GJkvu/AuDda8YdlddUqVQq1f9Nqs3BB5dfcshyUVmO8m39ZyzYuQmtZSizh96Py2ACILhhI5XLlvPZyWeS6nZxd6YHs6ghEktw6zub8VXv4e7jc2gLi6zPG8xtxTlkGfX41zYTquxiW99SbGOHE+qWMG8GY3glg+7/JdrkH5erSnSF8a9txnlaAcKut0FRYNJth+1HJNLC/rrnKMi/ncrKNvZtrWDsyIkUjlD3/KtUqn9vanB5DHFbcuiJfEOyLNKyaRyJ1ADt5r3IY/MofeQJuv/0ayxbsvj6o/eZ89SLTLrwMgLPv4Dxz08xcM1qqib174OMnjSZne0tsBNStQG69rip3Oskc9h0msuXotEPZcql15Mv1mOUQbBa8HjSWb1qFNdeO4CUQArFg94kPfk4FCUGGhM3zZ9Je3k7i7i5v7GB/sDytnPOYeeSpRQ+9RQAc+fOZfr06WRmZgLQ0dHBvJdfpqStnRP/QWmSf7byFh8fbG4EYGSOk/GFSUfldVUqlUr1f/NdUKkoCtFoG93e7exs30BLVMbjOZGLRj2G/sBKlHh7O9Vz5/Hh0NHYLrqc27OSsR/YU79gaxMvLd7BKWItMy+axtb99ewoHsEfBmRi0YoENrYS2NvOdt8K9KUlGHAirezCrdtK4WP3ojEYftSuRF8E/5pmnKfkI2x8Dlx5MOiMw/bB59tJW/tnFA38HVu27KStMsDokWPIG+o5cgOnUqlUxwg1uDyGJFsLqYvOY0BjiIRFJDm5nrlNZ3Nf/guQlEW4MUTwm7+R5rRSUVJK2tixhJraqb/oYgBS7vkNc7/4ALm9hYmZtdQZbIR2WOjd6wSgZe9mAGw6A84XbydcNJDWTz+j88wzmJiTzbixN5GUlERxr4aOWCpZogFZ0VE2t+xgG89kMRW5l9EXgYIFn9D63vtklZSQk5ODJEnU1tbi9Xq59NJLMZvNLF++HF8igT0n+6iN4z0f72RHk5evbz+eFJvhv3+CSqVSqY4J/qiX1fueJSxJdOMiaChlfPbtzHLaDwaeUl8fjR98yLs2D8Jp53JDQQbJ+v5tHl2BKL+ZvwNN817+MNSOc+AM1tc30Vo6nEcK0hEFgeDWdvw7WtgeWIkwcCAWfTLyok4yMxvJvOXuQ2ZNJV8M//JGnLPzEFY9AgVTIf/4w7a/q3sFPt8uBg64l3Xr1tNbJzFi9HCySw6td6lSqVT/jtTg8hiSZC2kx2whevcNJDaso800gOKSNbAbEn/KJ7i3f69iRl8AgNCGDeiLBrC3t5M0f5BPP3gLXarIVRlb6Ww3ETw1ys5qDxpRxOweT6BzDWdc8yvCt9xEVFYwjx7NllGjGHLaqWjEL0hK6p/hG5xhZ/m+TiR9NVctvgqAc/afwzW8Qybt+AoHs2/pUqY2NGAePZqct+ayatUqDAYDBQUFdHR08PTTTzNgwADcbjcnr12H56UXj9o4VnX0j09uklnNDKtSqVT/Qgw6G7kFv8KtE0nT634U6MXq62n/7As+cKUSGDeVXxTlkmXszyorywrvbmxg/rp9zIju5PxLzqGpp49lzR0Yhwznnqz+Ja6hnZ14NzWyI7ASeUAhNtGD9utuMgd2k37NNYe0R45K+L6pxzE7D2HlH2DIuZAx/LBtb21dgCQFKci/mQ0bNuBrgrJRQ9TAUqVS/UdRg8tjiNuaTyd9lF1wNu3LFxCrSCE6qJO3fZdQZU/mQvvHeB79K5033UjC5aTSJJL7qxAev4vVf3cjaQQICsSbRToMRvyvuJl23eMMmVrCwueXkHbSQOK/vBHXiTMQZs5kw+efUzNwAKcPcVJVXXOwHZlOE829YT5t/RNXuK+gqG43OSwifcKFMP5G1j73BmMyM0l/+CHsp59OeXk5y5YtA+Dee+9Fq9Xy7LPPUl1dDcCNp8wmpbDwqIyhLCtcOTGPaycXqoGlSqVS/YvRazQMtvbvpVQUhXhbG8H13+Ldu5cviofRPm02l+WnM8BsPPicqnY/zyytRKrdwQ0FBqaddwsbNm5iTRzKyoYzK9kBQLiim74N9WzzLSdRWIgh4cKyvo/cwSE8l805pC2KrOD9aj/26VloVj/4DwNLRVFobHwdgyGN9PSz2L17N111IQaVqIGlSqX6z6MGl8cQnagngQyhToJ+MBsE/AkTVfZkdPEY5rQApi0PYpk0icyXXqD7nb/jlR4DM3iO85AysgfxyVTe0QxlwAmNmANXsWZ+O2vmtwM6Zl8xg+4bmki59Va2bdvGtvR07rnnHjq7PmJQ6RMAvFv+Lto9WvZretgX2MeQ/UM4ic9pXpaN5jd34I0JSIEA+W/OxbJiORq9noULF3LuuecSDAbR6/uvIt96663s2LGDtN5exLq6Izpu0YTEA5+VU5hsQSMIVLYHcBzIhKtSqVSqfx2S30/3q6/1J8tRFHxp6SwqGUbnkNFclJ5E6YHAE6A7EOW1Nfupb2wlr3E9F116DhmFA1mybDmrDTbOHjmEEXYzAJGqXnrX1bG1aymJogFownZSdwfJHS7jvvCcw7bFt7QBy6gUxE2PwZCz/0FgKVFb+xQu1wTc7gnU1tZSvauJ0oLh5JclH+aoKpVK9e9NDS6PMQklwrIdJzGg1cDHw0ZQZOzAFAoxadVqXp91GQ+EnsJy8gBY9zRZw4qo7wEppqFdN4p0cTF70/MpuXQdgVYzs664iqo7VgNw3TNT2H/qbFznnwf0X2k1GAwYDAYikWZMulQeWvcgH1R9eLAtZd1l/IYXSBT8kuh77zPvoy+orq7mgo8+xlg2DF1aGrFYDJfLxZAhQw7pS1lZGRVDh5H79zeO6Jh1B2K8u7Hh/7V3n+FxVOffx79n1XuzZMmWbbn33nAhptimGGw6DiVAHpIQQv5pEEJIqCGQkEJCQkiAELohEDDNFIMr7jbuTZatbllW79o2z4td25K1clvJar/Pde210pwzM2eOpL11z5w5c/T7mUPP3qNORESk5VgRkRy8/btsqqghu7aemMAArkmOPzr8FTyzgb+6Jou8ogrc25bxjT6JXPPAz3G53bz38ces7ZbKnaOH0ifMc899/YFyildksCnvc1wjBuMuj6LP3lr6jAsl/tpZPttRvb6A4J4RBO/+k2finh5jm9RxuerZl/EEPVKuJSpqGIWFhWxet4OBKWMYPFmPGxGRrknJZTuzuS6aORRz+LF6ApbYsVtu3HFunJNrGdH/S8p2RhC77S0A6qbNIGqDjaW7x1DTNwmHI5jDffozuHo9g0Y8RHBYIHf+43yys7PZtz+d4KlTODRxIntWrcLhcPCzn/3s6Nnh7M9/wVuHvzjajgvyLmC4vQJ7po38BW8CMP43j9Gne3ei5lxKwrc992KWlpYydOhQn8dSn54ODgfBffu2Wn/lltbw0Ps7eHjucB58fweLfnQu/RIjWm1/IiLSeuotN1m1di6Mj6J3WOPZVctrHLy1IYeDZdXEF+4kODebG2//Fr1Tu1NVVcV7n33OtrQh3DdyILFBnn9v7DmVFH65m805S3CPGYr9UCiDsqpImxhP7FUzfLahLr0Uy+EiLP+fMPRy6DmuSR2Ho4KMjN/Tp88dhIWlUltby4qlX5EcMoKR5529CexERNobJZftzGFHLQuLE5mXcJjJrCeg13569dqBE4ijkqcyvstlVf+j/NJqYAfTrWLCRhTyTvVwSkp6EGAcrNw4n+hd6RSVLmNicjIvLlhAVEQElQDvvgvA1GQ7wUvmYgFcdiPfz93F3NJh/LJyMeGBbhb06ssDe/ty7po1BEc7qJqeSPDHZXQ7dIjaDRsJ++MfASgpKSElJcXnsdTt3kOfN14nML717jl5fsUBFu8q5OlvjiMuIpghyVFNZvoTEZGOISIggLlJsY2WZRVX898NubidDgZW7qF07366T5nBD/7fdRhjKCoq4t1lK8gfOpZHh/Qm2OZ5VIk9v4qDn2xlW+4qrPHDqMkOZlh+Bb0n9iL2yik+9+8orKE+o4zo4AUw+FLoOb5Jnbq6gxzIfJoB/e8hKCgOt9vN558tJqquH+dcdXbmFxARaa9sbd0AaeymoTexpKaaMa7fExdUjnFOwF03isrNPXFviAZg48DhAJSU9CCw1sJZbWfC4E84v+Ja7gr1XNWsqKnji6VL2XPdtQzduRNbXh4Ao0aN4rzzzuNQQT6Mup6KlJ64tr9LTkgRA4P6c3BRPCY4gm/mPMi8spUE/+5xdl06kvzhlzNw5Qr6ffwxaW+8frS9e/bsITnZ9/Cf4uefJ7SZq5ot4a31OfxnVSYAYcEBzB3dQ4mliEgH5nJbHKqoY1N2Kc8uy+Cxj3by6eYsxpRtomfmSra6k7j1Jz/k2lmTMMawe286/1q6kuBJU3lgaJ+jiaWjsIacd9ez6+BGrPFDqNgXxPC8YnpPTCOumcTSXeuk6qs8oiM/wvQ5B3pNbFKnri6fzKxnGDTw1wQFxQGwYsVKAkoSOffKoQQE6t8qEenadOWynbms32Us2/su8TOvYt/nvyBycT8qL95KQEBPrJHVhGyoYsDAdQS+HU35+O48GvATAK7c8wplC/5Cryvi+fkDP+fgjWN5ZfQ3WTnzG4y69EpG3fVD+ry/kPBBgyj50xSWM5PcSfPZvmYbuUvGMz02m+lr1hIc7cT6/loqfzYOW5mLvcEhDJj/OMnJyQTGxhLY7dgwJafTyebNm7niiit8HkvkjBnYQkN9lvmrut7Jz9/Zyt2zB1Fjd7XKPkRE5Oyqdbj4ZHsB3aNDmB5bS0nueqpcNlaFDmbM9N48MCoFYwxut5sPli5nTb2L2y65mEERx2KN43AN+19bQU5dNu6xAyjbBeNKC+gxcTRxVzYd4gqeeQgqPs8iuvtqTGxv6H9+kzqexPIfDBxwPwEBnv1lZmZSdKCWb8wcS1hUcJN1RES6GiWX7czwbsOZGZYKgDsSsHsCWPjIPHbtPJexYz8CYEnSPGa+8Dnlc1KJdATQY1s9zgEOIkPzscLCCHLEMv/9d/h86gwGxVRjP2cMtW/9nfB7f0d8xU7uu+t1/vXmQ1jOIWSldGNgfiaOvHyirriE3VNmEn3JDcSOm8HX23cze/ZsAgKaPtZjw4YNDBw40OdxWA4HzpLi1ukkPA/KntAnjhsn9yEuQgFdRKQzsOprCdz4EQddbvZGdKc8aRxpSTH8bFwqESGef1lKSkt58bMvcPUfwkPjhhFiO3a10F5cQ/qLX1AYUIZrRC8Ob3czqSKb7uPPIe4q38+nBKheV0BYxA4CwgJg2Nwm5fX1h8nMfIaBA391NLGsq6vjqyXrmTTyGyT2imrhnhAR6ZiUXLZD3QPCWJm3Evt0N7CC4ODZmI1rSKvPJSjYfrTe4tmzuGvMMIp+/gCJ11YCYK8KIPvCmYQMnYi17wsSaoqJe/M2Cg7EUrgmhMpPPiD0/otY9sWvOXx4AACXXzWE4I9fYuj8emovvZ6S95ZQWVxM8tWjWLY4v0liWVZWxooVK9i4cSN33nmnz2PYP3ceMVde2TodBGzJLefmKUosRUQ6k6CwcPpdOp/osEB6xoYRG37sM95ut/PxqtWsKyrjipkzmZTQ+N7MuqIK0v+1hNIoO47e3SnY6mRy1X6Sxkwn7urRze7Tnl+FO2c3Ian5MPaOJuVOZzX7D/yZgQN+eTSxBPj0w8X0iR/OwAmaoVxE5AjdHNAOXRSZRnb5AcaOeRmAiPDRBMQNpt/lk0jteTMTJyzk4oRPAHhuczq2qDisPtMBKA6+DUd+PlVffEHMvLmMXbWZ8rqxxH7vbqLHdKemJJgdIRvJyYljat9Exk5OJP2Lu0l1OmHYFYRNmsGG66+jvLiEayekEtej6UyvTz31FBs3bgQgKSnJ5zHYs7IIG918MPfX7z/ZzUXDNdW7iEhnEhoUwJT+CQzvEXM0sXQ4HHywYiW/ffcDDnZL4eGr5jZJLKsPlZL+zy8pTQJ7agwHt7mYWrWbxJHTibt2dLP347vrXVQv2U5U/Bo4p2li6XY72ZfxO/r1/TGBgZFHl2/9egf2khCmXd568wqIiHREunLZDkWHdiOjZDfxw79FQF53ym3/xBYRR2lJHtOmeZ5b2XPXeG6ZM5GX1q8nZMEbmLQ0yN1Ico+xOCvs1G3dSsoTT1Cfvo/5A/bw7rz59LzhTsIW/YN864+E2BwMeHcx867cR3xMNLfUWnDdS2RkZBA/aRKV555LsHHjoOlw2B49enDNNdcQFhbWpAzg0ONPEDF9GhGTJ7VK/9TaXYzsGUNoUNO2iYhIx+VwW2TU1hFus3HgcDFrN2+muraOXsNHcM+UKUQENv3cL8nMIe+1DRzubjBxEeTtcDC1Zjvxw2cRf90ojM13YmlZFhUfbic64mPMeQ/5rHMg86+kpt5MSMixE6kVZZWsXbaFW753XbPbFhHpqnTlsh0KDo/nv/s/AMBa2JMoRuCMy6KuPh+Aw888Q9WXX9L73HP5VrdE8g8eBMCdMIyi55+n/MsvSf373zDGsOeP36EwznD3V79g5EsjsSaPZeWKm8iuieIf/bO4qdcsfh09isCrn8flcvHKK69QUFAAQHV1NUFBQY3a5na76devH/Hx8c0mlyUvvURiM8NlW0JJjZ3pA7udvKKIiDRhPOYbY5YaY4qMMXnGmJeMMQlt3baqujoWL/6CdxZ9yv69e7n+3Kk8fP1V3D5ikM/EMn3VKg79dyv5SRYhiXHk7nYyrWYr8UNnEXfdSMwJZm+tWZtFaNWHBMy5D2xN6xUc+oCoqOFERhybW8DtdvP2qx9y+VUXERym8/MiIsfTJ2N7ZAvg9uRvANAtI4Oq7TYYBkOH/IHq1asp+uvT9P9kEQHR0YQWHKS6upr6jAyK//UcX+3bx7M/iOcPgXaG2+18tN8zAdDqg6sBuPrTHzIreC6f9PwEesF8ew3njvoeq4tDCdmyBYApU6awatUqVq5cSfiQi3G63AQG2HC73ZSVlREXF9ds0y2nk4Tv30HYmOYnTvCHZVm8uPIAo3vFnryyiIg059vA88AKoB/wb+Ad4Lw2bBNx4WHcNe+yk9Zzu1ysfectkg6nsD+qlvjkZDK21TC1ejOxQy8h7uph2IKbH93iKKjAtfETIm75LgQ1PVFaVbWHmppM+vX9YaPln76zgiFDB5Pcu83zcBGRdknJZXuUNAwy/gdAYG0tsX+D8of7s3/HPST8PYjApCSC09IAKH/7HXJyclman0/vnByW3DOewsAynvj09+TG5tK9ujtb7tyCw+VgW9E2vvvpbeTbChjOYIYcGMGPhvRi38FyPl2yjLS0NH76058SHR1NYGAgCxYsYGjv7hwsryM1LoxHHnmE3r17M2vWrGabXrdnDyH9B7Ra19TYXTy/8gCLfzqj1fYhItKZWZZlAbMbLMoyxjwKvGCM6WdZ1v42atopKS88xLr3/suQ4MlsIZPE1B7exHIDMcPmEDt3KLbwoGbXt5wuqt76kNjrL4DIxCblTmclubmvMGjQQ42W799eQHHZYS65VvFHRKQ5Si7bo8QhYPP8aII/+pDy666jet95RJsDAAxcvuxo1ZTfPIpr0SKeuKqOovBAYAuRAZHsjNsJQEVkBbU1taxbt45ly5bRrVciy1OWs/qbqykrLCP95dv41D4eCCUzM5Po6GgABg0axAMPPMCK9MPklNTQLcxzX0l2djbduzc/M17O7d+h79v/bYVO8SiptvPIvOEMSIo8eWURETlVRd73dvtMDcuy2L1qOcXZ2QyNms72kgyS0nqyf2sVkyvWETN6HjGzBhAQfeJZxCtffYfI6b0x3Qf53EfG/j/Tt9+PsdmO/YtUVVrHsiXLufa2S1v8uEREOhMll+1RUCh5jgocQUQsngAAIABJREFUbgf9+/dnW2gYh+vqSJgeQuqcFxpVjb3mGm4YM4aFa35EkasUgFU3ruLWT25lWN4wLptyGU8//TR1dXXExh5mbt0MLr7oRiKDIwnsFsgBu8UlV36Tvn37sn79+iZN6RUXzpr9xZSnr2fixInMnj27yX2YR1huNyYkhKCePVu+T7wWbT9Iz9jwVtu+iEgXNQ2oBXafrKIxZkczRf1btEUNlBcWsOHD9+g7ehzd6vpzoD6f6F5JZG6uZFLtRuLOuZbIyakEJvieC+CI+uWLsIWHEjRuus/yvPw3SEycRUjwsfv63W6LL95Zz4jJ/YiM1IlNEZET6RIT+rTnyQuak+es4uaPbgLAmZDAhC1bSKiZxrriG3A4KhrVDR8wgGhHLL2qevHsgGcBeOmSl7j39nvp0aMHdXV1TJkaRFraesrLXPR2HoCP7iZ07wf069uPUaNGER0dzYUXXnh0m+np6RQUFJAcE8obCz8hPT2d888/v9nEEsCemUnkeS0/XCivrJZXVmcC8OXuQiamNX/Pp4iInB5jTCrwA+BvlmXVt3V7Gio9mMdXb77CrpXLGDfvWkrXVOB2uamMsTi0uZJJ7CRh+nzCx6QQlBxxwm25c7ZRs62SiGsu91leWbkDl7OS+LgpjZZvXpyFPbKI8RPGtdhxiYh0Vl3pymW7nLygOX/Zt42X02Bz4WYq5s0l6ck/EFI0B2IWs37DPEaO+DtRUcMA+OLL/mSZZK62X82kSaP5cskALrwgA8uysNtXMXrMIgIDiygsHM9MxxKCF/wFUkbD+ufoCWD+1WT/q1evplevXqSmVhIRFU1JST7h4Se+Yrj/0jn0fOqpFu2H0mo70574kviIYD7YcpD+SZEkRYeefEURkS7IGHM9sOAk1c6zLGuZt34M8CGwB3jkVPZhWdbwZva9Axh26q1tyl5Xy9eLPsBeW4Pb7SYmKZmxl85j9950MhdsITwojF0hhQRtszhniJ2I1KsJ7hNNSJ/oE2+4uojK99cQNf8Gn48PcToryctfwODj7rMszKpg/8GdzLhkGjYfM8qKiEhjXeKT0vKYbVnWq5ZlZVmWtQR4FJhhjOnX1u3zpZvbTW15Nk9teoo9dZX0mlGM1TOUMaP/TW1tNuvWX05VdTo1tblsqQnAbitnxMh/sHzFaAC2bvs+dnsh23f8H9HRRaxdczVD8kuZzFYYdwsc3OK5r/Obvv8HcTqdLFu2jNdee420tDRmz57ts15DCbf/P6IvvqhF+2Hso5/Tr1sEJdV21mWW8Ma67BbdvohIZ2JZ1puWZZmTvI4klqHA+0AkcKllWVVt2nggMDiYMRfN4dwbbmXKdTdhJaawbMkK4rdalLuqyI2oJmxzDefOTSOyz3SCU6MI7X+S2cOddurffYbAMRcSmND06qZlWew/8Bf6pv0fxhybYdZhd7FxyV669YkgKSmpyXoiItJUl0gum9G+Jy+4N4sF0VFsPLSRuSWP4BowiJiMN0lImMHYMS9js4WRm/syf/r8Al4sDmFMuIv4uPEAJCTM4PDhzyg49AGJiZdRUNCfgQMnMnXiWBh7M1z4ACQMgPtyYfAlTXbtcrlwu92kpKQA8PrmYiZNPueEzS155VUqFn3Sol3gdLn53ox+fHn3eez/7aUMTYnm7TumnHxFERE5IePJohYAQ4CLLMs61MZNAsBud7By9RoWL17MihUrSAyOY2BmLNsqMgiKiifk6ywu/PksbFUJBCWHEzroJLdJWBbuxY9TEzCH8Kl9fVYpKHiXhPgZhIQ0njl2/UcHqI/OZ+pUxR0RkVPVlYbFHq9dT15AWCxXxg4j/dDXvBAbzf3F26DaUxQfP42ho19j1vs3ASEAPHThGyRF9efgwXdISrqE1WtmU1a6lt170oiJnsVll10GH6yEeX/zbOSHG5vd9SeffEJubi4PPvgg6enpJOXbOFheR6/45ofFHnrsMXo8+fuWOnoABty/iEfneUZf2WyGRT86t0W3LyLSFXkTy5fw3BYyFyjyDo8FqGvL+y6Dg4OZOnUqNVU15H+0i7x1Owgemkjo7nji6/Yy+LFbqPg8l/DRiQT3OoVzwxv+TWX5DKIuGo4xTYfD1tbmUFNzgJSUqxotz9xaRLWtgOHDhhIcfOLZZ0VE5JgumVy258kLGnqkzxVUVzp4Lrk7Ja59VJXl0Kskk1EfNJ6M4Msr3iAxZgQAvXrdCsD0aatYtnwU+9Kv4b77LoWaEgiLP+k+6+vrWb9+PSNGjMAYw6BBg8hzF1JQ0Xxy6SwuBpuNmMt9T5JwJmrsTgBuOqdPi21TREQAuA640fv1suPKHgIePqutaaCupIq9/1lLkCuA6L7xBJ6TSu5naxk7LY6YiddT/lEWkef2JCjxFGYNz1xJ/eEgAvoMJjC+6b36luUiK+ufDBz4q0bLa6vsHNh5CFdsFQMH+p5VVkREfOvwyWVHn7zghPpfQHj34VTtfZ9nalN4s+9/+c2rsyEmhPmD53PXqNuICe/hc9XPP19OSMhTzJ8/DFt1IfxxsKdg5oNH67hcLowxjSYpeOutt7j99ttJTU09uqxnXBg78suZmNY4ObXn5pExcyYR06bR57VXW/DAYXN2GU9/c6zPM80iInLmLMt6A3ijrdvhS3B0BKlXTqAwv5r0VTvpvnU537jjCuw5AdTuKiF2Xn9MwCnc0VNZgLXjI2rs3yZ2UrLPKjk5/6FHz/kEBDROPDd9koU9Jo9p06a1xCGJiHQpHf6ey44+ecEJRXXHpIzizcw3ebPHfwH4VUwI74/4Mfefc3+ziaXb7Wbt2rXk5JTQt29fOOQd1TvzoUb1Hn30UZYvX370+5KSEjIyMujRo/F2k2NCKShveoG3bodnu9VffUX42LFneJC+Pf3lPsb10SNHRES6EmdlFftffo/Apf9jynmxDPnxd6jZVE9IWjTR5/U6tcTS5YSlT1AZ+G2izk31OTtsVdVeLMtJdNSIRsuzdxZjomtISIwnKqp9TskgItKedfgrl6fquMkLpraXyQtORWhAKHWuOi7JvoRFvRdh7dwC44+r9L/vwahrIWUsv3nyKSCAAwcOYMv4Al67Bu7ZDxGNH+sZHx/P0qVL2b17NzNnziQzM5MRI0Y0mW49KiSQyjpHk3aVvf02KY/9hpLXXmvhI4YxvWPpGXvih2GLiEjnEpoQw6SHb8NVZad6zUFqtxURe3l/TOBpnAtf+Sfsvb+NrTqCwG5N44jb7SQn96Umjx1x1LvYv7mQyqhs5oyb4+eRiIh0TV0iuWzPkxecivU3rec3v/0Nl4cEE3HgKg4FraevZR0bMuqsh13vw1bP6OAHgD9E/prZEwd6EktoklgCDBs2jJUrV1JUVMS2bduoqKjglltuaVKv4dBUd3097spKardto3rFCno/9y9ir766RY+33ukis6i6RbcpIiLtn7vOScWSHGyhAURMTCYgJuT0NrBnEVZUH6ozwoi9IsVnldy8V0jteQM2W1Cj5V9/lkVAj1LGDxqvZ1qKiJyhLpFc0o4nLzhVd3z3DrY//wKRUdEEV5bz+hP/R/KkKziv6GUCAoPAUQOpEyF3PXuCRnDTTTeR/Kz3PsuHypvd7j333MOTTz7Jli1bTqkdB+ZdgT0zE1tUFL3//UJLHFoTC7/OZ9H2glbZtoiItF+20EBiL/H9yJCTKs2CnLVUmm8TeW43n8Nha2oO4HLVEBXVeCqFwqwKTIibOkd1k1tDRETk1HWJU3OWZb1xgvsx231iCZCQkMDSulpmzJjBeLZzY/3L7FnxLgG73oNt/8X61vsUOsJZaSbTt1sYyfmfe1a8J6PJtizL4tVXX2XlypVEREQcnWb9wQcfbFL36Dre94jpnpnz3JWVREyd2qLHeMTOgxV8cJdm6BMRkVPkcsLKP1Pf9wfYwgN9ziZrWW6yc/5Nn963N17V5WbnynzKbZlMmaJnWoqI+KNLJJedwZGhqR9++CG75rzPzpDx3MkrlAR5hv088eYqnjk0jsF3vkbwgBnw/l2eFSO6Hd1GXl4e+/fv5+GHHyY4OJif/OQnAPzyl7/kgQceOOHMrAZwV1dT8cEHDFz1FVGzZ7fOgQILN+cxomd0q21fREQ6mVV/xT3mO9RsKydisu/hsHn5C0hJvhqbrfFQ2+1L8+g5JoyIiAgiIyPPRmtFRDotJZcdyLciPTPXvfnREmKv/B0Af3XM53HupL7ec9toYmIiXPhrzwp3rDy67scff8xzzz3Hyy+/DMDOnTuJiYk5Wn4q95fsHj+BsIkTCIyPJ/Wvf2mRYzre1f9YRWmNQ48gERGRU5O1GkKjqdweTvT5vXwOh62tzcVef5iYmDGNlleV1lNX7eBA3h7Gjz9+pjwRETldXeWey04h0mbjmmuu4e2332bJhj3ceG8mvw6OpqCggJ07dzJhwoRjlR8sA2OwLIv33nvv6D2VI0aM4OKLLz7ts7MRIYHYpkwj9a9/bclDamTpnkLclsXq+y5otX2IiEgnUlsG29+htu99BAW7fU4AZFkW2TnPM6D/z5uUbV6czcBz40jfF370FhERETlzSi47mOHDhzN06FAeffRRtu3LZeTIkbz++uu4XC5mzZp1rKI3sSwtLT2aWN57773U19ef0bCf0MJ8ysuqMa04g96tL64HICVGjyAREZGTsCxY9jtck+6mfk0ZsZf391ntcNFnJMR/g4CAxvdh5uwuIalPFNu2b2b6dN3nLyLSEjQstoMxxhAQEMCcOXPYtGkTAL1792bs2LGN6u3du5eHH36Y9PR0rrrqKn7wgx8QFhZGbGzsGe23/rlnCbrlNr/b3xy32zNlUGLUaU47LyIiXdOWN2DATCrXVBN1QW+fVZzOakpL19KtW+MRMS6Xm/2bDpM8JJygoCBCQ0PPRotFRDo9JZcdiAkMxLLbAZg4cSIHDhzgqaeeYteuXdTU1FBZWQmAw+Hg9ddfB2DRokUMHz7ccy/mGXLX1BDhqMU1ZsLJK5+hfyzL4MczB7Lulxe22j5ERKSTKNoHZdnU1I4mpF8sARFBPqtlZz/fZHZYgF0r8xl2bg82bNjQ+JYSERHxi5LLDsQWHYWrquro94MGDaKsrIypU6eSlpbGZ599xo4dO6iurgbg5z//OX369CEgIMCv/dqzsuhz281U1Dr82o4v3315A39fso8nP91D/8RITeQjIiIn5rTD6qdxjfkh9uwKwoYn+KxWWbmLoKAYQkMbP7eyvtZJeVEd4fE2jDFEREScjVaLiHQJuueyAwmIisJdWQnx8QDccMMN7Ny5k549exIVFcXChQvZtm0bABdeeCHh4eHcdpv/Q1nr9uwhcVA/9rRCcvnZzkMkRXuGwg5NiWrx7YuISCez4o9Y59xF5fIComf6Hg5rWW7y8l5j0KCHmpRt/TKH0ReksmHDWl21FBFpYbpy2YHYoqJwVVQ2WjZs2DBiYmKw2Wzcf//9RwNl3759W2y/B39xHwmD+rXKlcsfnN+fV9dk8+frRzMgScmliIicwPZ3IGkotfkxhAyKwxbuezhs/sH/kpJyFTZb43PolSV1GAMBoRYOh4OoKMUdEZGWpOSyAwmIicVVVtZseVBQEIWFhdxwww2kpqa2yD5dlZV0u+suYmMiqKhztsg2G7IsGN8njqQoTaYgIiInULANijNw9b4Ue141YUPifVaz24uorc0mJmZck7KtS3IZdX4vNm7cqKuWIiKtQMNiO5Cg7knUbNhw4jpBQaSkpLTYPg8//TTG2AgJtFHncLXYdgGyiqt5ZmkGmx+YRVSo77PPIiIi1JTAhhexLvk9FR9mEnNRWrNVs7KfI63P95ssLy2oJiImGMvmoqam5oxnTxcRkeYpuexAApOTcRQcOmGdm2++uUX3WfryKwzeuAFjDE7v40JayownlxJgM8SG68HVIiLSDEctfPEwXPggNVuKCRuagC3U978vJaWriYwYTFBQ08Rxx8p8Js/tx4aN6xg3rulVTRER8Z+GxXYgttBQrPr6s7Kv4hf/g+X0DIO1eWfSW7g5r8W2f+Qq6I6HL2qxbYqISCfjtMNnv4Jz78Zpj8BZWEvooDifVd1uO4WFH5OcfGWTsuL8KqITwrBwUVFRQbdu3Vq75SIiXZKuXHYwdbt3t/o+ajZtovB3v8OqryPh+3ccXX7VuFQsy2qRx4VkHK7iT9eNJjTIv8ekiIhIJ1VVCEt+C9P+Dys6lcr3M4i5tPnJ6nJyX6JX6i0+Y9SulQc558p+bNi4nvHjx7dmq0VEujQllx2MsbXsxWbL7SZ9ylQGfPkFtogIip59lsNP/QWAw0/9hYGrVx2tGxkSSK3DRXiwf782dQ4Xc/66kv/dOdWv7YiISCdTXwVrn4W6cggKg5kPQVgs1avzCR+bhC3Y9wnJ2tpc3K46IiIGNCk7nFNJbHI4bstFeXm5rlqKiLQiJZcdjKuyEsvpxAS2zI/OXVWFq7ycqhUriL744qOJ5eAtm8HpPDokFjzJZVWd0+/kcsG6bACGJGsKeBERaSAoHCbfAcER4L0CWZ9dgeV0E9InutnVsnP+zYD+d/ss273qIFOvHsD6DbrXUkSktemeyw4m9qorsefktNj2XCUlxN/yLfJ+/BN2DRkKQN/3F2ILCWmUWIInuays9/9xJBEhgSz+6Qy/k1QREelkbDYIiTyaWLoq7NR8XUjktJ7NrlJcvJzYmPEEBIQ3KSvMqiAhNRKX20l5eTmJiYmt1nQREVFy2eEEdOuGq7S0xbaXedPNBB4XbEMHDfJZNzLUc+XSXwXldfSI1XMtRUSkea5qBxWLs4i5uC/G5vtef7fbzuGiL0hKutRn+e41BQw+J5lNmzbpqqWIyFmgS0cdTGBcHM6iIr+3YzkclC54k6jzzyP+W98i5uqrqfjgQwJTkptdJyokkKoWuHKZV1arq5YiIuKTZVnUZ5RTu+0wMRenYQtpfuK33NxXSO15o89JfAr2l5PUOwqn06GrliIiZ4muXHYwAQkJVC5Z4vd2do8cxaHHHqP8vYWY4GAC4+KI/9bNRM+a1ew6kaGBVLbAlcsF61tuWK+IiHQe7jon5Z9k4q51EDtvALbwoGbr1tbm4HTVEBnpe7TN3nWHGDSpO+vWrWPSpEmt1WQREWlAl486mKCePXGVlmG5XJiAM3uMR+6PfgyBgeB0EhDn+3lhvkS20JXLO8/r7/c2RESk87GFBhJ7SfOPGznCsiyys19gwIB7fZbnp5eS3D+amtoaHA4HcacR60RE5MzpymUHY4zBVVRE1bLlZ7yNyk8/xRYeTtiE8QxcvuyU1/Pcc+k44/0CHCyvpbzWv22IiEjXVnh4EQndziMgIKxJmWVZ7NtQyIDxnquWkydPboMWioh0TUouO6BeLzxP8XPPndG6joMHCR7Qn8Hr1pL26quntW5USJDfVy5/9MZmBiZF+rUNERHpupzOSsrLN9Et4Tyf5Xl7SukxKI7y8jKCgoKIOG7mcxERaT1KLjuggMhIar/+Gldl5WmvW/Hpp/R47LEz2m9okI0au+uM1gVwuS3sLjeXjEw5422IiEjXdiDz7/Tp/V2fZZZlkfH1YfqPTdS9liIibUDJZQcV/+1vU/inP53WOq6qKgqf+B3B/fqd0T59zcZ3Ol5fm8XmnDK6R+sxJCIicvoKDn1ATMxYQkKSfJbn7Cyh19B4DhUeIi4ujpCQkLPcQhGRrk3JZQcVNmY0ZW8sOK116vfuJfLCCwmIijrj/VpnvCY8t+IAm37d/Gy0IiIizSkuWUl9/SGSEi/yWW5ZFge2FtF3dDc911JEpI1ottgOKnr2bOq+63tYUHOybriRtP++1UotOrHs4hqyS2qIO8G08iIiIsez24vJy19AYEAEvXv9v2brZWw6TL+xiezbt4+0tDQCA/UvjojI2aZP3g4sIDqK+owMatZvIObKK7CdYPhP0T//BUDo8OF+7dPgOTt8ukNkH3h/OzdM7u330FoREem8XK5aDh/+DIejlPr6QsAiMCiWlOQrCQ3tcYL13OSnlzHt2v4sWrSKOXPmnL1Gi4jIUUouO7CAuHj2z7kMgPDJkwjp6/vZYCWvvgZuF5HnnYex+TcSOjEqhMLK+hPeN1lSbScuPOhoIvnbj3exdM9hMp9QsBcRaW+MMd8HngEesizr4bZtSwCRkUMJCoojODgBY04tZu366iBDp6awbt06JkyYoBOZIiJtRPdcdmDBR5JJm43sW25tVLb/8rnUbNxI3a5dHPrNb3AWFdPr2X/4vc+kqFAOV9Y3W/7PZRmMe/Rz+t73MT94bROvrc3iX8v3c+vUNL/3LSIiLcsY0wd4DKhq67YA2GzBREYOIiQk8ZQTS3udk7LCGgirw+FwkJyc3MqtFBGR5ii57MDCx41l6O5dDFjyJSY4mF1DhuIqK6P0jTeoT08n68abKPnPS0RMn07pa6+1yD6jQgO5/91t7Cnw/RiUxxftJi0hHICPth3k/ne3c+34VB6a699wXBERaVnGc3nvBWABUNTGzTlj25flMWhKIqtXr2bq1Klt3RwRkS5NyWUnENS9O+ETJxIyZAi1W7ZQ8PAjJN17LwDlCxeS8ugjRM68sEX2FRMWxJbccnJLa3yWT0qLZ+k957PvsUvoGRsGwJPXjm6RfYuISIv6LjAaeKiN23HGaivtVFdXs2bjci644AJN4iMi0sb0KdxJ9Hj8tziLi4/eg5lw262EjRoJxhCUkkKvv/2tRfYzulcsATZDXlmtz/LxaXEABAbY+OoXF7TIPkVEpGUZY3oDTwK3WpZVeDr3KBpjdjRT1L8l2naqLMvi03e+IiCumlmzZhEWFnY2dy8iIj4ouexEAuLjcZWVkfLE4wCEjx/fKvvZ99gl9L3vYyrrnNw6NY2IEM+vUUWdg8gQ/UqJiHQAzwPvWpb1v7ZuSEMOh4Ps7GwCAwMJCgpq9O52u6mpqaGqqor8/HyKD5URGZXE7Hnnt3WzRUTES5lAJ2KMoe/ChQSn9Wn1/YxKjeHJT/fwxrpsVt7ruUKZXVxDWkJEq+5bRESaZ4y5Hs89lCfyEDAEuPZM9mFZls+b6L1XNIedyTYbbANjDPX19VRVVeF0OnE4HDidTowxREREEBERweRJk1n7bhbnXj3Qn92JiEgLU3LZyYQOHnRW9nP9xF5szS1n7uhjzx3LLK5Wciki0oYsy3oTePNEdYwx6UAKkNtgOGwE8EtjzN2WZUW1biubFxgYSL9+/U5ab8sXOQyZmoItQFNHiIi0J/pUljMyf2Jv9v/20kbLsoprSOum5FJEpJ2biefK5ZgGr3zgWe/X7Vr6hkMEhQbQPS26rZsiIiLHUXIpZyTAZrDZDLUOFyMf+pT0Q5V8uqNA91yKiLRzlmVlWZaV0fAFOIAS79ftktPuYu37+3G7LIZN63HyFURE5KxTJiB+efGrTABm/Xl52zZEREQ6JUe9i50r86ksrWPkjFRiEjUrrIhIe6XkUvzyqzlD+XznIR69YgSvrclq6+aIiMgZsCyrb1u3oaHq8noO7iunMLMCW6BhyDkpxHYPb+tmiYjISSi5FL9M7d+N0b1iGdQ9iofnjWjr5oiISAdmr3Wy8dMswqOCSRkQQ78x3TRpj4hIB6LkUvwyrIcmVBARkZYRHBbIlCv6t3UzRETkDOl0oIiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4zViW1dZt6LCMMRUhISFR/fvrgc8iIh1ZRkYG9fX1lZZlRbd1WzoqxUQRkc7Bn5io5NIPxpgCIBzI8WMzR6Jwhv8t6vDUF42pP45RXzSm/misJfqjF1BjWVZyC7SnS1JMbBXqj2PUF42pP45RXzTWpjFRyWUbM8bsALAsa3hbt6WtqS8aU38co75oTP3RmPqj89DPsjH1xzHqi8bUH8eoLxpr6/7QPZciIiIiIiLiNyWXIiIiIiIi4jcllyIiIiIiIuI3JZciIiIiIiLiNyWXIiIiIiIi4jfNFisiIiIiIiJ+05VLERERERER8ZuSSxEREREREfGbkksRERERERHxm5JLERERERER8ZuSSxEREREREfGbkksRERERERHxm5JLERERERER8ZuSyzZkjLncGLPGGFNqjPncGDO8rdt0thhjLjbGfGKMOWiMOWyMedcY06dBeaQx5gVjTL4xZq8x5iFjjGnLNp8NxphLjDGWMebFBsu6XF8YY3oYY54wxmwyxtQaYyK8ywONMX8wxhwwxmQbY542xgS3dXtbizEmxBjziDFmvzGmyhiz3hgzp0F5p+4PY8xwY8xC79/ELceVnfTYjTGDvJ8zpcaYdcaYa87uEcjpUExUTDyeYuIxiouKidAx4qKSyzbi/WP4H/AKcA5QBCw3xvRo04adPbcAC4HpwBygD/C5MSbIGyQ+B0YAFwF3Az8DHm+jtp4VxpgY4F9AaYNlXa4vjDFXAzuAscDvgaGWZVV7i18FrgKuB272fv1yW7TzLPkDcBNwKzAM+AJ4zxgz0lveafvDGDMG2Ag4mqlywmM3xqQCq4BcYBLwNvCmMebSVmy2nCHFRMXE4ykmHqO4eFSXjYnQgeKiZVl6tcELWA8saPB9KJ4P0Ifaum1t1B8XAJb3/TLv10MalP8CqASi2rqtrdgHLwAfA0uAF73LulRfAFPxfGg+6KNspLcvLm6wbD7gBvq1ddtbqT8OAz9q8H0oUAX8uLP3BxAGDMLzT7YF3HI6vwt4/gnJBQIb1PkEWNrWx6aXz5+3YmLj/lBMVEw8cnyKi8eOrcvGRO/xdIi4qCuXbcAY0xeYALx7ZJllWXXAUjxnLLuiIu97FHAtsNuyrN0NyhcBkcA3znbDzgZjzMXADXjOwDbU1fri98Aay7Ie9lF2DZ5/IBY3WLYIMMAlZ6FtbSE0RAIzAAAIn0lEQVQLGNXg+zggBNhMJ+8Py7JqLcva20zxqRz7tcAHlmU5j6szwxgT2dLtlTOnmOiTYqJi4hGKi8d02ZgIHScuKrlsG0fuo9h/3PJsIPUst6W9mIbnjMtmPP3jq2+gE/aPMSYaz9CfX1qWteu44i7TF8aYnnh+DxYaY5733kuz2RjzC2NMIJ6+yGn4oWhZVjlQQSfriwZ+BswzxnxhjPk/PMNZ/g0so2v2xxEnPHbv70tPmv/b6XlWWimnSjGxKcXELh4TQXHRB8XE5rWbuBjYUhuS05LsfS87bnkVnrMwXYr3bMn9wNuWZWUZY5LxjClvqMr73hn75494/tif8lHWlfpitPf9x8ADwF/xDAn7PZ5jTabp3wx07r+br/GchZyF5x6jMGCbZVmW9++kq/XHESc79m5AgI86nfVvp6NTTGxAMVExsQHFxcYUE5vXbuKiksu2cWS4S/Rxy2OAgrPcljZljAkC3gGceD48wdM/vvoGOln/GGNmA9cBoy3v4PfjdJm+4Nhxft+yrA+8X281xgwCfgC8j+8za53y78YYYwM+A2qB3oAL+DbwF2NMEp7fjS7TH8c52bGX4Lnq01X+djo6xUQvxUTFxOMoLnopJp5Uu4mLGhbbNnK972nHLe/ToKzT835QvAyMBy6yLCvfW5SL7745UtaZ3ANEANuMMZXGmErgXOAm79d2uk5fZHnfc45bvh1PH1XjGdoRcKTAGJPgLetsfQFwPjAZ+J1lWdWWZdVZlvUMntng7sRzzF2pPxo64bFblmUHCvH9t+MG8pH2RDERxUQvxcTGFBePUUw8sXYTF5Vcto093te8Iwu8zys6D88Zy67ir8BcYI5lWXsaLF8IjDDG9Guw7DI8s4StOIvtOxtuAQYDYxq8NuA5GzkGeJGu0xfbgXLgwuOWj8BzRu3fQCwwo0HZZXhm0fvwbDTwLAvxvtcft9yBZ1jLQrpWfzR0Kse+ELjM+w/7EXOAD71BVtoPxUQPxUTFxOMpLh6jmHhi7ScutvW0ul31BXwLzyX97+D5IH0Lz1mH2LZu21k6/sfxfEBcheeS/JFXGBAE7AZW4vkAnYvn7Nw9bd3us9Q3Dadd71J9AfwUTyC9Aejl/TupA77jLf8Czz+hE/B8gBYAf2/rdrdSX0QC+4CdeGZB7NGgP37SVfoDH1Oun8qxA0Px3EvyDDAA+KX3M2d6Wx+TXj5/zoqJionN9U2XjYneY1ZctBQTj+uLdh0X27yDuvIL+H/ANjzjpN8Herd1m87ScU/x/lH4er3ordMdzwO1i4GtNHiuUWd/NQykXbEvgNvwTNhQ6X2/qUFZJPAf4JD3A/Q3gK2t29yKfdHLe7zZ3oCwCbitK/XHCYLoSY/d+1mzwvuP2UrgwrY+Hr1O+LNWTFRM9NU/XTomeo9ZcdFSTGxwnO06LhrvjkRERERERETOmO65FBEREREREb8puRQRERERERG/KbkUERERERERvym5FBEREREREb8puRQRERERERG/KbkUERERERERvym5FBEREREREb8puRQRERERERG/KbkUERERERERvym5FBEREREREb8puRSREzLG/MkYk26MKTPGbDbGXNzWbRIREWkLiokiJ6bkUkROZg0wBUgAvgDeNsZEtm2TRERE2oRiosgJGMuy2roNItJBGGMmAGuBFMuyCtu6PSIiIm1FMVGkKV25FOmEjDH9jTFvGWMsY8yLJ6j3PWPMMu/wnqXGmNtOUHc48CtgQcMgaox50Luf5l4JLXt0IiIip04xUeTsCWzrBohIyzLGPAj8ErCfpN6fgR8D7wAPANcA/zbGJFuW9fhxdQ8CycDXwCXNbPIfwDIfyyuP29YoYJulYRMiItLKFBNFzi4llyKdT2/gj8ACYIuvCsaYKXiC6JuWZc33LnsW+Ap41BjzsmVZeUfqW5aVYoxJAh4FNhljRlmWVXzcZtdalvXmiRpmjPkK6GlZVtqZHZqIiMhpUUwUOYs0LFak87ndsqxfAuUnqPMz7/tjRxZYlmUHngICgO8cv4J32M/3gTDg2tNtlDEmHJgMbDzddUVERM6QYqLIWaTkUqSTOcWhNRcD2ZZlbTtu+WLv+4zmNg/UeN9PmTFmAVCNJ0hf5b3vJP90tiEiInK6FBNFzi4NixXpYowx8UAEsOH4MsuyDhljHEBPb91uwDeATwEXcDcQDrx/mrv9J1AH3AI8COwAjh9CJCIiclYpJoq0LCWXIl1Pb+/74WbKS/AGUiAOuAN41vv9JuB8y7IOns4OLctaYoy50fvts5qyXURE2gnFRJEWpORSpOsJ8L67mim3AfUAlmWlA7NbaL/jgDwFURERaUcUE0VakO65FOl6cr3v3Y4vMMYYIB7IO77MH8aYEGAEnmnbRURE2gvFRJEWpORSpOspBBwcGwrUUE88Z3FbNJACI4EgFEhFRKR9UUwUaUFKLkW6GO/MeUuAgcaYgccVHxnus6iFdzvK+76jhbcrIiJyxhQTRVqWkkuRrulv3vf7jiwwxoQCP8IzrfpLLby/NO977okqiYiItAHFRJEWogl9RLqmj4C3gdu8AXQNcB2es6l3W5ZV1sL7O/IMsB8ZY1Ity3qzhbcvIiJyphQTRVqIrlyKdEGWZbmB+cAjwDA8z9mqAL5pWdYfW2GXzwIrgMvwPBdMRESkXVBMFGk5xjPUXEREREREROTM6cqliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj4TcmliIiIiIiI+E3JpYiIiIiIiPhNyaWIiIiIiIj47f8DMf/YtHwyyTQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 2, figsize=(6.25, 2*2.75))\n", "for sol in sols:\n", " for ii in range(3):\n", " ax[ii, 0].plot(sol.t/1e3, sol.v[ii], linewidth=0.25)\n", " ax[ii, 1].plot(sol.t/1e3, sol.r[ii]*alpha, linewidth=0.25)\n", "\n", "\"\"\"for ax_i in ax[:, 0]:\n", " ax_i.set_ylim((-0.75, 0.75))\n", "for ax_i in ax[:, 1]:\n", " ax_i.set_ylim((-4., 4.))\"\"\"\n", "for ax_i in ax[-1, :]:\n", " ax_i.set_xlabel('$10^3 \\Gamma t$')\n", "for jj in range(2):\n", " for ax_i in ax[jj, :]:\n", " ax_i.set_xticklabels('')\n", "for ax_i, lbl in zip(ax[:, 0], ['x','y','z']):\n", " ax_i.set_ylabel('$v_' + lbl + '/(\\Gamma/k)$')\n", "for ax_i, lbl in zip(ax[:, 1], ['x','y','z']):\n", " ax_i.set_ylabel('$\\\\alpha ' + lbl + '$')\n", " \n", "fig.subplots_adjust(left=0.1, bottom=0.08, wspace=0.22)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruct the force:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "for sol in sols:\n", " sol.F, sol.f_laser, sol.f_laser_q, sol.f_mag = obe.force(sol.r, sol.t, sol.rho, return_details=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concatenate all the positions and velocities and forces:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "allr = np.concatenate([sol.r[:, 500:].T for sol in sols]).T\n", "allv = np.concatenate([sol.v[:, 500:].T for sol in sols]).T\n", "allF = np.concatenate([sol.F[:, 500:].T for sol in sols]).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Try to simulate what an image might look like (but we have to make it far more grainy because we have far fewer atoms):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = np.pi/2/780E-6\n", "img, y_edges, z_edges = np.histogram2d(allr[1, ::100]/k, allr[2, ::100]/k, bins=[np.arange(-5., 5.01, 0.15), np.arange(-5., 5.01, 0.15)])\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "im = ax.imshow(img.T, origin='bottom',\n", " extent=(np.amin(y_edges), np.amax(y_edges),\n", " np.amin(z_edges), np.amax(z_edges)),\n", " cmap='Blues',\n", " aspect='equal')\n", "\n", "ax.set_xlabel('$y$ (mm)')\n", "ax.set_ylabel('$z$ (mm)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's evaluate the temperature as a function of time:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t_eval = kwargs['t_eval']\n", "vs = np.nan*np.zeros((len(sols), 3, len(t_eval)))\n", "for v, sol in zip(vs, sols):\n", " v[:, :sol.v.shape[1]] = sol.v\n", " \n", "sigma_v = np.nanstd(vs, axis=0)\n", "sigma_v.shape\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(t_eval*1e-6, 2*sigma_v.T**2*hamiltonian.mass)\n", "ax.axhline(1, color='k', linestyle='--')\n", "ax.set_ylabel('$T/T_D$')\n", "ax.set_xlabel('$10^6 \\Gamma t$');" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a bunch of bins:\n", "xb = np.arange(-0.5, 0.5001, 0.05)\n", "lbls = ['x', 'y', 'z'] \n", "fig, ax = plt.subplots(1, 3, figsize=(6.5, 2.75))\n", "\n", "for ii, lbl in enumerate(lbls):\n", " # Make the histogram:\n", " ax[ii].hist(vs[:, ii, 2500::500].flatten(), bins=xb)\n", " \n", " # Extract the data:\n", " x = xb[:-1] + np.diff(xb)/2\n", " y = np.histogram(vs[:, ii, 2500::500].flatten(), bins=xb)[0]\n", "\n", " # Fit it:\n", " model = lmfit.models.GaussianModel()\n", " result = model.fit(y, x=x)\n", " \n", " # Plot up the fit:\n", " x_fit = np.linspace(-0.5, 0.5, 101)\n", " ax[ii].plot(x_fit, result.eval(x=x_fit))\n", " ax[ii].set_xlabel('$v_%s/(\\Gamma/k)$'%lbl)\n", " \n", " # Add the temperature\n", " plt.text(0.03, 0.9,\n", " '$T_%s/T_D = %.1f$'%(lbl, 2*result.best_values['sigma']**2*hamiltonian.mass),\n", " transform=ax[ii].transAxes)\n", " \n", "fig.subplots_adjust(left=0.07, wspace=0.15)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }