{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 鞅\n", "\n", "在下面的代码中,我们将分别模拟抛硬币中的fair game以及unfair game。" ] }, { "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": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "T=5000\n", "x0=0\n", "def gen_martingale(p):\n", " X=[]\n", " x=x0\n", " for t in range(T):\n", " x=x+(1 if nprd.uniform()

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "fig=plt.figure()\n", "N=10\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale(0.48)\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_coin48.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 加倍赌注策略" ] }, { "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": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "def gen_wealth(T):\n", " Y=[]\n", " y=1\n", " for i in range(T):\n", " c=(-2*y if y<0 else 1)\n", " epsilon=(1 if nprd.uniform()<0.5 else -1)\n", " y=y+c*epsilon\n", " Y.append(y)\n", " return Y\n", " \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "fig=plt.figure()\n", "N=20\n", "T=300\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_wealth(T)\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_betting.pdf\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "fig=plt.figure()\n", "T=80\n", "N=1000000\n", "PATH=[gen_wealth(T) for i in range(N)]\n", "t=[t for t in range(T)]\n", "m=[0 for t in range(T)]\n", "for path in PATH:\n", " for tt in range(T):\n", " m[tt]+=path[tt]\n", "m=[mm/N for mm in m]\n", "plt.plot(t,m)\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_betting_average.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 停止的上鞅的模拟" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "T=5000\n", "x0=100\n", "def gen_martingale():\n", " X=[]\n", " x=x0\n", " for t in range(T):\n", " if x>=130:\n", " x=x\n", " else:\n", " x=x+(1 if nprd.uniform()<0.51 else -1)\n", " X.append(x)\n", " return X\n", " \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "N=30\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale()\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 停止的鞅的模拟\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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gLp//b5X7WL1DwddkI/AFcwbB6QdjCXYDlgO2nNtL0Ru77vgxovpWwtraxV/kHhMILA5h8DwK92e7EEm6H1hHXBJPaGjJYDu4cUCjOCKYOTEKgJfPkb16+dr5g0GAh/C5cuzbleMTf3+tP+rlX3cqY1mD17agX37pEABmjRQ6ARnISSVe1if9ZoGG74kBYB117vGM5if97jSi6Mv8uBpkn78IAhq2P0Rh2kJ4HsYt2g44MxM41sSs/DjPy5DO9WDGV9e2yvTUKYQo0tD6XFVxklx6ALc4TUPrcwi/SNEZp6H1OYLiJEHrAM/NkLHOlI6Dkx2uBGYARsMOUNTgeMPjKMrsPlzR+CZCkWac7DCxZCehSCPW2SHCTQaR5rplfvS1xwpePyy60EnBu0rePUtDLCj+YTnB6pwv8qSd1zAjtVGt0uEcRYZkHpwk1bDihE+ux8c8cO05qJwnl3lZo2HbowCVvm9CCKyBPszNW1FDYZzUBEb7A+ixOJljCvHdKuFNCk6/ILpNJbxOxRroJ2TWkVi3ESc1gRaNEW9bd/cf7DKRgZwEQPrVAqIAzR+PE3lAxyqtzq0UfsFHeMGKhF+8dtvqTqHoCsnHVs9KizQ/Vv8AaiTM2gNBAKboGkbH3Fv6rKFegFmBnJ19HXCXJD/O95yb3r7V+QvZpuz7BYQo9b1JdaOoIdY98MnK59d/XLf5n6IoIQDWdv6vVcVJ7KkeED4tG76bcCxYnSlvnwTQ9CQJM6hqWC5+ciNFUa7birkH4fnY5y5jbt1YE4U0AHyRW9bx3Vwe3wu2BNmHILQOoossJmk7QXuBtuSn0dSGyjbLtPMGAgezptoOyIImklTL7FJlSfOAjvB9fNcl0q4SavcQ/ZtofORxYm3rKqtwztQkhZlp6jZvxdgUvLFrPvAgiZatuP11QcGU5/XSmBrC97Evnsfs6MLsDHaemJ1dKGrthD+180ikRbGO5VEikHwigrk/QvrVAr6zMvLkhBCc/mevcuVPzgPQ+7NvMvR754AgkEs8XIcWm72iIK1uVv8gxgPtRNtaCNebJDs2ooZDc58/3EsoWU+kvq36eOZlFCVKMrZrjnvOT3r6Pd5+6SNk7Qtk7X7efukjpGdOz3m+W5ih59g/IXX1hXmNL4Sg942fZrjvD4N5p7pJ1j1KNLGxUpwEgpy3aKKdaHwDyfpHCUfXEE20YzQ8XpVTp6pREnUPU9e4B0UJBatw16lreh9QHeDdyGzaUzpnD5mLo/j5AuZDtZEfN5X7Gj0jj1H0RpdlfDfv0NOe5sLnXkN4YL0QrMYtNga28kfR1SbioUcxI/uwnWPBu9TOURRCJMO10fDe4hBhOomw+V5PRZKkZWId8dDqIb5L5cqxF3jv87+NED6hR8bh0iYSazoxO7vIDF/CKziVlTmzswvzgXJgtoVwajsIlchuC/MDwetB8wM62ZHLePk8ZueWqvNriQzkJCDYSpl8IoIaUzD3R/Bzgkz3ymhDkBtI41zOMXVsDGckR67fZvr4GMUph9z5tNxWWYOcySkKU9OVnnFdn/whOj764TnPF76PPXwOc8O2WatFVvYERnwP6iIrTEyPH0cIl5mJE0yPn0AIl+nxl+c830qdxPeyTI8fm9f4Tu4yufQAU2PHKDrBVsprgVRQnMRz09jTpyrBV/tDv0zXjt8orZ7twsldwcldCYLAhsdQ1TDrNv9Ttu7+bTS9uq9e66Yf4MFdv0UkNnc+VUPrs2x5/D9ilPPjFDAerI38uKncN/BFjpn8S8sy/sSLfTDejP13DWTfAi+1+Py4IGA7jhHZi6KomJF9FP1R8u5ZLOcYifBuNDV++4FWOEERmyNyNU6SapgQAuuIi7FfR9EUps++S2F6itzoCO66XiiGyZ8KYXZ2IXyP9KUB7MF+wnUNRBqaaN75BFs+8ePE29binV0LoQJufR/136Oz5e9imAfL+XEKZsdmkhva2fLxT9G0fee9fuhLSgZyEsVRj/xZF3NfUPXReDoCWrBKtxLY3UECq3M5x8Q3gl5ZxckCY383DCADuRpk9QXVKs0tHQDE2poJ18+dl5Udv4TnZGdtqywUR3AKA0uSH2dVVrtOztrmePPzy+e8hfC9eYwfnF90xhkb/goQFBgJPu7G9/NcvfhXCL9QOR6JtRFLtlfOAZi48o842eHKOXqojkRd9fcFQNNiGA2P3XJOiqJiNu1BURSs3mHim1rRE9HbPpaVLui3Vqr86By9zdl3ZvpbFgD+W12k/irYhmt+x+LGzLu9uP5Ypb1A+WMq+z/JFd/FjNZG24EMr+Njy0BOkmqY0y8oDgvMAxoFa4b85DgAqTOnKJhvgSqwDnskN7Sj6Doz589hXTwfbI1UFFRNx+wIVuwzxzXUrqvYw30oqoL5AT143hroJ75mLXo8qHYdbKusrR1cMpCTKm0HzP1BIKcZKold4RVT8MTqTqElgj3PY1++VH3b0IlvMe/l9KRlYPUPEK43iTTNL0gv58cZG7ZWH88E/WfMxPsXNZ+iM0UufR5NT5CZOU3G6kXTE+TsfoqF6VnnBw24u9H0BL6XJWOfve017NRJND14shm79GX0UD2xZPAkVS5OMnbpyyiKTrJ+x6z7R+IbCUVaGLv0ZeDWWyYXyssVyAxexdxaG9sqc8XTuH4KTTGxnOMI4d/+Tgu9xuEWMC3wdMb/P43YDgi13f5+t1LOhyvnwYX19UT0BxjL/HFwvEYKnQT5cSoGz9/rqUiStEysw0F1dPN5vZIDp0WijHe/ApE80cdcrMMuqh7C2NjJ5KlufMfBvKF1gHPRx7kgiD3lkB4awHeDcb2CQ+byUE21GrgZGchJWMfy6E0qsYev5R+Z+yJk3yniTi39C5yF8Ase9qlpGg+uIdQUwc/71O9tIbIhjp/3MXY2omi1UXhBCgjPx75wEaO0rXI+rKFeYs0bCMWN6uOZE+haM9HI4vbE21PBatya9k8ghAvCY03HDwdfS70163wnO0zRGaet/YcABWty7pU7AOF7WKm3aGh9lnBsLb6fx2jciaIEf6I1PUHCfAjfz5OoexhNj80ao1ycxPfzhMJNRBMdi3rM17P7hsEXNdM/rly+f43x07j+BDm3d0nHz49N47+zmcQ/fxfiGURWX3S1SgjmHdW7CGvXKq6Zkf34Ioem1BEP3XqFdbWwOEScPejI3RaSVKuswy7hDoVIp4o90I8eT9D02G78YhE1HKH+gzGyb/m4UwKjswu/WAQUjPbqvFnrSBC4NX7YwC8WyVy+BED60gDC92qq1cDNyEDuPieEwD7uYOyNoKjXXjSb+yMgwH757q/KFVMO0yeCJfb0ezMIx8fc04SxK6hMae5urGynlP3jaoObyTL1brBqlbk8gpd3ZvWM870ik2dfRwgf4XvBbd8L3nW7OjBrW6UQPnb2FczE03dUZdGeOkU+EzwhWKmTaLpB68bvQ1HDqGqU1g0fQdONm26vLB9rbHuOuLFlVrPuG2Xss/heFrNx93WVIquLs1zfzHsu5a8ZjbsWXVkyfeEqucuTAFi9w6hhnUTnmkWNuVKU+601xj8afF5qrJ12uskVFx/UjX2zH4RK03c1or8/6GFkHgTXn2Eq9zUAPD9DKvs/513V1Bd57MKrGDesupW3VwZ5c6t/y5DHDBlek9sqJakGCN9j8tRbCM9DCJ/Jd9/Cd11EUWAf9zCf14PeqIP9VZUljfYHqPtACHywj7qVVbj4mnXo8eo8YPuIR2itQuOzG0BRK6t71kA/iq6T3NB+dx/0XSYDuftc/qxLcdSv5MeVJR4PoxrKPWlDMPLng5z/tXcoTOSD/DhNwXisnsYDwaqcubuRhuda0etD1D3VdNfnJy29q8de48IXv0x+MoXdPwAKmJs7qs5JnX2DwW//KdbFM0yd72Hw23/K1Pke0lf6gnfdbgjkck4vrjeFeQdtB4TwOP/Or3Hp7O9WtkmajTtRtSgNrc/S0LYfVYtiNDyOleqe9WLcSnUTjq0lElsXFCqxzuC52TmvF6zYKRiNj9PY9hx6uIG6pieqzmlo3YceqqO+Ze+c45hNuwhFmmhsO7Dgx1z9+AUX/vgfufgXR4L59Q6R7FqHGlr9gYIvcqSd1zEj+wlra4nqD1YqP15I/SQXp3910dewDnlgWjQ904X58SloHyT09DBj6f/KhdSnyRV7Gc98gYGpnyFTODmvMdOFboTIVwK3MiPyDGFtPY3xjyx63iuBzRHAk4GcJNWA6XOnGfzaXzN19l2sC/0M/v1fM/nuW2Te9PDtoEVAbmwUN5vB6OzC2NRBuL6BxocfI7FHQzWCypax1jZibWtpfKQ6rUB4AutFF/OAhh6NkVi/EetC8OaZNdCHsbETVZ+72nUt0O/1BKR7qxyolfPjyhRdwXwmgnUs6IN1N/tGWaXiJvbJKayTKZIP16HFdeqeaOKxLwUvYo3tYXb8TW0k9kvXipvYfYNY/YPE161BT1S/61bOg7OGe/EKwc+tPdyLqodRtBDJtTdstyjlxxl3UOgka/XhuTbpmXfJ2n0UnQmM0mpX5yPXXuibjbuZHj+Gkx0mmgi2HQrfxZ7qoXHN85Vzrl78C+ypHupbbl4a3k51Eze2oIfqMBoeZ8e+v551TizZyY79f3vLeeuhOh7b+6UFP94b5a+mKM5kKFpZspcncMamadn36KLHXQlu7LdmRvYxnvkzssV3KPqjFAsTeL6Fpt5Z7q3vC5wjmwjt7UcN7WLNj64n9Z17Saufw8oGK3+Wc6yyvdNyjpKM3D6f0c4fBXSMSPXPkKYm2b7mtTua60pkcQiVBAlqo42CJN3Pyu0CrIF+tEhQKMse6KN4+jFQwdivM3HuWksBNRRm+2d+pXJ/Y6+GddhFUaI8/KmfnTV+tsfHm+Ja77jOLkaOHSY7NkJ+cpzmHXuW+yHec3JF7j5nHXWIbNYJr5sd0xv7IxSGPJzB21fcWyqF0TzOcLBykToySrbPllUpa1wxnSE3EvTymjp9lvSly5hdnVXnCOFjDQdbL62hXuxyUDfUizXUS3Ld5lnvulmZE0TDXYRDrQueU3lrpPCLjFz4H8DNtzSaTbtK579ZOZaxzpS2SQZfS9Q/jKpGq865nudmSFunl7Q4yWJZvUFFWITgyldfBcDcVhttByznJRTCJMNPAWBG9yNwGLF+q3SGh+2cuOPx7bNDMLyWxHcE7Vui+hZCahvTua+TKbwNwEzuEGknCL7K1TNvP+9jJMO70NTkHc9tNbA4RJJnUVlcuxBJku4tIcS1QG6w/9qWx8HzWEdc4jtV9AYFe6CfaFMLYWN2ZWrzgE5hUOAM3LxeQzk/zjhQ6h3XsQUQXHnxW8HxGs+PAxnI3dd8R2C/Wpi1Gldm7iu9e3IX2xBYJ4PVuNjmJNYbkyDAkHlwNc0+PwhAbG0bdv8g+D7GDflx2fFhvHyGWPMG8qkRCukpYs0bKNgp8lNXMTdUb6v0/TzpXPcdbauEIJCLxjehKCFmJl8jEltPJDY7PywSW0c4trbSmiC470lAxWgIetWoaphkw/aqc6oe/1QPCH+FBXJDhJtN1EiImfcuEqpLEF1TG7+HN/ZbS4afQiHEjPMCEa0dVYljzTO4uplyi5TmDwUFSRRFwYzux3JeAjxioUewCycQOMRCj5AunMTz07cc0/WmyBZPzcqPqzUOF3Hok9sqJakGOFMpCjNTxNrWUrRmyI+PEmtbizftk+n2MA/o+G4Re2hgzoIk5vNBgFYO2G5kHfaIbVcJtQThTGLderRIlJnzZ9ETSWIttZHXfSsykLuPZd4sIPJizkAu0qkR3qDd1TYEVvckoaYIrd8fbFPTEjqJrcZt7iWtZlb/IFosypr9TwKghHSS7dWrP+UVuPVPfW/l2Ianr+UE3Zgfl851I0ThjgI5z82RmTlNXcvTJOsfCca/ofDI9czG3dhTPQg/eKKxUt3EzQfRQ0bVOU52iEJ+bNb9rVQ3qholUf/wgue6HHzXI913mbqH2zG2rAfA2Lrhrm6vXi5Fb5xc8XRVvzVNTZAIl/r1RQ9ghJ+uFD+5E+lvR2DDCMZ1rRrKAZiqxFlr/BwACiHWGb8MuNjOK7cc03KOA2JWflytsTkEIAM5SaoB9mCQq7ZhduELAAAgAElEQVThuQ9Vjq1/9jvh0ibwFMznNdLDFxGui9Fx88rSkS0qoQ0K1pHZO8O8jCDzqod54FrutqJqGO0PAGB2dNXE89btyEDuPjPxxQyXPzsDlBp+66UG4DehKArmvgj2CQfhVhdzyJ0t0v/JCbz00rUnEL7AOjmFsauhsp3S2NmAoskf01olhMDqH8DY3BFsp1TA6NiIqusMHf8yk73B9jNrqJdY03rMTdvQY0nCZhPGxm2EjSb0WJJY87qqca3MCRRCJOPvm9c8MjNnOP/Or+P7BdLTPQjhYjbuwigFcMZtKkX6XpaMdQbPTZOxemetrpU/LxdGGXjvc8xMvF46dpJkw2Oo6t3dSpYeuMr5z38D3/XIDk/Q/wf/gOcUyQxcxS+4mNs2VLZTrtS2A5OZv2Z45t/POj6d+zaDU78Y/Hzlj3Mh9dOlJuDHAWYFRNc32Dai+3C8ARx3aMHz8Ysu7vEuIgcuoV5fBbgUyBnhp0vX0kiEd2FG96MqsdJq3dxs5yiaYpIIz+4fuNpd4f9ijN8Fgm2VIdYRZWW8qSFJ0p2zBvoJ19VjdHYRrm9Ej8UxH+hCu/oIRIokntCCypKqhtHeedMxFEXBPKBjv+QivOrXoemXPUQx2H55vXLfuBv7zV3PExn6sz9E1ju1yEd578liJ/eZq3+YpnDJZc3PGVjHHJK7wmjJuQMlY3+Eib/IkukpkNx9LeCb/KssMy84WEcdGj48u6fVncj223hWEXN3I+GWKOs+tRlzZ8OSjC2tTPnxSYozNuaBDvREnA0fep74hnW4+QxjPUeINa+nYfNO0iMXaH1sP4qisuH9H0XVQiiKwoZnvg/fK1b6rZVZmRMk4jsr2+duZ/zK15keP05m+jRW6iSKGiZZt51YohO3ME1d09wBYbCFUsVKncQtWjfdJhlNdBAKN2GlTpIwHyZ19RBe0SKW7MDJDtGy/rsW+q1btImX32O65wKZC1eZfucCM+8OYp8bJjM4CqqCsWU9whM4Exb1O27+JHuvjab/kJx7jjXGz6Gr1/IrxjN/guW8xBrjZxjP/CnT+a+zJvlpLOcYmlJPPFRduKU58XFcfwozuh/HLbWccI7Sov/IguYz+XIf2A9R953VT60hrYX15r8iGX4fmmqwse7XiIa2oSoRkuEnb7mVUwiB5RzFiDyDotTWU7aPwyifQ6ORFn4Kixeo57tRqP130SWplgnfw7p4nsZt24Pn6gMfwi+WnqsHOmDjJQRJ7MF+Eus3ooVvvqAAQWXLyS8UyZ70Sbzv2uqbdcRFiUDymepqyo0P78BJjVO/de43hGzvJWa8bxApdhDXPrfox3svyaWO+0jhiotz3kUUYfobebLvFDH2zf3LA2DujYDCrO2V5WqX1rGl23Zpl6pVlnvDrf3hDhIPzU5+lWqH3R9UqywXN2nb9yRG50bs4XOAIDcxzNSFtxG+i1HaPtm09QkauoL8s4aunTRtrS7TX3QnyDm9mPOsVimEqPR5s1LdWKlukvXbUbUwoUgjGx/8KVRt7t8TPZQkYT4Y3HeyG1WLkqh7qOocRVEwGndip05Wip7Y0z2VVbm7nR8nhKgUNLF6h7B6h6puJzra0GIR9GSUjT+4Dy2y8gpPFL2xUiNvv6o4iS/y2E5QoMXKv4jtvBzcdo5i5Y9iRmf3WwtpbWys/3VUJVopTjLfIiTXS31rChSfloObZ31tjfFTJCPBGwKtyR/HjLwfCFYBHfc8BffKTcd03AEK3uWa3FaZ4RV8shQZZoov4TGJIbdVStKql7lyGd9xKsVGGrY9StP2nTgXfbwrMei4wPTZ98heHbltw27juZvnyVlHPJJPa6ix6jd+9FiMjQe/p1Il82Ys93Dw0Tuy4Me20shA7j5SCcYUuPKbFojZbQdupDdoxB8LYV8XsBXHPXJnXFDAXsI+c9bJFLHOJKHGW89Jqh1W/yCRxnoijfXVx4d6ofSu/JXX/gFF1THWzq/6lJ0pVVmcZ36ck7tcyl1TSI0eIZ+5eMucuJsxGneTsXqZnngFo34Hqjq7b43ZuBu3OMPY0N8BCr6X5+rFvyQUbiKa6FjQ9RbLGZ2mOJ0GBVLd58hfnQIFpt8ZIHtpHHPrytxKeb1rq1hKVdCVdt5E4AAKo+nP44kZQGE882cU/au3LRhSKU6SP44QC6vYm32hAXVHP9HW+tufXFJug1BuR3Cj8nEjWnuFTiwOUf49v8y/BsDkO+7hjCRJWgrWYB+gYLZXP29XgrHNQ1w59m1AlCpNzi3UrBLboVblyRWv+uRP+5ViKAuen3cEUMj7vRT8m7+JtlrIQO4+Yh11CLWpGHuDtgKaqZDYcft32s19EdInC5V8uPIqXNMPxnEuejiXbl5NaCH8vEf63WkM2WrgviE8D/vCJYxZrQYE1lAvdR2PoEXiFOxJkmsfQA3Nb1XIyp5AU+uIR+eXZ2NNBitkTWsPUshfBRa+QmY27gbhU3TG58ynKweHhfzVUo85lUL+KkbjzruekF1egWt6YhuFSbtyuziVBiFWbE7c9az8UXS1ETPyXFVxkiDw0WmIfS8FL3icjbGPVm7PZ2XLiOzDE9Nki+/Oez6FaRu/ewux5ycW9Dii+jZ0tXXO7ZWWc4ywtpGI1rGgcVcDi0MkeIYwD1BgkBiPEaLtXk9LkqRFsgf6ia9Zhx6vTm+wj3iE1iokdyYpzEyhRaPE166/7XjmAZ3M6x5eOsiTKwd1N+bHzUfBH8Lx+2jSPxHMaZWvyslA7j4hfIF93MHYG6mswhlPR1D027+ANPdFwQXr5RwA9jEHrV6h7TNBP6PySp+X9fFzYtb9/ZzAy9y6KIp9ahpRFJVtlYvhcu2FlOtYtz+/YCPE0hVtuVtcd2rpx8zlEd7d6RuYvjiEXyhgbqkO5JyZCQr2JOamhzA2PAjMrko5FyEEVuYERuKpWdvn5mKluglH19C8/rsB0EP1xJIPLOCRQKLuIVQt2MZxYxAoRBHPtwhFrq28NbTuJ2Fuven5y8XN5hF+6c2YUnuB5vcHwa5uxGg9EBTSUKMhEh0L7713NwkhsJ3jGJG9mNFncbzBSm6b7RwjGd5NQ+x/ASAWepTGeFDhNKJ1ENFvH6SWi5Pcrg2B74BX+hMzfqgfPJ2GDy6skbiiKJiRvdjOscrfIddLlR6ni+2cwIzsq7nqay6TZHkTk4OVKpWyWqUkrQzC83DzuTu6r+c4pK8MzdoyKTyB9aKLeUCjrvQ1o30zinr7UMQ8oCGKkD4evD6xjrjozQqx7QsPYyw3CNzawj+LrjRXPl+tZCB3n8i9V8RN+Zj7otQ9V3rBeWDu/cPXi+/WIOIw8g9vBy+Uj+Yx90WJbtEJrdUq+XL9PzrJwM+mZt1/8Jem6Pv4rd+ltk+mUEIKxmPz35J0Mxleo4dW0rxMzrpIz9c/xczoW3Oe7xYynPrmpxm/8I1FXfduszIn6OnfSzbfu2RjCs/n9O98nisvHF+yMW9l5PiLgCCxcW3VcXs4eEzmxm3UbQoCDXPT/FbX8oXzFN3ReW+rFL6LPdWD2bibhLEVLWRiNu2ZVTzldlQ1hNGwi3C0lWhiU9XXrli/yXujBxDCpa7pCRQ1hNGwA7PpCVDUBW/jvBOeU+Tdf/dnjL7wdrAS2ncZc9tGEu1taPEIdQ+3E1vfRKg+gbl1I4p2Z9tV7pa8e5aiP4oZ2YcZeRYIVuKK3iTZ4qmg+mTk/SiEqIscIBl+ClWJYUYPzGv8kNZCLPQw9m3aEAz/IpzZA0LA9KE8xLI0PXvrbUI3Y0b34/opcsXT2M5r9FzdQabwNpnC2/jCrmqXUCtsDgMCk4PUEQTdZumjJEn31sjLh3nvj377jt7YtS9dAN+fFchle3y8KTAO6Jibgzdp6x54cF5jJp/WUKJBACeEwDriYTyroagLf4PL8g4TUtYQVR/G0J7D8l5EiNmLEKtFbZXAkuZUXjUz90UItWls+4cW4o/MzuO5mbzTBw8Okn9tLflzLsVRH3NfJHgneX+E6X/MURz3SL9eQIko+HmBGg1+uURRMHM4j58WFEc9Qm03f4FodadIPlqPGl3cC8hpvgoIpvkq+siTgM/MyOvUte286fn2+Cl8N8f0yBu0br77lQPv1LR9GPCZSb9IPDq/1arbyVy+QtFOM336HOs/+OySjHnL6w1dhVCR3PQwYfNaoGYN9RJONhCpayVithBrWk+8ZcMtRrrGygRFL+Zb6CRj9eJ7WczG3SiqxrY9/xk9tLAVlbL2h/4FvpebtXIynf8WRX+UTKGHtZ0/StPag2h6kjXtH6O+5RlCkaY7ut5CpPuv4OUcpk8NkOhcg+8UMbdtRNFUtv3SD6InoyiKwtaf/37U6MorbHKj8kqZGdlPSFtHSF2DlT+GpgS9+8zoPnS1gYdav05Ya0dT42xr+QfC2tpbDVvFjOxjLP0neH72ptVPhYDpr0DxMuR7wTm8Hu3pPvTowlsEGJG9pcd1FNefBAQz+UOABigY4fcveMyVzuIQKiYJngA0tvEqcZ647f0kSVp+0+fO4GbSZK4MkdzYsaD7WgP9qKEQifXt1cdL+XHmAY1Q61q2ffKniK9Zd7MhZlGjCsmnNawjHvnTPu6owHx+4SGMED629xKmdhBFUWgL/yzN4pOAgFVaLVeuyN0nrGMO0a16JZBK7AjPa1slBFvPePRdxOUWxv48WFkzStszzX0RvBnB6B+kQYDIC9JvXiuMknmrgF/e0zxHhctiyiF3Ib0k2yotvlX5aI29Hdwe65n7/PHga+nJ0/ju3Wt8vlhWtlSJL/Py0o3ZF1SQzI9NUJixl2zcm8lPpfAzPkTzlWbfEJQstofPYWzchqIoKKpKoq39FiNVszMniIQ2EQnPM/BLdQMqRuPjAETjG+44kAuFG4jEqp+UCt4V8u654FrOUTQ9RiwZbCVVtQhxY3Z1w+VQzonLDI4y/fZ5UBSMB4PvUbStHj0RrM5HWuoIGUvTTmQ5WfmjRPTNhPX1leIktnMcy3kJTakjHgqCqVjooUoQFgs9iKYatxq2ihnZj6BAuvDqTb+ePxMEcQBjf5RGnN9E8juyd/R4wtoaovrWSmXN8mO0nKPEQ4+ha7XVhkUgsDiEyfMo6CgoJHhSth2QpBWgmLbIjQf54tZA34Lvbw30kdzYiapXB1r2EY/YdpVQaxB6JNZtmNe2yjLzeZ18r8/EnxeDzw8s/I3/nP8OrpjE1J8P5qDtxNSfXfAunJVk9c5cmjc/J0i/4dy2QuVcrFQ36o5BACb+zCXSqRHZEPyCGnuDMcf+exo1qYBe3arAeskBFbQ6JWhAfrPxTwbbMRdb6CTIuehGo4mce4p0qhctbOBkruJkRm9+7bG30cJGsMVu8vSirn+3FIpXcAqDaFo9mVwPnp9ZknGt/kG0ePAi3j4/sCRjzmXi5OuAgmoopQqVgczYJbxCbt45cdfzRQE7+8a8t1VC0Iw7bj54x8HbbcfPB9tUNbVhzqqEd4PVO4SWiIIvGD/+Hon2VvT46qwO6wuHdOHVSh4bBKtnnpghlf1Kqd/a4reGJiNPoBDBys9RhORQ8FFrgonfD35vmr5zzR1fz4zsJ+28Rs49g6Y2kCn2kCm8VfU4a4XDeQoMylYDkrQCWQPnAdBicayB/gXdt2BN46QmZm2r9LOC9KveHQVfZeX7jn++SGSLSnjDnefHmdr8ttmvBjKQuw+kX3cQTqloyQJ5bpb0zGman3wc6i0oqJj7r40TataIPRoKxn9/hOTucFWrAutYnsSOEOb+KPZx56b7kK3uFJoZIt41/3fLb6acc7GWfwOTTQjfZe3WHwyucZNVOSdzlUJmlDVdH0FRdexbrNytJOXtg2ubPo2gSDr7xqLH9PIOmaHLtLzvcfREHKt/cNFj3srM2X5QfNret5fc5BWKmaBihF1qO2Bu2LrgMTO5HnyRxZhnIOe5aTLWmWXNUbOdo+hqM83xT5ApnMTzl3el82YK0xnyIynaDuxADesI18NYBVUp55IpdOOLXFX1yXJLAYGzZPlkqhIjGXnfnAG4fQgiXdD4McDRoHWCusc77vh6ZnQfguCd5rXGzwM+4NVoflwQBcviJpK08liD/WixOC07nyAzMrygoiflwM/sqA7k7Jc9ROHOqkyWxR5V0VuU4PXmHQaElneEmPoIIbV2quPKQK5G2a85pN8IAirrqIMShuRT88t9cXJXSV0N3rWwp98B4VHXtJvw7nEAjH3V4xh7g18oY38Yc1+E7LtF3JSHO+OTebuIsT+KuT9CcdQnf7a6VYEQAvtkCnNnwx0lrV6vnHPRwmdQxjaBCi0dHyQUbbxpIFc+Vr/uCZJND91yC+ZKMtn7BtrUZlrqfwhFiVQCu+tlLo9g9V2Y95j2wCXwBeaWTsyuDqz+wWVN/s2PWuj1Eeo6HwXAKhU4sYZ6ibdsQI8lFzxm8H1QMeJPzut8e6oHhL9sVSOF8LGc45iRfdRFnwU8bOcVAFLZr1aqLC6H/NUppnuC/3/7bLCtsu6RdhJdQT7e3WovMJn9GwreyJKOGayQaRiRpyvHQlozsdAjwPzaC8yXGdkXFFbxqlf0/QLYL4L5QTAOBpUmw89dQF3E37Bk+CkUwmhqAy2JH0VVEqhKjET47jaLvxssDhGmnQjz6w0pSdLdIYTAHuzH7NiM2bkFhMC+OP/XEtZAP3rCINrShv2yS/q1UpXJwy5KBJLP3PmKnKIqmKXm4OYHFh4Q+iJH2nsFo4ZW40AGcjVr8F9MMfjL0wBYR/Mk94TR4vP77x4Z+AID7/0GRWcSe7IbRQ2TrHuUhu/TYN1l9B2Xq85XnuqG1lG0Pb3Bap0A67iDfcIBP2g6Xt7WeWOeXP5ihuJkAXOR2yrLORcGB1CJoIxtRGmyUPQwZusO7PFTs5r7WmM9hGJNRJLrMVt2kLMuUsxPL2oey833PNLfjMHrT6KqUYz4npsGckNf/RYX/vIrlXLzt2P1DQTJyZvWY3R14qYz5K6OL/X0gVJFq6JCsjMoYqJFE1hDvXiFPOnRgTvaVglBflwiuh1dm982SWuyG1WLkqibX0XMhcq5vbj+BGZkP4nwHlQlVqqsOM7A1E8xYv/2slwXYPirr3Dhv30Tzylg9Q6hJ2PE1jfD9tOwZgR9w+J7P95O3h1gcOoXuGr/3pKOazlHSYR3zcp3a45/DCOyn4g+/5zK2ykHhTe2Ici8Cn4GzIOg7zsDD56l4UcWl2OrqXEa499Pc/xjqEqEpvg/oTH+g6jK6twCOxeBi81hTA7KnDhJWmHyE6MU0zZm5xYS6zeihsLY89xeKYRfCQIBBv95nos/E6TUWEc8kk9rqLHF/c43fjxE9CG1soCwEGnvRLBrQ5eBnLTCOYMuhUseznmXTE+B3BkXY//8tlUKIbBSJ4Egf8hKdWPUb0fVwrR9eBt89l+RKZysuk++5Tj8P/+SbOgN4jtCQT7cSw72MQc1oZDcFSa8XifygF5pVVBmdS9Nflw558LkIMX8FL4FomUIh7OYrY/jFdNkp6+9qySEhz3+LmbLDhRFwWgNiiOUi5+sVFOXXgUngjem4+ZyGPFnyBfOUyheWzFwc3kywyN4uTzZKzfPDbyR1T9AsnMjqq5jlhp02/3Lkyc3cbIbgObHd6IoKuaGrdhDvdiX+8D3Me4gkHO9GTL5dxeYH9dNsv4xVHV+1VsXqly0wojuRVUiJMNPYjnHKkGBlT+6LKuewvOxz10ufbyCdXYYY+sGFFWhsOWb8GP/nYy3/C0m7FJumX2bXmwL4XpTZIvv3DRvrDX54zzY/MUluxZALPQIuto4K0/OKhWUNA5AJvIiHP4Abd81vzLat9LR8JtsqPu3AGyq/w+013920WOuNBnexGNG5sdJ0gp0/dZIVdMx2h/AGpxfIJcbvYqby2J2duGcFxQuCfJnfTIng0qTi8mPK6s7qPPIawk04w7aDrhHUAhjaLVVBVgGcjXo+lWvy/93kHtk7pvfu7pOdoiiE6zETI58i3z2EkZp61m5oXFQ6S8gfA97qlQdMtWNoikYz0SwjjlYR/NB0/GQUplD+tUCvnPtxavVnSKyPkakbXGV8q7PubDG3gkOto4Fq3St24NrXbd1Mjt1Aa+YxiwFcPH6TrSwgV2+7wqV6n0zuCHAPn+xErjY2Vcq59gXLga10QkCtNspTM/gTKQqAVy4ziDa0jSv+94J+8IQ6D7GA9eafRezFmM9R1D0EMm1C2vGDWBnXgP8eefHOblRnNzlZW3GbTvHiOoPVkrem5H9OO55JrNfAqDoj5J3F14R7HYyF0fx8wUAxo68jWtlMbdtxHEv4XgXgds3ul4K5dyyvNtPwbuyJGPahZcBsaTbJ29FUVSMyF4s51hV0G19CxJPgFYXfC+j+lZCWu3kXCyn4G+1gskH7vVUJEm6gTXQT6SxmXBd0NPX7OjCmZrEmZ7dI3jWfUsBn9HRVWk1AHD535XaX91Bu4ClZHmHSWpPoSqz28msZjKQq0HW0TyhdRqhNhX7ZQetXiH+6PxWHcpBWsLchj0VNNI2G/dUvm427iY9fQrfC34xy324EuY28pmLFPITmPujFK94OINeVQBp7o/g5wSZ7uBFpl/wSb8ztehtlVDOudhEhC1YYz1oYYNwfRMW3yIUqSdW11kVyJVX3spBnqKomC3bscbeXtGNITMXxlHqs6iRMFb/ILHIg+haU9X2Srt/ADUcItrajD2PoiXlwiblQK582x4Ywi8u7RY833UppnJEWgzUUtlhY0OwAmdfPoexrgtVW/gKmZU9garGScbm18PLLv2cL1cg54s8tnNDZcVS0QrbeZlEKOhruByVLK3eIVAgvqkV+1ywDdrctrFyrURoJ5ZzHCHmt+32TgjhYjsnrj3OOSo/LpSVP4qqGCTCjy/JePNhRvbh+mPk3SCP052C7JvBtkpf5Eg7b9y1wLIWWBwizi50lr9/oiRJ8+e7LumhgapCJUap+uR8qldaA31Em1sJGyb2EY/wRgW9VcF+yUNvVohtv3chR9EfI+e/W3P5cSADuZojPIF9wsHcF6m0BjD3RlG0+faMO0kkto7m9UFzbD3cUOl7BcELX+EXSU+fKp3fDSis3/wTANhTJ6uCN+O6lgfG0xHQqLQhyJyewc/7mLsX94RezrkwOBisVI33YLY8hqkcxOZFBEXM1h1kJs/iuUH1JWush1hdJ6FI/bXH1rqDYn6KvD20qPksF9ex8UaiRDvjGJ2bsPoHggA08TRW5kTlhbnVP4jRuYm6rZtJXxzGLxRvOa7VN0DISBJta64cM7Z0IFyX9MXhJX0Mqfd6wFcxt1z7mYqYjUTqWwEwN9xZfpyVOYERewJFme8bFm+WVpiXLp/qemnnjVkVFKP61kqlrObEJ4hoHZXth0vJ6h0mvqmVhl1BnkK0rYFwQxIrf4yQuoaW5I/h+VNki+8u+bXLMsUePGHRmvxn6GrLkgSsQggs51ipvcDde2e3kidX3ip6mCD39yCknddL/8+11yJgOXjYpHlFVquUpBUoc/kSfrFY1Tog2tRCyDBvu73SLxZJD13E7NyCcAXWURfzeb1SnMR4Vlt0QbvFsLxS24Eay48DGcjVhFxvkbMfHced8sj2FPFmRFBgpNRuwJjntkrhu9hTPRiNuyol2c3GXSiKwgU+QYovkmzYjqKEKit3VqqbuPkgyYbH0EP1WKluIh064U0aoTUq0a5rL7g0UyXcLpj465ngvidToCoYOxbX7DbDG3jMYHKQvH2JYn4Ks3UHJgfxSZPmVRKtmxHCZXLi7/HcHJnJs5VtlWWVPLmxHoQQXHj9N0kNLf8WtPkaP/si+Br1Dz6M2dVJITWNk5oi5r4P92vvwxp9G2dqGmdyCqMrqD4pPA978BJeocC5//pF0peG8T2Xvq/+F6yhXoQvsM8PYnR1oCjX/sganZtAVSvbKy995ZuMnXjzjuY9Mf1lBq/8HwCMvhX8MW3e9b6qc8oFTm6VH5cvDNB78YcpuhMUilfovfjDpZ56QxSKQ5iJ6n3vnpfjbPcvkZ45je8X6XvrV7FSbyGEh5V6C7Nxd9VjXkqWcxSFEMnwU5VjiqJgRPYGjzOyP2hiXXgFXxRIO92cG/8Ynp8lW3iPs+M/gOvPzOtarj/F2fGPki2exssVyAxexdy6keTWoKdZdIsW5IQ6xzGj+yurhPYCgqsr/BpX+D9nHR9L/zGXpv/1rONBgKpgRvZhRvZil1YArfxR+iZ+BCFu/ebCzTjeIAVv6K73VQvr64nomyvB6OjXz6AYeRJPlv+fw1X/z7VolN9hiJ9f9Dg2LwKuzI+TpHkQnkffX/4J1kAfQvj0/80XmD536363l345z9jvF2Ydv/JZh8v//tYFmayBPlBUjE3X0hsURcHs6MIePI/wfeyL/z97bx4fx3mfeX7r6K6+qnCfBEiABEmQEklRpCyJEilREiXFazuJ1x7H2cSx4yROnJ0cm83knPHufJLszCSbifcziXOMndjrI7OJE0dRYluUSIm3xEs8wQMkAOK+Guiqru6u7qp694/qbqAJUgQlkpJoPv904UVdb1V11/t7f7/neS5x4VtfwXdd7OFBzn/jr/DyDunBfoTnYnR2YR/18U3Qtytlu4E7VVY5lPv3jDl/DMCI8weMOL8HgOXuRpFqicmLq9p5P+HdLVi9h1uC6W9nSL+RJ/WKQ344KIXTH9eQoxLNfTq1H1kc/8w2e/C9DEbtJsKRJtpWfh6jdiMOl5jhbykwRK3y48Sr1mImj+G5NrbZQ/OyHwu4JLUbMZPHEMKn/T9WgcuCgbIvpXDHqshdcTCPJomvMVAS7+wxNOdxLqYnAq6Y0bgBmRAgY7GTcN1qkD2mJv4FjSCouzqQ02KNaIlWzIkTVDVvZmZ4P4XcDLXt743Z9tmLZ0D2aFj9JJ4Z3GfzYj9erg4mG5l4cz/VdcHcjNHViQLRQDgAACAASURBVFZbhaQqgZWA72NdHmD66CmEksUcPIcSiaPK1biZLEZXR8WxFE0jsXQJVm8/bjbH5BvH0Wqradyy+erTuiEmZ79JJneG1oZfJTdsgQZydaUvTdOG7YQTNUTrWq+7n2TqX7Czx5lN78L3bOzscWasl5Cl4Pm+WujESr5JevYE0yPfRzTnMZNHUUNVKGoMz7XK3M/bAdPZW1RWjFe0N+ufJxZeh6a2oWtbmbS/hp0/RjLzbaz8AdL5g5i5faTzr2PmXqU29sM3PFYqt5t0/g2SmW+TGPiJwEaiux2v4TI8uRvxwFIyhdV4IoWhbSWkNBBV12A6e2nW/9cb7l/gMs4XkVBo4XeRmCOsT6S/guMNscT4DRR5Ti3UdPYSC61DVWowtG0ks/9IttDDVOZbmM5rpPPH0LXF2USUUMpevhu+aoa2lanM3+ILB/sVAx7Zi688gunsJRHejCLfXZyL+RAIJvgieYZo5fdQePt+nyY7kYiS4O4SG7iHe7gdSI9cwey7iBKJoMbipC72IHyf6lXXVlr2UoLJLxfQlko0/sKcTZTwBBNfyiN8aP2tMJJ67QlMs6+XeGsbSqRSHM/o7GL61DEyYyNMnTiK1d+LPTxAsucU6St9WAOXSQ/2IykKifZOxv/OBQmMJ1SkCDRfDlPzI7c/3PBFjonCX6BK1TSFf4mJ/J8j8GkJ/yamtxtDeRJJeueCK+813MvI3QUoiZuYe3OYexxi60KE6hSUmMySXzdQ9MXd5kCtUkavCXgtTUs/SjTRWQyUIM0hPCyMuk1k05eYGX+t6MNVyt5tws3PkE33Uf1MlOrnKwPI/GQOt5ACJMb/ZorMBRPjwXfOj7PKnIt6zIkTaIlWwrEGVKqJ8wFMdpJWdkPdNLmJKcyJE4GlQt2aBfsyGjeQnjpLaizIOKaT5/EKizfDvJ3I9qVRmnOEIlVoDbWEqgzM3j4yfVMA2H0TWBf7CBk6kcY65FCIxLJ2rN4+rIv9QCB+krrSA4A1eJ5Ub6DkaazoXHA8o6uTzOgYM6fPgRA40zM4M4vLEpXgejNkcsEM4vT498DWoG56gWWCVtVA84M73jJDZmaCbUz7wILlkNqMFq7sw/ys8dVKrABGze0xAi9402QLp6/Jm4qGVtOUCMqQdW0LoCxQsixlfhZbjlhShTSdvZjnBpHDKvHOZtLOXnj0EHZ8d3lfJeNsI7KNtHMY37/xs23zBj4mHjNkmFOsnRNPmfPHA/D8NOn80XLmTC+WHZrOq5jOvuI533yppem8RlhpQ1MWPqu3G4a2DSFyjJ9+CQaWwLbXmMn+M9nCWfS70LB7PkqKwOBi8do72pfFTnSeQObuslS4h3u4HSjJ/pv9lzAvB8JY6St9+N61uevWPhc8cPoETv8cBzpz3MebBd8E++i1udFuJkNmbCTwjrsKekeJJ3exXGJp9vWWeXNm38UgCFyyFCUcxtrtEXtARq2TUOISS/699rZUJm8Wae8gghwFMca0+y08ZvExmXa/RUGMYtyF/Di4F8i971GY9sieLgTcs1cd7GP5RZdSXg0zeZS4sQo1VGnGHARyCsGL/NVy4DbS9zVkec6HqyQcMV/VsmI/x5IQzYLsMf1PJgjesdBJwLk4FJRRegXSU2cqMm0GO7B5gxQvQuMUwtJIDu8lUb8GWVlokG40bMD3coxf/A5IMggPa+rMOzrHW4HM7BVEMk5seQNQLHfo6sC6NEC6bxAkgTcSxrzUhzGvTNLo6iA7NsnMmXMgS+RnUqQunQNJxs2lmT17nmhzAyFjoQG3sbIDBIy+sg+Kte03a0lg2ocAASiMHQkyp7QNY9oHb7BlJTzPws6eBBQs+yBW5kiwnDmMZR/CiG9ZEARayWMgyeRzY0yPvhT0uTDL5NALRBPLCWnvrKT3erCKwcqNeFOqXEU8/ADT9v8g7w0BCjPZF8m55ykFeDcS3hFCFG0OFLKFs5jn+kl0tSKHlGJwqOD6k0ymv0Y0dB8hJeBBGto2BHms/KEb9qeU8Z5bLraXgzGlIugMgjq3HOCElWYi6mom0n+N588E698kN1AIF9M5gKFtvW3lsG+FwHxcYexfi7zCbfsZMYPynTtd6nmnYZXvuTJv+eaRZ4gc5+7x4+7hHhYJs68XJBkvm2Hi6EGQZPxCHnv4yrXX3+VRKpiYrxpZXpYCY+5rwRq4BIgKflwJoXiCaGMLk8dfx7XTIMlMnz5OfjYJkszs+bNkJ0YxOlfimYL0Ye9dUagMeHDBBRhxfp/gvSUVl0G/C/lxcC+Qe9/D2hdk4+o/GcOd9hEFyubbNwO3kMZOnVtQbibwsNhFLT+GTCxQHNNXoqg6BWeKRM16ZDkIiMKRBiKxpWVFwAXnejSJWhtGbXMRyQhSVCHevTjz5uthPufCTp7H9xyMhrlALuBi+LiMU90YlPO4uVTFOvOhN9wHkkwhl6S2bSuSHMZ6D3jLTZ4NZsLruufuj9HViZfLBeTkB5rBU/GyzgL1SYCCmaZ+c6D0lxuZpn7No+BLZIbH0buuneGILWlBiUQomBZVq1YQMhJlhcvFwrIPoMg6NfoO/CvVgKB6wyqszOsIsXhFTCvzBuBRX/0xPN9EiBz11R9DiByeby4oq8znJsllrlDf+sGg/84U9S0/VF6+nbYDprMHRaoiFrpxLb6hbaXgjwFQH/skBX98btkbwXEvv9Xm5NyLFPxx6mOfhJSBM2FhrFla9Fs7RX3sxwAo+GMVAUdC+wAS2qJsCExeIsZmojxQGcgVxVMM7YmK/ZjOHiQpQiI8T+22op+fwC68uWgOIICdP4EvLPR3SR1SkXXi4QfxX9sArWPoa5ZQ8MdQpGpiofvflXO6UygpAhs8U3H/385+gHuB3D3cwyLg5rLYo0PUbwjeVQXLpG7dRpDk6ypImrtdjKcVQq0S5m5vXrtHdL1MbKNc0V6xbX8vsqYRb2275v+Nzi4KVmBnVb9h09zyA5sppIs2Vx1dWPs8cLklnnE3C9PdTUJ5BE1eSUGMEJM3EJMfoCBG0KQVaPLSO35OdwL3Arn3Ocw9DkqVRPMvBrwFSYPEZg03n8bN24veT2r8OKSjGLWb8fM++alAWTLDETxmqeJDJNiGxU4kSUGvDcovjdoHEQgc+op/b8KaPYXvBWTbUrvwBaljU+gP1pB4JASFMPHldUjq4h7BwoSHnw1KAgpM4pEGYNb5HhQSJHgssBeQZPSGuYFVgkeQCbJNrVW/AeHgvIzGDfhkKTBWcRwlFCdeE8xIVTVvRq9fW2FbsBg49rVNuJ1pE+EHGZa8lUT4i5d/t3ovg+ZQs2xOVEFf0REsyDLtz34IpGB/elcHXj6Hm00TbWlCjQUlrg0Pb0RNRCCnUdf9AULhpoBP1dWB7+awZy4AgVl6vjCCJMsklgc/fEZXB/qKDsxL/eU+WOM9c31Lzi44ZyFEoCYZexgjvhWSdZDIUVv3FL6fxs4Gyqf5wgS+H9yXgpMsW1vMh2kfQJZitNT9fLFFpbX+85RovnqsUmyilBVubPsIIS3IYta1PFtWqdRrb09Z5Zyy4mOLqsUvlV+GlTYaEp8CO4biNtGkfw6Yy3q5dg4ve43rUvx/s/55pP5iZry7rVjCKKiL/Rsi6oqKYwHIUpSEthkz9woAvnCx3CBLOv/77JHC5nUMdmCwg7R7EA+7Ujwlsg3HvUzeDawOLGcvevhhZGme9UgxOxlV11Ab+yjgYzlBeWzBm8LzMwv65vozeL45r58SRlEs5k7CKSahdXUbHNiCtn2AqmK20Yg8fldyLkqYrwhssIMcPeRZqGSbZxDBwomZAqP4BO8Sk52oNBPh7g587+Eebgae4+BmFo7VrIHLIAS19z9ApKYVrAQ1q+8n3tpWDuSEJ3CuBO9954qH0yswtqvo2xWs3QWEJ/DSAvt1F2O7gvGUin3YwzOL7/CTSXzfRwhB6ug4ibblSPK1f89KlgSRugbq1hW9hfUqGjcF714lEiXW3Iq5y0WOQfzhO/u7WPCnyPonMJTt5RJKXd1eVqm8llqlM2GXxzPvZ9wL5N7HEEJg7nHQt2ho7SrRbhVjawQ5InHp0H/i8ht/uOh9jX91BL78M8Tjqxn7Zh9nfvoQXtYrz6LqPF18kZ8jzyBVdQ8DEkbdQ6R4gdMsJ8Nx9LpNCD9POnUamzc4zXJSfI/ZyyfwZj3UTZeo+njwYvfDM4vrpyfo+aEJhn7PRCA4zxau8IsAJPf3oR7djoyGOXmCeM0qlNCc8IBECINn0VhNVFpFuCkCEYdI1VKG+S3Osn7BAERpDso/Yw3t6I3ryVlD5LNTizrXdPI8p1/6hSAwngdnyuT0//l1pt84R8E2Of31/8jk6cXxhHzfx7niE2oXyMpcuUIoEUOOSygJiUhVI8QdiDqEEnEGdn2D89/5IpIsYaxeQahKJ9rUiFKlgqMRq1uK8D1AEG2t4dLBP+Lc3/5XcpkxJmf/ltOXnydfmMCLDQICuSGPsbITL5MlMzrG6KkXufDF7zB5fhfpK8Oc/qMvYV6szB45hX7y7ghGfAuqtRLyGpG2KHo8eHbMzAF8P8fZvg8xOv1nCN/j7BufY6j3rxZcA9PeTyK2mXComVhkHXpsMyG1ET22mVhkPSG10sLCTB5FDdcSiXdSVf8waqiKuNFNVd3DyEoUvXrdoq79zcJxL1HwRhYtyBEPb0SRa6iKPE1EWQ1f/WmUV/5nImonYWVpOVDr/dKLXP7rlxZsb+b2oCmdaOpS1CsbIWGjNdVgOXtQJIN4eANyRANJENPWV2wrayo59xIZ7zRXMr/KhfGPYbn7mOXbnGYFWU4XM94eBjsIOR0wXs9E7s/JFE4VxVPmVDBNZw95b4Sc27uAH5gIP4osxaiKPE08/CCyFMcqlo6em/yfGEz9hwV96536FJeTgRiLNU885U4ivQ9OLwdrN2hnPgSpaqqeDWNEtgMSVdrdbWo9XxG4pDR5dVbOZYrTrGKCL1a0++Q5wzqG+R0EPhYvY/AMEu+eBPk93MN7DQPf/QfOf+Ma77y+i8jhMInWpShHn4K//Dli9cswOrvIjA7jZjNM/XWBMxtt8sM+o98IZpy0TRbqmnG8lERy1zgT/ziIKEiE1k0HWTIPrH0eM/vGufC4yvCX+rBOJin84SdRLlxfzCzR3oEc1qjq6ibeugQ1FqeqazWR+ibCVdVULV+FJAcZv8QWBVm7s99za569QJX6HABVynNUKcXlYlsJzpjN6c/vZPrVa5epvp9wT7XyfQznkkth1MP4pSAbt/Kb9UghCTefJj19DiQJr5CpCGyuh9yJMGRiZC5kmD00jZ/xSJ+axfzAS8R4kBAN5ZIYk53UtXyaRNUaIvGlTBDIu6b4VxqrfxUkBTN5FLl2sNj+Is7Rh4A2Cg9+F79uFJo3k0+mF9XPzKkChXGf1Ms5Gn5vDEfqxWOWdOYEIhXBS8sUcjNkZi7R0v1vFmy/jP+OKM4KN214lkH3l3Gks6R4EZdJbN4gwVxpnrfyGCw5TlY7jNG4iWG+hjlxkvplT93wXEsiKamxI1Q1bSy3mz1XwBekTvUj1VgI3yXVf5rG9U/ecJ/myJuQiaCvaKhod3NpfH0UZIlCxgJjFnxBJjVA6koPfiGHYyZZ+uFn8Zw8kizhkgQRJjM2gZfyICyYHt1FenAIfJWpy98jW3UAIQpYmQPkuASNCqnkIZauDbJhVm8/M+MnAYnpnqPosWDmbfZcL8bKOdnikqCJHt/C+IEgsG3e9DyqUk0scj+mfYBE9AE83yKVfpWq8LO4+RlSU4cQq36xzIVyCsM4hQEaaj4JQFfbl5CKc1DLW/8YQWVmUwgfK3kMo+4hJEmiretztHR8EklWaF3+KRraPoKsVKpy3SqUAq/F8qYkKcTahu+hyNU4o7OQ0vEvRhC+wNC2ksz+E3nTxO4fR1Jl/HwBORx45fkiTzp/iLrYxxG+wOurgc6TON6lCr81Tx+B+DgZ6SgGc4FHQQteYJPOX2PmXgUkJnN/g5xwAUGK75JnAJkYcR4lVeS1zeRehCK/VNceR5XrCMlNxfLKosn7VfxARY6xtvFlQkoDshRG1x7FzO0hG+8h7w2Tyu1CCFG+5wVvErtwHAmNgjdFOn+M5sTn3s4teUeYfXHuU60JRACann+AcEjivsbdaOryt9j6/Y/5isAKdag0YbKTej4zb51XEOSY5UWa+LVyu80hPKZJ8SJ1/CQuk/fKKu/hHuZBeB6pyxfwHQdnNolWPacZYPX1oi9djqQo+GeXQl6QOaJidK9kdN8urIFLzH53BaIQlE6au1xIWDhKP4WGaeBJpv95FndKgJqgUH2G+AdakWMBT87xZ4AYqe8WKExMgWjFPdly3XOVQyHWfvaXCMXjSLLCms/8IkokiiRJrP7Jz6GENPJDPs5Fn4bP3HkxI9PdjUI1MflBQGZt7DBRZTUAa2OHicirKtZPHR8PxmRHxqh/6vb4yd4p3MvIvY9h7glKrUqcuFCjglojY02eAvyiUMeNTX+tviuIZMBVS+4aI9trAZA6Okqag+WZ2Aj3o9IcSEhLMpH4UgSiPENrshNFjZGoWouVPFbRbh8rQEcfdv0LWNJLsH037sFOfPfGflIlVc78sEfychAcuEwxPBHMAAvPZ/T83wNigaUAgEoNIYIfqOrQByGaY5K/wOFS+fxK8LCw5UOQsDF5iaixDFWrxlpkeWVpvavLMc2eYNBsXRgmNRCoOFojlxbV/6meQJCifk3l4NgcvACKB5LL6JHvBqWVimD48P+HXwgCV2voHEpEI1yl46Qm8bzpYJ/HDiPMKESyJC8ewp8tBmNXTmJlDgfL1h7cyQKEXNJDlwnpcaLNjZgX+8j1B2qH2b5U2WvOvFgphGLaBwmH2tBCSwNuneJT0x1khYz4FuzsCWas4NpnnfPMTgWBQj43hpMdmbumxYCw5BMXUutQ1SAzo6o1C7Jx2fQl3EKqzINT1CjhSGDELSsRtGjzDa/524Xp7CWsLENTF/9iCKtLUOQ45rlg4sO1cmRHpjEi2/BFmqmz+wEQro/VO3dd7PxRfJHB0LaRHZ7CtwV09jFpf5W8N4ShbSPPCI58BlSv4jn3yZIJHQHZw8ztpuAkAUg7hyq+tyY7SRRVBkulkDnnEmZuT1k8JfDH21pU33wNVQ7sDa6Gpi6ds4rQtuJ4/UzZ3wj67E+Qc8+V1y0JxggcRq0/Yb54yp2EWUyCWjvB3AnRjRBuDILNSKgLSbq7X6HzFYElJAx2YPFyxeRJ6Xmx2Y+HvaDd4QJT/HcAdJ65g2d/D/fw3oY9OoTvFFXH5/HenNkkzmwSo6OLwoRP9lSxFHK3S7y1DVnTSF24RHp/wHczXy5QOFULHf2BNUCyB5rGyBxQyR2JQ9sQ1vBFZE0i8ZiCudvD3h/kcZzjVaRfC37TMgcVhHv9UkOtugY5VNREMKpRwsHYM6xXoUQiZf7dnebHCSEwvd3o6hNIkoIkSeUgDiCqrF4gkmWemADAOj2J8N7f5ZW35C0kSdJXJEmakCTp9Ly2WkmSdkqSdLH4eWdrYn4AYO51CC9T0JZVJlbNiTeR1Qiyoi2K3zW1Pwgs1BqFyX8JBopqbZjU0VHALc+iBi/yZype5A4XyTOASjM2B/BIY9RuImP1YuePo9KMk+/DO9WK9OA5Cowyyz8jbzsJpsH0iZM37udrOdTG4FGd3TODSjAoT0+egXABJJnJvpeQ1RjxmoXSufMRpo0I3UzyF0E/acZkrmStJJ4yF7BKGI3rMSdPIsRbc9rcfBp75hKqVo2THiGfmQSCQNO8MIxqxPCyDuaFPtSYgfAKpEcv3bD/9uVRJCOD3ri6ot0aOoccjiApISbP7ENSVFBdzAsDIEmokQTmlTkemzl4DhSfSHM900eK7Q2z5PozICQIF3DGUgiRQ1XqmR05BK4K4QLupIfv5gKlzP4riNkYRHP4kzEyw2OoehxnKkl+NuA0CeFiZV7HiG9BCEF+yiZUF0NWgh/4QJzEY2r226hFJcXZqf2o4WBGcr5gjmkfIKQ2EgmvuOG1AspWA8Zt4sFdD0IUsJyDb1vF0Dw/iKoHgY55bhBdewyQme25gBLVAk/AnsG59YuqlLr2aDkIDK/wmLS/DgRZMYuXgeA5n684mGYfSDkkTSKfHQ/uvywoOEkKYqS4/m4cLmDwLK6XJFM4jSzHEK5POv9GRT+NyDY8f4aZ7L8uSlmyJFoyaX8DVQ4yzYH65lzfFKkKiTCT9tcXiKfcCRQmIXsc1GbInoL0fjB+gBJK8xWBSzDYgcskWYLf7WAi7yVUmhEUSM+zJ7CKnDiASf6CCPcR5vo+kfdwDz9oMPsuAhJqLF5cLrUHQZ3e2YX1ahAcqU0S5i4PSVbQly4ntcfGzwTtMy+4kIkid4+SunyBvDmLtHIEr7ceMVaDvHqEzNgIbsbGeErFuejjna+HhA1WgsKbjUjVDl4K7GOL5+4v6M8uF7VJIrL2zk5wOf5FCmJ40fYCwvOxTk+iVmt46QKZy4uj+bxXcauu9t8Az1/V9pvAK0KIlcArxb/v4RZBFATWQQfjGlYD5sRJ9Pp1JOrXYk7cOFCyjqdAt6n/oTbwBIqu0vjDbeT7ZZhuqTBvDV7kU2QpZp6Kg8NWvlB+kQdCEgKS1bTyBTi1DvIa9ZtKHB2X5se3geST3Dv8lufm2T720Tx1H40RbpfJ7W2gmh8lItbDRD3hpgjxmlUgPPSG+69L1J2PIMPoEqKdej6Dzet4pMr9kYjSzP9Onj4cLmE0bMB1UmTNgbe+jsVMaOuaTwT7KgbR9sAEfi5Py/PBQNSbJvBMk5UguHoLuIUs7nAYbVnlfRZCYA6ew1iyCr11Bfg+iZYVhBpVEBBrXEZVx32YQ+fLoirm4DlCiRqqVq8EH9AcEl1LQMgge1St7YRsFLIJWuo+B8UsbfX6VeCpTA3uDhQui+TgmseXABIIQetTgQhFKTtnZ0/h+2mM2BZmz58FT8ZYMZelikcfQJZigEtjzY8jS9U46VHqWnYQjjSWgzEhfMzMIYzYQnuB68FMHiUS7yCk1d145VsIO38cX6RvaDtwLfgFD+viCDUbu4g012CdG0SVq4mq68lddNFXt5FY0VIO2CAIfAKOnYF5bpBoax1V9R8AXMJKO5rSURSYaKCBXyDDcVwCrmfwnIeo1j5IINEsqNafD56FfDj43ha5owY7yuIpjcani0f3Knhwc0Gduyh+YETtIiQ3Ay610Q8TUbvKZaklSwVde5yE9hDgoocfqRBPuROwAh0YWr9QbPDAePaOnsK7ivmKwCWUMmrzs20FBmnm3wUqqMV2lxlsDlPPzxSrIVwMfoAu3j3cwyJg9vUSa1lCVVc31sDluXd1fy8h3SBS14C520WphsafC5E941MY9zE6u3BP14EiaPm1MLjBu7Hlx5dCcR/1P1IHfjAeavx4MyAw+y9hPFUcI/kKNT9rlpdrf9YCKcj6vR0IX2C96mFsV+64RYzp7QKuLWhyLdgXZ/AzLi0f7w62PzF5287tTuCWBHJCiD1A8qrmHwa+Wlz+KvAjt+JYP2jI9blMfHUhl8w+nsdPC4ytEdy8xdj5f0D4Lk56jHxmHKNxA0bjAzjpYfKZKfyCz+g3+3HTlaV8vutSOJ9AW5tDL3q6xdfFqPpAMAiOHPsEMnN8IuMqwnsgTd1BHZ9GIoLJTuL66kCNMtlIHT+NfGwbqAWa1/8IGqsBiYaajyKvu0xmb8Dfy54vMPUte0Gf04fyZUuF6LZZOPAB9MJzxFLbIK8V+xmUU16rrPJaKA0oAiW+Zwnmnl8F5gxrq/hwuX96YxCAmuNBYDYzfJD0dJDRmh09UgzgYOyVIzDYSd2yp5BzjYwfC8i3U68HPnS1D65Ejikw0UDN8g2EQx1M7Q5m3lLnB7j8tX8FID+bYnz/YYQQTPfuAVelatUq3JzN2NGXEL6Hk5okbyXR27vR24MfI6O9m8SSQFkq1tKM3taN52TITA0ifB9r+AJGezdGVwcAoXZB3fIgAFPrJRq6gkGaZq2jWt8B03VIeoEl938SEMz0H0LvaAdFQDRHx9ZPQaiAFBbUb96AmojPlVlmDgASevxhkifeBKBh00PleyBLYaLqerBjGPHHiYr7AIFRswm9dhPWzHGE75FxevC8WfT4FrxsntF/PoVf8PC9HKP938T3chX31vcc0rOnbrm9wCwvlJ+R6yEIRORiJu3mYPeNIgouxpp2jO52rEsj+AWXuPUEwoyQWF2P0d1ObjRJIWWTd6bJvBYjIbbi513Sl0bRu9vKwZWhbQs8g3gZnWeKz7nAJIhOTHYSZwuNWsB7lEMhlkR/CxAoTiu1/CQSYUK0EmFt0VLBoCX2ayALQCahPUSa/czwbULKXDmlfpWyZI7z5Qx4CZIkkYg8VF5f17Zi5V/HFzlybm9glxDZWg4QDW0bPg6j/AEe1k1f37cDcyco1VD/WVAbQIpA4uZv7Xses3wHi4XCS6VJrfkTeWFaiXBfxe8/QDUfIcHW8t8WuwEfg2fLgeCt5McJIRj/b3nyw28/e/BehfA8Rg+8ipvLvtuncg+3EV4uhz0yhNHZhdHRhZfLkhkbDt7V/ZfKxtzmbg/9SRXjGbX8t9GxEvo6Ca/JUv3DQbvUkqT+8ftBkghX19D6yVWgFiCeoeVH70fRIpj9vUS6ZeRaBxSXtl9ZhtQwCwiaP9NI7IHr2xPcCNlTPu50oJp5p2G6uwlLHWjyta2UICihnH1jNFj/xARIUPv4EqKdVeUyy/crbmf+s0kIMQpQ/Gy81kqSJP2cJElHJEk6Mjn5/o6KbwfG/8xi8HdSOP2VsyTmHgdk0B/TmOp/heGzX8ecOIlZ9DwLApxiADJxAvPwNCNfucT0S6MV+0me6IFcBGNTHWq7Da3DsOY8yooUVM0iHa305wrRQoT7MdlZlKbejcGzyETKBw8/BAAAIABJREFUL3JJVpBqLKRkE5IIoRzdTmjtLOGoQQO/QB2fQqWO6NYU/tEu8mmT0T+xGPj1WQqTHmN/WuzzgIu5NxdYKjykIW09BGkd5c2tqBNB8NLY8GPUtj1OtKqT6pYPLOqa6mwnzqPU8VPEebTsjzffsFZjJWGWBoFqtI6I3o45eQLhu/Qf+28MnfoqQvgMHP9TrpwI+B+ZIwJ6OwAFv7+e3Jsanltg5vhFUH3kSAh/Voa0Tj6boXApjDcaxRoYZPDvXmXmjT6sy0OM732DoX95mdz4JDMXToLk09C9namzBxg+9ALW0IVyJs9oX0PNio1E69uoWbGRxlXPgW6itmYx2oNSTHPwHJmJK3hOFqO9G6U5B01j1DzQSW3rVpR6j9ruD6A3PIgUFSipDhSqIVVDoq2DSLwVudolMzqGFFKQVvUTXSeQ1Qja/Tmk1QMgy0HZZW9gT2DaB4hF7kdVqkkPjCBpgnhre8V9kNJVMFuDIuqQ8wmQfJRYBKN2E55rY1vn5/HjHmV632VG/v44qRNDzEzsYeTSV5iZqByApmdPI/zCLQ3kBD4DfJZBfvkt1zOdvcRC61Hl6ps+hnluEGQZfeUSjO52RMEjfXkUqT8gaMvLRzG6g+tnnh9i/M1X4LUnEKdXk740gnA9jO52dO1x4qGN1MU+Ro7TuIxhsIM4m1GoxmQnBSbI8iYGO0iomwlF66iOP0dE6UIJGShOIwpx6vkZGvgFEEVLAe0xZEkjEu9AirtIUoQhfo1+PoOgQH38J6iJ/jBhpZKDOMrvc4WfXyhbH8tBKI+iaRjaEwiRI50/ilUWjNlGTfRDREP3Ux39ICleYITfIcnXb/r63iyECAI5/WmQQtDweWj4HMi3RyPnXYPAo5+fZohfXfC/YFJrGzKVmVCDHaTZi0+2OJHXicYKDJ4lxxnyjGCyE5kECR6hnk8TZws6T9yy886e8Bn6bYeJP8vfsn2+V5C6fIGR115i+uS1/Vjv4e6AdeUyiCC7pncEtAGzr5fM2AheLovR0UXugk9hRGBsV4htkFFqpSBDRy2MtSB3XUGtd+G+syQ+nESNRKlfv4mGjQ+j6mGiz42T+JEkckhFX7Ycq1iyKT9yhtBjfYRrNIyPZdC2jRBpi2NsV0m/4eFZN88ZK5mO33l+XAHL24ehvrUY3eCXTzLwZ8eC8cmJCWIralB1DWNDI66Vf1/z5N51prYQ4i+FEJuFEJsbGhpuvMEPEIQQZaGP0mcJ5l6H2PoQarVcDt7MiROYEycIRevREq1E9KWEIjWYkycwjwYJU+toZeI0eSjgaDU8vo70zEn40e/g1B3Ekl+BjccpHK9HiMoHvPQit3gNH7M80xrYE5wlzX782kGEI7BH+in0xmnY9DAATfwyHfwNANXbGsENMbn/Tcyisbm1z8Ga12dzr0PiYQ05KpF/7Jsg+dh7QmQnJono7USjXUT0Jax96v8mHF1cKZ1CnG4OlAcpCZ4oCzuU+iEhobMDi10IPIzG9aSnerCmzuC7WeyZXtLTPbhOipw1yPjRfUEZgy8zdewIWHFwQ4wc+Sf8jAtygdnzPeBogMTQCy/jp4PrOvrKAZzJIMswdfD0XFart5/s5RRyYxYt3lAO3szBc1iD5wjrdWhV9WhGHWs/8ZtoVfUkqtcQfmyMbOhNQjGDaN0SrMHzmIM9gITRtpq08zo89xKN63YgKyEe+MSXaF/3aWRZprZjC854Gmv4AghoXhkk0qMtjfizKqnUAcRDe2naHvDPGp+5D3/jHpzCFYyuTtxMlvRwP3b2BEZ8C242i2e6RJoqgxshBI4VePilZ94kn56GcJ509jBG7UZACgRz7ANEtdWE1HrMMwF/0zw9WvaJK5VglmAmjyJJIRI1t85eIMubxXLikxS4tkeg66ew829iRN7eYNU8N0SiswklEiaxshVJkTHPDeH0ylAzSzZ+iOiSetREBPPcIGZP8Iw4vRJmzyCSKqN3taLICbob/5mE9tBVz7OKzlNY7MQqZuVK39v1tSfojAcZswbtU+Tz43h+mqX8KS38Lo7bR94bLpdMNhk/g6geJc1ebA7jY2HzBo2Jn2J57Z9W9Esgyjy9q2XrHe0kNE6Slveha48AKlZuD6azF03pQFOXoqkdrG38HpratiALdDvhXIDC4BwnrvX/gPY/ue2HvePIcBSPmYqyWwh84UqTWlfDYAeCHBavFifyKjNuFi8Xg8DtSITQ2U43+5G5sXryYlEaNL7d7MF7GSV+1PVMn+/h7oDZ14scChNfspRQPEG0qQWzv7fMldM7VmDtKomHqIGV0JMK1m6P9B4PhES+9s3Ab+4j/0TT5+MALPvgR2l+JPitXvutNaz+UlApYXR2kTdnsYcGcDd8n4bfDsoqu/7zau5/MZgY17cr4Ab2BDfdn10ekbUyoeY7G1bY3hF8rLfkxxVmc2QHTFwzT7pnGvvCDMaGIN5Y8r+s5b4/eRpJef/aotzOKz4uSVILQPHz/Z27fBfg9Hnkh4qqRHvmSsjclI99PI+xLYLv5UlPBWV+5sRxrMlTGI0bkCQpUJNrWI81cRLzWDGQOzGLX5grR8mcyCM1zxBtbCxzuhx7lNnM95E3XcSd9sn1V5pVBi9yhxG+AEjoPFVuBxjiN6A2ON7kgaCs0NhUy9Wo3/wARLJM/bmGNxOc08TXbPLDQZ+n/z5D7ryLsVXDZZZMzS5C66cw92RJT/csupTyRjDYUVRW+3KFYa3BDjxmyXAEo/EBhJ9npOd/FLfyGT7zjfI+Rl/dO7f83UPl5amdvYAEqsvgd3YHy4B9JB8ITADW6QnwguXU2QFyk4GyZPLUafypKLHOanw3XxZGSV05izl8AaN9oRITBEIiVuZ1hChgtHeTHr3MbP8pYg1tqNEEpn0ALbQMLbRk4bbtq/GcDGPHdiIpKomWYKawpuMhEBJD54vqc7Et5WNBoCypF0s2p87tBzyM2BamThwBIVHVXSn9m8tcoeAEA8ep0e/jZEdR4jFM+wBqqIqYvpLU9GHS2aOBYIrrY/UEQZR1ZrQcwJnJYxUTDWbyKPGqtShKdEHf3i7mBw5mMSi5GoGio/e2hE7cdI7M4AR6MeOmaGHinc2YZwZI944SWuFg5l5DkiX0VW2Y5wbJ9RZVzC6MkOq5QmJ5S9mWYP55R+gmTBsQPM95rjDBn6JQQ4yFWctAGdLFcg7O7ecqS4XS93yY34ai6NH1gqscZygwumAdlykyHC+3K3KCRHgTqdwuLOfAAp7dfHXcYHLl7fE4FguzeKp3u7jJ3D2ZK7ud365fI5BL8AQSIUb5/WAAVVwnynpUGpjkLwNu8W20GigFcNnTPoWJu6u80uoPArj0YB++e3uf83t492D295JY2ln2hjU6urCHrjB74SzRphZC8QTmbhetU0LrCIbqxlMKhTHB+JcKSHEfv6Gf0YOvISkKenvHWx5P7whKNYde/X75eFcj8YiCFL15npyfFaQPenc8Gwdgeq8AMrp6fW72fA7c8DfOgC8wNgRFgpLyruez3jFuZw9eAH6quPxTwD/dxmPdlTD3BsFb4uEw1gGnnPq1Djjgg7FVIz3dg/DzJOrWkrOG8Ap2RYBjNG7AnfZxBjMk1lfj5zzsnkDYI2+n8fqrid4Pwnexps6QqFsbHGPiDPqDQRbFvCqLl2AbEmFs9hNjMypBkBa8yBux2U8oVks40ox1bBZFV4mtNBb0T9UiKI/04h5uK/fTPpyfWz4SLBvbNCx2AT76thD2mwWErdzCQC7gzNnsL2fjgvanASmQYK+/D0lSsZPniFZ1IqsR7OQ5IoklqGEDb1wB2QMF3GkftDzEMvhJDRBE2+txR2RAQKgATnHQHfYgH3wN5biCZ+ZBQKKjnczgOAiZmtUPkB65hPBcEq1d5JKj+PkcRpEbt6A/sS34vo2dPYnR3o3wXTITV9DbuwPvscyRcgB2NfS2oBzTHr1MomUFshpIDdctfQYUD2dshki4i3Ao+BHUQh2E1RZMez9hQyfSWI/VO4AsRYlHH2D2bA8gaNhUWfZqFQOxRPV67FQx2K/ZSDpzGN/PY9Q+iG32IDwXPbYF+/IUfq5AYnUTzoSFO10gUb0eN58kZwfZqYIzQzZ9CaPu1vLjgoBoLQp1FcqPFf1x9iJLMeLhm1fKNC8MggBj9VzpqdHdTnZkGj9XwOheguP147iDGGvacc0MzOponTJ+Lk9uNFkuuyzBx8HitYqBeGlgbbMfnaeRWPjSTYQ3I0mRcvAGQSAXVoLsGJSUX9dgsx+ZBFE2XjeQK7Un2FahdhsEDYIE2+bUbrWtZN0efJFBvyogdrhEnn4SbMMjhc2RRV7dtwdzJ4SXg3Z328RhspMo68plt/PbVZqIsjCzrRAnzmPY7Afk8kSehIzOM8X2W8uJm4/SoDHxWPD83k1ZubyZIjc9SaK9A79QwB5+/5sV38NC5FOzOMmpimDK6FwZ8MLHhjE6ugJBu30e+lNznLMS/8w+5KFvlUEGe2iARNuysi3A9aDV1BKursEeGkCJRIk1L1SQlTUJfYty09+p9AEP4fCu8eNi8kbUtxDGt05OoOhhIu069rkksqYQX70wufB+xa2yH/gWcBBYLUnSkCRJnwX+E7BDkqSLwI7i3/dwE7D2OITbFBp+Ko6XEmROBEIl1l4HOSYR3xTGnDiBJKm0rv3x4lYSRsP68j6MxvUwGAzylvz0CpClcmA2deAk+ArVH2jDTl7Ed7M0rvgQakTHn4hQ07QFrS1WzuaVELzIixmZeS9rCRmjqGpmsAO9ZhOFcwn0DdXXTVsntgUzP5E1gtofDUpvwksVGn4yKBNQ62Sia0JlzkXd1s4ge9XbTaL+vrd9becjwlpCRVns+f1RqSdWHKQqaoR4XRDkVDVvQq8vZu2aHiBetw6yUeQqgdakg6uiLvFRmz3wFBQjRPWalUFZZTSHsiQflGGqErHOYsmhIqh7aBUIGSUco2lrUIpKqED9iscxB88hySqtD3+ofLX1tsosVwl6/GFADgy3W1cEtgSA0daNnX0z8B67TiAXiupE64sZnHmBoqrGUOskmK6r2FaSJPT4FszM6wjhYqzspDAC8fBDyHKYzPA0ckImrFcG8mbyKFp0CfWtHwz2H66lpnYHvshiZ99Er90Ewod8DD22KSirlCSWfLxosj7aQlvXzxb3FQSF1syttx3wyZJmHwbPYfB0kRu6sJbezO1BDz+KLL31y/RasM4NoUTDxJfN0YiN7uAeIEnUrw3EJkxnT0XA1vqRh0oJ3nI2r4Q0+xFkK55njRWECcjg1xtky5KGHn4YywkyzIGlwoEFmcbS9jpPUsUHK5Rf58NkJxqrqOezFbL1JjtRqKaZ3yqq3e6ZZyIuo2uVz2cpgF7Cfwak6wbUtwKiANbuuz8b55HG5gAGz5fLbgUCgY/Fyxg8U57Uuhql+z9/Im9+e4i2orDVrUdp0Nj8y2GUWultq+y9F2EWs3FLnnwOJLn89z3cXSjdV6NzLpBLtC9DUtVye/qwh5+u5JyF22W0ruA7WfWMVg7GSsIobwVJksqBo9GxAkm+9vDfeEold96/KSEhc7eLFKY8uXKn4IpZbP/oW6pVChFw4ox1DRgPBO/YxH31yKE7nz28XbhVqpWfFEK0CCFCQog2IcSXhRDTQoinhRAri59Xq1rew1tAuALzQGAvYDyuBQp0xQyduSeH/mgYOSxhTpwgXruKRF03atggVt2Jqs0NmkORWuSx1UgJh/h9VYQ6HSb3BXZ/s4dHQHFpeGR9kWcnozesQ043wYsfIu5tx9hUS/rkDH6+8kt9NS+ihPkKZVHnQbB0tPsq+X2em+bs65/DmjlF7dZgYBneNlA2Nje2aiQeCwbEWoeMJEskD14gfPkpEptiEC4Q6n8YRY0w8OszjPyx+Y6udcCHKwWglYa1OjtIcwAPq0IdU5Hq4NDDhKOtKNPtIGTiK+uJr64CJKI1S4i1N4OvoLSkkWt9KISQm9LUPr4UACUh07g1CLrlKo+Gx4PlsF6LvnwpTNdCIYKsRpjaOUA4v4JE83IkVSZUFUONJK7ZH1WpIha5HzNzAFkNE66PgQyJluWY9gFAQY89XLHN7MgbnHvtt/D9QjmAuzrjF1+yDLIxoqIyE2rEt+D7aezcKaIdBngy2syD5KYnEVlBvL0JD5seAt6W8F2smRMYtQ+Wgy6j9kGM+MOAgpk5QKL6PpAg5LYhy1EmDx8h1CqIdzUgJQrIEyuIV61BOfkk438fiGiYyWMoqk5MX8n4985y+c+CrNLk7gv0/vErvB2k2YvAKSqc7qDACDl6KtdJXsT5i6fRkpWShp5ToOe//F2FZcDVEEIEnnErl1SUeMSWNiK9uoNQ7zbi+n2E5CYsZy/hGh25PgeGTfWKB4m1N6LEI8TaKvnFQaCjovNkRfv1vrcV62jbyLm95L0R7Pyb17RUmP89D/YVKL96pOlhMyav4OYdzC3/Ae2F/61Ctr7kPabzFDpPlGXr46ENKJJBPPQAqlxVcbxAVGMZcR4uT67cLtivg2/d/YFcmj0ICuV7mOcKDhfJcgKXqbe0C7jeczS//XpB4DtFedC4VcF4MsgeCCGY+ccC55/PIDxB6vsuPdtt/JzA2udydquNZ94eMQPh+5z/+l8y03PqHe/L7LuIGk8QX7KU+JL2ezy5uxRm30VCCYNI/dzknayGSLR1BJSGto6AHyeDvq0yy1XKehnb1XIgqF+jTPJaKK//FoGfvn1xme7eT2SY/HK+vG78YQUlfvt5Zqa7mx77CTxhY7l7AR9Defq66+eGLArJHMaGxnI5ZenzbsH7vzj0LoV9Io9vCfRtGmqtQuz+EOYeB2fQxen30LdGKDgpsqm+IidOpmPTv6V9/Wcr9iN8gbjSjFgygO85eG1n8K7EyCVnyJ2RUJbPosZiQUBYswI1HMcdiEGyjnTPFMamWvycj312tmK/Dfw8bfxXElQO8Gr5BEv4Q6r5KP6lYLbIX3ahYh1z+hjZ9CWSYzup7l6D/Af/F9LPfA1tqcqy/1JN8y/quEkXIlmEmsOyj+CPVeENVAWz/l0X8M+uwEv7TP1dhqlv2AsEWW4WLfwuy/jroufRHIyi55zFazR0PEfbus+QqOsmOzINdgJ7vD/w2wOWPPMM2uZAyjeidCBHgh9Et/M405f2ARKhhyZo3f4shPJItWm0VR40jEPHFaLN9YRq48hEmDy/B3JRmE2QGR/HmwrhTWj4fhbRPIjfMPSWfTbiW7Czp/A8C7HiHNx3Eo8ZTPsg8eh6FEWvWH/qyi7s5Hns5AWaNmynfdvHy5m5EppXfgwAMV25rRF7FJAw7QP4Df0ge4iReiaOvAFI1Nx/P2leI8MRpvkq6VQPvpdFr91ESKulY+2/o6XzJ1AUnXh0A6Z9AM9PQTiHyEnkzRncERWvoRfhFxDNg4iRBoTr459rp3DawM1lMZNHMWo3IkkKU69eZOb1fgqpLFOvXSR1Yhhn/OZl6wMJ9jAJtpWDl6uDiMk398JkI97pSs5h+uIwmSsTTL9x/rr7dyZT5JPWgoyaZ8qInpWIE2sACSOyDTO3D1/k4bnvof+oiSzLtH/scTp/8mkkufIFarKTBI+gUHmvmvlNlvFXaFxfprnETzNze4slltICS4UqnqeNP6KOTxeVX+OY7MRiNxmOMs3XmD7QAwcfwfubD1fI1pe8xwx2IBOdU7uVVDpqvkhb9RcqjhWo4+6qECFKc/C22RCYOwkGUG8tgva+R/BsayR4vMJWZo4f98x1t42xmXb+Hxr5txXtYdpYxldo5rdv33nPGzQa2xUKo4LceZ+p/7dA+oBH5pjP9DcLZI76pA96TH/LJXvCx3zt9mTuMqPDpAf7mXqHKpNCFGXnO7rK2ZPM6DBuNnOLzvQe3gsQwsfsv4TesWIBx71t+/N0fuTjyKEQ5i6X+CYZtbpyneZfCbP0ixpal0Tj5i207/jwNcskr4WqlWtY8tQPUbv2+rSU6H0yaqOEuev63xenzyf1XY+prxUoTPhkT/lz/nS3GdOFb5Lxj5P29mJ5u5CJE1ceuu76JWsBvRjItX36fuqfWnbd9d+PuBfIvUdh7nFAIsjGAfpWDftYntnvBVk5Y5tW9i8rZYqqmjeRqFtTsZ/sJQthK9A+wMzIXvz20yBkhl84iBivJr4hipu3sZMX0Rs34BbS+ENBuV/yxCn0DTUV5ZglqNTSxK8s4NnIRTNtmQj2iQxSbZqM/EZl3+YpDkpIVH8qhd3yDwh86n88jrZUxTpgQ8glezHL5MC/AFCYtZkZ2g/d5/CGokz/fQZcKIz75C68s5d0hJXU8+kF7QkeQyKCxU5UTaep68NIkkLuYlDmmj4/RubKFJImEW9tIiMfRGqaJXM5jX15EiJZfDlJ7iyguHgrj6OqIcKbp3D7osxa+2HDSfy8je/mqN24kszgFBN7i4MCO87wy68B4KYKzPQfhoSFp46Ts6/PnwjKHz2mzRfIR3ugcZIZ8/tkcqcxYv8/e+8dH8ednnl+K3WuaoQGQIAAMwWQBMUkURKTSErUJFu+G2ffeG2vw/njsGuffbf2nNdep/X6PPas7fPHa3sdduyxd2ZnzrMz45mRKJGURFGBOQAECIAEkWOHqs5d4f74dTcAIpASqWBZzz8sNH9dubre5/e+7/MsLFvzXAdrWmRpzanLaOEojdufXPSSCcc2oIWjWCN9Cz5X1VpCga1YmddIl15HakySvZXE7BsA2aW+c+c8xcEXMOPnABm9dicA9c3PEAi1Vvc7m79GwnwO/AXsgsX46y+CJ+M2DjAz/k1oHsHLS0y/dAMvL4GjMvbGNygVZtDr9lCMZ8iPizK/xJuDZAeFeExF9fKtoOK3phDGz1r8bMbk+QVjrF4h5pG9sdDvsZKJs3qGlyXdlTF39rhZJwFXwh5XKNwA3X8Qx0syk/kH3DXXiW0TPYeRDc1EO9ct+K7NLFkuLClU4Wc9MX5sxWMOqB2ociNm4eV5lgoL+w8kVJr4BRQMZHyLlF8tjpM4LiZ/ciea8ew5tdskXxPHvEDtVsjW1wSPEfEt7HHMcA6H1B1+ZGJy5Z2AeRzCj4K6fMvFBwKC7B9EJlgtu61cwwDb8LF8cCgh0cjPotG06P9i/AgB7i1D8FZRDRrLWQO9nJ1IfcvGelVkEFIv2pin5lQtKwqXFQXABw1zUPwe3q84SW5qAjubmSt/W78J8LBuDzyI3fwQ7xNkJ8ZxctkFZZUVhFa1UNuxHTvhkbngLtlz5muTafgRH5IkoUV0Gh954p4NuGVFZdVjB1F8y7cASFJZHfOUg+cu894qP1PZSy6J/69iO/DO98d5nofpnBL7YJ/EtE+iKwdWbGmwLk/hbw7jbwwhKTJNz25GCWvLjv/niA+J3PsU5ssFQts11FrxwjIO+fFKMPEnFlqTTGCzijl5CUULE6rduPx6KgRszQTx0ZehZQx8BZL/KF5q9U9sxJq5CrgYjTuYGXgRbA0kl+xAHCWsEt5iLCJyd4Nnu1iXEgQ6PTJmD449F+QKiXiVYn6CQm4Mg2NleffLc2POZJE00a9ins6B5AIe471fQu4UBGb8P1tI5efxTnuGBwWZAHo5SK0glx7BG6kDxabUo+NmbIKtdbheESt7luAmP5nBCUrXI9A6ArkAjDZAbAbbG6ZQHELftgpMneSts1CXAkdlZviE8BBzXEp9wfIxS5gXxkASP6izV68iSWr1PC6HcHAHshRifOZPAYTK3OyfAe6i/rhMog/XziJJKtbU5SXWJiBJEkZbB+ZIL553R6ltaB/p3GXMzBkC68LkxqcoTKbRagNidpHjSGjYTJKKnyZstKNqi0tDBcn0GJ/9Lygh8eM8e6FLGJs2TDN+82+hWcywjX/lSnnHXGbOCdNxo24P5jVBrCRFZvyrV8ETy2bX+KLtrYQSk+S4vKB8TJCRl3ARJSWuU6J0MwCKR25khpI1Z+Jr9gwjKTIlM0t+fOnnx+wZxlev429YWEpoHWfu3j4+pxg5bn0WkDDuMN1esM6ykMhKpXErQZLE+s38S2SKF6sm4yuhovya4AtIaJQYJ3M8CloJNyWROTcnWz/J71W9xyrfBZbtexPEWSqLDy2cXHnQcFKQeRP0D3hZZZFR8nQturctTpDmlXdUcfJ+YJ2ak2MH8K+R8W+UmPzjEl5OPDPTf1HCSYjl2c+XKI14SNpc8PmgYd7qR5KV+xYnqZRR6uvFcxFuaUX2+z8sr/yAoaJKupRqZHXMKza4oL9LWa47YRxVsWc8cteW7pMzTzri/eTB+O8VUWohtOOdpxN5txvbm0RCI25/iYJ3E32F/ji35GJ1zXzgSinvxIdE7n0Ix3LJXChiHJwzYo084kfygz3jYhwSrrTm9GX0hu1I0vIPu3k+TmBdGL1tDZn4AL5wI+omCzIhCOWo6ezAmrqMrAQI1z1EoqcbFJvAFhVnWhUzhHvqyPZZ2KnSPR9D+noKN+dQs7cFPBcrUbY2yI5RzE/Q0PosAFb8/IL+GQC34GKdy1L/v0SR/BLOuQ34W/0oWgi7kEJ/uAmtScaecdH3+fFvUBfYMzxoiIzB9aqh8XSvyBAFD1qQCwIStTs2ksldxvWyRLc+BK4H2SCBrRKYBhQCqJtFlsjMnKFhmwjMCz0K9esOAx6JwTeIbGwBRYGUAS1ToNhghtBWKWhGiGx/Ar1uN/7gaqwViJws+dBDj2I7s6hKjBr9KWxnFlkOEw4uVKITthMSsfXHyCQGsIvppVcK6K0dOPkM2emF5s56eB9g47gpah4Syqc4EpENbRQZI0+XMJcuqeTM28sadoeD25HlCLYzix7di+qrxRupR20r4I+swi4liazaSHBNLbaZJ7i2Drk5izdaiz+4Gn9wFea1MdRokJrdbdhmHjmoUffEeqzuCTznLTRwl60G7gx2XTJkEPL88cG7xJsCAAAgAElEQVQ3IBdAf0KI81i94rwUE2nyEwkaDgpRHPP64j45z3GxboxitLctmlE1j4PxjFBONI+DpjQQVLdguzOEtE5UZXnFLYvjKEQJ88g9H+udMAKHcLwk4Czqj1tyfPkc2UyJ6xyvhXM7CP3kBZAEMa3I1ttMLTinQXag0rBs35vFcULsRkX4RIrJlUOLMqMPAtZJwPng98dZ1Xt7juyLe9uq9oS+H2GetFFqILRzLnQxjqjY0x4oEPshTSwDsX89t9zwYxqFmx6F2w/WqsApFsiMDhPb+ch9i5OYt/oJxBrx6WJSR5IV9DUbMG/133frwId4/8C81UewYRVaRF9+zEkHOQKRR98bIrdSn5zneFgv2dR9t4oSBXvawzisvis+bKZzEoAG7UexPWEpYCjL18BnbsRx886HRO5DvHOwSxbF/GKDYeu1AjiglwkbgByQiOwVGQr9oJ9CepRSbnaRBL/neWRHhT+XW3BIX0ti7KlDb3gYd1YlrHcS2SWCTq09g6wopKbOEWnYiixr5HpKyOvj1O3sAE9m6uLrwgPOg9RZkQkpxE3s7OIMWCmVqWYkkmcmQYbYvu3ISgBztlJOKf5taH0WzWsl0dO7oH8GIH0hh5f3iB6J4H84Db3tGE270WOCgESbdqCXSa5xyC9sGF4v4hbFyy7bXbrriy9X6Mfz7m2GVucY5AIk7W8AkLpyG4I51h2rKIV6xB7fTnz2W1AIEOs4hOQT21/z6P8OE6L8qGH/XlS5mUTyFOG6jdA0AzfXUx/7OHKNTXZ8AtmnotbI4CoE2hWkmiyUfEQ2NxPe3IA7HkGv3YVRtxsreRnXXZ5c6+GK19sTGOH9UFKJBPciSRr5zBCuK7JKqYmzhGrWU7f6AOBWyyzno5ifwi6ZGG1CiS45vJBERoK7kSRxTWIbDiP5xIugfufuatBYz4+gJQSx0e8gcm7JIT+WQpLUqhBLNLKfkPwoWAbhjjr0qjDKHozOslrXtmbCD+kwW08ksAfP9bC6xzG2NVfH6FtWYTzcgpMtkrk1u+z5uhOCENURYjeZ+C3yqXF0jgBK9V6d7RJlw63PPIUS8mP2CsJW+bf+8S34m2qqf7vFEvkpUXKYuT2Jmy8uKqssDEKhX2SFjGOCXHilud61O6X556Pit6ZzFAmV3FgS137rJWW6/wCMr0JKtBD23d3OYb7yaz0/inriU+DJxL4vRGiXIKMrqd3qPIXJC4sUQR0s0ry+hKjGM+TpqU6uPCiYx0EOQ/jxB7dOlwJ5lu+TvBuyXFlSKfV+IOwFGggyp3AsbAQkJDQivD1j+3cCuS4hZuJ5HuZJR5gjzwsaK7054UcVap4Vmbrgdpn67xEpbd86idiPiOW7ZeVK0y6lCUH27FmvqtxnJz2Kw2LZMT0Kg2I5PXQLz3Woad8mxElu9i294iXgeR7ZKVEl4Nol0iODi9QHjfWbKKYSFBL/vLTiPMcj1/3gS1nzfS5uQTwL+QEXN/vOEdz519nJeBRu3v8kgFsqkh65vWRZ5XxYJ2z0AwqS9t6YVPuaZQJb5GqfnJvzyPeJ489edHGSYDytoh8Uz5v+LvnHmfYJ/PJm6rUfBECTmgnIy6vjmpenQJbQOxuWHfNBwIdE7j3EUO8f0XPu5xaRDvPlAlJAIvLIwrpfuUGUGAa2UTXvvpPIpa4Ocv13vkB6YIypb/bjlTyUBhs35YM3H8O5FcXY0wCSi39rHitzkWJmFqkxRc4axhupJ9yh07BrL0guya5+gpvCILtMfKUXz/Xo/cyXGf7SK9yJvj/9Orf+RsySzxy/jazb+IwgkZqH5/XFnccXaMQfXI38lR/A+uUjuEW72j/jksM8kwEV9L0hvK2XYKqJGu+TRJsfRZJUjKad1BwLggzG0QDGIT9u1iNzvoh5Os/1Z6YwX1q+1LJQHKX71ncwnfjv93SdAt42OLeXyRtfxXEdipeiSEGXUHQD+AsQzaKGAsy8cgOudeLz16JsGUdaM4Ve2wGzjeDP0/DQx1GsJqzBG7huEal5Ckba0KS1BJsbcZMqxew0TlEYsDc9egi11geeTGhNA0pLFop+fPnN6HV7cJ08mVT3svsdjRwCFKKRwwTkh2CqESXXQKmQoPuNn2By6EsUc9NkkwNImkS4bjOyGsScurRgPZ7n0Xv+/+D29c+ihQyk+jTTw19bMEaWfShhGSkg4fM1QTQJvgKRtesXBI1KfBMoDqHoQrGNqee66fqVr1JK5qiJHEGSNIzwftzL6wAw1m6iJrYPkIjGHkPbOQGAtmuCut3bAAk1vpXccBzbKggit70FSZGp2dWKsbVZZIbusbyyQoiMst9a7x//Az1//ZflTNfeuUmHG1PQNEWobk3VrNvzPKyeYVQ9SLClHqO9DatvDLfkMP6tc3T/zhdw8kXRHyeB/tBCUZn5ZtTGMaGgmHkDogFBZmoCy2dLCvRT5LZQ2Exm6f6VrzH13PVlxy8Hn7IK6VNfQvn5v0SW/HcdLyER5dvxsY4g29GO/wAYJvV7t6Afg/Rr4FhQw7PIhKreYxUYPIPNJDkWKv9ZnALsRWWiywnP3C/M46AfBvmtu0gsi0l+j262U2L67oPvgMUrXGcHKb7+wPZH3NsvoPM00rwQQKWOCAfReQqF8APb3v0ge8mh+4ksiS/Z5G+4lMa8RUGjflBFDkPNxxUijysoNRD9qEpot4y2SqLmYyqBdhmtWcK8S5/czR/O0/+9YjJy8Kdy3HhWLA//Qp6eY1k812PkVwtcfzKDV/Iwb/UhqSqR1rVCnGRiDDt7b+Ikqf5erv/lH2MN3SI9fBvPtheV21WInTV47wTx/YCZ/1ai+4lsNfh/ECjNuHQ/nmHyD4s4aY/r+zOM/afiA1v/nRj5vwtcP5zFsz3GfqtA94EMbu7+iKM1PIjnOOgrELnCoEvhlveeeLLNh3FEIf2ag5v3GP9Mke59GeykV50M0Q8rRD+uImkQfeqd31fXK2A5r2IoRwjK2/BJa4iqH1+xP9C8PEV4c+0HrifuTnxI5N4jeJ6DOXuOUmG6amhcgflKAf1xH7J/4Q3qqDOwcYDcYBJz6jK+cBP+8KoFY1Jdt6v/Jk6Pg+RSKk6T7heZv/zNEm5wEv7V51C2TDIz9Y8A2A1Xme49AUBdx27UYBil0SY/mCE7NAWhDPlbJbIj05TMLGb37QWNsMVkhtzIDOn+MXKjSdykgqsmsdM5jLo9FHKjFHJjWIlL1WyMfWk1pCPMnr1R7p8pkOY01pkMkR1BlLBCcY3IeJQuNFK/5gidH/lT/KFGaj4eYPsbqwhu1tCf8IMizlvqhCBw5onlSy3N7KuASyrz8rJj5iNnDUBRozhjMdtzGhwVryhTSKTAV4CnniOdvQQJA5IG2Xwf9r/6Y+p/JoNbKkG8DurilDLj2JksuDLxmW/hNYyBozJx6WvUrtsLnsT0rW/iWRrIDlLaQAsK4ZnMyCh2jSjbKdx2ykIh8op9cgHfOrZvfJFa/WPkzNuAhJMtYiYu4Hk25sybTN/+JiBRcmeQZBU9tq1sRTGHQnaYYn4CM36egjuI19aHM+7HLs0pmbpksVu68dp6yTsDeKFZ2PcqRbl3QdBox12ojZO5QwAndXkUHA+za5z66P9K54YX8GnNFG56ILk4aYlobC/b9/89IX0zxfYX4LM/R/GhF6nv3IkcVHGGQtX+OH1bM776MJ2f+ST1Bzah6gFCa+owr92b4Eme65QYEwqJ0/1401GcWzp2wcLgGFnOkc31wFALbO6lyAhGRyulRJr8ZAKzdwSjvRVJlkTfY8kmc2ucVNdtvJKN1TeK2TNCqK0RNRJYsG3rOGgtENhSVk6UywTD/zjbV71JxL+CQle53FDnmDgXjkfqyug9HfN8FIfA612H80onbu7u4wHa+CxbOAeehPP8YxhH/MiqKsoUbbBOQSP/hk76F3iPwfJ9csI/MlTN5FUQZDsqTQ+UyBUGodD34PvjUnwDjxIWb90Cw+Qb1XU8KOS4is3kkuWTm/gqG/jiA9vW/SJ1XASNqeftqljJnQGuEpXovBSm6Wd8yAGJbefDNP87H5IisfW1EKt/3S/6Po8oWKdsPGfpYNwxPaF6edGlOOJinnIo9LnkB1xSL9iUxjxyXS6p522cBGTOO5i3+tHb1iOr2lsWJzEHRJY2NdCLOSj67CJrFk5w+Wvr8UVr/tn1yaWed8AD88UH15donXLwSuJeSJ92cLNi+Z2A53niOsc9MuddUs8LT7f0a/eXZbRu9SMpCnrbumXHVInSe9QfV4FxRMXLi2M2j9t4BdG7Z550CO6Q0WIy9f+bSufVML62d55KpJ3XhTeqehRJktkSfok2/39cdrydLpIdSHzgyyrhQyL3niFr9uHYQj67YmgMUByzKQzYVU+1CpycQ+Z6ElQH89ws1kwXRsNiCdlqaVfPCLn+AgRzWAMjZAdE0F0ccUhNXoJIhvTMVaypLgjkyOgvkeoZgFCWujWidCu8sR7P9DP92hUIZ6CgMvkNUXZnp/PkyiWcAFZ5u57jMvzfLgAShDMioC0Tt4nBf8Cx0xh1u8n3F3FmxQ9V/NRYtX8mmXiZ7PUCxr4wRXsGLzAFRgbzTAZJkvAFRZ+MJEn4msX3FUMmvMuH+VIeq9wrt5L4ifBSAyt7tlpeuBKqvWgljYlXT5Q/tZk4+aowZN7Sze2bwqgYJEaGPwN+i5rQU0Kow1GgcZL46Emcksi2TQz/A8SmQHZIXR6hfs1ToDjM9lyAdAR8JVLXBsmNJsBXIt09Q6ZwHqXOweodQdUihI32BffOUvBpTUiSVCV86cRVUjOvi2XzOomx1wCPYnGYUiGB0biDYmaSQmZi7nyVv+s6WabNL0LbMLgKU2NfnTtHvAJyARSXkanfFYI5G24xxWexmRBiGLlx7FwK6pILAnYnVyI9ILIVZtcYkiTj0xpxbZfSTB4UB6tXkBFfQJRImByHuoQQUVFkjK0tmNfGMa+NEVhdg6+2bC5fF6pK8+udzaQHpnFyd+/1rBAEg2PMdJ0u76jKdM9L5QDYZbDn94Sx+5ZuTF6olkhOvngJ28pVLQX0zatBlpg9e4PcqCjtTF66SWZwYs74uwzPAfNF0R8nSUI5MfTIXJbOp6wsMy381tbhZ2NV3CXTN42Tv/f+VpjbnleQSJ++t+/IBFGppzAAxUGJ6DHxGxbZD1JArFNCXWTxAUK2PkDHImJmcZwIh5BZ+HsoIWHwNBYv4PFgZv3nZ0IfFGySZBCTFm+HdM5XAX1QsObd23dCIbrIsuK9RKVHxzzpkHrRxr9Bwr92cdiiNclIqnjOtQYZ2SeW1XoZOVB+/o+oOEmhtLcUrNMOlOP08d8t4pUnMCb/cxEnIZan/1yIpwAkvpklPztdza5UxUnusU+uMs4a7Me81Ue4dc0iNcGKDYF1+yae+86obj5oeCVPiHXwYAVmKvdC5rxL4ivi9yzfPVcK+yCR73UpjYvrPPO3JQrlzOL9Ho852E+kdS2ytnzK3zzpoK2WCDz03obnkQMKkgbx/1Eie1kcf/JrNpk3nOpkiiRJ+Frenf20nJOAgq4IoS9VqkeWgsuPvzoN7gfPM24pfEjk3iNUgmPNH1uQVTFfFgTEOLhwlj59NYFX8tAa/JgXZnBLuUVllYXpFMUZE602QvbWLF5aRY7ZFCaTuFNBpJADBR/WrX60YAynlKE05iI1ZoA8xR4f2kNpZFmkoet2in6mxNmbqOXYK3F6Aq1GqA3ONzo2e4ZRwgEkTcG6EAfZRa51MXuGCYTXovnrmRl7DpAwaneL8klAqrPInpXL/TP7Sb42Ax7o+8LMzHwZJIng3izmayt7xRkH/WSvlMj12GgtCvk+m+LYEo26noOVeR1Nbcbz8mRyF+92qTDj59H8IoNQuukXAiQKzJy/ghoOQVOC/FBKfO4rYo30Vb3H4uf6AQ9tg0tq4qw4ZkWikJwCzYbGaew+HVUNocYkSj1h8GTUFofExQG8ko222sEe8mEXTMKb6kkPjIty1Lo9ZM0b2KWV/bQ8z8FKXELzN+C6eRKTL6H5G8BzKFjjop9NAitxAaNRWAKY89QrzfgFNH89IJGKv4rSXALZWdAnZ5X91lQaSA1fBjzUVpsZ/kpcH45V7/NQ3doFQa3VMwGOh1YXwuoar17nxNkB8CSUqEp6YAy3KF6iFcU9jTbyXKPIGMa2ZoqzGazrkxjbFhMFAGNbCzgeVu/ivtQ7YXEcP5vwsw6zdwxCOVBsktd7CPMYMjq561lQbOSOaTE+FsUXM5h9vUdsr0zklKCP8LpV1c+12ojwlnO9Rf1x2YvgxBeSCeOYUFJ0Uivvs/BbOykCdA/MrnG0uhCe45Luufsxz4f5PKiNQvnPfIscwrqDEMkB0A/Nfb4cdI5h8TIuYjKmyAh5epYV3hBqt9PkuPLWdnCF/a5kQh8ULIR6ikZb1Qz9XlGxkdBoo8AABW4+kH0S9gId+Gi9++D3EE7aI/OGg9YqYU95mC8491VuZlQFHJYOxs0TNlIQlFoRvKOA2iSJZUBrmbfcKpE6XrYCKpdDvhVxkkIyTiExi2ZEyU6MkZscX1bFUF+/CaeQJzP+1jPr7wUy5xxcS5wj67SDV7r/PjbRH2mjtUrgwOx/Ly9zd+Pqt4NKCa62WmL27+au+d1Kc1dCKWORm5pY1Ac5H57jYZ2yMY4o92wp8E5BCUuEH1OY/XsbPHH88S/aol/7XeqJmw/TPklE2YsiGfc2/vIUclAlvPkD7iPDh0TuPYMZP09Q30RNw36sxBVcR2SGzFcKqI0ygY6FLyzzfBxJk2n+/nU4KRdmG9Ab7lAfLBOrlk/shbTocWj8RMWaQKL+aDlojNfS0vG91c/rGo/CZAska4l0zJVq1rbvAK0EHsQObwS/DekQtbs3Emiuq27P8zzMnmGMjjahupgJozZ6GB2rscpj9NrdgEtI34Tqi2K+msG/ViN0NInb10QxlRZ9PWdWI+sS4c4AyakzIDvEDm/CnnHI3Vg+y2Yc8lOJkVp+US+fy8Xlldl8F46bojn2k4CKmXl12XUCuE6edLKLuqanwO+ApaOsKhBubQbPw9i0Dl0+ABOrkBpMtNUODLcS8oT3WLY/hRy1qVm3jbw5ji/YSrB2HSCB4uHbkoeZGNZsD+HV6yAVBcml8cBu8DyQJaKPtkDJB7P11O/YgWc7pAfGMOr3AC5WYmUymjVv4Nhpmtd/CiQZcFm19vsAP7gyRsMOFFXHjF/AH2lBC8aqRM5zbazEJaKxJwgZD5GPTxHVnkJpzpMfmWMWwpNqPwYfgeFW5MYMNYGPAW41aBSEsIFo6GmyXMBGZHTNLkEmV32ik1IyR35UrDf+uihRav7ELrySQ3pAZJgq4ikt/Eb1b72zTN48D6NzaSIX2dwoJhruUl7pUsTilFDxcxxKAz58m4sobRa5viISGjqHoW8zrBmjxn+0LNThYrS3gecRWFWLr2bOXsHoaAXPQwn5aXzyYfA8ZJ9KeP3CfTXLQoz6PC9m4xjglBUVV0CGN3ExhcrqSBI7lWPVt3Uiacpbsl7w3HJW8KMQ3je3T/cK8zj41oJ/XrxiPAP5HiiuoE0iyqtzpBEZc3OFzBGwSO32flDNhB4TmdAHBYvjyIRZxf9JiWEK3Ljn71ZsJCr3+YM4Tpc8Fi8v6TH4fkP6tCila/l0ORt7n3LsWqNMcLu8bOBvnnTQ9ysYh1VwhXhK9BmxHNwuU/usWPatk6j/Po1Ctx9FqSPYOOelZ6zffE/iJJVSyZaDcw/6cgIYxtpNgIT1z6S80jzhgAQtv+QT/b3n7p9oFfo9SiMeq/6NDzkMuND4Expq/crG1W8X1kkb/0aJ+u/VwAVtlUTDj2jkrrqUpt5eBtC8Jd5n+gq2A9lLZSGR97g/rgLjiAIuKDXQ9FM+cEV1ReSJd5fI2d4sWfcSurK81cCdMC9Po3fGkNQPPs354B/h+xCOnSOT6hbqe3V78NwC6VSXUNx7pVA1AZ/4i9kqeYm/dptgh4/ovhhkQihd+1B9EWbGvoUVF+IUM8+NolBP/aPtkA+D4tD8bCdyyAPFZvWRj0I4D4k6alc/gVJqgtEWmho/ha/nowA0dMwp4smKglrmdXp7G742CbIhIhtXE1rdgPVqHjudJTc2i23lMDraCK1qhpKP8MMGRkcbxUSawlQS3dgFXVsJ+XfhFl3S57IY+8JEDzSAqzD+1avo3jE4s4/AYwkkVSI/NYMS86g5EAMQJuHATPLLWBlRrjSb+hqp9CuEd/qQIxJKrUz9d4ZQG+RqdnM+KmWVNZGniAR3YGbPrHit4iOv4k1FidTsRBndBsiE2nXCa1cDENmwBm1yN+RC+JsjosfBMginjlBMmbhxleCGCJGGbeB5BAMbqYkdhIIPX6Ce2p1CcWn01a8QW/+ksCqoTVK/W0j4B1YbNO17DPBQZ7ZSs6UdSZUxe4YJG1uQlVC1vDI5fpb4iCCm5rUxZl8VL45KJqymYT+B7B7oaScae5yAtgaA+jVPEfb2kngxged5hOs2k5o8j+uWSKeu4zqizzFY1wpmkIj9JKHVTXizEdJWFyUmyHEFg2eIFI7AZBPBtnp052n48icJxT+O69ikXkkSVvYQ8Z6GP/g5xi9/S1zDN7sIrPUR3SkyBNOX3wAgMzCL5JeIHdgifOAqZcNl8ZR6fhA518hM7vP4G3V8sQiSIhPpWGxSDCD7FPT2xiqpSV6+zY0/+Bau61KYSTH2jTfxXI9k8hXcrx8m4jzNTPcZSETRN7cSaq/Bm4ySTQwTiO+D6Sb87XZZqGOKHFfQOwQxC3csnAWsZN6M9laiW9bAxZ0E/R3ImsLUnwgxExAkKLgDtHnVIOEnhJJiJTOW/CokviSWU8/B7OfF8vSpG/CXP4rOUaa/lISedmp2thF5qLHaG5jrhon/JOYICgMw9uuCuM1H9iI4s3NiK7nLULrHhJ5ng3ViMSGq9J0tld2b/guwXkaQ48/9MDPHRc/wzBdN5K9/igCdS27Lx2oCbH1LBMccuE3vb5zCdRcedDUT+vas95bfHsfROUyUT5T/Fqx4mj8X5cjALJ+rWl3E+QIp/qk6ViFKPZ9Co/WBELk0Z0Sfydv0GHw3YZ60kQJQ910q/s0yyFRV8t4ujCMKmdcdnMzCLFFx2KXQ52IcVatiKsYRpZp5MI4oVfNxMUYGVyaYfgRJmmeFsH4TnH2EmW8tthtZcGyD/Wi6QX3nThR/ACUQJLRq9cIxp2xmPl9CDYXwZ3cw+7f3ntkqDLmM/XYBz/EoTbqM/kahqup8N7hFj9FfL7x9wnLSJrRLpuZZTfT3viiIXPx/lKo9bYmvlkh+feVy7/RrNtN/XZ7gLvfaRT+ioh8oX5OnVPTDCuYp577tGeYfs1v0sE6L7G/lXtAPKxhHxfWveBkuh5kr56t9kvGuS6QGxOSNNdiPEgyJGGkezBM2s38vzsV8IZH3AyqEUj+kYjwt9inyhFItV363YNovAR7GCp5x81GYyFCczPyLKKuED4nce4J08jKeZ2PU7Uav3QGSghU/T66rhB0XPnGFoRKjfzDN5F/Pkh2bxB6TcVv6sZ0EJGtw3ujAdYoM9f4Rozf/CrfkkD0rwWQDngTk/EjN00iqjNQ+gq8zi+oPIm8ahWQUT5JwB5vgRjs+1qD2PI4cy6PHFgZNapMLEQtbGUXblAFXoRjPkr1pwUyM4X98vZp1MzraUF1Rgtj48Y3V4NXsGUaebYMb7cjDG8hcyuHmPIz9YcIbGkB2SHzDQhnshPEWpH1vkMl141l+wg0b8DVpBDb6MM9kcd08Q5O/yejMH+J5NsOTv8no9O8jaRJNPx6h6SciSIqEccCPdbqwQJAFBJEL+regqfUY4X1k893inC6Dqasvw2wMpVSD07Ma8JBiOaRIHnwF5LBNtku8bCI122hs/SQAynAn02eEP1vt7g3ImiK+6/oJ+3dBIYDP2yBETrQimctFFLcZciF8mx3ksATN40itYwRqG1BXOShTm5B9GpENzcJsWlbRa3dUidrI1b9h+Mpf4nkuI1+8wNDn3sSzXcz4eUL6ZjRfDdLVXfDmXhSnBlWqQVJUoo2P41zdgHuuA/NmD66UxnNKxEdPlfsDZfTaXUh1JngyJFahBQW5Hu3+u2oQqnMMebRdyM63fQy5dxd89TuQTz1NvPcCXvdG3L7VuNea4fJOZr6QInHrKm5KoeCMoNSVIDZN4koXtpXDsWyCrQaKXyNcPuaK4p7BMSQUSOmkk9fw8Gj6yBYaj3Wg+JdXqNK3tZAfS1GMZxj5wlmsy1NY10aYeukq4984S3Z4mqnT5+BbH0Me2MrUcz1Q9BOUt1G3VZSdTne9TLFLELWGrYcWZIbkLbehvQfpsXMLthte20S0cx2x/duQ7To4sx/p0h7sWRj+WRj/TXAykHl1cY+W7IPIk3MkaPjnYehnBRkb/Xcw/NOCQCV/ZTf89J8g5+qJ/5kOZ/ciy2GMzubyMWeZ/AyM/rIQ9Zj6Ixj/D4LEzEe1NPLpOWJj3aNOR+acKAG9UzAkuB3UpsVEzkmL/R/7NZCKOvz0n5D65SdwXZfMz/wA/OLvIrF80GDwTFnt9t58JEf+cJD0rx0mcWmhHUBlv+ZnQu8XBQYp0I/BM/jZgI8NmBzHwWKYn2GcX8OlyBA/xSifxsNliJ9mhF/Ew8OaZyNh8AwWJ/C4v+yG6I9T0d9H9gLLwTzpoO8TQWPTT2k0/LiGWnN/AaRxRMUrQfrVheexEkAbRxVqPqESOahQ990a0WMq+pMK9d+vYTypYBxViH1KQ1k3A1oR6fbGBeuRi7XwwjHif758747nuliDAxjrNiHJCk17D9C0dz+SvDAcG/31AsO/kMcteHinnqDwhT0UZ+/tPp/+iyLjv1skc85l5m9KTHymiPXyvd071kmHid8vMvO5t9ZXC+CkhDiIcVRFraszE00AACAASURBVJEI75YxTwqBmaFfyDPyqwU8z2P4/yow/EuFFQnY2G8XGf7FAo4lyip96yT862Vi/9pHzXeoBLfJwrh60iPffX99ctaJ8jH/bYnMmw5uRtwLkccVjGcUYj+kEdopo9Su3CfnlkoMPfc/GX3pOJ7rMPT8Vxk9+S1RtXSrD2PdxgXEH8R1HvrFPG7RwzzhEHxYRmt4f4TmoV0y0U+oxH5YI9AuU/tJlYYfe/cVIC3npFCMlu9uhQNl2wH+ZfTHwYdE7j2BGb+AJPuIRLejqGEixhbM+IVqBkk/4Md8VWSfzFezTL3UBUCx/gJj33gDkCClEx8+j+cWyaR6xGy8o+AkYPa1HsgH8LZfwEpcxFl3jsaPbMZmFnfvCbA1pnq/gTdaC66M1TNCvs+jrn3xQ+JIcWgbIX7zDZyY6PdKvjFCsWysar6ewOwZIdBUi682QqYnixbzo2+L4W+I4qs3MHuGSfcJMYvczTTmmSwowl4ge2sCapI4/bVYZ8RLqrDv88xMfxmA+saPAGDsC2Ody2Imz+N5BTK5y5iZ13Fci1yhl5I9TcsvGDT/rCirNJ4MYM+65K7PvYwcN0Mmdwmj7K8mfNY8zMzry16r/JTY7/ToTUgGQLXJxm+QSw5CwwyZ6ZsUJixQSzhOhnB0Cz69nuzwDMkrQyA71O/dTsbsAsWlaE2TmRVBpJ3JkpnthtgMjDYyc04QstVHjmFNX4Wt3eT1C7hOidgjOykMOzi5Inp7G7nRWUpmFqNuN8XcONbsFQqZcexCEmu0j9ztOG6+hNk3QjrVjV63G9d2KNyyAQmza4y8OU5ty34kSaJ4UwRIM+evUCgKYh4feQkzfp6w8RCqFiEfPQeKS272FrZjgmKTHR7H5DgK9YTYRWZkFFn1UbfqSdLXBEHOXfOIXxGy8oXbDrOnxWylOxFk8pTIrLopj1TuZdjUjz1gMPniVUAiunutuJ4dreRGZrCs89hMonOMgn0b18mDK5Gyv07jM1to/f6VTbArZZfmtTEKE+UM7+kbmNeHxOc9Q+Sui/swcz1B4ZYINAqDNnXrHoNgHqt3iEzPLIRyNKz9tgWZoXTgRfjZ/5dc20KVQUmR2fSTn8DoaMN6QZzr/LmIIBCeUHS0Xij7xS1R9WYcE+TLfBGKN8GeEOQqd1kQp+SLGdzXt0LBT+qbDk5/DXiSyI6V/fTMrvFqmaT5PAuW58M8LoiXtgpCu0XP0L32yVnHAQmMpxZ+LkmCGFovLMwApl8Sx5x5tUwW0yHcCx1MvngRphtwe1soDi2/PVGOmSfNvSmy5J8Xk0vx5xemGK0lMqH3i0oGrVLGaHAMi1PlMtySUOjlRVwyZDmHxYs4zJKnB4sTFBmqlpUaHMMhQZblVWrvbZ+eJ8IT7ytBk6VQHHPJ97jo5SxIw4/6WPN7gbt86+6I7FOQ/IuDcfOEg7ZKIrBFBNHt/xQisElGiUo89LUQwW0Kckhi81dChB9RsMb6Yc0QhUvRBeuxTombu9RVX+3pvRPZiTGcfK5aStl84CjN+xfacdhxj+wFFzcrMkCl7ii4CtNfubcS6Uovl/miPbd8jyWIlXFvpx/MesUGZ87bTz+ikjnvYp1ycJJCnMR6yaE05lEc8ij0L6MgmvFIvyZKa81TtsiQle+Fmo+pbPzboFAEXsG4+q1g/jGbJxwRnxxUkf0Sm78UQt8vvAuNwyrmyeUzgOmRQTzbJjM2gjk4gJPPk5uewLo9QCltLeqDtGddspdc3LS4zkJI5P2RjQPRz7/pH4JEn1aRJIkNfxOk9tvfXSLneR6mfRJdPYgk3VtG3rw8hRYL4m+J3H3wBwAfErn3AGb8PHrNdmSlbPBdt4es1Ufq5QyBdhXfKqVaRliatkm9lIFgFrdmGPN02aPGkxn7u4rfl8vMiTnJ4/G/Lpd1rBtktP+/AsJE2eRF2HwDZIfJf7oGjngoxp87j1soYWy5w5g4NU0pLdQuraEB8pnbUJMke7GIOyYaTu0hP1b/GHpHq2jUvRjH2FNXbdQ1OtqE1Hq3iMbSN8cxT6cJPxxE0RXRZ1c/C2md6S9OoazOY685S2LqNPiK1ERFIKM/EcbLe8TfrMykO4zN/OHcOc28tmDf9XJ56vzyynT2HB6lKpELBzpRZB0rs3R5ZTYxiJcTj8hM9wUoaRDMYc84WGPifKeGuvFSPghnsJLiehht7VijNygM5lAaPNRAQAimhGvJJm+RGBX7mrdGmB06BY1TkAuReHkUAgVqHto216PmFMnEe0Qw7npCzKOc6bTmKYLO3J6LxmfOzok/zJ6/Ap6DUbeHTP80bqFc2nLxBnbRxGjcSWHSohQX5MXqmqSQFwQ0E+8jY/YKzzryZOTT+GqimPFzZJKXIZTFnfWTcl8o+63JmMM9RFo2ISsaVtkKIHNzlnSvuI8KkynMrrIipqOSed0FyYWCn5lbx2FTP5R8TJ/oBTwan2yv3kcAs72iHM3gGGZhzstwNn9vnoDB1lrUaIDJ57rBKTfLd02QnxCkM37xBu6QyConrgxAunwfdY0jKxraxgKFPoViv4a2oYisKNX9SfNK1e8rw5vYJO/cvFhXmRTZMzD5+2LZzcD4b4Hkh8gSft+VzNjoL819NvrL85Z/pVh9nkd/1akum8fLx2wESL6QoFTWS5j9G9GzBgtFSNwspE/PZdQkBfSnxHrupXrJPC7In1q/xDEcA3saclcWjgdB5sZ+tfyhJzPx6eCiMUuhonZ7L2WH6eExvN4NAGSOzzXMu1lIL5EJvV9YHEdjNQE6AHGPuFhMICSzPUqMUT1oRvl09bujiAtdIYE6ghnfT3mlzQxZLi7bc/h+gnWyYjXwYINaOSgReUJZEPh7rof1koN++N4FJqxb/aidMxRvSRSG5mYmqgSx4Gf2+aXrkStqlSv1Slkv29We77H/WMArif1KPX/3jFxpyiV3tawy+HWb9FlxrNY9kp2qOuQbDk76rZUsmicc5DCE91bKH0WP1ehvzL2HR39tbnm57Fb6VUHiACY+U8S1lr4XfK0y/s3yfffJVY/5dYfUN23CewSJvxP6EYXSmEf+xtIZwKpNhOcy9tLcszp68jnx/Tv6IM1Tztx1/u1CWUjk/dEf935BwRug6A3dc3+c53hYV6cxdjS+54Ix7xY+JHLvMor5GfKZ21UvNUCIVhRVMmdLGIf8eLaH+UYWY78QLLG7a1A3ZkCS8HrXwIbbgEfpbAvh6DZkJUChz0XSbdQajdKgilRv4lsVJGvdQPPVEwivw+I4SsiHvHYWdygGaonIplXCJ06SFhsTD5dV9mp03Jz4ofRtcnFnQ+DJSKtSkAvi5YT6XrbPwrFsjN1zHlFGRxtuvkRhOoWxZQ1eTibbXcDYF8ItlkjfHCe4U/yS5W94GPuEbLwzpaA1BpDLMzD63iCoYJ0pEQ7uQpZCZPPXCPq3oCq11d63CnyrFALt6gIbAjNzBknyEwmKcy9JKnroMczMmSVn2KZvCKuBcMtaioMFQIKGBBT8eE4JY80WiuYsuApaLIRdjJPP3MJo68C1XLysj0h7HXYpRdbqKytCuuRSt6rqkNnkAIF2QRa8aQPfegdZUTCnL4syV0nBnLpMeFMDsk/F7Boj1BZDCfkxe4bxh9rQ/A1YM11ogToCehvp7imUsI/Q+nqs7uly9rdT+IrJEvrWVVjdU+CB0fhwtX9KW1/CHY2AI+OLxHCLRfBcjLpHSHMaj3zZE3AMx86gNqpgazijkrAXMOMUklMYbR3YVp7sUBxjewt4Ht54CN9aCTxw087cSzLvR6rLgASZ3gSRjkaQHZyUh6KrqLoI6ENtDSghP1bPBAG24GM1Zv5lNKUFSZVJF1a2YahAkiWMrc1VoRYlquKmxcvU2LKG/EhCGLBv0SmMpgEJ/1qVwoRJcTaN3t4shIQyIfT2OSuASmYoT7cQfMEtKxYuhOeKzFOFmGXPlb3iFLEcOQDyElVZgS1CUTF7DnxrwN8ulpV6QZwK52ohlCG836XQ5QPJJfKkKyT/ZQljWzPWqXJw9RHIlhM7xkcEiXHL80PWK+AVF6tmlkbniN9ycCxh/L0cIaqULc7PAJrHBXGVAuJ4Qns9iKZwz21F6uxDa1mZyAm1233V3rOVMHNcTL4oHzmHc3pb1bjZennxMd8vPBxMXiyXAJfl7xGmgFnOEeEQEn6ynCPMYyhEyXKOAJ1oNJPlXNVGAkCjgSC77ovIVcRT/jkInZgnbdQGieC2Bx+iGEcU8t0uxXERjOeuuNiz927A7NolrOFbVWJhlcmI53lYJx0ihwA84t8wl/y+eauPYGMzWnj5bIF50kE2IPyITPaii+QD5aFp8ufvnmGo9HAZTynkrrlgl5e7XEqTK5cgVjKhxlPKkiWod4N50iayX6naP0QeVZAjkL3oEnxYRo1JZC+6+DdK+NZKKwjP2GJSa79C9qIr+iMPLX19jCMK1qsObuHt9ckVR13yvXPHnOtyq9m/xdsq98ktk600B/sJr16DrPnITowSbGpBDYbITozir4vhjy7snTZPOig1ENpdvs7+d19I5P0O0xbv0Xvtj8sOJHAypX8xZZXwIZF712ElRMBpzCNyYb0duX8HXlHGOBggczWPm3aJfVcUrRkwdaKPNOArbYHZGIEnkmBkYLiNaP1ewsoevGSI4OYAkZ3CQNq/VfTgAeh1u0CqNN4fJdQhCKKyMUG0U8xQh9c2ooYWejWZwz34IrXUd4hyNdkXoOGoyJCglmj87nLTbi6Mvnk15gWh1KXPI3J6++qq6kHLJx6FVEwEzfvCWP3jeLZL8/fsAL+YaazdvwrN7IRCAKNxTpVTCSuEH9awz7cSDT9JJCT2KRo+gB56HCu7mIwZB/2k3yjg5sTnZuYMkeAeZHnuOI3wPor2GIXS7UXXyhzuEYIxe74NMhHAo+GImF1Hgpa931Yd27rjh8R34hfQW9vBFCU39Xu3lsVoPOpbn0JWRZTeuOnbUf3iWrXs/A4Ip8X+dDZTyExQzExS0/I4kbqHMKcuI2sKkbJQhyTLGO2tVdVQvXYXpWwSvfFh9IaHKQ2r6B2NGNtbsMdkIsEdyIoPs2uc8IYYNY+swUl5+KXNaIFazK5xfLEI9U+2ga2hJNbRsPZjgITkhYhEtwi/NjRidd9J5QSs3vE9YrF/k5COHynL7rd1YHaPgwfNz25H0iSwNWJPtqP4g4BE7FA7qCIACu8IIrXM4N1sobb2GPJqQbLCG+fSOpIso7c3U+ox0L1jwlKh8CqG/yAB/3qcooXtLR043YlKqSEqxA4KRTjFH6TpaNnOI5Cn9aNHwFYBj9bvExlc89o4sW37q+tp6DxQXa5khgCa+ffIhJf0/spdEpm4uh+EQLkdtfa7ILy3vG/LaFBI0hzR0I/NLRtPCTIGoD7ZTfQT4iddXpOk9jtlijehcFMYpLs3Y2hrHWI/Xh7fBI0/L0iM9bL4zDoOkk/YBVTP17G5/1sJ1kuAvbyhtm81BLbOEbPiKOS7Ifrtc1nI6EcltKPXAQgcG0V/WhDfOwVZ5sPgGDkuUWJqxf0zjyvQPEHjv/Wg6GfqlW7x+fPLZ0LfLrJcxCG+IPulUksYYeZew7NEOFDe/4+ic6S8/Ey159LgmQX9gQbHyHAGh/Tb2idRAh0lzMrlx+81PNfDPOVgHFaqHpAPEtVgvOpRV+6Pu8fsX3r4Np5tU3uwBa15jozke1xKEx713+1Hbpsl+9pirzCnWCQzMrSsQmUF5kkb/aCKcUzsa+QJhcjRIt5UDZmelX1IzJM2Sg2s+nmxfSkIzb9Uriy4S1auck6af9kvvB/fgm9a4bZLYWAhIZY0aU6c5KhaFfEwjqgYR1SsV2w8ezEBM086RJ5QqPm4WFd4t4xau/S9YBxV8XIig/h2YJaJb8un/Uj+yjqXvhf8a2X8G6Qlz0spkyY3OU50Yzt62dg9umEz+joxGXNnWaUg/jb6IZXo0+XrvE9BDv7LyCLdKyznJD5pDX5p490HU+6Pk8B4uOEd3rP3Dz4kcveJvh8fZvzPhIz6wL8dZfSz0yuON+PnUbUagpH1jP/dLfo+fQlJVtD6D4FqE35MEx5rEuiPhXEjCSj6qHt0M84ZQaJqD6xGXZ+FXAh1uhOubwck9L1h/FuEi2nNo00Es3vh3/8GgdRjpMf7KB79K/zXPkltx8MAhDtqqiVr+h1+Vp7rYo3eQG/roKHjCODhi4aIHeyA2TpwfTR/bA/Ea2BoHUrAx9TJK6gtRbTauReYGgoQWtOAqgcJrW1CK60GzSG8PYjVM4ykykQfWo28dhbwCD8aQB4SuuX1Dd9O8spNrv3m53EKJbRHJuHWekLFffhTj8CXP0nQ3YMR3kfJniZf7Cc1dpnzv/2rJEcuENyXwSvAzOleiqVJ8sX+alllBf7SLvjOLzHw/7yGW3C4sKuXwd/px7Ztir/1A0hnjqKv3gT5AASKrN7+AyA7SJESocY1wgsukKeueT+B0BpxfQNhlEIz+Gyi2zZhxs+LXsjoVvRYJ5Ksoce2YjQ+DMjoDZ1Iq8V9U7e7s1pWaTTuQG/cQTZ5E7tg4V+vUBg3yYyN4V8TpJTKYN4awBkJw/98ltKkgma3QC6I1JxAWZcCT8KZMMiMTZC9OY0UzRPeKAikNPgQnuNiXZ/A2NZMw55HQXLREtuJrfko4KHJjUiyislxwuwjFO5A88cI6ZuJNX8U/AUYb8PPWszhHrSQQaCumYnXXga/Q3hjA5JeAkeh4eHH0SJRwKPh8BaUVeJebTr8OOrGNIy0EpJ2o8TEi1V/LEqa01xlPSUm8bXnIVlDYPIw2dIVHC+F4T9E1P8MeBIzxc/dwxOLyPoBgeYIsSPtgIcUcYR1hmajbjKJrFsNrgzhAtEta9Fqgv8/e28eHcd13/l+blX13lXdjR0gQBBcwX0XJWrjIlCy5U2Os3i8TRI7E+dN4rxJcpxMJpk570wmTsbnZSaZzMROnOfEdhLHy9gjO1ogkRIlUhIlUtx3EiRBbA10A6jqvWt5f9zuBpsASGpznETfc3hY3aiqvrfW+7u/7+/7xTw1gt6yHNFgIhpNos0zL2aVKNrv/jk89jgR7kZnRy17kuRPOct2KdRyo5DIXIFZH1jnxjjxa9+lPJ0ndyXFiX/3HZkNvGGd0F3y2AU2ZfHdIzX9AxsKRO6VGejw9mJtn2Y/6Ms7YLQN/+ppmQFUZBv0B2QQU22X+XQlKxi+4R7pgcCS29fJWf1y0Bi9d/51jD7IvABuXtbLVb+7sf/RPikeFO+LSDrmhAyA591nJViyeJZSNsuR3ssMff8VXEqcZj0pvoHrupSfWY7/oYu0PLga/EWm+zO14zNXJvTKkT/l2tEv3bLPo3yBC8hIOsmfcJb7KoI8MkNYDcqqmKFK9tXVv91YR3fj9zf3U9bWPY9NihMsweRZHDKcpJcp/s+87bxZPOXHDfnTDsdXZShccsmfcrGTXq0+7u1GaJ0iZesrg/Hkt0ZQF2bwtc0/HBo5sI8L3/wqILMuQlHRu3swdqo1MY9qTZm+UyO0rYA70Egplce6eokT/+uL2LkcmWsDeK5zy0CueNmldMWTqpmVY2DsVGl8v8zmjP/vJG7R49TdWdLfqRckkX5rDvoOjcjdKkoE9O0qka31fb7yi3mu/cZsmqa5z0ZrEkS2KLMoqHMh/a0yp+/JSqGOGwRjbkQ1sKvrzy6pCOqa0uD7RpRHXQqn3YpS6Eyt3XzQ71NBmztIvfTxfB2tcy5Ye220FkG40mdFh8jm+YN6//oppvcWsPNlps6f5uSX/l+cUhHrisz4Gz1LaxRKfdHSmm/czee8eNGjNCjPc9VWY75M4I8Tpl4Z5tQv9+MUbMyjSU7+0tPYmdI78lueZ2Pa+zG0XXdMkzSPJQn3xNGMwO1X/meCH/+r5scYpZEy5otZitfLNP9Ugql+C1+TRsevNs150Xmei5k6jNGwCSEUJp4aoTSSpzRRxD2+DJZewBYq1ksO4dVBtISKU8yClyB/2sM53QGBAm7ZJrDIwz4Gk98SlIq6HIBvGKFsj8N7ztC6+3cZ/6sCTKZwjyRIXnkZRlZgP7GAjl9fRu5jf0HHhp/GF2xk0Sd2E1u9qK6tueQ1nGIeo6sXf6SBwMIw+LMUhiehEAKrjJdVIR+GcoCiaWFfDSI2nsHz9iDEzIOw+2d24BTkje6OGhBLYedzmGcHiS5uR/H7iP10hsnvHycznsNOquDPAQ6pV89THJsic3EId/0r4L0H+2gHnj0I2QmcawaxjfJBaWYPMn10CrIhkkefw9jYDto9pPYNot5VyRbdFMilvjsJ0wspPLWQ1Lok3niUqcdNtN5XYWIh3nGNqUunwFXxd4OqBVGXTeLYJuVyCtqvE0jIDI/esImJ4Sdw7CJM6+irYwghZE1kYgNCUelc80mK2T0oaoCOlR8l0SFtJOLvCzL5wiHy/gDW4FV8oSYC0Q6M5vWMnPk7zPHj2LFLgJ/xl19DtMv6q/HDh8icKYGrk32tgLK8IjASfo2iyIC6kcJFm+H0QUBQmB5haugUCJfyFT/ZyxO4+TLGmnb8RoLAwjBiNI7mjxKKL8Yt5ykzTp7X6eA/I4SgZ/W/R1Gl8IC/Wac05MMuZTGvnyPWvRrP88hfKEBrEtuexnXz4Oo4lovw/ATaDQJNOos+/SDjh44Q717F9dEJeGER5pULuJEp0P0U1/2QEpOUuMI0/4DbexHowD27AHOzrI/TA/cRFdsY5X8yVXictsC/ve19W57OQDBPy54tuE1XoH0EBx9l/zX49JdpavpF8tPD4GhE7rIRQqCvasc8MYTnenR97B5uFlL0PPC++lEY9GOPg97cxzQ/pMgVUvw1OQ5R4CRm/9qakEjb5yGyBYJLoeVzEFgMoQ0w+NcDlCYyTB8fkmqTqSxTR67T9JO9uFlIfBjG+gfg7mm8ziCZ6OtwTy++njxl/whsH6Lt11YQWAG+ThmoBFeFwQa3cRAt0cCS70hxDyUkgxirH8qjkD8BC35/9jHT+yD9dXBLUkVzLphPy8BQucX70+iD5H+XdXhmP2jNEFon+641QuReWLhpC0LbT9uee3Eq82LV2ru5EGYzKglM+ik8txTv3FZSXx/D+ODL5DlOmq8jjm2CiZUYfaCFw6j3vk6+v53yCBROQuPH6/fpOiXSgy8gFJWudT+PUOZ+VU7wVYqco8QgKf6KHIcpcAaTfkKsx0c9vaeVXyXIMkKsJcAiNJrlBAkbEfgqwZqDS544H6zbNsp9CIIV5UuTEpdJ8ze45ClyjjTfIM4H5mxnkQuUuEYbvzXn3/+xMfm/bcrXPaZ+YNfurXdK9EEoAv1BKVtvT5con4nB1mN4bgtCmfs3UyeOUJxMUTKnMQcuElnQheoPoO8sk/obm9wxF7PiPRZYqBB/JEL22yrj3xvFbj9GaSqNOXCe7MgQQtWIdi6at30zGUKNwFJB9/8Mkni/htCbIZrE3OeQ2e5QOO2S/maZhp+YEZ8onHcpD8vgQPELFn8thL9T1Pps7ZPWC+lv2ygh6Pr9AEKTB9zzZCZUr2RCjV0aQ79TpDTi4m+fO8hN/V2Z/CmX7CEHa5+Dr10Q7K1ft/GTPpQw6A9K6qJXDhB7RMOZRjKF9tpEt80cd7NWHymVKRd9KSj9/OaBagiiW1XMvTYL/uPMw8dOeUw9buNrE3T8jn/uMVk1+1sx4O76QoDyqCdZJPPAbjsFpe2knhglI45STE+QuTaAeeVizUYi2NSC6vOjd/fgOQvxXJfY0hV1+7nxPPt7BN1/GiTxwR//IXnq+UEKQxkypyeYPDBEcTSLeSxJw72dt9/4DSLrHpbeqHdYH+fkbbLn07S8/9YZ739ueDcj9xZgVgRJildKpL43BZ4UJylcnHt2Ip8ZwC5PoTdspjicpzQiZ9Wn9qUoXwjDmpNMXT9C5lgeY3uEUiYHNoBH+ukUjDZDQxrz9GUKakWQ4rUypStAfJps/nUs6wiRB4toAR3rJbl/66UC2YPyoZE76EcRCovu+QX8IRlwNm7rRYvWK4KZ188CAqNTPnwalm2lkLvC2JOS9sSUwdg3RwABtsaVP3kZXBVvwSVyk5fr9hXuakZftoDitTJOWoGGNKlD58kPp2oZwdaHNkHzBBNHX8exyhDJMm0dxDonsw3mmUFyCx5HRItYB/NkLsnvrUtX8fs6CPgXYWYPkrssR37Zy2ky3ouw6jT5l3TM7EE0tZFQ4OaHaWW2bnABqR9IaqhzPcLEdyo0vYk4I0/IgqLW++VIMtbdC74S1y7/IYQLNC2WPLSqJ2D61GGcbJnGrSso5ocoFcbQKzTXoL6AWJuk1QYircQ7JKeuY+XHYMEQk8m9WOMnMFrWI4QgkliK6gtjJY+RdY9BoIB5eoxc4QSEcmQvJHGGZPrEHYqSPTcFkQxF7xKF9DVomsC90kD2VBrwsCeLTJ+6CJqNM+0yffS6zP6ukoaBDRuWk79iYWeLNHTeTzE7ymT+cdm/ajYhsY6IsVyu371NCu+89l2cQhajqxfr6kXIhKB9hPGLT0FJPmYmD10lPzhFw12SdhLvWcOyn/4knmdTbnsNVJupc2dxBiKw8gyZ8t5aVsukn1zTk4gmi8zZcczCfkK+NfjURvxKG4o/SL5YLyk/H8yzg+B3SGyRcvBsfRXvWiOp7Hdg9WkaW/cwflz68TVtl/xHY007tlUkfy1N84odNC/fUbfP4nmwB2WEYz07c6wm+XtySCuCqdy+OiERXys0/Cu5rDVA46ckhbLqc2edGqktm6eGUfzQ/AsgfGCdHYHlF7AuDJM5k4RlF8lfypE5PYy67hrGhoYaHdPaC+aTgPDIe+dwSw7xD8lMG1S84k5A6uvy81zUSKMP3AzMJ/Baui5r6G7nwxZ9ULbffBrMZ2TdnFBANaDp52T/tXCYns88gKKq+NqkguatsoECFZ3dJahinQAAIABJREFUmPQz1S/r3srP9jLtyKyYxfNM9EuVl+aH5KRPuG8a7/gKxr9hyf7d1O5M6gyeW8K182TTF+buM4MUkddcmr8jR8XPke+T5cCcXm0ajTTySQQCFYMmfg6BQCFMM59BoKLgp5lfqFF1q1AIovMAJv1194VVW34Wj3lEGG5jrv6Pjeqg1txrY+21CfYq+DveueGJsVvK1g/9t3EpDLTwItnhoTnXLU5NUpxMAZA+c5z82PBMlqUSbE4/ZZM54NSyT02PtoOvzPTThZq4iTlwEXPgAtGuRSi++ZX/zH0O/i5BYKlACCHtDmICRVHwr5+ifLyh5qtmvejglWeoidXarWo7Yg9phHqr2R6V8qjHxP9XxitJtdvskZnrpZoJvTELCPOLpLhFr1ZDZz7rYD5n1wKiG6FGBE2f8iMUgRIQNP+sH6EJtEZBeMNsg3Zzn43WKAitU+T45KPS+PtW0Heq5I7KWsfafp6XgjHlEY/Cubnvi/wpF3t8hg4aWqXeMivm2mXy0cMgXCafyNSycPLcXkTvXoxQFFR/gKYNWxFCQdF8NG+8a9YkgbnPkZYKi2U/mz7hQzV+vGmVnuNhnZRjLPNYsibzbx27Na39zcK09wICXXvgtusCZE5N4Nnev6j6OHg3kHtLMA9mEQF54418KVVbrgZ4s9av+H0ZDZsxj8gXg/ArpP9BUny0jaNMHRiRxcnbw4w8/qoc2egZcgd8UPZDY4r8QBZnOgORLO54AC+r4VuSZzr1GjnzPEbDZtyCS+ZIHhEQZI/lKb+8CAI2+bNFyhO3572b184Qbu5EC8niaqN5PeAx/cIkaJLOkfyKiajMzmeeCIFqQ/sI5vixOfdZVeJUO7OMPi2PRZXSGWnpQsTyZM6PS6+yaInpy8dxckWET2X67GVsb4TglgLmgQyFZAqhaZiXruC5HkZ4O5Z5BGc0CKqNOxbCnH4NthzDu9DF1OBRjMg9szxc7DNNoDhg+8g+E5bLropzcJlcRlDYH5c2AmvvAaCpVc6UT48cBjyamuXnqidg+mgl+7e6ve6c3wpBfydKokzm8hhOOYvRIuu1hKKiN61hcvhlStkhaJ2gfFXIYLlxCntUkbRPPCgEsa8FoH0Mr2zjZgS0jIGl46Q0WZNW8pM/k5eUUE+QfPYc4UWNtUDeWNMOnifplpU2pJN7UUkQZnYfmpfvBjwmTspgxejsZeK1Cg9uwQSjr+0HxUXVNUZ/eBI8D311vSFqtnwMV5tE6UmSf9kPpg7LLlEoXqHoXahkIZ4gx+uEev1YF66Tyb+OEZgpaooE1uKWyxSci7c8ziADufDCZrRwUA6CV18AT2HszA/x0UWA5VgnhyGUp2HJ1tq5hJkga9Y+K4GGCFYyYKzExwJG+QPARRBk6oUxvOKtRTWK4xmKY5a85o8Nkb+aRvhUrDNjeLYcjLi2Q+bsGMKnkruSonwiAT6H4ojJ5GvX0Fe2I1R5nRt7wJmE8T+DwJoSKAUyF+pfutX2jP5+RTxl4+x2VemY8wVUNcrobeIENQqR7TDxl2CP3T7wAxlYZl6YEWSZCwZ9lLlOvr8VgnmYTDB+5GUEQTzyWE/7EGsuEG6XZvGNe+SLfuz3/TIruP6m/iSPSclOlHmfZ9XgSBBklC8AHoIgY3xRquO+A0GTTh8FTjPF9xAEKTNIiq8jCOKQIsfrc25n0o+fnpp4yo8Tqt5jIgiZlxysl955Cfbq/lNfrry3Fg5iXpk7YK8GYkLTGD34nNy+QpPztSiE1iok/6wkvcd2y/1qER/qihT5V8OUpqcQmsbUhTMUJpK3pFV6tof1vI2+U5szg2TsVCEXYuKrJURQTq5UVSlBBkGBHkFg0eyhXTVYGfmvRYQPEDNCLTBjN1A9NqE1Upxkvjq57CEHNyefeeN/WcKZvDUFci4YuzSyrzo4pgzAatTQB99YfaSxUwOvErxVYO1zEMH6vt2MahCp32l95PVroGVgwQjZAypOIY/QNFInX6dsTdcC/NvBsz2sF+x/cgqVucuTOJkywq+Q2neNcrqA8CuYx8bfsin7XDCdfYSVDWhiDhnkudY/lkT4FaK9d7b+Pxe8G8i9SXiuh/VSjsQeHV+LhjPtErsvQqDbN28gZ6UPE4x04w82YR5O42sOEL+3mdxRFzUmiG1uJXtIQwkJIhtDTL80AXiENiKl74HgljzY8rQFViJnE22N+IONuE4OcDEaNpM5nMcrebR8IgEOkI0Q+4TMOFkvz92+KpxSgcyYVF+sIpJYiqKG8S5049+WhEgON6MQeyAK/hJkI6jdFqHGhbUar5thHszib9fQNzXi5IqokSDhzpmC1GBPCG88Ao6gqeNRCpdkZrPlwXUURzOQiZC4t4XyqAOZKC3bt+Dk8uRGRjEi2/FGDXBVwhv94Cl4IzoNO2SmyT28FD1cT6s0zw1BOoF2zyXAg5Kf0H0ZGcCVAohVl2TQOtaK0lBGrUjN68ZGSUp2BWo4hOaTnkyqFiYaW0XufJZgZxxfPIyVPoI/2EYgtOCWxxwg1NIBZXlu9eYZoRe9ZT1OuSqG0gklP0wbxFYvkcsIlIWTyOyoj+iqykPMU/CtNmeWuys7LPuIrJfBn6RVzqgvRhY3owR9mCdHCBndaIEYufFBdHZLA+6b4A83oUQFXtkh1NiBL2KQOTMBep5Yzxq8UR2CJWLrF+JkSyhBjeiS+iJkq/ACIAj3GpCT2cXIqgQ4CjgqLXwOhynAI7FylbRQGG7GCMzM0iWCHwYEyeJXbnmMnXyR7FVp4eBSwGI/TUvvh2AB91S3pLa5HsVzAXzLsyiqvO988TChznhN4fNmmP3gXwyxRytBjScq3l9pFHQa+dfk+psRfq9OSGTWfk7J/bfs6cXJlWrLbqFM9rKsxa3aSLTs6ZXS1bkQxh55bpxsqRZ0grQOAHDSEH9UA1XUfqOK0AbQmuQ6xm6ZIbsZWlwKsswneGL2g9Y2I+ByKxh98reqy7ddf09FkOWFW6xDHwx1wOlewr/8CgBu/10081nIR+HFbQT3zGRcEhtXQGMKNx1An6PPZvIY0YYVRBJL5n+e0Y+PdhJ8BIc0KjEa+RQOaQSBmpjJ24lqcOgwSQufqyynaeGXAeYU2PEoY7HvxzYbV/Uea/msH68AXv6dl2CvytZ7lg91aYpwVwvWwNyTQNbABXy6QWL5apxCvkafq8LYKf1bUUG/b6bd0fscmGgAU6dly3acgmTI3Cx6cSOyR1yc6flppU2PyYkIZ0rQ8hkfKDNZOK/s1fmtzepzl0JgqcCZlKIaN2fDrL02wRUK/gXyZhCKQN+hzuubZu6TfmvNn/bJ/vPG6bDGLhUcmVkE6TNnj3kYu9/Y+Zd2ATPZQxkQ2sQe0ggsEXUB6414o9lf68pFUBTC220YaoV8kJbN98yc29uI2FSRPezimu8cffidgnlMZuNa3rsEJyMn9FseXUJpPEdx5NbjyjcKxzPJOq9iaLtuv3K1fceT6KuaUPz/tI7rW8W7gdybRP5sEXvSwdgeQb9bDj717RGM7REyr+VwS/UPPtcpYU2dkPQ7x8M8Oo6xOYG+MYE3GSS8SSHWvAlOLie4zkHxK5Sv+sHI0vQ+GYxgTNP+6GaYiqH6orR/qguKfsiGaX1wGwCKGiZi9MpsoU/Q9ulGRMgG4dL5sytRY4LJfTIbWE7b5C9JamFhzGTykPR6s4YvgOui3xDICUUlnLsXchGMe6P4V+YqfQ6jdmagGCC8OoTevJ7MawXsck6qMr2Ww3M9OQP1Sg59e4RYxa/OWNFZN+sWX70MXBXyCRriD8O1LvztARq2yFkudWg9DQ/IF6iY6qR1u8yWWBevoIfvgqFOUBx69vxrOcs63EHnvR8E3YLDUhQlPz7G1AWZMRv5mqRFNP1MXJpyA40fNBDt8q0UvreA0j0FyRbCy+plgwORdri0mEh8peznuTE8z0PXN+EOR4mubMRzHcz065WayNvPLiZadgDgjzXgC8TIcwqbVC0z5gsmWLBDiieI1AK67v8g2CrgseSz70GO6j26d/8MlHyQC9F196fAJwOC9kc2IaLyfDfftw4RrGRtVrfjkCHLYYSmEO1tZvrkAEIoRJoX4SUj6N5DeK5L5vxsb6TqoCba0YNbKmNfCxBYLDAaNkKyBV8XxNZU1lnRgtDqHztmcT9h31qaVt0t+9YySXurlFZUCq208CtgqyhOgsZlD4DwYGAZ0cBWSmmL4oRJo++nQHiYRSlVXHYmKJRnD8ys80PgSruMDAfwKBDT3oO2IgUn10h/usHjYEbRV9cHnPqaDjLnkzUvviq8Mlj7ZkQ7yoNQPFcZdL9yF9HCHmK8B/p3Erx3qk5IZFb7To7gS4RpeUjee2rET9t7VoMQtSCyaiPR9t7ViLDM0i3Y8wBaLFRp50wg52tGTgQBsfeqRJe21Pz9qhDKTMB3q8DK6IPsq2BXBm2ZF8FzKpYKz0jxlDupR6/+RnClVLK8HfT7pZLmrVQzA/SgPSN5qq0fa0esPwf9fST4MMEXPgPFIPG+SG19RVHx7Za0SL3Pw/VKJFN/D0C5OF2xCJFiQ9nJ89jleqVIDxcz9QpRd3eNQqmzkxiPABDlfhTm8JF4iwixFq1Sd9fMv8GP5Mc28HFCrJvTniDLIVlnQh9uySNzaHZ2wnM9rIP22z6rnj/lYE/KfebPOpQn5PVauDAjhV/1Hmv7VT/CJ6m30fve+YFY9H75++F7bIyepWSGB3GK9cIYnutiXrmEsegGAYsKfa6KatAZ2VLvPVYVJ1FHV9O8Ub6ftXCEUGvbvG2y9skaQWPH3P2PLDMQbfIGjH/QR2TzjIea9VIRN0NNOGMu1AmP7NTIHHJwLA+34GEdnJ0JNXZp2EmP/KnZ1ERzr01kq0riA3KfwVUyQ5mfGMPO3dmgPnKXihJmxpD7TfoHCk2g369J4RnPo3hJGo7rlX5aLzqzx2Tz9PlWMAcuEu3oovF9cfAU/NPraVgt38+BeAOBeMNt9lDZz7PyPM9nqfBOwfM8LPsg3hwywBnnFVzv1qIl5rEkoZ4YDffJerhAe4SmhxbV/vZ2wnJeBBwMdSdOwSZ7SV73bskhez49a/3SRJ7CoIW+7l8WrRLeDeTeNKpZN317GKVzEoSLf1kRY3sEN+eRPZqvWz8zfRLPLWE0bCJ14RCuBWLzCUTDNNg+7JZTKONLYKIZ2xggc3UEsiH8PTbGAxEIFBBLR2XB7JOP4L26kcSOVhjsgoElBMKNRGKriTVtkyqDB7NEN4XQYirKA0dRtpwj2NCM0j3G1P4pXNdl8PfGOPfxa3iOx8XfPs7lT09jZ4tYg+cQmo9o++K6PvgGJbWuuW8psd2ShuhfbWHsDoKnoHcsR724Eb788ySfOE/mUI7zn7jGVL9F9mQBx3IxtkcwVi1E+FTi6+r3ry/vAuGiTLYSUlbBaBvqokkCrbL/3qVOfB0ahHIw0oLPiBJqa8a8MICq6jDUBQmLYLQVbYGDMrYYX6AB/11jiNe34dNauPD1b3Dpr76Da9tkftAIwqXloZWI3ssQKBDeYcOqM+Ar0fqxbpRlQ5CL0LikPo0SOvXT8Ef/Dn38J5g+Msj5//IU1skR1PRScFXULpOsdQ7Xyd2WVllFY8OHIFBE6yjhUuIs27nOrxOItBPUu4i130W4tQMRL6BO9hCIN0oaqr+E0bEColkIFAnGW+D8Sji6gXj8XtDzoNokNq9GWTYOoRyxlb1oi9NSJKdTZZQvcJZtlBlDrDlDebyMlTyN2lKEYpCAuYb0wQHO/d5TZC7WK7M2LrsH8NAafEyclMbpsbVdBErLoRgktnIRgR4fqDZKZ6puW8fNkCkdwQjcT6LzPmiYJrRORdd2girQih34vHbExALUyU584TCiI41ydRWKCHL5q09z6c//AUUE8QUaKBav43ou16Z+m3MTH5n1wjLPDqL4NSI9bZVBr4bOg/iWZSHZijK6hInjstapaf22um2N1e14tot1UzCbPYQ0rL1BfdHsh8DAw3DPSyh//HmCYzvh+HrUvkPznn/PdTFPj2CsbsffECHc00hsQyeaHiTc03hDvZy0kdCiQdQNA4glw4Tji4hv6iK4IE6gRa/bb+IxaTUQvVv2IXctTdmsV6yLPyYpUlUrg7mg9wGuDFozB+Hc/ZD+W2nwbY/fWXYNILwZfF0Q/9Cdra+EpSDL7VQztf6PQssE8bXLCPel4MC9BLPb0Pr/FfiLND+wqm792GMFCOYJPHyBa1f/C4P7/46Jye9jjZ8ApGqs2lIEz2Ns/Kt1205OP4WzfwPK1WUY7EEhTJzH0NmJgkGcO+zcG4RAIc6HCLGOAD3EeQw/iwmxtmJK/yIu9RxUeZ0LdHYx/udlzj2Uo3C+Ppib/J7N+Ufyb9g37FZw8x5nH8ox9J+KeLbHuYdzXP98Ec/zOP+BHFd/RV6DVe8xLSEwdqnoO1TU6DtfK+TbMAzCpfHDhsykuC7Wtfr67tzYME4hj9GzlNjiZQjNR3x5/XUU3a6iNgji76uve4vd2wx6Dm1sNYF4glBrO/FlK2fR+2+Euc8hvF5Ba5x/ndB9JugWobWyJi97xMWe9Bj5+hUQLsGN+Xm3jb9PAxVij2iSTmjLbFjmZQevMJsaOV+dnJ32yL0ulSVD6xyIZlBWDeA5Due+9iUGn/nhvG24EUpAEL13Rh3T3GsTWKbg73zjQ1Njl0rpmgzibhQSMXapuFnIvlrfh8xLss93qhRp53LkRofRe5bS9EgbBEpoY6sJtbThjydmXRe3grnPJrxRQWv40dbEWc5+zucfYcp+vO77vHOWc7k+Jsp/Oe+2Tt4mey6Fsb6F0KIY/pYw8bvaCbRF8LeE3/Y6OdPei0KYiLqN0e+e5+znn6c8VSD5g0uc/a3nKY7VTxaYx+XvGxveDeTexR3CPJAluNSPv8WHHbwG979AYWoYfVsY1Nl1cmb6MEJoROPrSb8mBUPKG/+BqZMDABRLo0xWDETL2nVG/s9RQJC4v530tefh41+j9dc98q8DpQDu5RbSR8+D7YOpGE6uxPKNf8CiVb9BeULWwunbIziYOH/4GZq//DquU6bcfAYyYaaPDGMeyOJMOWRP5ikeD0HZx8SzA5iDZ9E7ltZoZVXYp9oILvMR7myk/SeXwM9/hYJ9noWfXg8KuMNxysckrW/quTTTL8hjMP1CVtbHCTDuCeOPR1n3ez9LYnM9DWEy/Yw0A04aZC8lwVWx248xkfohNI/jDseYPHYOEpN4ozHcgo2xtIfM1etkRq+AFYH4BHbZpGVVH+5kgNK0SWvfBrxkgvy5IuVUHlyF5PGjkNZBdcifchB7XoZf/F8kr/493vZn4de+iNt4CadTnivvQn1dl3JKipe4x5YwfUJmSqZPDFEa0EBxsOOnMVOHAYHesOGOrilNCWP0CewVL5HlZVxMTJ4CAb07/oCudT8HQNPWdTijAaaunJTnPzaNnc+jv78AvjLm+AlpC5EPUxidlPVSDz5PUT0On/wa/Kf/SF49hPeBxyGSJXVlLyZPAg4Wz1JeI3Xhx08dpNxyEoB8cpzpE5KaZp6oFwVoXHQ/ovc6ZfUak0fPAR7NW7ZSGJADyratD5HLn4ZHnqTcdrJuW6v4EmCjBx9AUVTW/vZnWfH+X0MRCg2Bn8ApZijYF/EcB7uYpWhfwVt0BnfIoJgyyQ6MkR9KUZrKEg1skzQdey9W8QVsd4J8+VTd75lnB9GXLUDRVCz6ibIdFR3RI8VzJo+dJXtqCtE4jd62vG5bfUUrQlNmZbTMp5GGtbuk+qJ/sQw6ck/LQNt+cgvZZ2RwVe77xrznP3c1LamRlYzait96mO6flXWZxup2spcnKI5nyA2kMNa045LD/rkv0vR5mU3u+vhWev/je2Zlf9v+Pay5IDMdsgYSrNP1fUj8FKwbAX+9C0kdoneDEpV9M5+s9P3JmQCravh9OwgVVp+Gjv/nztaHiiDLcSjPTggDMitoP7ORxEMxFEWhfc82KPvJ7vfh9G8meq+KLxyp26b1p5fASDv5BU9gJmXwlh57GjN5DNUXIZxYQqnhqBThSdarvKTG5AEoj3n4aGUtQzTwCVRirOOapHS+Q+jiT1jBQQA6+QKrOIZAoNOHRwmL/XXrm/QTZgsaDZjPVDIfz94kMFH9/pm3L5DLvOTgZuW+s0dcnEmZfcufcikPeVj7HQoXK95jlcH04q+FWPKNtz+TORfKTSdQPv8lGh5oI7KgG8Xnwxyor5MzK3RLfdFSfFGDdb/8mzSsrn+eKyHB2uMRWv/tTeI0ikLiPVGcMy14rseKj/8buh6eW1UUwLFktvR2gUX7533wmS+THb0qs2+upKfmXvZD+wi5yfnrhI2dGusHooRWqUTvVhEhmQU09zmgUfN8q8K/QCG4YibrV4VVERIxdmlkRq7CL3yJ8qanyY5cxykUMAcuzJn1ma9NxQsuhUsu1oE3Xx9ZDULNfTbWPgd/tyCwRGbqUOe45vc5byj7a169CHgYi5ahBDWMHQGcM20IobDq53+FBTtuMQt2A5xpj+xr85uOv5MwbfluN51n6r+vfJ62n5m1TRU3CokIRbDqj3az4GOrEUJgrG/BPDmO59zZOb+jtjr7iKrbUUQA8/UxcD2s4+NMHx2T9ZBH6wNH61gSLR4g1G28bW34p4J3A7k3gaqQiHFvRPpwnb8OPhvz7CCqrhJZF5oVyFnpI0Riq1C1kFSKWnqBTPyHZF9QIJHGvZzAPJgDfxGvVCJzOAuKQ/sjW5i6chTCeVpXPTRTtJuJkPyLqUqDVIb/9gKKGkRR/Jgvyd827o1g8Rz4C8SCu8iODMCCKwCMfjmJMy1vutGvjsggCEj1D1OYHMXo7L2x+bj5ap+l+IkvEiPY3og5eBbNUImsDWIdzNaUMguvB2vHwDqYxTyYJbwygJaQDy8tHJg14DTHXofGCZiKMvHKKdCg3HKUibHvQ0sSCgFG+1+BhjQ4GhP9I+hLe/Ach+tPSYU6GtJY6aPEl1csCS5eIfaA7NvotwakNxiQ/NsBSeNUHaaeS+HmcxAuYF4+J+vOFgwxNbkXr1xAxLOY+2cyGJ7r1Y6xeSA7Q3k7NYJ1ehRtQQkrcwQrfZiwvgzNF7uj6wrA8PVREheZ4M8BKDNCgVOoWhBFkQOF2NouPNvl+jcrg8tIFuvqJZrWbAMBV5/4Tq2mcrT/CF4BWHOSJH+M4xuCSJ4JvoK99Hnwl5g8c6JOcS/X9gQ0pLBOJsmGnkPVVcyx41inRmU/Z1HzVIym9ZjpI+TOZ1BasgQTTZhnrxNsSxBo0GWdkc8mlz6HY8/MGJvF/QgRJOqXJsX+QAJFlQo6scAuHM9i1Pof8rhTZNj8I+gZAA+Gf3hI6v4D1rlBGoNSQ37Y+iJOxRzcLM4Maotpk+L4NHpvF2XGyXFE1rG5WXLx58GYxjo+jn3JINA7+4WkBDSiy1pmCZ6Y/RDeAlqFfWv0gfUcTP+D/Jw9IJj+PoiGHMWNf4NNfVaytp/Kca2KwSgBDcVXUZxb0w6ux/B3j4LnYazuwOIF8OWIBWQEpWgqamC2Gp5QQa0k6cI9jahh/6w+CCHr4G4F4QN9h6Q41nznnpGBbHA1+DtuuXkd1CiINzCOqSppmvOMM/InwB4TGH2y//p9KiIA6W9A/pioGSvfiKDoJhBvYdp7inJSUoqyyWuYyWPozWsRQsVS+qFpgmJysm7bbFJOwGXGL+C5Dhrxmnm3SgzxDr5aFfyoyGeawIeKfCbr3I8gUEevdJgmyysY7KlRyYA6AQvPm/FAeyMG0LdDdV+lQY/xv5DH1055jP1xxYomCyN/KKmMVe8xJShQgu98lsLzPMyBi8RWdiIUBUXTiHb11AK3Wh8GLhBqaccXkcdYC4bmpMmrhkCos7+P7fZjpyB/wkX1+1HU+S9660UH7NsLb+g9PYiwI2l+W1WUKKS/U8S92gg9A7P6cDO0uGynEhDo22U2zNpnE71LRdXnFlixDjq4hRsUIfc5KIasTTOvXIRAibKVZvx1yTiwc1nyydFbtqO2/8q5H/mDoqyPfJMBTmCxwN8tMPttzP1SSEQIgRoTsp03XdvmPpvINhU1cof+ZAMXUQNBIh2SDx7b7ac44FEccFH9AYR6ZwGh9aKsCZ3PdPydhOnslf/be+to1KYtSxIyzoF56ZU1IZGVcrJeDWm1MgljfQtuziZ7YXLObd8oSu51iu4FDG0XtlUkd1mOdacOjZA9m6q1pwrP9TCPj2Osa7ljv7l/Tng3kHsTqAqJGNsjZK8mcfIl/E0GmUvDuKUyxvYwuZMF7Cn5ciyXpshZFzEaNlHKT+Oe7kDZfAmnZGG/tASx9SQUApQvBxBt0+ApuKMRRGMGNeinkBxHNTS0QBRzn42/u1Jz8EQnLBwCPCa/PdM+62AWNa4SXilf6gphItyDOXgG4llImORelLOe/k4f009Vbtx4hsIx+RC9sT4OwDqcwyvLPldhdPWSGbmEa5fksThRoHitjNpWwhttIH+miL/LR2nEJnMkj769fkb8RriuS3EqjdIla1Gmjlwh0tMImkNh+hq0y6xD4XoGmqWU/mR/Gn1RF0JVyZ5Lga+MiDuY6cMEW5vR9AjmhQECCzUC3Srm85X6B59L+WU5WNY6bKZfrAiC+Mu4qSAgUFsdpi6dAE8ldFce66CkBwHkzxexJxz8XT6yJwqURvL4m6MUrk+RvzZJpDdBqTBGZvrUHdMqa8e0IkiQ5hv4kdTTqrlwFdFeWWdWPO0DrYzQpbJavONu0DOUXm0E1cYXD5N+9RwICK5QSSP15f0sJs03wGcjlg1RPKcAHn4WM8m3QJRR1lzDPhPHdTNEWpZiXRrEtgr4m6NkL0/UhDhq7W7YTMlM4Y6GCS0P45ZtrIvDGL1deJ6DNX4Cf6QVz7PJTJyubWcVX0D3b0MRs83HjMB9gCCd/y4+pQ3bqByZAAAgAElEQVSBj3T+u6idBZSAj/Sr51ACPrRoUGba1AdAhVz+JCDwq111gZx1VmbdjN4uLJ6tHe9M6WXZ52WjlE81QMlPbE33rPaADLLyg5OUp2Uw6kxLauWN6otGn6RaTj8us3NeCSa/DdHdOVAdLPbOuW/z5DChhQl8xuyMRGRpM0pAI/3SZZSgj8jiJiz6EfjRuTNpZgChKOir2jBPDr+peiijD4qXIPuK7Js9VrFbeId1NMIbpaLmrcRWqu2Dij/e/ZD+m/rvb4ZBH9bUy3LiI1LETWmU8xMYLespcZ0CZ1BbHLxsACsrJztsZxonJVAiGq6dI3uLDMiPEgphotxXJ3hi8RzgyOv8ZQcvD/5Fok62vuo95l8kKhLub8+surlXyqsDpL9p1y93CVDlsq9dEFzxox2KFFJJyhmzTmXQ6FlKMT1ByZSDRqdUInv92h0LWMyFanbpTgJka5+NCEH07lsP8FW/n8iChdKY3CfQ71OZ+p4LnoK2NoV55eId39vGLo3COZfcUXfeTJi+U8PLQ+aVeiER4wENoQnMgQv4K7Vh6ZNHa8u3CyirCK5U8LUJ0t+0K4Ixby7AEUJg7NSYfsqZJSRi7NTIve7W6jXLEy75Y/P3+WZ4nodVsxeYsXOANz75Ua0Jjdz1ow3kym6SvHsCv1hEyRuk6Mnz43pFMs4B/GIRLlmyztz0f/N4kujKuYVE9LXN0hPwbaJXmo4MLA11F+bxcfDA3xph8qUhPNvD3xrBOjGO51TGZFdN7OkixvrmW+32ny3eDeTeBKpCItEtYcxzgyCg49G7ZP3MxREZ7HhgvVLJSKVfBzyMhs1MHDsIto+WTdvgyCZZf/WBOLgCyj4SDzVItT7bT3ClQm7yCl5BIdK+sCbT3PCTAWhNw9V2Qo9dhIYpyq/KwMTzPMyDOYy7wwhFYNJPlAdRCGAOniXa2kNwbQk8QWiFn8TDOngC4hn03WUYb0b1mgg11k+vWwdz8qWxZUapwejqxXNsMiOXZJBWeXe0/l8z6yz4XOXG8qgLAm+GNfUalBWM5d3gk2pIsVXL0ZQ2KPuIdnYijAIgCC3WUZry5I47KH4f0W5ZeOtrVzEa1ldorAJjySKsij2B/kAQ51Ic/IJwVxOMtYBq0/wzjZQuq6g0E+yOAEJmQpf/DAy3g+LQ9GiXPPbHyrXzX+ubC5gGCz4yo9neuKmqOOm94UBOytZ3AB6NfJwAK2YJGKgBH5GlzYBAtJkY3XImWVFU/Cvy4CkoPWliq3vAg3BnM7HoA4BHgGU08knAw0c7xopOqco5uZA2fgMpoR6QBdzZKAwsprHlERiT6aYFP7FRUhzO1s+2Go2bYbQNPIXE+qVkLo/ilW30FV3kpi7jlDO0r/gIQvHVVABLzjAF+2Kd+uSN0NQGwr41gEcsuJuIf7M8puF70ZctAA/0ZQvQV3RhnruOQBAISG5g2LeGeOg9ZIqvSkNywDxzDV8sQrBNmkerxAmzBbOwX/Z53SpZcyhcmtfNrThYpT3WvN72IWdXbwgUqlL9eND+H0AE5HKiL4FKbE5BCqdYJnthvE5B9EYomkq0t1X2eaWkeMp7+14UbqGeMlcfVrdTTucojppvaDu4wWPOgwX/eWb5nQ7khCIVNc2na0nYOlj9UmzhRvEUo0+2TW2Y21IBKhMnSfmMal55P1U3aqNlPSYy/dfWIinNE8nvATA+8W1w1dr6ZvLo29HFtwUGfeQ5QZlK9px+FCJyIq9Cn+v4zUCdbH1V9XDB7wYkZem5t06vLCdd8idcmj7pw98twIOGD/sIrVbAkzVakS1yeS7vsXcaNcrkDUFaNWCr/i0zOIDnOrdUmbwdfG0KwVWzvdLmbNNeB327ihK4/bEwepaRHxuhnM1UpPcF+Eu0/+Ry7GyG/PidZcNuzP7NZx2g36eCNlMnV7zsUboqhUTKGZPC+BjNG7biM2KAR8OqdQSbWu44kBNCqmPiQWSr+pa81Iydcj83C4kYVQrq/oowzHP1fnu3QzGdomRO1QX1gWUKvgXijs7tjajWhCr+H3V93HMALAj8rmxHJQuXdQ7hkqMj8FuAWsva3YhSSgqJzOfPpul+wksSb18gZz+LT7QRVFZiHUuihn20fWgZeCB8Cu0fWYGTLZOrCKBUf/dfotAJvBvIvSmYB7NENoZQwwrW2UHCnc0k1i+W9TNnB4msDSGCHuOPy1qiwa8dg+d3ETaWM3XkOviLtK59L+KP/gOUfLTtvJuq92vrhxeCJ6llzQ8vY+SHR+DJh0n03MPI3wxBNkB0h0DrzoCnot8XQtswAqkE2SvjZC6NUk7aRLcr5KeuU/zs54ik3o9dyJAbv47e1Uv8AUn1C64vo98tZ/+Daws07GoFBMHsZoQQDP33cbLH8rU+RzeFUEIzl0y0Y6kUVhk8R3S97LPa6NL6WA+E8hAskXhEx9/pQwQE0U31mYbRY/1cePxPK8tPwVAHzV2PorbKGWF9+QL8k2vgwjJijTvwNVeohasXElqn4CaDlJJ5Aq1RyAeJdi8k6r+L0lcfJDsyRLClDfv5XsYPniS0pQRlH367G33hMilz3zCNvj0EniCY2UTT0gcBEEaJeGwHjLSjthdI7IxJz50XJL3SOpgjuMRPvE8HzUUpNpC4axFKtg1htRJbsRzt1A7EwQeJxFcx/VyG5NdmqyzNBYGoZeUM+mTGgOdxqVdT8y2SGbHwqgBGz1JKU2mKk2n0XjmSjfTqNbN1vberpqxX3SeAzkM09kqlyMDZ92HcoLjXskrS9XynHibWdBeMt6I2QXzrQpSAVqMBpg5cJnXgEoHQApTkYtBsGtdvZvjxQ5CLoC/rqAVusbbNRBtX1j6bBaknrwdn/OBuRjXIM4L3YwQry4EHMXpl8G70dmH0dmGbOQrDaQx1Nzy1B19+BUbgflkzVHpFComcuy6PiZADXJ1dCFTM4gtEA9toWb8DAGXhJIFo05ztCXc3oEb8WFXhkX7k7OrdM+toCYhIQVVi74PQpgp9rE8ldPkx0t92cD2XPCe4zm/g4ZI5m8Rz3DrrgJsRXSPv2+jqOGXGyHMc/U1IyhurZbBYPYejPzw5rz/ezQj2gm+BrJVLfER+Fj5p9P1Ow+iD8ggUTtd/7xbA2j87mKx+NnZXLOHmgM5OSLYijCIdHb8EioMS0QhE2rDoR6OFFv3TECxhjct6y6nki6A4tLZ/jHB88bz2BP8YqN7b1SB0ZiLPX6PPxd6r1cnWV73HEh/SUGPMOTCd+kGZ5J/LZ870MzZj/+PW6nY3DpSrg2V9p1oLHIxd6g3fv7VaIc/zuL7vSXKjc1uDzNm+gYsEEo0EYjNqxMGmVnxRvRaAmAMXEapGtGvRW2qfsVMlc9DBzXuURlyu/d8F3Fz9bERpyKVw/s7rpqrBpXXl0ox33coU8RUrav27E4RWK2gtAjUGkU1zDwdVXRBaVyL1uBw0WzcIiZgDUvnZ6Flaa1N1OTN4BbdcvrP+3KCm+VagP6CBgPAGpc5EPLJFRdFnrm1zn4Mah/DGOxsCVz0G9UUzGVwhBMYuDet5u5YZuh1Kgy7Fi94dB5C3wkjxv2LZB2Z9nyx9mSlb8vonSn9NuvxdQAZuKnES2mP4RXct6yX/V4lrjxJRtszQLO2XGS5+Qe7nqPSJ1dc3k3fOcL3w23he/XPCWN9M9vwkTu7OzvmN8ByXwa8cpzBs4XkulvM8urpDtu/YOPqaJoyNMkiLrmwktqWt8reKIfnxJMEuHX/jj6a+9scN7wZybxBVIRFjexinUCIzMIaxsktmhha3ywyd6uE1JrFeKWA7NvbeFXBoE67jUTgcQl07jOYP4+27GwpBhBOBTBS0MkpTHrIh8BfwL1Ixv9YKz+8gVNjKxJdcKPspKecRwRLgIXJx/PcMA4Jr/+0iYwdl3ZS3fT+j3xmAP/ss3jc/iDl4HvAwulbQ/OhiWHIJdf0VROcYLL1A40/oNNzfjQjZaMnlFK+VGP2zFGNfTcs+nyvOokaqvgCR9h7MwbOgerDlMGLLEVlws/wcLDuL6zm0faaR9l9oRAnUX26jB57DPHmdwnSS7NEsDC8gKJaihYPgK1H2RrFPt8C1biLlrQQaY6CVCK3RSOxOgKcw/vgQRSsFZT+h4GK8I2vgxfsZ+94lzANTMNjN8FeuYop+EC4kG8m9pAMC0T2C0pYCfxFxvZum7vehNBdoWL0RJR+DqQSxZb1oDSrhNT7MF4q4RRfrtRzG9ghC88CwwIqDAHG9C3F9oZSm/uEH4HsfRrg+hv90gutfHMfN3xllqZnPkuCjRNiGwR488mQr4gZV2M2nIGrRvuv+Gj3IvHKBtrXvQ1uXpH3rezFWdRFfv5imbb1EeYAEP0kTnyHCXTTwMZr5RWIddyGMMurZbQRYRDO/RAufI2R0onXnUU/djXB9kGpEtIzXMkPmqRE8z2Po7w8z9PeScqYkewgs0tACIbJHSjCt47k2ZvI4oVgPvkAco2UDBWuQUj6FWdyPpjQT0lbOeywawz9FPPgIRmAHDaEPEws+TDzUR2LTUmJrF5HYtKQWsJpnBwkNfBCObKZ8vAHdfzcCP1bxBXKDEzi5InpvJ0XOU2YQgz5KzggF+zxG4AFCiQWEdk7TtGduWiVIaqKxur1GTTT7Zd2Y4q9fr/XX5D9fM1IFdcVZlHgO98n7cB9/EGvsFEn+mDG+SJ6jmKeGET6F6PL5ZxTFXa/BxiOIrUdqA/U34w0WaNXxN0cxTw1jZ4oMfet1Rn9w4o62FQLaf1sKqAgftH4e2n4T1PmT7W8banVyNyU0MweQ6nM3HYrQemj8FDT/0i12agcg1YTesgZNNQiscFCWXZf2AjyDwUMoQiXQEqGcLOF6JfLjSdQGF5/WgFGxJ3DKt3Ar/xEixAY0mjDpp8Q1ipzHoA875ZKrUMm0+EzNUNV7TN8laXL6gxrWvtk2BMO/V2Lod4q4RY+RPyhy/XeLONb8g1dzn42akAPqpp/1kfiwRvQelaZP+oh/QEPfodH4UR+xRzViD7+1QW1hYoyxl/eTfO3g7VcGXMfGujYwizIphEBftBTrykU8z8W8cpFolxRBeSswdmp4RSn+kvpGmfGvlJl+5uZ6rTdmTB1u60ANhv5/9t48PI7rPPP91dJdvVV1N5bGTiwESHAFKWqlJIqUTMmSY1lelHjuJJPcJ3EmyySZSXLvzNxMZhInTzJbHCfxPDc3sbM6sZ3kOnFsxbIokbJE7RtBEiJIggRI7Du6eu/a7h+nuwEQiwCSknVjvf+wWKiurnOq+tT5zvd+7yvq02qT0HOK+P+Wx29ECVTXbiob1vDLfup/WUNS184QOc0XsC6GyI+kMU84+LcIIRFzaAA1GCJY10Dt/juI79hLuGkLRnuXYOuMDG3oOqIPq0Q/olL96Rvra7Vaou4X/NT93PIBuUxBNY/bFWqofp+6al3jajAHB/BH42jx5fYCxhEFZwGyb23s3V5R07zB+jjLnWCs+BtMFD+3bL/r5Rkp/Cpjhd/C8xxGCv+JscJnRZudE+jqYSRJwVCPkLKfx/NsTPs4YeU2FMnAUI+Qdd/C9uaYsD7PePG3KLqjzJ7qBSOJ3DzJlPVHTFp/QNZdzkQwehKCrXN2ZtPtSffPMfXEJaa/M0jOPY3tzWKoRyiMZyhOZzH2JdASYWo/3E7iI1vxRTWC7VHM3incokPq7RmM79NsHHwQyG0aZTNt42CY1MVRcN3KRNLobiE3Oot58QrUjEM6yPDXngbLD7aPkSe/jXelgfABH5n+DOSFmfPklydgIQJagclXXxAmog0TzA58F/dsGwDpE+CcE2ag8ydmsIdDoNikvlvA29kHskPuWC2ZFz1oHSLb9C1Sx8RgkXuqgdRIP4o/SDjRij8WJvy/95N1TpOe7IeHn6LmcBeyTyF6T4zsWwrmCyUxj5cymCcXxVOuhdHcTW5mhOTVPrx9L2N3vczsqTegYxA6LzH15klqfzBGw88sz3DYuTSO6Yr29z6DNyuKyc2BQZxUAYJ55vpepzgqBsj05THsBQuaxskWzlD94SYhVPKcSe6qyHblh3NkXxMDePqlAtk3xOPtDMRIj1yG6lmsizEyx1XAw9t6jtT4eWgeoXA2gCzL7P/BL9K2799gXhJiBnW7RGZKv1cj/UYR84UsXkHUCmYHZyGygLugYD6XwUlKuCkJ87sZ7Kt+vKxC8vk02b48XtEj9cbGJnth7qCDv0bCh85hQF1Bx8vOjiD19BNt2INWVYPPiGIODhAIN9Dzk7+OXr0TRfOz9TMPE6iPIxOgg78hxD4kVNr5MhEOIksy8e27yJ+38FyPLfwvYvwAANW7bqVwUcI8MwaOjG0MYBdMjF0NFCZMzN5RrIUc1kIO8/Qo9oxL7W23kr4yJp5tT2bypdfIzPZXvPDK/5pTvaQKJzG0e9elVQV8W9la/UUUOYKmNtNZ/SVUOY7PCNP5rz+Czwjjj0cI1MUx+4fJnS+J7Vx0keUgEe02zPxzmP3D4vu3t1T60uBBUvmTYruU7dv5Yz9Hyz2fWPf+GLsaRZtfNSlcXEI3XIL449D8P8G1HfLy23DHqyTPjFF4W6wYzvS9VKl9NDmG2TdOZFsdsn/tSW0m9hT8298jE3uKFMdQqCLEGpzBd4Cxq4HUuUkh1ON5q/rjrYXan4aG/yi2a35sc+qTNwKtFbRtKwM589jqWUFJhrY/E4H2WkjPvA0e1CX+BQA13Yex21/C5ElspioZTz2xDywfE5N/gpfUCCXaADAS+8BzSc2cXesr3lNIyOg8QIpjlefL4KigS3qL2S/jiErmDZfk0w5uejETYhxRKA57FAYWgzRrwiXX5+JmSwqUr7sV2frVICbKDsZhMVEO71fo+LMgsl8i2K2w9ctBlLCE1i7T+ZVgRXzjerGYQbu4odqwzOgwrlVcVh9XhtHWiZ3LYl66SH56ctVjNovI3QqSX0ziK6Iyx5f3nXncRk1Ignq6AUiyjN62FXNwQJhUP/Jtah8XWQqjvZPU8BCuvbHMSOKn/NT/gn/Nv7uWJdRbkZj620lSJSEREAbZettW4Tna2EzHY59GVlQiW9qRZGXDAaUak+j8ShCt/canpM2f1aj61MqA0LhfpTjkYT7lYI14G6+Pcx1SVy9jtHeueFfphzdXJ2ced0RNaPeNtbOcTRPiJItsnbTzMh45cu5pks5TOCxQ8C5jOk9heWMYyhEADOUILiZJ5xhZ960l++8HXEz7GVK2YMwkreMUzxiwq4+UdxzTFvXl5cxdGeHtVciacl30yvJnzFNTlfMaypFFymSJ0rnlJ/cRu02wVoyeBJkLc5inJvGK7pq0z+8HfBDIbRLmi1mUqExoZ2CJJ5V4sPRSQDfzSh/UCq+t+a8v/sBn/kpQ86oP7Gbs8wuU6zFm/iojanMMk9m/dIWkfGKK+ROTkBJSqlNfzEFRCEKkv9aEd3o71M+SezlELnkJqmfxLjdhv9YGB18k6T6D9YyQT0+dgOTQBfSmrsVC3eZustNXmb90inCiFVUTdTbG3WGscZvpr5YKvpMuk386VxFPuRZGSRRl7OVFX5Lp116vbM+9tXr9yNTbzwlePzDb+5ZQkASmXnwNOyP6KXlmGLLiBTN3+hy5iWn8jT5Sc2+ihlTUljz5cxL2eEl2+NxwJdC2ztbgDlaXLiKOMynDlit4Aw24V2PgL4KWY7bvNdRuE2vCpTC0+OIzB4ZQQ0GCDSJ4Ng5pYMPs/5sWk8bbQoKaFk0CMPq5RW+10d9d3B77/EyldjD14uZX7RV0Ity5LJCz7QzO1SCBNnE/JEnCaOskdeUSnrt5oQKjuwU7nSc3unwlzdjdgOe4QilRkaBmBnP6dKWOa/Rv36wcW87KGbsbGPun16k82y/04nl2JYALRltR/QbzE89hu7OVAOpGoXc3kxoYw3z7CgDuUBXF3AyGdi85+xzJ/ssEm6rxGSFMjuGnA42OUlawhqDa/Q7fsOS7SnVys18V93O9+rDMwHQlQJp68m2cVEnm/ewwRa4CsLBwkvzIwrq0Sg+7IpJi8gwmxzB4AInrW9k1djfi5i0mvikycZ7tkjq/hrb/+wjGUUh/F9wlzL7UMQjfJZQwNwtzqhdJ9hGpEVnhMgV5lP9Q+r+4uYnEpwCY6BPjXFVCHBeu2o6saO87eqXFOFP8Pj4aCbBTUMmW0OeMB0TN0NhnC8I649BigAfLJ6ZLqZZjv1mE0n+vlaQvoyyestHs0o2iHCxY6RT5mXeeRJqDAyDJ6Fs6VvzNaN8KwOiz3xH/v4H6uDKUsET4DoWFJ2wyryz6pZXhuR6pZx2Mw5urFTTaOrFSSabfeBmfLjJxIOh/nm2RHrl6w9cOkB4egroR0PLMfSmIkxSZw/zMJFY6tWqwq/j9hJuFIMv7BWXa6uivlajuG6Q3ZsZGcAuFVZ8FX41MsGdjNZCe62E+66Bv8j6vhnKw45JdJk5SDvAAxgqLK2yjhV8DwFBFwKar9wFS6RgPQ70fgLByABmDieLncEkBMHnpb8HUYVcfM9ZfUPSGVnwXgOxTiOyqqfi5bao9pYAtP5xiYeZlAvJOfHI9qd4p/IkQWv0qSYR9CTzbY+wr55BUiciu1cshvh/wQSC3CXieh/lCBuOuMJIikeofIdLZWJEIDzXXooQDpC+OE+gMQTiHdzUBWh5CWZiugliSWPs+Ms/JgIvcOo87VAWSi3LnIN5YHPBQtiXhrAjEwg/kKZ4Tk3blyGm8PjFwavdM4g0nwAwi7x2EfBAWooTutnBO1cNMDcGPjuCaEtZZHWPLIoXNaOkGzyM/P7FMobIsSJK7UCB6eHG7LJ5yLUK1LShaiNzsGMHqJnyRGPnJeVAAxSE/mVq1LxcGzoLkocRkvHmhBhHpbCI3IYIgf7OCZ4o2613N5CfFfqOrg2xqALuYJHyrBqkgpCOEthnYowpO0iV0dx5yQdEfTZMiSBxrRNkzIgJmy4/UKPj++Yn5iqVCWcTE8zxSA0PoW9sqbY7cqiFpkH65SLgniBKWMfvGCWwP4atTyV0ooLX6CHT4yV0ooNYohHYHyF0oIEdkIgdWWlJsFDpHyfJGRbZ+dvRJsH1E2/dUjjHaO3HyebLjo2udZk0spSYuRaSrDsmnkBtZINJZixIMYE71EmiM4osFyY0soNUbaA0GuZEFfLEggaYYmTOmMHZvTGFfCSPJfiLV4tmTJBk90UN6pl9kCLTVRUWupw2eZVOYMQnv1sFVmL74DLp2CIo+MpenMLa34GGR4gQGRwV9qvA8hnbPuia910KriaDV6aROyPgaIbA2M1QE+7KEsbeJ3IhYHPHtm8M91wSOTJSPkukTv5GykMpqyPA6DkmiPIrDHBZjlaDjeqDvqAdJIjeygL6rQYinbLBO7nsJ46iQrc+8JP5vTUP2resXWzGne4lU70BWxFgTZA8qdeQ4Q4Cd+BE1p0GtCylaEGOSz6IqJjyjZMVHpGYX5tTpG27bzUI5+MxxRmx7oq5JL6kMwmLNUK7PJXxArmTFtA4Zf9tyAQfzhI1SJRG+XSbX5yKHQT+krDCJLqNce3cz6oDeCa4taJLRTvEO20gGKDU0QLixGSUQWPE3X8QgWFtPbnoCNRQmWFd/U67TuF+hMODhWRB9WKE4JGTrAXJnXeyZzddNlamhuemJZdkifUs7yPIKT7zrhTk0gKTKqDtncK7qwg/2PrXS12sFu0ZbZ0WQ5f0ArVPC1yyR63PR2qUNZ/9EOyX01q2r/t04opJ5xcFJr58Nzva6OHM3Xh/neR4p51kM5UMIcZLFgCplnyAs34FCjJzbR1Dei09qIuf2oUkdaHIbAKpURUjeT87tQ8YgLAtRNknyoav3knP7ABlDeZDCGcEi0fcmSvshqjxMxnkZx1s+pzF6EhRG0xSnN75obaeLZC/NV+reMqezGMoRPMfFPDstfOtWCXwj3dVIfpncFZPw9mqU4Hvvy/d+wQeB3CaQv1TEmrLR7wpTnE+Rn5zH2L7ooCvJEnpXI/ZCHqOrDf+2gqh9a5hB6RSZG/++GWRZwRkPIEULRA45kAshVxcxSsIjVC0Q37kdBjohMUX9T8TAUUC1qPu/Sit58XkSP1oq1B7cRs1nSlSCXJCW238YjomXectvB0DyoL8bfYk3XLiuDdknXmTGkkBOa/HjbxHnqvpolGC3mOCspTgpyTJGsyiwNrbsINKwHS8PgdoYSkyBvEIxk1zZl+NzKIaM3tEuMo3hLDX7BE0sUFtNfF/JjDlQpO4eMdlXggGquu4EPMz5N6l+uKSIOR+n5eNHYE7w11t+qZlyGqzxF3VRGzeZIPHoVlBLipiPSKC4kA8Qv6UDf5Ov4g2Xn5zBSqUxutor1ysHJMIH/NjToi+cvEVmYJro7oZK3xgHw5U6QuNguEJFNe4IYRyKCEPymc37NImJmYdZksyfH3wdZIfaLR+pHKO3iZdMuSh7M/BFwwQaqlYEcrJfQd8u6ArGnib02j2VzEM5K2fsaqhkkvRdDbiuizujIcXyhHeHYb6KUHBPxRsOwEjsxS0W8Rd34FduzkRJ72oCWQxnzY88AP4CC/0XCPl2I4/sAEdkzDO8gktKqPvZ/djujAj2Nvt9Oxux+2PoD7ist7hq9o0T7qghftsWAILNMeJ310MuhDp4UBhHn92OossEW6rWPI+QlJdo4rcXr+E66uPKUCMaoXaRsY7d0kJkW4LU2Y2LRXyvoB9GmPuWHDlSz3DdqplWfo68eRUjsbeyT4gNCTr1tfWHwVrxW/Al/MjS0ue5h0J6lGJ287Uh7wb8bEFDjMk6RykMeBSHl1PJyjVDsDLgMo6opJ4T9XOet5gtMh4Qx0XuVoh+WCV/wa1Q35fCPG6jdUhore/+9CIzegXPtqjZdxtavPodM0B2LkdmfGTdTFtZyVJv3bqpBZ71UO5jSYPGXxHv1HLWs5yd22wGUzsBHswAACAASURBVItVocXFb3hpexRNI9K0RVAubwLMwQHCzVsqNMLAHhe1WsIcHECrqsEfXd2AshxopoYu3ZTruFGU7QkA9E141ZmDFwnVN6KGVlcHNo4oeBak16Aal7EoEnNjmeq8ew7LmyCuPkZYuQ3TFkwN250l6/YSVY+iq4fFd6n3L9ImS9m4ynWXsnCGeghpialn+fiQvJ8q3yegbxdS4wy1daLkwCc1k/D/JB4WaWe52Eq5Tm0z9MrUmWlwoe6xLqFY2rcdQz1C5uI8btZekzIp+xX0nSIL9/1Mq4QPArlN4cofixR2cN9i9sLobsHkGU5RRZExKAbg/HYULw51M+DJ+Ko0tPqgkLNPxZn8h6vgqPh2JYncLX5ASsSHsVNk2uSOaeKt98BgO3LPRcIHJXAU5K1T1N6zE4JZfPf3U/OhJgjm8I3up+FTPeArgicT0XfBV/8ltF9B31WD0jmNdHE3WnQx9SwpCnrzNmSfRqSunYnnXqbv83+M53r4OrOAh357oBKkrOcBV870GS3bkQtBQCLUkkDvagUkxk4eo5id4dS3foTU9FmmL57Em9aRFBWjZRu4svDPaSvZCFQFqNl1NyAydpHWZpDAF9eIRLtR1DDm3JtE76wV2c5MjEhLM1IqgVxTILKjBmarYbyehkdugfg8zNRSd+AB0HOAR+vP7kA5dQj+4OcIN2zF56sh+cUEbt7DHBD1cUZnO/Nfh946sOfB3yiBqxDcFiTdPylUBnc3LAZsB8PLgrqlfVc+phwsbgZhbkMhWvGHyg2ayI1p/Nri/fSFIgTrGlddkR797lP0/8UfrvsdRncL6UvjuMXlgeaygC3Rg5WboZAeQ2svvdQ7/HhxMYF19HGmXj0Jtoq/06qssEmz1TiuSe/4fuZz3yJSKyaZ/vQ2PNfh7FM/y9SlJzbdL0uhBPxEOupRjRDhlkbUriSFfglJkpGudoJiE95aV6Koyujcj5kXHnPGOqqZa0FTWqGg4d9rUphOc+qnv0L6wiTWQo5TP/NVkqdHsTMFsoOz4hkpKUXquxup3XkYJBf/2QeJeIegbxfqzjkkWaKfg4zyKwBc4EGu8vOAqKMLsZ8gOwmyD40uNNYWZdkIyhlAY3cjxu5GciMLWAu5d/jU9xZKFMJ3LNbJjf/NRYjkCN26+XOVs2hl2m8ZSxVelyJWJ54TPbF7+fGlQPB7Qa8c+68Fzh3K4Hkek18ocvZABs/xlrThQ5WA4Vp1yDLVTL9GeME4ouCmIPOGQ/6cizXhCZXJ+xfpl4v+aCITcbo7zexXLdyiEE95L7JxUMqWyIImabR3kr46iOssH8MWLp6j9/O/iZ3NkLpyCTxvXW+48t9uxD/uWoR6ZJQqichBheAeGV+ztExBMbBDxt+4+emYuEapspBX2d/WSXZiHDu7/H2THr3Kqc99lsL8LNmpcd763K+va1VgZVLkpsYx2ruo+bgIGn27ZyuZ0PX6KFTftCjI8j5BWWTEOKKQn53hrc/9OpmxEYrmAqd+97OkrlzGyqbp/fxvkhzox8nnyYyNrNvOyF0KUmAxMD//4SwjvyrKQy5+KsvVfye2zRMOwd0yvrobrY8TgZuhHsFQFsVJTOdZBE3ySKnWTQRl5YBNL+2r9IVS3r9WgHeEsHMfnN9OYI+Frh4ChFBKRDmIhFaheJ7PPsRI4b8Q2KLjiwcqgdzl//kqg78vSm3O/t4XOP1bX1jZnt4p5KBKZFsV6q5Z6NtFWD4oziGBvmdtymQ5gPt+9Y8r4/s3F3kdyL4OBLOY42+Rv2yhGiECjVVM8TUc5jH5NvmBFnAVsqfzWMUZYCtKthl71ARPxrqoM3kmBcTxPdhHwWwFWcfLKcL4+s5z+D52ntyF28CqR/30cyQvbQFvJ7GfG0UNNNH8ZC+h1hbBST4kkz/diSLLqLddxj7VRHGuAGd3wuHncax6nM4z8J0juCkJxVhsT8s9n8BKJ5EUhbnet8lPzZCbnMLr6oNChkI6Qv1PNKLfFkJrWltNqmr77ci+AHpzN6NPvgh4qNUqNXvvY+HlPyJ57hLhrgiOlWF+9EXmXxsFL4BjOiSvvg1ISJ5KITMF1TO44TBOPgPVs/iqayimZ6F6Gi/iIMkKenw/qbk3cJ0U7Hwb6eIenIyLN6vjbRnBSuZhQWQxi7M5aJ6A07sojuZBsZA7plGjzcj9t+BMh0mdnMUZjkJBZfareUwG0Wqq8McMRr4K9pRY+XcKojDHnobcxDiSTxH0w+0ySI1Ej0RAgvbfaSR+VAcVOn5X7Jd8EkpMIfVihuqPRjf13Emo6BzB5Bj57AjuhIF+7yrF3O2dTL36Ak6xgOJfrGece7uX4sI8hYV5tFh8xedABHJTJ3pJXxrD2LGlsr/m/m34ayKE2qtRs4tCJU7dHNz6GnZNCPPSOQgkyCQHyR6fBerw3XMVeVsIghbFUQ+zcBLbnWYu+4/Uhg0I5HCTPjLzAxQy48yNnCSx9SOrXttG0frpwzj5IpIkEe6uItmnkp7rxxmshpZhUvLTpYDoVlTipArPE1C78CtrUxrXgntZvFyc+DDJUypO1mL+1SsEW6twMkXmXx0StXGeh7GrEX91mM5fvJ9wRw1qJIDWpsHZHooHipCM4e5+kgKPkuElLCZJ8AukOEaOXpr4TdK8RB2/BEA7f4HH5jO716Luw7sIt9cQqDcwdjUwisggVt+9snbo/QTjKIx/FqxZj/zJath9CqvYhT+4uRoJc6oX1W8QjLYv21/Fv0BCw+DhZfvran8M67Y5YVOwBAF9C75AHHO6l5q2B66vUdeJ+b+zyV8QkuZzf2dRuCjUKRtu+U9EeQQfdZjHc/jbJLSO5anjmh/14UtIRO5aHsiVJdzN407F08s4ouJrluj4iwDRh1SkAKh1EuZxG1+NhDXmMf91C3+LhJtZGRy+WzAHB4g0tqBoGkZ7F9NvvkJm9Oqy+rf5t08LAZPBAVLDg8h+jXBjy5rnNNo7aX/s08S27bxp1ykpEp1fC6JWS5XM0MI3LZy0R/pFh9ofvz61xoZ77ifatQNfeHmBqN7eCc8/jTl0iaqdixnn+f6zOIU8CxfP4RTyuIUCC+ffJli7OjOinE0z2joJN1aj/tjXkA54ZEY9PNtaVwxGkmX01g7MQWFQ/l57Ba6G+MdU+NMAsY+oTL72Nm6hwPz5s2jROE4+z/y5M4RTrdi5LHPnzoiac89dt51yQPyGzBMOxVGX9IsOhasu9f/OwzzmoMQcmn5DI/2SQ+Jf35gqJ4j6OE3qxC+3YKj3M178bVL2dzEdYS8Qkm8hKO9FkYyShL8DAYmY+siy80SUu+kI/DlRdfk4F5A72Rr8GhHlLrJnimD5qdv/AKoUoyv4dQJyN7IUJKIcxHSOU3RHSDsvUXRHaPL/GnpPLeabkzg5i4VXx5BUGfszOQqvVIHlo5idxx9anIeU7QUkVcbd9Sq89GGsYQezd4pQRwxVX6nNUEbth9vxJ0KEOlef13y/4IOM3AZRTOfxJuNQNcfC2QFS54eXeVKB+LcwKFbZMn1pvLEoaAWK/RrFPpGR8UaqsM7GQHYo7DhG+uUMBLPYF6MsDJ2GxjEKPU8wd2IaFJviQ/8Pc8dE3VP942LCUXeoB71kgl31sIE9LlG46BL/hAzZEEO/egVsFba9zVTvs9B1FlyZ1LPL26QZNUQat2KlM+TGhdDBQt8FsrNXoG4Kc2AQNa4QPby+ioCsqFR13YIkSeTHZ0F1yc4OEozVgN/BnrMWvcOmerEnBO3RMzXSF8cAD7dYIHmlDwIFsjOXWRg6C4EC+eQY85feAq1IITNBMb2AUXWAYn6K6dEnYO9pvLSPqS/PgSNBdIYrf3BaKIW6CqN/fg7aBN1w+PcvQ8GPccSHNQnWgLgnM1/OkT8vJh5zf2OTGryK0dmO54Ap2IyYT3lk+rNImkfqZAHz7BiRbQlkv4KkSlQ9YiApEpJc2vaJF3b8wwayJiPJEsadIcwXsxtSVrsWBg9S5ApjV74ESMTb7lx5TFsnnuuQvjpY2VeYn6W4UDLNXGdlNNLZKOqkrqFXKpqP+G2tSJKEFq7HH64TipOzp6F5lPT0aYpDgM/GHvFhXQqAamFvO07afh62n6f4dohkyTMuVXiBZOFZiKbIzU+QnBCrdZn5izjW9dUQlhGojxNuE+I01d13ATD26rdgogbahpgp/CkZXsXgKK6XJ1V4GUPbfDYOIP1dFbneJDMyXPFjM/vGF/3l+sYx+8aRAz7CHSLAiPY0o+qCzhzftZ3spSTzrwtBAmv3k8zxZQCKXGaGPwbAZoopvgDYlQxRkD3XrVa5FGrYT+wWMaENbqlC1TXMvvc/vdJ4EPBg4vdNUXfc07vpbJjneZhTvei1e1bQ5yR8VPFDSNe8HmVJZkvzL6PKyylWkiSh1+4lNXUaz9u82ND1ouw9BjD/dasigW6esPGRIMqHhb3A80Jl8NqJtByQiH/ct2K/WiURukXYE5gnbLROCX+LLMazx3zIwVIwclgh9axToQamTjokn3JAAf3ed3+N2M5myU6MLVIht3SAJC9jJZRtBECMf+bgAHprB5KydqApSTJVO/YiKze3DZE7FAKdJbGZkmz91B8W8QrXX0/oC+tEO7at2B9uaELRAivG/FRF4XNgUe1znfeCOTiAEggSqheMgtjDftKz50leulASjGlf87MARnsXVipJYW563ePeK0iqRNUnfUiKtMwvcOkzUqakpoYGMAcvIvt8hJu2rHlOAOMBlXy/y+xfi9INa8Rj+k+K4IEzX7rPxRv3THS9AmnnhQpNMiwLcRLTOUHKPoGuHkKSFGRJo8r3CSRJQpJUqnyfRLrGTFOSJOK+jyNLK2tFY+rDqFJMZMUUidgesTBiqEfwyyUmh3KEvHuOWesrABS9YQreAEZPAtssMvXEZTzbw807jH7zpNAscFSmzyzSMQsTaYqTGYyeBJY7hbVTiAzNvzxG5sI8xr71KZOyphK/q+l9sUjwvcQHgdwGMfH1M+CoUDND7mIeO53H6G6hwCWKDCETJjl0Di/lB8XDnpQgpUPtHO5YGMZrQLEhaUAyAlVz2NlxCn0haB6DVIRCr4qsS+CfJ3tch9veBGOO1FMaUs95gomV6eOKythxh9pPikls6k9aQLVh22Um3joG7UPIIW+FbHcZqUtDAMh+H5MvvAaui+z3YQ4MbaqP8vPzuHkbXyxIZmIQp1jAXxsCW2Hh6tvISoCCOQ55IW6Co+JM+EErAhLTp19CVv14js3U6WeRVT94HpOnnhHbQGqkH6NKFOZODH0VaaeYCE98cQ7JL0FVkuS3JFEX57OYeyIDTaPgs0g9JQaymo/UidoaAL9F6msJsEXNXOYVBc+yMbrayb4FzpwwfE4+CfaETXCXSvK7efKjyXXFKVaDcTCMNWWTH1jfTHc1lOuh5gffBK1AdePKlf9ISyuSqi6byJS3ZZ+f1DrF74rmI9zesCKQW9GG2h5S02fIzl9CVgKkpi/ATEw82/MGJHWomSFvD7CQP4bUfRkWDOYGX0CWQjhekpnMVwhU1+M5RaYufxtZCQgJ95Lh8s1AtP5WiKZIPV0a4LdewsyfBBwMHiRdeB2PwnXVx7lZ4V0WvCNPdnCW1LkJZE0lP5Zk4a0RZE3Fmssy9/Ig+o46JHXlMGvsbgTXY/I7b+Nv8EPVPBP8D2TE4sIE/x2ZUGn7vyERJMLd190f7wRJltB3NpAq+QO+nxG+HWQDpj8n+ke6pX/TYiN58yp2YWEFrfJ6YSR6sIsmueTgOx98k1Cm5slhmPgDMWmUwywTIcm84eCmNl+XYxxRybzuCprkGvVExhEVe8Zj5q8t5DC4aZj+UnGZeMq7idSVS4CHUTJpVgIBwo3Ny8a/3NQkdjaD7PMzf/4sxYW5m6JEeaMo15tNfL4oVJDvubkZTElW0Fs7SJWyYSBUPXPTE+JdcHWQzNgIss9PevQqTqGw4hye52GW7QVK9cdGeyduocD0qVcJN7WgaCuDgKUoUxLNy+8feiWAa1ukR4aQfX5yk2OlgM1PYX6W+Qt9yD4/VjrFbN8pIi3tyOr6AVj59zXxe0XkUhXKxOeLlNd8Jj5fRPKDfvDG7nPGeRWXbIUWKUkqunovc9bXKXrDlfq2mwXz1BSR7VUowVUYQKVgcqL4e5X3lmmfqNTJTfzDBfHukyVmv5EszcmKJE8tqqmavSURu56EEG2pnsPfpDL5zQFwve/72reN4oNAboNYOJEEPEJ3W2CXBrXtzZW6pTp+GfdpUaihHwwKdUQkAncmxbaroN42DAUNPBn/rXMw3gDpEPqDJdn7C11EGtphtgpO7SF8RNR/8cKdBI+uriintcto7RLmCZtgWwSpdRLyQZTucSItzbjFPKGmBiKHpDUDOXNgCCUYoPqWvbiFApJPpfaOW8iMjOHk8xvuo5nXhOx8bGeXyAyNDVC1p0RPmdSp63oUFoSRt1RTUjXy5JK4ioeXd0jsvQ9JVnGLeWp23Y3sC+AW81Rtvx01GMEcPo8WasQfqMd1shitnQS3a7hpl8gtQcJba+FKM9RPoeweg74uAjV1+NqLIksZLKDfWo15DJQqCHxoHHJ+5JBH6N483lwAsmH09i2V/qr7RbCGJSj6iD8Swpn3IB2p1I9tFOU6w+tRr9TYis9rg6EmfK1FZHkl3UBWfUSa25aplZlDA/iNGPHu3ZhD69sTGN3N5EZnscy1FaeMRA+ukwc8cT/nIqIOdG9SiNZ4Mv5dIlB1vTQ1B24DwDvXQl3kM6X9KWKJu0FScO0sNe1HkZUA5vTNqzGSJRn/9gLkAxDJoLWGoSgjeWHC3IlZ+C6gomsrM5vvhNRz4BUh/qhYaHALNnUPi+fczVuL2zmrUht3LcKdtch+FTdnEd3djkIVLiZxHsdHCy4mBg8TYCcuJjqHkFl/0nSjMHY1YC3kyI+uFCd6P0FSQT8CXtoHDdPEb2kjNdW7qWxYRbTnpgVy732dXNl7rOoHfbimCG5r/pWP9MsObtYrHeOIOpNDm1REvF8BB7wcawZyZXEO14TET/tBFtvvWX3c0ACKFiDc2LR43W2dZCdGsXO5yjEAdbffg1sKVm5m7dv1oixb75oQvkNBCd/8wNdo76RoLlCYEzXMlb644x482wLPpe6Oe8B1SV1duQCRn53GSpnLAl+h3CitKcd/LbRYFVqs6n1VJweQHr6CZ9ui/YBbLC5uFwrU3b64vZHnJbhLRq2VcE2IfUTF3ya29SMqwd3iPkfuUpBDN2g74JwAFHR1Ue257AkHKwVNbgRWskBuMLlmMBWU96BKNbiYxNSP4pdaMZ0T+OIBgq0GbtYmsrOacFccL6cgd0yhdE+TP7MYFJq9U/hqgmiNEVL2CRTiRHtacLM2sqYQ3r62ANgHWMQHgdwGYZ0PQ9UCdfeLF7+vyo8vGmb65T7UwTuo5afgyYfAUmn9qR7E8qhD68/fA7jgQtdvHhCBHND8y81IA0I+vuFHtkJiBgY6qek6jO87nwFPpvr+JgLHfgYsP7Gj+prXph9WMJ+zcIsuwbvEJCx0KFexFTCauzGOQuE8FK+xlvE8j+TFfiIdTUS3ifS53tZCdHsnuB4Ll0SWJDM8ipVaKSOcHZ+kMC9k1ZPnxQpp/aH7kRQf5vA56u+6X/RFMkqi4xGYEzSz+vvvFOIsQOKOO5E0BWyVaPteQvWC7hVt3YneVCo837IDvXk75nA/nudVsnJG1QH0u8Syl34wJCggk3X4eqYJHy7AZD0hfw/6HUFIh/F3OEiSjHkMjAcg9gNi0hG4NUfVD0qAhHrlTpSARuoYBPdC1Q+Ltip+g6qPhcFSkWa2EGzeHC9ba/KhtfoqgZw1a5N+a2PiEhISkfmHIBkj0r42zcPo6CI/O03RTOK5LubQefS2dvS2Tpx8juzk2tS5sg3B/Om1M3d67R5IR5CKMeo6H4W5apBcuj7142AJo/UtH30YVRaDf33b41A7D+e3UxX8OIHcARhsIxY+QqRKiJ5E628lUrPzuifBnueRnHgdz12uGlZuj29blnjwQTh5D8GZQ8j4MQvPE/EfQJHXpg1nT0Hhysr95jGhPlfzuIEc8IEkkTi6AzUqAq2a+7bhrxXnXStrK/sUImVF0F2NGIgMq8HRCoXy2u13G+VrNd9F9UrHypCavnHzbOND4l4HDk5h1JazYavcrCVIz57HKojx0ZzuRYs04Q/dnCJ5X6CKgLFl1cygY2VIzVxfttnzPJJP2njO8izpUu+xsoCDfq+KcVTFK0LqhbKQhk1ov4xatbkJZPh2RWQWFCrqltfC3yAT2CGmEPHHVMIHSguc70F9nOd5mIMXBU1SXvw+o70TPK+UrQPz8kUCNQmq99wCgM+IolW9P/ymygHvjaoYrnn+Ul3XUgqhGgyRuO1ukGRkn5+62+9FUn2kVlE7Li8ILg1k1GCIUEPTiv3rQW/vJHX1Mp7zzl5r7xXMoQEkWaHu9ntKNhQSiQN34YsIEYHqngOV52Qj7ZRkQTWGkhjQ/Yv3tnx/r/c+p+zncbzSuGUfJyzfiiIt1tmXgze/1IYmb6y+uTCRIXfFXLG/OJcjc1GUYqTOLGbLVoMkyejKfZVrMNQjpOzn8Twbfa/oO31vLZEe0afBvTLhvWG8sRoy04N4jkfqzHTl/KZzAkM9jNEjmGWRXTUVa68PsD4+COQ2gNmzp2E+Bk0jGF2dQqihahSnmCf3r34e5//8VSS7Fr71KFzsQquLCKXE2mkitbXC4Nv2E2pKiKyFYmMcqIVLWyE2T2R7NUrPEAy2oyf2437lMfAXiO3qxPnzT4BiE9u3jkLdlmG8jMzME5ME700Jhb77isTa9yIpKrGOHlFXAiuycubUm9hmEdoGibRvQQ0Fie/uRmsJgq/IxPlv4BYtzv/xXzPy5HIDSM/zGPjzv+HK338bgPz0PKoRxB+KEGncijncj+LTkMIe5EPIvghkQyA7NO77AaSGOfAXqNp+F0p9DhwFnxFCah2HQA6tziDeeQuKFkJv6sJo6cbOpcjNjhFPHEKSNaI1d6B0j4Bi49sxTX44BZ5M6NGrRD4m1LjsoTD6thYYaSEQaiHfD9Yo6Eeh9vFqCGZRb7lK9BOuSP9faK/Q54yj4G/zwG+hSDpqrSwUMc/sWNVX751gHAyTfj2LW/QY+/w0F370Kk5mY5kEdfAOAGraHlr7/KVVUnNogNnhE0Jwo2GiYnS7ns+SVhcF2WXq+TfWvgZ/BM7uxju3FcUXgmQcqXaBYLQJPB+EckS3bCcefISwbz9+pZHgbuDidvy0I3/rcfj9X0CzdxBvugtVixGp2l6ScB+jmN18LUVq+gwDL/0WcyPPL9uf2PEhCOSJ7+8kOvGT8EN/g/0/PoPlzJKzzmKsQ6v0XLj4EFz96ZV/M5+CyD2g6DKxAy3oO+tRIxrxW1sJd9birwoRv72VQHMMrd5YeYIS4re3okQ09O564jyOjIHOUeJ8CpkQUR4mxieRCBDlo5vul83CXx1BqzfeVT+5iQt/z4WT//mGpfp9dw+KMfKTEvoGsmGOleXC87/K2Nt/jetYpGb6ltkO3AwYiR7Ss+dwneU0tYkLf8+F5/8zxdzm22w+7TDwgznmv75c3Gap95h+n4oSE0IO+kEFyS8COCfpkXndXTOjth5kv0TsERXjAaUieLIa4o+paFslgrtl4h/34WuSCN/67k++CvOzFJML6NdkhcKNLch+DXNooEKfM9o60eJVhOobiW/f/b6pp4l/VEXSRAbn3YAWr8Yfi2MOCXplqkSTVANBjI4uol3dKJqG3tK26nshNThQyagtu+7u3fiMKOHG5g1dh9HeiVsskh67OQblNwNlSwVFCxDbtgu9tR01FCbevZtQfRNaNE68ew+B6loCNXUbOmf84ypyBIwPKcQ/piIFIfqQSuxRH5IG0Uc2f5+L7igXch9hovh5bG+OrPtWRVWyDE3qJCjvJq5+bMPnHfrCGwz81ksraPQjf3aWC//lJK7lYvZOoYR9hLauvWAdVz+OjI6hPFDJDGbcN5BvOw++Ir5bruI7MAK+ItV3bKd6n0heTJ96heyleZyMhdGTIO+ex/LG0ZUj6LtrUHQ/8bs2x3j6fsYHqpUbwMhfvgncCa2XyabOwe2v4hQDjL3wDGT34Z3axthfvg2FPTCVYPLqt+CHvgpA+uphQe/yZFJvpsHyQTDHzDPn8a7Uw+4zZOdr8Pa+AcduJfuqi3OqFZpHyAyHsV9ph5ZhsmMZgonVVxKLRj9Idcw/kUL78Dj80tO44QOEanaz/zO/g6QoeAnwNYhArubHFz87c0FMfq22l1E0P3v/48+BLLNgfwO2XKVwuY7U0DCebZMaGFqmPpWfnMYy09jZHMmBS2BDpK20WtfczehL/0AxvUBsWzfzb11grq8Xij4ko4DnuXiHT4JvjjwP4O1/Ha7czczVY1jbnoet/WSkh6ja9jhVnQeQFKXid5ca7qdu/wPsv+8bSLJKIfwU/OTr5KXDZF8UlgTKp5/GDhqQ2E7utRCRgshoSvO1pErBrHEU/DUa4d/5KyynSG7Kg3gCeyhaoc/pRyF7JgfBIvZwlPnvmOBE8ZIK9oK36VoQ42CY6a8skDmVI/lCBs/ySL+WfUdBGQBryIc/GkOP71nzmGCiDjUUJjU4gKUPAB7FulP4wjrBRD2poQEaDh5e9bOZ0Sug5SlMguu6yPLKdR5zog8yYci6JEfPQFIn8pCLk7EgE6HuY2JFsCX6Wcpefg23PcjlE6+RuTiPdbYa7DyZc/PU3vIIte0PIclqheJmTvVS0/ahd+yLZdc0dary2eoti20L6lvY/9/+DbKiMfNFsc9+eiepXzsJrG87kOstqZU+C24BykxWaxzyZ6G6lKVt+4m7K+1s+eHbK9tNn7qFpk/uX3fSWH1vJ9UHtyKpMnEeJ8ZjSPiI8jD7WEDCQN41WgAAIABJREFUh58t7MdE4sbVzjYCY3cDs89dwrWcd2U1tHKvpnupab1+hcdc4HX48q9Q97EvofojBPQWzOle6rc9turxqZmzeJ6NOXWKzFw/nlO8abTKMoxED1MD3yQ9cw6jbl9lf3LyLcDDnDpNTev9a59gFZjPLHqNVT2+hJJUqoPTjyioMYmeSxFQhYBB5C5h1p262wbn+jNkbX/0zlTehn/vp+H/8CPJEomf9ZH4KV/FdPzdRMWM+ho1QUlRKkqJZfpcOaPS/aM/zbqmj+8xwrcp7B8TisbvFoy2TubePk1uagIrnar0V+enfmTxmPZORo5/m6KZxG+ITI/rCHuBqt37Vpyz7o57qbv97mWZ0PWgt24FSSI1OIDesr44ynsBK5smNzlG4yHBcmh95OPlYZvmDz0CpeCm8dADNN57/4YD/9gP+Nh3RUXySfjqZPaPiHurtXLd97ls9m3azxCSBdPr2kBOkiR2hJ5jo3kZJ2eRPj8HjkdhPE2gUcyNPNfD7J3CzdtkLsxh9k6h76lFUtZZyPE9Skx9WBiJS4cACdM+TnHrIPzh35IP/gwuOaQ//BrVsUFwFTDeJtWbRFsQFgX6nlrmnH8ERGZP8fvo+dLDsM73foDl+CAjtwHYfbVCzKF5lLHzfweBPLgSs08IpUdyIWb+qJRVcVTG/vZVUDxQPEb+7oVSvRxc/fcLgARanvH/NSWCus6LTA58A7frTVA9Jv/vrBBDaRlm+vhFvPEqaBsitYbwiOe6ZMYvQWKK7Ct+4YGmuBWhkrI6lySB/iEho7+0lCQ9MAGxeXLGczheGklRkCRJDCDtg3hzOlOvvQSAlUqTn1xcVS5/h2c7jD31LADV+8XAb2wpBV0j/dQcELSWkSe+A0iEtkbJFs4BWYjkmba+iNPQC6rF3OArFLxzIHuY9gmhulRqgz8SJxCvwxzpF22SVbHSONwv2jx8HueVLth9lrTvGdLOCThyAut4J+ZTYnBOPQvJfwKtE7Q20Y7o9lZy4xPMnT4HrSOQ9TP1BRdJA/3eUk1bJIOblpj8r+WOl5j5U+udH55roN8RAgWmvzKPNV6apG2gZs5zHcwrlzDau9Z9sUiSjNHWiTk0QObKNFTNkZFewPMsjLZO0iNXcK3VxVbMwQHQCmDLmP2XVz1mpu/l0gXJXPlHMfhW77yFVN80uB7R/Q2V6yirZOl7EiDD9D9dxporeer0Tol7K5eorXoLvkBVZaK/GSxVRL12hVFWSua7peDd7e1kdvwZFClKyLf2RL58vJeDzItL9j8t/i0bUEuyVBECWLGtrD+8SpK0TAhlabC21va7DWNXI27RJjNw81Xm7IJJdkHU4mxWnORamFO9hGrbRIYYUaOWnnl7RTZs6fEAxew004PfEYp7NbtXPfZ6oVfvQpLVZZlBq5CsCKCkroM6vNRrbOmzbR63CXQveo+VVXJBBG65PpfZr9rIYUGTvB5IirTuJA5Kz3kpcBPP83sz+UoNDeCPxtHiK2tojLZOigtzTJ96FUlWiJSUFSVZuWkG3zcL72YQB+VsWIGJF0VAUGZsSLJcGavKqp9L69gyo8O4VnFV2X0xbm/8mVIDQcINzeuyQd5LpAZLlgqldkvSYl+IbWXF9kax9H6utb0ZlM2+s24vc/bfIWMQlg+s/F5J3fCznTo7AyWqdllsBCA7uICTEnOD6W9fxprJbUhsRJLE+0mVqgnJ+zHt46ScZ0F1MJ0TQgBFO4gs+ZEVBf+eJMWzUcxTUwTbo/iiGin7BJrUgSYL5pmkyu+bzPn/H/D+GtXerxhrgNppUF0yw5fQYsIY03ltKzSMg+Ti9bdAMAu+Iu7J/SC7yGqQzEsShHKotTL5twKABzUzOBfqQXLRbs0yP/oiBPOEDniY/yRuib8nhfmkeIn7b5nDHBhcVU0uOzqOk8+jbJ/BvRrHmi4SqK2uZMuWwjgK9gzkSnNl185jXwmitM/jYZF2TlaONe0T+DtKP/a+qwRqRZvLZtkA5sXL+OMxJEUhOzIFMoJ6CgSrG1GDOubweYyOdlDAMT3Ao/m+R0mVZsfB0E7m7b8HxUVuSlK8IoKjgLwN0zmxos16czepMUGbAcjPjWNlTQLxOnIXszBZj3zvmxS9IbLuKXwPnIOZGtLPSQS6hbKa+Z3FiTiA3tkOHiz0nSf0oZJU/xMykXtADoH5YpbgrUI0IHcyCtEM4DH/95tX91N0hfCeIPNPpkQ7O/wbCuQyY6MbLjDX2zuxsxnciRBKUw7XS5MpnkJv78RzHFJXh1b9nDl4EX+9EGSZfW31OqZ0/wToGfAVsfpiEMwRb7sTs3caObB6cbIa9hPujDP/orDRCDRFKoahZZQl3M3pM5sSrbDyC+SSgwQiTdiFBfLmSvqO54gAzL89B66C+UweXTu4Qo55WV8cA20roAoq5dL9ag0EVy5U/7OAvqMOZOldoVea06cBj0CkadPiJEvhWBky8xeXZdSMRA+ea5GePbf6d0+dJhARbIH50RcJx7cJavBNhKxqRKq6l4n2pEoBayDShDm9OXuC4rhL/pxLYJuMNeaRPy8+6+Y90i85a9bclGuvFr5hE7lbQfb/85oQLS5qda462StP0Bf6zwplRf9KYajvF5TFSeb7z6JV1eCPxlYcE6ytRw1HlotkDQ6AJKG33hxPSb2tk8z4CHZ+YzXh7ybMobKlQtM7H/w9hOe5pJxnCcjbAI8F+x/R1XuRpBsj0pm9U0h+BV9NcNl72DwltrWmSOVdvVmjbUO9n4z7CpY3QUDeRs49S8G7hL5EhEXvqQVTJ31uFqMngesVSTknV2QaP8DG8UEg9w4Y+uY/QS6E1DEGigOZMNVbjoLjh8F2fEf6oW0SkjGkzhHo6YNT+5AjEKneDf3d+PZMY9yjCdVEI4uyVQQLcvMCsXahcBcwthB9oERliaapfagTBtshnKXu8Q4sM01+anbF9ZkXhwBI/FC9yPyNNNP4oChANS8tV6IySoy1crZhZugEFP1Ub7sLiQCmLVbtCu5lit4QiYYfgogIMqr270arqaoEcq5lkxoaJtq9lfAWMSBq1XqFjidJMsYScZJAbekFotpEEp2YmRcJatuJ+cVF+aU29LZ2mK9CybSQ8P0MljdG3r2wvA1buvFsi/SEyBiZwyI713jno9AvsoCJxxYH6IYHFyXbG3+DyhOvLwnkwk0NKAHxso8/poNfZMqMo+CkHDJnckQPBwnuE4Fb8I4Uco1F7tT1/XyMg2IC6W/xUf3JKPlLRYoT62f3zKGLgFR6Mb/D+ZcUZye6HgRkzMJ30VvakBR1VQWxYsokPzNF7a0HkPwu6UsTK45x7SLW5SDaNhe1TTwXvq1FZEXBPDVJZOfaxcnllT2tPkz1A63kh1MU55a/1I1ED04xVcnabASpaTFRbtz1L4HV66TKNhIN/8EHkTQ8dwgjsHZ9nJuD9PMQfRQidy7JznmQelpktt9nC/s3DUrQT3hrzbsieGJO9aL4wtR1PbYhcZK1kJo+K0x6lwRykZpdSJK6aqavmJ2hkB6lpu0o/lBJYOYm0yrL0BM95JJDWHkhACXaHKGu62PYhSQ5c+NtLtsINP2asF4xj4v/p19y8PJrq0kG98qo1YtG3v/c8E6LWlpVDb4SRfD9oFD5vcQycZI1+kuSJIy2TlJDlyoLDamhAcINzaiB4E25DqOjLEKzOtPjvYIQySl5Ca5SOvB+Qs49i+3NUOf/tyj8f+y9Z3wcZ3bm+6/QubvQSI1ERII5gKQCxaREhRlNzsFhvGOP7RmHte/Pdx1nvU67XqeZa/uGcbjecZgcNEkjiRJBkWIQJVIECYogCRIgMroBNLqqc6X98DYagBhABYoaic8XNIsV366uOuc9z3me0v38OtgLGD1xIutqqNhch9GbwLWd8vJAq0bVDtH76K0L4qtfuuVjIRaeX6P3Dxcsn0/SarvmlaK1rhgZ+3kcMovWuYVXhjf3nfwmwPSvrYH+5YTvD8DpLvjz3yXgX490YitMVxO+y4/sVcGV8W9P4dl5AQbb8Svr8U3sgAvLCW7y4Vtpg6Pg25glfJd4MftWm+WAQqvtInKP+Dp8XQZaZzsMtuHZOEPFqg5IacSfEVWS0T3PMNsnZs/0/gECjXXEPtQMHhM50Ul0zUrUYKBMfRx89Pv0f/UbeBrAsyLH1LdEIpnsfxEkh9oV7yKsbCvzseODj8H+XWjq/XhKonuRjmaC7ZXoFy9gmVlmBo/imhaR5Y14Y+J6IisWNz9HFoiTBNpFpUaqtHCcHOncMbTQ9vIsjKbeR1WH6FnyjdxbXm7YglowWvhjUtbjRBpXgCwLOiUikfNFY0TbN8C51RBNUr/znXilZhQqqGm5H2nNBfAXqHg3hO4AZCFfPgdJkYl0iJJ+dGU7nhWiWha+38Z4Liv6TLaH8GwSVFrtEZfAnTlcw0PmJR0zYTPwqzNYycWqXLaTYWDm1ylYw1i5PL2fPEqqd4jInSEYryfYUYE2Z0lwWCRGw6k/xigc5OWY+rci3lQXanDpKoI3UoFSCSgWsY73E/RsRC8cQPZ4CTe3lk1hjaGLDD/1o3IjPIiXva8hgpW0sF7mLTR5/FmYqCPc3kZoVUmValUDhXiWwnjmmjSM8NoYHN9MoLqlvJ7xsqrcnPjElShoE+cfZWZ4PwDxC48xNSg4jnOBcrThDjxH30vii5cHHnOJWMU7VdSd5+HArmsagacPIEx6Hyz1SB4Haxryp0WP3MJq7lsR2rpGsoPTWOkr0xSvF67rcOnEl8jMnBf3WMmAe65/7NXQaMV2PciKn1DVvBGyogYIVa+6YiK/0Gqg/Ly9QYnc3H6NxEkRNCZ6iNSuR6vbvOhcrob4/1tk6j/EpI7ebaHWSFQ8ouLrkDC6S1Tsbvua3mOSLBG5p6SUd4MUJB3TYfDvj5Ebulz57kZjqUmtucQEKHvMvZ0xl8xeK6nVSiyOXHwCK5cjMz7yuibB4cYWZK+3/O5JHD9C4sWj1729fvE8I92Pv+bzKMwkMI3UFSmjbzbM0So1ZTcRVUw8vhp7AXM2z8AXnscyChSncuRH02hdtaIalrXInE/iFCzSfTNoXbHy+3nOD+6VIKTciUwQn7yCqPoICpV4pAb88qr5dWrbkJoS4LEIr6lGt/ciLBWu/k6+hWvjViK3JCSwPChDXcJe4PxKEv+i4z65E7IhzAkFZzIMuATWyYS2idmNiou/QvGbmyEXxO+spqCLalrsF/00/fQGaLlE4HaTcM06qlt3U9v+INRNwrpeqn9OhkQNZMJUfyAItgLpCLNHRjDTWSa6DzG5/znsQoHM8ChaZztqUMW/OY883i5e5J1t6P0DOI7D9LHTpHr7cUwTp/UMhRNhLN0keyGF3KDjD9ahqbvJO30UnTGSx/rhZBckoyg+DTxFcvRh150DS2L6/AGmzj0Nso3bOkgh0Aeqif8OY9HILRQnMWM94M0T2FLAyB7DdU0iwe2E5Nuo8XyaWs/PE41tRw66KMNr8clt+KQOdKsb00kwUfwrJop/i+L1E65rRx/uw7FN0mP9aM2rcR0Xzi9H2dWHosg0+H6PRt8fCMPM330O/uC/gy9H/e9B438D9WUMk9iOO4ntuANfdSXKz/wYokny3l70QxnkoERoU4Di2j3QeQ7/R06jvl8kW6NfGmXmezlmHs2RfGyx555e6GYm9x2ms98kvucsha/eydg/jEAuAKkozEYJrPShVisYh7IUrEvE0//AZPqfFu2nOJ3FPNCKc2IV1wu56xy+2w1UTxjNfzeZ4glsR3gC5RITmGmdyaMHiT9/kEJyRkhTB0ME6uqpWNcGrsT0C4vplVOPD0EuSKC4jsat78LblaLh9neWE7JrJXJSsgoutcFAO4HWClTNu4ifD+DxVxLQWi/zk3PsImNnvsb42W/hujZjZ77GWN/XRaAc70GLbUSSFJyvv5/CP92NlVncAzhnI+Gpg8qHozDUKs7lKtD3gOSF8N2lpM0F/en5hPAtn8itbwAXjDOXV2VfCbKzA0wNPEH84o8ppMcp5qbQYl14A9VCnORV2k3o8R4iNeuQ5cW9g1qsi1xqALMwu3j9RA+qL4pfa6G2/R3UtD1IqPLGBHLBaDuKJ4we76GQHsXMTS+45mVlquWV4Fouo39WYPzPC+Le7raJ3KsIafP7VIxnbZyii95tLek9Fvusl9pf8uBffWNe8em+aab3DjG1Z/CG7P9aMAb6CdY3XnNSK3bbXdRsvrNcjXo7o2bj7VRv2HLNxGxO/VMf6McYugCuW+6dez0gKQqRlo6SgqbD2P6nGDvw9BXbRa6EyaPPMnlkP0X9tXlczovkvPkrtbrdjV9eg1duIOb5FWKez+GTXvl5Jw+OMnNghOThsTKVUuuKEdlQC5KgWhqnp3Eth0hXjNDKSmoebKP2Ha+cVitLPhp9f0Cj97eRJIUm3+dp9P7+ZRToyAdn4YOPgsfEsLoJybctslS4hVeGW4ncEqj/fTFE+r97YESUp4wfBGFQVHCy3X4YrQZvgezpPFbdadDSFJ5pIHNQ0PUKJ4OkD9kQTlPznjoCdZWE3j9BITOKrHho2/Ir4iU/MAj376P2kUaMp8SNX/vxKoxe0a9izVikzohKXGZ4lFTfBVzbEdU7oPZDNVijHgqXxDLLyDB19BjYgCsxeeQw9rIesDyMf+MCzphGYLmQR58riaeKezCHxSyuMdiPNW2Cv0Dy0nPkq54DySF59iS5CxloHCOtPEN+MgHNw+S0BaoQgDccxV9Zjz7SRy4xBPWT0DyEkT0kVI6CtyFJKq3+LxJUNiLLMtH2zeQuJXFdR/iS2AfQbdGklLGfw3bTaM2rySZGSA304lhFtGWrSR47B6kolR8Sx67x/BQx7y8BEPtENfz6F0jbh4m+Fxo+f/n3HGlvpvldguZpfeyLUD9J8tAg+qEM4duDyF6Jwsw0fPKr5IL7MR/5Msg2mScjGAdEAmccWFzB0POigqQXDjD7pDDZzu2tw+gW3232eVUEadtC6IczpHJCQdQoHMZ156mWiR9fAlfGGvJdVvW7Eor2GGbLEWrvKAnP+HYBNkbhUPkFlrp4HmOoRE8dOI8+2E+kdTmSJFO7bRPgkjyxmNZavCBoWrnzJsHKZjZ85vfwR+qFqWeVH3/z1b0Ojb3id5Q74hMTDV0x9JPxy17kZQl3a34s0zNnce0ieWOE2bHnsc00Zm6a2fHnMPMzRGq7KI6APRCFoo+pJ0bK25ZtJEr2G7FHxG/l5TYcC6HvgfAOUEKigqtUiGRQ3wO+VeBtvvq2bwWEOmqQA57XTK+cq6waiR70+IuAYB5ASZzkClL9S6GQjVPIjBO5QkVtbt9G/FR5mes6GPGTaLEuJEkiGG2ndfNnX7GIwfVCkhS02Eb0eM9lpuNarAtj6iUc+8piQ5ljDo4OxUsusz+wsOJumT4ZuV/ByUDqMYtcj7OkJ1V4q0LLX/pvmGDA3OTNy3tdbzTsQp702PCSgXiwvonWd7z/TU+feyPgq6yi7d0fRvZ4r7qON6Lhr4mhD/SjD/Qje72EG6/uV/pqoLV1UkhOM3vuJaxcFitjkE9MLrmdY5kYwyWRpNdoLK5fxVLhzQbHzZG2D5Xjsoi6nWb/n7+q37O+4Leq98RRoz78LRpqxEtweSX6CbFcUmUia6uRFJnWz24m2P7qEqs6769S5fkoALXeX6DG+7OXrRPbtREe+QEp68dknOOvq5H52xE3/CknSdI7JEk6K0lSvyRJv3Ojj/d6o+kzLSBbOOcahI0A4J5cCXlB4XL2b4HZKFTPkH8+Qmb2DL5tCfQnXaxR8RI2nnYpHq/Gu2kGuaTAGOlsIzMyjpWbr+Lo/QMEG+tRg8FFQWM5oHJlxn4s6Aiu7TD29AEkVSXcKiiNkRKNRu+2ysnd+N55mt7koSPQNgiKxcyjaXBlKleIYD8gr0OVahkf/XLZtDx+7AhWWlD+MgMTFOmHmimy59I4Exq0DzCb24M9FoDm4SuKk2jNqzFG+7En/VCZJFs8RdJ4inDgNmT5chqc1r4CK5clNzlBRLkfhwzjxb8R14xJ2j5YMjp3GX3uh0J9rmkF008INc3ahy5/wYeVnUh4yj2A10LeOYNV3Qed50l/r5LCJRNte4jc7DjuWBQ6+5nN7yHHUVg2gnMhhn5IBGb6s/myca/ruugFkZhlisfJPy2qVe7p5Ux/VVCkihehcAG0HSGsaZvZ0y8BlMRJXiyf0+z+UoXBBeO5pYVR9LwQrYmU5PVD3tuQpSB64QCBugbUQJCJw8/glKiT8RcOYWXS5eDIVxlFDkvkhmbK+8xNJ8AQM+BGz3wC5jou+qkEkY2113zJzCVOhQtQuChmBK3ZwmWmpJFYF65jYUy/NL/t5DwFb/Sl/5j/fFp81mJdixKz2cey5c9zNhJzVTTfCvC2XD2RMyeF9cBcD6WkChpu6seQfuatX42DEtV4TT167/h1z5hfCXPUSTOfJH7xcbzBOnzhegC02KZripNcDcbLkqOFCFZ2lKthc8ilBrCK+g2jUl4JkdouzPyMuOZQHb7Q3DV34TrFqwuy7J33ihv9I/FMmUvYIrtUkGH0T+aW39zetzlhhPyIQXHqjROwMIYGwHF+IioqP2nQ2leQHh5Ev3COSEtHWS369cJchW9037x61PUkZukRYSMBlKmZrwZC6Gvgda003iik7cO4FF6zAIhjOkKlEjBOJjBOxtG6YvMKt121ZM4nmT06TnhNNbLvjXmuzMVko8U/BZxb/XGvETc0kZOELNz/DbwTWAt8QpKktTfymDcElbow9QZoGYZMqQF08wmI1wESypYhmKzGnYqgPaRgTUjgyIR2WtgpCfQIkQWzqFpnu2j+vSia3+38PE3SKYBRChpdx0F/aZyKTU2AixkvULFqOZKqUpiaIdLejOwpSbivlPE0ShjdNt6ohq+mCiudAwVkn4ydLqBGvSir4ljHlwmTxpKvkSTJaMq9mJcAXCpWrqAwIx4AvhXgjIfAUvC3BXFTfkAi0tmCOWqBoxBuaymJk5xdNHSR5lW4tgl5P54GBbApmsNooe1XHOqycfVgf4kzLVNwzlOhvKMsyBKKtaB4AxRmJwnVtaH4AmSf0pDWnyfYcLnKkiKFCCl3lXsArwW91JPnu2sG51KJK749ROLks+DKRNbXUbSHcTHx7roEphdXV6h8dwB71iV7SlTSCvYgRXuYysC7xX3RtxzP+4TRdvG8SuVHSsfbA5FtIkFKH3GJ+t+JECfZXz6nQq8HpWMWJSKjH1w6kTMK+1HlWgLqGgBkyUvEuw09vx9Jkom0LS99txLRVevK3/PC4CjYUo2TcclPiyRybM+zgERgnUJxKkdhTCiizkkWX4tWaSUhcxQqPzp/zVfrk4tUr0WS1UV9ckaih3D1GlRflEJ6lEBFO75QPYX0KL5QA75QDP1JUOtB3jBIdv88b1bfA5IPwiX6vSSJJM3YK9QsLxu7p8XfRaqmDwoDeSf79kjkALR1DRSn0hTixtIrXwGOVSA900e0cRsAhfToIgPua4mTXAt6vAePvwp/5HIzYklSiNSuR0/M21DMV8VeX/Pva2EuaSykR8tVQlh4zVemlOrdNsHNMt4WicJ5oVbpbRKvaDUqEbpNpnDeQYlCcPPNqzRZeoHswCyV2wVt8Y2syukD55E9HkJNrW/YMd8u0No6cW2Loj57XerIrxT+6lo8EY3CzBT+2jr81bXoF88vuZ0+0I8kK1SsWFOmZr4aZMaGcYqFn4hJAN3qRsJLWNmx9MrXQObcDE7eonJ7E3bGxNKLi3rftK4YOC7FycwrVqh8LVCkMCHlTgrOeWQihJTb37BjvxVxo98GdwL9rutedF23CHwNuH77+TcJvFtKlQl/jsAHS4p6ikX0t4REK6rJst8p/QjOriX2vrrSli7N/5cMuGCp1L6/vrzPUHMTkseD3jcIgH5hCEwJrbOd9EEHNyeCxszgDHamSNVd7cgRCfJ+KlavINIu+F2RznmDTUmS0O5T0PdZuLaL1tkGLvhqKwg0xsBSCC9rJ7grD+P1yJqK6glQzGaxbYeIej8MtEFNhup1dwBCAay6axM4CvJMC7G1JRNfb4Gm1s8Kiqls0dz2G+I6SomQ69q4riXESUqFmvqVH0GWRNISuUoi5wlr+GvrRM+WFCXAbZD1U6E+UhJk2YskK0SWCaEDrXkVViaLfWQ1gd1XUloU0bqm3EfOOYnpJMrLr1RtSOX34ZVWULVD8MOVWgt/pxe9dwT8eZrWfEqMNT4afqHEsTO9NP4XQVHV94vZ6TlaZUPkN5GeFcly0+9oUCmEZmp/BbwtLvqTLt46D552B/foeioD7yHk6Spvnz43jZsME96qErkziH4oUz5vpzh//o5bLI27g154Fs23c1GFLOLfRcEeoGCNlBu9gw1NVK0RAa6vqgavFsW1HFzHpXLzSrAV4odEZVB/PgU4tPwnoTg1F7yV++M2xsrf+cthdAMOxH4NPMtEcuWtDuBripA6trhPTlZ9hKvXlIPdOe+xslCFy8s+b8R1wHjKRXsQQvemcfsbyY+KRNPYg7CRCIDjmLiuWM+ehewL4piuOe+tqO8BpQqCm+fPqZy8KRC597LLe0tCW98IUKZ1v1IY06dxHYvatgfxhcW+FlbFFNV/VXGSq8F1bfQFNMkrnnesCzM3TSEtns16/CR+rQWP/42jUvlCMXyhhvL5zEFRA4SqVi66ZscREz92yiXzvI22W52nU76MPjlXhYvcoy7p73YjoZ9MgAux93SiRn3oJ9/IRK6fcHM7svrWU+O82Qi3tJcpxzeiarVIhKZ9BZG2TozhwbKVkGPPvzsWftYH+gk1NVO5cl1ZkOV64To2ruOU9yMsFZZWfr6RmHtXXwu63U1I2YoihV7TsfSeOMgSjZ+cr59EFiRsoVVVyL7Sd34dnnGvJ8poQnxfAAAgAElEQVS0UWVn2YvuFl4dbnQi1wQML/j3SGnZTxQafj+IyIgKNP6q8PTAn2fZe+8GyYFghqrt7eDPIR3diX+5DylsIUctQltk8IkfbmjFfKVAVhU8h9/L9H8WZtkTf6TAP3+GYEsT44+9CIpF+B6LiRd/KLZdU0mwPQqmh1BTI2qHSBiCyxf3JXnXZLGTkNwzi+R6YayRYHUL4WXLYawJ1wgR3C0ahtVLG0kPjHOqWuLCnx8gMLsTfv3v8J65n1BrM0gOaoNFTctDINtI0/VUtm8X1xwqCEPlxx9BSsUI+tfikzowSvTFi/mf40Lup1C8fqRKA/w5qmvfSyS0FVWpIuhbc9Xx1to6SQ8P4pgm/Nl/gZZh/PF70NT7y4IsWrPYXmtZQ3xfHxR9VDy0+KGXn9A58ctfxTgzUeZgG/Y+TD1Pz698g+TRwUXrW8Usxu/fi2ffR6i9fZO45mUTOI5DoU9BXjFG0Lcej1xHxHcXNfe2gy8PHhd/h4qyapzJvaLCYBT241Wa8asrUQ9+AKpnqLxjOZ77+iGcJniXi7pxgtnHCzimgxTKwIG7CRa2E/HfTcY8geWkSPxI/HyqH27Ac+coxTEL4+IQ6WNZTtx+jtyFAtniKU6MrSZT7CFn9WE5U2i+xfL6c/82CvsXvEw7xUtNkqnoWIFru/T+2h4mvn2Wqs3r4BsfZeqvROLtfPndcGY94Y4Y3rrQAt59gkCrhqfSz2D+c5zPffCy71PfA3IEQltFUjRXDfNMrcH4yy1Y+uLSmFbbRU6/hJlPlr3HtNgmvLTCuZX4vR34lHY4txKf0s7sMzNYUxLeLQki9wkF2ZF/eQlzHHKnSjYSZoaTj/0800N70XYjmrz3iPPoXQET/0PYC+h7QNsNCy3mfJ3g7YDwdlC0q962byn46iJ4a0Kv2k9Oj/cgyR7CNWvQYpsEBbp2w6J1riZOcjVkZwewzTSRa1TX5hInPd6DYxdIT59ZVBV7o6DVbQJJucY1p5gdf56eH/4sxdwUxrOWUMe9T0HbLW6+it2LkxXtgZIS5e4b0993vdB74ighD6HOSrSumKBaO6+egnu9KOqzFGamfiIqKj+JULxC1dijVeCvvjHVGa1DTCJq7Z1o7Z3CSmhkiPzMFCf++o8xLl2gqKfo+cKfMHv+DGY2TW5yTCR+c2ydV0CvPPsf/8TQE98rbXf+dbVUeDXI2ic5kW4kYx+76jqmkyDnnHzdrAZCKyrxN4YJdkQJtGp4q+avX/YoRNbXoGpeEV++gdDU3Yv+3sKrx41O5K40bbjoiS9J0i9KkvSCJEkvJBKJK6x+85EdGYawAbLN5Dd7IZgFXx59fxoCOfDnKSYzEJ3FHarDnLFxI9NU/WK+5JXlQtFLMT4vYOG6YL3Yhjtai/GiTm5fJUxXUexTyT6lwZbj5P0nSJ+egYYx8v4e6t9xGyBRGM/jbjkIH/8qxdoXF52r5ROGyFPfMsgOzAISKrUoTqXYdqhIoe4w+HM4PSsZ+8o5yAdIf6+K2e/KkA2hvLCbgnMWdh3AXd2D6Y5C9TT2ZIiM3iuuWSmSGZkEIwLTdbiOWxIneRbb1UlZj6PbT2E507hrevBsG0NRFFrqPs+K5n9GuoYRl9YuKB7pkUHMH2yBoo/UV0LlB5thd1OzZhud7/kc4foOZp/MgLdA7J7Vi/Yze3wY13RIHhsiKG9CIYpudWOcHsPJmySfX2wePX3uWdA17BdbKCYKsLoPq/4sM6N7IBXFXdWHJEl01vwbrdG/AMD77jOQ9mEVDOw7urFPNFNMp9ALh0oiIxLugbvQdivIikzsL4bhGx+hKJ/HbOqBnJ+ZxxOYCcCVmf26WtrOwSgcwjiSg2COijsasDY/AUBi/0sknzRwTZfU3jSz+cdxKTKbfwI9/wwAEf/ORdfmV1fgkevQC/vxVkRZ+VO/QP1d96AGg6z66c/QsHM32YuzFCezJA+PkT43DjPVuD2rmDpwHqZrYKQF1xG8eqN3Cjtjkj4zTWRjDNc1mbV+iGE/g+Uu9js09ohKluQpJVVJyB4Dq68W8n6mvr6YvhcpB+Mny95jwcrl2EkFXBlz2saaEeNlzcDUt0UiYDb0IDfMgD+HsceD/lTpfnpQeI/ZZprk6GHUGlFx058UVbniJUh+C/JnBIUy8jL6pCRB5w+g7X9d9ZZ9y0GSJLR1DRhnxss+Q68ERvwk4eo1yIqPxjUfY9WuP0X1Lp50mhcnuT56ZZkmeY3EzBeqxxuqQ4/3kJ46g+uYb2h/3BwaV3+cVbv+BNW72Idp3p7gFMnRwzh2gdTEi+h7beQghO5UiL5HpfNbAbSHFydsoa0Knd8JUPNTN2/22nVd4UO1oRZJkdA2xrD0IrlLr01N8Hrwk6Q4+JOK1kc+xIqPfuqGieRUrt5A50c/JRKzlg5hJTTYT6q/D9e2SPadJnXxHI5pkuzrxRi8AIjv3BupKAuyXA+Khk5m5BKzZ09j5bJkxkfK6pw3C7PWD8W72vrhVdcx7H3Aq7MaWAgrXSRzIVluY2j/P+6g47fuvGy9ll/axIo/3Ikkv7FV/pByGysC36XG83Nv6HHfirjRidwIsFDjbRmwSArNdd1/cF33dtd1b6+tfeM4uq8Es49nRVXN8pD+90ZQHDB9jP7PGfE5F2L8ez1QNQNFD6N/nQDZour9Xsb+1wDIDiCR+I/5gDV/BpwpoSI1+ldJ3EQlAFNfyeGcXA67DpDUn8QeFAIbRuEA2qoGZL9QkzOkbmgfxCh5jcwhPTwCFbNkj8hkL4oAN3NuivQZoQ5VGMmQuTQMHRexehrJPCWqWG7vcmZ/KBLN/PNhUjPPQfUMWaeHpP4ExOKQjDB+8vvimgs+xh7fJ7bNu+SGZ8riJJPFv8WlgIvJiPEn4C8QbdgKgNfTQNC/OOF6OcLN7UiKwuzZfqzzYpYo9bhLQF6PKtUI/riiUNEi6AL5pxtQtvWhhhbLURunxa1m9I6L/hn1XnS7m1SJLma8NF6mXQAke4U3Xf6izezzQ8IMfTrCxAEhGOOueZ6Cc5GgZy1eVRSWKz/kQDbEyL4fwJ2HwfIwsu8HOK6B5r+b/GmwxhUqHxYKUJWtd8LGUyRnuzFrXgDJYerbBu6AeNgmf5wj5N2CLAVJZQ9gngviXZ1HkiTSNY9B/TiZwxb6IdErpx/KoOeFqIqe349eOIBfXYlXaVg0FpIkofnvRs8/i+vaRFo6UHxC1Ca8rBU1ECxX2XKDKRKPlugrqSjD/7V036YDosLVFcPJWUx+/zyu5ZRMPY/hYAAuhrWgv2+gJOhSSo4ipcm35Hcg3ysC0tnvLzZDD0bbUbyRsvJfpHYDkqSUX+rG4IVFnzPP+KBugozeS3r0InRcxDnZRupJF7UGApvmk4D01Es4jknkQUgfhuR3xTFzJ2DmK+LzlfrgAmvB98rVmH+iEVnXiJ01yQxML73yApj5JDn9UrkvTfVGCFdf/pu/kjjJtWDEewhorXj815451mq7MKZ6SU0eQ5JVwjVvfFu26rvaNS9H8YTQ4z0YiQWqnt0W4R0Ksk9CkiUqHlIvC6YlSaLiARXJc/NolYXxNMWpXDk4nKNpvRF9cvpAP55wBH9N3dIr38Krgi9aSaC2fukVXyUkWaZi+SokSULx+Qg3NpeVMkH0xhsDom/OGBTLFX+AYP28qXl6ZJ6OeS3MeaNauSzx5w+C6970SYA5wTX9ZXHby9dRiBKUN72mYxm9CShNvAL4G8P4my5XlvbWBF+1QuVrhabuRpaurqZ6C9eHG53IPQ+skCSpXZIkL/Bx4Ps3+JivO8xT1YJChwRDywS1ELB7mkARXO7Zx4pIjUKBb+arlvAeu81L6gkbVBNkm9SP5pOGsmqev0Dmm6KHRNYcEn/rAVdGvucFEr37wVaRO8eEUIUqE1lTR+r0JSw3gUIFur2v3PxrpnLkhpNIjdPYwxGcaQ+SVyJ7aRqjbxLJK+MWZMy+MPLm85CK4BzcCP4c5ILkH18GwQJuXmJ2fxJFjgA28eS/42kUt0rmWA684iFqnEqUklTQe8fL4iSTxb9HwoOEn5n0o4BLLPwz1z3eitdLqKmF5A/zYHrAWyT/YkgIdSj3lq5ZFHazo3Hc052EHlisfugUbYyzcZSgh/x4iuJMBk25D9MZRT89hBL0YGeKZAcXKDOeNiFQBMclvqcPOSCuudjdClXTUJe4TPmy9uFOkG2mH5+BrpfAWyD5TAKQiHh3XOY95lOXCTrgxRchlIWmCbJ7I2CroDjkzlhlcZLUwTjkfWjbQxTsAUxnBOm2U5jPN5PvL6JEZNLHs2TSL6FIGlnzJOnCc1c1u474dmG7s2TN3iv+v35SjBdA+kdRCIs+M+fARnEPUxJn2VALMkx+v1/ck+vmTD0lZMKLRGVefv2emEisEn8HWBL4LLJH/YvOQ5JktNqNzI4dxix5jxWNFPmpOIrPT3p4kMz4CIrPT2ZoArsvhrRqkPxUHH3gPKy6ALOVzH7bJbIbJHnOODyIY+fJzJwT52OJ81BK77D4FwSN0td2xeF520FbVw8SGK+QXjknYLJUJawsThLvWVIdc048RYstHdxosU04Vp6pwacIVa1GUf1LbvNGQSrRLZMjz2LmkyieIKmXhin0uzddifJ6MKdWORcceqsC+Jsjl3lCvt5wXQdjsJ9IW+cNqxbdwhuPSHsn2YkxjKGLKD4/hZkpUhfOovj8mGmD5JmTRFo7yjYSgo5pkR6+tOS+9YF+5NJk5eTRZ5G9XkJNN887xnZTZJwXUKgg65y4jLkCJbVrey8R9V4k6bVRqPWeBHJAJbTizW21cAuvHTc0kXOF8sGvAk8AZ4BvuK57+kYe8/VGZjgOU1Uou/oRrFAJ6idEYOsoyB3TUJPAOd1A9M4YUmUWtygR2eZF9kpYZ6IQS6K06+SPzwcUxh6hBum7Ky6SlUia6p+RcLMqaDo1Ozbi9jeDahFbfz856wymnUBb14iZKEKihjrvb2C5CXKOGNK5fpaq94XAlWGqluq7W8AF17Spvb80G5UOE3lvSf3Q9OL9xPPlz9onJ5A8LoV9DdRWfhJZCuK4OaLLtoI/D5YH30ogUIB0CE+jin9ZFP30OKoUJSTfjkOWkLKViLIdtyAjeTz4Pa+swVhrX4H1QgNIDpEPz8BsGOOFNJp6P5YbL19z4klRmal6eHE1N30+jmva1L9rvRib3nFBVZisw0qa1D2yftGY5Y0JnOFqwvflkb0qTtGi5u5VEMqAKZQ+vVLzZcqXvqoK5E3nYf82ItpGlM2X4OgWgp6NqErlFb3HNP/d5IZSKH4/wZ053JFaUIuEtym4WZlcf5GIfxfWASHoUvuu5nLVrXJHfdkGo/4z1bhF4NQ66iOfAxwhWexf3B9XPm4pwZuzRVgIO2+R6Zum5oFW5KAX50Q7vg/3QlgXSWbHEP414r5Vw8J/xinYZcli3eomKG9GU+9Ft+ZtKPQ9QuDEt8DLXHtIKEDKQQg/MosbD5MfWOwnpsW6yh5jWm0XxoD4nuu33YNrW+C61G+7BwZawfKIex5wTJOqD5WqzDkZ7aF577G6zveCJKPHewjvACkgzqPmM6BUllQpH7ri0L0toYb9BFurX7GfnB7vQfVqBCral1xXiwmp/rwxes315sRTrocmKfrSZBy7cFNolUth4b1dt+IDOCfEOGn339zet+uB3hPHWxfEVz9PGdW6YqTPTOEUlva4fLXITU5g5bI3RE3xFm4ehPCWi2tZ4nmOeIbX3XV3+fPCKtqcIMtStgWu66IPXqCiYxWB2noc0yTS0oGs3LzJEsN6FrCp9/4mL2euzCHvnMN0x163/rjIuhok9ZaX4lsdN/wbdl33Mdd1V7quu9x13T+70cd7vXHuT7oBier3BUVQD3h2DUO1mE0J7bCR1w7BZB2hlTX41oqXWWirSqonDrMVeNbphHaZuMkwqZ4ZnCIY+0SVQntIzC56NyeJlIJIdec5ouF74PwKlPYZoqXocib/fbQNonqnnr2Has8n4EIH06OiL2qm9xRKWKXpc60g25CopemDW0WVRZFoeN9mUGwo+Gh6xy6IiWto+lwDNAsT5epPBvHdmYRD26kI3U0kKNQrK8I78bSI4LyifQ0eTQNbRVsbI7KyEePHAey8Rci6F/709wjZ9xKSd0LRSzC44ppjPPrXCfIjIrBJnRjB1HPi4d3fiVQ/S90vicB88stJ8YA7fBczfccBRB9U9TSVW1Yu2qd+egwUidrdq1ErAuinx/DJbSh9ones6q52fLUVTO0VptiJ3v3gylRtWk+gvRqMMBUbmlDadDDChNZWEVHvw7D247oWjltgxvwmrusSeGAGTmwilH+A4HYTTm0gOP0O7LyLsc9Ce9DCcRyG93+XYnaWiHcX/OAd+CJ1VL7bD66MFEtT/SFBexj/fybRfPfA4W1QYRBsqyyLpzTcvRskB7myQO0nK0G14ZndxEI/jyyFkfAQ9m674jh7lFr8aifJnCiKF8cgJdruSB2cxh2uQ9tUhy9cXRKP8cBy0Ufo3RYXvWb7wclDZG01DC8jvK4Gy0qR+VobEfcBIsp9FN1LFNyLuLaQ89ceFH1mc5irzoXvhuqPewCJ+L+K6p9+KkEhnhUB+GQMj9mGL1yPPtiPGgxRe9tdkAsjmRXEbt8G59aCYtH4n1aiBkOAxLIP3CUqqKVjJQeeg0yQaOM2AqEVJM/1IPshUsp3tYfnKZ/ag2BbOZKjh16Th9rrgfRzNrmzNy44vh5o6xpIX0hg5xZTmVzXZebwAI5p4zgOQz9+gmImLXqoEnN02KVfL3MVtjma4dWwUDzlaihccjD2W6jeEKHK5aX9vzkTOfpW4U2vo6ZtN5xeh1yTx7/mzR1wuZbwpFooXw4ikXOLDukz10/BTY9cIj99/VW8ucB9zp7mFt4aCDU0ofj8IMvUbtmKJyzegTVdt+OrrAZAa5uPHxSvj1BT8xX75Ox8nmSfYJvkE5NYGUMIepUSwZs9CaDbe5EJEfP+MtLwKqbPC9nk1NApEi+JyVWjpPr9WvvjCpMZChOZa9oC3cJbB2/uN8ebAE5PK0gOytoE0tbTINu0/e5qlK5h8BTxbZ9CrjPA8mCcv4QUKoLkkBkf5tLnxwAJT52F/D7BMRv6l0NkjoCTEUFj7JNVEMpS/QkFdhyE+nE8HzqAlK6FyXqU1XF8ajNILonsP+KJeaAyiXL2NjzUw5c+x/RXcjiOIyTyV/bjiXqhIQEzMdSQn8o72ohuakYN+qBOVAB9oSaU3S9AxwBVt6/A+44+aBwlsiuAvONFOLMGX2YDldojeNQGwsHbqF67GYI5ape/E78sXqjhrX64sBz27ST+5RSZv9wOf/E7ZP7mdjzFRkCiKvyBq45v6lCaid+qZfDXkxSTWfq/sJfx75+CVBSmqyE6S2irD0Jp9D0OHqcJPvYtpn5jPY7jUtzbgee+fmRl8a1s9I4TXl6LEvAI0YbTE7iOi3J2C9RO4a3xYU5C8XAduekZUr3DEMhRvXw75lQGRpdBqICUqofRZVRXvhdNuQ+bWTLOcabNrzCQ/3kMex81DzeAo6AeeTdBdSMkqzD//kNMPXsKN6fi3vcUyf6jxL8Il370bQrPtMPeB8j/aBWB223ARSoGCe6wQXJIPplFTi6DwXYk24PrWmXxFH91NfLWPuT7jqGEZCHCc2AHshygMvAuKvwPocjBKw824KomOfM0pj3F+B9C/yNgTcPEX8hwZBveUDVO0gO4aOsakTf3g7eA9tEEkQfBzUP6IBQSGXjhDoqzBpPfPwe/8I9I3/rIvDqo1U32uBA2eXnPWXgneFuh6uNQ9T4NPCb6Ey5OwaL/Tw8x+q+9eLzVsG830rHtpdnVfrS2ThSvD/nSKuShFcgeL5xZDTUzeCt9VK3diNaxAk8whLLzDLQNoDYUiR85BiPNeP0xSFRROCOTT8Wp+oQ4j/AOcS6eBmH+nbj4OBeP/hXZ2VdvPvta4TouFz6ZY+g3CkuvfAMRWd8AtovRt1jy23hpnIH/7wDTz15gpudFEl+bZOg7j5E3hjDzyetOoHwlw+yl+uQWiqdcDSOfL3D+wzmcvEvlsl34w00Eo0tXBd9oeDx18IXfQvrap1A9FXBmA3JX/5ueMpg5n8TJWZcFh+F1NUiqdN02BK7j0P+tfyurCV4P9IHz+Gvr8ITfJrKxbxNIskLlmg1EO1ej+PxUru0i0taJJxSmal0XocZmfJWLqYFaeye5yTHMbHrR8skXDnLxu18hF59YkPh3Url6PYo/QMWKa/fm32joVjdhZQeyFET+518m9cXlOI7DwJf2M/Q/B3BsG93qxid14JPbXtux5myBbiVybwvcSuSWQOj/PAx1k8R/dAb/o79FePYDaMuX0fany+DdPyI9dA7HnwJc0gdcrNkcNI6TOTOL+ZIGso2VL5Db8f+DP0dxX5voG1JE0OhvDXJbOkjjLzcyo/4rvHAH7oe/wfTpowC463pI2wdBsSiYo6Ttw7D6DObZCjIXpiDrx+6vIjl4BFIR7NWHyc0Ow8qXYKYCc8Kh9dPbWP7r91K0p2DL82B5SPYfxf1vv0/NwS8D0PqFEDz9ANn8CxTvfBRcGWOvh+qK97Kxcy+KHKRpzc9y23/+Av5AAySqoXqKYvQUxdOiyWj2hya5p0SjdO6pGPncIJLkpyb0sauO79RXxcM495y/3Itj9I4z/rcpQML1GmRGB6HlEu5APcZBC2Y17IOrSb5wFibqiDywuGph6nmyQzNlLyxtXQOWkSc7OI15rgJWv4RhHsUZi4ArM/6joxTOePCs1JFVL+aIoDhNHzuNMyJmCM3eCjTlXkDCsLrLfnm63U31rnbkMBS6G3HOi0b83NPVJJ9MgWpS3Pl1pl8UVNDMyTwz3yz1nvXXkjx6EXwFnLEqpg+dAV8B9ABjXxoV1z8bIp07XhZPAYh98RzW5/6I2dEe8BQhHSJ7MUNb5V+zvPpLVx1r13Uw5RFAIp77V/QnAUfYAeRfEJLE6QMKxbPC7y4/lIHGUfjwtyiET5SVJ/U9kD0hqlWZ4wVmnxTJRmFvJz5pOV6pBd3uFvsHIg8sPg/ZDxsGofpTIPskPCsNCqdC6L3TuKaDfipB+twMFFWsIS+ZsTGsTJpIeyeFiQyOIWPPSBgvGDATheoEhckMzQ++hxUf+zkAqn97An7xH5nqO4w5nQNXIj1yCXOqAEgkTu+n+lPiPOQAVH4INo6Jfrm5pOKVeJy93sj1OlgJl8xRGzt98yqD4RUxJK9ymQ2BXhIM0nvHmDl2FoB0X/K6++MWIhIT4iSuc7kHIYCZn1kknnIluLaofrt5SB+2qet8N+se/LvX3GdyI5A5akPei3mijuwxB/QQ1orDONbNTdqXgvCkKvXILoDiVwmtrr5uwZPs5Bh2Lkt65BKOubSnlmOapIcv3fSKyi3cGLS+8wMs/9BPA9C8+xFWfuLTADTueoDVn/rsZevP+aDO0e3nsFAwRR/ox19di1eLEm5qYdNvfh5f9Ob1ihWdYQpuP5p6H5ZewB6shKlKZgeOY5+LgREhOfAchv3sa67Ggehl9VQH8DWFl175Fn7icSuRWwId7/p58JjYx9vI0YOGKC9EV68EX4H8UBEnY0HNFHZPK+a4CLqsCRmSFRDKULzkUrQuwKo+6FuO/oRD6M55kYU5ZArPgeSQ5yVSvYMQNjAbjzBl/iuooi9oIv8FWH0eJ+sy8cOSaIXpYeQ7QlmR1S+RuPgktA0CoHfPJzlT6X+HdrF84tjTOE4GrWTMHQ5sQZJ8JGa/gbV6L1JFoRyIvxyOaZM+N4PaqaPrR0h3i9sodzSAc7oFAPtUM3rmEJHg7cjy1VWJ0vtEoOWMVTC9T9A78+MpjD2yoId6ikw8eRxW9EPRx8gfZMWGuSAjfyQSotqH2xbt03hpHFyIrBPKjXN/x793ErcArD7H+JmvQVo85GafzMJ0lNC6KrKTY7iXxPqp7izOOfFZP5pClasJyl2krKcwLEFn1a1uJI+Q19f3gP6UmFUvXlDJPlULdzxPOrCH7Cnh+2efqyXXUxqPZAWz33OhIgWJSpJPJ0DTwVGY+Srl6xx94XvMiacAaP5dgM3Y0e+U6b5T3146iMo5J3GUJOCSPH2SYsl9IfHPNu6MGIuZb5q4pzqQOsaZfX4Mp79GKEIOTqGEIbQN9D0uxaeFhGPhqWYKTy8T3+VTCiAJGwprP/oel8Bm8CwhRhu+z4F0gMn/EL1YtlFk8lGhXOYUbKYPCTVRrb1zUbA4/JelKlEsflkQWbvubsBl/NBTYIt7LHHsCFZG3D/6hbNXPJc57zGYF+24GZj73bompJ+9efRK2aMQWVV3mTH4XN+ccWaCzFmhamqPe5kdOYYv3Ig3eP0KxFptF46VJz1z7or/fz3JYfZFB7tkR7fwmfdmhL5XnJ9jwPhflZK3Nacwpt/c7eN6T5zg8krUyOXPc21jjNxACnN26WR0LuB2bRtjeHDJ9dPDg7i2VQ7gb+HtjWB9E4o/sKhPzi7kyYwKz9VUfx/G0MBNtxpYiDmRNE25H/1kAlwRJwx/5YjoQQcmjj+BQ5qIcv9rOpZruxi9CbSu2jd9lf8WXh/cSuSWgDegQW0CxhvApJzIASg1DhgBISyyfBBGloGpgt+CdAhML0RTkFdxTy+Huw9CIUD2efkyupnj5DHNaRRPBHAxz2goqydAdknZj+PzCipjunCY0NowSKKfzNcQAcXCOlUHsRnkqiL6wFnUjixqjYTePT/LPZt5CsJppFiS/FkbkIkE7wJAln1EgreTSneD4hC53xKGyVcoBqTPx3GLNuG1NWSOmdhJUNtyuPEKkRzVJiBVQf64Dy24/apj6+QdrHMVSDFRfTP2QKBZ2DA4I1GoSoHskn4hjW+76KfIPavhWyOUQK3HbkfqHCTc1rhov/rpcZSgl1C74Nh7K0WmjGoAACAASURBVIP4m6KkToyAJBFcFST9vEis0AzcSyLorNlwJ4nDogojtY1jH2sDR8G73CX9ooFjOkTU+8g4z2EzS0BeT87pwXSm0B6EQj8UzoKnxQZLwX1xNer9p3EKeeyzdUjNcSh4IVEBkQwgYR9ZibpVzCyax2PQXEpO9EDZSD5zgLJ4CkDIezuyFCB3yoX6OCg2+sHFNJMrQbe6QQJZ9VN4WqivBDaC8YRIdHyrbYzHPeAoBO9Okz41DaYXec04zniAYmEG7UHIHZdgog5p/XncC624/W14NkxhjkP+NESU+7DTFulD7hWl/F+Omk+WqoFPywRaBXUq9cIE/uYIyBL6ibiYXY1UoPfE8VT5UcIecke84C2itucvS+T8FTHkEFjTImj219SS6hcJoRySyccXq5zOYc57LKC1kpnuw7byS1/ADYC+18LXISEFWPQbvhnQ1jeWlV+hpI47lCTQXImdKeLEA0iVObAV0ufGXnFf2pw4iR4/ccX/vx7xFH2vGKPAOvmmj9dS0Lst0Q8nQ+rHNv61ElJV9qZWgJeCnTHJnE9elao1t9w4tfSEkjHYj6+qBklRMK7DE0wf7EdSFCItba/onG/hrQlJlom0dqAP9Jf7mI2hAXAdArF6jEsXcS3zplsNLIRu78UjNeCXV6P3xFGCKlTPYr3YBJ4iUt00+VMqIJfUv189sheT2GkTbdMtm463C24lctcBaf0AWB7Y/xBBtpSXR9bN+a24hN+TFQldNkj1B6OQEQIdFR8pBRXP3Ev1z8zPZL48wJ0ufB2AKv+HkcdXgF5BdN0KPJI4Rq3v55BkBWyFioodBFsETSC6pQW5Q0jo+9fYhOWdFIZstI5OIvco6N12+WGXzw2g+EP4V3lguJmgshFVme85iJSSLq/aQMVDQcxhKFxhktzoHQdFombDbXBI+MPV/8E8Raby90qlnsffSSR09URu6tEUFL3U/GoBvEUYbyD20GrkQh3kAwTuyCFFchCPUb2rE2pEM33l+xTkrSIo9+0eWbRP13XRe8eIrK1HWtA3p5WqcqGOaiq0nXDsNqT2MXy36VD0QThLpH4d+tEUaAbVHy99V/48jZ9ux8k5ZE6lF6lJNfn+UIyH3b3IRLppgaRP3cMboG812Cp1H2uAnB8chcj7M2XrCu3DBSH1P9ZE9J1eUYkEvOvySCuH4OidiywFZMlHSN0K51biW5/F0+JQGJBwFnjiXQm6vZeAvI6w907YvwNPW5GaXyr9p79A/W+XxiuUIfbBkg+dYlG7YzM4ClOXHl9039b/j3lfxPr/Xqp07QFNvQcO7gDz8gmLKyFyVwgiWYjHqNq1rJzMRbc2EloRpThkl0ziSzONm2KE19dCPIZntUHF5hjGqQSuvXjWIdAoEnQp4FC9XvxuvdEqtJVtUFTQR/suH6N4D5Ks0rjmE7iuRXrqpaUv4HWGk3NJH7apeFglsk0pV3BuFuZ+O/oC/0WApo9sLq9T955OYcsSj13TsPtKmBMnMa6QyAjxlJNLiqfo3TaBLpnKD6rkehzMxCs3MX8jYM24ZI87VL5PJbi5JKl+v0q4es2bOpETnlTuVRO5YEcUJexZkl5pF4ukRy4R7VxNeFnrdZk76wP9hJe1ip7YW7gFBDvDNFIUZsQErz5wHtnjoWFH6f0sy8Jw/E0A13XQ7X1ElHuBkprkhlp8G8U7U1mVwL+lCOdWErTuRJWu7ZO5FOasQF5Ogb6Fty5uJXLXger3isoOjz2ChMLpz3+XkR8coPHhHYCLFC7S+rO7RACe99P82VWQDYKnQMd/XQ/eAvSup+W2T0M0CZ4ioa0w/dgUI38nkp6ZfMlvLfhpvOeESmXNhu3lH7+m3I/P0waWSkTZSWCNeKlF1lYTWisqGtH17fhndkDeR6A1SujeLNaki9E7QbbYi2s6hAIbiG7oAFvFN7kTx7S58Hf7yAxMlWmWkdB2KkpqmnM+YEOfg9lHxeepL0TxpTcSqbwNDu1EXT9B7c9GRH9XRYrWX9ssEpMj2wn4VpL4Eoz90eXjmvxuQVzzpypQV6ZgvIHIukbUKTGTVvMpH77VDkzVEGlajrpOPKAC23MEtqbEuNztpTCVpv9vnsYy8hQmdMyZbDn4nIO2vqH0t5GQdT+c2oD/9izVD4pEWQ2JxLt4vArPpilqd4hgVF0/QfSuKlBAfy5FWLkLvvUxPAc+iaY8gEIU3erGvxo8TaDWQ9VPKWIsFIvYXbcj/eOvwUgjdVvuB9sPuDR9pgNpmbie2O5VKP+bvTcPjOO8rnx/tXRXb1XoBtCNlQtIcAE3kFpIyRQpgrZkyfsa73EUT5zNmYwnL8nkvXnJS+ZNNr+Zl/Ek8czEHieZ2E6cSLJjLZZkEZQocRMXgatIggQBEMQOdFf13rXMH1+jwSZAEZRkyXJw/ioUqqu/Wrrq3u/ec86qSZGwbl+FFBUP+NoPBNE2puH4FkL5HeSHLHr/8ABOtkRweDdkwxidjejbglBUMfdPYycden95kMKVau6JXbCw/qyTwMB7iakfgxe3I997jMhukSQoa4apebe45vL2UxhbGoU65qoxGld9EBSb5KUThO4Aommk9ss0vmcLNI1C0yj171mCtlrcL6pUh7r3ZyBQIHLPPD+o6yBJEOjMwkQ9kXWJSrBodCZQl+YgEyKQaJydaexMEKptgXwQfbcILp10ieyl6ar9xlaJaxhsqqu02Rht7dSvE6qeE6cPzBmLOd5DuHYtRkMnjDcwelRIRA8X/oTx4tdvfjBvANIHHLw8GF0q+m6V/DmX4tBbl5gEWqPIEYmxg8KmZPTgS0gBMDY2o8ZdUBwatm9HTuRhPIEeX3/L36EnOslMX8QuVleWZ8VTqv3jHNOj9xNZ8hdcnLTgEhpdasWLzdr75ie/ycdKDHz51Su41vM2eMJqYGasRpeKkdhE3hyglJ961c//uDHyyHlGfyCSq7HHLzL8sGhBNnvGkAMK4dXz84wkRULfGMfsGX9Vtdf0YB+e46C3tWO0rSI3PkIpbVVtU8qk6f3u31A0k5QyFrmx4Z+oNrlFvPWYUbKs8OL6eoksacNoWw2yTKR5CYp2Y2GkHweyziku5j6N62Wr1qdGj+L8p88Tzu6mMJymOJHD6ExgdJYnlztDRDuXQ8lPoPfB1z0Os2eMYFsNvpo39/jfTph84SJD3z32Vg/jDcNiIrcALLvrsyIZO7uKzJUh8k+3MPFPUwTr61FWJlFXppBdGYJZyISQXA9yQeTlk4ALSwZhtFEYIG95GdafopCfYPTbI4x+ewTbsskWTiErAQLKSpRzd6A22ETi7TT4v0Sj//8gIK8hHvw8IOHaHmw9BNtfwGvrpeXe9xDsmqCh834YFHwlWvtxdv4QgLFnzzKe/jsA6iIfIrFpJygeysAG0udHSR4ZYOK5XoLaGhrrvkhD7GfRVoB/hQjMiwMw/jUY+yrk+/PYB9twj6/Cy/nh+Ba8u19AUh34wl8T+NJeFEVG3TgGvSvxbI+RP4GRPxay9dcie0BDbk4RWKpR+9EApHW86TBufz1oBeo+Vkv9/cvBUXEnDeq+UICOM+Q4ibZahbVnCTTHmD7YR6pniOSxwUrVwFhf3W6pr2sicX8H9feugpNroeQnfvcWEjvvhGCJgLuW1IWzMB3F2BYmlGjG+MIgTT+3HCWiEl4fwTxs4uVVeOJBePIBYe6r3lv2lvNo/Qq0fgVc14ElA2CksDM23sEtMNyMm5aFGmf9OP7lBaIft6F1EFWpwbc8C0UNtbSE2s8BRpLI1iC+QC24CtnvL2eye4DUkRHMl8eQz4tqSOL2e6n/kJh5m/jBJMlui9TeDFM/qG4dHDv5Ihy5Hfe5zfhf/iCkdZwd3yclPQFrz+J99pvk6w7Cv/sjlH/zP/GCKfjk3xP7qIfqi6C05Mn3Z/HkItJ//L/R/2AvsiwR/+M+6v+oD1mWMO6H9HPgFoDuXXD3fjytOki7Eeo/HQLbhzceJf5AG4n3txNZW0s+8jIgkZsamJ1p3JRAmhYJeMMvGOhlOfTrTYnj6+4huCJKyz3vJ9TYRMNdO0ncfjd6awf4HNL9fVXbl/JJcqnLGIlNeDYwFSN9YQTXKzBc/M+MFP/sTbEkMLttJB9E7lEwukTbq/kWJCazcPFqr5LrzeA6DtlzJl7dCOAire8lcHcSNRAg2rkCklG8/K0LjIhEzcUarzarvxE/LvWMTepJh8nvlEi/4OCVwOhSCG2RUaJvTTvq6NdKjH+jRPHKjZNus9tB1iF8u0L8IR+JX/ah71Qqiepbycv0HJeRR84z8uh5PNebXXZczJ4xIuvqkX03DhmMzgSlyRyFoRu3eZt95TbJJcsrydn1nmDJ86dJXTzH1JkTWJdF2/lPUpvcIt56aLFa/NFazL5eimaSwtQERls7iqbRuvtBmu55fTyz14LJ0t+StB/Dcqr94cafPwE9m3GPdlTeUcbmBM1b7yNw/1Vauu4nvvFeUFzk09te1xicnE3m3OSiWuVNMPLEaUZ+eHqOrc7bFYuJ3ELRMgxTtYz8SLS/OBfiFC2LhgdXU9L6GfyHIxDOQi7Mxf/yItg+6r8okSw+DluOgaMw8vBFaLoKbf1cfuQxchey4ML0S/24TpagvwO35JA9lye2Ucxqh5RNtGi/iyRJ1AU/BihYxRfJRLrhvU9glZ4nXNfGup/7t6hahNzlJNSlyAb3kWt8HFb2ku7WMDMHQPaIBt+HGgyhr24ic9asUp+TJImW+JcJBoQnm3EfWN2QelKcgvSLMPr1NCBRuhgUFbqSirPtSaatp+HX/ozm3xbVwdgDEShojP5lmmLfrGz9DIrDRdwrNQTvEtld/NNCHdJ80sO+HEZbV0RRZOq6loAM1mGLxo+uga2HSZ26TH54Era+RObieEVRzzw9jHn6Kv54BK1Br7p8sk9hyWfuxF8XxjqcRvJJ1N62GsWnEtvRQP6MyuR+0Udaf/dGAFZ98aMk7twqzsVWg+zZDKnDo+BIlIY8MbOm7KbkDVFwL1D7Kaj7LEydOwKtVyCU5/IfviLabD2Z4b/rh5E6uPsgptNN88fXQ/MwqeOjFCVhiJx+Vqb1V1bAuvNkzkxRsKZBckn9KFdpWzJ7xkifTBNcXkMgVoveWYMULJE5msfaX25x3J+pOv5Uj0ha8id9pJ9VQXKxtz3G1PFj0PEK7gMPM577JnzpLyjd/Sgp5yl44CnimwWHMry8EW8qwsT0P+J97hvEPyaSx6U/exfLPn9X5X5xs5B8BOwzCdj9LJbzwoJ+XnWfCIEE1rMSWmOEJQ9tRFJkCrkRUEtYp0eqZhozz6to7RBa58cX1Qi21cxp65J9Gus+8VsYLWuRJJnWrgcIxhuQZRktoVOaKuLas5VLa3wmadiMNXAJPGEqPjn2JB45it4ABa9aKe3HAbPbIbxNQYlIBNfLqHEJa89bx/vKJi/h1V+Fgp8rTz0DOQ3iw0wPHaAUPUP9LtHCFN8mJhfMM8Ovtrt5EaldjawGMK/zkzPHetAiLfhD9dXry4ImZrctEt8ARO5WRGVol1rVUv5mwMl4ZA7OjOnGSbfZbaPvUJF8Ev4lMkv+JICsSQRrlqP6jbe0vTLTm8TJlrCTBab3D1GazuNmbab3D1EYvrkn1cz/X6290rzcS2TJcmSfn1BjE0owNKe98toqi9nXixIIEmponm93i/gXDKOtHWugj1RZuGom2W+4c/tbIoxTUbIuC5vMIHNCxDjZE4LL7W8IoTVGUAM663/pVwnVtuILhol0JCrbvlakz0zg2TdugV4EFKez5IeS89rqvF2xmMgtEP47JsGTSX7HJ7ggjsrEgZPoS9YCHua+LITLpsb/bTlILvEPtjCZ/0fYvQfwGHu0Xxhy45HZUy57SzC+vweQiAXeS6Z3HK/ozKkoASiyQdi/mans98jb5wEJs7Cv8n+3JPgHgaUapr0X034e7n0e58AqiqkpfIF6ZFm08+jrm8gNTDN9uB8kKI6nKYxWV0+M+4Sy2sifinF6RZj67xFEhCtx9XdB0ly4/ShD4/+Fa8VT4p8VPKfRP5o9zpk2TYDx76TAk4l90AeAtgr8S2HkTz2wVYwZc3RdVMOswynUUAClFnJ9GbKXJ8U+TwyRPj8mlk8PY50dndNWeT3MwybhjRGUoKgcGFtrsCdLmN+LILWMEWlZNuczxrYa8GDyafFdAOaJsYpU8MxDHMozcIYJkov1yIz8r8fE1yVh/r37IJbdjdYcwVcfZPSfe3E9C9/ykmhNDPsJr4wx+dwAxRELdIv8SYnspaQQuTk6QuaVSYzO2R54bZWEPaxivpgBCTI9OZzMbECZOyGD5FEYzpJ6wkHZMigsBk76oGEEYkmms0+Ke1vOM1z4UxSihGQRnNe1CcXMqxe/BSjo6tyeSX0XoMDQvy9f8q4DmPaeOdvNB7UWQndU3yO59CBMhmDJIPnj4cpMo1sEa281z9ToTJA5N4mTW1jCY6xYDa7M5IXDlXXmWA+KL0Io2obZd6GyfvzUPmYu+vUv6TcapXGX3Am3UomTZAmjS8Hc6+C5b40NgTnWIwSMgPHHy/zX+ARDZ78NiLZIgHBbHUrIX5kcuhVIsopev6GKJ+c6JdITp+fYDnieJ8RNJKFWmXzcJnK3ghwQ18joUigNeRQuvHntqOkXRVUQaVZ45XoULrkUL3uVa3stJElGT2zCGj/xlhnRX5uADX2rzA2VYOjbQsX1ZsGh1hBGawzfMJErpU3y46MVGwFJkjGWr8S6PCta4bkuVv9FQCJ95TKpSxcwlq9EkhdDlUVUw1jejlssMHJwH76ITqD+rRP3KLpD5N1yTObMviPsvIVzPg6Sh3liTHC8N91AMGhTgtzlFKXka0/mzJ4xJL9MpKPuNe/jpx0zNldIs+rLb3csPh0XiCU/cw/gQbIG353DoJZIHhgjnFiK4g8Kv7GGSWHQPFmLvHycQGOYTOEYUvMUkmHjjPnw1YVE5e5KHMVQMO6qIX9E8KbqAp8RN5YioXfM/1AytB0UHRFM1QY/Qt6+QNEpS4EPXsZzHIwVHThM42IS2eVBPggvd2KE75rdT5kzVpxIU3u3mFE3T1ff1PpuQIbiJYh+FCTNwx0PoG6YRDbE+sgOCTWsUywNEg5sqIinBFcEkBpTOKMa/qXCBPpaO4PkE0J5su5jgtgrSaDfB6Ur4paMPxSYHetWg8zZDLZpE15VBwUFPKi9ewWlZA7Pdqm9ewVOuoCbL1X84+ZDabJE7kJWJGaV/Ytlb6QG7fb524LC6yLIYYXMiQz6xjhqVMPsGUOTl6NJbVUBfv60J65x1BLnXi2hrJ6EpA6+EsY71crD3uhMUBwV1bOaByTS+0QLqt6ZoDgqqmvBzRKeFYCCj9qdSyhN5efMutXcq4MrY0871L7fwCuBdVgoc2Ynr+ANJgjek4aSSvaoTM19PqGw2rsSed0g4IHr4ve1IEl+it5ldPXeig9XtHE7BPM4A0HC8h0o0nXeGYBiQPgucV+ocYh0RrGchSc+xn2QOQSOoD8y3vckIBHYXIDpmsoxZw6Cm6ZKYMbYlMCzPdJnJhb0XYkNwp5g+pzok/c8D3OsByOxCUlSMPt6xayu4pDvzxBWtuGXllUl7D8OzHC7ZvhTM8v2uEfu9FvDkzPHegg2NiHV5CAdgEiecGsLxcwoqhYlaIiJD0mR0dc1Yp0efk3JiJHopJAZoZAZBSAzdQ7XKcxpqyz0epSueNR+QgUXigMexu7q8wW8qSIx5h4bSYPoB1WsGyTdM+2e1471WhjxTkr5afLWwI91rDeC1TNGaGWUQEuE4mgGrTlCaGWM4mgGX21AqMjeBHpnAuvUBJ499141++a2SRrL2ymlLfITIvnLDg/h5PPUbtiMZ9vYGQt90XZgEfNAX7YSJIlicgp9eftbKrU/8z6vVT9B3n2Fois6bMZOie4sfYcPJ13Czdo3V349MT7v/xc0jp4xIh31yP6fPP/MnxSYp66i6gGMDc1z/FHfrlhM5BaI6NKNFc+umnsMlDUT5I9rSLKCpq6GQgB/RxFWi5n8wF0ZbDeFY6cI+FcSXOOHXBB9VRNy2zRkwwTWeRh31eAN1yNNtKPKBqlTVwivrEcJzq/QZWj3AqDK9TREvgiAmRfta+alV5AUhcSy94AHeBJLuj4MagkObyUe+UxlP6FltShh8R2Jd63FVxuac1OrMQjdIQKS6AcgdKcIjPTdDnpZHMq4X6qIpBjh7VWfD94pEonIbhfjfsgdh1L5GZU/FkFpT6GGFGzTxnO9ShVOiuUIrvHNHvPWGmFcfdSk7i7R9in5ZZreL1ogJVWm+SPlYE8CvaMRu5DBzpWNt70CjiuSIutIWSRl26xap7/Bj39p+Ti3JfBcDztZHYhJqkRkYxhnUsbYnMDYlMDqGcNzPXR1N2bqKJ5Xwinm8EZiyEuT+NeI75SaUkS2i5eMuipJNLKTkjdM3j1XeXiHVkSJvk8VLagvlB/qJRW1JkjD5xLgSpCtpemja8Q+fTKRjtl2s/hHGhAXHZq/VI+kSST3CeGE8R4h6pF472qUfDO4EvUPNMPF1ZAPYGxuQpKCkA5TE9hNSN4Gpo5xjZ+NLKviHF1pRS8rd9rJ2UB5ZnmmSmbcBzX+LvLu+cpL7VrYXhLPqw72jPsAR1TbAMzL50Er0LzzveVj9oh01JF6ugSyV7kHASIddUg+ecGmxIFoI1LYIzMkWivy1hVK+Sn0eCeF1LTgXKxYha9ew5vUiUi7yv54+/A8u3wM8wtT2N5UJZGxvelbSmrMbhslSkXREECf4cm9Bf5ojp0jM3kOI9FJoF1U1wMr1EpyZSQ6qwIoY30TxcnMnOr+QqCX1S6rDNklGb1+Q9V2MxWvpt/UkMu5hbF7NnDRlstobbPWK27RpTh8c+PphcCemv9amt0OkbsVog+q2JMeuRPi3nZSXkVN1ex28LVKaO3zB5wz53Q+npzrFCuG4a5bwrFzr/tYroWTK5E+P4XRmUC/RmxopupvdCYWFCgbnQncvE36/Nzfhnm5FzUYItgw2zGhl5O6WTNn8f5s3vEuodIMi0bgi5gXajBIuEloArwV94jjmZV3gWnvQZUSNPi/JP529gKQerkP1BJLPikEtpBurCb5asqvnuPhZASfy3M97Ix4nnmeh50Wy8XJHPlBq6pTZxHV8DwP88ww+rpGjA3NFIZNipOZm3/wJxyLidwtQGoXlYvI5hr8CT/ecB3JMwPYr4gyds2OCNIWwbPyNrzERO5/ARLRwLvR7poCJIrOKKGVUXAV8t5Z2CRMYNUjXeSnx8ldnkZdnrrhGML+zShSDYa2i6CvA1WuxyoIcu3Exb0oDQU0rQU514CSayRUsww2noXD2whrs3LhkiwL1TldI9RWi7GhGevMCN51Evbq6kmQXELvKOLWjAEeNe/VqCmLKxnvhpqwkMY3wtX+J7EPi5ln//rpSoBvPQvJPSmYjqCtKmCnSpz8wMtMfH+c8N0OSC7BO6qDrvCGMHJIxjxsEt3UDj4HNQ5ak4EUdFFqPbS4jmx4KFFQIxpnvvK3nPx9IfAykPx3nJ/4GADmIRPFUAitDlcf5x2D4CsS33Yb4/+jxMkNaZxUddCmJjxwVAINMYzOOLZZJNefwn9hF96X/oSJ8/sZPrAHHJXI5jC1HxTJYnibS/37RYU1co+Cfk07prEpDoqEsSVB5F6QfKK9MNReC93vRB3cTPRdMZioRz6/Dq0lgtYYRl9fj6xdE7w2BpDrSkhGCW2JH+onmPxBWZq5ZxQiaWpX3olaWAKKTWirh/ztn4eLK2lc/2F8//wL8OlvUWs/hO+xn4P3PUYotavq+PW2VWICYnor1pEsPdsvkDmdJ3s6T8/2C1iHs7P3xQNUrBrM66pyjmdxKr2RsdLXqq/z3SCHROXWdV0K/Ta+JQ41SzZCYgpl3QiyX2H86Ysod15AvUalWdYUIh11C07kAIJNcVzTo5hJVpIHI9HJyMXviv8vi6At9YPtQxlaiaF04WKScY+ScY7Rk16BZe+v2mfBHeBEejXT9qOU3HFOpjuYtP9uQePxPA+z20G/V0VSZoNmf7NMYK38lvDk0hNn8DwbI7GJ2BbhZRndvAyjQdg5GA3VapIzLeGvpWUloLfgC9RW/OTMsZcJx1aj+EJV25ndDv7lEoFVMkaXiq9RcAmvhb5bxdrn4JU8Lv3aMCc3pClOvD5ie+6sQ8/KNOaz1dehOOySP+uWlShnkm4bN+dxsjPDyJ8V8WwP6zkbo0u9YULkD9WjRVrm5cldPvbnnH/x/wFgsOfrnHvu/3xdx3I9rFMT4HjonQlqbhPPqpotDZVlY8vC2tb0jfWC03zd79DzPKzLvejLV1bZSGg1MbRYXaWV2ezrJdjQjBaNEVmyjEBdHC0aeyMOcRE/hTBWrAZJxmhb+aZ+r+eVOJW5jeHin+J5LpazF0PZRVDegCrFscqUgtxJGWX1OMHGekIrooRX16Lq80/Szyq/js2Z/Bt59DynfvVp3KLD+JOXOPmLT+FkSkx2D3DiX/2Q0nQe64T4zS3y426M3GASO5XH2NA8a6tz+u3fXrmYyN0CYg+5EB9n+uoL4IrZ6dFHXqF0Pgyyg3+FjXLPCfjc35KPHma68DjgUR/4PKUt/wxqidzIOHJOvJgcy2Eq9FcQncY9vprxYwcBiVLjjZXLJMnH2vj3WVLze4JjoO3ALOwja/bhTgVwGl/BdqZxbTGDW7KTcOdLcLYDe7L64bD0s1tZ8389IJK69U042SLZvsmqbdzVL8N7niA/PUJR7Yd1Z/DsEvVfgLUHIbQJYsZ7WLPs20RCW6o+G/90DN73FE7jJUJ3INTknoHhvxSVMqkmj3nYxM25JJ+bJt9vwbozNP3Odcesyui3G1iHU8iKgtEVwK27Qilt4TX14dT1Y2ezuIk+nHgfxXSS0sk63AtxcskROO3CuAAAIABJREFUkrmnyZZOULCHMA+nMO6sqQqUAbxPfIvgf/5b/HqU5GM2rgnWC9UBm2OLKkNxyK3MWps9Y5SOtoAnM/XSK0wfHAA8mrp20vK51TT8fpr2P95IdGsDy77p0vZbHWjyUjRpJZbdjWpodPzpLho/ugYlIpIZ82konJYhE8Lta6DUJ0PJjzuq43mw6ne3s/xLt8+5N+p/1ofX0E8plcEjB+kwydOXKJ7U8a0X5869HIP6CfJXk3inOoQi6IUYvhc/CtkI9vEW3L1bIR8kf7Baarxp5acBsAc0ks9a4EJqj0WyWywn91iEt8Ka/VD7aQjI61Clhjk8Oct5AYcUSfvxqvWyBpF7xT1iTR0DK0Rk+VJkWSb2O+dwf/4vyE9O4R5dhbPr+7hedVXC6EyQH7QoTi2sWhFbtRGQGD/9PNZYD1q4CS2cINV3FkIZ8tFjKGtElTp9bgpdvReQMO09pOwnAJfUdcdg2s/gUSRpP4bp7MElS7L02ILGU7jgUhqan0NldClY+x3c/JvLnxK+en4idR00bN/O0l/roKmri0jdGtbs/CNqW6snb7QGHX888ppaViRJwkh0Yo2folRIkU1emtNW6ZU8rH12pT1x6f+vsfqJEJJc/Xs2uhTcNKRfcrD2ylDyMfEPyVse07VIPWmDA8nHqp8LVvdsO6yvUS6bkjukDzg4Ux7Jx2wyx1ycVHXlcD4YiU2kJ07jOrNJp+fapEaOkJk6Ryk/TfLqIXJmP4XMG0fUF9wahcjaWowtDaz5w50YtzcQ6ahnzR/uJPaOlgXtRw37CbfH5kyo5CdGKaWteUUojLZVpAf7sHNZMkODldbL5e//Gdp/5vOv/+AW8VOLxrt20PFzv4wvYtx84zcQaeclbG+MpP04OfcktjeBoXaJmEzZhensJTs5gDeYILxJ0ERW/NY2VvzGna+6X6MzQWkqT36ouqMheegqtlkk/cokyUNXcbM21qlxkoeu4hUdzJ4xzJ5xVMNPcNlc2sMiBKxy0mZsaCLQGkWtCb4mTvdPGhYTuVvA0ts/DrpF+rhJfigDskP2KHijOkRTpEcu4Fh5WNaPNxkiVzyHrEbwKw1ki6ehvRfnZDPZYyVhZ2BFyFoXYc05nNPNJE8Mgr9AVn8R1y3ccBwBXzuqIpJBQ9uJ7U4ydO5vAPAa+xlJ/wXg4GEzYX0Htu4HTxIeRtdA1QMEmsSPXl9XbfoL4BZsMpdHoG6K1MtDOKNAJIN12ERSIVxWypUkmUiwOokDUDQFfYeMdfoqkiI4d+YzkDusga9IbjiJeVBUH9PHLVL7k0ixHMbdc7kYxlaDwpUChaE8sY2rcYomYy+9CP4Snpdl5OBzoBZBLnB1bzeUfODJDB35Lo4nvmPq/CFK4yX0rdUPfduZJuc7QnTtWtysR3pGfe4ajo3neqT7JpBDYL1k4q8NEliiY/aMk+4R+8+ecCleCECNRaRhOQCtX1iDEhBBZ/19S5DLy4baheW8gOsVCbVFK9sY90PuZZgSOhIUL0lM/NXMQBVSP7DRGsP4amc5hDOI7YiDWmLw0f3CYB0Y/MYJSBronbUU+qE06IPEGBNPXcEzxcxg8tk02R5xb6Sez5A+LO496zrlS82IEqiLY/b1XqOOmcW8ZhkgcjdISjkwV3ZhOXur2ihnEruMcwjHq+YkGvdD4QKMvSC4a/UrRHtntPku3OggV555ClwFdj9D2qn2gatwDHoWxjGo79gOkkuy9zRWWVTDdW1KAzIsGcRy95KLPQeBApnBIVSplpC8BdPprnAir682zvxtOXsrx2k5L+B5N68Gzdxv1/LjKsfWVW67PfDmtleaYz1E6juQFQ1ZlonfcSdyWXgiUrdmXpNuY32TqO7Pw5O6GYxEJ04pzeiF7wPenEQuc9TBtagku764TKB97hj0nSrIMP1IEXdEVPSSP7zxM3UhuFYps3q9jVovEdwoxqF3KaQPOCSfENtlj7tMP1oCCYxdN0vkOnGdApmpc5V16anzuLYQQBjt/QF2UViLvJEKl1bPmKjy+xQkSSKytq5SOYysrZuTKL/qMXQmyPROV9q/YLZ1cr4WOKOtHbdUYuTAc3iuU0nk/LqBFp3ft24RiwDK6qcLm2R4I2GVudI59yRTJdHBoZepCLq6G9sbZ+j4wwDUbhYK5FoihL8+NM/eZjHfO8y2CkLoDEgeHib9imhbTh0bFZV0xESMeWJMtEDfwm/1XxrM08MEmmrw14ZFfLK+CevM8FsmJPZGYTGRuwUo/gjS6n6cg2vxcjaE8rhXa8BRUdtTmAOn8TKaUK/MBfEsCPs3USxN4Jay0PEKjDZgn05A44gISE+3ifXZEMWeELSOAnnS6ZMLGpMeEOqBZt850IpQm2Qs/U1kKYiERjL9DKw7j2y8OvnfZwQILqutmkm3zo/i2S5K2M/ks0PgKsghCeslc8G8H2NDE/mrKYpTGYz7oDQI3pVaiKVwLYeppydRalTcvMvED8aJbNaRA/MEh2VBEvOQWQkGxo4cQNECIEmMHTmA7PMjKQqpI6PCnF0rkHpZ8LMUqYbpQ0NV+6ocZ/FFwMPQ7sV60cErghKrDthy/SaOWSC0LoB1xKwIb6RPT5DrN5EiNu7FBEzV4FtZbQg673lRduOSIeMcrl5fbkEd+3NQysJTY/8VlKg435N/d+NrGF5VixxUmX7ShEAO1BLFA6Ilqn7LnVhlRUhtc46Jfx4HJBRdYvwfknglUKIKk4+mcLMuSo2MuT875zobbe2Y54bJnS+g1MhkTubInMih1MjkLxQojVUHuYbahe1NkHNn72fL6UYhhkeJtPNi9fbl408/qYORwajbXN6PqIalfpQH3YI7euYoSAaX16AafswTC2uvVLUwSlQlPzyJ6+QxEptJjuyDfABpyRQp+0mK3gC+hIKTtLELWQx1NxnnJTLuURRi5NxTlFzxfZ7nYNnPoxDD9iaYth9BIYaLRcY5ctPxmN02WpuE1jb3/o/co4i22zeRJ1fMTZG3BjHinTff+BoYG5px8yUylxYmPHMt9LJC5djFx5HVEOFYdQXH3OOAXE7UXgVqVCJ8u8zEN23wZPCXyPf4XvUzrwY365E+4KDEoHDJo9AvklTP8zD3Ouj3KpUAyuhS8Qow8TcllFoJXBj/eolQp4xa9+qvXL1+A0hypb0UKCt5yii+EGMXRQVY8UXesESuOJEjP5R+w7g1emdCcJpPzgajZl8vWm09/pro3O2XrgBJZuzIASRVJdI6VzV4EYv4SYJpi3cYwFjpfxCQO/DLYjK8QinouQqRNLGVr16FuxZaQxitKYz58mhlnXVyAjxQdD8Tz1wWMZnuZ3LvAG7ORtH9TO8fwk4WKp1Ci5gLt+hgnRtF3zDL0TU2NGFbBXKD8/Pd3y5YTORuEYGNRbB9IEHorrLeNFD3njieI4Is31LE+t7V1AY+xMTEPwISkW3lKortI7SrXO04uYnQO8qtYONxajYuBUnBSh1a0Hj8ShOashquNuBrgbC2CY8CEf9dRLSt5PK9RPQNGDtVzG77VRMwY30Tmd5xnLyoHlinhpFUmYYH14MZBDwaPtdIaaJE/tLC2tcqnJnTwxUxEzyZ0E4xO+4VPRo/1wSKWL4+yZqBtiyAL+HHPJzCb9QQqIvjOTbGilWEGlvwHBt9aRuR1mXYfSHklROoHdPwyioC6gZqAu8kfySA1qqhNWtV+zbzz6NIBmF/p/Ck0qDh1/wUej2KgyJgm2kVir0zjpN2yJwVvkozVYf6j0ZFwIhEzdbGm54XXd0BKHNUEEO3iyTSK0Dd58HXIpZjH5eQgjbpF2/8k5VUGX1DPZRkpOXjyMsmwBJqqnrDKsxnwNcENbtDkAqB4hD/TAyv6CH5JRoeqsUreiBD4y/UURqzyV+s5ivqy1fBFRHwNf1SPTiAU14GzAPVVbwZYZSZpGtGprnB/yUkAnOSscA68DV7uIc6CCyb5RKoUh0heTPsuRd1xzkigTvmVMMkWULvTMzLMbgRIktaoegH248e38DkRcF5a1z5YTzEPVrTvh48mYlXXiy/pB3ApUn7TXFs5XFk3WM4JCvrPQo0ar8ByDdVuxQtgw76DRQNlYhEeKvyphpdW9fwBm8Fekdj2Q7k1rkHPi1KsKYNzy1hxDdUBC9mYHbbhLbIqLEFCG90qXglCRQH/T05vGSIzNmbT7LMB2u/mOBp+k2tMg6A/BkXe7RaNVPfriD5xe828Ys+ZF0s6/NUWq+H4gsRjq2uStLMsR7CsXaMxGY8t0RAX0K0eRvW+Ck87/Un9jPPtjeKWxNZXYscUCvmx65tkx7su6GptxIIEG5uFc/wJW3I6mtPuBexiB83bC9Jxj1K3P+F8oRkoZK8AfjlZjRpLZzuqFAabgXGpgTW6Qnc0mzsIYdUEg+uwCu5SD6Zhg+045Vc8a7+8GqxzCI/7tWQ7h0rW3tdk8itn9uJ9nbEYiJ3i6i/TRhEK8tSNH2yPFusFWjs2gZ4ECiycseXxfJQC7Xax5m6sg+yAVbc8+ugmyA7rPzMh0EpwZUlNK/6AsRMyISJ376NSHgDZurwDccAYOdyTPQcwfM8wtl7IBdCX74cPbATACOwk7B6B55TJBzsRO9SKA54FC56uK5L35cnKV4t4XkeE4+NYydLGBua8ByX9CtiNmh6zxSh1gaity2BTBi5xqb+vWVu2GFzQecruCSGqgewTg+jrQApKoLjlt+sIdheNg/vihFeL/zWrlWTBOGrNfmdkmj32VRD6klwbZdQbC38aDeRJe1EGlfCiY2EW1ei6S3w8ia05UHCG2rgxCZCo/ejKzvxTq0meIcwCp44cRQ7KypOZmEfunY3kqRizajPvVcEXZOPisRk6ns5/JEEtbvrhXH14RSR9fVIqoQS8dHy4A6hDio7NN3zrpueF0WqISzfMSeRmWlBBVGditwnzpf+Lo/ABgdnRMU2PVwvx3jxG3iejesVGS9+A9crEtkkEuHgJghuLcFkHb5YCNfxSD3pEtnpipn3TBhfi0PNTtHGGrk9SHSXuAbhjQFiD5QN2q9rr9SXtsFwM1LEIf6pKFIApADEPxVFqYHJZ0artvfLTQTkdZVkZ/LyfujeRVR9DxHl7tkkyLxEf8/XkCTw3TUEF1ahL+vASTuMfzeJ53qEBj8MfSuIvCuPoXSRc09QcqvbKI1NCexkgVz/wu7P2rVittTvtaH4wmT6R5Hq0sSjgg/ol5bRuP4DgEfy/AnCylakZANSsoG471+hSLVYM22WdjcgUad+ioC8FoCY+iHC8m039Z9Lv+TgppmXH1c5ti6FXI9LaeLNsSEwx3tQ/QbBmlurkKgRjVBbfeXlWBgotxYuEDOJo35dAumkPDJH3HlbT+eDXuajqcuy1H9SiBtNfPvV7wvreZvMcZEcpQ/YpA+LZavbRvJD/UM+fM1ShRdnVvhxCnm3l2TpceSQROQu8d0196noO9TKNguB0bCZbPISdsHCLmbITPdiJDorqp5GorPSgpqdvoTneUwOdFMqvDYOoNkzhhrVCCy9dZ5RfmqC5AXhM1dITjP9ysnKhNKM4ElmqB+3VHpVk+aZJE9va8ezXcaf6sMtvvkqrYv4l41cf4rUcfEOyw9ZJF+aG+BPjz4PB+/EUN5FJHM/vLAdXdmFnS4y8aPLIiYbeQ8kY+idt+7npncmcPMOmfNC/djsGUPfEK8ID0U66ojeKRKQ0MoYtdtFa2mgVcdfF3yth/5TD+vUsLD2Wjs70e6Lhgi0Rt/2fnKLidwtom7ZfdDei7dtP9GNbUi1JtrmNIoWQGoZJ7gyQKimHYJZSEWRZT+FSy6MtOLzRVF2noHbXsZXo0N8EiydiHQ7KB7kgmiRpeg1W8lmz2GXbqxeOX7sAP1PPEL26hXUUdGDnVj1bmqD78OvtBINvBvF1QEJyadWZozNbpvxv80w9Q0//b+dInchS/9/6GP070eJrGpA8imYp4fJXjIpnojijdTiM8KQDxLeHMbfoKEtC2AeuvHYroUkSxgbmjBPl/uQEyNQP4mxVafufXH0Owy01gB1760nvCFMsL26h3z0q0Uu/2Ke3DkHbyyK19fI1CMZCo9ugJe2UXpxGfkDcbi0kuKxGNbf10LfStx9GwhndsArHZS+8QDKhTsgH0TefI7c6DD9jz/M2JEXKTiXKTqD6NpOSqMuudPCjNm3xAEtz/i3TWzTJve9pXCuHTXqI7QmhHnYRAmoxO5ppa5rGYo/gNQ0hbx8An/o5n5LINoOs+5xbG+6+h77nKhM6TtB+vgjsLIXdXcPNe8DPJnJvykxWfp7BgpfJuU8TdL+PgOFLzNtP4py+2WoH6fuHe1EV2yGkSaU4zuYfriIa8m4/jS+cA3YPmru1QlvDBBap1H3gRoCq/yEbwtS98EatBY/2lLfHJ6c7PcjjbYit44jazLSqn6k9n5kTYamEawDGdzrlE8NpYu0s18kn19V4Hf+CNVag6HuJu+epehe5fKBrzPxxCCp8SM4aw5BNoxuvp/x7yYZ+L0R0keyqHuF8mj83SsqRuxWWea58l0VjsHC2iujbVuQfB5qqQG7aOJcDRBYFsYnx4mq76PO92m0SAzZkMgNjyNLGtKZLchntyBLgTKxfY944TrdhOROVLmOOt9nMJTdaPJSdLWLjHu0wtWcD9YCWgZnEpgZr7kfJ4Sv3gn0ROe8PLibwVjfRObSBE62yPCfFLn0+Tyl0YUloLGW7fhDCaKN1S1J1j4hNnIzwZAZ+NsKELEwHnSJ3m+AVsTce+OKpud6XHooz8C/FXy0vl/M0/+rYtnsdojcpaCEywbt3TaeI4zJtVUy/laZocIfcDH/WRzPpPZTPkJbZEJbZOo+qRJcL1eSu5tBtLJ6WBMnscZPAi56opNo0+34Qw3Utt6DHhfWK+bYy+StQS4f/a+MXvjBgvZ//TFbM9ya1+DDNbT3KS4+8i2cQoHhF57l0qPfoZRJY3QmKIxkKIxmBD9OksUk0A0QW7sRf02U2Op1JF8aZuC/v8zUviu3PJ5FLOL1YPB/nuTSVw7j2S5X/tdpLn3lEE6++pkx9vAgfO1X8E9vQPrh++GvvohveAvjT1yi/y+Pk70wjXpGTKgntrzjlscwo/xq9oxRGMlQHMtidCYIrYwRWhml7t4lBJboRDrqqNu1FH88hLE5Qd2upW/IOfhphXnqKpGVcZRgdcXfWN9EYdSao9j+dsJiIneLUBQF7Tcfwb3nCVy3yG1PvosNX32QbOkU3p37adi6i4LXC/UTUNQYPPPXUNCgqFKwRlny60vh175KJt8Da88BEld++CJQBCSmHh/BMER1zzRfuuE4rvXdyQ/m0WJ1hGtXEfR1sLHxIJq6lHxBGMsW3EtoKyT8y8RMcvKfRXCSOeRhHioT5w+nkP0K+poE5qmrjP9AvESLgxLpY2nwJJo+IYzDja0G6eMWbnFhN76+vgnbzGOdHcOLDRP6mDCGbfhUI6v/QlQu4h9KsPYb6+cQdWdmvK09DsVL4gc49WiBwsuiTdV8RiJ3Sjxo00dzFI4LcnzpZC2lU6IFML+/huwRFWSXYsfTmJd7K+fQyu8TxxTYcc3sukr69ATUTlHqDTL+D0lwFUp9Qdxy+2f6ZBon49D2r+9gyUMbKZpJvMYBmn+m2vPq1SB82lws+/mq9dEPwvrTQoq/sOubcPw2MvqPiP+CD/CYfsStVLJMe0+l2mPZ3eSje5H+07+nftU9OK8kyueinqm/F+eoaKZIvySuf8NnWpBUiY6H26j7UA2SJLH2W8uIf6ospPOOMNZLWdzibJtivreIl9ZwYn1khodwtzyHe9tzZIaHcGJ9kA2Sum4W01C78ChglfZTOtQCrkL6cK7SjmI53eT7hejJxKVuig1HxXc9H68SVcn/qBVfK+gdzYTkzShE51S6/PVBAi2RBdsQyLJMbPUWihMZxvt/CI5KdIXgaa0MfptmTUiohlsacTMS5vBp3KyNk7EpZscxlC5K3ghZ9wgZ53DFWqLR/+usCn3vmuvsYNn7bjgOs9smfJuMGr1xMB26TRbKr28CTy5n9mMXkhhlztqtwtjQBK6HeXak0oa40HGHYyvZ+O7/hj9UX7Xe3OMghyG8dWEJkXVmHO46ROMvGciqjG9VnuK54JyJhhnkTrvY4x7Z4y6ZYw7Fyx75cy7Zlx1yp9yKn5/RpeIkIXPYwXrRwditlPmRewEHy3mB+s/46HgujKRIxD7kY92BMHJgYYlSONaO4gthjvVgjvcgqwEitavxBWrZ+O6vEa5djU+rIVjTJrYpt2Fa47fOmctdTmGbRYxNt96S5bkuVv8lcF2sgUuV56p1+SJ6mW9n9oxh9vUSblki+Mw3QDDewMZf+S1hRVD+7S6U67qIRbwRcAs26bOTwgfxlUmsU+N4tkf6TDXXN39S3MfWiSkKJ0UXS/qEVblfzZ4x8icCaM0Rwg23zvecUX61esYqE5JGZxxJkej4Shd1XcuQJIk1/3EniQdFTLbqd7fT+JHVr/nYf9phW3myA1Po17RVzqD5o5vZ8P99BEl++6ZDb9+Rv4UwAsKUe6rwcGWdWSgnBNoOoVa3UrzUxg7NBm/m1dPoITFDc3X8z2HrAcBj8ntTZZVBj+TzU4QjHShKBMucv73SKRbIDA0CkOo9R3pgLv/A8zyszAF8Wrws5iECEPN5m+xREVA4o36S3aIdJ3s2g23a6OubyV9NkXxBkD/tSZuxfxpFDsiEN5bbH7fW4OZdMieqFQdveL7KPLkr3zgDnkzNzoW1G5TG3Yqx7vQPbLLHRUKROQj2VcGfyr0sURoW2+QvlmBUJHLu1RqscgBZuhgidTCFuiZFxve8EIYBMsNXSJrP41da0ZQ2zD02ap1EcFPZWLp2Coo+Rr9aNt/MS2QOO+jbasDxsI7PtmlVVNluwAOZD2HldmT0OVyvGTieScYRybzpdONvkpHrbHLHlHLQKNZXkrrysq5sR5YCmGVxE+eqRvoFBbQ8ud4M009b+Ft9aEtfnYuivyOMm/XI9MzyIc0XyxW6pqsM7X2qsn5o71PQJNoTJp+qTuQiynYk/Fw99U+QLIvW7M+UPXfqGU8+jDcp7i3r/CBezkVqG8F8ysM6IhK51IsZrD2i3VSSQJIUdHW2GlY17s4E1pnJBbdmGW3t2NkME4dfBtkhvuzBOdvEVm8BJAYP/cPsuRjrqSRuQ4X/F49SFVdiBmHlTmTCmM6z836/nfTIHHVvyqGSFAn93ptzXd8IvFZ+3AzC7XFkTWV6zySlKzOG2K+P32d22+j3KMj+hSVEZs84vliAwFJRITfulSHvJ/Xs/GbllUTThaHfn1W4vPJ7Ynmmq2Emobv6x0W8nFifdV/GQTxLr7fbuFVIsoJevwFzrAdrrAe9fgOSPI+SaaKTzNR5klcFnzqb7MMuLKyleAYzSZP+GoROsiNDOHnxbBg7coCSVZ4UvNxLoEXHVxckdWyY7MjVWzJsnuHWWT1jb3s1uUW8fWCdmaxw3ocfPo+bLU9AXTMpaA2fgzERY0ztu0KuT3RZJA8Nkz5XVpM8OkL6zMTr4qsZmxvIXJxmev8Q/ngIrSnymve1CDDPDIMnhLiuh6L53vZKn4uJ3GtAPPAQAFP5RyvrrPzzBNUOfEoc0+lG7sgK5cSUDoqNL1yLOXwavy9BwN+Old2PFMtBoIhn+UDykGsc8r1FJElFN27HTB2aN2BLD/ThuQ6hplYyVwdxS8U5/INCqZ+ifRU9dCe2O0befkV4K5ngTmvIsQJ4MplDLqF1YaEydsQUM+ke2FcllDrxULMOm0S26Mj+srz2bQYoooq3EPhrQwSaa8idKYDkknjPkgV9bqaFLHSbTPoFB2xQW23cSQ1cGTlWwEv5oeBD1h0hyFLyQyQDJR/5Vzz8q22wVXLHHPStITzbJj3YT6ipFTwPq/8Shraj8n0z6nNmzxjB28SD3OnXkeNZccx7HCKbIkiajHWoOpHzRXQC9QszzgXhCairO24Y+FnOC4BDSL6NjHMQx8sQusPBNVWcS1FC8m0U3AuUvCFC8m2UvGHy7jkMdTf2NGSPgLbWAU/GHQ+gLiuAA+nDWYx3hG/aSqVvC4kWj2vaK839GbTlPpR6B+uyOGZfxMC63ItS5yBF02RequZDKVKYsLKN7AFx/wTXK1gHMkiSjK7sItMvKsdyg4VzJQKeTHh3msx+8HIQ2hggdwScaWYFc6BcDbtK3j1f9X1GZwKv6FRerDeDXg4yiwOgNGfx+ecq69Wt3gayS/7qBL5ALb5ADHOsZ9YT0OlGIkBEuWvOZ2XJj67cc0OenLXPBndhLYNGl0Lpikeh98cb4JpjPQQiLfiD9TffeB7IqkJkbUOFSxa6Tcbqdl5zAloYcClc9BYkGAKzLYP6pnjlPq//lOCATT48/wSUtcdGa5eQdeEN52uVUBOii0GplQh1ivvXF5cJbhTHgwr6PUrl2s7YU7xe6IlOitkxCpmRGybTRqITz7NJT54hFGsHPMzxG3uQzgezZ4zAEh1/7a1za2Ymr0KNLVjlalyoqXV2UqszLpQrPW/BE1yFkQzF0Qyh9hi2WSTXv7B3zCIW8Xph9YwhqTLBZYaohEkQWhGtTCwATBwX6sOBlQGsE2J9qD0mOngcj1B7jMz5ady887pUYI3OuIjJTk2IatxraHtexCzMU8MoIR/htlvnLL4dsJjIvQYEfWuQFD+Zopi1dt0c6eIRjMBOPK+EZe+jNvBOiOSgoCHpDkbTBqyRM3iuixEWVblI8DZ8y0SyIAUlIlsieDmF7AUL3dhKsThCIT845/vNvl4kVaX5nneKFZIsJJyv3SYjqnD1+ifF3/l9gn8jiUCq4TdUkFzIhGl6qBk5JGMeThFsjaH4dMGh2hXB3yJU2oxts2qSSkQhvD6yYMETKKsDZUMo9Q5qjf/mH0DMwCtRaPyyv3yOIPFLM7esR+MZ0xUlAAAgAElEQVRv+wAJsiGavtgCGSFoEPvVWVPz1j8IAB6kI9TdvRbGmvEcl6btXUg+Fe9qDF3bSf6sS2nEw9itUBjLUBjOUPdgE1JMVITC223Cd8iY3TayX0bfolcSWc9zsS73oi9vv+UHrqF0UfQuU3AvzT1+ew8yIZq0365I9dd+Qihj8tcP0aL9/uxxav+hsqwrXVh7ABda/liqXPP4z/uQQ2WJ9He8up8NgGoohDcGKjw5t+iSPiKSQH3ZSvFdy9tnhQqWrUDbaGNf1rGz1cmcoXTB4a1IK65Q/6E6CgMlCleKGOpuGFgKgTx1d5YDVl+J+EdaheJgIUTLr8chLa6t/s5r9lnhyVUnwvqGelCkBfPk/LqBVi8e8KHl88+iyqofX60fMmH0+Cb0+Cas8ZN4nlsZh668A1mav31MV7soeJcouP1z/mfNtAzeuZBErsx1ffbHp17pOkWsyTNzxEZuFcb6JuxeA98Sce+VRjzyr7w2HsJMdX2h/LhcX7ll8JpZ8cimMFJNjvT+ub9RN+9h7XeuEydRK75vxi6latZ2RrgkcqeCokuYTjdBeSO1vo9TcC9QdF8fv+va5E2/gf1DpK4DSRbPxsZVH0HxhW/JksAtOKTPTr7myoF5uZdgQzO160T7rRaro77zDkpWivzkOEZnAjfnIv1v9t40MI77PPP81dHVZ1U3jm7iIEGABE+QAClKoEhKJCHZknwfieUkdpz4SOxkJpPNZq6dyTiT2SSbmWSScTZxdrKZTeL4iJ2MPXYSS7IkghIlUqRIiSAJUjzBCze6ga7qu+vYD/9Ggy0AJCjJN54vLDaqq6u6jn6P532ecoxwy8qlbbNyz6782a6a/y9jGd9tmAMTRDbWE71FSKRudyuF6ybllBhHsE5NQ12aFe/cDIAS8dH0AVFElzSFlsfFqAiyhN71xhO5WSshYNlS4E3C8zyswVH0Tc1Iyo9myvOjeVTfAwR963HtDCVnHKv0Eh4lDP9ess5xXCwMpQ+tWQNXIRBehdG8BaeUI5ccqiZyeng3sV1CQUdr82h4RNywk98cwYgKt23TnG9DYF69hL6qA719DZKqEm5ZiRKoDSDN7BE0XyuR4L0E1E7M4vOoDRLyigzIDolP6iiJkhCVuM8gsC1H6sgVJFnCH6p4j727hUC8Aa6vQt9eK+Bh7IySey2LnS5TuJbn/GfOUZ4uUxwtcv7T5yiNlygnS5z/9DmKNwtosSa4sJ5Ay8L2Aq+H53mYBxz0/Sr6PmHuq+9WiP9cRCSgsSwrPqGLrmchSOInV0IuBFqRNf++CwIF0MrEHguAnodcCGNrA9Ln/hV87UPoq9cinboXfuuzGP4HuPHHQwBE9slMPDsozs/WRgI9IiGpf38Io08l96qLnfIweg0KVwuUxkukT4xj/78fIBTesKRjuxW69BD8/F8y/tS5eX8znX4iyh4MZT8Sfky7n4af9oHsID3zbnRlL/Lv/C7KH/w2uvogfmkNqpQgKHdhPg2yDrF3ysjxSif0UwH0+0Iggb4zvKT9M/aEyZ4pYKcdsifzuHkPY3e4SpUyOjqrHS2jo5PY3ijYKslnruFkHS58/DrZwQIRuw9ObiOwK41+v6j+T3xziIi0D/7HJ1Eyq0msfQe8sAc51UZsfwBkD18wKjqDhTBKUxnfLb+Nfrkd5a9+jYk/Fo+x8S+kuPF74yhBH5EN9dUgMPncDYY+Jyqp009bXP7VYXF92c9yKfc4nmfjXy22Ud+xa9HvIrK6XViHBNdhJHqwSyb59FBlBk4YwS76PVbWMe1+XNflVO8ww39Y2b9vZPFvLi+JMujvkNHapTvSFJPXn2Po+B+LYx5+iSvH/uC23bDsKw4X3pPDsTwyqfN4Tgkjse2O+3M76OtbYKoR/+bcXAJa8bIc+n8OkToytORtmf0OvmaJwIal/WRVJfVfN/sV2FrCuR7CNmu/v+Q3LbwChO/3qkma0adU9/v1ipOzr+t9Co6XJeu8hKH0zZ3nN9mV84eb0UJxfIF6AvrChseyohFp3ASSjJHYih7fijkxgOd5pMdOcOnI/4XnLZ44Z84l8couxra7DxSdUpHszevi/q8UcoxbijrW0CUiW8XN6mf1PBuJxWAOTOBrDBLZ0khglV7TDVnGMpaK3FCa8589hJMtUxi2OP8bz1NOFxddvzxTIH/NRO9JVAsbRk+cSI9gZ0ycfAHXtikPxvBvzRDtETGSvjWO3h0X8cnmBsEA0GTC6+pQwm/cRkNSZfQuoZBtdL81/o4/TihOZjj/O09Sms5RHLcoJbM1tgM/alhO5N4gYoF3AhJThS9gFg8h4Sfi7634Rcno6l7adn0CACPQh9G8GZAwR8+gh3fR1PAZGqM/Qctje6DzMoH3XSC2LwGKi/lyGr9/JZrWPM+GoGSlKUxNoHd0Iqs+Vj/6flr3PVKzjufZWLmjGKHdSJKE7n8Qq/QSrlfEbRqC+19CCuaoe18ACgFcS8Leegh3TMe6dhnZNlAbJPTN9TAdg2wEJ1XrvWbsNMAD67hF6skkmVct0odmmH4mReakxXR/ipnnZsictEg9nSL/QhhyYXwsrTJbuOBSHhFBlRqTaPtDP83/hx+bpJg/3HIK18tB3XTFB8yGoh9lm6iE+/bcgBUjOIUyUiWRK0/beM/1wuVOcleTuIe3wNU1mIfyZA5KEMqST11j+th18JVw5BlW/ccYkfeZ1L83KroBrpAo12cNyo+lmfxiGm604Z5uv+vryDnZAU8/wswXahPlknuDonsRQ+1DloJVqX7Pn4PWYbwLq/HK4H3+03if/wyeC6sCv0eb/w+QJAnzO6D3geSDlt+Ghs8UUBtkmn+5kbb/sAI1tkQFvd0V2u3RHOZhQS/Ve0PUb+6hadc+Yuu7qNuwmaZd+6jfvI34O1aD5DLdn8R8MYf1Uo7k/0rjnlwPJT+JB7ZhByYglGX6YIr8CRmurEU9swdpOgFX1uI7/yBu0YZADs8M4RYkyAXx/JmaZMRzPdwvv5/iV+7DLZWY+MI0k1+exsm6GN0JcldmsK0ik09eIfXcDUqTOaa+OsPMdywKl0pMlv+KtPMkWfcV5O5LSDsHqG/Zt+h30bSt4laejVRFQMyJAQz17TRp/5JG9SOLvjcgb8AnNWM5/aSftSi/ZjD51zbWKxnclIYTGFvS+QAxk2W94OCVF0/MJq88QerGQUq5KSavPsX08GEK1vCi6ye/VMZ6zsF6zsYcPwmSgt7YteR9WgjOWARsH17DGNoqGX+nhHnApjhhkToyxOSB80vajucK022jT1lyx9s8NUGgzcBXX1vgij4qimtTX6+l7E191QTJxQlOUf9hH02/rhF7p0rsfSpNv65R94HaoEzfq9D8rzXiP+8j47wo5iPVPgLyJnxSE6a98DzkUiFJEqu6P8mqnk/d9phbNv4UbT2/gOILYyR6KOenKGZGmLz6NOmxl8nNLJ4sm6cElSyy+e7ps7P0fqO9k2C8iZZ9j5Do3YM/Vo8/Vo959RKum4VQFm96afM9nuNhnZmsKmga3QkyZ6dwi8s2BMu4OyQPXiNzZor0yXFSh26SOZskfXxxr7DZgoHRkyCysYHmxzcSf3QNzqqzoJukTr5G6vIxyIYxeprw1QdY9clumn9iA2pYo+0XttH84Y3ImkLbL26j9SOb3/QxNH9oI6s+1YOq+++88jJqMH3sKpkLE8wcv161FrjVCPxHDcuJ3BtEPPizgMdM4SmswvNE/PchS0FMu5+wfA+qVEe0eTP+ugbyw5OoAZ1QfRvmyBlkSaM1/qv41AZULUj0Vy5RiPcLZbVWmdJNF8/zMKK9WNYJPG+uelydP6h0QRq670FfXUurzOZP47oZjPAesa5/L55XYPzyP0LRBx/4BlbxCI0/I+h1MweylLb8IwCTz58jd65AXV8cz/XIVvJI63WKc+FNEZSIgnk0XaUYmsfmlq1j6apFgXksXZ13K55bWpXKOjCnIAkQ/4RGpFdh8tWXoP06BHLcPPgExCfB0rn+xZeh5Kfh06Lq1vC4CpEcY1+7hKdmAImb/2UM0iIBu/lnV2BS0OnG/kcSb6we6lNMHbpEedgDwxTqa/dE2PA3rciqTHiHgqyL7kCwM4ha78M8liZ7WOzj7L93g9nvtfzCGlz7lvNcmbmZrfAbykMU3LNM29+ABw5BSWP8v7l4lg93SiM/AFH1Mep876d4GUpDQhgEYMUvBGj/vDjX4e5gVZVyKQh3B5HDMubhLObhLOHuIIquoAQCtO5/FEXTkH2aWA4E0BpCyK0W+ZNzs3XW4SzW4TySD+p6O8hcvQzNo5Qvhkk+IX5cS+cjpA+K2aXi+QDTT2cgnMUeUZn+GuBKuK5F8focZTP/WhFvJgi5ECPfOkVpuIxXhszxnKCjeDD90gjZi8LeIX18vCqeYh62sOznxP7Z/WQjzxLb1YgsL359BuMr0aJ1WNevik6J0YY5cQpZ8tPq/yyqvDj/XpIkDOUhTPsgU5UZLedaiIm/EvTkknMTJ7c0rzWjT8G1IHt84QB31nsMYGbsZTJTott7O1XDqrLkAQdrcoBI/QYU35vzJLL6HZA88vZlPNcTarAvOqRPinOeuTyJk7/zMecGXJzU0ufj5iiD8yvZ8Z+JgeQy84/5mtfzr6oQTZO9OIEak2j9TT9ySEKJiGXFqE2mJJ9Ey2/48TXJmHa/KOQplcKZsh/Lee623bClINbcS13L/JnLWxFp2EC841Fg1rYA0uOvYE2eAeZEaxaCOTBBeGM9SuDun1uz9P7IKqGg17x7P4F6kRDqHZ1CxfLyeTBMSsNlnPydqcC5K9M4mfItHZEEXtklcy55h3cuYxm1uFUwp6qCepvurjkwjqJrhDpiSIpEy09tQmsMkvEOwuazlM7opF49C0B8m2BtJN61ltAa0bGLP9pBZIN4/jc+tBp9y5vvooXX1VVVKZdxd5hN3szBEczBUbTGCP7E0myhfhixnMi9QahyHYpqkC9eIG+/huF/EMdLk3VPVJXsAIyOdWSuX8G1bfTmLWQmL+OUa4MIPbybYvk6xdIwxn062DLpF6cwojtxnSzZzNnqutbQJdRQmGBicVENM3cYkNDDgp6p+3cBKuMvVhQ0e05jFp8n1COj1MH0s5PQcgMaJ5n52xBu3sXojVYDKOT5inOSKqHvMJh5YYbs2axY55hJZsACGaxXLKwTJsiQGchQuigEXfKnlmZobPbb+Dsk/O21l2j65IigVgLJv8tBokJP+70moTj4sKA3xt++FiSXyS+bEMyD7DD9hdnA1CP35U7wZMAj/9QKcFVoSGIeSYOtQtSsymlXj9knoT8oVAMlScLoNTCPWDgXG0D2sA7dvkuy8HE6IHuQjpI6MUevNJ0D+KQmAvImYG4ebKT4O/CRrwEw/p+l6h1sfueWbVbUKmcTuTcDySeh94ZIH8iQO1NY0mxdaLuEO2Yw86y4FgpXSqS+bRLeHkIJyZhDF6FlFIoa6X9SQPLwijD2F0lxPA6M/tkUckLcJyO/CZLfg2C+xteuKsIiO0z+SeWLqIizhDtjKCEfo187D664hlNPp/CKYnn6xbGKyqDMZPmvKHsj6AsoTtZ8F5KEUQlSPdfBSPSQSZ7FtRen7NwKQ+3DYZrsYRvwwFWY+aoG/gIEs1hnpu64Dah4zclzNMXXw5oS3mMgM3bh63huCZBFp20BlG64QjxFhvSBErmZoTdsO3ArzAM22nobt5whdy2F8ZCCm4PUE6aQHnU8rPPjS9oOLN1QO3NuSlAGe+Y/I7W4htyUI//KXPKSv1LAS4ahMYU5MHHXgiymc4CIshtZEs8XQ+3D9pLk3bsTHnmz8Eea0EIrGL/0LVw7B8iYiyTv5ZkC+aH0G7IdAEHvj6xsR1bnFz6Mjk7cUomxo4dQm108Z76E+4LbPFlR0KxQMiNdjUiqtGxDsIy7QjlVoHBdxB4zx8dEIU8G69TCKqie52ENTGJsFRL/t8K0+2HLWZgxsJ5RkFZPEKxbmOq8jB8MuCWbzMUJkCSsc+NY58Ywupp/pAVjlhO5N4GwfztUqq6Gf2/FJ8qpdlGg8qNWLpMdvo7R0gWegzVeSyma7ZyZuReJv1fIoyafHEfX7wUkzIoNgee5mFcvYXSsu61Jr5k9TCiwBVUR1SJFjhDR7sF5tR0aptHXrhF0UEXC2K+SPRgA/Gj3pPGmIoI+t0OvCgw0/qyP7AkXe+Z1Mu+9BnayDC40vieOk7bxih6N74nj5l0cy6HxPXHI+aCsEtnnCDrmHQyNvbKH9YJTlfueheu6FAf9qN0TQplyxkDpvgkrR2Esgbx1iEC9OGatMYy8IoeblvE1+VDacpAPgK+EtO4G5EOg2Mhrx6AQBMlFuzcpOpZA3f0dZIdv4BQKtefqIYXSVY/iFRdjZxRnVANHxXh/HjcDmZeXTgNyLI/sMYf6j4hrKPWsCGo9z8VynkNX9lcfPkF5K6rUSNkbJrwP0ByclEz4PghsmUveQCxrbeB/i2xljN0hypO2kO/dfefZuvqHGwEJe8qh8SdEB7Q8ZmPsDuEUi2RGblD3cCWAzATx32uCKtape0xHDkmUx2z0PgWlAco3IbIXtFZlnoJmYJ0fuesa7ngIrUVF3xnCPJxFUmT0rY2Uk3nkgELd7pVkT5aQVKh/j0HuZaDko8H3UcqeoBwa6u0TORCdcLdYJDtyU6gGujZW8uwd3wdChIZMCOd6FP89gspH3o+2qYAcUJYs7KDWSYS2y4vOyVkTwnusrnUX5XwSSVKpX7UXa2oQ153fAZvdTuPHfJSuSDDZ8KaFTpy0sFSIPSLEOKzBEfQHVFAgd1Sh/v52JE2pVk5vB6vfIbhFxpdY+nycmDFZuEMa6nVxp0IUrol7e/IrgjkQfUwTQeCNhe0JFkLJHaXgnquxnZhdXkyl9LsJI9FNOZ8EJBpW95FJnluw0DCruPdGhE5m6f2LKVHqq9eCJFG20kR7WpB88pKubXNggmBHFF9UUMmUoEp4Q8Oy4Mky7gqziX/jw+3YM0VwPbFslqp2AbeicMOiPF2Ydy/YbpKce5K6bZXZ91SM4NZlO4wfdGTOT+CVXRr3duIWyrj5slBj/xHGciL3JtAQ+BAAshQm6OvCdA4gEyas3FddR29bA5IsKpiJdUiKhjVypmY7AW0NqtRMOnmE8MYoUsAhc9JC9UUJhTdipis+QeMj2LmsCCZdl+ywmAdzXZdMVlR/HSdDdvhqVVBlFhH1QTi9Ff8900SD+yjal4U9QZ+CO64TvvEBojsboKzi3wBKRGX6qRyBzVD/YRWcikz6LTAqc2JySKb5EyIBlVSJ5k+1iitLguZPtkJBzEi0/EawxtDY9fKUnWRluUjZEcFF5lgJNwP6QwqubZOdEEp/1sgFSMaI9ETxbRbBVnhrgMBeQdUK7qt9SIe2iqQssiNEeJd4AEutKYJ7hd8TK8cJ7ytVTuYM9fsrx6CXiPduA08Y3dYcc4XeNfN0Ef0+Qyhlyg6rfismqn6VLklp3KZQoQE6eQc7vUAAfVBQARs+FEHaeons0yIJzbunsL1kTWIhpPrF/FbM14d/ozgX+sMextsh84KHmwfPAesA6BW/tbcCs8mbHJYJb70z3a6hrw184ntNfKwetVGpbse6LgyEG3duQUoIWmHd23UiPWK70X0RIveKrl90TxijolJpvF1C3x3GOprDsz3cgkvmRB5jd4jQLhGQR3b7MPaEKVwqUZqoULTKKuFNjUR3rMCbDhDY6KPubTpeQcV/5gPUqz8JgF9ag1++s3mrUOuUMIcuoTd0IcnqbelrAG7ZoTxTxCfHUf/hM+Aq1H1AdIYAom/zEelqXLTzUJrKzVs2HlLJnnBw0uK6LuWmqp0kc+IUeuMWok33QKqOUGwjsZZeXKdANiWsGsqFGVxHXJPT386hNkHil8T9Ir22nXBs6b5fC8E6ZIMDsXcECK6qwxwcRYlKBLe6eMP1RLetRN+wAuvM4nMrAG7OI/OSs2S1ShAUqsjGemT/wpTB+veFAImJL1eo38+WwVdm5T9rq7x/6YmDVRE1ufVe9clNBOTNVcETz7MpufOP0/O8Jalb3nr+a1/Pz+sezqpdhurWUt+6p1JoGJz3XnNgAiXiI7Qmhp3P45Ru31V2SkXsvNgPa+iy+KxFEjk1ECTcLGahjXWdRDbdORlz8jbZC6l5witGT4L8UJryzNK63sv48UR5plj1DTUHJlANjRXvE9enHFBo/skN1b+9HnNeirXXnukcBDwSTR9CahYd5di2ju/SESzjrYJ5ZgRJlWl+f0/FdBb0zU3f7936rmI5kXsTiGnvAQlUXxRJErMSuvIAsjQnr68EAoRbhLeOrGjoKzZgjtb+sEqShHruftLfkkVwFZ/GScoUUmkMo5dsZhDHzjB6ThiQB1fVceN/Ps1rH7qOde0awyOf4/zgp5hJH+T6c1+DP/iXuEO17X//9f2Q0YnubKj6ppnF5wnuE4mU+tK7MVZvgctrsW/4KCUtckclnBXnCfcqyOG5JKW6zVV+/Kv8GL1RtCY/wQ0hIvfoaAmNSI9OeHMYbYWGKkeRwmX03gD63jlD45vp3+bcxKN4nsuo+YcMjvfhekVGnnwZZIfQngJD3/oqr/3KUfKpEZInXgWgcft2ojsEbarh3m5ij4rAv+HR2qH9+odFFca3Nkf0naLrFdpTYMVHWkByCT6QovmTYlnrNonv6wLZJbQ+RLi1DdmnVWcSq8fcKUFdhvGv3kSLa6KbF8sSWO0nfM9cl+S1R6Y594AIFK//56u89gvn5gVdo39qis/bIaE2urgn1pMfN2+Zj6vtEEXVRyv/vp1gV2VbWglfWxmvKDHx30vkjoMz89bQKqvH3KGhrfJhPBBG8t05O5Q1Fd/6DBhZ/Gt8qGuTECoQ3KRVZmt8RFauJrTDA8Um/lg70X0RJB8Yu8JE90VABuOBMNF3VY79HSIRdCyX7JkCmRN5vJJQ0KzbK651357L1aTTOpwj0NIAlztR7TihVQ1QCKA2lQn1is9VX34HEeV+ZAyi6iOLHU4N1FCIUFML5tVLyKqfSP3GO0q+j3z5LGf/t2eE2eyTj4LkUv/TfsK7XZBc4j8Tw+hJUBzOzAva08fHOP3pp8gNzWANTnH6F58ic24K1p0HR+LaXx6jYN3k9FOfYWbkCMXsOMXsKEaih5DcA//6v6A+/170xq2AjDkxgOuWGXz2Vxk597c4ZRvzGQc3fgP/Bgnq0qgX7l+yyuBiMGctFXoVjK5mMhcmcIs26po0TNcRbG7C2NJCYTRNKZVddDvWiw5eaa6AcieUZwrkr6ZvK9nd8B4DVBvzmbLo8p8N4FubJ9Aawd8cvqtEzrT7UaVGgvLWmtcNpY+McwTXyzNe/jyD2e3Y3nTNOin7a5zObqXgXl50+9mLKU7/4lNV2uEsihNZTv/SU6QOXq95XY9vRZJ9RFfcQ6RxE5Lsm3d9ep6HOTCBXqGSXfjKX3D1n/7nbY/z2re/zoUv/4U45quz9P7Fg6Po2g1IioKxuhNjW4LCDYtSKr/o+pnBKTzbm9cVmZ1ztE4vd+WWsTA8x+Xs//4sw18anLu2uxP4m8X9bHQn0OIhgquNBYtl5sAE/uYw/kTt2IDp9KMQJSzvILDdhkCe+OY936vDWsYbhDk4SmR9Aq0+RGRdnPDaOGpkYVugHxXc/ZTzMqqQZZWosZeMd5Sie5Wid5m4+gvz1jM6Ohl9oR87n8No7uLmib+llE2hhesB8cNq3/RDAVI3XsRL3IAbjdz48hGaPtbL2OhfY1knyFy7DnqRvHyG9AtFcOqYPDRIbttBQGJy6htkj7cAdWRfLUDv3D6UX10B3GTF7n34VB8+eQVm8XlISNDWhfPiZqyyB56Mc0Nn+CvnwN1E2TeKrEnC9Pb1c3KSxPrPb0L2i3rAuj9aX+WYr/ndTjEGVPRwkwHqflKsY/QpzHzLpnDRJW08Q9kdI1c+w0zhGRxvhmzpBLmDYdh6mnywIObsyk1MvnKUzKkZqA+ir9qAvnI9xtoz1K3pwV3rEnrhCnXdW2r2r3FfBzce/SZOwxqI5+Bnv8Xq3/ppgo312F9/jYY9O1ACftr+9ibRXevQYgE6/8+dhNsakRWVSFvHvDm50sw0tF2ifGYj2YumsDwwxnGLLnqfyth/LVEcdihf08CVyZ4ukn5xBsd0KN4oEmibe6AUTkkQzJG/JIEtPPFG/+YC9i/3E5A345NrA6V69XFCoR6CyibkaB5CWTKvOIS2eYDB9N97eELXpdrJeisgSRIbvtCGHFx63SfxL2SGv/MEpZnV2N0vQmuBQjIh/PZWtSOrKp2/tY3sz6fR4iESPxck9rYIvrhK/PEY+s4Q/pUa2kchtAOCXeBrFdYJ1uEsTtZF8klE7g1hBO/h5lf2YW/YSdDfh1ovKJh6OQSehDsVIH/OASQcb4Z86Cp0pbGPbkKWAmwOv4AqLV25z1izjrEjz+MUC+iJHkbOfolyYQZfYL6ROIg5Ddsskb2YwjnZBk1jlOqvseZPHib7qRzBzgD4RABrDkzQ+HD7Le8dBQ/SJ8ZxMqXq9jLuMVBWYX5bIfyuVwCXmdGXsUtCSEWP95B/SodyAff4JlQtTLiuE2tiACPRg1OySI8dRz7bC6UWXG2SYsaArlM4A/fjOd68eZG7gdlvE9mjiGfHlmbGnzyLdWEcO3QTqKPwqoqxQxRazDOjNO5duLtj9ttIfojsXqp8/Z0pg7Jfwbc2R/GsH+uFLOT8RPaWq+9LHryOW3aRfbe/3j3Pw3QOoiv75lHdDbWPifKfknEOk7afwCWHZT9Pne991XXS9hOAg2k/Q0Bbu+BnpI8LNdOZ46M13Srz1QlwPGZeHqOhb66TrGo6mx/+I7Rgo7AnaNiENVE7q1cYtiinBJWsZM6QHx+lOJ3EdWxkZX5I4DkO6csXcEtFijPTwpjgRaAAACAASURBVP6mfe1t6f0r7t9L3aZu1FAIoyfBMINYA5OiW78AzIEJJE0msrGWDhtaU4cS8WEOTFD/4KpFP28ZP77IXprGnimSPj5G40OrsWeKVRPt9f/pQWRNPDv07gSTT17BLTrIfvGaW3bJnJ2iYX/tdel5Hpbdj67uRZJUOj/yMxTfNYoaWJoC6zK+Pyin8+RvTNP6oe0ArPmVffBjwIZd7si9ScT878RhkvHSnwLUzMfNwuhYB3hY1y6jt1SMTkfn6JXF6SS2Jagj4ycPQGIE8Mi8WCYc6UaWA8wkD+OMq5CYIG0eonxKBJ7WsSzFvPixz1qnhfAGkD9bS+Uzj6YJrguhNWgVS4IHsIovYBafQ9rzCrkXg6SfqCRqY3HS36gYhpdd8qlR9D6V4hWP4rVaoRItoaFGxY+/r0FDjQl6lq/eh6/BR/aYg5uHuneKLuXs3FvqmXFKjphNSua+RsEWc4PJ0WdwT3fA7sPMmM9Ujyf96hjl16L4uwrIsoysKNStETQiWZap654fCEqygtEtkgdz6CL+rQWCjSJ5Tjy8ESUgZjHi71iJFhMJVnTTStSwWDbaOymmpiilZ+a+x6sXof0qFAJc+42KnHsgR2bAqtoT3Px3WXDFrTX8+ykcs0L5ODZH/cyeLOJlNAhnmX46RXlSeL2ZT8hknMPzunEg6JVBRYifZI84oLjkXvGwXiqCViI/IGN+B0LbQb17RfHbQmvyoUaX3qWJdXVCOMfE8SPYxSREskwNnBBGwRVKlqr7iVbEFmRNItAhzoekSgTXVpZlkcQBqHUqoU3+OQXN7UGUkIwk+TDWryTjHECSJfRdYcwjWdIvVlQzj+ZJH8og+T1y4+Oks89B7ysUBzXsGUf40UlL/4E22jsF7fbalSqVbTFRidJkjuKwSK6mnhzBm9JhxyuikxNWiO4RSlqBNh1fXWBe56WquHZy/JblCfJnS1A3jTPYgjkhREzMiQHMiZNV77HZwkvmiCv8/xI9ZKcvM33zRQAK1g2m/q5ybYcyjL78HegaxE37yA28ccXF4nWX4mVvzmtt/QokVWbm+HXyuSGkoIN5wCGwMoYaDWIOLj4nZ/U7RHYpyMGlJZXWqQplsGPhpHoWkQclyAYY/j1xT8YfF+fB2JbALThkL6Tu+FkF9yy2Ny5M7V+/fWUPEhrT9j+QcQQ1/lZvOc9zK9QtMO0D894/i9nr4fVdwtn/W2cm8ZzaSCUQaUFWKs/bRDd58xrlwlw30Lol2Z1lHLilEtnhGwvuQ3b0Jm6Fejl+7AXsbKbym7Y4ZFUl0CAeQsHVUVRDu22n0zw1gb65sRp0z0JSJPQtccyBybsWoVnGjwdm75HiaJbJ71wF5go5WkMQVdeqrwkV1DnhneyFFG7BmUfpLXqXKHk3qr/DWjCK3rzxu30oy3iTMAcFhV3vEmMyPiOIL/rm1Jd/GLCcyL1JzN7oU+X/D5/UTECebwodbl6JrPkxhy4RjK1CDUQxR+bolVX6XsCm8FoJ/GUI5nFHDGRZI6JvZ+bqALgKclOB6VPnRScoamKfbgRH8ICdSRmSDRDO4t6MUkyLYMTJO2RPZTB6jbn9DjyI7aaYyT9BeF8WNwvFVyPgL4qu3PG10JgExWXy1aPVGZU7GRG/Hma/I8RTHhBB3ayh8cwBMeOmynGmsl+qLif7r4OroDxwluSZk6JTpWcoHWuEfBCj5+6GVo2OTkrpacyhS1XLhrt5L1DTlTOHLqFsmkCoXTYLRcxIEfOYSfg+BTkCM98C8EB1qsIuap1atWMAmPySSDKUliJT35wEyYOohXO2SZjL30Z4o3jVpXjFQw57uGmJ/JkyckMRL+Mjc9hDfwtplW8U/voGNCPG1KtCqEcNR6rLdwoCbwd9d5jMyTz514oYe+aEVwy1j6I3RNG9irE7hD3lkD5goTYquFmX6W+bhHo0cFxmzl4Rc3UeWEcXp/UtBkG79WEOXSIU60DxReZ1PWYxG7yqMT/Jr4t2qf/dF+cZRkuShN4dxzo9WVVWK45lKI3nUGN+MudT5K+ZqDE/+aE07uWEUP60dMwTJqo/hl2cIT16vGrkbfY7qAkJrwiZw07ldZepq8+g+kWiUx6oA8MEf4nply/ju3e88t67u89vxaxI0uwzQ/arRNYnSB66DJ5D6D63un2jqxlrcGxBNbnyuEt+0F2yWuUsrcroTtyxm9hQSdzyL+oQKaD3ikRe74qDLC1NnMNZmAINoEhhwspOkuW/AWxUKVGTsOXcARwvhSolsJwX8Lz5M7R2pkT28jRqzF9Du/UcF+vUJGrMj5Mpk7syPe+9s6gWGm65Ps2BCfxNYfwrwuJ5FgyJOe7X0cir6w9dBElCDYbm7uG7eJZKsoTek8A8tbAiaCmZp3DDQl9EQdPoSVBO5qsFkWUs41aYAxOoMVH4m3p6iEBrBK1xvrqy3tWApNYK75gDEyBL4r6/dZuV8QZ9CQJYy/jBgTU4ihLxE1pd//3ele8plhO5NwlNbiUgrxeGsErfghKnkqKgr16DefWSkDBv3ow1Nlj1GbKuXkKL1hFaFxaS+FoJZXUaCgHS54cwojtxJmSQXJo2fBDObATJJfbRAuTCcL2NusY+uCoGcY132+DJTL58HIDMq5aYP6iIkwDVOTmPMnX7m0ABXBnjg0KqH09G2zMGoRzmwCiBDTK+Zmmen9ydYB6wCd8ro0TnvhfjIZXC4Xp8bgcNoQ/iUUaVG4mHPwqHd0Ioy4o9O+G1TlBtou+VwBEdwsQ9u+7q8412kTR4roO+yHD+Ygg0JvBFDBHIAJ7rYl27TKynHWllClwF35ZpIj0RzGPpKgUVR0JuLOFbUwIrTKAzRGxfHdYJcR6gotzps4l/JIpne8ghGf++MchG4EwPEWVxLn5VZfDjKiCBrRL/dIUS5Uhv6XzcG8WsVL/nOvjrGqjf3IPnOqhhnUB8ceuMO8HYE4bKJXirFYJe6YSbdn91Ts4rQ/NnGkESy/WPxJBUifLpKLGezoo/3sJCEreDrKpEVnVU7mcFI9GNOTGwYJBqDkzgqw/Q+LZ2mKwH1ab+3QYF9yxlt9YE3OhJ1CirzdIEWz68CSpdl5bHK1VhV8H4aKWyfHgHLRsfF8fs2RiJHgoXXMrDHk2/piFp4poJ169DVoN4nk284xFkewWMr0DdPAVGDkZWEF2/luAW+a7v85pj7nfwNUsENs79vBhdzXiOi+RTqHtXiNI1j+IVD6OrGdsqkL8xPxmZFUVa6nxc4aagDOoL+Me9HnpvGMIF8GQCXXNCGkrYR3hd3dISOfsAAXk9mrxywb8bykN4lJEI0qT9KiXvKkVXiCdZlUCxRfu3uFhknePz3m+dmQS3cv6ZKwpkL83g5Mo0f0hcC6/v4t6KYLQDVTOqc3Ju2cU6M4XekxDquFcvEV2znnDLSqyriyVylwg1tRLt3IjnOgQa4mhGdMF1F4PRncCeKZK/Zs4/zsrc0mJ02NnXl9Url/F6OLky2QvTND68Gl99AM/2Fp2Plf0qkY31NX5y5sAE4XV1KOFaGw3T6UeTVuOXln3cfljgeR7mmRGMzU1I8o+u1cBCWE7k3gJUTZsXoNhU12nvpDQzTXE6id60GXvSIzN2Cc91MK9dxujoJLZWVE99LQpGXxiQuPml0xhGLwxuBk2ivv7tcLQXqTVJ6zvvBzx4uZeVK/8VXG2HiEX7+34KbIXUU4I2ZR5NI2kSkW06mfNJZo6O4FNW4B95AE7cQ2zFLrS1oiKc+FgMVoqqfMMHIvg2mhQHg3ieR2R/mfTBLK5dS7tyTI+x/1bEK3u4ToGxkS/gugVKEza5Vx0iD9ZeZvp+IBMgdO5xdG0vfPEjRFLvxPDvgyO7UO8fIqb3wfkNKGuSrNglTHHlVUkCsbuTy/bXN6BFYyDJ84zT7wRJktDb12JevYznueRGh3EKBYyOTkI7xeC+3idh9EbJn89RTpUJ7xIPkNAOD2O/Co5KaHUMozeKm3XIns3g2i6lKyraWpvo/SIg0ncYNH5YJCDq1/4ZihQm9dQUuQsi0Zj+X2WyJyoUzX4HX4tE878NAB6SotLyb4KguKB6RH5A5rFnE2ejvbPa3TTa1y7Zz2X6H/NkT5ZqXovcE0QKSChRmdCmuXnDgLwen9QqfoCbfGhrxDVa95hOoCIME92rC7XPwS6igf2Et2lMPzOD6949jdDomKPdGokeyoUUBatWgdB1XNInhwl3RUW3IVWPb22OWLgiT1/p6Fwb+DNSo4eqnl5TL4jCgTkwgdYYpKGvDUmTUXSNxre1I4XLoBVp//jbIJCHc5upX7UPf0SIvuiJrVVhoti7VCL3K5j9DpKsEla3wYV1GIltaKceBU/GeFQi0AmMr0Bv6MboU8i85ODm7p7K5rke5kEHo0+pOc/GFkF10TckiL6tYknQb6N3VebkKvTK4c+NMvn3IkE1D9ioDRLB7qXbDsDSJPVleS6Biz5aG8QZPQlyl6exrRJuyWHs6xdwi7UdStcrYjkv3tZ7cLarriu7iaqPiX2sJHCm009Q7qLO95OAjOnMp1eaA5PIAZWGh1YL2u0tJsdIUP9AK8GO6G0THEmSCfu3MXMwjeu6pM9cxy3YGD2N5MfHxNx2RydGeyfZ0ZvY+VpBEqdQEFYbHZ3olS7cYmqVt8PsOUmenO9laA5Mokb9BFcb8/4G4G8Ko624OxGaZfzwI+ecJFW+vQiPdWYKXCGSc6uR/GLQexLkr6YpzxSwrRK5S9Pz1vc8G8s+hKEuXJhfxg8mCiNpyjN5jAqt8scJy4ncW4B634cJyt0Y6tsWXWeWTmYOXUSyI2BGGTt6kOzIMG6xiNHeSXzNw8gNBRq7d9L2+G6QXAoDPspJCc51Id1YhWQ2wPBKZJ+GquugleDkPfiUeri2BnV9GtXvh5l6yi+JC9o8ZhLZpiMHZG7+5WmG/u8TeI4L//BB+OLHUO04yvpJpOYU+q4w+uNJaB1jxbs3E+mpg+ko1o1zuLsO4E77SZ2o9cFLfqnM8GdLpJ92SKWeZvjmnzKdOsj4XybBkyBaawar7BoE2UE6sh/10n3wO78Bf/0J1OFuuL6a6MNBlGwH3FyF3hNHb+nEt22M6EP6XZ8bSZKIb99Jw9btqIG750obHZ04+Ry5sVExHwfo7WtJfLweqSXFip9pxtgpAhDrZRO1JQ/+Ao0/FyD+cUHXUtUY+r0GSOJczDyZh7KKsV8m3BUmsk2n8T1x4u9YD74y3gv342Qchn7rCiN/fhO34DH06QI3P1vEczysgzZGn4JqyGjtIGs+5IBEoLuIXJcT5tk/ADA61hFqaqF+yzb0tg5CzStp2HrPkt7rFjyGfjXF8O/WWkrImkz8QzHiH66roc9JkoSh9GHZB/E8B+kD/wCPPINSbyO97x/gwUOoK/NIXRfgRhtqei2uz8RJgfXK/C7BnY9tjnarV+lrtXNy02cGcbPgJq4KT8dCkOijWtUT0LQPUMyPMfXENW48//cohgLBPKkjQ4I+d3oSvSeBrCk0vq2d+CPtSKqM3HcMre8KPn8Y2q/DzZXgqsQ7HqFu5YP4/DHMfht/h4S/XUbvU8ifdilPuDDYDUfvRy214L2yGSSX1o+tpb63E8oaSno1ep+KVxKKkXeL3ICLk/LQX9dFC7bVo29uomFvJ/5OCW2VhNnvoNWFCLTGMM+M4hYdxv6Tn5v/vijEBg466PuVJVdXrar63J29DgHinwohN2ZJfKSu5nWjJwEuWKcnmT4ywvAXB0m9OFyzTtY5ikf+tsW7kNyDruylwfdR/FInPmklptOP6+XIOEfQlT5UKUZYvmdBzzlrYAJ9SyOyTxa024qhsXlqgtCaGKrux+hJkL2QwskvToV1T3fiHt5C+rULjB86BpKL3GpWKeP6bKHF87Cu1ypoWtevgOdidHQSXbOe4Ipm6ru23fG7fT3UBg+aR0m+errm9dnjMbrjtz3PRk8c68yUUH5dxo8FbhZ/k6uFT+N6i7MmzIEJZL9CeEM9DX1thNbG0Lcs3pGf6+5OYp2eFN6or0vksu4JXMwFKdPL+MFFdT7uR9wzbiEsJ3JvAcLKjory3eK83NmZIXPoEvlR0fHKDt+s0PYk9NVrUf0623/xD2np+iBqKARRC6YMRg8cAcAbr2Pym8OAhFtwmDpxXCRyZhjz1UnIBVj54Pso3ihAUYOSxsSzFyhcyWP0RrGzJbKXpnFzNtbZJKULfrAVrMFJSvJF6v9FElmWWf/Z3ew4tw7FpxK/RwTeU6+cpNT798CccfUsZql+5gEbMy1mKCzzGObTZVBsCrlaMYNs8CBsGaR0aDWZgyLgKx5qxjoo/t706FYyp0X1ueleESh1f/aXWPPen777kwM07dpH+7t+4g29d3YWRAimXCK4ogVfKEL93hXc89pqQmt0QhvCKIaCeSxN7nIapfs69Y9FCHdpBNbLFM7IqFGV0KYw5tE0yb8TVe/Gj0aQVJkN/30TsX11KIqCttbBuRLFfNkU3n0nTDKHbbw8ZF9yyBxxhL1AJVBO/GIAJyVRuumS+HUXV5uhcPGNzze9lVADQTZ9/J8TWbka2aex6ed/ecnV/MzxopjtOl7CzdcGb6v+3Qpaf23+j7Wh9uEwQ8Y5TOnDvw+//e+wnBcovu9z8F9/Hcs+RGnzkwBYp6co5USBIfnNyXnbuhMCjSvwRXQhohNK4A83V0VHZpE6KhL/knGKzCFxDCs+3lD1BDSdg0wOPQmejH3Th3ntEhhpnEkF89Q4TrZcDTLaPtVD60e6KLk3cD705yQ+bmAXLdh8GsoaY0+cYUXne1hz36/hlT2sFxz0irDQ7LViHrQpVthz1qkkpcEoysosWjxMfPd2kCE7aKHvVpD8b2xOzjxQmX173VybJEus/zePUL+zQ3S6+1Ss521B+d7STObCOFPfTELZhzuqk+4vUB7zquJId4JbdrEGp+7K4DrxU/Vsv9KE1qzVvB5eV4ccVDEHJqq0P+v1YiPOAUBFVx5YdPuSpLA+9I/U+35CFBrUPiz7eSznUM0crK72kXVP4HhzRYvieJbiWLamy2CbJTLnkmTOp2pe92yPzODU/B2ooHRFdByTL50nf64ADUmy2TOYQ5cINCbQdINwy6rqHHfNcQ5dRPZphFvbUEMhNn/iVwi33L16pOW8CFtO45yPYxfn5lLz10zsmeJt7SJgVoTGJrMEEZpl/PDD9QpknCN4lLCcw4uuZ56aINLViOxT0LfE2fT7fSjBxZ8ZoY4Yiq5hnZoQSWBQJbyutpAjZlkldHXvW3U4y/gewDozgn+Fjr/xx09ZdDmR+x5BkiT0jk6sa1dIXxGmvI5VZubiWUJNLSJxex18G7Jg+8g8XalUFgJM/tMw4OFJeSa+cVOIkyBx88/FNo3uBObRuQ7D6OdF0mX0Glinp6ASE49+9RxeSfxn7OsXcHLlBYMgvXU9NM5gnZoiH30BNrxGrn+u4j0bNIII/CzzZQDSM8coDPqhbprMuVplNbN4CPWBS+ROSEx/U1A684Muqa/a+Fol/OvkGsPa7yd8EZ1goomZC2fJDt9YMBGRFAn9XgPzmIl5LI2+w0BSxTnT+xSsFx3coofRa5AdzJA57CJFSoS7/fO2ZeyXoawy+mcVo/ScS/LvhOG1V4aR3y5VtwvcIkLjYOwV2zOf/+E3z509Bq8E1kulO6wtoCv7ARgp/Q4e4j1jpT/ARQjrjJf/BKdtAFn3mHr6KmUzDWqZzLHF/a0Wg6DddlZpt0aih8zUWVx3TrQiezYDsWkK9gXSzxbQVkv414jrwlAfwvbGSV4RCpKUNEYOfxuiafBkbn7xlLCR6F54CN9QHsKcPAX3vwRA6htzVevMyw5uZi6ZCvXIKHUw8+0ipQmx3tQTo3ipEOGd4r5UIxqhtWI2TA5JRHYpb2hOzup3CG6R8SVu/9Ni9Ck4aci+4mJ0teCVXcb/ajahlhj+D/nqektBVX3uLhK5xSCpMvoWYdBeVQo9NVkjyGLa/USU+1CkpbMEDOUhHGYYK/0REhp6ZQ5WUPMdLPvQ3ParJsXi/M/Sbke+chacuTmgyKYGJE1elHZYSuYpDleMvE+kcSfC0DyKOXqSzI2rVaaIpCjobR1Y8xK5S0TaOha0JbgbmHY/dA1CSWPq3JF5x3mn86ZvjYM8P6Fexo8mRBInfvesBbrVAKUpoQh8N/e8pEgYW+OYAxNCKXVrHEmtfVaZ9gFC8jZUqWGRrSzjBw2u7WC9Nl6l8P+4YTmR+x7CaO/EKRYoTI4TSDSCJ5EfH120S9H43soQ/UQjNIjkzBlTUOpcUCTKlzWkdqF4WLhYIrjaELMUx9KiyqyWsW/6UetUgutCWAMTyAGVYHuUzNkkkioRWldH5mxywaBxFoGuIs75ODgSvgev4LyylpIlqqqzQWNkl0Lxooc9ohKJ9GCfaoBsAK2rUKOs5rgm2dKrImFxIHvMJbJLBGuZI041cDMHJquGtd9vGO2dZEdu4LnOoufK6I1SnihRGi2h36oO+pAqumlHHSE2U5ZwJ/wEtixMEWr8qKgm5V+B8FZhjG09ZxPaLiP5hfpgsFvGFxe3bmCTjK9Jwjxg41+l4u9QsA4V3uJv4HsP61CRUI9PCHUcWlpi6pPjBOVuMs5hJPyE5O1knMOATFjuFcuyh761oXrNq6025WEFt3j3ScuttFsj0YPrFMimREHFzuZwbobwrSmCI2MdcjH61OrMxSxtx77uQ262AI/8zSTBTkNQqodyhDpiqEZtsm86B/BJTQTkTVgTAygrs1A/TenYXDBjHXBABn2vCL4lRcLYrwqBHU8E/7mjYj/qPzhXQDJ6EmQvTotOYJ9CftClPLZ0Kpub88i85Cwp+TL2K4JqfMAmsjGBpMqUzoWQGjOg2hRO+/Cvk9FW3sV8nCzdllZ1NzB6EpTGc5RTBSKbGrDTc0Idtpck55687XzcgttU9gMSGecwEWUXsiS++7ByHzLhmjm5WZGcQKtIFH31AQJthnhuawqRjYL9IWsKkU2NCxodw5yQiNpWxh3VwZMJbtTIDg/jOXaN+qTR0UlxJkVxWnS9imkx0323ar8L7ofTT2hzEBSbmZNz9E3r1ASBVTpaw+1p72pYI7x2aSI0y/jhh+n0I+EjJO+Yp/BbXWe2CLCI2uliMHoSlFMFSuO5eUmg46XJuscx1LfQiHUZ33VkL03iFm2MH0NaJSwnct9TGO1rARFArex7F7NOhYslB4n920AtQ9FPaLsHdRmwfYS3RwitE8lCeJuK0uhB0Y/eLWg21gkLozdaCRAhskNHkiVRgdrSSPQeoRoY3tBArFdc+AsFjbOIbm+FQhD5Whfxt6+Fso+p518D5oLG1v9YoSed2EHrql+BfhHktP5z8VnVQf3iYcChYU8ncqWxt+JXNdSGSoDbpwrD2mT+LamuvxWYFe2QVJXIytULrmPsvEUR9BZ1UP0BBVQwDziEt0aQbKFMGnuHb6HNEO72I0VKkA1T93A9oTU65ZsK0XeoVVPkWwNlSZLQ9ytYBx0818PYG8A6UsIt/WDMyb0R2CmH3JkysUcCRO7zYz2/9MR0NkGKKLuIqe8EICRvp873AQAC8kZiPeIc+hqD1D0aA0ch+dTi1LRFP+sW2q0e3yIk3CtzchPHToKr0LhrC/L1LryMUnPeNHklmtUN6RjGxlXICSGtXrdpE0qjSCpfr7446z02m0CYEyfRG7ei9ozCSILilEg0zH6b8A4ZNTZXBNH7FJyUgk+rJ/6ONZCqB61E3WO3XLc9CXA9rDOTc3TMu+jKWS86eCXmzcctBLVBJrRNqGMqfh+hVSsgVU+ot4S6RnwXS+3GweLqc28Utz57Wj9W8f4cqFgz2M8B3m0tQhaCKjcQksU85a3zN7KkoSsPVO0JPMfDOj2J0ZOoFYypXA/65gZkn3LL6wkKNyxKyfmdZXNgEtXQaHysohSrlmnd9xhkAyBLRNo65rZTnfsUlODZ7pyx5s0lcmV3jLw7SJ3+GHLnJLlT4tnklhyss1NLDsT1noQwf84urUO/jB9emHY/YaWXOvU95N0zlN35Cbw5MImvLkCg7e5m52+l8Rqve8Za9guAszwf90MG88yoKORtbPp+78r3BcuJ3PcQaihMqKkZJRDEaF+HHFFBgnDraiYv9HO5/3MAJK8c5uLTv4+iKNAwA0U/8T1b8EXEA6vukTq09SK4rdvRSXhrGGwfobZ6oYqYdTB2RgnfKwIqpTVNcSJLcTT7/7P35lFyXPd97+dWVe9d1bNvAIid2DEAsZAECZIASdmyZK22NttKoihKbL/nxH7Pec+xT3JOEm/xkvjFlmI53iTHUrRGsqxIFIkhARIkRgCBwTJYSayz9axd1Vt1Lff9cbt7ZjAz4ACgJMrC9xweFGtuVd2qruX+7u/7+37nqDvVlm8l2d26/SEQIZGLT9D6+EbQfcb+UlHIRr/zGpFto6Qe0hHNNlrfY6TNLdC3A5JFGp5uVMpqJ6qDIPcQmkiQTj9A+hEV5Jh7dczH1cDEfEKfZVi7GJRKl+k/9TNUKiO47iD9p36Gcnm2ua3v5+g//VEK+TMEQZGzZ/4Jjn1sVhspAy6c+0Umxp+dtd5ctgI0iLUn0IzZA8VrV36PwRufJtYVQ+8oo7WWiS2bDoh1U5DerWP3+GhRjUiyAYSk5WfTjI99k4vn/9Uc2fr4phCKSdLdJhGrCRCkH5oe2N4sx27tM/DHJaWTIYmHXcKiZOLw5VltgnzI2XdkcV528Usux9/2MoNff3VR1/f7gdyBMufeM0pYltgvuqoIfW8ca2+M0jkfL7u4gKI2uLb0fXUPIMvYN60sq++rf8it7jba3t8OSCa/tbAX10KIpE2MyfvJfmUQPZJCO76XkU+pICR37BpoAW0P7SD6+uMgQtKPzQ5Mojf2ANC86nGi7So7k1jaRHK9es6T62YPUGreY5axPswaogAAIABJREFUDzc/RKU0htXWjfV2CVJj4PP9+FOSwjGV/QsrAed+7QVyx0cwH1ev+oi+jPTmFhhvJrK2hDaDVpS6vwktrmP3ZUls1TCaxRvWyQ3/F5crP68CCLvHR8TA3LO4AMzaZ5D/bkDgSGJiJUiNxnck6qqriR0e5RGb/t/4O9xRZ8H9+PkKxdfmqs/dDWJdaSItCWKdKdLrmjGWlMkefxGAka++jvjvP09K20H2m6/x+h+ouuCx565w6bdevqVxtTmjLu7m9a58HTe8SvH1SYL8XKr7zPd2IHOcLTxO3n+FdLea1MsefwHph5z/jYNMHRlUctwns5jdbbQ+vB1EiLG8jNm+GYppIg0x9Oh0fWCsqZWImanXydlXLhFJW8Sb7+661v32jH2ktkaQV1spTw0z3n8MWQlJbo2+wR5mnH+o6lvv4a2NfHCEs4XHCWSOYnCS/sKjeOEo5fAi/YU9VMIbC27rhaOUwr5Z7/Cbs3IylDgns5hbWxetLHmt/KsMuP+BWFsSvcNFa3GJdaYZcv8TV8v/snqcA2gkSem77/DM7+H7hdf/+AWyz6qEgn1miNSqFvTk4t4l/9BwL5D7PmPZU+9kxTt/CqFpNHVvgMZxAq/I2MUXmLr+Km5+lLGLL2APnaY8dYPojixIDTmVIqq3Q7yE3n0dbecZxJOHaOl+gI4P3weALESwe20QYO401UyylcM1Ls2quUhvbGHpP9pM69tWkFzdwNKPbaHtHasX7HPMbCW6SqBd6CYsC8jk8HqX4E7k8Pu6CB7+NmFYRm4/ijy2hbAcwLUlsOp1IJilrGaXD5KOPowmYiz5tzFW/rc4uino/LUoyz8VJ9Kq6j1incqwdjGYHH+WUukSU5MHmZw4oJYnZst521OvUCqeZ3z8Wzj2MYqFfsbHvjmrTbFwAcc+yvjY381a78sp2HgKuerCrPVhWGZs9OuMZr+CDH3CD/wN8oN/A3J20GHt0ymeCPHHJaJiEt8gibYajI1+HTv3MuXy7KCr7eNpJYAxHEVOJUALCMIiLf8oypL/GMO8KSCo01F7fMINr4AWMPbs1VltnJdcin0e418qMnboPGH/fYx9YeHB8fcb418sUjhaIX/UxT7oomcEye4IZq3ub5H0SlN/nCWx/0hL9B+R0nayNPbbtEX+OXFtPctiv0979P8g1pbkvp/fRsf77id+XxJh+RRO3f4svwwlwUAG7/Uofr5EeLEdOdBCYWiI0nkPfUkRI5VEnlwHK64QRGeL/mg37kdP61gtuzAaDWgbIa+9RMc7N8DS64Tx2cIOTr0+bh/2qMr8WW3bWPLBTaAF2N/ScA75EIK5XyffP07h/ATjPdfwKzYkisiRBoKhCFRitHxwtty7FtFIb2zB7ssqE+fHq5neBQITKSWjf+4x/jkff1Li9ASkH9bRkosbWJn7dPDBeTFAm+xExEJafqqZ9l80YdNpZMsQk71XKV2fZOrotQX345xSfms3z67fDYQQrPiF7dz3z7chZUiwqRfvXArfLVB8tgn54oMExZDRZ64w+dIA3kSZse9cIXd0GHdoYZP59sjPszT2OyS12cqPlq6oXLbfU2cv3GyQbXW3seSjm2h+cjm230MxPM64/3n8JSfByjHZd4nCxUny/eOMHbhaFxKxtrYRzVi0/qzFso/uJCiXoRwjTMxWhK15PzpXX0cGAfYVZYtztxLstt+DIZpJaFtp3LYBpEa27yXGTrwKuk+wrndR+5k50XAPb22Me5+jGB7H9nuY8L5AKTxJLvg2E96XKYWnmfK/seC2TvA8oAL/pNaNLprq2eoaSpdz+HYFa9viJhlCWWbM+2vGvL9ASg/50f+O/MefRuIx6v13xr2/IZD5au3rI2hifnbSPbw1UJkoMPndq4w9fxG/4FK8PP4jS6uEe4Hc9x3pZStoWKsMXls2PgiJMpNXeymOXwFg6vpxCqOK2pIbOIl336uAZOLgAG5/DLb0U8j3kg9fxnpaQzMipLdYGE0RnKMO9pEcyQ0pjEyEVFcnYu0NSucLOH2j9ZoLoQva370Ww4ohhKD9nWuINt26RqFp+3pKl8pMvTwITRMw1cD1vzgJoU740LeYzD0DO3qRkwkG/9ABPwI7eynkT9eV1SZPncMNLmPFlRpUcqtO0wdUhiuxTqflZyJIXxnW3g7v3bbVQMDO9eJUVTNr66bbHAHAyfVOt7d7Zw1S622c44ThdODg5L4L7VncaD9eZby+Pu+cQMoKvj/J2NjXkWv7kOv6yBdmS2yb+wyQMPEVD/c8NL0/ThAUKORP1fs9E43vjCMi4DwfUj6pgVnEOZrDaBR0/FK0LqRSQ6RDI7FJw+4JyIeHYe1FSi/P/j1r4iH2IZepHnUO3rEOQv8Hr3Apw2oWDtVP55CLuSeG0AXJzRH0Rg17kfRKIXQ6or+EIZoQQqM9+otEtHaEELRFP0FUU4p7rU+vJN6p6hETm3TCsQiVsdsTiSldtZElQGpc+9xhKMcAwfUvPo8cT5PcmCKwJe4pEzafnmVPIMOQwtUhGlZ2I4TAdUagaZLcaC/m6vvQV+bI3yQFX/Mei2jt2Nk+osl2YukOoo0mLBkhONmJcyBAS0N6l16vm6optNE8jnsmQu4ZNdHQ8v656l5WdxvuUAE3W8Tar+MNS8pn56+Tc1+XVK5KCGHiSx6lM+Ft0SHTD+mIhKqTy78I5t4IekIntTZD5KEBnPNDOFVJ6Zq09HyYVp9bWDX4TmBta8fa2kYpPIncdBS8KNee/SqMNYIUTB66QfmaorNOvjJA4dJkvT8LIaJ10B79hTnBkfJB7MIJelRGdGWGSMPswaTQNTrecz9GOlrPUNj+AfLh87DpDJXTFrkq88E5PYb9alXoqqZ8+t6nadqyEeeKuq8CY6iu3Fo/5xVrCMolxvqOEpSKde+4O4WUEid4HlN/HCE0mtfuhmQRu2+I0klgzSXykbkeevNBi2iYm1ruCZ78EKAWeNlBz6x71akvz1/3VvubTgNJ7QGE0LD0J3CCntnf6tusj6uJp/hynDHvM4SbepFbjjLufRZPDiPxmPA+jysv3TZl+h6+/6h9D0rXJ5l45TJI+SPpH1fDvUDuB4hk00r0aIqhk18HJELTGT71DWQYIDSdkf5vI3Ub2kYp9MTwJ33i3UXGx79FxR3AyjwIVGdSd1vkXp6icCaPNUNsI7FBI7iawe4bmVNzcTuo1c8Mffk8tKpMQe6PVkGyAN19TEx+E3acBGD0kwASnurBto/UldUmjp9V+4rtXfA4+QsThGX/DeWoawj8PIX8GYQwcOyjOM4JhDDIO32EQVXtUUrsXC9CGJTLV5iceBYhDLxKlnL5Sn1fTrWNDF3y+elgzLaPIES1ZmhGgGjnekGogevgwJ+h6h+1ejBZQ+oBDT0DQ7+rsj7WPgPHPo6Uvur3Te31lCD1oM7433pUrkvimwLsI7Nnz2+GuU8n/3KglAy7TxFe7KI8Pr2NfchFRMAbDCh8oxMMH5w0E9997RZ7/f6geNojmAwREZWZqwwEWI8ps2+hCay9MZwX3VtS1u4GjU81AILRr4y8YduZqA/YhWTy2Wr2TIQUDqvXatPutSpDFggiO4ZmBXLF4UGCcglr5Vrc/ABeaQIEuKPjCE3DWrEa+/Kl+jnP9B6TYYAzehqrbWt9f7HdYzDVwMT/cjEf1RERoTJrhsC3K4x+63WiG13CIoz810rVy23u6782w+30Zafr5A7MT2t1qrRLEZl9by8WWkxg7tGZ/KpP+UJYtxoQQmBt6sQ5M0T+YhahazjnRwgr8/fD7hvF3NQyR33uzYLt98D6c6D7TH5JBbXCEAx+4Vx9eehL5yFUy3cSaNR8EHP5wxTOj9+SJiqlxPYPIIhQkVcY9/8nbDoHOZPRZy4hDEFY8hn5xiXiS02iLTdN6ly+hBaLQbw8x/vQXKGYGYMvPgeAtXJhpsZiUA7P4snhOrVZM6JENk7iHrOQV1th01ns4HmkXJyojtndhjtcwB1ZOOt5Dz9YuOFlKvIKgghT/jcohacQRLD958gH30UQURYc0puzrZQSO+jBNB5HVL+tlr4PTw5TDs/V29kns3Vxt8VABZPq/TJY+W3Ut1qvLgMYDFZ+p3q8hb0h7+GtAefMEEJX7/uhr51Ei0dIrWr5AffqB4d7gdwPEELTMDs24Jdz6JEkjSsexC/nEFqE5lWP4pdzIATJbg1ZULOzmYfa8T01aLSsaR63tdsisAMIZottNDywAkKdoODfVQ1JjdbiT7k0PG1B1IWchfHQ60TjHRSdc6SXLyW+USO0dURLkdSaFpxcb11ZrXCqTERrJ27cv+BxnL6sUtzbsriH0nGOAQEtbe8jDItI6dLS9j6k9HCc4wCUy1fwvFFa2t4HgO9N1JdrQVQYlMnnT9Lc8pMgdJycys5JGWLnemlo3IduZGZlz2y7FzO9jXhiJb43QTK1nlRqw5wMmzAE5mMGflaiN0Byu4ZjH0GIGE0tP4HjvDpLth4UXdLPqkF8wzuiuDdc3MGFM0bWPgPpQnhiJQ1PNEKoM/qsMm6vDPi4r/u0/GyVqjppEn/X6wBMHFg40/H9Qi1b2PKRFP6oGtBZe6ezEdbeGN5ISPn89yZ72PKuVhAhuedvj2paU9zTW3zwDIh5iFYbKlGIVWjashH7QICWBOvRDM7YGWRY9VysmzGvrg+m08uXIosR8oWTWCvX4uVtyuPVrFpwuO49Vpi8SOgXsapG5ADN71P1dMG4hrXPwJtyKV3O0fK0ErPwp1wa3hYDDfysXDDgii81iTTFsfuyRJdpygpkgTo5uycgukxgPaXuVaNZkNh6e58Ua79Rv89nZvOsTV0ExQrSD2nZfz+yEpC/ODdAcocLVEYK31NhJDs4QCK5Bm1tFnImtExidrfhT7kYVpSGB7vwp1y0uE7T3mXYp0eRwe0bV1vGPsLz7cpb7xaZBle+TkVepSXyMQB8maVp2xYAglxAy5Mr1O885c65LlJK7CuXsFasxYg31Cm6NURSaRLtnfiFPIm2DiKp2xOSuBk1Jc6ZWY701gw4SkGzYdtqAjlBMexbaBezUJtouEevfOuilm1riXwMX47WlwMmAZ+WyMcIyZMPvjtnWze8iCcHZomNTNfJqXspdAPyZ8fnUI/fqE9p/SHi2kZ8mSWpdZPSduDLLDGxGkt/DF9m64rA9/DWhQwl9pkhGnbdh56K4ufKmBvav2cTeT8M+NE987cIrK7NAJgd68l0qRn2dNtaMsu2A5BsXknT44oOFlkKjSt3gGdg6O3E4vfV92PuUsGbFteUbH0VrQ/sBF0NxG7nxXczarQWgMz2dsRqFQCknvBJ6w8SVMpY1k7Se1XGL/mAj2XtplDox/NyWFtbCAfTJAv7EUJQKl1Gyrkz7HZfltSaRozU4opW7dwRNC1BZ9c/BgQInc6uf4IQkXr2rBastXd8GCOi6Fetre8mFls63cY5jpQejU1PkE5trgdjpdIlfH8SK/MQlrULp0rH9LxxSsWLmJnd9YDasnZjZtQ5+74KCkrF15FS1gep5mM6QhfYuV5McxsNDY8ShqU6zbKG2kA7ulzQ+A41mJp6ZW7GyPPG8bxJzEd0iARwbAfLnnwHxMrkvqWyJLVAqfVnUuhdFQgFbR9oR6wcpHj4zVH5WwzKr3lIb25WzTlYJrHBqEvhR+/Tia2YDjSs26yTu10Y6Qham0/plHodykBSumHfcpuZins1cZLYcoP4GnU9jWUummFg9/ikH9HJLNlCWPRxRtWscu7SmepAOa1okql22lYoZc2x4a/VlVInLqrBzlThO1BJYuqPVAM/gdm6pd6fth/fqCZXUPVxzik10G1+Yhnx+1SGPvNwK6kd6hxr/oM3QwiB1d2GfTKLDNR9m6/6IAKUzqqaOelLnIM+5j6jfq+aj+sI7fYy/jU/RKNdEt84/TkyNyn1MRHR6HzXFtAF9hlVY+hPBngjVe/KRfqQvRGklJSCc9PL59XEysxMaGqLeifFtkwr6ppb2+rBhbmphcyODsKiX6dZusP5N7S2qIyX8PMVpUZ6ejNEQtIbmvHCUbxwrll9rVayLfoJImKJWm7/aUSXokk2PrKE5GplcnyziFV5fBTPsbFWrsFq68bJnpyTDaupsdb+LQVn65nhUnBu3uxZObxEKOfWmdp+DzFtbZ3SDNC8fYdaSBZZuu7js85pIfiVApXSOPEl0xMN9/DWhLJIWUJb9BMA6DTSEVViIhpJOqO/Cmg41cDMD8fxwpH6tjA78I9p9xETa+oBYv7sGNILF/3MzxRPqQWIprFvWhjL2IdpqCycqT9x1zWh9/C9Ren6JL5dJrNlCdZGVRf3o0yrhHuB3A8cVtcWEDqZpdsxOzch9AiZZdsxO9ajGXEalm6jee/9EC9jrB8nkVgDV1dhjK+c9cKJtkVJrk9iPZRBi07/rEYihb52ErF0fE7Nxe0is6sTYWhY29qI7r0KIiSxwUD31KDLSDYQrlQBSfKdQxgJC5CMjP8lck3VBP3kfZTL1+k/9RHGRr82a/9+oULh0u2pz9m5XtLmdiKRZtLmNkxzB5FIE2mze7peLneEWGwpsVgXDQ17iUY7iSdWY2Z249ivIkMfO3cEIaKkzW1YmQcpFs/je1P1gM6qBmyeN0a5dBk7pwbYlvUgmQZFFc00PFqlu4Y49lGKhQv0n/4wkxPPENs7CrqP9uhJKpURyuUrmJndmOYOQJ9T05fcrvzhMj9uEF8Rhwab7PNzVSYvXfhVLl/6dbSkQN96GXFiD9FUC0JEcb+uZhbtgy6Rdo34OgPwoZik6YE1JB7KE5xZSsUpztnvm43KYMCZJ7Nk/2o2JSosheSPVrAei5PqjmC0aTQ8NZsuE11iEFtlLLpO7k4QjTbB1SVMPe8wfuAq/f/yOcqDC2fo8mfHkRU1mGh5fC0gaXxwCW1PbgEkseURKtdD3Esq+5VIr4bLKxl6+TkqRZvC4A2EWUGGPs7Yaay2bWQyj0PUw86eIpZphJjLyMlnABg/2o9++iE0kcTO9pFsXI0Rnc6W6BEDseEapPJE14B9IouejpBc1UjDrg70dIT0+iYyP2GgpcB8dGEKpLm1TXk/Xp7C2m8QFqHQG+C86NP/YBH72YDCsZAgpwJC62kDdMi8/fZNo+MbgaWD6E8dmfU+i1gJUmtasTZ2ErESpFe34pxWk0dXfnmKCx9RQYvdl1Xqkkvm1vvdDib9L9Jf3E0xOE3u2TL9T2bJH3VnZUJbdimBksZdy8k80AGaoGFnB9Y2NRuc2dmpmARCXf+g5NH/ywcY+uK5BY8rpeTCvz3E1U8eJ6K1Is7sQF83hBbTeb38UV4rfXjONnbQQ1QsIybW0GC8nYjoIql1k9jhQipP4v4kDbs60eJGffKthrqlQDWQ8ys2pdyVWW0ya9fX/y0ER+kvPsiU/3eUgnP0F3cz4X9uVnsvHKW/8CDZyh/PWh9KFyd4cY6Uu9m5HtE1RnTbJLHIEhLapgW9wmq4duJTnD/4G6rv3W04p0aRwQ+vxco/VEgZ4PgHsfR9xMQaYtpaMsaPEdWWktS2Yxn7iWhtpLQH6oHZ5fLHuVj6KUAF/lGxgpi2ctZ+LWMf+eAlQlmpUsY1zE2LM+yeKZ7SYLwdgAb97WSMHwcgY7ydjP42QKv//R7euqhN6JkbO8lsXwaawNr6ox3I3f6X9x7eVMTSLWx53+8RSTYihMbm9/4nIvEGhKax+T2/ixFPIzSD9C+foOIPUZq4H3yNIKcGATMHP2v/v/VzhDAA2j6eYOjGn+FV3kMkeuc84panVpB5oINoc4LoT38Xt1+jNJZHKxVBhFS0K5TkGDwxjHjnKSqGoShruRcwkucg+SjumRj2I68AIbmpw7RWKY4wrT632Po41x3Cda/T2v5+AFav/T1E1afPsnYzcOOTVNxhHOdVmluUp9iy+36FICypzIO1m7HsV8gXTmHbvaTNbjQtjpnZDQOfxra/i5PrJR5fQTTaptajauZKxYvoukUydT9C6Gzp/hrRWAcy9NG0JLbdSzSqvJtyU4dJNdjw2b8muH8jdk6JvViZ3ehGmlR6I3aulyVL/0X93IQu2PBSEj0tcMuvwbp+Kqe3Evo+mqEeW8+boFg4A0KnUhkl2HYQ/vxjVG6EyEkTPJ2xZwexXxRknowhpSSYMCDUKZ3UaNjXQPFzBmPPn6PrJx+44/tiMbAPlcFXNgPt/2x60O28UkFWVNZNGIKNz7Shp+ap3dobY/wLRUJXosW+BzOmJRMQDH/KJrJ9GCTYx7PEu+anltXqz9KbWtATHUR/P01yhapBHdjzDEZ7V52SaO3XKQ4OgdQo3hhmrP8QSIFnDJKfuEDol7Fau9E0jWhLmsponpz9slKZnLJUPaUdIRCCSmmcwuQFOta+d06fGn/1EhOfHsS+ugS7L4u5pRWhCzo/sJ62n1iNFtHp+CWN5o9E0DMLX8Oa+qPdl6Xt6QbQVZ2c9NXAOfeMr3wfBViPGxjNgi0nU0SW3v7vUpan4Zvvxk8mkfI0Qkz/9mt+ZX89w2dt7mLwqyeojJWwD5WRLpSvejinRml4qOuuZ9Fz/rfVOfvfwX1OZblyB1zk5h4EUUz9EbQ1SaKfaiTZugpN09jyqbcRaUkghGDzJ58m0pRAaILkqgbsvizJ1Q2EbkDu1RGW/OymeY/rDilbGG/Kxc0WkQMtBI98iUr4PvLBy4DEl+MYQg1apfRx/IM0RN6NEIKlsd+kM/prCKHR8aFVvP70Jyhqy+h4z2O07F+OnpidcbevXCLW0ESsoQktrhggdraPZMOqehtz2Uq2/MK/JpppYND9vLoWwTNU5NXqtfoOzZGfqbd3gh4kHrngGTr4lfr6QnAESQnLmF1zpGkaG3/rJ9EMNWFj6fvJen9KKIt1k/SZkGFAbuQEoV/EzQ9gdbcx3nON4utTpNY2vsEvew/fTxTDVwmYwjIU82Z98hkE6ndem/wqAnU/msY+hit/QCUcVPVyVKiE13GCQzRFPjBnv5a+n1HvzygEvdh9FdLrm9Biixu+TounbFff6tSZeoZ49vIpImLpm3EZ7uF7CPv0EPGuDNGmJE17VmKubyPafHcTeT/suJeRewsgmmquD2CiySaEVvV8SjYgNPWyarj/firFQcYuvgCAV5qinBuYtR8jY6Cn5lKmGtp3Q9ydk/W5XQhNEG1JIGVA0TgMXYPkTznk7ePoiThO5UXKZwzYchoneAHHPQQxl3JhkFKhH1ZcwbuQIjdZVYe0j9VrhkCJFmhxg/T9i1Ofc+rZMiX6YhgmuqEe6FrQNTT4F4RhCbNKf9T0OJFIlXZk7QQ0Jsb+N+XSa3WKZCq1AV1Pk5t6Ecc5gVXdVyzWSSy2DDt3BDvXi5XZVS/IjsaqVDDNwLQeUOqY1To72+7Fzr0CbaM4zlHs3GEMo1FlV1FZvWLhLL4/m84XadXQEoqGyfpzUEgy0Xd2+vztao2BDBga+DN44Kg65/9UAU+vLpcIJkOsvXGc/kHIqkDefi6g9Yn1EKkw9fythVTeDNTonflel7A0Q33skIuIQXq3yhZHWnS0xNxBufVYjLAkKRx7882Aw5LEPaeeueJRDfu0orPdir5l92VJrWtGT6jnM72qA03TEEKQ2bia/PXXsA/4RDoE8Q1aPRMSOjBx5lUQIZ68ysS15wGtTpO02rrBi3D9wichVYBQ5/Irf6IOKiVD574AMpxVH1dD60M7IOox8s0zeBPlemZbi+h1UQAREUQ7b/3ajzTESSy3cPqy6JYgtUvHPuDXRU/sAwFOT0Bym/KaA4gu0+4omLL9A9A8QZC4QSmcTS82UjH0hKIzmps6QcLoV0aQVYbt+FcmCQpz/dZuFzWjdVDUrhqF136hjB2o2ppagJFuX4NWfT9HW5P1c462JKeDzu42ChcmlcIvULqSw5uaP5tcu8fCks/wl1VNK5v7GKr8DhACsmpArlAIXyUgV89yaSJBRFOBtxV/DJEpYQc9CEMj0jQ7sx0GPs7V1+u03Ui8ibh13xzBE4BopkH1r6Y+6B/A9p+rLvfMosXXKW9BL4GczmKrLJuOqT86Z/9xq4NoUh3DNPYhqeAEh+e9RoXJS4S+Yg3Y2b56icA9euVbD7V7wdSfAMAQzegiVV1uQhdqYkwJioQMVX4HiXqnD1V+j5D8vGbcpvEooDM5fpDSldyiJ3unxVOemP5Wz6D53rx8j1b51kZYCchfyGJtVhk4IcSPfBAHdxnICSF+WghxRggRCiF23vS3XxNCXBJCnBdC/NjddfMerE5VSzf22kEiSRWI2INnFrVtIrkWw2icI8JxpygWzhEENtrqYYLXTbzSBClzI4WRS8jhJrT1g5T8sxS9k2jxGPgQlMuI1QNQSGJfvEAk0koYFikUTtf36/RlMTcvXn3OtnuJRFqJx1fO+VsyuQ7dyDA2+neAhmntmNPGMExSqQ3VNtQDNiEMTGsnE+PPIKWLaT1Y38bK7MbOHcHzRuvB4c2wrN247g3yzgkikVZ8b4Lc1GF1zkGByYkerMzuevCujqvomPOf5xGMTYpKNnH4yvT6XC+6bqJpcXUOa6+jN8LYZzzQAT2gckwNlqy9Mca+rQJ/ozPE7vExkgn0zQOUj9ydoMEbQYYS55BLpENDuiqYq8E5WCa9KzZv8DYT5sMxlRk69ObTK/OHAxUcRH3keIIw7xNpiuOcHkP6c+uBvJwSElkogLBWrCEolbF7PMwnqh5/ly9hpBKAwB0sIlI+aJKxqwdINa7GiKrBTmu7yrS51/PQkAMk3hUNIj5CizJ25Tk0PUaqad2c46bbViM6xyj0KJXCuwlwrO428ucmCF2/7oNYOhUS6RK4F0PyR4LbUqhcCHbQQ0Soj/KtJMlTK5vRkxGmniuCAUaLppYBc8vd+ceVwtP4clTJ/1++TuVqQKRDo3jSozRxXdWu3QbrG0sUAAAgAElEQVRqCr/jL1yrB1M1b7ibYfdlMRqUCM3Yc1cwrCgsyzLmfQaNNBpWXbIdarVkAqs6UJ4JXaRJ6bsXrDcrDFwn9CpYK9dO97W1m/z4WcJgbv1pIHMUwmNERBeevIEdPE9EdBEwWRcnUQPlA9Xf0McJXpw+N/8AKX0XurDm7HsmTH0PguiC/bazJwBBJN6Ine0j0hAjsSJzL5B7C0JZpHQT0W7N/Enpu9BIMeZ9BkEMXTQx5n0G0DCNx+a010WGlLaTXJ/yk1zsu20+8ZR7+OFF/uII0gt+pD3j5sPdZuROA+8DDs5cKYTYCHwI2AT8OPBJUZsOuYc7QrxhCZFEA0hJ08qHiZnt2EOLC+SE0DCtnXN80+4Utcxe887Nyi9uYAnNje+A80qNsn1n7UUs6Wj5J7Ve0PRg1ZPoynI6l3wcEPXg0h0p4A4vXn1OyhDb/m41IJobBAihYVm7gJBUehOGMX+wUqtpM4wGEslpNU2VnQurQd0Dc9qr5fkDObO+PqRr6Sfqy7VzhhBrRnCYSm1SdMxqBm8mwtDFcY7TuHw3YtkoxWNh9fylUs20dpI2t6t9NnarwXUIqR0a2n0T4EWIrTOItOnkn9egY5SWn4lVa5wkqT0B8konxRvzDzTfDJT6PfyJkM5fMhGR6eycNxJQOufPUqhcCLqlkdoerW/7ZsLu8RFRSO0rQajDZBOdH1xPWPbJX5iY0945pa7VQgbU1orVMNJBMKkUJN2JcSr2FO0PPQ5aCAjMFSsxohYQYs7IriWT6xBpDxDEOtOQLkEhRaQ5TrplAxCSbtmEps8vUhPfWgGpEe1IEmtP3fE1MbvblKfjmXFlC1B9bXT9evW3CqeFSu4UoSyRD16m0XgPcW3DLeukhK5hbujEPWOQfiCK9USM8lmN+IoMkczd1f7WjtsV/TdweJda/r8tdc5HHrxtX6nU+ia0mA4htL1jNXo6gnNybtAhgxDn9CgNuzqVOEmVVm5GHgZCTP1RLOOxagZM1vua1LoxtPnrgyx9H8WwDz8cn/M3+/IlEAJz+TSN0mrrRoYe+bGzc9o7/iEgoCv269U1obpGTAfd5fA8nhyiI/rLCBL1DJ4vxymGJxY1gNZEkrT+8IK/f436mencjTN2Ghn6WN2tFM6PE5R+8D6Y96AQyDyFoHdRz4smopj6XiAkrT9cvU9Cktp2DDE/XdYy9lE5nUJPGyRXNiyqT/OJp9zDDy/s08p2IL2+/QfdlbcU7iqQk1KelVKen+dP7wY+L6V0pZSXgUvA/KPee1gUhBCYnarOwurajNW1mfzIOcJgcR8yK7Mb3xunXHoNGfoM3vg0XmUMKUOGBv4c1721DP3oyJcp5PsBlQlKJO+n46EnQITo17fSYP4YnNsEZp6Ode9DFw1owqS94eOgS0CydO3HEK05uLKSxqZ9JFMbp825Z6jPlUqXGR76LFJK3PIAQ4N/OUcprVg8T+DnFsyKqXNWwZJ1iza1oMu0ds2qz6ltm0pvQden6zZq4iSx2DJisfkLbOPxFUSibQgRpan5bcTjKwCNxqb9JFMbqsfdVW+v6Jg75qW+5vOnkKGLlXmQxDaP4EIrlXwBt3wVr5JVIiwzzrOmjmntN0jtKwOC2KoyYcXDP7qM2CNZrCcNCMA55NP0pJrZGv2Oov5l/ypP4aSiulz+05cYPah+8/Gxby6YMawh93yZia+rLIlz2GX8S1U6VDX4yrwtQWpndJq6Vv23pkr5RrAei1E86eFP3r60+61g9wSkH9Lp+Jcq2NecJTTuWQK2xdjX5g7Axz5XQHM6SK6aPeBwDvqMf87DSKaIjKr6I2ufjn3lIgANazZhNKoArHnDg5hVHzirbdus/cRb2qrrHyDSqUE5TiqzqU6nnI9WWUOmWynZJrYqdckh9/dxw9dv74IA5sZmhKEpCukODS0p0UxJ84cNjDaBSChD74VQ6KuQ/ev8LY+RDw4jcbGM/Vj6PvLBYUJZmtUmKHoM/I8zBCWf1LJO5FSK5AOQ2q2DqxNvaEMGksE/tKkMzlaHDMOQi3/yv5k6p4SWspX/RjGYSyMc/0KB6NH30xT5KTj8KFqnQ/P7k5ByEYf3kdQWvt7zQYvopKsiI9Z2ZSpu92XnTKIVLk4SFpUtTG0Cy9raVg9+LGM/pr6PiryGK18jkA75oHdOzdlMqAGrrFNFZ8K5colU51KM+LSvXLplI0Iz5qVX2sEBNFI0GR8kKlYgiNAYeR/R3HYmrr5QbwOQMX6cpLeLyaw6ruMfBOQt+zqr3/o+SuFpvHAE35vk3Mmfp1IZwqtMUpg8R6r1fqzWbkK/TH7iAlZ3G9KX5PvHkFIyfOGrlJ0bAIxc+gbF3OVbHm/C+2I96PxewB0pMPTFc8hw4YnToFC9t8s+QdlXywWP0AsY+Nt+fPvuJ63GvL/B8eenrNYwdXSIyVcUW8M+kWXi0PU7OlY+eBGJNyd499wcA/1/Sxh4BF6BgTP/g9B3p1Uj9f1YxpNq+Rb3i6ntg9ObiG/xEbpgpPInFIPTC7aHqmqqWElMW3FH5/QPFfapQWWkfQdwRxyG/u7UnPeZZ5cY+PJxQv/WKr1vBCklw984RXl4rnK0fWaI1NpW9Nj3T237hwHfqxq5JcDMt8GN6ro5EEJ8QghxVAhxdHT0e5cV+IeAlrWPYXVuJt22FqtzM6HvUhi9tKhtaxkgO9eL4xxjaPDPGR39XxQKZxgc+DSjI19YcFvfm+La1d9jaPAvCIIihfxJLGs3UbOByIoK2rWNCBlFnN9CYrOGpkVoT3+c9vTH0LQomeYHlcpepJHUZguuL0cL01iZ3RTy/QR+XqnPNSv1uZGhzzJw/Y9x3euMjHyewRv/jVLx4qw+TdfH7ZqvywBkGvaSNrfR1Lwwszed2oKVeZiW1nfNWh+LL6Wx6W2zxFgAdCNNa/v7aev44IL7FELQ3v4h2tp/Gk2L09b+AVrb3othWLS1/RTNLe8gGp2debQyD1JxB3HLN246zyMgdEzrARoe7oTAYOzlkzPUNB+isXE/6XQ3DU37yfyEQXqPTtNPR+j6xQ5A4htjjL/4GhRSZJ6Mktqlo6VUrVPjjtVgOdgHXbyxgOu/kWP4jxwquTwTv7WUgd+bIAwrXLvyu9y4/skFzxngxr/Pce3fTCEDycBv57j6/04RuhL7kEt8nUG0Q8d6LE6p38MbDbAPlTGaNBKbFvdSth6LgQTnpTcvK+dlFWXQ3KfT8KgJMQ8mGtAiBgx3MfV3sydKwjDE+VIz8uz9c96eN/6dy7VfKRNWJOLaamgdRWv0sC9fIpppJNbYRMu23RgtBg2rttGy/Cms9gdIN832VexY/iG0xpD2jg/Ttnk/IEj7j9C4ZA/p5g00dj284Pm0dj8KG/vR956mFJ5ksPLvGanc+nebD1rMIL2hWU2w6MCK64gV10GH9l+M0PYvorcUnRn6I4frv5HDn1j4o277SkgkrT+CZexD4lYFPqYx8dINhr98galXBhBOla7VMolbVM9J5ZJGvrfC0B86jH52duDoXL6M/dtbufGpS1TCIa67/5qhyh/MauOXSpT/3QeR//kXEGECjjyMeKQXDBAPHkUcfow7IZO0vm0FDQ92klhuYXW34U2UKd+YrYJq92VBKGpo82PLSG9sJrOzg8bIe0nrD9NgvKs+2LX9nipt0b8l1TOpPYBOw5zsll8qURi6gVWtj6tBN+KkmtbP8ZOrHTOtP4ImorRF/wWtkY+jizTy0jLK/Rq+N4nj9xATq4hpywnHUvjDGoVyXzUItEhpcynt82HaK6yHgRufpvDaCDeufpJs9vMgQTYNVOtINZxsH+kNLYiImmhw8wMMnPkswxe/RqU0xo1Tf8Hw+a8seCwpfa6Wf5kb7r9dVN/uBNm/f43Bz52l+NrUgm0mDl1X9/aRIaaODDL85QtMvHgD+9URhr90nrED1+6qD6Escq38rxis/Idbtrv+56e4/mcnkVJy4zOnufqnJ+7IB1E9z3HS+uz30/jV5xg+/yXs7AnGrx9k+MKXmRrqpcF4N2n9YRoj76VBfztpfQ9Nxlyhkxr0oXUw1YjYfJ5KeJ0b7q8xXPnDBdtL6eEEL9atBe5hGtc/f5RrnzmCDG//dx55pp/BLx2ndG1y1vqxFy4x/PVTOGfuzpu2fGOKgS8eJ/vt/lnrPbtM6eoE1qZ7tMqb8YZFDkKIZ4GOef7061LKr82zHmC+L/y8U1NSyk8DnwbYuXPnPT3hW8BsX4/5tJKGNjvWg9Cwh06r5TdANNZOLL4c2+7F8xTtxs4dqas83qp+zra/C0gc+xiO/V2k9Ou0wpbd2xj6wjmc06PIvEH7TrW+0/pX9e3XrPiv9eX2hx8m3/MK+XPjWCt2Mzz4l9i5ozin8jTs7pzVFzvXO20hYPeSTE3XBdl2L4nEGiKRhSWII5FG1m3401teF6EZrF33X+b926o1838A71v+f91ynwDtndOqbjVVTYDm1nfQ3PqOOe1rWUPb7qU1Pq2cZed6Sac2o+spWh/ewqBxnKmXR4kun7ZUAFi38dPVg8G6b9UyiE2IdWco9+tMPDMJopPWH1uNFhWYj+rYPb4Sf9kxTOVoa13e3z7skv3OFQg6CE4vIZc9RhiW64IshjG35qUyFFC+oIIe57BLoc+DUAVd+V6X1o8qmp+1N8bg76psnPOii/lobNHeY6ltUTRTYB8s0/jOxBtvsAg4z6tAo1bvldgCpWNRcgcLEAjCyQjucIlYhzqe81IBSjFkCdxLkvha1Xd/UlI8HqpzfiHAO5uB7b04V8s4116nacNWhBAs2f2TLNn9k+qYbVuxqlm5mWhqepqmJ54GoH1tO0PRY5QH88S2trHusd+85flEE42k/81ByrKM7SuhkDeSdl8IVncbA39zhvzpMcIuldVyh5fT8cu3Li6XnsQ57Crlzxddmt41V4mw1q+U/iC6SJHWH0UQwfZ7Zs3KO3014ZlRxHULIj7l4g284QASEdzz+nSG96DLkv9nev9jz18CNuO+1FmnAjr+80gZ1IOzsSMnwV2K19epJgjsFMHDf48TLEfuOYA88AjuFX+Wr+Fi0LC7i4bd6tmsCTPYfVkSy6afHaVs2YhhRjHMKOv+Y42Svpx1SaWiKaUkKu7DCXqIhEsQJEjrDy14XCF0TOMxnCods0Y7d669BlLWhU5mwmrbymD/3+KVp4jEFWXNDVUWsNX4ZwC0R38BgMAvKeEWqZEd/SKO+SLNkQ8hZUglr+p4R6f+J066B9PYixCLu25JrRtdNGH7PRSyKuDNj56lFL8OWkDZOo4RTZFqXIOd7aNr44frEw2xx9WcsZPtw25WjAdn9BRShrNYFjUUwmOE2JTCk3jhaF0s5s1EjWFi92UXVNastXFOTmdr7b5s3SbIOZml4z1r5912MXCCl5BUKAS9BDKPLuY+t+5wgcqIsoRxTo9RuqKErwqXJkmvW5y8f/18gh7S+sNoYrbIjp09Wf23D680Vl9uWra3fp8DrEt+69bnc1LR3N0Nf4/td1XP8fmFf+fgKCHOvfq4m+BNFSnfUBMMxcsTpFbfnpK5XQ3U7DODJJdPC9PZpwer/w6R6b5z9c/p/c8OCJ1+9f8/6p5x8+ENM3JSyqeklJvn+W+hIA5UBm7ZjP9fCgzebWfvYRp6NEmqZdWi6+RAZX0c51VyuZcAKOTPMDn5PKCMr2sB3s2oUf7CsMjQ4F9V/daqNK9tbSBh4G/U7MkbqUmZm1qUuW9fllR6C5qWYOJMH0Feqc+Vy1fwPDV4Gx/7e8rlK6oPMwLNMCiTd/oWrFH7YUQsfh+RaPusOjnfy1Esnq/TP41kEn3dGOUTERz71Rm1eAsj8ahNeOo+Ct/JoK2/TrxVGceb+wzc1yTu1RDrsQhMNjD8Z+pDGTqS8T+tZsm8KAPP1ChICwuyOC9Oi5AM/I5dKyNk8A9spAvWXvVxT25R0vfZP8/jjYSLplUCCENg7olhH3LflFpPUPVxeiMku9WrsOEdEZCCgd+q0ToEo1+epleOfcGZtW0NzkF/+px/00V6AlZfZ+jw84SuWzdXvl0IXcdcvkrVNy0Spr6PYniCSf+rgCr4r4Q33mCruajR/W58dvod4yxCYKJwokKYrw5MF6hp9MIspfBUfZClixQp/aFZQacMJHa1tizXl8U+5BJdWyF/foTytTw0TBEMJpn6tqJj3ky7LdR0N4bbGDmnBI0CpiiGJ+ptJg+qgSWBYOB3bRASHn6ZAfffwR5FSbtbI/pYW5JYZ2rWtQuKHoULkwvWWdYghMAy9mH7B7H9ZzH1PWji1s+Mpe+jIq/jyul7xr58CS0aJd1139z2VaquM3qyvq4mPKLUBaeRHzsDVZr76PBXCSlg6vspFS8S+CojOpV7noq8NmfbW5+nhqU/ge334I6rZ8wbr+COjkPjJAWpaLdWWzeFyUv4FVVPXb7uMPW6uj8rpTFGL6tgQPnjzU8dm0mpdOahoN4tKhMlytfVOdjz1EZCtT7y1LQXonNSffOcU6PYJ6oBXv8YYeXOaWq1yQuJR36GCM2sNjPuyYEZz/lC4jwLoRIOUA7PzaFGhoFLflzVX9ojx3HGFBXSHu277Xe405fF6PDxmvsY9f4CAF+OUQrnp1fawXMsJJ7yo4yZAVLNk22xqIwXcIfUt9E+Pb2fwPUoXByds/876l81IHRHHNzR/Kz1eipKcuXiVM1/lPC9olZ+HfiQECImhFgJrAXeHMnEe6jD6txMcfwyvnvrWpR6e2s3MnQply5Xa8sCSsUL9Tqzmsn1TEgpcXK91dowjWKhn7S5DU1TA/PUmkb0ZITipUniy0yiTbfOlOiJCOl1TdgnsmhahLS5HadPBRDmlrZ6Bs60dlMs9NeX884JwlAFC45zHCm9WWqSP+yo+do59jGkVAFCLRM6Sxhlh4EcaCWcNG5Z+1dD41MW+BHkxWUk9k5zzq39VTXFHp+Wp1YDUD6lYe6JggD/bDPalqtgeLhHGkjWBVnmf4ztgy5Gs0Zig0Gxz0NLCZLbIhT7PEQU0g+p7JDQBdbeOMU+T/XjNgI5UBm9yvUA98rd8fChKhjTE2A9YSB0lblo+WgSkLjnBMmtcdBCcgeng7f8SxLSZaLLBXbPDAn2ngDNhOQOjeKrISIK5h6d4tANlLjJ6jvup7ViDZWpCdzJ+Sda5rSv1kkVw+N1Gt6dZOUSKzMYVpTipUliHSmirclFKQXaB13QwNwTxVkg6J5p0lvvt76vmiVRxyheniLIe5hbWwmGBd5ggLU3Rlj0kRWIrFaZofJ5H3PvbNpt6Hl4L69A36MGkeWXGjD1x1X/Zqgjll7MoG17DS0hKPZ5JDZH0Js0iuGrRFfqRLr0N8WI3upuwzkzRuipIMg5PQqhXJS4k6XvJ8TGla8tquZsmo45I2C5fAnzvlUIfS5NNNmwCj2SnlUnp5QoO4lrs9VR7WwfQouiN0j8cR/QMY299ck+I5UmyKts7O0KTFj6fvy8A24EvVmCbyCLEWItTXXarRIGCnFGT9WvXf70JGarymwXJy/Vl+er+1Pn1kNS26YoqLdQSr1T1LLI5tZWCufGCcpz69gLl6YIiure9ibKeBNldZ8XPNzhAubWVmQlJH9ucc/8vP0IekjpDyGIL3iedl+WSEuCWFea4qVJ9HSExMrMoiZsZu2n9jzPCfzPIkMPs3UrbmGIwCtitm7FK43j5gfm2dP8CL0Q58xYfaK4GL5atzhYUCTH7yGlPYAhFieM8qMC+/QQhhkjsazxtoOuuhn3pk7yF7L1iYb8uSwyCDE3dVIemKIyWbyjvoVegHN+RNnNzDielBL7zBDmho66Pdc9TONu7QfeK4S4ATwM/L0Q4tsAUsozwBeAfuBbwC/KmcYz9/CmwOraBFLiDM9VHJsPpvUAVClFXUv+aT0Y6+j8OXTdwplHbMMtX6dSGaax6UlSVaGOmZkwoWuYm6uF/YtUnLS62yhdzuHlXKzMboJLTcSXJ4k0xLDtXmKxpbS0vhsAI9JMe8eHkLJC3lEfZtvuRYgIprntVof5oYOV2U0QOBQK6vd07F50PU0qvaHepvmRqtXC+fVVH7xbo2XfaoiqwW3jU9MftPg6jUinwOkJSK/sQCwdUW3elSShnC4w93vomwegr5tMw54FBVmklNhVmqT1mLqnzD0xMvurwf6OKHpy+lVjVlUqY6sNol23R1mrBX7Om2BDUD4f4g3KWeqL0VYdrdkHN0bmsTRGp497UQUiYSnAv5IkvtnF2mfgHPLrJtn2AR9zr0Hm6aqv3EM6mfXqt0p2LsFIzE8vXAxqdU2LzcqltB3oqMxre/TniYiOOxJ2EJqoS/srQY5WnFNjb1g/Yx9ySW6N0PiTSSoDAe7luQPZaZPe6We4NvCvBXm1oHHpz22GnDqflve3QKB+r45/ugyE6kvn/2kq2m31vhg/fhryaZo/YsB9g3B4D02RD5DQttYHfqXRUWT/SlL7nfpEg7U3Xpf2z0T2Ye2N4Rx2kcHdZYCt7jbCckChqoJq942ixXRS6954dlllFNREw2KsEGLaKqJiRf083ckJ3KmJBbPCQuiYrVuwsypLImWA7T+Ppe+bowhsZ0+SbtlAqn0l5E0S3k4M0YCd6yWeWE1D8x4IDIzKCmLi9iYvLGMfTKjrsWzTP6NWjdHV+Yk67TbddD+aEcce7SOxIoNu6sgbLbSu/HGiSfX9aV72OAlreZ3SNxOBtCkE38UynsI0HscOet607H4N9skshhWl/d1r64IsN8Op1kcu+blpo/ilP7e5vrzkIxsRhrhjiwUvHKYUnqnWns2vCCoDiXN6dI7YTmZ7O/kLEwQlb9HHc/wDGKKVhDbb+F4F/gZdGz9cXSNYsunn6n9bLAoXJgjLAY3da4gKRfZqjnyEuLZ+3nebL6cohMfqtZf3oCClxOkfwtzYibWli8LFUYLy4n9n+/QQkYYE7W/bgPQC8hfVuME+M4iIaHS9T73P77ROrnBpFFkJaHt6PZHGJE416+cO2XgTxbp/3D3Mxt2qVn5VSrlUShmTUrZLKX9sxt9+U0q5Wkq5Tkr5v+++q/dwM1Itq9AicezBWys31aDrqWq9lUkqvYW0uR2hxUib3ViZXdg5ZU8wPvr3nD3zj9UH3VZUPzOzu07ls27KhNVmyW4nkANFI0lHd8LAEqLrioShh2Mfw8o8WLUOEFjWLtLmAwgRqdMOnVyvygrq8Vsc5YcPKsP2/7P35vFxnPeZ57eO7uqrqhtAo3HxAm8SIEGRFClSpChQl684lu1cdrwzTuLJvTvJejPZT2Z3kzhzZJKJM46TbOJJnP04PpNYsS3fEimSEilSpESQIMWbIEDiRgNd1XfXsX+83Q00AZCgKMmSzOcfFopVb9db5/t7f8/veSSs8nUwU8fQjS01dSaxDWsgkka9tG1eS4WZUEMBlPv6IZCnYc/0wEqSJKGo+JyN53ho20VtRGSXjO/+YQDqH2kjtLMEfe2EitvRBvZS/IXfI913g8meq5zY0oN5/jpmzyD2mEvwAZPgTjGQ1rZNEt5pl5cncNIeZ+7PkPqeXQ3GFmI7cDO0dhV/m1Kl7A3831P0fVIUXd/44xRXfm22XcB8GH5aZHwje2oHcuGtEpT8hNaFCCzW8a4uYvKZFOP/OgW2SvRxH0a3gmtC5oRL4YpLsc/D6FaqmU69W6nWI90sMHHHfa6P4zOimH0LC+QkSRX1SfiIKLvQlYertSTJ0j9zNrML11uYsXrlWdW7EuhdCUEJvFQr4GCbBXp//QdYZ8cpjhTInCigrZ62lTAPFHCLLq9svMy1P+zHdV2Sf7gS/75fQJIULv7RYYa/foGQvAnptz7L8J+I4GzoL6aQJlsIrYhBMQx6lvD6EJImgewS716K0pYF1SFyvx//iiIT3xLHljwwBJJL40OdBHaNwrFt6G43htJNxnkRx0szdki8N+v3tFUnIIyHtGnVSGUvxh4NJ+VVM8ivFXpnI8hSTe1UpCOO7Lu9kIoqNRCSN6FKiVkD5flgqHux7EN4Xonhy4JiG2mvrVtJO0c5nd5IyR0hEI9TyicxzZfIuj04TM4aBJtXL5P/5MdR+tdgBLrhU/8R9+m9uG6etHUSw9hGPPazAPizqxdsrnz1+Ge4fvofhDnz0BLwl2hoeA+S7oC/RCz6LsLKdmF0Lqvo8U6s0R4kWcLXXoShFiLxzipFVE9sRE9snNMfTwjGOBiKuBdK3g0K7sU5jmo27GKG3h/+JuboSVy7wJln/z1Tg0fxHJdXP7mfiQP94r3dMyqel/XTgiw3wzw1Smh5jPCKOrSWMFprhNCKGMH2KL66AKFVdYRX11ezezMxVvw7zmUfF9/q0pd5NbMHz7OZLH2LM5kHcL1cNXAz1G4MdS959xxFt5ZGl70yWS1pqFB89a5G8T13PKzecexMkd7f+CFmz6jo8zP/G1ODtZN5nudiOs9hKA/PqlUzx3qI1K8lXLcaVYsRii0nXLcCLdxcDeSu/8Np+v7ixC3PvdkzCrKEsSFRvS8r1zDtHMH18qTsZ+jNbMHxUmXrDBdDeeSW7b6TYJ0fofd3nsK2aic5czemOP2/f538iEn+xhSlqRxGZwtGRwue45I+P4KdLtD7O09hnp0/APPc6SAwsq4JSZGr9ErzzBCRVQnCy+OoeqCa6bv290fo/0dxvwx88SX6/qco67nxL69w5bNC+Xb4271c/LNnRTunB0GR0Nc2Y3S0YJ4dwnPdambunn/c3Lh7R9d7+JFBklX0pnV3VCe3eOknse1JJElh0eL/lWJxEFnW0I1tTCafJZ+/ysTEd8hmXiWbeRUzdQy/vwVNW0RT08+iaW0EQ7UF2A3dS5BkCWPTwrw9QivqUMI+zJ5RYoEWcBXcpefJpJfhujl0YxuqL8rylf9ZGHsrQcKRDUKopThBLneJtoZfv6Nz9XaA6osRCqGHXaAAACAASURBVK3GNI9R1/AYxeIQzS0fq9lGVhQiWyPkT6+tETO4FZb+13py/UOowdp6HL1bZeJLNtkel6Zf9XNt0Z9j1/8M0vu/j6y7xDb9HipxrL/K4LyyHOdkFEYURr9zldKIDSOrGPnGJcQhrMTuOIjSosMvv4zb3YTdsAp+9SDeEzGsQyvJn3eZ+GqJ5Z8P0v4XdUQeuPNATpIkjIc0Jr+dwy14jP9TFq/oseRTUSa+lqU05mL/Zxc1dvs5KnNfAdquYzdkgWl1vebfDGN9v4AzoaK4deAoDP+ViUhg+2j8SAxFU0ESmThfQlwDY6+KtlJiyWc06j7gQ4k2s/S9HyK6crZ59x33edlKpi6cwXPdBVFL2rQ/oMH38yhSBEPtJml/hZx7monSl8m5p8g4L6GrD962nfqHFuPZLrH7m3GyJZBENiEyI5OUemWEwlCG5KHrqMVG8CRsaRxtWSv+JUKMRG7I4yYDTH4rR/R/6cU7vxzHtik+mMV8eYTiSIZ49wq873eTS0yQ/+UpvMutoBWw83lI6lCfxM6n8WwH1r2KpzxKw791GH36FHamEScwhGcuwTyeInsohNxxlUD9QyT2dNH/JYlSTxxjczcjpf9B2nkB86ANUZP6rk68NTJyUNRgetJP41Eiqr4LZ5ckrvOhPOHN/td8DZWwj/CqOsyeURofW0ZhME3jE+0L3n9J4NO4XnrBwZGhdDNe+nsyzglSV09DxKEYPUeI6Rq5ZOmfKXp9pJwfYNeLSYLx4acILYtX25iJoX89BePbyB0cxSdHYbSJ0nc6Sf/kSTyviBHdRjjQgS8QR87OLfBxMxw7x+T155F9QZrX/hSkAxDO47ollmz6BI5tIssyhtLNYPFTlNwxjEQXqeHjFDIjuIlrcGo5pSGHljUfRm/cgD/YgJHoYvTSt0iPv4rRNJ31Ne19yIQIK9vwy4ugIGikAWX1LY5SwBrroZC+QXLgEJ7nkTf7mRg4gGquJHtliuSBAYJLo9hTBYyNCWRNKQuy1AZjTq5E+nyS5p8U39Flv7GlKg+39Ffuwy3Y4pnvSjD4lVcppQo1XokTpS+ScY+Td19lovQVsu4rZNwTJO2vkHfPknaOYNr7UaUGgvJGQOYGgmrZIE+LcFWOS9/QiBrxseTfddHw0BKQQfIrwjKj5FIYTJM8OIDXfJ28NcDEwAFirdOsnJx7Btsbm6UOWcpPkUv10br+o0iSxPL7fwtZFaUXeqKL5MAB3FKJ8X3XcPM2iz/RhRKYe0haEY1Rwj5a3N/BUPbik5sw1G5GS39N2jlCsvRVCu5FTPsglrMPmQgRZX5V63cakkeuUhixSJ0apOHBaa/IyZeuURxPM3W8H0kR3w6joxVV18REQ+8QTq5EYcQieeQqxvq5g6XcQBLbKmB0tqBoPsKrGjF7Byk9sY789SkafnqzYHF0NGOeGcIt2kwcvoKkyiz6mS1MPH8Zt2iz5GPbmTh4iVIqh50uMH7oEoUhk2IyIwLCFY0oQR9GZwsTz18m25fE7B1CS+hojbefvP5xxD2y6dscRmsHxfQYBWtkQduHwqurvmPB0HKisV2inXK2LTV5qEphTE0dwbJOVE23VV+MeONPzBpMKAGVxifaq3VGt4OkCMpWtchbdck2HMBMvQjI6IYYVNfV70ULtJWPbzu57EWSE9+vOd53GvTodtLp00xNHij/PbufDQ+2Y0945K/kZv3fXKjbsozWJ2erI1Y858z9NnWruuDhFzBTR8nIh4h90EaWZfSuKEpMwnq+SOawGEykn3fIHhHLmRcU0odlaLtOJnAQK30MnvgBmdIRLOsoPPYMafcFzH1lRcvnHDzXo/7JEP6W12YorT+k4ZgeY1/I4FoeXgHGvpilNFJWjTx8e3EKO1/EPr4EtpyYVfenP+hDiYG136FwXgwscq8oZI/LyIkMWquG2iAR2iRj7ncw9zv4FkloKyUkSaLx3/pRY2I5vnELvtCtVR4XAqN9JU4+T3ZoYXUlAXkVMfU9Yt/ygDxlf5+0I2ZEK/5ft4PsV2h813IkRUbVNULLY7MyDFX1vZ5Rpp7NgeyQnbiB53lVamLym6I+0xnWGH1BvF+KV1QmXxD9yd9IM/ndNHgyjDRy9c+Pi+V8kL5/eA6KGkTS9H3vnyEThh2HseznqX+iCRqSJF+8SkkSgi6jXx7B7WknuFvUNtbtagVZZAYjyg4kNFKl/RSeb8X3wDVkVUWJyDT+fBhJlpClII3+X0KSVNR6hVCn73Uxoje6EmQvT5Is93mhDAaAsLL5jkQbxLYyU6UfUBpQYPHALGEPq5y1Me19ZP0vQDBLeuwClrOfoNyJT649vuwREcgWTjRiHRI1MO7pFUxNHkWSRL0zQF30UTLWuWpN862QHj+D59k4RYvB818ATwJ/lkz6NPH4T9DULAKPmbRbvVFk3iZvHKEYFfeS1TOKP9RI/SLxPdMbOsr+eCdrfk8oKz6ILGlocrugoC6wTq6SQTJHe7DKy9bYacwe8e21zo6TOi7YDDOpivl+k1Jy+lxYvePgeFUmS2RdA5G1QiEyvKpOZG8rbXiCuVKB7U2ScV8GYMr+LmmnLMhjP1P27hPX03KeQ1f2IEkyQbkTVYrP6qd5ckRkAKMakiLT+K7lyJqC7FPQ1zdg9YzWZJBTI9N9nlkpU83+3RT4V8RzqpnSxg2E68oshbIn4ETPaZx0aV4KKoCdLpK9PFk9p5q8hHqfsAWaVrvdV63Ts5x9mPZ+dGUXkvTj4zdmzVCTnHv9EOaZIbQWA39DGNmvElndVF1f2XY+qnEl+1aR/zc6Wsj1T5J8se+m9a3YqRxj+y/glRzcXImxfedxskU822XsuQuUpnLgwcTzl6viKZNH+8hem6jWx1X+TfXcwDo3XTd3D7NxL5B7m8NoEbx6c3DhWbm5oGmtaNpihoe/iOeVkCQ/o6P/hOtkqoHf6wmjK0FpPMfEgQECq1RckoyNPUU4vH5OymBF2GNo6B9Q1RjB0O1nUN+OMIxt4DkMD32hmgmdtc12IWFuHk3d1W/5EjLBDTLmPgdFiRAJdzI29g1se7J6zSVFwtgVYOoHOfLnbPDblI634p5rA18R53QbTk8bbDpNJn0WyzyGJPnJ5S4xNXkISfJTLA6R2pdH0sCe8MidvjtDb2OXBpLwKkMCyVdeBiRtYSqDEwcvQz4IW07NqvuTFAn9YZWpb9vkz3oge3jJIO5IiODW6QGM8YhK5iUH8zkbo1tdcLbktaAillIxF78T+ORmAvJ6Rkp/hUsWCa2qSninMLoSNfUznudh9Ywh+WQKwxnyZySIWjhmntw1E2N3ADftYe1XRT2bJ2N9qRF8Nngw9PULSD7xGUp+20TSxCAi+5Wl1fq31GcXg+xAXZLU18vBf8dFTGcfoaX1KBGNoW+dhmAOAnlS3/SDo1K3WwyI1ahMuMuHeSiPLAWJKDuZuHgYhhNEdt/+E6jv1kifKOKk7/K+7UqAC8NPXcBXHyCw+I2bXValOkLyfYzd+AYUNFg8XA3coKIyeAEJDdN+lqz7CjRMYSdtrNLRWYNyx7FxTy8HtQSDCfLPtoCvBKko4y/1EI5sQFFEtsWIbqupab4VKjVUAONX9wMeaPasZzIk31cWJ9lHQG/DF6hn+OJTEErja/LNmlyQVY1I/dqaOqyiO0DBvVgrsKPuxXKex/NuT501R08hyT5K+STj/fuRZB9OKcPUiQEkn4xXdBn51iUCbRH88fK5qFhPzFCvNHtGkfwKkbW3ro+cyVypoEIZlNAYKf0FHgUkNEZLn8MhhYTGuP2PlLzhqvCIJMnoysOYznPVQbqTs8lcSM47mWBsSojJlSM3kHwypWQe8/zFcp/TZKeuzDimfQTkNfjl2volc7QHxRchFJudea54Ak6+JDLBkjo3BRXKgaw798SHIkUIK9sZt7+A7Y0goZG0n6LgXbljsZ23MwqjFoVRC8kn1wRjTq5E+rJ4P6cvjJA+N1Ljw2Z0CnGSqRP9SD5ZqFKOWHP+htk7SGBRDF9M1HtXbACGvnVaiKcsqa+2CTD0zdOgCEbD0DdPi2+1IotlQPLJ4r1dWX66V4gklevgfEaQ4JI6Rp85h5sv3aNV3gL3Arm3OTSjGV+o/o7olfPBiG7DsVNIko944gM4dgqQFiSqcce/VebkO1aR2OalYtlOzZtpC4XXoCgGjp1CN7bO6RvzTkBE34gkadVzMVdw4G/S0JYGMI+Zc7RwZzC6FTIvOjgZD718/QF0Y5qSou/WcKbEhyH6kSnIhsBVCP10HxT9UNSIPRwFHBwnTaJJmLo6jimWx+IULyokflnMjs6U7X8tUOsUQht8OJMuoY0+wlv9OJMu2goVY3cAawEqg5PPTILsEH9sSdkfrzYoNroVnLLfaXB7TmSHPLnGv87oVsAB15zObr5R8IUiBJta78iGYCYMpRvHSwIKjb5fJOO+jO1N3na/mzGzfgYg329RmsyTeO8KKPghFyCyQ1xnq2cU/UERdFNQCN5fEMHZSJzArjHkkIpjFanb0YYS1ci+4hJ9OCjESXIhaB5HWncVpmLInVeR1w5DOoLUOo7R2CUMiGUJY30zTrqAEvGjrStBzgfBHA3bprPQ+kMBMidL2CkXQ+nGfUHUmjXuub1Pl/GQBjZYL95dVi68qg45KPqsb2x8QwN/EFksd0BM+jS27yXnnqHkioxRJYuS8P0KDlOAR7RxuxCSSQVn1ceNHX4JLAP/T4iBF5ZO8INiUsF7aU3NZJ+oaVZv6U1agTl6Cj3eSdBYimeXkAM+wsb6WfsKf7w909mfRBdO0UJWAsQ2t2GdnZgl1a8nusiZ1yjlRd2kOYelglAEtcg4c9uqVFBID1PMjpBYLrLcTtEisfzdUPSRu5Kh8fF2JFUS13ZGwFFRfq0JxnpG0dc33LY+ciZzpeoz5+xHJkKD76M4XhIJP42+j5efbYlG3yfKy8wKWG1vlJwrxgnpM+N49vyqqZX1Troknm2gcBHRZ6azk66Xx3IOzwr8Pc/DHO3BSGysejbOhPAEXEHmbI7gsiiR9Q1V24WbYfaMIgfVef34pt9tkPD9cnVZvwP7i7c7Khm1xGPrKE3lyN8Q97x1bhgcj8Rj6/BKLm7RrvFhqyw7mSKJx4SoWkX+fybcok364mhNEBhqr0cJ+3HSBfT1LVU/WH99mEBLFCddILIyQWhZA066QGhJPZHVCZx0Aa1Jx+hsxUkX8MWC1G1dKt7hIR/h9mn/QqOjRajgShL6unuB3Hx4Z46Gf4wgSRJGayfW8Fk89y5njMsf44jeRSy2G4BQeB2qGr3r47wZWnMEf5OY2anbvIxgUFAu5vNGkySlGlC+ERnCtwpkWauqcd6qn8b2KNbLFm7xLq95t4pXgvQLjhCxubYEze7A75+up6uIkyh1Mq2/VraHDORp/z/uA8UGxWbRux9DlkWQ09TyEVRVKGQ2Nn0IpUd8UBt+zkdgnVyV7XfSHtne1yZmWxHSMHZPK2UauzWM3RqFaw75vlsPunOHdOSOfhqW7kaY3YuBXD53DbuUqhqEq3GJxZ8qUyNlh4Ynp5U/w9sU5LIYpf7wGxvIgaBXZm4M4BTuPKCoDOrC8lbq1J8E3PLs/vwouH3VgX8FkbX11foZgMmTlwFIvHs5iiNmZBMfaSSwSMfsGUWtk9HKWi/1748gN2cgFSW6ua2GQhZZ2oJrqui7NbT7RZCobZkkuEsE2MFdacIbRYAY2FDCULspeJcougPVwYi+vgmjW9yDcsd11MC0GJLxkFal3RpqNxzeCYuH0NtvX6cW2aohaTD1w9kTJ3bSIX/l1tkcN+eSPVNEUu9c4fduYCh7oX8JUjxNPComV8wZdEpVaiJRNvqWMVjc8knAg2QjurKTYm6CQlZc5/HvCzro4t9YDfViAqDt46ugaQRObayxQhE1zRtn+I8Wq0q8rlNg/IagxxdzE+StAfTERiLxtQCE6pdiGNvmnlxRuil5g+TdC9N0vXgHxqZmvKKDeU4cY845i+OZGAnxHjXHRNAxaf4QtdRGQJ5WAa5QUIXn2PyotBFf9ihaWAwo6xbtxm9tAFcitr2F0CoRNM+8tpIsoW9MYJ0aw/M8iuM58jfSdyQMVhrPURgUFkOpi68ScR8iqj4O15YQsncSVd8rzp28iXrfhwDQpJVCPGbGuWO0kcmJ50R/ekaR/DKRdXObfgeWGKhlY/L4o8tQ4zIMtVC/eDeBwEomz14Q7WSO4PU3zgr889Z1SvlklQZbged5pM9P4Hkekdgm3KEwkc5Y1ROwMCHMyTMXk1V1XLNnDL0zjqTOPVytvNs0eRUNPlFT7pNaCchvPdaO53mkL429LkqpuRtT2BkhWmX2DuKrD5F4dE3572k6pexXaX5vp6iPkyX0ddNaBsHFdai6eE82Prwaf2NkTkuC9HlRLzkzCJRkGX1dMzBbhETvnKZfVjJsemdLlR5pdLbOeG/P2GZtc7WOT+wv1oeXN6CGX3uN8jsd9wK5dwCMlk6cYpbsxNwGqAuFrm9BVsLEYnuI6F0oapRY3Z7X6ShnI7atBX8iRHCp+B3VV08kvGH+7ev2IEn+d3QgB6Kfshy6ZSbU2GbgFVwypxbmITgfIjsVQUfcbxNU18Jv/CXy52uFZLTFKsH1PmKPBwi11iN3XsP3wHUC8RjK5n6Uzf1osRjR2E7CkY34fA1EY7sJBleiaa2oPXugPom2zsXYq5A+7ODmPIb+W5Fze7LYk3f+UYs+HgQZoo8FiT0aAAViTwTw3S9mE4e+O78KWn7cxH11MaFdacLhDmQlXFZstTl39pcY6P8ztGUywU6Z6HtU9G1hCOaRonnU8HTAJmsSxuMqkR0Kvvgb/yo12lfiuQ5W/50/5xHlQRRixHzvI6xsRUa/rbfcxdyHuJr/5Zp1sk9B74hXfabGTh6G5jF88aDwiQ7kMXZHhG9aOUuiLsmCWiL+oTjqtn7IhYi17iC2rQXJr2BsSqCURIDjX14k0B4BPOIfjNPwRIvInD6xiPj9m0Byqd++uppVMe39aB15UEvIXZeIfcgBxca/ojYrG9nsRw5LWIcKBJxOOLadwK6FeXTJAQl5yRjJ789WRO3/v1Kcf3L8lvYEw3+V5tX3jFEac4hta0XWlDclkAs4XTDcTGhZHUF5I6rUgGnvx/NcrLLKoF9uISRvIaY+gaYtRo6CklyGLIW4+tKnuXzkvwBQeKkemoeIrVlD4KExpEUj6OuXoGy6DhfW4JdqA2JR03yBUinJ6MhXOXfm4xQKg/T1fpprx/6GyZEXsEana6hUXfg3NizqLrMy3OrkSrXNspiG5exDT3QhKxqx1m0E1kug2Ay//F0cL82r2YcZLPwnQrF2FL+ONXoK17Uxj04hn99UkwlVpRhhefNt6+TMkZP4gnG0SCux1u34g3FCsXbcwSgoJXzLJEpLjoKviLoiU3vcXY2UJvPk+63qBIh+B4EclE3Dh89R+v1PIP3wPQTT2+APfh/52x8mojyAKjUQU99LSN6ET1pEzPe+mnZ8UivSn/we439dzuydGiWyLo7sn3sCSpIkYttaCCzW0VrCKEtSMNpMILwU6fQWcl9aRTFtMfz1c/D7v08wU/tNrmTsKgF3BVNHhzj/fx4k3TuOOrkCXAVlqYXaLmouh597gdw1k3P/4QDjz1yjMJyhOJK55fMSku/DJ7URU99HQF6NJq8ipr73Dc94vxZYvUOc/9R3SZ28flftuEWHc3/4HW587QSe62K9OozR0YK/IYLWbEzXvPUOEVmTQI1o6J0tGOubUYLTAZEkS8Q2LyKwKCayZB0tWGeH8ezaCWLzzCCSKhNZW3sdYpuXIPkUjM62m9YvBkkiet8iYveJ5dh9i4ndtwhkidjmxUS72pAUmdiWxRid4lsQ27Kkpp3ImgRK2C/au4d5cU+18h0Ao2U9IGEO9RJufO3Gw4oaYUPXv6IoESRJZsPGr7+hEv+LPtZJ68+uQ5IlWtp+gabmj1TrJeZCfcMTRGM73pAM4VsJ8cST1DU8hqoa826jbzZAkTCPpdC3zr/d7SAHJSI7FMz9DtHHVcgFcY6smaWIueapOJIq/u74p03I5Vmzzi9OB5vLlv8/eJ74ACxZ9jt4no3nepSOLofNz5HNmBjd6xj9yxLpIw7mD228EliHbOref2dF6ZEtfrp6WlDrxHF0nRTLgzcOQ/1mrEMl+NW59x3/wWVwV1L3eL1QftWFP14m/SqOY2KmjuJ5Lmt+EKJSK9/46w5jX5vCySZqPPHa/zbAm+WQGVm0FElVsfouElu19o72VaQwnZFTKOhlmtpuTHv+LETB7aPgXqTINVwviyxN++AZXY1c/4cRckNJ7FcbYPchcvY53EEDHvsBee5H72pj9NuXSZ9PYkevEfloCFVfhvyxL8M3/ojCyxEaPthI7P4WVN2PPaCBP01uIoMiBZH3nKbp0XcJ6uTJCQL14gMf+vwSAkYTnufhk1ownX2Eo2n4T39ISd9F0R+Anx5CitZaPkg+CX2HhnkwT/ZkEDJhWh7euaBz5xTyOImLcHEnmQuThFcLipfneJgH8jhTHtneEuGuuWeMU/vz4IjazYYnlxDbJvr8RiM7MAiuQsuKnyvXSe3Bcp4j557G9sarmYzVoaeREAP6RPOTDJ//BoXsKOnkOfBcMuMDcKEd5ZEeYCtr/vRB3EIRWZaJP7qEke9rJA9eo+nd0/ekYWxjkL/GMl/CnDoCeJipo1hjwvJh4voPULw6VC1K0FjKWPKrSK0pGloeB6hOrtTVT8vHa/IyNKkd095PIvSrbHjX51B8YSbtf4EVl8mdjpF2nscjT8p5hsXSH2OU/fEmJ38IRR/2hIvnOTV0P13tZrj437G9qTnNoz3XwRo/Tax1B5Ik0bb+I7Ss+TCSJGNfM6BplOTwdygtfxFiJ0maA0TqPzl9LmbUyWUuTaLGNIJLF/bO1prD+JvCmD2jZLgMXhi7p5lMUw4cBefUYuSf1+gMn0QmjCQpdIRfRCZY005hKI03Woc9FSY3lCQ/YNHQvWSeXxVY/Itd1QG9XX8eSlvJXJzCvhIGp8T4iz1kT0rgqGR6s2gPTtf8WaM9aOEWtHDtwN98RQjDpF4ZwbM1UBxs4xz4oqB5mD0ZNGV6m5vP4VwQfT6KTBBJklgXeg6JO1dEfjOQOiWyxubpQRHgvEakL47i5m3M04NkryZxMsVq9sroaGHi0GUKIxb5oRTxhwV9fMVv7KlYM9Zg8ce2V7OfRmcr489dJHNlnMjq6XNesRdQtNrvdP3OdqJdbaiR2vNtrG+h67M/XV1fs/wX08sbP/NTKGE/kiSx8dMfRrkp6yb7VTr/5IMowXuhyq1wLyP3DoAa0AnVL1mwn9wt21KNav2ZokZqPMxeb0iqjBIULwZJUlHUW6v7SZL0jg/iQBSn3yqIA1DCCpHO8OtWJ5c/6zLxZUERK/Z7FK7UvvGVsIyslTnwegg1JAJ8NRREDZXpbLJWFTyQZT+KEiJ32sVN+mDLy5jmUSIPKkh+mPhyidyZMnVm/2uLhCpB3MzltHkMNp2k9HIzrj13LV7qmTyEssR3iUkPI7qNYmGQsdGvA2Dbk+Syl1AiUrXPsUd0cCB9PFvTlhyQUMJvzsyvrPrQF7e/5jo5VYpVB7CG0k3R66Pgzp3dq2QoPIpYZaXLCiqDqutffVGoSXb2cuPkV2EqBrsPCcW4jjgoEhP7rlG4bhG9P47tTZJf96/I9XnMQ3nxPOt+oVj3ko3Smq0q5UU3N1RrLgL10/SvgCFoQZIkVQUcTPtZCGfJuM+Tsr+HvOkyuSuZWYbGxm6NQp/D2BczIIPxYHhB583qvwqL+gEY+9Y07SjbW6rWjs4nsGNPumRPieOwDhWqfX4zYF69iKSo6IvL97myl5I3zEjxr4Bpc3FFCiNLZXpyYivgMXj2K1CelLn29e9AyY+xR7yr1YAff1S8qxNPrALZYfLZ2mxlpaZ5avIg6bTIvE1NvoCdFtmq9MQFzNFTGI0bkSQZ0zyGUbcZSVZrJlduhj5DnET1R5AkSWSWO87g9jUynvwGgJiEcAcwEl2U8klGLov1bqlEdvJyTZsiuzs/1TgzdQmnlK1mlyRZRfGFSN+4BpMGtA6SvH4QLy2Dv4Q59krN/v54CK0tgvnKCFbPKMbGxB1li4yuRqzeccxXBNU0ez7H1FFxH2YvT2FbRRQpWv1WK5IxS62xaoFQ9DPw1SPldm+dFZR9MkpQJW/14zRcAgnGf9hHaVTcz8lD1/CuCXq0NaMG0HVLWONnZmXjPM+r1sGZPaOYp8ZR2vJYk6ewxnugZYjiZWVaBbR3jNTLw/jiQbTWW48NZvZZkXRk6a1Jw6tkyuaqQ7uzdsT+xYkMo8+eA0DvmKY5ukWbwW+Us6JlOqPsV5G12eM52aegBMS509c1C7uVGcqXpVSOXP/knKqRkiTNCuIqmLn+VsuVZ2Hmck07Yf+CLHd+nHHv7LxDoLd0kh67jFNamCT9Pbz9oW+Lkj2XwU7dnVlxpR4s+VUb/zLxIq3YBdwtKsImwV0mVuoYSlgivF0h+TWx3r9MwnqdfstxcqTTp1C29EM6QvLY5Tm3yx9OoG4ZQC7PLlYM7pMT38XvFx8r0zxas09kSxDJL2EerqVNvdnQ21eSnxijaN6dYmmFpjYfpcx09uGTmsuqhrXbVOpnzEN5kB3UdSnMg4Li69s5gOnsRwn6iKypJ3lwQPxeV0IMlGWH8E4H61ChWieS6SniWh7hbSrW6THhw7UA6pmhCpED03kGv7QMlyxT9tOE1xtCkOV8rSWLXq71TH49R2ijb0Feg1AOiJpNCOWwZgRsFUsC/yIF88DcAjvWCwVwEX56B/OvS23MQmH2XSKyeBmyr3yflzNwSfsrBOR1+OXZA7NI/WpkNUBy4ACyEkD1G+QOa6DYtLx3NqXdXx9GXjlCPpk/5QAAIABJREFU7ljtYK5S0zyZfBbPK+HXWjFHjwl7AdXDyeSxC1PoiS4K+RsUCzdqKPOVyZVCvpaCZijduKRJOy8B5eDA3o/aOQGezNSpS/ilZaL/9n70cjCRuzGCFLABqUbJEiCs3I9MGGseSw5hNSBhNNZauIwdKwdsywYpTE4AEgRLFMZN3Jvq1Y2NCcyeUWyzWBX6WiiMrgRuzsZ+uRm5MYtnu0weuSFqzG+yJ5gP5skRfPXiOlqHCqiGn+DShU2KmqOnwF8iuEKvPs9StEDhdBA8GV9CwTw5LciSSV7AdfKzArnCUIbiWBZ/U4jc1RT5fpNIp0EhM0QmeQFlaQZyAaxTY/ibQrhZm9TxYYyuOwt836ooJrPkb0zhb4xQGLEojL/2sgirdwh/owhuk4evEFxSh88oe/StbQZZInn4Cmo0SGDR7CzzfFAjGqFlDdUaOwCrbBJ+TzXyrYt7gdw7BEZrB3gO1sj5H/Wh3MObBGO7IT7kx+eWC14oghtl1AYJPIh/zId/qYT1GrNkN8Pc7xBYLxNdvpZ0phfHyQiFRw/UBonEr/gpXPUoXL070RaAtPUKnlei9d1CeCG5b3jWNta5QRhMEOme7p8WWIzf3wx41Dc8TiC4fJZqnhyQiWwJYh7O8qOEsUxQBs2+15aVq0CTVuKTFs1ZJ+d5DpZ9AEN5lIiyo0a2HqiaFeNJyCtGqTO64fAOpDV91Ld0k3GO4nhpjI3CB6syaBSKezp1e5opjbjkL4gA3jxYAAkafiJapf4sKJCrKuV5tGr/AVAAj/o19yH5FaybZr0DK1V8zbKQuH5o4ZRx8+ol9CXt+Dssimd1XMcpH3ee4Hofde8LkjlexMnOvofNQ3lkXaL5VyKizxdfn0mL26FopciPj2K0T1NM/fJiNGkl4M1SGaxAklX0eCfgEYmvF4HQ+TWw4hrB+vic+4QeKOFeTZAfrWUHiFo3D0ny0dL6caFqikd8+cNUHLCNRFd10mSmYEplcuXmrFxFnKQSdBW8S5S86zSvfRJCWejtoNH/i/ikZkxnH1oogRZuBiQCzY2EYu2zAjlZ8qMru+af1Bg9RSjWjqrVsiSsUxOgZ9BXLxH9UWxiyzdC3odlHq49F2VPOAB9453VR+obGsXp8mTqP6QJ0Q8Pmt6/CjmkzivbX4Fnu1i940S3tCCvHANPQu9KVDPet4M52oMWaSN2Xyt44KsPoO/URJ9DWZp+Yj3F8RyFoXR1eyQZvbGztp3ycbb93PrquvptaypHSWv3rsoirT+zrtznN0cY6M1AJSBq+5AQ4bFmBEt3AtvKk+1PEt+9UgRzMyT7AZSQn/DyuFjf0XLHQbDR2UrmyjhOtiKkMoQS9hNaemu7jHv40eFeIPcOQSSxCknxYb0O9Mp7eHsgvC6CElGqfnLJZyaY+PbtZ2dvhiRL6HvKlLtuFaNbxTxo49m12YPSsEv/J/O42YVlFdycR/qwg9GtiEGd52CZL1czgPoeheij4nfHvtd/y7bGRp9iavLgLbcxU8LDLr7yIaQVg2QOl2XwzZcZHvqCaOf7YkY5/sQM9S1JqqqlGtFtGMY20tZJXDdPqThO/7X/juvmiWxXyF8skB9O4aQd+j81jD35JhXIlRFMNKGGwlivkV5ZgSRJGGo3ln0Az3MoTCUZeObbuI5N1n0FhykMtZtwcQ+5/Q3kc/0UU1Oc+d1vk09OEN4oauZCG32Ei4/Ay5sJ7prCULrxKJF2nkcvZx5CGzQkWcKy96Eru4g+JPat0BGtQwVCG31EdzQiqRJaawR/Y2juA58Bn9xEUO4AZKLqewnLol4zGtiLvqZplvqaJEk1CqfzoZRN0//9b+IUChRTUxSS4xjtK8U+2SBTh4cpmSXSx/KEtwtFTK8E6ReLs9oyDxXQd2oYe8XvVrJ4I/8zLTKawNgXMkw98/oyKayrIhs9M5CD6azcrTy2KpkUI9FFQFkL1xfh3zJ/sFD/SBw8mbHvXcF1Xc7/7mHGn78sMmxWhICyjmhsFxQ05IBKy8qPAh5KIIQ/2ICZOobP34QWmK7ZqkyumCkR5KWmXmB05J9miZNU6jxj2qP41k/CmQ50uRtd6cZyDuB5LoFGEYDGEjswEptIJ8/jlHKUpgr0f64HJ2cTKTxC4f97kKx5GSdn0/+5HkpTBZxSjnTy/Cz1RddxKF0I4l9doGGRyG7Lhkyi5UkAxke+U7O93hkHWSKwWMffUFu/djuoET++5eJeSdy/o6o0Gd3chNE5bU+Q6ze5/oVePNcjP5Rm4POn8RyXzMVJ3JyN0ZWoKr9GNsz/fNm2ydmXP04m04vrlEiPn8FIbKwKtBhdCervF3VXyvIJYlsEpW/ssLCmSH5vlEB6M4qvlrps9YziT4Soe3ARSsSHaviJdazCF6hHVgLEO3chxTIgu8S2t6ItEc+ovuHOMphvFDzP48a/vEL22sJEkm6G2TuIqgeo296OLxacZdx9M6zzIww/fXp2O2eHysFbS40590wYnXOvXwiMzhZwPaxzwyLjfWYIY33LPXrjWxj3rsw7BLLiR0+seV385O7h7QFJldC3GJjHUuIj89kBrn9mAM+9c/pW4y/5qPuQSug+GaNbwTUhc6I2wzD+xRJjf1si9cOFZRXSRxy8gggOw5GNyHIA0zxGaJNM3YdVGn/JB0tGoHGU5A/mHyi6bonr/f+Dwet/c8vfM81jRPQuZDlA8IE07tk2imaGocHPc2PgL7FLU6SfkyAxjt5Rq7LV2PgBYnXdhCNdNYbG4+NPMzbyNVJTR3DXCyXMkWd6mPyBxdiXpkh+5+5rFO8EkiRjLFuJ2XepKizzWmEo3ThMkXVfYeyVY4y+9ALp/r7qIFlXuvHOL4bTGxk5/zSDTx8n/4+buPHUceRN56HrJI0Pr0c+/iCU/MT3rCKi7EAiIDze2m/A9hdh734K7lUK3lUMtRt/m4q2XMU8mMexXNIvFzF2aygBlaYPrKb5J2/v7VZBk/83afL9JqoUo8n/6zT6/h0+uRmjo4X8YIpispYKG/9omNh7A4S3zF9Dk+ztYezlF5m6eLaa+TTaVxF/vxgUTXxngrFvXQNHxm2+ROR+rWxEX0uvLPTZFPsdjN0a2iIVrV3QKx3T5fqnUgz9uYWb9xj4gxSDf3p3WfWbYfZdQg2FCSaaa/vv+zfE1PehKw/Nu29d2w6Mps3UtT1I8XQEPJn4u+YXZmjYvRwCecwDGayzQ6T/cSmDnx1B9gJgRpEsHRkNihpGogu/FsfXEEIxHJH9NY9jGLWemZXJFcs8gefZDF7/W673fwbXzaOr3WTcE9jepFAtldrR5HZim1bCRBx5ZBmG2o3tTZBzT6G0ZqBxnETTh0WG0XOwxs+QPNDP2HevkDo+hHt0Ezz7KCPPv0jq+BBj371C8kA/1vgZ8JxZNMHJV09BLojR1UQw3iKMyaMBdH0rBEukx2qZMUrIR/MHVtH0/oXf2zMhv/sFlCdOEKxrI/HeFcQfW4bWFEbvSlAczVIYzjD67cuMPHWRXF+Kse9dYfRbl0ifS4pMmCwCovieDug6ibT53Ly/NTL8RXLXUly/+jdkkudxnQJGoovI6nrqdrYRf3wZwQ4VVlxC7RxHiuYhYpE8dol8cpLiC4txT66padNzXMzeMUGTVCSaP7ia5idXIysyzas/SPPqJ5FlH+GHPOg4h+R3Yd2rsO5V5NCbk8W+HfJDKYa/eZqR7716x/t6nod5dkioM8oSRmcr5pmhW1pGDT/dy41/eoVSqnaSx+wdQgn5CbU3EH94FbGtS4isbqrZpmHnCqJdbUTvW3THxxpe2YisqZi9Q+QHU5Qms1U7gXt4a+JeIPcOgt7aQT41SDEzWyb7Ht6ZMLYbFIeKmC+mKA4VsadschfunP6n71JZ/vmgMKF9SBUFzzcZd1folgsVJzH320h+iDyoIMt+Ivp9WKljSIrE8r8Pou9SscxjsPllSscWzStOkkn34ro5crlLlIpzz4aWiuPkc5er9KzYw/Vgq4ztP0Pa6gE8UsmjlI4tQts5gnzT7GI40sGKVf8VWfbVGBpXMgKmeYxc40HQTczDmSrF0jzy5tfM6e0rsbMZcqMjt9/4Vu0oDwOilsgqByxm3yVMZz9BuQufHCd3LTe9/qCoxcw8D5ngfuTf/jvqWreTfl5G8kPDjpXIUoCIsgPT2Y/Fc/Brf01u1VOzzJiN3RrpI0XMAwWwwdgtMlZtH1lP/LFlC+5Dg+8jLAp8CoA63wdYEvhT0beygpt5E30pssXPir9pQPbPTzeqBG/m1UuYVy/iixgE4gnCK+uQGlNkXvSY2meBYpPXTgvl121aNdtWbaeccaz4MBoPBUi/WBTbOZA+URR1c3mPXG+J0sTrk931PA+z7xL6shVV4aoKQspGVgS/hCzNnxXyBepZtfM/4g/Wk37BhnCGpj1b5t1e9quoG8bIn4hW/eZKJ+OkhgWFMZ8artIZE0tFxqpxxV6KvquYqSM4jlWmYdbCMLbhOBZm6kWy2fPVyZWKOIlp78Nynkcv13sm7hPUPOvUeJU6atr7yUWOoG82UNUYkfq1SIofa6ynSvUze0bJnZbK+07WrLfGepBkP5GGWpXY5HERCDVu20LaPQBL+7G9CZEBjNdhJ21cp3YA3vbzHcQfWTrveZwPjpemeP+Xif+bsvDSthaW/up94hxVFDFPjtYcd0XcxCyLB4VW1KHqfupatqH89ufJhOa3W5gaFe+87Fg/5uhJQZOMdyKpMss/uY3ImgbS3gF48imcyDVxbVuGsK8FGH3+BHgypX4FtzD9Ps9cmsTN2tXjbf7AaprKEzaJFe+hZe1PAdD0xFrYdAJz9CSFxIuw9TjW2Ftjctqa4c12p7WuuYEp7FS+Khiid7TgZIpkr809VnNLDulzZdGXs9PvMM/zMHsH0dc3I8ky4fY4K37z4Vk2ElqTzsrffgQ1fOfqnbKqEFnbhNk7WGU1zPSPu4e3Hu4Fcu8gGC2Ck34vK/fjA32bKFi/8ZfTogDmsbsTwlAbJEKb5Jo6OTfrkX6xHMgtUJzE3O8Q3q5UVR0NYxv5fB/F4nQAYpnHYMsJsHSSR+ZRUJwhPDKXkt3M9ZUBYeOeNeArMvbMFTxPDKiHDhwES8fYe2tFs4qhcWrqeTJpQW0xp46QTp+AjjMUX2nAKgdw1tHsLArqG40KXc68evGu2vHJcYJyF6n0QbLD5UHK1fNknKMYajeuY5Mue9YVr3mUDgvqW+nIMlL559DV3UiSinUwT+R+DTkoPieGupe8e45k6Stie+86Y6W/wyctQpPF4M3Yowkvwc9YyEGJ8NbXV2UuuDiGGg3clr50M2b22eq7hNV3uRwQlRU07yvgXImRfykALUNkx/ux8zmM3Rr58zalkelnxjyYx9+moLULKrGxW8PNij4DYFOTibOev3Oj97mQGxvGzqQx2l9b9qcC13UpvBTHt3kIWb21enFklwzjdaT+payWmA4zvE88t66TZ+j8PyMrAcL1wqRZL9fP3bj+/wJSTX1cBYZxPyCVtymrg6aOlcVJIgwX/wwXqxq0ac1h/IkQZs9olXabtL9Gzu2tTiDIig+9YT2pwdNYZ8WkkHlytCoYUjoTqwZE1tkJUjdOocfXIyu192emN4vUNEUo0SLEfSJBHNskl7sklD8dhfHxp+/ofM8HYalQmpMOq7WE8TeGGP9hH8VRMbmUPDhAvl8wBaaODpK5OFkNoCRJRVcfwrL3zxuMFMbEeXFTEpNDLxKpX4Piq6Vims5+lLiEXbAYvfxtaBmCko/xp8V7xLM9rDPTk25mzxhIoG+Yu86yAj3eCZLC4KtfoeLrUjFj/1GjEtTYqRz561N3tK9Vfg/NtAiA2RNNFWQujeEW7VnbFIZNSsnsa6JM3gmMjhYKIxYTBy+hNelojbdWDb2HHy3uBXLvIATrFqEGolj3ArkfG2iLNPwtfnIXs/ib/QRXBl8fS4K9KumXHBxLfOytFxy8IkTfrVDsu704SWnMJXfKFcImlTbLQVZFSMTzHMzUS+hlWfPkD8fnbMtKHSMc7kBVY7NESCowU8dQ1RjBkBgoqqEAyoYbOMeXIkkqhrGdwgtiMJN4Yvnt+x/dTj7fh+eViMZ2UywO4bpZgvcXYcrATjpEuyO4aZfM6TdXKdavRwnEE6/ZhmAmDLWbzLURwCO6ci25kRG8nIKhdJO5MYBbKhJcEYFri2Eyhrq3F9IRSqdiQs5+1CF3zq6pOasMmnNuL1Hl3eXl0xhqdzUg0ndooEDubInIdn/V5uH1giRJGOtbsM4M3xHVOHOjH7dUJLpyLaW0hZ3L1tSZxfbq4Kh4SYPApjx4Hta1K9WsWyUL5zke1uEC+u5pSW1953Sf9V2Cjpk7WyK81Y8SlWZl9F4rKvWTFWGc19zOqwMwVk9k99ym0TMRf0JQlb1+oQgLUDihYzRtBmRyqT70eAeyLJ71cHgdiqKTy14kFFqN6putrKf6YoRCa8hlL6IoESL6JkzzWFWcJOeeBuSyAMq0CI/VO4bnuOhKNzlXfAv1GUGQkeiicKWIV3SIbm2mlMzjpEuEtriQCVOayBPd2oxXdChcLaEnatUq7WwG55pBYJ2M59lY9iGM6AOAeA81Nn0Q8Jgcfe5OTve8MO39SGhElB2z/k/0uZFcn5i8i25tJnfNrC7nByxwvRrBEGE9MkDBm/3+SGdO42V9qI0SeDIFa7Cq/FmB55VEnxMiK5hL9aFvaAI8vPEI6tIMkirXiLBYPaOElsdQ9VtniBRfkEj9GnKpPiTZj964cZY4zY8Cnu1inRsmuklQFW+uv70dzDNDBFqj+OtFQOyLBgkursOapx3zzBDIEsaG1poMYCWoe6MzZJX2cwOTNUIq9/DWxL1A7h0ESZIxWtZjDvXedf3MPbw9IEkSRjkrp2+Lom+Lku6xcPN3WT/VrYAN1vMVOqWgSbb+nlb9+1aoZPOMvdMz+YHgClRfQ5WumM1cwHFMGlY9iLRqgMzB2XQv2zbJZF7FiD6AbmzFMo/Nmkn2PA/LfAnduL+GShZ+0IGBJQTzO4nVPwwntiCt7ifQcns55kqGQJL8tLZ9orxWZtG7pw2K2/69UJP7UShZGstWkr7eh2vfpfWEshcGWpA1leYde8TKgeWCHnn1EkgSi/a8FwZEjdSS310KkguHd2Ko3dP0wT3TA7Sg3IEqCYGCRv/Hq3LwM5USFV0mvFlkOSpB0OsNo7MV28qTG5hc8D6izzJtex6fbmdGQBR/32KQxb3d/DMrkP1+rKuXCK73oTbI1Tq5bE8JJ+XV9E0xZML3iT5HHw2gPyD+L/qwhv6ghjnDkuFuYF69RKChEb9xd56b488KAaL4I8tuu62+vgUaRJai/kMBpLYxOLeWutYdhOvE+ZsZEEiSim4IuqYenW1rUEFl8kc3tmBEd5DLXqBUSlazU2F5c42Jt9GVwM3aIgulVnzy6gnJ07+tJ7pgqAVkaP3ItILioo9O00dbP7JejI6GWjASm2qOafTl4+CoxO5bSsY9gYtJXeAJAsF2zNRRAtoi5KhDdmzgtudtITCd/USUnfPSYSsiJP7GEI3vageEUmyFuigHFMKrpxUHK+fFtGfbLYwP/ysAbes+Xr3PjZuEXjLOcVws6sKPEdBFYNOw8gHkJsFSiNwXJbKuAeuUCOScbIn0heSC1SeNcuCsx9cTbd5CIT1IMXvnIl6vJ9KXx3DzNg27V6K1GHfkA+cWHazzI7MFSTpahLF3Yfa31OwdJLwiTmzrEkqTWfJDIlA3zwzib4ygNel316HbINAWxRcLVo/zHt7auBfIvcNgtHZi5y1ykwPkpgY5+ZVfI5u8tSLgPby9YWwXAzZjm4GxzcAreqRP3p14Qni7ghwC81nxkbH2O0R2KAQ3yPgWSdU6uaufyHH1EyIj1f9beS79XLmmar+NUgehrulXjCQJCpVlvoTnudOy49H7Ce5K4Z5aQjFVW3NmmScAV6hJRrdTKo2Tz9VSMPO5K5RK47PqbGJbF4EVQfqXDxOWt8HZ9QR3LyxbWTE0juibCIZW4/MnCIfXYbSvRGobRV6cJLhaI9QZ+JF4yxntK/Fsm/TAtXm3cQoFTn32j0mePYWdLXFi+wmufvoknudy5nN/zsixFwjL22FgCb7FJcKti+Gb70f+7G8jSwGsvkuEWxZhNHXBcCs0j1C3fi3y+j6kI91o0grMg3nUeplgx7QBsSTJGEo3Ej4iyq6yZ50w8J7oPcnpv/xvuKUi/g5xLULbRF1az5//EaX06yceU6lHuR298vwXP8eN574vtr16iXDrIoKJZrT6OMHGZnyR6UGTP6ahLJuCUI66h1r/f/beOz6O+77zfs/Mzs62mS0AFo0EARKsYBUpUKJEWpRluSp24thOLrFjpzr1HPuVPM/lUu5J8krueVIv5+Qu5XJptmMnzsUldhJLpERKlEiKBewkQAIEiV4WO7N9pzx/zO4CSwAkSECkJOLzD4eDwez8ZncHv+/v+ymoLavR+3pc59cnp4sx/VAOBNCerC5SK3q5vUplW93rQ9vnozhokb9298YOVj7Hmc//VxKXzmKbRYwbvbPcKu8FqZcdqB9HW39nwwRRFFF2TYFgU/dsG75HM3B1DSFtC1q9Wwhp8W3oh3J0bRuiOGZVcuPmolWWUT5G1Torxxn6cYI8Dt3tyKkN2Haes6c/xMTYv7jUPcGlS6rSEwgoaNJTCILI5V8+xMAXL+DXVsHICjxNOQKtYZTGIP62MGprK8KqEYR4kkBrGKFpHEYa8WuruNT3A5w69wQA4yeOgmRS98iukmumgOrZV3K77cK28/jrmrF1kXy+uuOSGr/I6W9+YsGFScEeJGdfquQ+zgV1cw0IDvLqPKFNtQgeEXVLHaH1MUS/h9CmWkRZpPvIb3LjzF+iiKsRz+5muOs7APSd+DzXjv0eAProOfAWiUXfhycmgceuFOJl6NYByp3QsgmMGt+Kf4P7ea59bKPbJbyuU0zkMM6Ng+XcRSG3vXLO8vlv15VzHIcLBz7L8JX/s6Dz3wuM80MgCKgbXSMl4/IIdtEicayPM5/5R6xsgWTXAF0/+xWKeg7j0ginf/rLFCbTpLpHcQoW6i2dLXVzo9vpuzxCcSpD1898Gf38EGYqR6ZvAq2jqdIZ088NucdenF0QvhEQBNeQBdEd8zLe3Fgu5N5mUBvdFUZ98DxTN05gFdJM9b/+gK9qGW8kIk9Fafv11UT3x1B3qAiysGidnKgIhJ6Q0A9aFEdssuddmqQgCGj7PRgvmVhph8TXTBJfc7cnv1ok+a8mVtJBP2ihPeVBkKopc1q4E9OcIpvpxkgew+9vR5ZriL5LBVNm/IXqEG9dP4YoBggGN1cmcreGdZc7fOXsqcoYJle6wvuD6yi+3gCmTMMHNrEQCIJE+7rfpWXVLyAIAmva/yur2n4ZgPB/uoz9E5/Htgtoe4Kku7JYqfsbQxBqaUMQpdvmyRn91ygaSRIXzzDx/HXQgyS/kyMzPERufJTJC10UE2kwVKyVl1yd3I2V2Ee3UsxkSA/dRGtrx846bkeucRjbNIm+owmnqwM75WC8nHdpgrdkUjUr/4V2/1eRhBBN3v+bdv8/IIu1JC50UdCnMPr7cDpOwnu+jan0kbh4FjObIXltcbq/mfBGA/iaI/PqUAAKepJUfy+T57sws1kywwOVImj1Bz9G63MfmfU7bb9fT8t/8yJKElprO/nEBPmpBNo+BXPUJnfJRD+cJ7BFdifDM1D/oyFW/1kM/3qZ2o8HafsfUYKPyBVq6r3QK43r1ygaOpMXzpC6eR3HNFFbF6mPyxcxTzXhe2zhxlmrf20DjX+k42sIU/+B9WDKFM5pxNc8x+rOX8SvrWTya1nMCRv9xRw1tR+gbc1voGq75j1nSN1J25rfoLbuucriip48RiE1BaaMowdIGV0UCkNMTv47HlUhsNrVuYlCgHb/P9Ks/DqFsQypCxNMHr6BlSrAeBg73ofj2LR99lFaf9btxkV/chLnp/4I09Zx6vphPEbeGCGduIKdMUllT1K8FIaW65i+m+jmQQLiDjxCrOR2mydldBGNP+VGMox8tWo8kwOvYBVTTA0v7G9yOcNxvtw/gLzZD0+/gLPlJJLPQ/svP07zx11zkvb//Dgrf2QrZl5HHznF5M2XsYpZ7FGV4lARq5giMXCEqaGjmMU0xYkM3togoihSu/kx2H6CItXfn+kxR2lY/2HaH/8lvP4aWj/+Lhp+LEp4XXulS6ifcc1WREUiuGFhOWSB6FraHv0cdW3vwaeuRPbFblvI5fR+ssk+Jm++vKDz3wv0c4MEV9fgCXrROppwChbpnjEmX+ujmMhgXBxh8mgvpp5DPzdI4lgfVipPsmvAXUiSBNT11c6S6rp6BFlEPz9E8swAppEncbQP48JwJV5AKXXfjHODpK+NY+eK943q2PTh7az93DuRAkurX17G0mO5kHubwRuI4Qs3oQ+dQy9lyunL2XJvawiSQOzdtQgeAdEnEdoaWhqd3H4P+W6b8b9z6XtlmqS2X8KagrE/LeDkwMm529YUYMHY/ypQHHRQ98/W1pSLsanEIVKpM5UV99qn28GbZ+r5VNXxevIoqrYTQfTgVRpQfC2Vwq1yjH4MxbcKr1L9h9J40aWXFvpFkgdMBB+En6gO9b0dQuo2fH7X4CMY6sAfcLV1NY9sgJVX3evfEwDLNT25n5C8CsHmlbfVyZV/pl+/SuKAqz+0+lWmzrv22ZnhARKXzgBgrjjO8IuvlX5RZfhbp8Fx0NrWkjqWB1OC5n7SA9epeccKMAXG/jpNccSeM5PNK65A8zwFgCw2EPY8i22ZGCUjEb23m9TIZVhzzXXELF/rIg1cboXW0UjqykjFOOBWlAvhgj7F+OljlTEDBBqaCdTPXv0O76qn7r3u50Jtmw5oLztvJv41S+pEYc77ImkNlHNbAAAgAElEQVQi0fe5lCUpIBJ7LoAgCCirPHhXSRWq6t2gfO+M69fQr3WDKKK2tN31eWZi/NXLrr3+vuCdDy4h0FJD03d3ABDZF0WQQX8pj8cbJNr8mNupLI1PP5RHFL3Eap69bWCxIAjEap5FFBUEQULVdqHrx1yTJCCld6En3c+tYZzCtvNo2+KkuxNY6SKa5x0oYktFr1UYyTD+nT5AwI73kk1eJ7gmSqDVZTXUrH4M2noYnPhDqB8BBG4e+zIU3anSzat/ASNx2HiRKfNrpO3XK92yitutfoya2udAskiOVWt6jVJBYixQ96WbB/EItfjFzfMfM9YFTUNkCuexilm0rXGUuKvFUjfV4msMoY+dARzM/BRj177tesdYEjd7/gLbyuHYJoNX/zcU5UoXLKa9HyJJdGva4dJykqTtExV6pqxECDe4hbgvFqX5vU8BEGiLIKle1zXzzCihjlpE+c5aSyi95yueQPL43BiKuq3oY2fmlYuUi7xsspdi/u5MSBYCM10gfW2iUkCpG+tBEkieGcC4WHayHKzo3YzzQxUNnX5uEOPcEKE1dUh+ueq8ouIhtDaOcW6wstiknx9CPzeE6JfdUG/cZ5hxaYTkmQG3K7jp/nTIvLHgsj7uLYLlQu5tCK1pM6nRK6THehA9XtIT1zAL95/+tYwHA7UzTLY7Q3Fikfqpp90/vCN/WMBTI+Df6j4u1Kfc/cN/UAAPCHJpGxD809vl4O+ZkL21+PxrGB35exynWKFDegI+pB395F6uqRybzw1QyA9UUa9c+tIpbNt9DdsuYBgnZ9GzHMep6PqwRCb+roi6R0L0Ld5UQ9UeAUHCSB4luN2P6BceGL0yOzJIMZOa8+dGXw+iLGPn86RPWuAxwZIY/dZVRFkGx2Hk6MvI4SCEdZKHp8BXCqn+2gCiVyHYtBL9UN69j83DLvVwlxfRLzD8Jy59d6Eat7J5iijLTJw5gZnNIMoyiYtnKSQTiLKM0Xd1SfW92uZGnKJN6srcOYVGr3uPAIZffckdc+PCs5d8NXXIqobe2423ScLX7mH0z1NggloKH1/wte5VMI7kcYp3p5PTS++zlcsyfvo4oeYWJGVxusPEwTEQLeqeWX/ng+eAFBAJ7vRWFab5aybFQcv9vrx8b3pALdxJsTDK5MS/IYo+LEtnfOxriKIPx86TSp1F2x53A43PT9MXy10hgOF/6kYMSFAzMavT4+YgKowPfwNqJsCfIXly2P2hYJN+vbRgs+0iI4XPA1alWyZJAYKhLa7xkhTAE5PIj03rMwvZcXKpAURJQR87h2PfvovvOA669SJqiRo6H4zRLkRJKeXjzb1oq5ePAYa7/wlB9AAOEz2vgCAiiB7Gu18CoLbejYjwiZvwCPVVWjrDPFwa8/xUT8DNSttax9SxIfIDqQXTKueCFt+GVTDITM3jajw2PTZjdHaA9mJhXBwGx6lQtSW/l9CaOsZfvIKVKSJ6PUweuUZxKovo9TB1sp/8sI7odbPYMv2T8xZE2uYmsjenSJ4ZQPR6KIynSBzvQ93YgCCV/t52NGHnTcZeuESgreaeIgWW8fbGciH3NoTW2IFjFXFsk/pN73Wd1YbvPsRyGW9NaLvdrpN+fHH0St9GEblBwEqC+g6pQp+Ta0X820SsJIQ6JYKdElYS/FtFtH3utrJaQFk19+PFzYdKIQheQuq0kUBwXwGnr4n09VIeUkVDN02Z1MK7se1cJRYgnTqDY+dn6ePyPQ7Fmw61P+IWk3YK1Kdvb6G+UEhSkFBwM3ryGKJXJLQr8IAMT9zOkdF3ddbPCnqS3MQY8UefgLwCYzEC+9MgWtjXa6nd9iiiV8HK5wi3bUSiDufVncjPXIGIgdPbiNrShiC5XaLgTi/B1kb03h6Xdrvbi6U7KKs9eJsXdl/LRiLxXXuw8m7BGH/0ycp2feeTpXy84SW6QxDaUI8giXO6zDmOjd7XQ2RdB95wFCufQ121GkFaWOcASlqS1na3ALVt1L0Klu4g+ARCdxmpoO31Yacc0qcKC/6dfDJBfnLcfZ9x9XKLdasEyLzqQ1w7iK/m3g1TtHf4yF4oUhwrGSaVaKP1Px7CHLPJXrx7PWD5WWBZKeIN31/Zrqv/6PTiyvoYoiJVstQc28E4O0bksSa8tX6sTBFtSxxfeMUsa3tR8BOS9uBMBhDUAnJHAi6tBY+NN1wD11aDP0NsUycWSUQCBKXOquvLZi5TLCYI1q3DycoYqVPu+EtFY337d2GbGdKJ27vOZu3zmM7obfVxVjFLavIKta3PugXiHJ0+x3HQR7vQ6nfgU1dgFTOEajsQNQvHtAhG1xKq2YhjWgihIsGAm5knCAKa9BSG9WJlcUW3DiASrBrzfCgbzwBoWxdTyLnmJ3N1MW2rgDF+npqW/Uhy6A1xuNTPDSL6PITW1FX2qR2NWJkiCBB/90Z3G4i/Z3q7/r2bsHNFcKb1ureirHezs0Xq3+vS/q1MsUoHp25sAEGYtX8ZyyhjuZB7GyJUvwFBlBBEmfpN70X0KBiDy5EEDwsC64JImoSxSHqlIAiV7lu5O1dGudum7ZcqEQPafgm1sn/+yX256Aqp2xDF6a5FzbvdP/bj33bNefTkMWRvPYqvpXKMqj0CSJUYAvdfqbR/GmWTlvpPKwiKXbm+pYIa7iSTuYxZTKI9ESTfV6AwuLgO6N0i0NiM5PPNSa8sUwajG7fgzW4CBGrfX4e00nCd+NasI9SwBobr0drWErjw/TBeh7ZPRtmahZsrUFe2UxyzyF4oou3zobW2kxkexMxkUPeWTTsWXqzovd0Em1YQWe/SxHx19dRsdi3MveEItTt2l45bfKxCGZIiE1xbN6fLXHZ0GDOTRmttr+ji7qUI0trasXJZMsOD0wYmpUiF1M1+zOzCinz1CQXEuXVy+X6T7BX381XQp8iMlmhcpXsV27QNf32J+rVAoxOn6KC/5BbRtmky+M1T2LZNYdLAvtSM//HFxWqUqaXlfDz9cB7vKonaH3DpmkbJ4fNuoChNKIrbMY3VPFuJG4lGn5peXJElQh21FTpltjeJqRfQtsUr2i1tWxwtvo3U+EVsq7pwVtkHUxF8tXWEtmowFUXOt6NqndDXitA+QNT7DAAh6QlEYUb0xgxDltp6N3pjfPjr7vhHz+BRIsTXfAAQSIy8CEDO7iZnu+9jPj1MVnczQV1Tkdn6uGI+SXrSpSAb4+fAsQg37iJUu6lS7NhWHn3MXezKpwYpZsfR4tsqtEmtbhv+OjcyIlS3nlCdW0T4aqsLLs2zH9OZKEU9uFRPVXoSUbjz977chZOjPnwt9+6yKPui+LVVlaLbLBikJi4DkJq8jGMV0Op3oNZtRh/rWhLn15kwzg+hbmhA8ExPl8sdtsCqGmK7WwFQGjRq97mLa3LET90zbkEsBWSCbTXMBX9LrBLJULt/Hd7aYNX5ATxBL8HVNaX9y4Xc3cJxHJIjJ9/WTu7LhdzbEJLsQ2vaQnjFNiSvH7V+A/rQsk7uYYEguZEE+rHkov+oRT8kIwZAe6a6MIs+50HwQvj9HiLvd7cjH5CJvMeDoEDkg/MXciF1Bx5PhGi0eoIS2bnK1WS8aOE4FoZ+Ak3rrNLQSFKIYKijEgCu68cIhTYjSdWBpfpBE2+rgNIm4t8GSDbKmqXLKnM7Aw66fhxtj/vH937TKwVRRF21Br23Z9b7rPd24wmG8Nc14JlaA94iNftbCHUqkIjhC6xAvLIV/v3deKVVmH/6UQDUFRtQ6lzjGfvs6sokXNurlIodB+P6VeTN4yCZCOtv3npZc6JiJNLaTqChEW8kRnR9B0qsBn9dA5H1m/Gq2pLl482E1tFItj9BUa8uTMqvo7atIbK+A8HjIdx+91RCtXVaJ6c+riBFBCLv82NmM1z+uz9j6OUXFnQeT0QkuE2eUyfX99kEPZ+cwHEc+v/t63R/6S8rHUU55N636IbNeLUIwcbmBb3e+JczdP/ABOmTBW5+8XWGPh1n9DtnGTtwGWyJ6P7bhzffCYEtspuPd9ilixpH8mh7lQoF9V5z8yKxp/H5WvH52ojGnsbrbSQQ3DBjcWUKbVuc/GCKwlimUtBpW+NEH29G8IpojzSgxbfh2AVSE9VsFTm5wR1//X5C6109ku/G04RTH4aUSnBbENWzF4kIUflD1WMObigZshxF0/aCUsQYO4/j2BijXWjxrXgUFUHLMj7yLQCuZT/JteynAOg78d+5+tpvA2CYB/CJ6/CK1e/nwPm/4/LhX8Eyc+ijXQiSl1BsA1rdNnKpAQrZcUav/gvdL/8aOeNmpUul1W0j0vQYgugh0riLmqZnQLCR4wJyXATBJta0r+q1VKkcVXCQvN1P3rlalcl3O3jrAgTao0Qea7qtDnIhUONbSU1cxDbzDF36CpcP/zJmIeUWroKEWrsZLb6NYnaCfGpgUa81E/kxg/yoMasTFmyrQY4FiOxqwbcigtKoEd3VglIXItBaQ2RXC7LmI7ShnsgjLRWa5K0QRIHIzhaC7XV4owGiu1bhXxGZFS8QfXQVcsRPsL1uzvMsY37oo6foOfKbJAZefdCX8oZhabhGy3jTYc1TP1fZVps2kxzoIm+MoajLD4KHAVqnRuL5SXK9Ofyr584fWggi7/Ow7XpoVmBz8FGJ7QPT+6u2b84+fiYkyc+W7d9AEG4Rf0sS3scGKLzWRDp1EcvSZ1EmwS2ihgb+glzuBpn0JRqbf7Tq507RwXjZIvYR9/wNvyBz7YcTpE8qaE/enW5pPriBxiEM/RjR9ncixz3oR9LUfu+dM+qWElpbO1OXz5OfHMNX466AO46N0Xe1YtphXtUIP6kgej00fGQDyX+4Tvr1IsVuDciROWlROBkD0aLYE4SiADjozzsozXmksEBgiwzCCkRFQe/rwRMIwo8doqhtBrbc8TqN61dLRiLtCIJIx49/BkEUEQSBjZ/6aSjRdrW2tYydPIpdLFa0a4u+Rx1NDH71NMb5YWKPT5uA6L09+GrjeNUwXjXM9p//VUTP3f9JlIMh/PWN6L3dNO55iq0nGhG8MHX5HDg2yWvdrFzgudR9PoY/b2DpNpLmTv6slE3q9QKYkO3JY1y/il0skhkeQu+7SnjNegRBoOHxfdTvfhJBXFjnWX/R7YglX8qRPOcWuYkDk9gZwBel5ol708eVIUilSIZDOdKnCtgpp2IIo+5VGP9iGjvn3LVutXnFT9Lc/BPumBt/iPqGH0QQJDRtN0MDf+4urmwtdXdLZhv+VRpyzEc45mP7334AUZbwmB2uOcloV6VTBZCbmEAQJOL138vI8BchLCJc3UDB7y7YtD75KSQhwNZQNwLVnSnXkGUnun7MNbGpVcmPpshM9WAWdDeM3L6GExvCud5KOn+u0u3K5a+TmrwMjk02dR3DOUKd/Mmq8zuOgz5yqlSAXsAY7XKD1iW5yqpfHzk9vT16Bm+gHiXUgBJqYPsHvoAoyXhDcW7s/1nyyhpE/LD/Feq0L1S9nldsxCduRLcO4hGiAHfUx83Eht/aB4ss4sDVyY32fANj4gLJkdOuHnDsLPpoF6HYOiTZXzX+cr7dYlEJ4L5F4yZIIpt/57srz7CO3/yuyjNsw6+8t9IiWfeL74I7DL/lh3ZDqVnU/LGdNH/kkVmFb/w9m6h71wZEz9KxSh4WTH8XThNb8cQDvpo3BssdubcpXGplifLW6DqJLXflHh6opZDwxcYQAPMWZTP3z7c97zlF75yrtOp+ESYjDB5+3v2/9uisY1z6ksPgzf8JOLNiB9KvW9jGNJVSe8IH8r1Zu88HN9B4V4XiqT4ewHgtg2MvLa3nTijr5GZ2sSqUwbZ28v1FCgMm2h63Yxnc5EMKiyT+1SB9xp3ITz2fwhoHJAv9cJr0yTSINpmzFvqhnBsvIAkIouTmpvV2u+6Iko3R17Mgyore11MxTwEQJU/FwEGQpMq21tqOY5mkbvYt1S0i0BZDCnqr8uRss0jqZl8VlfJeirgytNZ20jf7sQoFREVAEITKe5KfHKeQXJibnrZXcV1Qj0x/Vo1X81CSk018cxi76FIsR44ewspmKrRQQRARpYWNwTGdymvoh/IUjruLANnXQuSPRvBsG8TjW7ztuLbXR3HYZvQv0yCW6KO4AfJOHlKv3/13UiiZc5S3RdEt+IMhd3FF14/ha1GRoz6mjg2RujCBOkOjVXZPlDw+gjXrZ+mq9NEugjUbkDx+DOMYUnuC1Pkp9FMjKI3BiiOkKChzPsPKhiz53HU3E63oYeDKXwOg1m1zzUNik+AI3Bj+7crvjY1+FUrfpfHhr+OQm9X9yhkDFHNuJMTE9QPkUgOVwG6f1oJHiTA1eIzU5CUAksMnMMbPVXRmAKIkl67fiyrvQTcPuqHjcieSMNulVJP2k7KOMGV+C1loxCcuvMAXPOKsCJp7gVrTgSB6mLj+QqXjNnnzMJmpa5WgeSXYgBJsWFKdnH5+CDkWQGmc7XYseqZ144JHvGW7/Gyb3p4PgihWaJuCKFRROCvHCMJyEXePKH8e9NGlp92+WbBcyD0E8IWbkANR9KFlndzDAqVRQVmpYCxBIXc/Ufe+VQAYB4v4A+uR5eisY4KhTYhSkMTk8yWq5caqn+sHLHfSuM+d7EkhkdBOL8Y9WLvfDprWSaEwRD53A21PEDNhkb24tK9xJyjRGN5IrKqQq1AGW9sxSnTPMv1TkAS0x4NMvZACC5RWb6kzI+BpEjBey2AlbaQaB1sXKA7blS4KuB3AQnKKzPAASqwWM5shO3JncxK9t6dinnI7VPLxlpBeKYgi6qZG9PNDlT/kqRtu3tpSBGdDKaDdtkjdmHbW0/t6UGK1le2FIPiIFzEgVNEr9UN5BJ+A3CiRfCkLgog3EiNx0e3k3IuuL91VrJjVpI8XYDKC0DyKc7UJZzBO8ImlmfCUNYOJb2YJbJXxREpOfI8p4HljFleM8uLK1jqSrw/jmPa8rolafFvJtt59ThbzU2STva5TopUmlTpLaEsYO2Oinx5dkPtieWFJTx6jrv7DABiDF/GpK/H6Y253KxoA0SI9egVJiCERJTl6AlHyIftiJMdOAB5U6cmqcxslnZgSaiYxcKQyBnf8Alp8G8nh4zi2iRJqQh89jW1mqzqOVdfq2U/e6SFrn503q07z7MchT9L6Npq0f9E0yXuB6FEIxTZUxqyEmpgafA1wKoUsgBrfhjF+Dse+eyOdW+HYNsaFIbSOxgcy5mUsHoXsJDnjBkqoiWJ2fElpt28mLBdyDwEEQUBr7MAYuoBjv30Fn8uohtYZxjhpYBffOu95cFUcoXUQTuyck1YJpQmb6gb4qtpOBKG6C6EfNAk+IuKJTv/x1fYqZM4VMSeXLrhbDU8HlGuPPxidHLhFhNHfi2OV3AErlEEN/Ugab6MHpXWapqiWrlX0CzT+RA1YEuDQ/Nnpojn+qWmNxsx4AW1G0HTzO551X+8ORUo+MUlhanJBRZPk9RJc0bLgwmeh0DoaKU5myA25E3a9rwdBlAgtMm+tjNCKVgTJM92FS0xQmEoQ3/kYckhdcD6e6BVQH/eiH5o2AjEO51F3ewk/pZA/6ydQv5LIWnfxwl/XgBy6eyMJ/VAOBGj+xelOQ91np816at65UDLo7aG0eFBWlTrjM+IY3tjFlWF3caVUdAkeEbVjbrOJchFglIxByvb1Wt02DP0UOBY1Ozsq9LiFFHKKrxmv0oyuH8PvX4OglnI449twHBPDPETY+06kmASTMTTpKTTPU+THpwjVbkKLbyc/PkVQ7EQSqt9bfbQLJdhA7Sq36PIoEXzatBlUufMmiB6aNny0tFdArZub/jyTJqnNo30LSU8i4D4/FqqPeyNQ7rzJvijx1a6RjCQHCEannyta3TZsM0dq8sqiXy/TN4mVLqB1LGepvVVRNv9p3vSDAG+Iq+mbAcuF3EMCrXEzViFNZrLvQV/KMu4TtN1h7KxN+lwKu2hz/bd6yV6rNnxwHIcbf3CdVJfxgK5yNnxPTMDZLYS8u8n32fT9ZBY7U90hKBd56i35cVbSIX3CrrhnlqHu9YED+stLN3FUlBV4vY2uu2adB/865Z4LuWz2Gtd7fwvbLpLPDdB37dexrYW5+oUa27EP7iRx4jpmpoDxpTgB/yaXPnc0g7onWLWirD3hUsNCuwJu4LPpQQxD9D0h8IB/o0L8hyMgOIiaOxmvjDlWg1eLICoKkXUb8dXVV4qUqe6LDL3sOu3pvT0MvPhv7naf+/OFdr+0trVkR4YopufOx7sXlN3ejHLwbm8PwRUtSN6lyWQSZZnQytZKAVq+J1rbOrczehf5eMHdAvlei0y3QaY3Ta7HJLgbgo8JkJfx25sr93KhDpW3YuL5frwbc4Tf5QOliNA8SvOHH4FQCmIJwltW3dN550I5T+/WgPQ3fHGlRKcMbYghKnNTTgPR1VW29aP930T0eAlEV2PoRxEEhXDjDgKrIyAKqJsXpjHXtE4M/YTbGYu6RWSgdg1p+yQWSTRpP6G6dsgECRQeQ8nsgIyCEo0QrFsNpog/9Shm0eDciz9KcuIElpkjOXqSQKwNtc4t2AKxVVXfbbVUmIZqNqLV7wREAtE1eLxzF/s+cQOy0IhEhIC4fc5jJCFIUHK7jPN17e4Hyl1FtW6rS1kF1NrNVZpQt2AVKxP4ke6vMXnz5Xt6vXJkidpx9wHc+cwofSf+O5Z5986sy1g66GNdeLwakaZOvMH6OQu5kZ5vcPXo/4fjLN1z6H5juZB7SKBWdHLL9MqHBepOFSTQj+qkulKMf22M8X+uDkbOX88x+vcjjH555AFd5WzUvqcF8j6EC1sY/9siE18w0Q9WU2WisWeIxp4lGntn1X7jsAnW7LiE4DYZSROWmMoloIU7MYwTOI6JuidA6kQWO3v3HdDx0f/D+NjXSKe6GB//BhPj/1Jx5rwjbjbC1XbGvjLG+L/2QXc79vkW0udyWIZdoVWWoTR7qf9UjPpPxhAQwJYIP+NDCko0/XQtjT9egyck4tvoIKrV1uyCINC495007X0GQZTQWttJ3biOXSwy/OpLDL78AmY2y8jRwwy/+hIFQ0fv7UFWwyixBU6CS1TBufLx7hVKnYoSV9HPD1HMpMiODC5J3tpMaG3t5MZGKmP2ahGUWA1aW3uJgjo7y24u2I3XABj5aj+jX70OgNVwFVbcBBy4sRJ11Wpim3dQt33XXV9nIZmicE7F3nIU5CLC93+F0A/3IHo8RH56lNhPTSHeQddzN6j7eJCajwVm5eq94YsrMR8N37OO+g+unfd4QZBc2/rR09i2TXriCrbsLsboyWOo6nZEUaHhw+to/OgGpODCDHi0cCe2nSGdPoc3FAZ/hpzchWEeBNx8tnjDx9xrSDSRHXA1lFnPOVc/BzAZY7T/n8knJhm88neMD/4r2DaWZwJkE4IpCFYvHHn9MerXfjf17R/E4w3SuOEjNKz9ntuMX6DR+59oUv4zgjA/7bnB+x9p8H4OWbz3PLjFIhBZTW3rs8RXvw8l1ER8zfuJtz9XdYzHGyQYXYM+2oVt5Rm48CWGLv/jPb2efm4Qf0sUWbt7s7CJ6weZ6D9YMdpYxv2Hm594BjW+FUEQ3S77+PlZtNupwaMUMmO3/fy/2bFcyD0kkP0a/mgL+uCy4cnDAinkIbgphH4siX60RCk7Wq2Zq+w/nsSx3hxC4Jqnm8EDxosC+gH3oau/UL1aJstRVrf/xiwNnf6ChRh0XTVnQvAIqHsUjMP5JRU8a+Hd2FaadOoC2p6g65h54u7Dwadz8Y6iJ49WtheC1HGXupU5BYmD7iQwd05GfyUNAmiPB2b9zopfjKPtCVYm0fFPuBS7xk/XEn2Pu137g0FMPU9+oDofr3brTupLAdRam2tOkuy5RHrwJjgO+rXLGCWtmH7tCsb1qyW3yoXpTAINTUg+/5LTK9WORoxLw+g9PZVrX0qUC0O9txvj+jXU0pin9y9sPJniRQimMF4puFo5f4asfdHNDqsfJ3fah+iRaXvuIxWn0rvB2IHLYHkwNx0gOfUyznd9lfhH3fOs+dm9tH36yTuc4e4Q2CTT+ntRBPkW59v7sLjS/IMdhHfevqNStq0f6/8mWAIoKaYSh8nl+iodvuhjzTR9dMOCr0PVdgEievIoxeI4xBIkjUPo1gEC4jY8Yg1q+BE8SoT0aDeZ8V4QLbLFi6Q9r4KaJjc2ztSQ+wzIJm6QGHwZcMjZVzCM4xBJkjXPz3qerdj8ccINbq5m08aPEW1+7LbXWuf9JHHvT9z2mLDn3TQrv7bg8b8REASRVTs+TTC2FkEQWLn1R1BrO2Ydp8a3kU70kBw+gWMXyOn9FLKTd/VaVr5IuntsllvlQqGPnq76dxn3H1n9OmZ+ajo7Mb4N28xWMhgBrGKW1OTleTWkbxUsF3IPEbTGDtJj3VjF+2vIsIwHB61TI3MxzVR5gt+XozAy3WXRS6Hhlm6RuXz/9V1zQVIFQp0SU18vkjnldrdu7cjNB/2gifqkhOidw01un0JhwCLfu3ghfBnuhE1A14+h7gogyALGkbsr5AqFEXK5PgASkwfJpN1cq4V25IxX3ffNHlLJHnc7BrmeIpP/ohPY5MMTnd/JUD+UR9IEgttmdxrKnTzjNnTR0ErXwGTw8PMVx72hVw7imO49Hjl6GCuXu6uiSRBF1Na58/EWA21zI3bOZPLkFSSfn0DDwvLWFgp/fQOeQJCR1w5h5XOVAk4OqfjrGhZUmDqWRerGNVh5g+JFjeJFFVbeIHWjl+S1Kyhb0qRPFbGMe9e9Jl/SQcnBhosM3vxTwLXMv9+4H4srCzq+NIkbvvRVd4eSZ/Dm/6ic617g8WgEghuZnHyebMZ933PGdVLWcTSPq0srm5PoY2coGjr4cljpDMniCyi1YdKT3eQSrtOqk7fJjF8DuUjBHGBi7JsAFIvj5LLX7uka365w30+bwQtfqnD3r3IAACAASURBVOwrm8QsFKlLIziWPSs/biGwimnSCbdY0O/ydZexdCjTa6cpuS7tduZ7YoyfA8eq6C/fqlgu5B4iaE0drrPayKUHfSnLuE/QdofBhvyNPJH9bvdKP+524RzTxjipE3mqtL9U1L0ZoO2XyF91wHbDxfNXHfL9t5+85q/b5K85s/RxZagl98Wl7AB4PGECwY3oyaOIfpHQTv9d6+TK3bhIdD/5/A3Acbdz/RTyt3eEzN8skO8vEnpSBEfESQbx7XR1kPneAtqe2d24MhzHQT+UR92jIHhmF76+Nd5KPt58kLxegs0t5CbGEGUvWttachNjIIqE2ze424DauuZOt6EKWms7RSNZ+f2lgLqxEQSB1OUx1FWr72gLfrcQBLcAda9ZQJsxZrWtTEEtzH8CIDXYj10oEOh0IOeDjJ9Ap41jFinqSbR3+N14glfv/TOcOxpG2jqA6FPI5foIhjqQpNA9n28xeEMWV9TpxZWFoGxbb2YNVyOqrSaX68Mjx/D7771rq4U7yef6AfCFV+DkRShOh2yDO8m0CgbYgqulc0TMTIJwfCeOY+KYIGvue+MUQYm43cVcro9I9Clg4Qs+DwuCsXWIko9caoBQzSY8Xg199MxdnUM/N4Qgi4TW3X3H2xg7D45NpOkxCukR8uk7u/ouY+mhj3bhCzXj9bvOwR5vqEK7nXmMIHkJxRbebX8zYrmQe4gQiq9HEOVKnpzj2Msulm9zBDuCiAH3a17/HxrwRD0YpYItdTaNnbGJvacG/9pAhWbpOA6O+WBpltrTbjEmhqDxF1xtjXGHrly5a3erPq4MpVXCu1KqFHJLNU5N6ySdOo9lptD2BMlezlMcX/jEVE8ewyPHqG/4AQBEKUhj06fcn91hkqaXun/Nn2kGj0uBrP9UDE/UvQfqLfq4mWPOXzMpDlpVrpQzIQgC2p4A+qvpCu12rvtVDh5XW9oIt7sZU6HmFiLrXdqTv74JOVBdKDiOWenCOI41ywik3MEzSnTEpXhWeYJefCs07AlP5fyOtbTPv/K9CDQ0uaHp5f2lfDzjRp/7urZdGfPMbaO3BwSBlZ+cXiFe8UNboVR01r5nJaJ/mo7o2M6clGjbtit5czORvj6Mc6Oe0BOgaa6+7l67TkuBspOl/tISLq7I04src8FxZn83y66Ovki8Eh+gaZ2Lsp0vn0eSNBoaP+HuzEQISY9VPvMz891Wrv05wIFUiNq6D1VMPJo3fQIE9z2Or3oOWXa1prV1H0TxrVowBfthgGPZiKKMWrcZAK1+O2p867wZYjO//zO39fNDhNbVI3oXmMvoWJXz62NdiJJCY8k1tFw4zPWcW8YbA9sqYExcmNVpU+PbSE92YxbcxUljtAu1ZlMlW/GtiuVC7iGC6PESiq+tGJ4MnPwHLv7Lr75tQxKX4Vpva4+GkTSJ4KYQ2u4w+rEkju24GXMiqLs0tE6N9JkUVtYi8e+TdL37JGZy6VbJ7xaBR0SkqJsF598iIjcK6Adv7yplHLSQGwV86+d+rAmCgLZXwTiSxyk6jH8hw5ldw/dkTjITroOmhWGcqBRO+qsL68o5jo2hH0fTOkuBxhqatgt/YB2yXHvHSZp+JI3c4CG4KYBnTQp8eWL7VqA9EUT0C4R2VAv1x/82XRqzUykG1Bk5cbdC3RPEStpkLubIXM5x6pErpM9WO5+GV7vFi9a2tlLIuNvtgDCLVuk4NufPfIyhwf+F4zhcPP9DDNz4fNUxSiSGEolV6Ii9//z3XP2nL9z2XiwIyTAceQJfYCVTJ/o5/VN/TzGZvfPvLRBlOuWtY1ZbWhEkCaNEF734vz/PwIv/DsDlL/w5N/7tG0DJTbNxBaF1cYTGKYR4EnVjnFBzC95wBH9DLaHd3krO3ODv6Fx41+isZ3jvH7/CqUeuYGaqXfPGvuMayNS8sxkt7GqnygXHg4DS6sHbIlXl5i0FZi6uzERy6jVOnXh6Vqfbq0UACNfvmr4viyxwg6HNiGIALfwo0dD7QbKRMy2IgkL35c9wvfc3kX2uo6bgFQhHH0P0exAyMfzyejxBP4gO0fqnkDUNBIfaxnejhXcjCF5C6g40rZOUcQrbvn2n92HA5NE+Tv/0lzGNXMXVUotvQ4tvw8xPkdP7q47PDk5x6ie+SKp7lPxYilOf/hL6uUEKiQy5gakF0yodx+HCCz/P4EWXyqmPdhGq7cCvrUL211YKuatHf4fe47+/hCNexnxITV7GsQqztG9l2q0xfpZCdpxcauAtr4+D5ULuoYPWtJnc1ACFTILE9eNkEzfIG28ex8JlLD1Wfq6FtX+0AcEjoHVqmAmTbE8W/WiS4KYgHtWD1hnGMR1SpwwSByaxUlaFgvkgIEgCa/85QMvvKm4Btl9Cf9HCsededHAsB/1FE22/dNtVdG2fDzvlkD5dIPHNLOa4jfHa4iZBwdAWRNGHnjxGYKOCFJFuqyubiWymB9NMlFb/Pazd8EesbPkcgiCgao9i6K/Pu4rrWA7Ga2m0UrzAmv93Ha3/LYooSzT/Qh3r/qoFUal+xJfHnDqWRz+cx9siobTO79Y1nY+XYer5FE7RYer56slxoKGZ9o9+ktodnfhq6lj7fT9M/NEn8Kph1v2HH6Hx8aduGfMV8vmbTE0eJJ+/QTbTTWLywKxiRGtbi9F/DSufZ6rnEvrVK1iFxU34i1cVsDwkD+RIHL+OnTPRzw4u6pwz4dXcMTc89o6q/aLsJbRiFXpfD/nJCbKjwyQunaVg6KRvXidx+RxmNkN66GalCFzzP+tY82eudX3r+z9M+/d+wv0u7FPIXzUpDJokvpkld8Uk11296KJ/W4JEhPHDl6v3Hy5CdIrwtjZqap+jfd0fEAxtXrLx3wtmLq4s2TlnLK7MxFTiAI6dJ5k8UrXf9iYhNkl920dQtV20r/s9YjXPLuoaRFFm3YY/ZkXLZxBFD5q2GyetYBaTGPpxEokXsawUdmSE2Fq3O1oT+SBOVsI0k9jaOOrqNYiihzW7folVj/4kosdH88qfYt2GP0GS/CV3zBzp1NlFXevbAYnj17GzRfRzQ9S2vov2x3+ZYHRtZaJ+q/V88uQNnKLN1Ov9JLtu4hQsEsevY5RiBxZqdJIz+skZN0kMvEo+M0o+NYgW31bRQBpjZ7GKGfThk0wNvY5tLRfdbzSM0S4QJNTa6mdbmXZrjHZVPg9vdX0cLBdyDx20RveDPX7lRQopV3+iDy5HEryd4a1XCG50J+Tqo2EAEgcmSV9Mo3W6/w9tVxG8AvqrSYzXXeql8YA1c8EdEt4V7iNK3e/BmnTIdM1d1GS6bKwE8+rjylCfUECAqX/PkTruFgWL7QaIors6ruvHEEQB7bEA+iuZBXW6dd3tuKnhRwEIBjfiVeoBdzJqmlNkM3OH22Yu5LCS0/ECofU11Oxzw4G9cZng1upunJ21Sb3uTiKSB3MYR/Joe5XbFr5yrQf/BgXjSLpiqjKXZi68Zh2ix733Wls7ktelw6qrViP5qjt+ZU1gNtvD5Pi3ASgUhsjnb1Ydp7a1YxcKjBw7jGOarr63v2/ea70T7JyJddOleCYPGZWcqPK/SwV11ZpZY4ZSPt7oMJPnTwFQmEowftq9F2YmzejrR8BxKtlw4Z1xwrvcz4ISrcEfd/VRZTri+Bcz5HtLIfAzdJ8FPY19wTVySbw47dZnWxbF4w14d40hiiKiKBOO7FkUfXApoO2dXlxZKsxcXCnDcZwqd9iZMPTjBGtXI8thBEEgHHkSQVgYre7217EJr9fVWUUjz2IWpxgd+QrgYFtpRoa+BJ4c0birm4tF3g04jA5/BYsJYg3ugkBQW09ts1tYynINIdWlgqraI4BUNc6HEY5tY1wof58HESW54tzp9dfiCzXPMh6Z+f2/dduj+vCvrHZEng9l/V0+NcDEdTdHc6ZTolVMM9LzdZdObhdITSx7FLzR0EdPE4qtQ5Kr/waKooxa24E+egZ99AweJYJfW7rMzAeF5ULuIYM/thKPT2XkgjuBEmU/xtByJMHDAm/ci6/Nz+jfD4MNaqmQE30ioe0q498Yw0pZiEHJpWC+SWi32n63a1SOI7gV5f3l4+aDJyoS2Coz9tdpnDyIqoBxaPGhrVp4d8WcRNsTpDhmkuu588RUTx7D52+rTPaqzlkKO59vkqa/4hZU6mPzG5rMhPFaAafgjnn8ixnslIN2G1pl5Tr2BEmdzJLqyiKGRDLnc5iJew9P1fVjiJJbfI4Mf6mybdwyTnXVahAERo6+jCBKCB7PoiIJxg9eh6IMskXukoOp5xD9Mvr5ofvyOVdLtMuRY68gKq4uceToy4jemdteQk0ttz2Pb70HuV5k5M/czqioChiHpz/D4y9eBtMDgQzZV6d1elMnr4GuzquJfFAoL64spQnRzMWVMvL5GxQKQ4hS0A3rLgUAm6ZBOn2hEjXwRqFMYR0Z/gKi6AcERoa/gCDIqKpLBQwGXTrmyLBLI9bucE2SFCIY6qgsCD2syPRNYqUL836f1bibIVbuhtl5k9SVUUS/TPZGAuPcEKJfpjCWYupEP2pHA4K4sAUOfbQL0eM+g0e6v47si+FTV7qvW9JejnR/HUH0IgieOUOpl7F0MPM6maneeTttanwb+fQQyaHjlc7pWx3LhdxDBkEQURs2YZt5vMEaYq2d6MMXcey3bqr9Mu4OWqeGnbURAyKhLTMMGTrDrl5MgIYfaKAwVCB/480RVSHHRfybRYx5dHL6QcvV0sXv/EjT9inYGQfBC/U/HCJ7yaQ4urjPf6Xo0o9N6+TuQK+07Rwpo2tejZLsrcXnXzOv4Yl+JI1/o4Jcs7DOgX44XxmznXFAKE2i74ByPh4mNPxoDBwwjt5bVEV5zLW1H8DjiWDbWWKxZ9wQ51vG6fH5CTauwC4WCDavJLSiFb23e54z3xmJF8ZBsFH3lxwh814a3teBmcySuzl1z+ddKAINjUj+AHaxQGzjVmQtjF0sEG5fj682jl0soLasRpBuvxghCALqk+5nWK4XqfmeAMarBeyCO3mdejEJ3gLBj97EudpIdtjtyk0ccCmktc/cnYPoG43y4sqS6+RmLK7A9IJIQ+MnsCyjEvNh6CcA+w3XCnqVehTfKmw7i6o9SiC4AdvOElK3IUrugoogelC1ndh2Fp+vFa+3/o7n1cK7yaQvYRYfHBX+QaPcUWt4bwfFyQz5oWo2iRbfhmMVSE26VGPjygiOadPwfpehZBfM6e28idaxMFqlbRVJjZ+nZuU+ZF8U28qh1m2tFAeyEsYfbsO2coRqNxKMrbvrKIRl3B30sTOAg1Y3dyFX7pbaVq7KbOitjOVC7iFEmV6pNnagNW7GLmZJT/Q+4Ktaxv1CmU6pPqIheMQZ+90g6MD6ANF3udoc/dibZ3Kg7ZdIvWZhZ1ynvsl/KuJYDlbaIf2adcduXOU8pS5UaJeX8LtLrnmLnET6/Ksr5iRKs4zS6q0Ucukbw4wccOl0xQmz0klLGV04Th4t3ImVtph6wZh9rVonKaML28rhmA6T39ZLY7ZJn85WNGzzIflCDnOq5Ih4KEfoUYXws+6YA1tlPNE7/wkI7fQjeEHwQfzjMcQQTB66N11ZyjiN4xTQwo+VMvhA1TrdEGf9dRzHxLaLJCZfwHGcil5Ma2tHa2snNz5Kwbg95Xeq+xJmzjUwSV67QjHjdq4yp0FsNIh/n0tR9AgN1Dy5BowQky+5E8H0uSy5a+5nIXMpR/bK4ru1ZQiCWIkk0NraZxijrJ3ebl2Y3X35M6zuVdD2ukVd+qTbbci9piFtGaD2vQ3giIw971Jz069ICK1DBFfevaX6Gw1tn0L6VAFLXzpXv5mLK+DSKb3eRurqPgQIFXqloR9DFP33RStYviYt3Dm9rXXOe8zCz+lgGK8DYOgnKeRd3XvKOEM+NwBAOnWeXLZ/vtO8paGfG8TfEiW2p839/3n3+ZS+Ok5uWHe1UskokxfcgO7Jk5cRJIH4uzYgBTwgQN3+dchR93ulbW6kkBnDGHdlJ8XcJPrYbB1ievIytpVHi29HrXOLgrkNNkCrc41XMlPXKOZdtkti4Ai2Pdtddhl3h/TkFXIp9z3XR7uQ5ADB6NzPUp+6AtkXA0Cdp9h7q2G5kHsIEW7eiuQNEmvtRG3YBAjog8v0yocFoUdU5DqZ6DOxqv3+tQF8rT6iz9SgrFTwNnofuE5uJtT9HpwCGK9YTH3DpPeTOaa+aZJ6xcIpgnYHfVwZwZ1evCskot8VILBZRoqK6IcXN2F3zUk60fXjrq34ngCp1zPYBYdrv32Kmz8nU9ANhv54nO4fu0Fx0kRPHkMQPITURxj9mwRXf2aA7JXqglIL78ZxChjGaRLfMej97CBTL6RIvZ5xx7xn/kIu32fS80MTjPypQXHUInvJRNurENgso6zxEPugf97fnQnRJyLsPIu46yxSQETYeIWplyex7yEOwB2zTEjdQazmWTyeCFr4UVStE8tKkU5fZHL8W1zr+SUM/TiR9R2IXoXIuo7pSILb0CtzkxNc/ce/YeToYYopnZ4v/xXDr7xIfiyNPaji3w7a7hj4i3jMOuRwAHrWM/bXBRzH4erPDHD9V90OzrXPDtL7fy2tfi66cQueQBB1VTuxjVuRfH7Cq9cS3bgFUVEIr11YnpH2lIIUEYg9F0Ddo4DkLkak+0dx+hsIPmER270Wgmn0Q1nMTBbrbDO+3bMXC94M0Pb6Fp2PdytmLq44jolhnEALd+KRIwQC66oKPFXbiSi+8Rbk0Zp3IkkhwpEnicT2I4oBItFqY5xw9ElEKUg09s4FnTMY2oQoBdGTR7GtHN2X/yM3b3wexzbpvvIZbvT/Po7j0NP9C1zv++03YlgPFFa+SLp7DK2jEaVORYmr6OeGcGyHnj88QP9fvYYk+xFef5zE19xFtMSpboS6JJJPRmgZQ2iYRAp6EVpGoDaBHPVx89xf033kN7CtAgMXvkT3K/8PVrGaiaCPdoEgotZ1EFvxBJIcQquvLg6izY8jevxEGjsrRZ0xdhZj7AzXjv0uk/0v3Z8b9TaF49j0vPpb9J/+MxzHcSMFardU4jtuhSAIxFY8Sai2A68/NucxbzUsXs27jLcc5ECE7d/3J5X/B2pa0QfP0bTtQw/wqpZxvyAFJLZ+c8es/YIo0PHlaaqB1hlm8vlJHNOZMzD6fkPdIyF43bw4u2ScqB+wEAMgKBDas7COnKgIbHmtofJ/7UkF43Aex3EWlxsV7mRy4ltkMpfR9qxg7ItTpE5lKJyqAcvD2KEL6K/UutTEVzPoq44RDG1Fkvzor4y64zmSxr9umu6oqjsQBBlDP4r5yqrKMaIiIHgFQjvnL8b0kvZPP5TH1+5OUrV3KAiSwOaX7kzZKqNQGMH+9O8CkM3uxNpwFI5/HKPnBuF1dycU1/VjBENbkCQ/keg7KpNYTXsUEDCSx8hmXYt8PXmUFS2d7PjcrwHuH2xPIIje20PNlkfmPn+Jeqn39uCL1VX2CYNt4EhEn65FFEVq3lvL1AsG6TM5KEpYgwLpMxmKIybFcZPslTz5XrfDVRw3kWuX5k9ldP1moutLGVer17L9538FADmkseOzv7bg88i1EtvPTdO/gtu9GIdymLEeYBU1TzcjejzIjwyRP17L2EuXoVhH5KnwkoxjqRHc6UUMuPl4kXcvbIHhTqgsriSPkE6dw7bSlUgBNbybkeEvkM1cJZ+/Sbz+o0vymneCqu5g+84XAFCURnbsOjjrGEVpYsfOAws+pyB40LRd6MljGMYpd+FHP0Y67Y7Z0E+QyVzCLE6QNpNYVgZJWpiu9q2A1KVRHMuuuEyqHY1MvtpLpm8CU8+RSo+SvZHAMbw4yExdvoST8ONsukZW78fceBgcm2zyuyi2vwJtBdKT70EfPePSMScuoo+eBsfGGDtHpGmagquPdRGMrkWSg4QbdrH9A38z6/qC0bXseM7VPDqOhSQH0Ue78HhV9xyjp6ltfeY+3Km3J7LJXsyCTmri4v/P3puHx3GdZ76/quru6u7qqgbQ2BoAV3EHSFAiCYqQSEleJO+JndjJTG4m9tiJnTjOJE6u48STG99lkjvJZCaZSWLfJM42iSd2oniN7XiVKIkSQVLiApAU9w1ooLF1V3X13lX3j9PdQBMLAQJcJON9Hj0sFapOn9Ndy/nO937vS8a8Qj4zRuum98x7Tsf299+dzt0lrGTkVoAR7cQeu0gpv3x+Sit47cPYG8axS9hnUrc++C5ADkqE9ilYPyhVzb/NHxQxf1AitE9BDtxeEGYcUCmMOGTPLc03r0KJspJ96D1BUGD4r25AQlBWJ57OkLsmaDSJFybIpM9VaZWpE+Leu7muTlb8hEI7SCb6qpYG5iEb85BNaFcA2T/3I7wiHpE+WWDyaxk8DTKBzsVnHaaLrQxe/wx0CYrR+DMXF9VOoTBOJn1+Vn8ujzdMMLiZZPIlzOQR8bk31cwJauIGzCsX5hQnqWTr0rFBJs+KfmbHR5n8/jh4CkTeKIREjLI/3vDnxsWJjsyNPyhn30ow+N9Hp8a/QE/Aewljv4p9okDyW0DYpO5BQTEL7VdgtIH4X5vgKdD4+MIyfncbsioRethXXXxYLlSUX4djfw9I6HrZBN3oAbfE4I3PAtxxoZM7Dd3oIZ+PMRr/Z4BpYwbHyRAb/EtAmKGnrFfuWT/vBMz+ISSvTGiToAwbXVGcbIHY18T975YcBv/5ePloiaufL2fAmuMMnv48lO1dhs5+EbcshjJ8/kuUCuK9F7/0TQoZ8ZyYLlRSzFukJy9WPesWAklS0Ju2Y06TvzdHT60YhS8BVcN1p8DQmS8Arw9LgcVgJZBbAUZbl1htGjlzr7uygvsI+m5dqMkdvn/olcYTCpkBh/xVl0CnTP6KS/a0s+D6uFnbLKv4LbVOzuuLEAhswDT7UHQFbUcA61kRcEirR8iXs4CBTSrmCylwxYTS6stAUey3jqRx8rUvdT3cQ/aKRT5WJLBJJX+9QPZCfl5apVt0sQ7lCGzxgAvJ72bRH1UXrMQ2HWbyMB5vAx5PHcnEQaS2FDROkHpxcbUdlQBtLlEJI9yDnTpJqWQSCGwgkz5HoTBRc4y+bgNFO0VmdHjG+a5Twrx6kUBTK+CSvHC2vA35M34861N4/CKQrSh9Jr+XQl3rBcnBPlLE1+FFDkgkv5fC06gsyhPwXsI4oIIDhRfX4Ns9glwWTGl841oAii88gNI5iE+/fzMxxgE/ucslcjeWtqBS02Z5cSWZOEhQ24LHW7Zb0XcgSSrJxEG83ib8/rXL9pn3ApV6umTiIP7AA1Pb/rWATDJxEFXtQJLU151VgTkQI7SpBdknsub61ihIEsmXr6O26EheheTL1/E2BMFboHglAL48nhaZZKwPWVHxBVtIxvpAUvCH2sU24NdXVbcDxpqaQM4aPQW4izaUNpq7KWTGyCQvEzDWUMpbpBMrGgW3CzN+ElWLIskekrE+fMFmVK311ie+jrASyK0ArWkDsse34ie3ghp4wl6CWzSs+0jwZLpPXPunpyiIC62Pmw2+dg/qes+yZAP08JQ4idErJs1S2yj6W8VKr6dZounf1lGKe5DjGwlqW7BetJFUiegvRHCzLvYrtZlxw9gL/YKO1/7xpqn98wRy9okCJdOl9aM6iiGCN2P/4mXnXdfBMo9gGD1VcRLD2IW6K0nhRDNOYeHBnGX2oSgGQW3TrH/Xp2Xq2jp+XpxTDv4qqNbJXZ5ZJ2cPDeLkcrTue6wq6d+8pxel1AyWgdbjqx7rjXgIbBXH1L1JR24Uv094v0Zot/jdjF5NeAIeWpgn4L2E9qAPWRN91PdPjdPY3AEtYwAEe+9vUYXK9Wktow1BZXEFakVFZFmtSv4b4Z7XvAS5qq7C54sCEIm8BX9gPQB1DU+gadsACNf1EtK751TBfS0iP5kmO5jA6IxW93k0H9p6IdYV7u6Ylqlrw9shFgm8q52qYmGosZNwiyg1CDVsIhwV10kgvI6GjkcBULVWImveSM6OkbPLNPiy7YBWv3FRfZ6upti27aeAsoH1ChYNp5gjNX6GcHQ3oQbBNni9WAosBiuB3AqQFS+hli2YsZVAbgW1MHoMUv02JbtE7kaWC//7OYrW8q2YLxbBbhlZc1EiDsaTCr5VEp6IRGDH0h5lxn6V1EtCwj1ztsDFnxsXVgyLbcfowXULWNZxQg+Lial/d4rI46KWTN2VRN8nAgX1wpuRJAXzkI2+J4jxqAaeKX+46pi1TXB6J3JLCuOAhjfqwdOgENiiMvZ5m6H/JjKmE19KM/i7IuiOf/ssSC7GYyr+3WW/uWkT/JuRSV/k4vlP4pSyZLPXuXj+E5RKKTLp8xSLCYzw3iol0gj3YPQakAkw3vdqTTuOk+fShU9h27XZ/YoZsxHegyTNnj0NhXYgySqBwAbCdftQFGOGP5ZPD+OPNGGWA7nx/uMMPvOvAJhXzgMSxrqNwoMOEfipGREENz4VrWmrovhp9Gpo3WIhQHvIWw2QjV5NeALGF+YJeLcw/tUkg38oqJ+T3za5/v+OIHkllHXit296c629gH+vyGo2vKF2/Pcb/JuEP95y2xBUaJM3q0BW999h24HFYPQfJon9fyLwHv9yksE/Gr3FGQKSJFXHd7MiZmW/buzFCPeQzVwin4/fgd7PxOA/vcL4C4KCHfvqSUZ/IBRUR751mpFvi2fE6PderdIg50Liletc+9uZXnlW2XbA6Kq9tvVyYGd0RqtBntEVRdsqFsL0bS01pt2VbX3a9lz7q5TI+En0pq45RTXmghpqxRdsQfGGCLc+WM70Hb/1ifcxBgf+jvHrd060JTV2hstH/6jq/ViBNX4a1ylgNHdX6ZSLzZC+HrAidrICQNTJ3Rj8X+TtcXxa5F53ZwX3CYyeMMN/E8N62SR91iZ5MEHyhQSRtzTemw454DaNIKkABu2fVnGy3BZlcDqMSeq+sQAAIABJREFUAyqjf2NjH8uT+HaGxDeymO/LUfemxQkvTBcnMdZ74MkXaPzJPdTt2ID0js+iPJmFpmZoikP/NvLDBbIX8zT+WBhFUwh1BzAPpWn/+LRGSzKc2QIPHwN20fHxJpy8iyRLDP+JRX64ROvP6wx/NkXmbIGWX9BJHkzB+knckB/3R78MjQpu448Ds5tNj41+lcTkD7Csd2CnBkhMPksy8SL5vKAw6sYeZNmPnTpNQ8OTFJ9wGP10jInnBml6ZEq2PWWdYHLiuygeA03bWt2fzV6mUBhFN+auRZJlHx2rPobP1yxqScoCDjeL0BjrNjB6/ChOscDI4efIjI7Q+vBjWJcvEGxtwxMM0vrwAYItUXxGHcr4WuS6LMZDtXSbpp+ow8m7hHYFaZIasU6+ihtWadi3iuyVPHVvDFFMimDePGQT2Hh/GGmPfG6CzKUcrR9qYOSvJ7FfydD6oQglZRJ8ATxSU83xbT+3hljwHA179t+jHi8MkiSh71dJfi+H67hLvqcraGp+D65bJBSqrWWKNL6VXG6QcP2jy/I5S4XrusT+bJxSskTLByIMf26c7JU8rR9qQNFuHSw0t7wPRQkRCG6iqSUIOIRCO1DVNorFJEZ4Dz61mcHrf4yVPEKk6e13dDylTJ7hf+kn0F5Hfc9aYl87hdcI0PjYBmJfPYkkyzS/aQuxr5+ilM7T+tbOGjuc6Yh/+wzW6WFa3taJ2hiq7jcHYnh0P4FVteqDjY9tpGTn0bdFCa6NkBtNEe7uILjJIHv9y7S98QAezU/j2idpWLUfxROgad1TNK55A161jqb1b6Np7ZP4tCaaN7yTxjVvrMrWW6MnMJq2k0+P0LLxXbf13bR3/hROMYskKRjNO4lf+hecYg7Zc388YxaDYt5m+NyXCYRXE1n12K1PuA3EL3+LyRvP0fzA22oyoFb8hPBejHQSDK8lnxnDaJldCOv1jJWM3AqAKW+5FXrlCqZD2xFC9suYh5PVWrl7aUlgn07hBiYpyZNkL2VoeK+Xxp9eumy4vq8s4X4wWxUJMZ9dfGagIk5iJvuw7D74375AZEc3sixT/5ER0pFvk0y+BF395E7oJA+Ws2XlLJC+TyN9Oktxcmrl0T6VgbQPZ9tRstnLNLwjTON76shdK5K7WsLNQeKbGTIDBSjB5L8mcU63Q/cJkokXyK7+OvzkF+atjalkvszk4aq/ltjuwx9Yj8/XhMejs2bdJ/F4w/ib6pHXjZDuU+Zsp2Z/+bNv5Y3V3PLeKSXL8F4KhVGy2Ss1x+hrN+IWCyRePU0mHgPXIXH+DKmh61XqZahjDW3734Rbckkfd6h/IoIs177u1NU+Vn+qBdknUbenGWXbEPb5GN6IhzWfbkUJKTM8Ae81CqNCUZMiJL6Xwj4paLiJZxI41w1Q8zP6Wr9zPdv+yxPInvt/3dbY76c06ZDuXz4aqN+/itVrfhVJrh2/1xthzdpfR1Hm92K8W8hdyVOIFXHSLonvWCILXETU0C4AgeAGOlb/EpIk4/evZlV5zD61ldVrP4FcznZ7PPV3hV5pnRkBxyVzfZLE0au4+RL5sRSTfVcp2XmKVpbJvisUJtI42SKpi7NnH51ckdQ5kUG0+qfsQFzXxRyIoXe2zgj61cYQq//dXmSfgrcuwJr3P4zi9+Kvj9D5ax9EratH8QZY8+BH8Kp1yIrK6p0fxhdoRJI9rO7+EGqoFUlSWLX9AwSM1SLr2dyNGT9JMi4EY+Yynb4VGjoerSpVGs3duE4Ra/y1Ofeyxk4BDpnkFQrZxLK377pOlXpq3kRBNeMnCEW2IntUvP4G1uz8MIrHv+x9uN+xpEBOkqTflyTprCRJJyVJ+pIkSXXT/vYbkiRdkCTpVUmSnlp6V1dwJ+Gva8cbqMOMrfjJrWAKsk8m9KBO8rkE9mmh4mX2Je9ZzZA5LYg0lzGgVAwZ7UEfE1/JkH1VUEet26R46eEeMpkLTEx8h1Boe3WiaBg9FIuTxEe+iOfBGI4NI58bx9OoVC0HjF4NXDBfmpqMm4fSIAFbz9QEY+a0WqLB/zL1XQz91ySUPNB9gljsb3AcUftnzTF5y+fjZDOi2D4x+VyVFmkmXyJlHZ+TehbYk8M510renPImq/QvnxusGhGDUPJU1Q5UtW1GO3OhEvRZNwWg+up1IMsMHvzO1Jif/x44Dsa62nqV9OkspaRTrVecC5Iio2+NYg7EZlzb0z0B7zWmK2gO/ckYlOP92GfjUBDU2fsl6Lwd3Ik6udcKzEPp6vZ0SqW1jKqpkiRjhHswzb47/gyvmHIDDD49RR0c/KdXZt2u0CRvhnVuBLfozGgzeyNBMZnB6Fz4M2WpMJq7KRVSxC98DV+gETW0dLpyqHErkuydEaS8VmDVCMCcXPb2M8mrFPPi/WbGp9ovZBNkzKu3HUy/nrDUjNx3gC7XdXcA54DfAJAkaRvwk0An8BbgT6W5CiNWcF9AkiT06Das2OkVKdwV1MDYGyY/nIcSNLwlQmG0QPby8sqELxTm4STBrRrqGj/m4eUVYTEOqOSviZlxw7sDZC8UyQ+VbnHWLO2Ua8nyuaEagQU9vKe8fxBjXx3IkLtWwNinVamD2nY/ii7XKCWaL9gEu/yokYaaoMZ8Los3qhDa6yN/tYQSljCeUCne8IIvR/jhFvK5QUChvuFNmOZRXHdmfWNFUKQh8hby+Rjg0BB5C4XCKK6bnzOLVn+gRfjjPXsagEJhkkz6VRoibxH9K2fnHKeAZb08q+3AfFDVNlS1Y0b2QFFVQu2ryScmUAJBjHUbyScmkL1etPZa6mglqNH33TrrYnRGyY/Z5EZqTbONXg0n7WIfv/f2LOYhG6VOwXhUI3+9gByUCL8xRGFQBqVI3VMBrMNp3NK9DzpvB95mhcBWz7LXyb0WYB6y8XV40XYGyF8v4Iko6PuCyx6Y60YPxcIEmcxMwaDlhDkQw+iKooRU8qMptI1N+Bo18qMpAqvr8bfXkR9NoTbraA80YvYPzdqO1R9D8sjU7VmDeXoY13Gr7cPM+rg7Cb0skJKzhzGady6LqIasqIQiW7Hiyx8E3Q2Y8ZMYLQ+heEN3JBittNnQsR97/CylYtkfdVTs/2GzGpgNSwrkXNf9tjs1M3gJ6Chv/wjwD67r5lzXvQxcAF7bRi0/BDCiXRRzFpmJa/e6Kyu4j2D0CB80OSAT/WA7ILJydwulVLH8bwl7IIXRYwgRllesGVL9S0HFhsATkWn5+bJZ63PipeFkXJycmEA4WRcnO/dEORjcjOIRMufT/al8vuYpNbm2XWhdggIyXX1S8kjoe8XkzXVdSlYJ+0RGCG+Ee7Csl3GcAm7JxXo+h3FAxXhMtKM/qhJ+XGwr3YPUNT8MgBbqpL7hDTglGzslsm2lUrpaOG6afXg89bS0CgU1WQ4Sbfug6I/kJaTPNI8HiPRuA1+O5PNCTMMyRUDY3PJevL6WanbOTvXjOJl56+PmghHei2WKMdfsX7cB8l6MtQ9grBcqmKFV62bQB81DaQJbVLyRW9MK9fKE8OYJZcUT8E5kukrpKRGVkjX7okF+RFyDrutiHUpj7AtiPCKumdDuIHWPiZohefMw9W+up2Q6go4LlLIFXGfmPeJkHNzC/RnsGQf8pI7kbkts6HbgZKfu7XsFt+BiHU5jPKJVs8fGPg3jUY3sxTz54eWjms6V6V5wXx2HUnZmf1zXrV7P+XGbXMzE2N4+TWykbdZtvTOK0dWGfWmcoj1TVEjYCzRT9+AqSqkc6avieWP2D+GPhvE13D1qrFetIxBeK/q9jAGE0byDjHmVQnYSgFLBvmusF8cp4BTFwonrFKuBkuuWKBXnX7zK2XFydoxwy4NVf7zl7rc5egK/vorImieED+KYWDi04idRfDrBunXL+nmvRSxnjdy/B75Z3m4Hrk/7243yvhXcxzCinQAr6pUrqIF/fQBvsw99t4F/tR91lXrXLAkSz05y4i2vkBvMYr1sQkkIsBg9YZysg31q+czKtZ0+kdU6oBLY6sHTLFfpi+d/aowrHxcv2Ys/O86lD4/P2Y4kyRjGXhSlVvADIBx+GEnyoBu7MPZrIIN+E+3P6NXIDxXJXS0w8lcmJEOoHSpGeC+Ok8FOnWLiyCVKSRfv7kECveK38PZcJ/CI+D5C+50yJVImHN5XNkKWMM3DuE6RgZPvJTb4l6LOxOzDCPcQCG7A623ECO/BH1iNqq4ipO9EUWYXfPH4VZSuEbJHRSBhJvtQFJ2gtlX445nHcN1SOTMnoxu7FvuToBs9OE4aO1VL+farG+CL78OT2IqxXtApw+trbQ1KaQf7lfS8Ng3ToTbr+BpD1ZX+CiqegMttDD555ConPvZFcmMpzBdsjveeJ3OxNhM18f0RTj1+mZGnb5C9kKcwWsTo1QhsF69uz6ocwb0lkBy0h0toDwp6Zex/XsEpluj/xJcY/lrtd+e6Lmd+4irXf2dkWcezXND3q7h5sA7fHaXQCx8Y5/JHJ2594B2EfSqDYwsKsPGouJ+MR7Xqtbuc157P14zfv/a26+SGv9ZP/ye+hFOsXXgYf/YCJ3/lnyha2SoF0uiKYmwX1Mfw9naM7WIaaGxvw9hR3r+jTahMui7WmVp/yEIyQ+b6ZI36pDUwhJMvYb06Ul18uZswmh8EScFo2r6MbVYUMU9SyCY4+c0PMXH9mWVrfz5cP/EXnH32k4BQnzzz/Y8L4Z2z/8jAd34R15lbpbqSLdObhKpnITtB1hqc8/jFwinlSY2dwWjuJhSZoqC6rosZF6IzkrQi9XHLZUpJkr4LzOau9ynXdb9SPuZTQBH4+8ppsxw/a5guSdLPAT8HsHr17IpqK7g78AbrCNR1YA7109p1ZxWtVvDagSRJbPqTzVXlNKMnzPg3xnAKDrL3zj5EE89O4hZckoeSZK9mkP0y2o4Qbt4VWZK+JPouY1k+S/JIbP5SE95GWRS2P6piPpujMFoi1ZdH1iSKkw7mczkkCUq2g6LNPv5Vaz5OsTiJJNU+YqPtH6Qh8hY8Hp3WD2qEHw/ha64Va6kIn5gv2Ez+SwaQKAxBvb4LUDDNPuzvbQE2Utz6DPnWJvhP36C0byO5+m743S/S9s7fxqe2sGXb5wgE1iMrfoLaFszkYQxjD4XCGInJZ6hreJxiYQLd6EGSZDZt+VMURUwkN27+QyR5bssCgNBemeRnmkhdjWGafejGLqHEFu5hfOxrpO2zmMk+tFAnHo++6N9EBH8ypnkY3ZjKDOZPh8BJ41yoJ9DYzOaf/gjBaG2tTOpoGrcwv9/edEiShNEZZaLvCm7JQVKmflujN0jsM+MUEyU8dctTJZA4dg236GCeHCR9MAxFSD6TIvDAlHLd6JdGAQ/jX5sAa8rfzjx3Bbaexgk3ktUuw2/9JdE3f4rsjTEI2qSOKtgXxigms0weu0b0R3ZU28xdK5A9n6OUKLHq/3CXhR62nND3+pB8oga0kmG+UygmHawXckhekZmT/ffmuzAP2WJRZ6+GJ6yw+e9Wo+0MgASeiIJ1KE3ju+tu3dACYYR7GB39Co6TQ5YXp5Q4eewaxWQW+8IY+paWqf0vX8PJFjFPxzD7Y3jrAvjb6/C3hfG3GGgPNBJcH2HTbz5V9XarbpdcZL8Ha2CI+t1T88DKoore2Ya3LkCgow5zIEZwfSNuvlTjH3e3EN384zR09OJRl+e9A8KzzuMzyjYELk4pR2LoMJHVTyzbZ8wG13VIxPoo5pLk7GEmY4fJ2yNkzKskhg5TyE5iT54nFNk66/nW6Am8/gb8ejuy4q3uCxgdsx6/WKTGz+A6eYzm7ioF1YwfJ2tdp5Cd+KG0GpgNt5yFua77Jtd1u2b5rxLE/QzwDuCn3Kmc6g1g1bRmOoBZCdCu6/6Z67q7Xdfd3dTUNNshK7iL0Nu6SMXP4xTvH9+kFdx7+FcH8EbEpN7YG8bJONj9y5cNmw2u61YpnObhJGafSehBHdkno4QUtM7QsgqeAAQ2efE0lAPWA36K4w4jfy7G6dguw5+xoAhuAVIvzX2PeL31BMo0yulQlBBBbTMgqKpa18xsl7rai6/di/miTe68WPW2DuVRPCG0UCdmso/0IS+su0RKfk6srG89i5UWKpOernECYeElpoW2IStlCqfRg50aYHLyGQAhyDL2LfG3Mt3KH1iD1yfsR1R/Bz5f87zfV+SxtQDEvv0ihfxItQ5ON0Q94OTEd0nbZ2pqBRcDj0dH07bNoIFVagitsll3qGM1snIzrdJG8kmEdi3cQsLoiuJkCtiXxmr392rggHV4eTIjrutinhaTVHMgVhW0uJm+mT4hVsOzZ1zMQzbqWh++Nq/IeOgpUq/GSCb6UDaNiknOQAzCSZxRHxMvCop85uoEBXOqprXy3RVGi2TP33/PeTkgE9qjYh2883W41qGcsDTJQerIvavLMw+lCXb58YTFsye0K4ikSEiyhLFPw3zRrtaGLQd0Yy+ukyNlLa4uq2BmyVSojdOER5xiidRZkeE1Tw1hnY6hb4siSRKSLFcDN0mS0De3iP3Ttz0y+pbWGdlwayCGElIJrhH2AnpXG6lzcZKv3ABFQt8yW47hzkLxBgjWPXDrAxcBSZLRm3dgjZ6c8qkb7cd1Fl+jvRhkzKsUc+IdO3r52+Rt8RtOXD9Ixrwq+jFH3ZvrlkR9XNmAW9VaULXWZa2TM+MnkCQPoUbBFjOau8la1xm/9gywUh9XwVJVK98C/DrwLtd109P+9FXgJyVJUiVJWgdsBO683u0Klgwj2onrFEjFX731wSv4oYS+SxfZsMN31oYgezlLYbSAYiiYfUlyV7MYe8PVvxt7w6TP2BSTy1c/Mh36o2KlOv65FLIugSy2Jb+EpE7Vzy03JEnC6A2SfDaNm5eRA5RrhlwMo4f02GVKAx1IO8+SzV4pUxoNCvk4iclnMYw9s2ZZRLBWYnTkaRRFrCbHR/4Rv3/tLQO2uRDevh7qTMxDItitKFx6vfUEgpuJjzwNOLe0HZgPRrgH2z5DsSiuNyfvYh1Jo4Rl8rEiuSuz//7mCzahXQFk/8Jfc/q2KEhg9tdOKLXtAWRNrlEWXAoy1xMUk1kUzYd5bILctQJKWCZ1LIOTE7Vh+bEczpgPPEVcU8U6bGP0BnEdF/P0MIrmo2jlMC+cq2ZCzf4h5OY0uDJjXxPHAFinp8ZjHrJRwnJ1+36EsV8lc7ZIIX5nJ7LWcznkoITkrVWBvZsoWSXsk5mqQf3N0HuDFMdLwnZimaAbDyFJnkXTKyvXkaL5alQm7QujOLkiiuZj4qUrFK3cokVIjM4ouRGL3KgQG3JdF7N/CGPblL2A0RXFLTqM/uAcoQeaUAJLt565X2A0dVPITjI5+CKKN4RTTGNP3mFBmnLQpXhDxC9+Y9btuQKzdOISpUKqJiumN3djjfXPS8dcbP+0yOaqpUDls+IXv4EaakMN3t576/WGpfKi/hjQge9IknRckqTPAriuOwB8ETgNfAv4qHuzJfsK7kvoLZuRZM+Kn9wK5oQS8qBtC91xwZNK+9EPtOGWxQgqwivVbReso9as5y8VvlYF/2YPbk5MLLWdXtycoH6FetQ7qqxn9GqQFqvzTe/XRMagLycCotNboOgh8kZBX3HdPNG2D5S3c3OqQ2qhHciyH9fN0dT8bhTFKB9/+0GWLMv4HpyAgS14vR2o/qlSaCPcg+vmkOUgmtY1TyvzQwjGOFjmMQDsExmctEv0I8KUfrZgJB8vkL2QXzCtsgJPSCW4NlKTbQCQvBL6w8unIGiV24++czvOiMgYRj/SiJtzSR0TAgOjXx4CVyb8dvGadvPiukhfnaCUyhF9p6jRKV4OYIT3kp9Ikx1K0vLjq0F2YEKn6Q2bUYK+aqbDLQpRjfo366jr7h9/vJuhl4WH7rR6pXkwi96rou3y3TOlTOtwWtT+znGtVuvklvG3UpQgWmg71k1+j7eCORBD0Xw0vWFzWZyk7LnZHwNZovXtXbgFMdVbLO1xSmxIXKvZwSSFRK29gL6pBckj4xZKGF13z3bgbqASpLhOntZN7wGkqjLjnYIVP4lfX0VdtAfXyeMNNBJZ/Riuk0fxhmha9yT25HlKhZnXXrU+rnmKtm00deMUs6Qmzi25b4Vcgkzyck2gGAivxeMzqnTLFQgsVbVyg+u6q1zX3Vn+7yPT/vafXNd9wHXdza7rfnO+dlZw/0D2qISaN95S8KSUzzB2/uA98xNbwb2F0WOIbJi5sJU313UZ/+YYxYTInkx8d5zC2ExaV/L5BNlrZd+zviRqh0rkHU0gg7fRi3/9FE1O2xZC1pSqDUH6nI11bOFZwvxononvzi1aAlO+VsYBP8b+8qrgARVjv0r21SL54RKu4zL2eXtZVfb0vRqUFFBcWn9Zr9YMaVonnNwF3jztb34cj7cBkIk0vROfKoKoCq3xZsiyr6pAaYQfxijbIehz+MQtFEZvECwDbfxN4nf+SpLiZKlKp9SNXTPMmBeDkLYd6fJWxl86D4hMGwo0/lgYX4e3OsHNXs6TfFZkBq1y5myxgRwIRT374hilTO31aezTyN8okLuWx3Vdxp5OUErd3vqkORDDHw0TefQBMMPIYZfG99aBB8a/KWidyWdNkB3W/uYG8BZBctF7gtUgsKF3Pd5WCa6vEuIy5WxJ3Z4OlNY8JMNCSGJbK2b/kMhwHDUpWQ76viBGbxDrSBon7+DkHEa/mJhhW+CWXEa/mMDJOlNjtu/8mmywy4tSL1ez3pmzBcznxXb2YoHk92dmw/NDJSa/PlNlr5hwGP/HmSqAuWtFcldKGPtVjAN+Mv0FCuPLO7bkcymyl2cGiNaRNOmBsoz6IRs5KImauFnga/Hif8BXvaaXAidfZOyZ87iOgx7sIX1EoZCZwHUcRp85h5Ofe/yVDJm+tVUImEwTJzEHYmjrG6nfvQYAf0cd3rr5vRtvhj8axlsfrC46VBZTpguayKqnStPU70F93J2EL9iIGhLP8IaORwjWra/xaLtdOKUCo5e/MyNL5pTyWGOnMZp3VIMio7kbvamyvQOj5UFwHaxRMR9MDB0mZwtzdjN+kkB4LV51qnZTb9oOyLfd72wqRiJ2FAArfkr0Y5pPXIWCevP+H3asyL2sYAb0aCeZyWsUMnNnXEbPfZ+rL34OO37+LvZsBfcLjJ6wqBk6urDAKXspw5VPX2Lk88PkYjkuf+oisb+ppa+V0iUu/vp5Bv/0Ok7BwXrZwtgbxmN4qHu8noa3NdZQBiWPhLHbqBqUX/u9q1z6zQsLriUZ/pshLn/qIrnY3CvxDe8K4mtXCL/RT/07AnijCnVPBapWBdbzOcyDOa5+IsHYF5aHdgeghGUk2YN/s4xHUwjt9mEezCLJHpT+fXi7R/FoASKNb6e+4Qk8Hp3GxrdjhPfh881daxyJvBV/4AG00HYaIm9B9a9GNx5aUl+b3rANAM+rj5B5NceVT8YY+dsJQno3/sC6qq/c7UKSPUh/8WGSv1dW1X3RRtseQNEVjF5N+KYVXAb/IM7Fjw3iZBzMQzaeBoXAlsUJOUA5k+DMVNCbnhlJHctw9T8OM/qFxKLbn664pwRVsMLIjWIyL+k2k98V6qjZs6BE83gMH2pXHqk5iRySMQdiBFbV4w0HkFbHIdaGVxbBmkf3E1hVL/qaDeAN1mF0RilMpMkNmwz//XXAxdOew+jVcLMu9isZJr5qcu23h0kerK17NZ+zufbbw4x/JUnq6O2PebGQZAljv4r1XE7c27+V4NLPTeAWXW78PyYXf3YcJ1N7n8f+yOTSRybID9cGI/G/THHlVxKkT9VScCtUSr28MAOCarlccLIOFz82yI3fH63Z77oul39tiKufLgdBh2xCu4PIvrmFVoxeDetoukq7vV2Mv3CJq3/1IubJIbi0AZ55gtgLz5M8Psi1v3qJiUOX5jw3FzMpTKQxutoIPdCE7Pdg9sco2jnSl8cxOqOoLTr61lYij8ysD74VJEnC6IpinY7hOg7mQAy1RUdtDNUc19C7nsDqerR1kUV/xv2OyOrH0Zu78QWbMJq7SU28SqmwtPfK5OALXDv+GRKxWhrtdCERo3knvmALDR370Zs6UUNtNHQcQGvYhKz4MUdPUMxZXDz8ewyd+QdKxSz2+FmM5p01bXp8Glr9A7ddJzc48HdcPPyfKRUymPETKN4Qwfraaymy6gCqFkVvun2Wx+sNK4HcCmbAiIobZL6sXOVvZqx/zmNW8PqF1qUhB+UF0ysroiRmn1m1LrjZwiD1siWoX8dM7BMpnIxTrYl74Hc30vHRVdwMvccgH8uTPpvGPp2imCiSOb+wF1+lT/NZKWgP+dh+uBVfVCGw1cuOI62oaz0EtnnxRGTMg9nq5G85qVnp/gJuXqL1w2K1Uz/gJ3OmSHogT+lyHc1PCRWxjlW/yPoNvwMIRcyNm/9w3nYbGp+ic/vnkWUvdfUH6NrxjyjK4lbOb0awrRH/RpXcsbpqdsw6ZCPLKp3b/4GGyJuW1H5+uIBzox5GIiReuUa6PzvltdUbxLEdUq9kMMsBnXU0jfmijf5wsFpbsxhoG5qQfZ4ZdXLqWi++qAfzkF0VDLkdulvqQryquJceyEJBoSjHSV8ex9UmcBN+Jr43jJtSCe0WNW6tH9Fx15wjfWmc1Lk4RmcU1ylSaH0FSgrWqyOYp4UBsyRLtP5bca9YRzJVCprZHxPiKcE09rWRaf546eo4bq4BnL7fnCYwczdg7FcpjDikTxSwj+YpmS6pY3msF3OzipNU7j/r+Tn2H7x5fxZvq4x/g4fgDi9KWFrWezh1LIObc7H60jWefdkLeQrxIumBLOnTWXJXC7fMHBu9Wg3t9nZR8Ug0B2LkLpTrJPtvVLNfN1OKa86tWAp0RqviJNZADOv0MLhu9Trb9MknaX3b7U2yjc42SnYe+8IYqbMjs9InG/dvYNv//c4aVdnXC6Kbf4xNj/wFXiqgAAAgAElEQVQ2UKZaug7W2NLmWFXxlJuCq+lCIh5VZ/tTn8Fo3oHiCdD15j+mrq0HWfYSatyGGT+BOXoScLFGT5AaO43rFjGm0SorMJp3Yk9eoJhfnBia65awRk+BW8IaG8AcPYHetB1JqlUJDrfupuvJP0HxLu299XrC6+9OWMGSEWxYg6KGsOYI5JxintSI4ECveM79cELyyOi7jAWrRlbpj2dtJr4rVM+yV7LkR6YmTpWgsGSWGP6fMVDKwirzwOgRgd7QZ29AqdLOrfuUH86Ru5pd8PE3Q5Il9EdVzOdzmM+WqaCHcrjF5aEaVyadVWpn+d/B3xF9rWQE7xcYvUFSxzIkfyBe3nZ/lmJyeWhq0z20Bv8wDs5Udkzfq4EEw38+jpMS2Yr4305SHCvdFq0SQPYqhLa0zFDQkyQJvZwBTD4v+jRdnGTB4+kfqiruVQPBUIKhfz4Ohvh9r/2uyNZE3ibqACt1QkNfOo5bdNC7otj2AG7rZVAg/q9nKCazVbpZYLNala1Xm3V8TSEmX7ouxFPCybIaoILWHcB8PoX5kgjOrJsC02rwdtjGLI95OTJDC0HlGh/6fRO3nEwb/u8WTkrcY9PFSXJXiuSvlQ3up6ldliwH+2VBkZ0epLklF+v5HMYBv1BNVCT0R1TMg7llKxeofHeO7WCfzMzYjwuD/01k6251rYb2BIUgyxLq5FzHmaJC9g9hDYjt3AWpumhhDsRmNZAX58TwNYVQm8Uz2eiKkotbjD1zDtnvRVvfeNt9q0DvFCqUsa+exMkV74m9wP0CrWELsqIuSQXSdV2sUaFMerNZtxk/gdawCcUzv6qv0dxNLjXE+NXvAVDIThK/+HUk2TurLYFQknSwRhcXgFbEUwBGL32DQmZ8pQ5ugVgJ5FYwA5IsY7Ruwxzqn/Wlloqfw3UKBCNrsccuUcrfnRXaFdxfMPaGyQ/myN2YX73RyTukXrEIbgkKcZI+U2xTq3xp9pkEN5f3v5RE2xZCCc1fW6WuUvFFfZgvJZEDMuoa/4KyhJXgLbgliHnEvC1pb+OASjHukDlbJLjDi2O52MeXR87dfC5HYIsHb7NYjQx2eVHqJMxnc3giMoGt95dam9Gr4eZdUkczBDv9Zan+5XkuWIfSeCIKNCTI9oWQNRlth5h8eOoUgl1+EWRIENiqVgOO2w3koKygN2ySH69dVTZ6NUqmQ/pUlmCn/7ayJFZ/rKq4Zx6yCWxWkYIu5qkhvGsl8BQpDfrBVyD8qJgc+yIaatTAPDUkFlE2tWAm+8DrENrYiHmqki0RAd/NsvVGVxupIxlwZdTNLqnzcUo5kQlKnxaecsFOP9lLefIxETXlRwpkL+YJdvopJR3S/dPG/PLSMkMLga/dg7reg/lsDkkF/2axjQyBTm9NYFbZDu7wYj4/FYxZh3JQEvuF8qsIUtKnCpSSbs2CiHHATyFWIndxmRT3XrQJbFVBrg3AzBds1NVeFF3GfN7G2+zBv2F+v0ZFk0XQvYRALn15gpKdJ7g2QnYoSWEyja9DBksjN2wSXBuhZOdJX51pju4WHaybMmSVa83sj6FvFSIkS4XXCBBYXS+uZ1lC33r37QXuF8hKJRu2OIuI6cha1yhkJwnWPUA+HSdni+C9kEsKIZGWnbdoYbpZ+fGq7YIZP04oshVZmbmgGGrYhOzxL1qopRKwBuvWl/30WAnkFoiVQG4Fs8Jo66SQSZBNzqRamLEBJFmhbed7ROp/+Mw96OEK7jUqCpK3ymjZp1I4WYfW97chl03Fm3+yFU/EWw268vE82csZ6t8cIVAO5qYrVM4FSZKqWTn9IZ3wvjCp4xZOdv6MgXk4ibfRS/NPtFJKFkm/uvigoyJ+AtD+SUPI1i+DhLmTcUgdyWE8NtW+pEgYj4r/1x9Vb4syeCcR2h1E8oo+RT8SKUv1L11lz3VczBdtjH0a6i5RO6b3BKqfBVMBW7DTT8NbxTWjrvPhi95+sGvcpKBX3b8vCOWPbvulRpEleWHh4yxaWdLXJtA7o5RsB/t4BuMRDX2zEHAIb2/Du1oEEr71JWR5mil5OTsR2tSMrArp+KC2FaNL0Cj9bWF8DVN0o+my9UZnFEwD5BLtH9iIW3RInY1XKaoA7R8XtZXVLNyL6Zr9AG3/oRE8d8+2oJKJDu1RqXuTuP61bi/1bw+QGShQGJvKwnnbFJp+RqMYd8ieLZb355ADEtFf1nHzYB2uzc5VLEamf9Zy3MOFsSKZMznqn9TRuvxVyqqTd0gdTWM8qglqK6DvCy7IlN3o1cicyVGYuL1As0KrbH/fg9V9be+dosZV9t98zQPYl0ZxsoWaDJkaNfCWr7fpypJLRSVY1NY3ogTnD3Bf7zCausmlBsmnx2598CwwR0Rw1N750wBVERJrdKaQyFzw66vw+oWPX2TNG1BD4veZK8iSZA96Y9eiBU8q4ikNHfsBULVWVK3lFmetAFYCuRXMAf2mOrnLz/8ZE5eFVLE51I/WtBG9tRPZo2IO3R6He/zSIa4c+tzydHgFdx3qaj/eFl+VNjkdo/8c5/oflA1F+5KggLEnXKVKGj1hjD0GVjkbZh0RbRh7jWpgVvn3VtDLAZ/eE8boCYvM0IlaSwKn4HDhV89hvVz+vKMm+h4DY684d746ubnga1Pwb/Cg1AlaVnCHd1lqbKzDedw86PtrVzv1qoLm/UWrBFCCMtqDAfCIianeE6yaXCd+kOLiLw8umLKWvZzn3PuvUZwskjmXozheQu8NYvQK0QN1l0WxaHLu7EfJpC9Nq5fT0MtB3fQA5Xbgb6/DWxeYQa/01HsIblWRgxL6wxrazkAN9fNWiH91EM5uIrQxSupoGrdQ7nd5Imx0RQntFdlGY59GIT/Oq2d+nlx2EG2ruB8Cm1RKxRR2agAj3FMNOm+moU0XZ9G3tUIyjNJWILyzDckrYw4MCX+8kExgs4q+L4inUZlWF2fjiSjoDwcJbFWRNRnjYY1Qd6BKwZz4F5MrvzF3XdVSUbnWjf0q+oHyQsYB/5Q4yfM5QZM8lBPqk+XFlYrapflcjtDDPoz9KpJvSszEPJgl0OnF2zhVf6Ou8aCuUWa9h8f+KcG1/0tkMyb+xeTKb84MdqbDemkqK6z3atinMsIv7nhG+EHWXKsLyxxXjqsE2HPhyp+/wMRLlwG49n8OM/a0EKcxB2IE1jSgb43i0f2oLTqRnTsgbCNpBfRtUQKr6qv+cGPPnufa35bf+f0xkCRxHZUhSVL1mlusZ9y84+yc/Xq+l5h8ZoJL//HCXVfpnsqGCVrkxcO/X1V1XAjM0ROooXb0pu34Ao019XKzCYnMBkmS0Jt2VPszXeFyvn7n7GFyZYPxW6EqntLUXTX5XjH7XjhuXxN6Ba9rqKFGVL0Fa6ifuo4Hmbj0Anl7DL11K5nJa7Q9+OPIige9Zctt18mNnv0u9thF2na+G1+wYZlHsII7DZENM0g8M4lbcpGUqVXl+BeGyV7P0vbhdsw+E60zhBJSiP77NvSHDLwRL8beMBPfGidzPo3ZZ+Kp9xDYEKTZ8CB7JbTtoXk+fQp1j9bT8u+iRN7aiOSTkDwSZl+yxjzc7k+RfD6BElJQggrFRBGjJ4w34iOwIYB5OEnrzyx+Vbnjt8KULEdkzA6oDP9pipLpoBi3v0ZmPZdD8gm/uuloeFeA3JUi9W+fv6bhXqHtY41kL+ZQNEUYmv8gRe56nrEvTJJ81iZzLkdws/+W7Ux8PYl1OE3iBymKibInVa+GHtjG6JG/Rn6kGTNxHcs8ysT4N2l76Bdo/UiEpvfV4W3xEP3FRhrecets7nyQJAl9W5TkyUFcx63JgLZ/vJnCaBHZJ2H0agz90RiF8SLeyK1fpxNfsSBZhzsuaHKSTyK0K0Cw8ADFVJbwjg60VQVy184R/dBmEpNfJ2W9zMTEd/B2NMNDx3C32FgWgLB4CIYiRH+0m0hv7aRsumx9w9sMyAZoeCqI7PMQ2tiMORBD8kis/q0WPPWKuJ/3aZjP27ilqUyoJEt0/KoYs+SVMB7RGPofYxQmioz+r0lSxzJEf7EJtX356b7G435aPxoi8hNBPHUyrb+k0/RTGt4WuSpOoq72CJrkY2p1ccU8mKP+7QFyl4o0/bSGHJAJ7VExD2YppXXso3maPzjz+aIf8DPxz0KcZHrWN/53k2TO5Wj7WBPxz09iv5yh7Rcb8bXNPmbzkDCsD3b6cXIuw58dxzqcxu7PitrfniCuC/mhAnVvmr8OuIJglx/FEJnuhrfPfn3nxlKMP3+RXNzC2LyK0S8kCBxXqX+7hn1hlOantiLJEqt+ugfZK4JY/a05Uok+cH8GozNK/LtncXJF4t8+Q2YwQdt7dmIOxAiui+DRaheRWt7aidpioLYu7X6bDn1LK63v3E7jE5uWrc2lYvTpOFafSdvPtuNfc/eev35jNR61DnP0BMH6B0gMvYjrFKiL7r7luU6pgDU2QOOaN4p7u3knk0OHcJ0SZvwEelPXDCGRudC66UcI6B2oWpTmB96BRw0TCK+d8/iKhYEZP0HTuidv2f6UeEo3AWMNbVv/DfXtvQvq2wpWMnIrmAdGWxfWyFmSg4KvbI9eIHFdmPIaUSEFrrd1kbNGyKVG52xnNhRzNva4kDq2YqeXsdcruJswesKUrBLpM1NZifxInuyVLJRg8vuTpM/Y1aBK2xqi5d+IVV19T5ma+VIS83ASoyeMJEv4WlXaPtxRExjOB9kv0/HRVXjCHpSAgrYjNIPuWanFM/vMagaxQt00esKkTqZwsosX5wi/0U/Dj5YzQvv9UALrxaVl5cyDWUJ7VORA7eNZ0WU6PhVGCd2fj219d5Cmn6gHprIHyWdTWEdmF9KYCxUamnkojfmCjf8BH74WL6oRIfCB46TcQ5hmOVOQ7EPySLT/hyZ8US+SLNH20Ub8a5ZOyTK62iilcjNqhoxHNCI/Gq4Zp/XSram5juNUlQKtwxkhO78rgOyX8eh+Ot63C9mn4Gvxs/UvduBrUDFNIRluJfuw7COw7yVs5zBmsg9ZDqCFtosxv7sbtWVmQFCRra+I0DS9q7k6tuyNBIVEmsi7woT3h6rHFydLjH81SXFMZEJnHbMLie+mSJ0QtXIL/W0XC1mVaP+NMN5GRfzOnzDwtSlCnORRFfPZrBA3kcAo0yT1/SrWS3kS3xFZuemCQZkzRSa/lhGZ0Fky28Z+Fcd2Sb08VetaGC2SeTVXHrOFXR7zXPRS13VFFvRhDUmR0LoDyEEJ8wUb85CNtkNYZ3gMhY5fa0YJLux+lhSRBTZfnOmJV4FVpkWmLo6SeNYCFzJncyReiuGWnGrmrGHvWuoeEpTcpr07cB84jW0PoHdFcYsOE4evkLmREGM+eg370tisGbJAex3Rd25fEDV0oZA8Mu0//iC++vtDldDJOqSOC4bH7QhjLQUiAOvGip/EHBHzMGusH8cp3OJMsCfO4pamjLP15m5KhTTj15+lkBlbVP1ZwFhD6+b3IEkS/lCUti3vQ5Lmvm79ejtef8OChVrM+AkhntK4FUmSiG55L369fcH9+2HH/TkjWMF9ASPaiVPMMdz/DZAkXKdE7ORXUXwawYa15WPKFMyhxWXlrOEz4LogSbdNzVzBvUc1GJtGTaxuyzD0F4Pgzl7v5mvy4V8fIP50nOJksUqRXCqMvWEy59IUxqdedmZfEmQoThSIPx3H/0AAb6OY7Ot7DSFb/4o1V5MLgrbLJyZsS6ixKYyWyJwpViefr1Wo63x4Wz0M/+UETtoVgg8v3DrYKZolofAni9qz1LFMDfXMMHqwUydJJl8EZNLpVykW7oyvWWXias0jyR7s9KOEF1YPaB1LQMYHEkx8wyR7IT8vrc51i1jmUUAmlTqBWRmzfZbE5LOE9AeR5fmzYPo+IVsf+/NxPI0K/o1qzdhupo5WAreh/yFqcmbrXyUzFPvsGBSZIeZxt2Ds91MYdhj9fJpglxdPg8guGAdU3KzL8J+m8LbI+DeLTKleUcH8AwtJFXV3N0N/RIiTTLcqqFJnZRj6zJhQx51nzNlLeQojxep3J/sk9D1BEt9P1Vhn3NaYe4MUYkVyV2YXVTL7h0CSoOQy8a/j1RnexL+OI3kVQhtn1hzpxm5Axkz2oW8SoiVDXxJBA5LE0FdOgOMuK33ytYTUCQs3X36GzVJGcKdhNO+gmDeJX/oGIOMUs9gT5255nhk/AZKM3ijmaEbTDkBi6Mw/lNu9c9TFagA6egrXvfUC6XziKSu4NVYCuRXMCb11K0gyhfQE9Wv2IileCukJ9Og2pHIRvj8cxRusx1qkn5wZ60f2+KlfvRszNoDr3nk56xUsP7z1XgKbgzUrlebhJJ4ydbIwkkfWFLRts9MkjR6Dwki+vL2wmrhboRI0WkfFS7doFkmfsYm8XSgAFkbyNYGlvlNH8kpLXm2VVYnQw74l1clVRRjuwzq4xUCSBO2wECuCDJF3GQuSrbcOp8GByLvDlBIl3JxbG8iFe3DdIsXCBJGmdwAupnnkjozBWxcg0FE3I9iZDkmR0PdqmIfmzpJUMPa1OAB1bw1SGBaCFfMFcrZ9hlIpRaTpHWLMxcnqmAuFUYxwzy3HoPeIusVCrChokuXMSWB1Ax5dnSFs4Wv24t/goxArVjOhs49ZBBRyQKL+KV1kiUp3uX6ofI8Uhko19aT6PlWMeagkhIHKYw52eVHqZQpDJUI9KnJgZhbJE5bRur3VGjsQAZtSpxB+PFQzZuul9Kxqt5Xs5PSATe/VKMSLYlFrKWqq1brHmYsiruNgno5R37MGvAr2y3nqngihhGVSx/JCJMc3k0rn8RgEta2YZh+y6iG0qZnCRBqPrhLubqcwkUZWPWgbmmac+8MAsy+J5JFoeDKCdczELd7duUqFpljIjBFZ/RggLyjTZcZPoNVvqvqteVSdYN16CpkxfFoLqnZnFUGN5p2UCinSiblN5gHymQmy1vUVhcolYCWQW8GcUHxBtEZRd1HXsRO9eTMwRauE8oQt2okZOz2r/0w+PVGzXZnsmEP96K1bMNq7KWZNMpM3AChkkrjO8vhPreDuwOgJY59KUUqXysIlJsYeo0qn1HfpSJ7ZqTeVY/xr/fial0ehLLhZQzGUKp3SOmqCA43vaMK/1l/tcwWyXyHUrS9I8CQfn99ewDjgJ3epSH7wNpXlDmZR6mWCXfeXvcDtoDLp1Lb7qXvSWJBsvXXIRg5KRH9eBN2SV3hoVRDSu5EkcZ1Eoz+DooSq9MM7Ab2rjdS5OE5u5u+Zn0zjuq7IkgwXyV4SQXj6YgqnIJ5hBTNTnfiljmQhkKfl/WJC7GmQCWyZO2A3k4cBiba2D80YM4Bh7L1l/xVNIdRdFk+ZFkBIsqgBtE7Hqs/k/IQIDoxHakU4Kvuno/K30O4g4cdDwp7gzPw2JMsNdbUQJ4FamqQSkgntEt/XdGVZSZaq9Mv5Mt76AT/28QLFpCNokgfT6HuD1e8ltDtI+LEQxckS6dPiei6MF6um34mDFr5VXtSOqedZ5VxZk9G2336NlbrKh2+Vt6qU6hZcCuPi2kxfFfYC4Z0daK3tOKaM8aiG9pCKMxyoegzOBiPcg50aoFRMVVUj9a2tGNvL21takD0Lq6eajmLRxCnNvC5KpRSl0sKzuE7eoZiYn07oOi750eWxf8mP5qfmKn0m2o4QdY/V46Qd7P67m332BRrwG6sBqGvbh1a/YVZFSNd1yWfEfKuYs0gnLs0IjqpCJQtQq1wq9ObtwEwjchDiJsV8WR23bFOwEsjdPlYCuRXMi3B7N5KsoEc7CXd0gyRhtHXVHGNEuyjlbdITV2v22+OXOfVPv4I51E8mMcSppz9O4toxclacfGoUI9qF0SaCQjPWTymfof/Ln2Bk4Jt3bXwrWDqMHgO36JJ62SJzPi2ERPaGCe8LgwTh3ro5zw09qCP75XmPWSwkRULfbWD2JcVErC+JHJTRujTCvXVC+ODB2noio8cgcyFDYXzuiYB5JMmpdx7HHkjNecxSJMxd18V6LodxH9oL3A70fcLEOHwghN6zMENj85CNvieI2u4lsFUltCuIok29pmTZj27sxu9fi+rvQDd2YyX77pianNEpaoasc7Xqa9kRk1Mff5rJw1cI7BET1di3D5ONpTnzrqtc+q1XcXJFBn79y8S+fgonW6J43Yt/o0twq/r/s/fmYW5c55nvrzYUtir03o3mvi/dIilR7JYoUV5kx3Zij6XY49iZiXOz+k5uMkvuc2cmk8l1kmeS5ya5ebLcZOLYnjh2PHbiTd5ix3a8SRYlNklRJLu5iTubjd4bqMKOWu4fB0A32At7pUQN3n8IAlWn6wCFg/N93/u9LzRYKA9eX/BztlN9hMO7COjtGOZBgqEt6MH1mLFHCATiBENbFjWH2BuioM6uBJldcUrJHPnbSVJnb3P2179A9voEsSfKgeITEbI3Jjn7618gdXqw9tzHIyBD7IkI5qPzV4nWGrEng8iGRPTh2sAs9qagmPMdAVvsyeD06/PAPKILH8SjBVLfz+HcDKJGdWKVOb8hSnifCGqGPnUDN+vR//arDP+PCZycg/1CGqW99r0Ibg0QWKdhPhapEVFZDszDEew+Icgy/LEJ+t9+FTfrVaurZlcczRe9kKG9Mtr6IpQCBI22+cc0ewAX2z5JsKwxom63iD2wTvzm7196v5Lv+1w890vcvPGHs167cuk/cuWV/7zosYY+MsjA+88uWA0b/+oY/U+fvmuy7W4oDhfof+o0k98YpzRZIncpi9kTw3jYFPTKZSgcrxSx9oeQlABGSxdm+wEyU1dwirW/Q1ODP+Lstz5EIT2MPX4W8GcFR7H2g+LfjofW/Jo1vYFQbMucPng3Tv13Lj33XwFhO6AGzAXFU+pYGHXVyjoWRHvXO2jc9DBayKR115sx4nvRo7UUCyM+HYxFWqY3F6lbgmefvHWKQLQZfJ/U4CmcguhFMju7CISbCMY6sYcGCJodeKU8ycFTdDzwzns0wzpWiuh+A0mXhDdbuapmHDIJtAbY++luglvmz0ArIYU9f9eN1rq6FSizJ0bye1Pkr+ex+iyMgyaSKhP/5XW0PN2GEqrNLhs9Mfjvg1h9Fs3vaJlzzNSzohcr9aMkka65qaLBnSpau4z1XIGWDyyNQpW/5FAa8V6T9gLLgdaksvfLWwis05B1YWhsH83A/zn38YXbRQo3S7T+KyGYsv0jcwvebNn6YTxfBMpmrJfk1A8o5G8RDG1c9TkYu0TPkN2fEJvaMqzTt8HzSZ66hfneFLSZ2C/kGfOGwVNIv5jHvjiCmy2ROjWIJrWAq2A+ESRfvAL/9XdwY0F8/61zCkW4boZ0pp+Ojn8FwOatH8b3RUVi4+b/iOfmFi0w0fazTcTeHEVrq/25n+mVVxgVwhjJlwfpfGo/e57ZTGiXzvBXr4rnTw0S27++eq6+PsDeL28huCWApEqEdunYRzPEf7l5aW/wCtH5n0zafj6KHKx9L9p+KUrsbUG09trvedNPhgjt1QjtmX+9iTw03esqEjsSzgjoGwPsfWYLwa0Bpk5eh1CWzAmZ9PEsXtoj+f00cmseXAVHHq4ZU5Ikdn1qI/IihU0Wgnk4zPg/JMmcyZH8fhovLbzp7IEEoY2NaLEQTiIEeop8chRHHQWaKV5T4Yl55hx9AFkOYaWOoUfXw0/9Pc62HvT2d7H3v72TYHzptPdC4Rb5/HVKzhS+71XFMRzHxrZPgSThuhkU5e7rZPK5JM6UQ2YgQ3T/3CqfqeeS+CUf61iKlnctnwaaeiGF7/gkn01WTc7NHhPVVInsiWD1WXT+8rKHXxY6d/8ULZvfgqKFMFv3k7jwOeyxfhrXPVI9Jjl8HHyX1MhL5FLXkdUwkcYdNeNEW/aw581/TMjcfE+u22zbz+jlr+M6ORRV7AN8zyU1/BKek6WQGRUKmm37FhRPqWNh1N+5OhaErGgEY4JeIckqoYb1s47RQiahxo3Yd9gQWOW+OSsxgF0WQ7GG+rGG+tHCTehm2S+msxt79CKpwbI65vhV3OK9z+7WsTzIukx0v4HVl8LqSxHcFiLQKgK60PbwXdUngxuDswKrlaJC2Rx/ZpTi7UL1/0pIIbhxdjY+vCuMElMXzLZWXlvoGEmShGrejwpz9s8shEp/3OslkAMIbtWR9fJm6HCE7PkCztTctNOKGEqlchRo0+aU9Fe1BgIBIdogKglUVSxXG7I+LdVfc63l/9sDw6SSfdA1gHO2ndQPRJLKHQ0w9eItALI3Jhj/xzHAp/WpDuxUH7SO4wQGyeeuzfl3besl8F2MmKBPalojgYCoqKhqjIC++P4WOSAR2jb7ngo0R9HjJlb/UNUsuuIhFt4dRJKk6jwrr89EaIdepUybhyOkX8rh5e5t/5ASkdE3z75HZF0itGOO/j5ZIrx34aSRHJAwHg1gP5snc1xUd9InS/i+T2inmLPVn4BYCnc4wNQ/Cwp3tj/P5NeSgE/JGaY4WVt9DnRqqA0rX+eMXlEZnPymRXZAVINTz9mkXxkVFeSST/ZMCaklg9WfIHPrNnLMqfo6zjlnWSNqPIiV6hNU5ZYJ0vZxMef1jUjK0reKVkpQnl0nRTZ7sfq8bZ0EPPBdcZ/fBcXhAoWbZV/AedZe3/GwX7IWPGbR110+3z5pkXohiWIqhHeLNcnoiZE5l8ZNL486v1zIqk6wbMQdadqBrIawxqYpi77vYZcrX9boaayx05it3Ujy7PstHNuyqiqjC8Fs24fvO6THp5XJM1Ov4DlirR+98jWcQvKeUD1fz6gHcnWsCsx4F+nRS7glsRl1i1ky41dRgyYFK4E9ch41aFLKJUkNnsKMd1UXEzPehe+WmLjyI9SgCb4nVC3ruG9g9sbIX8+TfsmeU6HyXkPv1NHX64x9UQhM3O2aJFkSBuV91pw0vYqlgtqokjmXwbHn/yE3jwRxJj1yA3eXiJ4J68I/6WwAACAASURBVNk8+laVwLrXJ1GiIltvzWNobL+QQWtTCW5bfK+kHlxPQO+sbhrXAkZXnNytKUpJ0Q/lOx72hWFUM4hj57GvvoK8/zrkgxQGNAiUwJeZ+OYoqhkEH7Ivl5CbCgTXRbCsPlRVVB3nC0Atqw9J1olG963ZvEDQ8OxzwxRGbFQzSPrKGG5O3LduvkTm8hiqGaQ4lhZVu3lgHA4L5dcTr48EnPlEkMINF2cMpBA4ox75C+I77/s+9kACuSMnPudnLNRmBTzIHlfAzILqLiiSsxKoMYVwd5Dxzwl7ALVZIfVDG9/xMLs6yZzN4WU8Igc0kidu4lh5wgc07ONZvOL8ySUz1kuhcAvbOo6qNlIqjZPPLSxUsRDsGfe5PeP7aVt9yHIYSdYX1d9aEaFSG9V5BanSZzN4WQ+1UcU+bi05iVaB7/rYJ4SnqWu7TH1nEuNhs5qMNHtNYTFzcmUKxyuBJKsYLV01fXK51HWcooWqx7BGTlHMjr0mDLWjzXuQZK2mT048llACBmNXvwXU++NWinogV8eqwOzswvdc0qMXALCHL4DvEd/3FCDK6fF9764+ntlnF23fjSQr+J5L+963I6v6sk3G63h1UBEP8R1/1dQnVwqzN4bv+GjtAfQ5qnBzHV8aL5G/NluQwzousrTxX1wn+mdOzq9wuZw+Oa/ok36xeN/bDiyEmYbGd6JqQH04vORssWn2YNsn8b21yZJXKYgD0x5dXt4h/m4RZLnXGog/eQgkD3yZ2NsV8XjKpO2tu5EDOthRQt0KnlfAtk/R1PxWdH3DvAGonerDMB5ElldHAGjeuXV14ruiihZ/ah+4PvYFQQtMXxjBdz3x/Iz5zwXjYFgov74KNgRrgWnVWInm94q1o6JkWRixKU5k6PjAZvE5u9D2wSbkiASeROShAGosWK1urgXMwxH8kvCWbPuZRoq3PPB1orvahBCKDI0/1lT9bJve1oyX9aseeHOOWVZB9X2H+LpfEHNeppCQ7ztY1gkaGp8gFNpeM46VOoZhPoRhPFgT4M0H61gKrVWj5d2tZAbmrobZZXuZ+M914kw55C4vL6GQvZjBtVziv7AOpNm/Z5HuKHJIflVsCGbCbNtPITNMISO+q5VAKb77ffi+Uz3m1Yas6ESb98wK5MKN24i1H8T3HYLRdQTCc7cz1LE41AO5OlYF0bZdIvNSoVAm+pFVnZYdT6CFGkBSaN72GLohKFFGfG/1XEULEmndDkBs3T6M9t11b7n7DKHtIdRGFUmTZgmJvFowqobf5qKCg0rVrqJ2ORN2n4XaJDYTcljGniMznDmXJvnsFFqbgr5VYeIrohk9dy3H5LfGF/zbmZNFvKyP+YSOYzmMfHb4nsu5rzUqsvX2HFL92fN53JSHsQxpdjPWg+dmyGTWJvkT3tSEEglgDcygH0oSTY9uRW0HBtfTtPGNSPEJAFrf24ESL4JlYj6wrizzLdHwZAPp9Fl8r4Bh9mLGekjbp/C8Eq6bZiTxGXzPoVgcIZ+/jmn24LkOIwPfrDIdVhvGnnaQJbSGEC1P7EAOqNN0yoEEkqbQcmQHaizAxPH5WRJySCZ6MIT9KgierAWC21XkKIBP/NdMgtvVamJm/J+GYbidpt4NKO2Cehk7EiG4S6wxjW9txNwbxxpILLsyVIHv+Yx8+zxOulb5sUI/NnrCxB4X/brB4Drx+R3NEu4O0tgjqHjBzhiNTzbe1e8vGNyCprUCCs0t70APbiorp0Iue4XJie8AkM/dZGL8GwtedyZ9Hs/NYMYq9/lpPDdPoTBEoTCIafZgmj3k89cpFkfmHcf3RIXMOGSKgGqeapjVlyKyJ0LDm5vE/+dYwxeDSsWv8ckmwjuFWm6Flg8gazLGQ8ay6ZueV2Ak8T/xvJUpvFaCtInB7wIiOAqaG2lafwSQCYRb0SNL9/3LZl9hcuKfV3Rtd8Js20/evkUxN4lbypKZuoTZur/GqLyOlaEeyNWxKpDVANH2ndVKmjXUT7R9N7Ki0bLjjTRvewxFC9Gy8400bu5FC9ZS3Vq2P4HRsZdgw3qMzm4K9giF9MKb3zpeO5Bkidan22j+8ZZV73dbLsyHY4R2hecVL7kTgQ4dfWNwVrbV94Typdljln/IzTkzsrf+5CbXfvsqvuPjKzny51ycKYehjw5y7cNXcVLzV4ys5wqgCA+s8WdGGfzTmys2KH8twjwcoTiHoXFFTr2igLgUCENjac3olZIsCwrigJDqt/qHiGxtRo0EkDYOQ2IdKk0om1PQNE5ovyLk5nNh1JCJkymA4hB9s4OdOgaSgmE+iBnrxfNyZNJnmRj7RwZv/Rmp1IvVeRixHlK3XmLw5N8zee2FNZmbEgrQ/Pg2Wt64E1lTREWn3A9n9Q9h7BLeY37TBJlLE3jOApTiwxFylwqUxu5t/9BaQJIklEYXtd0n0KmJvtcXi3h5n4m/9eFcF2o4gvFGFQwLtcND2WSDmablHXHM7k4cK09ucGpF15G+NMrg/zzO2HdrDaAj+0NEDoRofiqGGndBLSFlm3Btl8zZHOajEbSGMI2HNtHyhh2opkLkgWDV426+Obe0PUVzyztQlCimWUk0FLk9+Fdcu/phXDdDYujjXL/6O5RKE/OOJSjDEobxMIbZi++XsO1TNfe2Ua4ALvS9zV0qqyD3xIg8EEUOyrOCKMd2yJzLYPTECLQGCG4NLTvQso6lCO0Mo5WTdrHHG9A7a1kSRk+Mwq0ChaGlJ1eSkz9g8NafrzhYUoIGKC7jg9/CcwukJ85jtu5HDURp2nCEls1ziyjdDUO3/orrVz+M665eQqYSsNljp7HH+sH3MNv2E2t/iJC5ieYN8yjw1LFo1AO5OlYNZryLfHKQ9NhlCvZI1W+u88DTbD4sqBodXT/O1id+Zda5zdseZ+eP/aeqLx2wZJPxOl5ddH5oPZv+y+Ik0e8FlKjC3k91YxxcfM+e2WOSPmXjFadFG3KXczhTTrViZ/aYFAZrf8jdtEtmII2XcUm/bFO0bUBi9LNJ4WPnl/3s5oH1wzyRBwOCeljOCtuvMn1nLTCfobF1NEtol47WsvT+QFWNVQ2N1wpmVyelZI7M5TEyVycwuuJ4XoFS+8vgKNgXh/G0JLzr62TSp+h4/wYA0i9mca6EobufrHsCK9VHNPoAihLBMA4CCpbVV7122zqGlepD1ZoEJa28Bq7lWrj5Fw7T+XTZX6q7k0LCInNljPxQCqOrE6eQwY3chJLK5Jn5r6P62S4gqnG/wEm6lFJZWn+u7Dv5hI6f97FfyONcD4IvYb9QoOODHbDnAvb5YYqlm8Teb6GEFIy904qgK0GlCnwnrVUOSOz+7CYa3mJgnx8G06J0TcV6MQvutG/d1l99A+1vF+wX83CETH8eJzW/T2vnul9k89bfEsfHevC8PGn7lBAo8V1s62Q18LJTJ+Ydx071EY7sRtViGMYBJEnDsvqwrT40rZVgcDOh0HZUrWnBQK4SkJk9JnJA2Mbc2SdnnxQ+oWbv9PqcPm3jFZYmvOPmXDJn0tV1vvU97Wz/452zjqtQLZcTLFZ6Yu0VrlVp+yToeUppG2vsLL5XqgZMWx7+d8R3vXfJY3peCdt+SYiT2KdWdH0zEYptRg2YWKNnsMZOIys6kaZdqLrB3if/hEjT7Pe4jqWhHsjVsWow46Lv7fZLnxP/7+xa6PB5EYx1ooUa6vTKOu45zJ4YXt4jc3bao6dSfTMOlQ3OKz/kMwIt+yULyvujoY/fBqkA+Iz/vYVriRfm++F3pjyyZ0qYR3S8vEv6tL3g8fcz9I1lQ+MZlQE365E5la1uPpcDM9ZbNTReCxjlPrnbnz8Fvo/Z3UnaPg2dN0CB4a/14+U8pI0j2FYfod06apPC2BdG8RMt0DXA1MR3yGYvVpU2FTVKJNpFKnm0qt5npfqwrePTapwVhkPiHL639oqQZtk0evAfxPWY3XHs4XPQKKovkycuzXtuaI+O2qhUq6v3M+xjGfCnAyLjUR1UuP1HU+CIZIP1bEHQbqM64z94hcKoXe2nDDSFCXbG5lT7XNJ1lAO4zOUx3Pzc4klWfwK5PYsz6TH6qUnksERk/2zLF/OxiOjvPba4z8cwHwIUEkOfwPNE4mVk+DM4jqgyzifU47pp0un+6j0sK0Gixn6s1ItYqeOYsR4kSRJJW7MH2zqO7899b1vHLELbQ2jNZYP33hiFm3mKw4WaY+SQTKS77H/YE8Mv+NV1dLFIv2Qvqsc7uCWI1qrNSa9fCL7vV4NWK9U375wXAyvVB3oBPImh859BklWiLXvvfuICyKT78bzc9PirBEmSMdr2CzXNkZeJtnQhK6trN/S/OuqBXB2rhlDTBtSgQXrkIlqogWBs6SaiICgeZmf3Pdu81FFHBcZBA5TaIMrqSxHcGiJQ9sgLbg6itQVmHSMHZUI7wqRP2aCB3ORQuimW2MgD0XkV1+znC2LT+AYd+2Ubv+QT2RclezGLk1qa8uX9APNwBPuYMDQGSJ/I4pdmG1YvacwZhsZrAb0lit5ukL44ghxUiW5rFcqSAYhsbyV9cQQkiO5txUodQ5IljEfCZE6KID50qEQ6fRrwq5SyynXnshfxvCyR6D7y+es4zpRQELRHKabHibTuwC1myE7eWJO5zURwfQNqLET64giqGSS0vhErMYAcVpAa8mReWcB6ozxn+4Xsmhm03ytYR7PIUZnIAyIgUqIy0YcC5M74gE94v4r1XEHQbvd2iM8fUbmtwOzuJH1pFK84fwVsITiZApmrE0R2tOK7HukLs3vJfN/HPpfA6BXXmT6RwzgURg7MptVF9oWQI/KijdsVRSQaRHVGJhLprlZqItF95WBk9ucskhIuZtk6A8R9ns9dxXUtTHPG87FeHGeKXPbyrHEqSS1jRmBVqbrNXEvtvhTGQUF7B4g+ZAiLiCUGWlZfCkmX5vWpq0CSJMyeGNbx1JL6mPP565RKY0Si+8Scc7PnvOhrtfoIN20FIJe8TqRpN4p6d0Gvhcc8BihEIl2rzm4w2/bhFJIUMonXhAjL6w31QK6OVYMkyRgdIitkzLAXWA6MeNc927zUUUcFSlQl0jUddHkFj/TpWksF8UNuYp+wqj/k1jGL6IMGscfEpiPaHSH6sAaORnBzhKa3NVMcKlAYnN3kbj2XRzYkIgcC2McsJE2i80PrhVT/8eU17b+WYR4O42U8MmfL2d+jGaSARPTg/Mbxd8O0ofEa0iu7xSbd2N2BpMpYqWNEovuIdYuEVXhjEw0dBykUBikUhqYD08YUHYfeCpQ3x5E902NWgzqZdeunKeeGeahKp1z/0PuAaV/OtYQkSdWqnNkVR5IlrKF+jI7dhLZF8Ma0Mm14bpiHI5TGHPKvFOc95n6AdTSD0Ruu+uQBGGVFWbk1S9NTEQpXHIpDTjV405rC6PHpdUJ4urmkX5lfzGMh2OeHwffpfHo/kqbMqRqav52klMzR8Gg7+haRaJpPMEjSJIye8JKURSvBWDiyh8amJwEIhrbQ3PLjlEpj5PPXZ51jpfqQ5SCR6APV52YmL4zYoenHpng8V3WvktSaufYGt4TQWrUqG6IwVKAwWKg5RgkpRPZFl6wsafVZRPcbyMG7b4vNXhPXcsleWvx7WVHoXL/hV8XfW+ZaVcjfpli4TXPb25EqHp1tK7cpsVN9RKJ7aWh6E/ncVYrFsRWPWcHM4G01rrWOWtQDuTpWFRV65XJpldPjiPPvxealjjpmwuyNkT2fwUk5pE/b+IXZdBuzJyZ+yC9mqoa1Zm+sepzRE6Pp3YLqE2g0MR4yYKyFkb9J4jkeLx+8wc3/JjzuJr+cRt9COYucIrrfwDhgoESVKn3n1p/cYOivB+/hu7B2qBgaVzaU1tEs0YdCi9pAzYeqofGa9slNBzil0iS57CWhylfeyBvd8RoBB+NREZgGHpzELAuyGObDSNJ0H2Ak0oUsh4lE9hI19iONbURNbicQaMVKDBCINBNp20GocSP2PbJkqczT6IqXq4JjmPFuGg9sBV9m/NjLNcd7bomL3/p9UrfPzOiBvDf0yonnr3L5T76H7/tMnbjBpT/4Nr7nkTp7m4u/9094JZf0pREu/O43qv54c6EwWOTcT16jMFikcLNIcbA0S3gn2iNEnEIHai1GKrRbsytek7yM7m5HUuQl9ckNffk0Nz9dpt/1J5CDKsauDowZIjQTz1+pzrkyttnViXm4rLK4QGXbPBymeKtE4dbiAu0KPdKM9VSTDqbZUw3w7HJV7vLFX2di/Jviuq0+ondYZ4TDu1DUGKHwDjStqfp8INCK+p2fZvQvBfNm+NMJrv/eNTF2OallzFBBliQJ41A5ieb507T3O9fn3hi5S1lKk7WfeWEwz7kP9lMYKlAcLXLug/3kr+cojhXJX80t2jqnQrOvqGNe+Y1XGPuyWM+vX/1dRoY/C8DNP7xO4hPicxv56zzKNz5A1NhPMLi5GtgNJ/6OG9d+H4DRkS9w9fJvzfp7U5Pf5dKFX8P3vWrQa8Z6CIz0wEc+RDi8q+b4XPYK5/s/uKAgzUw4jkUmc76sJlr+bK3jizp3MQiEWghG16EFGwkaG1dt3DoE6oFcHauKxs29dB54D40bD9394AWghWL3dPNSRx0VmD1mVZzE6rOQVInoQ7V0G+PQNMWnUr0ze0yiBwzW/R/raf3JNhrfaSCHQSaEMyZDUSf5zQLJb9u4IyqTX8phvZjBy8i4pQyliRK5yzlhl6BKGA+bWH0pvILH2DNjjH1pdMVy5q8FVAyNraNZSqMO+VcKK6JVVmDGeijkb1IorI1/l7l/HZ3vfZCmx7ZVNzmm2UN4SzPr33+QtrfuIRjcjKa1Ylt9OLGr8L99gpaf11C1GJu2/GbVn6sCSVbZvPW3WL/x1/BdB6YM/CkD33OwE+cx491VAaj06CtrZkMwE42HNtH5ngM09myq9uiZnV209BwA2SV55nrN8Zmxy6RHLjJx+TkCnRr65sA9C+TGf/gKqZcHKSQsxp+9jH1umOz1SSaeu0L60ijpV0aZ+NEVMlfGsc/Pf19Mfcsmd77A1Lfs6rXfeU+6+gRsf4X2XzQI7lLR2mWsZwvoLVE2frCXjnc+UHO8EtSI7GhdtDG47/uMfe8i4z+4hFd0sAcS1eqv0dVJfihFcTLL+A/Kcx62sAYS6HGTQHOE9p9rYsN/aSO4bX7vwaUG2pFoN+s2/Cptbe8lGNrG+o3/nraOD6Drnej6eiyrj3z+GqnU84yPfZViYYRC/kYNrRIEW2fzlt9kw8b/UDtnz8f94UFKP9iOk8sy9sVRJr4+hmM7Iqm1L4ocrFVBNntiOEmH3KUsVp/wmAtuDt5xjFif7TsYDVPfnSR3MUvyB5MkfzhF7mKWyX+erB5XoW7eDVqTRmhHGLsvRSFRIPm9Kca/PIZTSjIx/g3GRp/BzbqMf2WMsS+O4BQKFL+7Fe/ZQ/iujxnrxbZfxvMKjI18kfGxr+M6acZHn2Fq8tuUirWK3eOjX8G2+shlX8FK9aEF2tGDm9DOPAk3N5E+XUuXnZz4FtnsRVJTP1rUfGzrBOBhxnoIhbejqo1V64nVwob9v8TGA/9mRUytOuZGPZCrY1WhaDrxff8CWV25ke293LzUUUcFkb1R5IiC1ZcS/kT7orMsFbQmjdDOMNaxlDCsbdEIbg0hKRIdH+xEa9KQFZnYkyEyx0vYz4kMeOm2zMQXhCCHO6Yw+imRUS5O2Ux9fxKYzi6bPSbFRJGJb4zjF7zq5uX1APPRCJkzOaa+I2h6qxLImdNVgrWArCrE3/UAaiSAlepDUUzCkV1IskT7O7oINAozczPWg5U6LjZCb/oBLQ88CEBL67sIh2crtDU2vZmocYD06CV8z8Ut5Bi//BxuKYtRZjaYnV34nkN69MKazK1mnrpK/F/sQ9E1rKF+tHATuhlHDYZQ2h3yV2vpwRVRKisxgO95mIfDpE9ka5Rf1wJurkT6sqiCpE4PVnvIrLND2OdE8GT3J6Z98RaojE1XhzNYRzME4ir65lpBBvtcAnnnELHeNlEZOqJj/6iA7/m0PrmLYMfsIMDsipO7MUnJurtvWO5WEieVxy95TDx/tUY8pfJv8uRN0lfGynO+TfrCSLWCqq8L0PYzTQtulPUtAbQOddF9cpIk0xH/GbRAC5Ik0d7xAXS9fE2xXmzrJVLJowBk0mdITv1QvGb2zBqrofENGObB2jlfzuGnAlDSSDxzluJQATyY+s4kucu5WZU2mA7SUi+msE9YmD2xWXMO74qgmMoswahK0k0k4MRrlTVcbVQJbQ8v6n2pXEf6TJrUs0L8JXshw9TgCcCnkL/BVN8tfMenNFYi8aV+KOj4GY3shQxmrAffLzAx/g2KxQTgMjn57Wrf3ExmgecVsG1RBU+lXsC2Tlbf38Kp8nvx/GTtPMvnL5ahIOiwYSKRbiRJFmuYNXcP5HJhtu2jIf7wqo1XxzTqgVwdr1ncy81LHXVUIKkSxkGD5LNJchez89JtzB6TzJk0Vl8K49DcpuPmEZ3SiMfYZzOgAJ6M9T0X8MGXSH3DAcUB2SHxN0MoMZXwLrGZqGxihj52W5wLS+77eK3CPBwBFxIfGUdtVAjt0e9+0l0QDAlD47WkV0JZfc7qK9MkZ3smmmYvrmsxOvI5QqHtaIHmRY1rJQZAEj/JQ6efASTMDhHIRdt2Icka1tC9Yyj4noc9fA6zs7t6b0d2NeLbOpmh23dct1LtaTYfi+DlfDIv59b0+uyLI+D6oEgMf/McXsEBRWL0uxdx7AIoEuM/ukJxPAOKNG9lzMt7pE/kQIX0yRz2i1mMw5FZ32drIEF0dzuyKj5z80gQZ9IjNzA/ZbNCu7UXUZWrKlwqEkPPnK45P7S+EdUMkvja2ek5f2MAr+jUCKzcDZIklcWGMksS6pgLhtmD52UZGf4MSAq+75BI/C2a1kIwtHVRY1TXM9ll/JPl91GRhPIvc1fItOYAoe0hRj83gmu5cx4jKRVGg1UNRqqKwIqE/ZItjMUVicxAGuvF8houL75aZPbE8Es+iU8mQJHAh8kXrkN5TZg8ek08D4z/bR4krzrnqPEQkqQydPtjlQtm6PbHq49n9s+l7TP4fgEkhdGRzwnBmFgP+StFSiMuKC7549Hq8U4pRTZzoTqO799dbEesZweRZEH7NswenNLkigRZ6rh3qAdydbxm8WpsXuqoA8r0nXJ/xcxG+juP8R1fbCbmCfaMJ0SA4ox6NL83BPjgKOh7vOnH20EOyzgTJcwZmwl9vU4gHsCZKBF9wCC4LbRkJbbXKiIHQshhCWfcxXgkvKQN1HyQJAnDPIS1gJz5aqCQv0GpODpDqKQWFTEHpzRRI/JwN1hD/UTbdhKMdeLkUoSbN6EGxQZNVgNE23dWqY73AtmJa7jFbLVfGaD5YSFmNf7iGQCcfJrsxHVad7xBzCHRj9ETFsqvi6z6LBd2/xCSptB8eCtOKgeyRMuR7eIx0PrGnTWPC8MWhfHZ9hTpkzn8ok/r+xrwCz6u7c2qEBcn0hSGrWr1C2r75OZDeEsTSiRQ9YNbcD4DQwQ7Y0R3tOGkcjXiKZIsRGicVA4poND86PScjT3tdx17JszDEdyUR3bg7lXChSCqazJOaYLm5h9HkgLinjcPLZo+Z/WlCG4JIe8YxUsG0NoDxB6N4UyUUEyF8M65K/VGjzgGpvvV7oTZE6M0WqRwQ8yzIp7S+nQrfsHDy7i0Pt0KLlXT8aUgesBACkg4EyWa3tqEElXInnRpaHgcTWshc9LFOGigr9fxkhry1jFCu8JYfRaKEiYSfQCnNEEgEMc0e3FKE6hqA42Nb6yphllWH0gKLS3vxCn3vBnmoWoVOfLOCfzbrWRuDYt52qIq2Nr6NK5rkc3MbxkC0+IpNSqj5XVrrdgNdawu6oFcHa9ZyGqAaNuOVdu85FOJNd3g1fH6gdkrftQVUyG8e+7NRHS/gaSLDct8wZ6+XkXfKrKcze+LIBsiO9r0VBi5WTw2nwxVTcsrfxemZa7F8+a00W1+eXLmryXIAQnjUFmcYQX+cXfCjPXiOimy2YurNiaILHepJOhLlWz5nX1AFWhaE6EyhXKm1Pqd8H2PfEpUakq5FLmpm5id3ZidZcGoeK1glBnvIp8cpJRNrmwyi0RFaMqIT/tTNezdBYFSlaaYvHkW8gGatj1GqHEDdmIAJaoQ2R+qbjR9xyd/fXVULPOJVLVP1BpIYOxqI3ZAmK9HtrbQ2LMJgNCGRpoOi6pQoDVK65vF52GXr7uUzOFkRACW/EEKSYX4v2lB0gAJzEdrKXYzRUUq0NoUQruFDQGAV/Ap3HBqzpNkGWNPB9ZAYkGamld0sS+OYnbFq+qod4qnVFVTd7UTe3A9ANHtrSihpbUxGOW5rbSPUVUNIhFxbzQ0HiFqHBDXOc/34k7MVASOPFy2DjgUnGHsHUNS5g4IK8eEdobRmub2JKuspdMUSiGeEv/5daJSJkP85zurIktLDeTkoEx0f9m77tEY4QMq3rmNGOYjRJzH8QbFmh3tEaJH4Yc8zJ4YmbNp3Kx7h5CMeM8M8xBm7BGc0gT53BVx3aljRKP7aGh8k5hzeBea1oh9NIO+UaPtp0QgP/b9S9XjZSVCR+fPiv/P4/dXQVU8ZQYdNhBoIxjcXGU3eAWPwuD9rUQ7H3LZK2TS5+9ry5R6IFfHaxpmZ/eqbF5yySEGvvIbTF49ukpXVsfrGfoGHX1jkNjhhnk3E3JQxjwUI7wngtYy/2Yq9pYgSqPwoQo/pIDs0fL+GMYjGkg+bR+IEXu8AUmVZtGEYkcaxL+HGzB7BZXHfnlpRrevVcTeGEXSVjuQE9Ww1c4kX7vyW1y+KIQaLKsPXV+Prs9PaYs1PIasRDDKm9u5MHHleQa+8hvkU0PYiXOACNZi68U5lX8rqCgC36uqnJUYINS0CS04fU/KikJgg0Rx0MfzPEa+E7FwywAAIABJREFUfBH6egnHNmHGu0mPvoLnCPGabH8eJ+ky9tkpBt51leLwyjwR88MWA7/xVSaeu0xxMkN+KIXR1YmxpwM5oBI7sJ7ojnaUsEbswHoiW5pRY0FiB9YTXNeA1hCqVsYu/cG3uf5x8Vsw8fUx5JY8WouK0RshciCE2qjW/G1rIIHWECK4rnazbzwRJH28gJfzGfmIzcCbR3CmapOFZncnpckshcT81fT0K6P4JReju5PY/vUgUQ1Qq3+rK46kysQOrMfYE0cKKMQOrF/y+6g1qYT26KsiSBNrPIIsBzGMgzQ0HEGStDn74+ZCVRG4N0bzGzaLazswhPlIAygQe6xh3nONAwZyRFnwGL1TR1+vV1kMdlkRWGvWMA4aRPcZaM0BzEdihHaGCbQvva9f3ncV1BKhAw5K9xBMNhO0H0K9It6DwL4ptAdFpazpDRswe0x8xyf9kk2s4TEAYg2PE4sdBmRiDY9Xkz9Wqo9SaYpc9iKm2YNhPIgsh2loeByv6GMfz2I+FqFh33Ywbeyj2arpuGk+TCDQRii8465r4bR4Sq2apBnrwbZP4XkFhj82wcC7ruHa938S8U4MJz7NK5f+HXD/BnLq3Q+po45XD2a8i9uITUXztseWPY41dAbwSQ2+TPO2x1ft+up4fUKSJHZ9dA+yvnCua8vvbL1rr8m6/8uk40NRJE1i20fjFK4VCTRrbP2zDrK/kie4RUff1Ir5SIxAe22vWOzxBrqf2Y/eqePlXSRNwj5mEXtk/g3M/YKWf9mAeSRKoGPujPpyoGnNhELbsay+akZ6pXDdLLZ9Et93KBZGsK2TNLW8fcFz4p0/T2vbTyIr85v0pgZfBnxSt8+Sm7qJEogQbtqMJMt0P/3/ohutNceHmjagBg2sRP+K1sLFwC3lyYxdpm3P22a9ZnR1MHFlnOTABfJXHSgFyF6fxOzsYuTcN7FHLmIe3k7iL8A+liH5gzQ4YD2foeU9y79vrbO3wfdJnb4NZSqu2d2JGgnQ9QfvRjNDSKrM3t9/N2pUR1Jk9v7uu1DCmqDddsVJnb5NYcQWCpDjGbJXLLykDhsGcXMltvxxJ9xB2vA9H2sgQWz/ulmUQfOIzuhH06T7CqT+OY9fAPv5Ao3vnPZErNAxrTJ1cs65DQyBImHsakcJaXT/0dMEWqI1xwQaw3T/4VNojWFxj/zBU2jm8rwXzcMRRj81iZvxUCLLz+d3dPxrmlvegaJGaW1/Dw2NTyy+J3SGIrAc3MvN3/0AzvYHCG58M91f2E8gPn9gJQcVuv7+AdSGhbewRk+MyX8apzhSIHc5x7pfEde29fe3V/ftm39rK767PKaOe/gbsPEKOfXf4mzvA36c/MshnP44GEMUmi/gxBJIv3OMloOfwy/JSLqwmdnw+C669z9DICAqr937v1h9rAc3YVl9aIEWQARVshKka98/oKoNZE7m8LI+5uGISK48OEHxVDP57E2KxQTt8X8tzjN7GB35HJ6bn3Mt8n0X2zpBQ+MbZ93bhtnL6MjnSKfPkvpBC37exz6WpeEtCxum30/wfR/b6sM0DyFJ929d6/698jr+l0CoaSOqbqzYT25aWe0cvlenV9Zxd2iNGkp4tpjFTChRFTW2cCAihyS0djGOGlGIdIvNl6DmCJqTJEvo8dmCH5IkoXeWjYiDCtF90VlKbPcrJEVCX7d6QVwFZqyHtH0az11ZD1AFafsUvi8oc4mhT+B52btWHWQ5QCDQNu/rQkjkPCCSVFZiACO+F0kWP8l3BnEgFASNjr3YiXNrTgNKj1zA99xqFXAmWh8V5r6JbxyHnNhsW/2J6Z7mxACRB0LIUZnk99KkT04bv68EFXqjfT6BdeY2aixIaIMIDANNESRVvHeBxjCyJr5vWkMIOSA2+2ZXJ266wPA3RUXTKzoM/vUrYnAjhX1xBNVUUBtqv/PZG5O46cKcoiLGIwGkAEx+LUfmtKg4Ws/V3nd6m0GgNbqgaqbdnyC6vQ0lJL4PeqsxZ59ZoDlavUdmznmpMA9H8EuQPr6yPkZJVgkEBLVPkhQCeseiz52pCCxJCubWbdjWMXzfR+/U79pnF2gLIAcWnr/ZY+JlvaqXW0VASjVUVFPcF0pUuesaPhc8N08mdxqapkglj5IJ/hC5NYf1Yor0yQLK3iHsdB9W6hjm1q1IsoqsyxgHjGqVUNc7q/Oc+dg0e7Dtl0gln0dRDMKRPWLOgTZkuWzvoYDRWxbGOhwCy2DoxX8U58emaZu+X8K2T805h2zmPK5rz9nva5gPgqSQunWS7DlxT98rW5F7hXzuKqXS+KLpwK9V1AO5Ol7TkCQZI75XSFsvc/PiuSXskYto4caqslodddyPMHpi5C7nKE2sjKb2eoZh9pY3Ly/f/eBFwEr1IUkBFMVkfOyrgIxhrkxGOzt5DbeYQQs3Yg2dpZSdmtUTNxfMeDelXJJ88vZdj10JrMQAkqIRbd8x67VI5zoko0D+vFiP1QYdayBR7Wm2h/rLNOEwk/9o4Rd8tHYV+4Xssn0QfcfDvjCC1hjGzZaYOnETc2980aIaMF0ZG//hK6hmEGQJ+8UsqA405rH75xYksct0zJlCJxXIIZnoIZ2Jz2fBA61DrvbM1fzt7k7sC8P4zuwkYsnKk705Oef4a4XowZCoDL1KG/PSVGmWIrAZ66FUGiOfv75qf8d42AQZxr86VqMIvBqw7VP4fglNa2Vq8nv4fpbIQYXU0STOZInwQRXbekkIicxI/Bg9MfLXchRH5+85M2M9+F6ByYnvCDXJO9Rx7aMZIg+EUAzxfOubhCF48rkxAoE4ui5ouVHjAJIUmFfJV/T7SnMmphQlQjT6AMnnJ8EHrV193QVylfdlsXTg1yrqgVwdr3mY8S6cXIp8cnBZ52fGLuO7RTr3PwWw4upeHXW8Wqj00FnHXx9VubWAYRxAkrS7NvkvFpbVR9Q4UM5au0Qie1HVldGLKkq8nfufgrIA01zVrzthln3l1noNqyhoysrc9Lbg1iD4MoQLtBzZQebqOG62iNnZTS45SCmXxChbTEgaxD/UjDPlkruwPE/QzNUxvHyJ+FP7QAI8vyr+sVhoDSFCGxrB84ntX0d4SwukTLRNDubu9nntCayBBKH1osduLphHdHBBjkq0/+8GxZsuheu1oidmVxwv71Q94GbCPpcAf9or7l5A1mWiB0Ov2sa8asA9QySqUhVZzf5W1VCJ7BX3oblEe4G7wbJEgkdQuF1ApumxzeIh0PzYFir/mVnxqgSvCzErDPOhso2BO6ta5KRcMv15zMPTQWlkQwfSujEY2IsZ66kmOGQ5SNTYP+97all9hMM7UbW5Kc+m2UPxpSZkQ6L9Zxsp3ChRuP36SSJaqWPowY1LqiS/FlEP5Op4zePOJv+Jq89jjwhVusnrx6qbouTNl8p9J7WwhvpBUmjc3FtVVqujjvsR4Z3C6NZ+ndgQrAVkpXbzks9dZyTxmQUr+k4pydDgx/C82k1KsThGPndVKMvNUJlbDsYufZ/sxHWgLCTSuJHGTT0gyehG+5x0yjsRiDSjm/EqVXwtUMxOkk8NVdUz50LDPqEOqW/SREDl+djnh6tVRSsxUJXwj+wP0fCkCHwrgcPk11PYfYLWN3X8BtbZheX5rf4ESBKNhzYT3iT6nIy9cbLn84x9dmrh+QyXSPzVOL7rV6teZlcnkfZOKOoYvSHMrrjom5vM4BVdhr70Mk6mgFdwSF8aXTBorFiMGI/qxN5UtiS4oypn7O0ASar6yU0dv1H1jRv/UhLZ6iC8pba3zH6hwMSXFqY+5i6VGPn4bEuFxcA8HCF/pUhxpIRX8Bj68zEcy8Uv+Qz9xRilSefugywTVl9qliKwrnei6+urVZK0fZbxsa8tOE4+f4vhxN8t+N2eVv5dmirlnfB9n5Hhz5LPXQdEwBk19tPQ8AQA4cgeGnrbQYLg5iCNWx5EkjS0QBt6cFN1nNB2Iaaz0BquKFGikbJ67R3Kt/axDHjMssgIPpyGi7uIBmuPN80ecrnLlIrjNc+7bpZM+izGArRCw+yFgb0EH8xgPi56Nu3yd3j880kyZ1buFZk+lWXiy7OD2tylAqOfFkrB+etFhv9mAt/3Kdwukfjr8WVV9z3XYejlL+HkbTyvSNo+dd9X46AeyNVxHyAQnd68eG6RGy98gqFTX8D3PG6++LcMnvx7fN/n5rFPcrPv07POtxIDRFu3oWghzHhXVVmtjjruN0iKhHkohtWXuq/lktca05uXCYYTf8fgrT+jUJi/oj8+9hUSQx/HvoOCZFvHy+P1Ems8QiS6j6bm2QIgd4OTt7n54icZOvOVspDIK5id3SiBMK0730Tr7rcsfm6d3dgjF/HctcmMTytozh/ItTxyEKWtQPub9xHZ3oqsq6JyVelpHupH36TR+HaD1vc3orWpBHcIpUSv6HPjw8Pc/uNRfM/n5idf5NZnji94TdZAgsjWZtRIgNYnd9L02FYCTWESfzXOzd8doTQxf9Ax9pkphv58nMzpHE2PbSW6sw1zXyeKIwLntvfEMcr9b1Z/gtTpQRJfOcPk81exL43gOx7GAtWycLdG7Emdlp8Oo29V0ToVrGdr++TUiE5kazNW/xC+53Pjb1/k1mdP4Hke9jMx/Is74Q6a6O3fT3HzPyfxivN/z4f/0mbwt1MUbi096KoEAvYLWZLfS5P4qwkmv2ZhvZAh8ZcTjH9hbar+vu9jHbMwDpqzFIGNWA+29RK+5zB0+yPcvP7/4LrzB7Mjw5/h9q2/IJ+7Nu8xTW9rJrIvSuzxlQlEFQqDDN78U4YTf0epOEEudxnT7CGgt9PU/HZa234SNabR8u5WWv9lO7ISpLXtvbS1v6+GAizJwlbG6kstGIy0tr2Hxqa3oAfX1TxvHc0iR2Qi+2orxM1v3AKlAMrl/TXPVxJPd9Ir0/ZL+L6zYCCjjG+D8VakBy4S3B5AaxP0SsdyufHbwwz9xfi85y4Wt/90nBv/9zBerpZ2nPjoBLd+b5TicImRT0xy+4/GKFwrMvrpSYb+dHxZPojW0FkSZ77C+OXnyKTP4nn5ZSfmXkuoB3J13Bcw413YIxexE+fx3RLpsSvYw+dxi1lyUzdJj1yglEtSTI9RsEer51UMa41yptiId+N7TrWiV0cd9xvMXpPSWIn8tZVnQ1+vqNCRLKuvuoFZiLJVOca64xgrdQxVbSQU3o6mNbF778cIhjYv+XqsxDnAxx4+jz18riwkItakjb0fpH3Pjy16LDPehe8WyYxdXvJ1LOpah/pRgyahxvml7QPRCAf+6Jdo7XkIWVWI7m7H6h+q9jRXgsGtf7KOpp8o+4IdDpM+mcPuy+BlfTL9edID4zh2oVwNm3vD7mSKZK6OY5SraS1P7GDLLz+O7woVPUD0us03n7IxuXU0Q3hjE7t+8+2oEZ1cv4u+USOy1yS0oQE1FsQaGKpWyqyBBHZ/AkmVMXbOb7otyRLbP9lCw1tDwvvxiI59tDBLzdboipO5OoF9YRg3XSA/mGTquyOQ0/EtjcK1aWl3J+mROV0S79PJuXupfN/H/pFISC5kSj4fQrt01GYF62imWmWxjmaqVVN7jWiXhRt5SqPFOX3bTLMXz8ti2ydI26fxfYf0PEIdMP2dXohGHdwcYvfH9s7rN7dYTP+t6TWlEgRs2fY7tLS+E4BNv7GFtveK+2XDpn9PR/xnZo1l9Jg4Uw65y/Ov4U0tb2Pr9t+b9bx1NIPRE0bSaoPgliM7QIX0sdqAKBTeiao2zLG29SFJOlFj3/xzfkEES8Xt3xHX/WgY68Us9ouiKpg+kcUrLl88zs16ZE5lha3OyenvsO/52C/MvifFvTr9fV4qKqwuK9Fffj+UsrH9/Y16IFfHfQGzU2xeEme+Ip7wXYZe/mL19dsvfb76eKbPkjU8APhVmpDRvhNJVu+ZF1Mddaw2Kspr1rE6vXI+VDYvYyOfp1QUiZ35Gv49N0/aPj3rGN/3saw+jFWQpq70tHmlHMNnvy6ERNp2Lmsso2M3SMqa0Ct93xO0yHjXkuZsdsUpjNgUxtKY8a45BVnMwxH8ok/i/ytn8T0Y/8fppJt9bu4eNfv8sOiJu0M1Mtufx7XEJnK+TZ0z5c5Q3JuxUSz52H05jEdFVUqSJMy9ceyB4Wl1zAvDpM7cJrqzDVlfvFOT+YSOm/LJnq6tmJpdneD7DH1hOjAZ+tjN6uOZapf20ULVBmEu8RSA/EWH0og4yJ7nmIUgyRLmoxGsF2YEb8eyWM+Jx+mXcrOqJKuBSm/YnZ6ZQHlTLTM0+FF8v6wCOk8CplAYqlbZ5ztmNVFZG0rFUcZGPo+qNhAKL+87vJg+ublQuFWkeKtU0x9XgRJRiO6f3fcoSUKcybaO17A4rNQxDOMAsjxbLbkC+2gGpaNIqXGAQv4W5mMR3KTLyP8QlEcv55N5efkJxfSJLOWPuRqgAeQuFnAmRWJj/B+SFAfFQRNfs8hdKicvji5dcdUur8Pp0UukkseIRLtQlOhdznrtox7I1XFfwGjfA5JMZvwKkZZtyGqAzPgVQo0bUQIRMuNX0I12tHBTzQbHHhpA0cJEmrcAIKs60bad2GvYY1JHHWsJPa6jb9BfNzYEa4HK5iWTEQkbsZE5UbURmAnbfhnfL2GYD5PPXaVYFIIUudxlnNLkiqk3vu9jJwaItu8GJDLjV4SQiLp0A2IARQsRbd22Jsmo3NQgTt6qMhgWi0qQZQ0Mzehprl1jow+LKkLmTJ5wdxA5ImO/mCW4rgHVCFYrYXfCHhhC1lUi21tqnreOZkCCaE8Y62hmTqqx9WIGfDAeCZM5k6saGqdP5/CyXo0ZvdndiWPnKY6nMfZ24OUd8kOpJatJmkd0kJhFr4xsb0HWVTJXxgmuF3MuXtIhkiewQcGeUVWznisgRyTC+7VZ48w8BsB4TMf6Uf6ufpZzwTgcxhl3KQ45GI+E8TIe+atFjEfCItg9sTJ7grlg9Vno63X0dbN9zVTVIBLZSyYzgCRpRKL7FlBcFFU4w3yYtH1qVn/rasL3HWzrRFWtNpMZwDAfXnaCJ9AWILg5iL3ENbwSpM28b2fCfCxC7nxhVn+jGeulVBonn7sKQLE4Qj5/HWOBtc13fKxjWRE0SqLqaZYTH5kzeaIPh0BZXkA1cz5SQCJyoDYArTwW39t89XF2xuPMqSxudvGJhmJmknwqgdGxF98tkRu/ed/bDlRQD+TquC+gBEJEWrYBEFu/n2ibkNs1O7sx43tnPO7CHj6P73kio54YwOjYjSRPy/ea8S6hrJZN3vuJ1FHHKsDsiZE+ZeOV6p6I86HyI63r62lpfQrXTZPJnJ91nG0dQ5I0Otd9qPx/0a9VoVKtNJAr2CMUMxM0be4h3LxZjLkIhcqFYMS7yE5cx8kvT+hiPlSCr4o65mIRXBdDawhh9yeme5rvCDSVsEzkQdHXE3siQvThIKUbGuYDnRhdHVjnEnMHYwMJjN3tyGqtBLv1fIbwHp2mnzApDTvkr86mIFrPZ1AMmY5fbgaXqsCKfTQD8rQPFwjxlArWvfehas+aMYd/3EJQmxTC3dqsSpqsKhi7BeUu1t1JdFcHTDUS3FPCPKJjHS3gO2L+1rN5jMM6sTcFyZ4p4SRnf8+tZ/Po21SafyqMm/TJ9i89kJkpmLHuP7RWd4Sdv9aCFFh9ewLf8bBPWlVWwZzXVP6+RaP7aGh8oia5MhNWqg9Na6Wt/X14Xo5M+uyqXutMZDLncd00La1PE9DXla9zZUGA2RPDftnGKyx+DbeOZtHiKvrmuZNAM/sea543p6nmAFaq3Pu7wNqWOZvDS3s0HmkjoHeK97tFJbRLVPAaf8wgsm9lyqfW8xmiB0M0vDlK7mKB0phTnmeG4PYAze8W90kgrtL6gUYAlAaF9l9oEj6IS0g0VNa2zgffA5IMmTCm2YPnFO/7fvN6IFfHfYPK5sKMd1epkma8GyNeedyF2dlV9oq7Vt5AjVdfnx6nVgWzjjruN5i9MbycR+bs6m7kX0+oNPEbsR5M8xAgVYOzVy78W0aH/wEQG8JodB+RaDeq2ljN9FtWH8Hg5qrh8XJRYQgYM9etJQZKd0KM42MPn1vROHfCHhogGOskEG5a0nmSJGF0xUUw5nlCVGrkwixBlgolzDwcIbDVhXyQUGs7wcY4zrM7SfWNY5+e4uTBM0z9aIzCWJrCiC2qZUmXgZ+4it2Xxc24pE/nMA5HqmPaRzP4ns+Fn77B+DNJUQk9msHoDRM9GEIOSTW9NpEHgqjmdHAYaAoT7IwRaI4Q3tpMZGszSlQnvGlp7wWAcUQnfbKIm67dpOuR9XD0UUKdcSFi4aqYbwpjPhHEs30yp4sUbjgU/3/23jRMjuu87/2dququ3qq6Z1+w78QOgsCABAlQFGlSkm3JsWRbihVZdiLZSnxjJ05yP/jea9/YTpw4ca6s68SWY18njhw7smVJFiWLWigCBEAMSBAEZ7AQ+zLTs890VW/VXcv9cLp7pjkzWDiDjezf8/BhoeZ01zndXafOe973/b9XPMx9OuZ+HXywDzl4OZ/+p4fJfL+I7wRkXynJNvvmVsq8FcIdISJrwoS7NWJbI8S2RNCaVOI7oiR2RuvC3W5G5gdZ+j98aZaXJHcqS9/H3qA8ViLXl5Oe0J7ZYZVVql4ied9WShJYx/D9Eqf6PlWp2eZhW69iJnswjEcAtXbfzsflS7/F9aufB+Dald/lyuV/B8DAtf/CpQu/dsPXyvcWmObuafXaBaodmnuSBE5A9g37ltoHXoD9Sg7zsfi89RNjWyKoplL7nV/+1TTXf2eEsN6BHllR+4xsqxct1Ew0upb0H45x4Z/OFoKyDudBgLEnLguUW68S+G7NWKzee/m+Iu6kV/faiWOXee3xXuxzwxSvlOh77gLFSw6ldJm+5y6QP12kNFKmeL6EuTcuS5UA1pEcvuOTfa1QOR+rXct4NAYKmI/GMHbF5EbDoVs3Iq3BPrRoknjrGjRDh7xBPLGJgRN/Td/f/AsC/8HdFL31wO8GDe4x7Q/9EKFoiljraiLJboQSwujaSMJbR+CXSS7dgetUHtSD/ahhOTm8fdFUU1ZL99Gy5vG7Po4GDRaK8Yghw1p6LYyd8y+K3suE9U5Wrv51DONhtFCKWGw9ltVLc8tzWNZRyu4kTS3PUCicp3vp5yrhmLuxrGP4voNtv05r20cW3A8r3U840YputNO+8Vn0RCvRpuULes94yyrUUAwr3UfTysVRXfO9EvbIWdrWve8dvd7c3M3EoYvkr0xgdm9m9Ox3yY2ex+jcWGvT9okmtKRK/OEoY4cngDj+cAwvrYLjMfaVUVknLh9m5H8O0/wT0vNgbOnCOpSjeLHExPMWXi4BrjQI9aVh9OUhrMM5Ejtj5F4vIEKCxI4YpbRL52fiKGGFxK4Y1uE8ruWRe7NI18+3zBrDip97jMD1EUKw7B/04GVL76j2mLlfZ/g/Z7FfcUg9M60uGAy0QaGAfy2JmIyDyNL5091SvVFI0ZJQm1p7D32FhpIQWAeLiLDMi5v4Sh4lIvALAeZ+nVCbSnSjhn2gSNcv3n59wxW/0UlQlsb48v+zAy/jy/y5vXEGfneU8ohLqP3mS8Xxr2connPIHsuTfHI672jihXGcaw6ZQ1OUhkvSE7pr/jkrkdjO8pX/O03NP4SqxmubK6FwO4X8WcbHvkU43InnWZjmHlQtQTyxGcvqZQmfm/M9fa/IxNi3UJQo3Us/x9jYNwgCl2XLf5mxsa/jljMsX/kv582XsjO9xGIb0EJJuro/TcLYvuDaY4mdBkITWL3WnMIvb6eaE/r2sgMzEarA2BPDOpLDy/tM/K2FEldY8ittmGYP42N/i+87WJlezOQehFAY++sMpWtlymMuodbp79k6nCO2WRr2ZtDD2OhXyeX66fjZzUTWhomsDmPujZP+/XHsozmaPjD9nY585SpMtDPytQvEkxtwrpaZfMFGTajy+FsWkdVyA8LcGyf6kI6aksI7oVaNwAnkZk97iFX/oZv4Drnpsvp3u4muj6BEbq8OYhD42OlTmEu2yn9HJ8GK4Dp57ME+9EQ7Qnlw/VoPbs8bvOfQ9ARt659CCIEajtL+0NMIoaBoYdof+iGEohKKmkSbV2Cl+7HTfYTjrehG/Y76TGW1B92l3uC9iZrQiG9KNPLkbkJL6wdrCy4zuYds9k0mJ38AQCH/FhPjL9T+Jv/fg1seZ2zkqwS+s+Bd98B3sYdOV8RDBKGISeu69827o36rCEXF6HwIa7B/0eaw7Mg5Aq98w/pxN6KaS2b1pWs5zW+PetBMlbaPNyEUQW5oEBFzsY8Vyb0uPXfZ10pkKyqN+ZMudl+aUFOMSFeyXrnuSA6hCxI7pZFkPBbH7i2QOSA91LnX80x9X3o6qrv95uNxnMslWbPKnz4/k8S6doyN8vcSX9WKufX2wipr77NLR+jU5b0BZA/Lcdovl7APl4ltDxNq1dCaVGLbQtgHHawDRUJdKvoaDRESGHt1rINOTZnSelm2QZW16wDM/RGyr5ZuK2eo1teHYxg90vMR3xKt5V+ZM7wkNyPwg5py6NsX11alXprVa2H1WsQ3xtGM+Q1DIRQp5a8ZdZsrNW+S/RqZzGEAjORu2Vezh3zuNK4793xYzYP1PIuxkb/B93IEvsPYyFdxyxOAh20dn/O1npcjm+urhSGG9U5aWj9408/kZqgxlfjWW5/Da3ljj80WOpmJuTdOOe0y/tdTBOUAb8ojf9rBTPbg+0U5ZncS0+ypiacAUomygpf1yL1RqP0WZG6gIsMr2zRafzyFEIL41ihKXJn1nReOy82I7FF3xn2br/2WrMN5rMM5tGaV6EO63Dh4NIZdOS9CkNgtx9n8wyb6Ermh0/ScSWRVuDbO4vkSpZGbhxQXJq7hOjZm12Yc5zpeZAiAiYtHKExdrykIP6g0DLkG7zrMrs13lN6qAAAgAElEQVTkRs9hDZ2qLaDmajOXslqDBg8KZo9J/nQO17pzhXvfTRjJPRB4DKf/DCGkFPnQ4J+iaklisUrObWWxlh78ExAqhrlzQdfMjV3ELxcwu7curPNzYHRtoZQbw7GHF+X9rMF+hKJWRFlun1AqSnRZE3Z/upbTPJ+yZjlToHh9ksgmBftwjtwbBVADvHQYbzAEwscf08m8MTRtIB7OIUKC0vUyE9+wMHbFUHS5hDH3xvHzPiN/NokICYIyDP/xBOElIfTloVobgKE/GEeJKSS2R+fs22KgRATGo3pduGN5xKNwxkWEZX5b7vUS5v5pwQ9zn072eAn7ZQdzv157bpn7dEpXPCa/VkCEwR3zGfvzPPGdYVSjMv79OkEJsq/MXargnRDdqKM1qbfk9SicdnAnPUSoPq+uPFaieEF6SK2jGXKnsjfMj5uL6ubK+OjXESKE7+UYHf4y0dh6QqHmSps9QIBtvTrne8g8WGk8pgf/BBAg1MoxCBGaNzTTto5D4N2wcPY7xewxKZzNU568uTFiHc4R3agTar6xd7T6O0//l3Eq05wMMTZ3AtNjNpK7a9+V/N6mw2jt3jx406HQmpYkFt84S3hGhATGo9LTXd1QKo5a+NeaQHVxz6bIHpfff+71PPYreURIkD9VJHMgi/ForObxNvfGKY+6jH8lQ3xHFDV2Y/OkamTeSvhvNT/O6Nosw+sjRdRwlKE3ZcF5Y4Gh7veahiHX4F2H2bWFwPfwy8V5b9D5lNUaNHhQMPckZf7Mq40yBLdCIrENoei47hTNLc+iqiauO4U5o7xAONxBJLIS150iEd+Cqs4fxnQrWIP9gKgLL1wsqiHj8hoLx073EW9bixqarSZ4y33a3EX23Ai+42J2VwRZnNl5nFa/lPhven8Sz/bBg+QHwuAr4KvE9riAwB+OYm7pwrlUojzk0v5JKXjgTnq1/Bmglj/jTnq0fiyJCAvcSQ9zb6xmEFULGruTHkZPdFYdrsXG2KdTPOdSGpT5Q1Wjrv1nE3hWIBfK+6al3819EXDBs4L68/vlsTvh0/bpRO14ZptEj/QAzixhsFCEIhfp9pH8Tb2+VYOg7adT0ksyXCkdUPHGtf9Eh1QM9eYuO3AjqpsrrjtFW/tHAVG5b6e95fHEJhQ1Pm8ZAivTS8LYQTS2DtedIhbfSCK+BdedIhJZiWHuml8d0+pFKDqJxPz11t4p1ZBK+9iN53Av50sP2Q3CKqvoy8OEl4ZwJz0Sj8SIbtCl6I8qQ1Bdd4pIdBXhcDvWoRyhLo3k+xN1yq/W4RxKVKpJ1vqa7CGX7cdz6+9n87E4pYEyzlX5nY++cAEChdiz41AOE5QC2j/ZRFAGP+fLezgAL1MfJlr1kMv79ubjjG7Q0ZpvbaPBSvcTSS0hHGvCsnoJ610YnZtxHRtVTxBrXnHT97ifaRhyDd51JDrWIdQQIDA75zbkpLJa55yCJ75bIj8p6/v4nkt+/Mqd7G6DBu+I+OY4SkxphFfeIooSxjAeBsBMPlqTEn97+ORMsYWFYqX7iLWsRNMXv1aRbnQQTrTWaiPNh++VyE/I+SzwXfLjlyvHPrmxSwC4RZv8xNUFhxgZW7qkMuHZYblZlouSuSTVBItDFm5WGjN2fxo1HqblR9oAUKKCZb+yBIQPwmfVb6wBxYNMUoqoVA2FT6QId0mPxMzFnmaqxLdIAzT5VILEI9FZbYQQtbC0W1koLpSqt816uVLH7mARtUmh4+flb0GJCeKPTKsPxneFUaIVpcwnpo00fbVGqFuGqrX+RIzIusr490+3UaKCxG79poXBAz8gd+LWvXbm49JLUjx349dYh3NE1um0fLhimFRUE62jGbQmjY6f7qz0UyG+5fbuhermCkBT8zPE4nJTZKbiohAahvFIzRgLAo9cVirUlsvjFArnMc2eOqGSOlGV5B6c4lVKjgy5y+fOEPgy0sHO9GIYD6Mo76xcyFyUhz1KAy6xjXFUQ63N4W6mTPHabGPcOpgjKCqzfrd+2Sd/drYhU21n7o1j7o3XagLWQsjNHgIvwDqSxXwsJr1hw9PKr9bhPIldMZTwtIkgPzsP234NgMzIcYr5odq1pg7K+pBTB8Yh7LDyX2yT97Pm0/mZFkRY5oF2/MNmlMS0F84tZygWr6EvCaGvqPee3wihCIzHomQOZwiCAM8tM/CdA4As+ZIbu0AQBPhuCfv4FEbHZoLAxXp9BMPomRae6ty04Dqh95oHu/cNGsyBooZJdm8l0b4OLTL/Q2M+ZbWh/uc5/Y1fp1ywGD3zHU4//2s42dnyxw0a3EuEpmA8YjYKg98GqaYnUZQIptlDqulJhAhjJh+tb5PaDyikUvsWdC2vlCc3dvEd55zdDCEEZtdmrKHTBL43b7vhU9/m9PO/Rik/wejZFzn9/K9TtIYYv3iIM9/8dfLjV7DSp4Bg4WUR1ncgNAWrP000uQKO9TD0tbMEvs/Z3/w7rn1JFiW2+gYxN3URbgsT3xnFfCKO3hVBXVJC7XaILI2jLXMRhWZCZhTrcJ7wshD6sjCpZwzCS0NE19cXMk49Y6CaCsauGKmnDZSYwHi0fkGYetoADcz9d74IcHSjhtamYB9wpILmQQdzn06oXSW+K4z5lI4SnvYKKrrAfEonvitMqHVaTVMIQeq5COEVKpGHNFLPRdDaFeI76g0Lc59eKRI+/29h8vkCZ35klOyxW1O4rOXJ3cDr4Rd9sscLmHtjdV6SIAiwjlkYu0xCrWHiW+Ik96ZQQre/7Ew17ScUaiWe2Eiq6UlU1SRhbK/va7KHkjOIU7zO+Og3OHPq0xTy52tS+0ayh1TTfkCQatpXub8VUqn9NQPPsnopFq5yuv9nGB39m1q9tYXmyr6di784wflPj0txkkdMrF6LIAi49h+vcvYzp2bVBEx/wYZ8bNZvfvTLw5z+mX6cwfrvM/V0AhRIvi+BsXe6JmAq9URl/PsZP3QRPwtizUAthNI6lKM0WMa5VJplTMUTW1GUKFamF98tcv47/4nzB3+L8AoVWicZ+b7csCm9GUesvUa0uwlWXYU1F6Vgyr44iUeihFo01I3XEV1jhDo1rl75D5w9/VmCwCf1tEGoQyO2+daiAsSWs3jjgqmTF7jwh99g6J+2M/DCD8hcP8GZb/5r7KHTXPv69+FPP0X5TJLxY2fwf+1/Rzn6PszurQhFI7VsYeHz9wMN1coG70pW7fuFm4aDmN1bGD37vVnKatbAmxB42EP9ZAZOAgHWYB9t65+6w71u0OD2MPckyRycwrleRF/6zkPi3iu0tv0YTU1Po4WSNLc8RzL5KFooVdfGTO5m28PfJBRqWtC17KEzEPh3NJHe7NrC2LmXyI1fItG2ds421sBJqKi2ZQar89mbZIffAiAzeBLHHkENx4i1rFpQfxRdI7G+HatvkOS2JeCpFC+VyF0cw7WLWG8OUhyYojxVwNgic9/WfXEZomK3bPry9Dzc8ZNLGPidMYpXSthH8zT/qAzJW/Iv2mWds7epSXb8bDOtP5FCiSq0fSJF84dMtFR97bnUMwm2vbT2pnlGi4EQAvMJ6SUrnnEpD0+HQ677UsucapirPt9M4M9+bi39P5Is+ZcmQgi6f8Wk43NS8XAm5n6dgX8rQzhbPja3IIb1olzwZ37gkNitz9lmJuGuEPqqMNbhHB2fnrsMQ/a1AkEpwHw8XlO7tI7kKJzP446Xa+GD677w0DtSAAXoXvLzdHR9CiE0Ors+SVv7j6Mo9fPdzFpp1Xy3TOYIhfzFWh6sEArbHv5W7d6u3udBEBAKtWJljuJ7FQ/q1JHaNRbDO1/Fy/pkj5XAhVLaw9yTZOoHkxQvFckcmcKzPPJv5YhvnN5sKJ71AIXc62VSPzT9280cyUAA1isZ2n68vXY+uT/BtoPyd64vDdVqAi7b91Bt/OnvHQRaKXe+gb50N/ryEPbhXC037e2GnKKESBgPY1m9jF37HngKzvgkhfx52HSS8qu7GTv+Bkw2Ebz/RRxnJ/zDP4TJJpz8blb/TjdBAL5Xpvz0l6HkUbRWYWVewfMsCvm36P6lDXT+fItUcb0FyusPAJ9g/KXL5Hrlaya+O4Jnyigqa+AkUy/K8RROKLhDA8AKyq91o//9VrZ+7D+h6bev9Hq/0fDINXhXomj6TXM95lJWc50cufGLAExde53siFzszJe036DBvaRaj6mai9LgxgihoIWSlWMxy4irslAjDmRYpaKFic9jYC0GRucmQMw7P3mlAtnRC4Ccz+yhM7JvA2/W5j1rsA9rsA+jc9OiSHCbm7soXp9i/JC8LoUww98+CYBrFxn+1qlKO6kIqcYVlEglRzGlE05JAyO5Ty6whv5gTNYeq3gNlLBANeoNNAChiZrhJhSB1jRHGyHuihFXxdyv4477DH8xW/s3VMYcnb1YVaICNT77O1B0gWrK8yIk0JKz20Q3h9CalXnz5IIgwHqpYqS8dOu5dObeGNlX8/iluRUxrUNShMbYVa35FcMd8xj/xqR8fSUnTo2pte/5dhGKhqbJ34MQGpo2O89OjywjHO4kM3W4JnpiZXqxrd66PNiZ93b1WAhRU8fMZI4AYNvHyUy9XKu3tljYRxyo6FNZB4u1OXz4f6TxrEo+5Ywoi9zJIkFR9t16adrz5hd9sifsSvvZ4fXV37kSVepqAlbHnHsN6BwiZ58gCGS+mn0sT+ZAllCbRmTd7FBSM9mDU7zK6GWp9ourkr70Z7ClD/IxBn6/koay/Tjpgf8KzZMQ8hi99C2UqIIaU8iOnANRAL3E+OUX8byKqmnmKEpY1NV2vBGB75ILH4CuQbJHfPwzSwEovdFU0z6w0n24fdLAdY6nyB+tqGm+UibwA0IRc8EKwvcDC5q1hRC/IYQ4KYQ4IYR4QQjRXTkvhBC/J4Q4X/n7g++7bPCuYy5lNXvoFAQB4UQrk5d7CXxX5qEMnX6gC0Y2eHeiL48Q6gjP+SBvcG+x0v0kOh5CUUN37BpaJEGsZSX2HLm+APbwaQg8wolWpq6+RuCVCCdayQycxCvlCCdayQ6fpZyfWDTPoVEx0CYOXyTULDfTpnoHCbfKHf7xQxfQOwz0thuHN1bFSca/ZsnaY3vufF7bYmM8Icc//ld59NUa4SV3zogUisB4Qsd+2ZkzGqV4TnoFw8tU8ifLuFO39jwz98bxCwG5E4U5/y7r90VRovWenMxLWSIrI4Q7bu75WwyEEBjJHjJTL+N5WcLhLmzrGOXy2C2FRprJHjw3g5U5Qjjche8XmJp8CdPsWdTFvvWSg4gItBYZdqsvjRDu1hn/pswxC3fVz+ejX5LGWqhTqVNBzZ6wCUoB4a4w9mvWrHDMurHtjVN4y6E8Ki3IUiaHf6kZZf0wrmNTmLiGsTeOnw+Y+m4W47HY3GrfFa9ncTQNIfn7yQy8Rmj7GAgf98haMDOwPM342DdREiFQfDKDJ2rvYaf7QKiEYk1kBl6XYw53zSs2Mx+5XD++n0fZdgnvjaWQS0BqCq4twRnNEE60Urg+DkOd0qAcacY/043aUcCd8CicvbXw4geBhW6//U4QBNuCINgBfAP4vyrnPwisq/z3WeC/LPA6DRrcEWrKakW5Y2ql+1FCETo3fwgIEIpG19aP4JVy5Ccu3dvONmjwNoQQmD3mTR/kDe4upew4jjW04JyzW8Hs2kx29AJeafZC2xrsR9HCdG75ESAAodC9/e/JY6B7x4/Xjs1FkuCOrWhGTegQQOv7HoKoFFBo2rOSyNIUBGBuuXl9tpo4SQDxLRG05K3t1N9PhLtUIus1OeZ9d96gMffrlId9imdnlySpCqF0/0tTqt0eurWFrNETA5U6efoq5TGXwlmnriZfuCNEZHUY56J726UGFoo02AJA0L30s1R/27cSGjlt7AV0L/kMoAJBTSBksbAOOhiPhjH361gvOwR+IL2WAUTXxWh6fzO5k1m8gvTO2S+XQAlo/0wC54JLaVB+t1ZvBhESdP3cEjzbI396/jzGt9cEHP3uBfBV2p5bLc+n+zD2SOVXgvnFRiLRVWhKOxQjJJYsR+g+5GI0rehBrByGQEHZNEDC3AYEJFM9aGaE4vj49PjT/STa1pBcsp3ixBiR6Hqamp8ia79RC2u9pc8x0wsIWp9aA4E0ZRKfHJTHV5ezZMfH4PJKAFI/OyVfFCi0/mNpoN5qMfEHgQUZckEQzIzniVO9a+AjwH8PJK8AKSFE10Ku1aDBnUAutALpiUOGGRkdGzGXSKnhRPs6kst2VP62ODLfDRosJmZP8qYP8oUy8cI4E98dv3nD9wCZ628w+tYPbtimGtqzWMbRjTC7t8ic3uHTBEHA4Im/qanuWul+Eu0bSC6VwhDx1jUklz0MQhBtWk7T8t0IJUQ40YZudCxKf4QiarXfklu60VdIL5SxqbN2vvr/m46tWpD4LqhM3imq4ZTmk3fHkAPqPDdV7INF9FUqzT8aRUmIWy5VoCZU4tujWIfk/JJ7s0D6i3IuqBoG5t76nLzI2hCUVRIPG5RHXa799jC+4+NOelz7N8N4ucWNbhn+Q5vsMQfT3A3f/BD62Q+RanoKvvss2pvPoes3/72Fwq2VEEqFZNN+4gl57xrm7nlfU7xQZuC3MwR+gHPN5fpvZAjKAeVhj2v/9xR+MaB4qcypDw1SGpFGmHPBxdyvy7DbMZ/CGbeWR2j2mJg9SQI3IPu6je/6lK4FhJcJkk9WVFCrheF7LRLbEiT3pSr/nj8qI7pRRzF9xl64DMDEV7KgeHR+YBuhiYcZ+9okmqkSqaSomo/V32/5iasMvvE3AET8jYAgtewx9JZWyMcwEo+gb5eew/ijok4dM9GxFkoK9ngfpfwY+fHLxDvWkOhcBz5E2UgisZtgOMXE0EsEgc/A639NYWqAIAhID/wx+dyZWWOyrF5i8Y10PPWIVLhtHWXVp5+FUAmurqZp5R64shoiBVZ+6mlonYSwQ+eHNxJZE24YcjMRQvyWEOIa8NNMe+SWANdmNLteOTfX6z8rhHhVCPHq6GhDGbDB3SXeuholFMVK9+HYw5Syo5jdm9ETbbSufZK2h54hFDGJNq+Ys1RBgwb3GrPHBHHjB/lCCIKA65+/yvXfu3ZTAaH3AgOv/xXXX/3SLLXbmVjpfkLRFJHknI+9RSXethZFC2MN9lPMDJI++VVGTn2bUm4cx0pjdm8hHGumdf1TtG/8IbRwnPaNz9Gx6TkULUzH5g/QufmDi9qntqfW07R7BbFVzbTsWwltI4iWHK371pLcvgTjFg255JMJzH3xmqz9g0jLT8ZJPhOpKylwpwh3a+hrNKwD9UaaXwqwj8gC5CIkMB7T5zT25sPcGyffX8Sd9Bj6o3EG/9MopXRZimMkFWIb35aPHpJ1ABURYuwrU4z8t0msgzkmns8w8meTTH3PXoTRSspjHtd/wyL9ezbCMeH/+zn48k8h3AjiT/4R4s8/ecvv1d75Cdo7P46mGbR3/BRt7R8lHG6bt/3In+QY+n+z5E+WGf2zHMN/mMXuLTH2l3lG/iiHdaDI9d+epHAyIP2FqZoRZu6L1MJurQNFzD1Jko8nafnhVhI7DClO0pth6tt58AXGE2EiGzRCHTK8sjxepnAuj9GTJNQUIrohduM8aQHB8otke11836f0pgGqjxrWCQ7vxHl+NW6uCLuOwc7XEMn638bwqW+RfuOrONYQmtMJiqBt2TO0rng/BArCSRLdm4fVF1j6kUdpbnkWM/koyab9tK58PwBjl7/D0IWvAuBHxhHxEhAg8gaKY8BEC6Nnv0th8hpDb36dkdMv4DjXGRz4IkPpL9X1x3Oz5LL9mGYPWlyHPcfQP3CZcDyBsm4AriyXXqXLy1E2DaCGw6R+Ok/iJ4fQIrosyfBaAd95d6TL3NSQE0J8VwjRN8d/HwEIguBXgyBYBnwJ+MXqy+Z4qzlXAEEQfDEIgl1BEOxqa5v/hmnQ4E4gFBWjcyNWur/mcauGQ63Y+3M0La/UmuraTG70HF558QquNmiwGGipELH1N3mQL4DixQLlsTLl4RLO1ff2779csChMXsV3S+RGz8/ZJgh8rHQ/Rtfmu5JIr6ghEu0b5BxWJ2BSnc+kZ2HFo5+meaXcKV+26xO0rHkCgCUPf4y2DU8vap+MjZ2s/sUnEYpC265dsK2P3OhposuaWPvPn0aN3FreoGaqrPviMiKrFq+G190mtinE2j9tqakB3mnMfTr2kRK+M73kyh0v4eenC42b+3RKVzycK7NDMOd8z70yxNU6nMM+WqkRdziHdTiP+Vh8lsqgM5QDEZA9XqiFZFbbV48XC/tlaXRkXylJQ8lTcE4msA4WCYoa5bNxymPzl2SYSWvbj7Bs+S8B0NzyDMtX/qsbtq8azNZBB7tiGNsHitPnDzjkjsnQYvslB+ugg9auEHlIq4Xd2gcd1LjK2t/dQHRNDCWikNhuYPVajP91pX7iJw0ZavyEjn3QweqVoYJVIRmzJ0nuzSxefu5xOlaaYPlZsOMM/o9+KIdA8bCOZnCvRcDTGPl+H87Sl+C5F7CHTtdeGwTB9LyS7qMwNkSyezuKFqF1xdMgFLLD5yiHLhD73FFinV3oejfrNnyeUKgJo+0RCPnY6TNYg2+A4lEUZ8kV3oCIgzMxSXb4HACFseHavGWl+7ErBd5t6xhBMG10yVp2Hmayh+zIeXjfiyz9ma0AGO8LwUgrQy8ch0yS1FPSu7jmF55mw68+Jz+vvXECJyD72tx5nw8aN51ZgiB4JgiCLXP897W3Nf1z4KOV4+vAshl/WwoMLk6XGzRYXMyuzZSyY4y+9SKhWDO62TlHmy0Evkd2+Ow96GGDBjfG2HPjB/lCmGkgvtfVMe2haa/8fB76/MQVPCd7V8Iqq5jdW3CsNOPnDwJQLkwxcuY7aNEkkdTSu9aPuZCCLCsayr93CXO/TlAMyL06XcTbOuiACsZevdamdv4WiG+NoiQUhv54HM+SC+qRL01SHnEx3haG52bKFM7nCXdrZF7MkntdGm+Zl3PYvfLYPpxfNO9+dQx+ISD9+Yqnz4XB35n2+lWNvcXEue7iXJLz7eTX8+T7pId+6oUiudfkZ595sYhbCTRzrgTYLzuYT+i1DR5zn479ioNfrP8szB6T4oUCuVdLCN0nvjVSaR/BnfCZ/FYW1VSJrY/X2gduQPb43J5Oa7AfVl4GYPgPKptxmsvAH1yHin00+t23CHw5hmpoOEBx6jpuQUZ7jJ07gGMP1zaH1HCMeOtqpq6+Rnb0AsYcOcGKoqA3JSln8jgTUxDLk82eIJM5TLjJJDd2icmrssh4UBSMX5RzWCk7yuTIYQBct1LmoDqeTC+KEiGe2FoTTzE6NgDQ8uRKAIY+L3UPWt+/blafErtjiNC7J09uoaqVMz+hDwPVQNavA5+qqFc+CmSCIEgv5FoNGtwpqgV7C5NXMbu3zLmLnuhYh1BDdRNcgwb3Czd7kC8E62gGfUWE8BL9Pa+OaQ32o4bjs9RuZ2K/zRN2N6hGERQmr2Iu2T59fJe8gjfD7NoiBVnK744d8PsZ4zFdipPMyIGzXioS3xGulTDQ12iEutRZIZjzITSBuSdG4bQDAsx9cXkMmI/X58dZxywpmPFEjOKFEkEZkk/GKV0r4+d8kk/GKY+6FM+X5rrUbREEAdYBR+YfqlDoL5N4LIyICAr9ZeI7Q6hJcVthpLeKXQmTTD6tUzjtQiCPi+dcOeanpdeTQKC1B+AJ3HEfc/90GKq5P0LgQPbV+v6ZPUnwwZsQRNZPi/xUPar2kRLm7mTNE5rYbiB0MW94vZXuI7xER7RlYNIAxSOyMULhrTxKTEFZPoV7LoVQNIzOTXUquNUNK3PJdgqV3NuZBpvZvYViZhACb97NK7N7K3gKlBUirZ0EvoNTvCrPBz7FqevEO9cAUJwaJFmZw7JD5zCTe2U/rKPTfcocJWE8jKKEsQb7SLStQQ1F5fexZTWkMgSXOxGdYxirZ29kqXFF5n02DDkAfrsSZnkSeBb4pcr5bwIXgfPAHwH/eIHXadDgjqEbHYTjrQDzqswpaphE+/rGrnKD+5LEtsqDfJENLb/kk33driThV9Qx3XdHXsHtUg0xMro2YXZvlWq3TnZWOyvdTzS1lFB07hp1d4JIaknteq3r9teES+6GauatUBNkGZotWtBgcVENhfjOcM14cad88ifLdaqZQgjM/Tr2IeeW1W6rgjOxjTrNH5IhffqKEPqS+rBXu9dCTai0fLhSoy0s6PrfKmkzCnT/M3m8GIto54JLOe2R+mCU+MOyH6lnIhh75LH5pMxNtA7MXZJhIVgHHUIdCu0/J8toqElB5z+p1LrToeufV2vdBSz7zem5YOb3kHg0LD1DB+oNuej6GII4IEg9G62dD3Wo6KtV/AkNo2e6lp6iKxg7jDkjJgLfxR4+g9m9BX2bNNyV1gKpR2XeqfGISfwRFcZbicU2kVq2E8cewbFH5DgH+4gku2hdu0/2IdZEJDmd41qdY4QaItE+2/sF0LbqA7XjJRs+BUIap63Ln0HR5OfRve1joMpnS9uGp9GiBoGt0dL6ISLR1RWVSnCcNI5zDTO5B7dok5+4WtuMB+kBDO+cAEB/ZP6NTXOv3IwoT9xaePH9zEJVKz9aCbPcFgTBjwZBMFA5HwRB8E+CIFgTBMHWIAheXZzuNmiw+AghKjtJArNr07ztzC6581TKT5AdPc8b/+sXcbJj5Ceu8sZf/qLclWrQ4B4w/SC/dUNu8sUJTn74BF52/nDM3JtZ/KKP2ZPE7Eni531y/e+OXczbxbHStXprcr4IsIdO45ZynPyrX2bq2uv4rkN25K26hcXdQAiB0bUZhILRubF2/bvpFbwRNUGWyu7+ue/+B66/9pez2l0+9EdcevmLd7t77zrM/bqsFTfpyTID/nQ45cw2XiYg/8b8oj117fdOK4gaFZXKt8vUB0GA1ZuRxpnILIkAACAASURBVMH2KGpSIfFIlNgmnVC7RnxLhNiGCPrKuVUDr//OCOc+K3Xy0v95jLOfvHLDPtXEQyoqkADGvgj6Sumpim3TMPdFKKc9nAsLW7D7TkDfviHG/jKH7/pMfjNPaKkg0aMjdBm2Gt8ZBi0g1CmIbQshQgGKEdD8oQQi7KMYAaGOaQ+bGq8Y3W8z5IQiUPwYENDyifp6i6GlPjg6iW0mUy8UOLl7CDfjY/QkKV4qUBqp93TmRi/il4uYXZuJPyQNytguMPdUlDL3JGneLzOhQhPbiKc2wn/7FENfP4PvlbGHz2J0bcHo3AhCzPLyx1tXo4ZiGO0bUNS5c1mjxgpENICQj9nWQyKxDU1rIpZ4CKPjIRQtgtG+nlAqDiIg3r6ecFO8pohpmj2yPIHvMPzWV+H8GuLR7VjpU0Ag574ZmI/Lzyz5+PybaVVFXPvI7LIaDxp3rjplgwYPEF3bf4zUsp1oEWPeNmb3ZgaOg50+RX7iKm7RJnP9BG7RwnVspq4ep3PrzesjNWhwJzB6kgx84Rql4RLhjpuLQ0x8e5zycAn7uEVqf9OcbazejMyt2WkS+AEo8lxi+/z3ybuVmWJI4XiTVLuteOjL+UkmLr2CUDQC350zV+ROs2THR2letQctHKdr24cxu7cQit09r+CNqAqy2Ok+yoUM1uCbFKaus2TnT9YWhb5XZuKy3HVf8din510UNrg55n6d9H+0sQ+VsF4uoiREzWNVpaqiaR0sSgPkJkRWhln9+W6M3XG0JpU1v7+E+JZoXRvnmkMpXaLzH3QhVMGaLywl1KIihGD1/7MENV7JDdsbY/xvMvglHyUs/QlBEDDxtxblUZfyuMv431o4l0s410voS+fun3XQQV+hoi/XaP+HCSJrNWKbQvhBCSIFylYMc7+cq6wDjiyL8A7JvVbCueQx8bUCQpehkl62hBIVrP3TFvTlGuVxF0IFAqHgWT5BOE/LT0iDKfnDGpmXsvilACU8bQiZT0YY/PcW5XGPUMu0kedPaaC6+NkyMN1vP8gDUcrXYOJrBcppT+be9SQZ4BpWb4bWH5kWDrTSfSAERucmisYUREZY9ssbiS6NsfLXV9P0VDNobVxLHEO5vpLSWzHIGmS+P0Hz0+cJvBJm12Y0PcHap/4Z0ab6UEWhqKx56pcIRW+sLLty7z/C94ooisLyFf8Kz7MQQmHp7r9POT+JUDTatzzJwMUvUnbTeJFx8FVK1iRmsoeR4b8ga7/B1NU3wA1RnspjpftQQzHiLavqrrXso4+Cf4TuH907b39imyOoSQXrcI7mHzbnbfcgcHdklBo0uM8Jx5pJLt1xwzbRpmVoEUMqwqWnlZWqi7lGeYIG95JqLSLr2M29coEXYL8mw3Bu5MWzei3imxOoCRXN1IhtjGMdfW8KnljpPnSjHd1oq+SSbKy7/+2hfqx0n/xbx/q73r9woqWWWxKKpkgt23nX+3AjZC5NmvELLwPS+C1mplPnc6Ny0Rh4JalE1+AdE98eRjUF1oGiLED9mI4I1edKhlpUoltCs7xBN6LpWROtSRobqfcbhNrrfQHV0O5qIXBjd4zIamkwJh6OEl1fEe3YG8cvBOROTOdMFs+XKI9Kr9n4VzI4l6Vnaa5C5ABBOcA+7GBUcs60pELzh6Wn0D6Wh5CLfaSAvlxDX6EuOE+umnOYPeow/mUZUu2kC7iWh7kvgr5Ck94dzaM8Xmbsy1Og+LR8RBqSLR9JEJQ9cm/U54nW8t5mCLIUzpcIHAX0Ut387Jd9CgMZUGRuYFUp0zpYJLo2itakYb8tvNJK9xNrWYWmx8m+ZhPZoBFbFkcIQcsHW1EiCoqmkNzTgv1qFvuYfH35XJypayelkEjnQwAkl24nHG+Z9dkYnQ/VhVvORfOS/bQufxaAaGw1CUOutyJmp/T2Ac2dT0E8z9TkD3DUM5X+95EwdiKERmbqCOUp6cm10/3Y6X6Mro0IRa27lqKHWPHJ/Sja/L4qoQqMPXGsw7kHvqxOw5Br0OAWEULB6NxM5vobFKeuI9QwdvoUufGLCDVMduQtfHfxk6obNLgVomujaM2hWQ/yucifyeFZHkJX5lWidDNl8qdztRAcqMhcn8riZR/8vILbIfBd7KEzdSE8Uu12lMkrvQg1jFu0GT9/gET7+lreR4NpqmGeQ33fQFS8bfYM8Shr8E2ZOyPUuvMNbh+hyVpxk88XKF3x6vKyZmLu08kdLy1agW6rN0O4K4y+9Ma/f2NPTAqyzDDSqqGWIiIY+q/jteP5cumyx0v4uWBWyKhztUTpehkREdhHcgR+gLE/gn3YISi/8wW7dcBBRASBA/YhF1QPgqBWjqE6BhGRBvPQH42jxBXi26JvG3P9eGLbKoIsMwzq0f8hc7vUJW7d/JzryxI4HpENKmN/kcOd8OVndNBBKAKzJ4nVKwuUA3ilPLmxi5hdm/EdH/uEzHeeC6PHpDxaZuLvxhHhABydsUP1QiJ3mrDeiR5ZzvDQn4NaRk+1Yw32oapR4oltjF37O/AUhKIycfkVSrnxBYWPm3tjlIdcnEsLF965lzQMuQYNbgOzezNeWU7cHZuew3eLEAR0bHquklTcKE/Q4N4gH+Rm3YN8PqqLg46Pd+BcKVIamr0BYb9qS/W5PdMPfnOPCR7Yry2+Oub9THb0Ar5brMt9qx57pTwdm56rHd8veWn3G5HUUrRoEq+UJ7V0O7rRURfFYKX7SbStIdE2vyJog1vHqOTAwez8uCrmfp2gLGuwLZTADbBfszF7kjdVSlUT6izVQOtwDn1FiOSTCTzLJ9Sm0fxBE/uV3JyCLPYBB5Tpkgq19zkk37PjZ5pxJzwKZx3M/Tp+LiB7/J2N0530yJ8s0/4zcUQIcAXRLRpKTGBXxhAEAdaRHKmnDcJLQniWj9ETq3lCVUMlvnW2UqJQBcbjskB71TNk/aAIIiD1XBT7uI1fkoa2ddQCFZqei9W+247PxGVNwMsuRo+JO+lSOC+9fvbQaQh8zO4tZN+wCZygbmNuJtWIDs/2aP0JKf7mX2yblX92pzHNHjzPRig6qSWP1NRuzWQPfuWx0/bQU3gluQ5bSBh7NcfzQVevbBhyDRrcBlWFJi1i0LHxA4BA0XQ6N38IoWj3XXillT6F7723vCfvZcy3PcizJ+xabbnsm9OeNKs3Q3R9jObnWir/nu2Vs45m5IJr43SyfXxLAiWq1EKoSsMlChcfjGTx3Ngl3KIMicpPXKFcqY1UmLxGKS9VzgpTgzjZsVmvtdP9lTyTjbVzUu1Wfn4ta54gkpT5scZdrB/3ICEqQgkgF19m12bsoTMEvotbzJIfv4LRtRmze0stB7nBO8fcJ0MOQ10q+pq5Q8wSu6VQR7UMQWnIoXDpxiUi3EyZ3Cl5H3lZl+yb8nvKncri57x5DYVZ/dsbJ99XxJ3y8EsB2VfzmHvj06Iqj8UwH4/jZXzy/ZWwxlcdvKw0aia/nSe2NYSWrF/GWodzhLs02j4h80OtQzlp7CnTJQNm4lx3KZybLfhSHnPJn5LXtQ+VIIDUByPoayqhpR+KYuyO1YyAwlsO7piHuTcmC6hD7f+1MT8ek2PO1AtMmfsjlAc9nIsuvu/jXPYJdUFqb4rA8cmdlJ+33ZshvilB8hnpIYts0Gj5qLyGddCZDq+vhGNag30omk68dS1Wr4XQBImdc+c36916zZPa9sNdiI4MXFt214WbzGQPAIbxMGb3Nql2O3wW0+yBXBwRCWhd+zQA4UQrutH+jq+lLwsTXhaaN3z3QaFhyDVocBuE483EWleTWvYIWiSB0bmR5NKHUcMxEu3rse+jneTc+CXOfeffMX7+wL3uSoO7hLF7+kHupB3O/sJphv98CHeqzNmfP0X6jwfx8h65k1nMPUkiq6OEWkOzyhbMVJ8T2vTuuhJSMHZOq2Ne+beXOPdPz973OQZeucDZv/tNBk78Fb7ncvbb/4brr/5PgsDnre/8e66+8t8JgoDz3/9drhz+r7Nebw32EW9ZjRaeVukTQpBavotIaim60UHTit2EE23EmlfczaE9UDQt34VQwySXbMPo3ozvFsmOXsAa6gcCzO4tFQ9AUFGka/BO0VepRB/SaPpQZF4PmRIRJPbotfyxy795ifP/7Mb38+AfDnD2s6fxsh7pP01z9rOnKU+U5WaQAGPXrQkhmXtjEIB9NEfuRAE/H2A+Hie5L46ICJqeNTAerRgph3OUhjzO/r0xhn7fxrlepnjGBa1+kzJwZaijsTdOuCNEZI1Ux9SSCvEdobraelWu/PNJzn9qfNaYr//7Ec5+6ip+KcA6UEQxBPEdYVkTTgS0f8LE2BvHuVrGGSjVPHPm3jipZw1EWJB8sl5x0twbB1+Oue58JfRV5r0VwFVIPBrG2GnKcMzeDK7lkjudw+wxiW0NEV6m0vShaF1NwHB7mMjKCHbVkEv3S1VIVcPqzRDflkCN1ueTzST1/mb05REiq6PEdqgw1EkkuvxWvs5FwzAfQVVNUk1PkWhfJ1NYBvuI6KugECPWvpRIsotIslvOJwusk2nujZN9NX/LZTjuRxqqlQ0a3CYbnvvV2uSx7plfASpKXN1bGDj+vygXpu5qDan5sAbelP8ffJO2De+/x71pcDcIt4eJrIpi92bQDBUCsF7JEFkRAQ8yRzMYu2TxcLPHlLL1u02sIzIcUyjyt+xcl+pzHZ+cncBu9CTJHMpQvFLAPm4ROAHFiwWia2Kz2t4v2MNnCXwXa7CP3Oh5/HIRK91HfuIKbtHCHjotS4tkRynnJ/DKRdSQ9Gi4pRy58Yt0bf3wrPdd+sjHCQIPIQRd23+Mzq0/ihCN/dH5SC1/hB0/9fsoWhglpIMQ2Ol+yvmpOvU5NRzDSvfRvGrPPe7xg4sQgoeeb0fcZJVn7tMZ+C2LwsUS2RM2QTnAuVoksmLuvKjMKxkpNPK6hfVKRhomxyysoxliD8XRkremDBnfGkVJKFiH81JARQWjJ4ZqqOw4sg4lIu+j6EZdetlapeFnveQQBB4gKE/We9hyfUU826959czH44z+xZQsobIvQvoLNm7Gr3nxvJxP9pgsWu5ccomsln0P/ADrUA4/55N9PS8FY/bqCE3gZosknlLRmtXp0LxDeazDeSJrwoQ7Q4Q7Q+w4Oj2GujHH5Zibnp0OWddXaIQrgizimPTWtX7ckBERmxNYvRaxjdIINHtkIfDNP+hAhKZrAk79XYHAk6GTo18doTAxjGMP0/bQM5QnyxTO5un+hdnFsWey5BeW0v2ZJXI+++GdnP/2W+RO5Ek+cfcUZFU1wbaH/xYhdPl86tiAle7HXLIdAkHXup9CCMHGH/nXCDG/UXqrdH2uhSW/3FYrrv4g0njiNGhwmyiqVlNJEsr0cTVs6H4Jr6wpaw6dJvDnrxXW4N2F2WNin7CZOjgFyJCnye/J0MHihQLj3xxD6KJWQsDsSeJOuRTemg4vqe7oVkN16t9fnhv8owECp5LTsciFyBebas5VKTvK6FvfB8At2gz3fwsA3y2SPvk1AALfIzsj11XmmcyuVQQgFAVFlYs/IaaPG8yPoslFoRaOE29ZXVMBNjofQigqQlExOjdhp/vve0/v/Y6ii5suUKv5c2N/kamJgcwngORcL1IakMbTxN+NUzgn54zJFyfI9WfnFdKYC6EJjD0xrEM5rMM54tuiqIZ8ls40gMzH4uROFMh8T4Z85t8sM/l8EQgojzg4A9NhkfbhHAgwH5uucxeUArKvFTD269LoPDxt/GVfkUYc1BflLpxxcCfkM3PymzlK16RgTHnUpXjOIblPGnCRNWFC7RqZH2SxK6GhVd5uxAGIUGXMc+Rkmft07MOOzFcM+Zh7pSFt7kmSP5Nj8jsTKDGF+BZ5DUUXtY23mTUBzZ4kgRMw9pKcw8yuzTUlypt9P0IVtXIQxg4ToYvbqk26WCjKtBfZ7NpMMTPI+IWDFUVgqaCpqCGEsnATJtwRQkst3CC8lzQMuQYNFolo83I03ajVm7qXeOUiudFz6EYHfrlAbuzive5Sg7tE9UGeOTiFvkwHD6ZenJTHwOR3J0hsN1B0pdJePtxnPrCtXkuqzy2bLZIQWRUh1BZi8jsToArCXeF5F373C3a6D93oAGDy8tG643CiDYRg8vJRQrFmhBqStZeqrx3sR9EiJNrW3JO+v5sxu7eQG7tAKTdWJ1pgdm2mlBvHsYfvYe/eG0Q3htBaFTIvFhFhQagjPO/GTPU+15fpTH53onY89eIkeHNv/NwI87E4pYEy+TeLs/LJam32xglK0tDSV8kog9KlAMXwQVALaQQZghnbqKM1STdkYncMEZLnEzvDKHFRk+wHmRsodJlHOLM8QdXQ0peHyLwowzHN/TrWkenwSah4wx6Pk3kxS1AMMB6rL5A+33hK18o41+qFV8x9EfxsgDsiiKyZNizMHhMCmPzeRCXUffayfWZNwMROA6EJMq9MEIqmiCS7sXozqKZK7KGb96+Koiskthv3fG6v5hxPXj7aUASeh4Yh16DBIiGEgtF1f+wkZ4fPEvge3Ts+Coi6hWmDdzfVBzlA5890o8TkNN/xiU60lFzgzFxwhVrDRNZEaw/swA2wX7XmVZ8TQtRen9iWIPlEqk5Z7X6jlJugmEnTuv59hONSja151WNEUjLMqGn5I8RbVgOQXLKNRPv6WWqK0lvUyERYbMyu2Sqg8rgS3XAf5Ry/WxGKwHxCxzkP8W0GyceS2K9ZBO7s+9k6miHUEabt70mBCTWp0fH3Zfi1ElGIb0vMes2NMB+fNixmerNmkngkCqqKlwno+AUDxah4ap6MEGrTakaXl/PIvlHAmPE+akwhviOKdSQnvWGP6TVhF5ACIYk9OsmnpDcscCseycM5ImvDNP+oSfmqT6hLQV8lr6U1qUQ3ThsTNQNUA6Pn5jL91fZv98oZj+u1Fbn5/un3j29KoMQrUT/zCMnMrAmoxlTiW+I4p/TaPWX1WtIIvM3wQbMnSfFSgdLIvZPnj6aWoUXkuBuKwHPTMOQaNFhEzK7NlAtTFDMD97QfVroPoYZILXuYWMvK+8JL2ODuoMbU2oIquTclE+YB89Ekxu7K8dsWBOaeJNkTNn7RI3c6i5f1MG4QhlMtSWD2mJh7knXKavcb1U0Ms3tLbSFgdm+uV1CsLHiqbYpTA5Tykzj2KI493FhA3CHibatRQpFZ6nO60UE40XZbhlx29DzXXv2f93wTbeD1v5LhuA8QsYc1KCvEVsj72c/75PrqDQ2/5JN5PiC2OlmbP8zdJuajlU2dh41aWN6toq8IEe7WUBIK8a31RlDme0XSv2ejRBT0Tpmvmnwqgr5SXqPlJ+MYe2NYr+QJ/AC7Nw9uvXEI0kAsnHYoj7uY+3Scyx7OVZdS2qP4ljxn7o/g2wG5EyVcy8N+ySe2KSZrv7kakbXSkLIP5zEejdVCGoGaFy6xI4oav3mInr4yTKhLm6WUqKUUQh0CCGj75PTcKzSBuWt6vp2PmTUBI1t9GGkhFt+Mc6VIebh0295SmJ7n7WN3Lrxy6uVJ0n86OO/fhRC1jZ2FKmh6BY/Lv3GR0vC7q95vY4uxQYNFpLrDbA32E03dOLH4TmKl+ythCGHM7i0M9T2PVyqghu9OYc8G95aOn+4kvjlBqCVE+8c7pLT0kgjtP9mBGleJrq3/HZg9JiN/PoR9wpYLOCEXafORfLyJpmeaaf5gK5qpgSpzKYxdt54jc7ewBvvRIkmiqWW0bXg/QeARb12DGk7gOjZG5wYiZgdFawizeyuOPczA8f+Fne7H92QCzUJqFTWYH6FodG/7MdRwfJb31+zazMTlVwh895a8oSOnvs3klV5a1z5JNNV9p7p8Q0q5cYbe/FvyE1frSlXc90QqC1tHl/ewIkOtEzumFSgnvm4RTMXxR1Qia6K0/ng7zc+2oHfrtH+8g+Rjty/wJYSg63OteFm/Vm+tSvoLNrnjJdo+FQdPA6UMqo/a7KEkXcz3RfGyLhNfs8ifdrAO5xERQWLn2+a2vXEGPz+G/UoeY7/8m3XAQak4vcz9OuFuDYQUUrGPFcAJ4U+q4GuAAM2leK5EedSd5TkMtfz/7L15mBt3et/5qSoAhasKfXej2bxvduugKDZ1URqPZqyZsceyY4+POHZiOz5iZx3HTsaOk81hb56s443PrO2Nk/GZyYyP3bE9Y8+lGUnUSGKToiiymzcpno2+G6jCVQCqav/4AehG3wf6kurzPHoEVhcKv2pUV/3e3/u+36+Pjh9tIvLo0p6tkiShPxkh+VUT13ZrsmRyQwmfAsEdtb22bd/Tjr/Fj7ojOO9x9WdVhn83LXrstt8DmpHub8e4Vu53PrH8e3NoXxhfow+jz6D5W1qX/f6lMPQHg2QuZ2j7rjaU6Nx/560Hn0eW/YSaVqegabyeYvzzY6idKvEf2baqY20mvIych0cdCUSbUfWODS1lLGQnyScfVINKPd4NroM5vLVWiT1WTsMzjXT90+0A6MdjbP85IYkffVhj57/aXbOiDKAd1ZD8EuZpA7NvcfU5Jaqw5z/uQ42rKBGFaE9kw3sp5sJ1HcyhAfT4ESRJIty8i11P/yiSrBBq6GT3Mz+OrARQtTb2PPuTKP4gocbt+IJaVYTDH24iGJut3ulRH9q7P0rL/mdnbdc7e3CK+SX197qugzEk7ArMDbz3Viof0sNXtpR/Z/a6AWqJ3GUXn+4jfHj23/PEX4sMnXVTZDx3/vwutKMi0Nv+z3dWM3PLpeW7Gmj/R00122zDIfN2ARxhjl2454BiY3wjQ+5mhsZvDyDLMno5G2a+nsF8PYP2eHhWVjDcHUSJyeVyybJU/6k8xqsWvmZZ9Ag2yoQf9mOcskh+UYiq5G86ZWEUl/z9XLUUcq4S0G0/20bDB5dmu1A5hm04ZPunyjxt08ZKZGn53tkBoXZMZ8cndy0otT/dEzCvvgPBApnzwhZC7RILectFksuqxn3GmmS6S2aJzKUM2GC+Nb9vZLR1Hzuf+uFVKwJXej8347NqNXiBnIdHndHj3eUH+WyT0fXALPf3VMoRIq37kH0Br7zSY17koEL04SjJVydJ92eWpT4HwpIgeyVDKbUx1/x85CbvUcqbyyrJkSQZraMbIzGAmbiEHu9etVeRx/LROg6DJC3pvpWduINtidLejVQNrizgOSWLzOiNDRvHchCekQbqHkiftnDyLnpvjMylNHZ6KhjNnBevCw8crNtrq4JsvmFB+SMSv2XiWiA3uAx/agI7NWUv4G/1ETqgMv5XKfK3CnMKpkiKhPZEZCoQe1bFfM3CeM1Ce0atUX7MvF0g1y8+OH+1xORf5fBvUygOFRn7iyTq7gCBztUr02pPzu6TM09nhWDMPL2Ci1H1BHw1T2bsOuqhAsabKcy3DLQVlFVW0E/EKE0Uyd1Y2Ch+JZhvGVBuxVxrdcyKNypA+mIaO/PeUfL2AjkPjzqjx3twSoUNe5Abg/34ghqhRpGRkRU/0fZDnuCJx4JovTGs+xbY7vLV504IZTXz7PyrqhtBJQjQ4keW9T69s5tS3sAuZKoLIh7ri0+NEm7evaT7lln+nht2PI45dAXXWf9smOs6mIlLxLqOgiRvmftt/maO0ngR/QNBXAvSZyyxkDMtS1IYKeJMKKgHRVbGnMNYu54Yr1rIIQn9OZX8tRL4RKCVvylENypG4SB64qrb5wmC9KciFIdKItg7KaT6S6MO+nPTREtOCq9N15IIHhJT4/yNErEPiH3yN+cOFFeCv8lX9cernvM3MshhacklmnOhn1TJX7dxJ8PEnmikOFrEyTrLXpirOWb5WbAWFjNmn4EcltF69TXPklW8URu+qRFs4YP4XsEL5Dw86oxYSZbXfGXYdWerirmui5G4hNbRXVOGoMe7sYwhCunx6ns3WhTAY3NR6aFYifpc5HAUJapsOj85I9FPMNZJINy0+M7TmK6mqHXUN5BzHe/vbqno8W4yY7ewC9kF9zMSoie5ac+TOKU86dGbwPre53IT9yhZJo07HyfSsqfm/j/XvXohlrv/aqhkKVq/TwefCKIiD0WRgjKpN8XPRj+TAiRa/n6IQJdS9VxzXXdV1/P0905/bZyyiD4RIPa8KAeMHgsQe04EaaHDKv7mqV4qrRxc+VoUQgfmlqavBGDm65mqVD+I4K1yDpFjAaSy73X7j0dRGsXzs/HjYQLxstrvCrNlc47p6QiZd3LYGfFdG69niD4eRg7UZv+nX8Pzva4e87ly+eStA7R8cJ94LbOq3uVAW4DgrmDVW3S11HzPp1Noj+nEnmrAupvHSljVfZbzd7uU/Svj7/zRbUiqaCN4r+AFch4edUYJhIi07F1T6ez0yHXe/vSPkU8larbnkvco5VOzsghVEZZEP3Yxx4U/+2nGb762ZuPz2HqED0TwNfhWpD4n+SS0YzpGX2rTLBA4doH0yLUVKZ0FIk0EY52EmnbiD9VPwGXypQne+eZzlFJbp39qI9HjPaK/d+jKvPs4JYv0yDW0zp5qOWbFAubSX/8iiQufW5exVjJwWrwbPd5DduxdSlaa5P3znP/MP6GYTS7pOJY5wtuf/vF1U740+gzUnUFCe0JEjwUwTlnIfhm/0sz4p8Q+qS/nQHJp+UQD+kkV4xtCqn/sf2a58PgQTm75f/O5y0Xe3j9I5p0C1u0Sbx9IYL5hUXhQwrpVQn82WM2Y6c+q1SBqZjClHQsjqUJAZL4SaLUrgLrDj/F6Bn+LQvghP8EDPgJxhbv/dojrP3IPWZXwtQKyS9OLEfRnVeSQRPRxFf2ZCJIftN76ZOQq5+EWIX0mi/WggHW3OEtx0y7mufDnP834jVM4domLf/lzjF75Cq7rMPC5X2Do4t/U7B865AMti+/eUUI7NdQulciRCD5tdbqGem8M87yJY61ugSF/N8/bH3iL9HkTa9DCum+VlY/L6ph9KeyszYWPvs34F8aWKUrmigAAIABJREFUfNxrP3GZe//lzoL7VLxRg3tCaI9qG2J0vlZ4gZyHxxqgd3aTHb9NyVobSfbJu2dx7SLJe2/XbK+UGOkzVPaCDdvwhxpE38/QFUqWyeSdM2syNo+tiaRI7PuNg+z45K4VvV/r1SkkClj3Noe0c3r4Oq5dXLF1wJ7nfoo9J3+irmOa+Oo4tmljrKGc93sJ0d+rLlimaA5fw3VK6PFufIEIkeY9GIP95JL3yKcS63afMxIDBBu2EQg3lhfSXMyhy0ze7sMp5kkNXlzScZL3z+PaBSbvnF3bASMsBcxzZrX0Tn9WJddfpDhuY48EcDN+zHNZ8lcdlFYbn66gPasKqf53Ckx+PkdpxCF9Zvl/88kv5XAtSH4xR/Kredy8y+Tf5qrZPv2kSnCvn31/2kzbP44S6PCz/1Pb6fix5prjyCGZA3+wna5/0TbXx1TRnoxg9uVwiy67f7uRPb/bhGu7TH7FxDydpTRZwvXliX5AQg7IdP2bGPs/04IclOj86Vb2f2oHSnRxe4GlEn0shKRKGK9nML4hMs4zg9T08BVKeZPJO31kxm5QzE4weecMuYm7WObwrGu7lE/Bnms4V7pwHZe9v7KfXf9uz6rHqp3QcS2X9IXVlc6nTk3iWg6TX5+oVm9ovTGCu0P4W/0YfQbmOYNSssTkSxNLOmZhtED6nTSTX5ucdxFxpjeq1hsjfztPYXjj/PHqiRfIeXisASKQctdsVdUsZ/tmTnCMxADBWJxApLaUTJIktHg3ZuISRnlCsdWU1TzWnsjhCGrn3OVJi1HtpdgkK51Goh9JVoi2H1rR+0MNXQRj9ZOxd20xmQDRG+KxOLLiE/29C1Q3mIl+JNmH1n4QEGqXmfFbJMuBUMUTcC1xSgXSw9eqiwaRFuGPZwz2V8WnzCWW2k/d29detCVzIY1rOdW/Xf2kKM0b/eMMdjmBOPhrk7g5H5HHhciH/owKEqS+nK8GcJXgazkYp6beWzHpNk9ZGKcs/O0ywYMiixT7QBAlIqaq+pMRfPrsYCp6NIy/beGsk/5UBCfrkH4nR3Cfn9BBP9mBPHbKARdGPp2kNFGk6VtFMBWIK0SPiVpLf4sP7fH6ZeMAZFVGezyM8XoG840M/jYfwb2Bmn0q14A5fJXU/XcASI/eZPKuuLZzk3cp5lK1+++7gZP0k7tSIrQvTHDH6i2HtKN62WJmdfetyvuNPgOjL4W/1U9wV1DMT47rGGcMjHI5b/ptE6e4eAbQPCOOWRovkr85tyBL5nKmxhu1+qx6jyyoeYGch8caIB7koTUpryzmkuSS95H9QdIj13Bssark2AXM4SuzsnEV9M5uSpbJ+M1vIPuDW0pZzWPzo25XCcQDmyZIMQb7ibTuR/EvX3Z7LchezWAbNnJY3lQlqJsdPd6NZQ5jpecutRKemfuRfWIBQot3g+syfOlLyOXvfqlB1EpJj1zFdYrVe68ILA8z8e6bFHNJEdQlBhbtfXPsEubwFWR/EMtIUMiMr+m4jb4UKKA9Jia44Uf8KDGJ4d8rV5LIDulXxJibv0P0zfoaRWniyB9mhJpkVKoGZUvFTjuk3yogRyWyF4qYr4vX+RslUl/No51U664Uqz0RBln0yVWoiI3IYYnhT4kMUL0ETZY0pqfC5G8WSL2aRn8qPOucjcF+ZH8Q1y4wevVr4np2bUYuf2XatX1pav9EP0q3aLeoBMf1QIkoRB+KYq6iB9qxHMy3TeSwTP5WDuONVDVDBiK4slMlxr8whhyWcXIOmYuLVzQZp1PIYRHKzLeIaJxO1XijhvaFhD/eJuvpXileIOfhsQZIsoLWcRgj0V/3CVtlla6j+2O4dpH08HVA9M25dhFtnp6gymqxU8rTfviFLaWs5rH5kSQJvTeGcdbALW1skFLMGeQm7664rHItqKxGt39/fFOVoG52Kv2+c/nDFXMpcpP3RPBWJtq6F9kXxCnlad7zjPAEXONAzhgcmJX91Tu7cUpiMt3R/TFKeYPc5P0Fj5MZu4FTsujo/lj1uGuJ0WcQ6Y5WSwYlRUJ7SsXJuAR2Kqj7XHBlUGwaPjwlgKSfFPtIAWj74Si5gSLF0aXLuZtvWlCCjn8SBRfcvCteA07WrWYG64lPV4j0BGuVIl/PEDqsVrN16g4/aldggaPUl0oppZN1ZyluFrIT5FOD1We1U8rTeuB5ZF8Ap5SnZd+zKIFI9Rnuuq6wSzm0g+B+H+Yyg+tFx9qrk72WpZRcmcVM+qLI/nb8gPDkdHJOjUl5pbzXyTq0f18HKIv7vVWsM2LPNBDcFZx3f7MvRfhguOqNKsniWWWeMd4T4lNeIOfhsUbo8W4K6TEsc6SuxzUGB1DUKG2HvxlJVqo3cmNwACSlWmI0E3+ogVBDFwCNO4/PUlbz8Fgt+okYTsYmc3nhlVRz+CqF7NJ6IFaCOVTrpbgZME6nCB0I0/SC6PHZLCWo9SD1RpKSsXCZdvqCWVWlWw7BWLm/txzUFNLjpEfE4lXl/jVd0EaSfWgdh6rbtY5ujMGBuiyoJe+fxy7OznQYiYFy9neaImI5O6fqHTTvO1neb+GFM3EPl2g99KFyT/PqF9ocyyH5yuz+oVKqSPZKBv1ErdWI/qwIovSTKtqz4nwCO0H2TU0XtfI+0ccDNHxzOTP0mvhu02eEYMlCmK9aSCq0/eMosiaBAm0/FMXXKlc/ey3Qn46QuZinZNjYGYfM+Rz6k5FqQKU9WT9VyqUQOqDiaxZBtD7jsyuZtoYdjxNp2Stedz1KtG2qhFiPH8EYFIvF+eQDirkkerwH/aSK+abwBKwX+okYuGCUSxnT500Kw+I7z/SnsQYX/ts2T6dAkWj77g58jaIMVjs+de35mwOE9oky0IZvaiLSHV00Y5a7kaM0UUTvjaH1xjDPzRZksTN22Rt1xnV+Qqc0WSJ3Y2FF3K2AF8h5eKwRlcnFXCvJK0Wsug2gdxxB8YeItO6fqqNP9BNt3Yvin78mvnHXCYKxToINXejxbrLj766ZIIvH+w/tcQ0kMBaQdraLFte/8qs8OPfnazYOY3AAJRAh3LR7zT5jOdhZm8yFNHqvjtq1uUpQV4s1aHHjZ64x/CeJefdxig7X/9lV7v/G3WUfX5Ik9M4ejKFLuK7DvbOf5vpXfxXHLmImxKJWuGlnzXsad/XiC2poHYfKnoApcsl7y/7s6eQm73Hza7/OyJWv1GwXWcG7s9RRVb2DUOMOGnf2EggLFVRzkQybmRgg0rwHXyCCFj+Cmbi0aiuCsc+NcPOT18n0Z2q2G2cMcKnJigDEnleRIxKN3xqi7QcaQHZoerH2mRJ9PIA/rtD48TDhh0Q5pnHKwrFcrn//OPd+aeEJuHHKQntCRYnINH4sROwDKoou0/itIaJPBPC31U9UZDraUxFwhPl2+mwWtyiyYrHnoshhmcaPaGvyufMhyRKNH9GI9obxt9T2+Ak/WJ1QYxdNu04QiDQTad1D464T+EIxom2H0OI9FHNJ8qnBatCvd3ajPasKT8Cz9cvKhQ9HUDQFo8/AsRyu/fRV7v/WPVzb5fo/v8rdX7294PuNvhTRnghKVKHx+Sa0Yxr+plpz9cYPNRPcFSS0LyQygJczCyr8ViwF9N4Yeq+OazmkZ5RjmucM4Y06Y8GiEkQu9KzaKniBnIfHGqFq7QQiLXXNeuVT5VW3cqZBj3eTm7hDPjVIdmL2ZGIm8Ye/je4X/1N1coS7doIsHu8/fDE/4UORBT2H0iNXcJ1i3bIkMxFeigNoHYeR5M3xiEu/beKW3GpPyGYpQa0HlcziQqvnmf40TtbBXOE5a/FubCtNdvxdzKFL1f5eY7AfveNIjWcmQPOep3nku/8rij9UzYwtFkQtRqXfeWbfcyVzMrOMV5Ikjnz8l9l29DvFzzt7MEeuVnuaZ1KyMmTGb1Xv4Xq8h5JlkptYfvBbM+7Tc38/Zp+BElWIHK71jAx0+jh6tRP9mSChvSrH7m5n28+11uwjqxIPn+mg9QciohzzGRXj1TyZswWcrIv5moVrz/09FwZt8tdLaOWs267/0si+P2oBYMcvN3DwL1rnfF89iD4SQg7LmK9nMF7PIKkS0WMhAp1+jr51AP2J9c3IAez4Nx0c/KMdNdtc18FIDKDHhR9s2+EP89B3/hqS7KNl30ke+cRvofjV6jzASAxgJAZQ9TiBSDPakyqSf2UiNPMhKcJixuxLkX7HxLUcjDMGmUtpbMMmfc7EKcy96FBKFclezaKVs2I7/uUuDvzO4Vn7xX+ok+7PPly9R+JSFYiaC6PPILgrSKA9IPo8FWlWH5/RZ8zpjRpoCxDcHXpPVEZsjqech8d7EEmS0OPdmInLuM7S+wcWolJepJUnJ5UbuchuuDW9IosxXVnNw6Ne6L066X6hEjYXlWu4HlmSubCMBMXsxIr849YKoy+FFJCIPiJW/KslqJe2fja8kllcqH+msuptpxcvu52LSpA0dPHzVXPwkctfrlnUmg/hCRhf9YJa5f2Z0evYRWva9v5y9nfXgu/X4901Pc0zMYcugTt1D6+c82rG7RSFvQBQs7gieotSaMd0JN/qRUX0k0GKQw4jnxLfrZ1yyV6Y51p4TZSmVko41xPJL6H1hoTk/+sZosdCyMHNNw3OTd6nlDcWfZ6r0VZUrZ3U/fOkh69UrxklIhN5LFD/PrkTMQpDBUb/QrSL2KkSw38yBICTn1+cZCr7G5vz53MR6Y4gR5R5A62KeEqlZLIiyDJzf7MvNa83qt6rk35n9f54G83mu4I9PN5DaJ3d2MUsmfF363I8serWgRoVK5jhpt0ogQjJe+dQ/GEizUsvJasoq3l9ch71RO+Nge2KkpY5qPhtweqzJHMefx4vxY3E6DOIPqpVJ43a47ooQd3i5ZWu7WKcSRHcE6rpn5mJ0ZciuCu4aNntfPhDMUKN20neOwdIBGOd5ddTi1oLocV7MIfnz4YthlAEvkqwYRuuY5MeEQbl1exv/Mii2d9o+6GanuaZGIkBZF+QaKvoh/KHRU/zahbaMv1pnJxDcE9ILK5kxOKKdc+ikChU5dhXi17upUt+KU/wgCgRnE/J0nzVwtcqEzq8OpPqlaI/FcG6WyR/ozDLt22zML1McjHEYvEATqlQs7/+rEq2v0hpoj6LyDAlSJJ8ZZLg7lD1tbozWBYnmTvomsr+Lv33LflktGPavPfIiniKNkMwJXs1SyklFhEKwwXyt/PVcc8+n5jwx3tndf54G40XyHl4rCF6Rzcg1UX+2rGLpIcv15TwSLKM1iFKFLT4YSR5eb0Femc3hfQoljm86vF5eABEHo4iB+U5H+qF7CT55H2a9zxNMNa5JtlgI9GPqrWhamtXorUcCqMF8rdyNc32vpiP8OHIlpe/rlgqdPxAvNo/M5OSUSJ7OUPj802ED4YXLLtdiMp9L9wk+s5AlK9XFrUWfG9nD65dID2yMruV9MgNXLtA58PfjiT7q4sF+VSCYnZySeqoij9Y09M8E2OwH63jEJI8FeBonT2kR67jlFYWgBqnDVBg20901SyuGNN6i+qBusOHulM8exo/HiLU459T/t51XIxTFvoz9bcXWCrT1SE3ayBnDg4QjHUSCDctuq9WCd4kGa19qlxRPxkUiyuv1S8rp3YFCZR9RpteaJ4SJ3muUYiTzPH377ouxukU2uPLz/7qvTEKgxbW/dnXUkU8RTs6FaRpvbWCLItd59HHNCTf6v3xNhovkPPwWEN8wSjh5p3VCevk3bPcf+uzS35/bvIet179HRy7QGb0hlh1m7ECPdVTsXyFvsqx1lrm2uP9gxyQiR6deyW1sqChx3tqeobyd3Lc+sUb2Lna1eNiNsnNl3+bYm5pD1rXET5cyykxrhfJ1ya592t3Zm2vNuTPEJXQe3UyA+l5S1Drzf3fvEvyldnG2Ik/HGTsb0ZXdMzKd6w/EUM7pmOcFv546Qsmt3/pFq5TNkF3KoIEsWpmyBq0uPkL17HTCyscVqhk3rR4z1SP8BLLZ7X2gyApiwpPjV59ieFLX5y13Uz0g6Sgb3uIaPuBasakcrylZn8rPc3FfO31bJkjFNKjs+/t8W5cp0h65OqSjj8Toy9F5EgU/cmYWFwpLxyYfQaBeAB1e/3UIStKlvqzKvpJlcxbBeyMg3WnxM0fH8c2HXKXi5TGnWoGbyMI7gngb/fha1IIHdy4ccyHYxcwR64u/druOAySRKRlL0pgSpSm4glovCICuZE/SDP831dfyq1XTbX1as+b3qujn4iVxUmKFIYtbv78dUqpEta9PIWhwrxZsQU/q3zPrNxn7v2XO6S+kSxvSxF9KIoSmVq8jhwWYipm31Qg52v2E9w7twCcElaIzFGOudXwAjkPjzVGj3eTHr2JXcwxPPBFhgf+dskT07HrrzB5+zTm0FWxkivJVWntCo07j9Oy7zkad55Y9thUvQN/uMkrr/SoK/qJGNadfFWeuoKRGMAX1Ag1bZ/qGRq5ztjnx5h8aWKWkuPEnT6Sd8+SvHtmSZ+bGb2FU8xvSFnlyP8aZuSzwxSGa7MnRp+Br9FHaF+t0bAoQWXeEtR6UhwrMPzpIYb/11DNdsdySHzqAUN/NLii4xqnU4T2h/E3+dFPxCgOF7Du5hn9ixHGvzBG9moWo08Y9kZ6Imgnpspux/92jOTXJ0l9Y2mTKK3jEK0HPkjrgeeItOyl9dCHaT34/JLeq/hDRFv3Lnifc12XxIW/JnHhr2b1NBuDU4rAerybfPIBhewkxuDysr9TnniXarZP2SjULkBo7QeRZN+KFtoqmVC9V69ZXHFLLsZZo8aMuR60/aMIbT8cIfJoAP1ZFbcI6TcLjP95luQX8qS+nq+Kb2jPrH9/XAVJktj2z1vZ9rOtSPLGZAUXouIHu9SFWV8gwrajnyD+8Mdrtlc8AY1TFq7jkvhNk8RvGPOK0CyVtk+00/Y97YQPRWj9jjZav7ON6KOaCNRcMM+aTHxpnOTLkyRfnayWUmsryP6q24MEOgIYp1NYCYuRPxtm+DNDlJJCPGVmcCj5JLTHdYy+lFhE6jPQj+sLXueNzzcR2h1a9e9lI/ECOQ+PNUaL94Brk7z3NpmxmwBLLrWsPOCNRD/GYD+Rlj0ogdoJoU+NsvOpH8YXjM51iAWpqFeaQ5dwna3d8Ouxeag8YKf3Q02pSQqVwWrP0ODAvMp68ykFzoeR6AdJQovPVkRbS5y8Xe2zMGaJShhox/VZk8bIQ/OXoNabyop2+kK62icl/m3iWi7WPWtRH6iZ2LkpSwWYtnp+OlWjZGn0GWVRDZnow1EkVcboM+b9zudDVvzseOIfomrtSLLCjt5/QKjca7kU9M4esuN3KOXn7oepKALbhdqe5lLerFEErvzfeHBh2dnfSk/zzIDSGOzHH25C1eM122WfSrRt/nLMhZieCYWpxZXJr0/gZOy69cdVCB30s/2XGpAUiehxFUkF49V8tcTSeMXCOGURPOAjEF8be4Gl0vxijJbvbNjQMcyHMdg/y1x+MTp6voXYtkdmbdefDVIctJn8Qo7SmIOddMn2r8zQu0JoX5jtP7sTSZEI7giy45O7kP0ykSNRIU5yOlW971fuBYF4ALVr+dlPSZKEP9xZA+MNcZ9InzdFVs6dOzjUe3UKiQKTX5uglCwtKrDS9ol2dv+HvUjK5gvql4oXyHl4rDHRtv1ISoDEO5+DsifQUoxeC5kJ8imxUp68+xbZ8dtrkmnQ4z3YhSzZOgmyeHgE94Twt/hrgpR88j6lXKp6DYueoX0YN66RuyqUCKfv79gl0sNCVMIYWpryqzHYX/XhWk/Mt03coljRnX4O0w1rZ7JQCWq9qY7JdjHfnvq86YH2cgPK6ZYKAOq2IIFtKiOfHaY0Kcolx/9mlMIDqzqZkgMy2mMaqVOTZAbS1c9dCxuKmYiAy8WYkQ2rMH2xYPpCm9h/Sk0y1LgdX1BjqP8LOCVrWffkSk9zxcQZwHUczKHLZan52ZNJLd5NbvIuxdzyvp/pmVCYWlwZ/L37IIF+vL6B3HTkoET0hEryy3ky50XgYLycJ33aWjOz7/cKwlx+H4p/9VnLyu968Fem/Z3XWcmyguST0I5ppN5IVRe1zDMG5lvmqrK/eq+OnbYZ/p/Cp9ItuCQ+NTiveEoluBv83fvi32t4nW8WvEDOw2ONkRU/WvtBLHMY2acS6zqKkVjcQ6sS7DXtfpJCehRwl6RitVz0+BFAWlJw6eGxFCRJQjuuY54xcJ1ygDNH+Zge7yZXvuyaPtIsMkMJMdEQPaEWTbufxCnmFlV+LRWED9dG9McZfQaSX6LhmxprztlcpNm+WoI6tDaTKxBZQfOMQcMHGpFUCXNG8BY9quFv9S/boLxqqfDolImy3qtj3Rfn0vRCc/X19BKoyoo5tvjOi6NF8rdnixnUm0jzbhR/eEHVSFXvINy8qyaoMxL9NYrAkiSjdXQLgagVZH/1zh6K2QksQ5S5ZifexS5k5r23V33w5glA52N6JhSmFles+xbhQxF8Mf8iR1gd+kmVwj0bHGj6jhDFYQfX2hjbga1CMW+Qm7izon73uVB3+QjsULBu2wQP+Agd8WPOIUJTL/TeGMWRAm7RpekjzZSSJZyMvSzbgVnHPC4Ufq37Fg0fbETySVj3rXnFU9QulUA8gHXfIrg3RKA1sJpT2hJ4gZyHxzpQKceJth8i1vUIxewk+ZRYYbKLedxyps4uWtUSR2NwAF8oRtvhFwCQ/SEiLXvqPjZfUCPctKM6eXFdF7uYq/58+msPj6Wi98YoJUvkrpezbYP9VcPa6j7xHrjXhRxx6fgBUVZWCX5EmaRM56PfCbZC6s7sCbhTKFLKlEu3HlyCgoLe2Y1ru1XhFNdxZ4morJTpZYnTX5t9KaKPaDQ820hpskTuRiXDOGVYOxfVEtRyEOUUHJzi0kuc3ZKLky+fpz3t9bRzzt/KURwrEnu6Ae1RrZp5K04WyZX7TPTeGMaZVLVPZPq5zYfRZxB9RKvx4aoErMHdIZo/JtQk/e0B1B3BWfvIQZn4j3QCrFjJcjlIsoIWP4w5xyKaUAQWPlzTe5pd18VMDMxSBK4EXSvJ/lb94WaUDWsdc0/ew007y+WY5fuz4+CUFg78rQf5mkwoTC2uACsSnlgu+nPiO5cjEvF/JoJ9yQ/RJ977E+vFcOwSjj27xHHKXL5+lTcVYRn9pBChSZ8t4OTWpo2icr1JfonOHy2XPUtlu5UV4mvwEz4o2kkanmusGnvPFxxKklT92Xpc55sBL5Dz8FgHKoFcrLNn2gprP3bR4uJf/iwjV76K65QY+NwnGer/G1zXwRwaQI93E27eiS+oo8eP1EhT1xMt3lOdvEzc+gYX/vxnKOYNJu+c5Z0/+98oZMbX5HM93rtMD1Icu4g5fHXWSnOoaRfc34Fvr0Fwbwh/q78a1BiJASIte1C1VpSvfzujvz57Anj5F77Ghe89BcDQ74/CZ7+PcPNehv5wkIHvuoBbchj57DAXv+38qoO53Ls5zn/4HMYZ0Xj/zkfOkXxlkuJ4gdyNnFBxOz7VGygMa40FJd6rJajlPrEbP3OV2//+1pLH9OB37nHp+0WZXuIPBun/rgu4JVec84vv4OTtKWXJE0JlLn87T2G4gFmW6NZ7Y+gndGzDJnstQ+ZSmvMffotM//wKd8WxAvmbuVkTJe1xHRQJ/Qm96psXe6K2rKryPWvHNII7Qqhd6rrJf+vxbgqZ8Vl2K9MVgSs9zebwVSxzmEJmfNZ1K+7hEnrnQ8segxBHaasGZkZigFDTTvyhuSedkiyjx7ur5ZiJC5+j/3O/sGBPc6Vkdub3E3uyPMF9oj62AwsROuTD3y6jPa0S3OdH3aUQPR5AiXjTztuv/R43Xvq1WduNxABKIEx4GX6wixH7QFlN9LmgEKEpgPnmyuwsFkPdrhLYphI9qqF2BQntCxE5EsEXW928RX+yAWSRnYs9Uen5nD9I09fxOt8MbIwjo4fH+4xQQxcHXvhFIi17kRVf+UE+gKq1YxcyJO++RbhpJ8VckuTdt4h1PUopb5b7JmQOfPMvrGnfj97ZzfDAFzCHrzJ55yxOKY+ZGCB1/x1cu0jqwUVaD3xgzT7f472HvyVAcG9ISKB/OIlrF2aVjxXuF8CMYnecAT6E3hsj+VqSYi5Ndvxd4g+9iJO3sW+2g+NQSKUJxMSKrOM45M8HIRPCvPqA/DkVUhrWu0UmX56kOFYkM5Ah+fIktmGTPm8Se3LlAgep15JguyRfniS0J4RbcJl8eQI7KwJErTdGoDVAcI845/ChMK7l1hjWzkQ08+sYr6coJYuY50zkoIxTdJD9i094J1+epPDAIn8zR/LlSYqjRTKX0iS/PoGdKpE+n8Y4nULdGSTQrqL3xnjAPYwzKdLnTRRNIXw4UvWGMk4bOHkHbEi+OkmkZ24BpangsHai5NN9HPofhwluDyIHZQ7+/uFZ2UhJktj/24dQokr1GON/N4ZbcqplgGuFVrVb6Seod1S3T1cElhQ/khLAGOynkB4TY5whBR+INHHwo/+GUMP2FY6jm4l336BkZciM3qhWXcyH3tnN5J0+8qlBJu++RTE7QXb8XSJl8/CZGH2pWZlQgMYPNeNvCRA9qs35vnoiyRL7P9OCTxff6b4/bkYObl1BiXrh2EWS99/BdYqUrAw+VTzXXdctewkubi6/HGIvBDnw2RaiTwVw8wgRmlMWsW+qf4mrJEns/40DyKr42977K/uhDsqgHT8Yp+FkA/7mAG3f0yECxW3zj7/h2UYO/N+HiB5b++t8M+AtjXh4rBNa+0FkRayd6PEezKErpB68A0Bm9DrJe+cAyE7cZeLdN8V7Kg32Ddvwh9dOZasiyCKU2C4DYrJTEQZYzH/Jw2Mu9F5dqIzdHgBJqTGshamAwG67gmUMofXq2KkS429eAlf0hJrnTShJ4CiMfm3KTyt1/jZkhD/Qg/85gDvcGSByAAAgAElEQVQpHtoTXx4nd02UNiZfniR9MV3zWSulqsTYZ1SPZfYZGH0plJivWv6j9+qk3zFJnUrOMqydi0oJ6vCnh8AFJ+eQubi431OlfA5g/Evj1RLW5NcnSfdnxOtvJDHPmdXMTGhfCF+TvzxuQ/SZKBL+Jj+h/cKse/p5zvu7OJ0Slgr7w7N+FjkcRYmK+1z4wNy9WKHdU70rWq+Ok3VIX8wses6rRdXaCERb51SNrCgCV3qazUQ/RmKAQLQVVWufdaxo6z4U/8qEO/R4D04xz/DA3+I69qKldJUAdOLWN8gnhYjDfL1+ri28+/Te2bLrkiKJvrl1MuMO7ffjbxeT+uAeP4FOL3eQGRXm8rgu5tBU36NlDFHMTizZP26pSJKE9rQwYJdDQlF0LfvkgjtC1cUbtSuI2rl6cRslrBDpFotKclAm+vDCAZokCxuCjTKdX2+8QM7DYwPQOrtxSnnGbpxCCURwHZvRq19DCUQAl5ErXyXYsI1AuHFdxiMrAbT2g4zdOIVTzKMEIkzc7qOUT5X7Mzx7Ao/lo5+I4RZckn1DwocrUGvMapxO4Y/7IGZgJPrRj4sMz+SpYWR/kEjLHszTQkgEX4nU62PV946/cle8UC0yL5Uf8lGJkc+KsjlFVxj5yxGwXRRdWVUflpN3RAZLV7Du5km9kUTRFYpjRSZfmhReReWVZ703hmu5jH5udJZh7Zy/o3KQNfyZYeSwDMrSgs5K+ZyiK/Oe89hfjeJaTrW8U5Il9F5dZCyHCzVlnyIATZO9nEHRFbJXhLnvTFzXxThTDgLrsNquHdNBXqc+OUlCj3eX7VaEsmbJSs9SBNbj3eRTCYzBi3UTnpiOFhcmzsOXv4yk+Im2719wfzXagqq1M3z5KwBzWhhUyF7OYJv2giW9HhuHMSh6f2VfsOY7rPRKrsX1Nh39pEruSoniSH36hj02Hi+Q8/DYALQO8SB37QLtR15Akv24doHWgx9E8YdFGdo6q+8Jg+YCSBId3R8Tr4GOnm/FLmTITtxZ1/F4bH20oxqSX8Ia8M9Sk3RLDuZbBrEnm0SWZHAAf7PIDOUugtZ+WJgh96WIPhxF2W2Q759a0U+/lUdqNlAfyUDJB9EszR9rxbUcFF2h9dvbcC0HSZVp+54OcjdyFMdX1huSfsfELbh0/EMhzuFaLh0/WHnt1JQYRh/TkHxSOYBavNne3xwgtC+Eazloj+tEuqNLsgIw+lL42wI0faSles4t5XOWgzJt392OazmggPZYrWqka4lFmel9JnpvDLfkgoM4z7K570zyN3OUxue2VFgJPs1H5EhkyX5yq0XvFNmwzJjoRTSHLiMUgacCOa1cAuzaxbpnSECYOEea9+DaBaJtB5CVxQVA9M4eXLuAT9Vo2f8cmdEbcwpRVa6d94Ps+lZE9P7urdpQTG3vL2d/29b08yviJ2tlQ+Cx/niBnIfHBlB5kAPEuh4l2n4AAL3zoaqc9Vp4xi1EZfISbt5N465eAIKxTpr3PgMszfvO4/1FbvJ+eSI8N3JQQT3gwL3tQnZ9vMjkSxMAZPozOFkR7OidPZjDl3GdEpFHfbj3W4g2d1McL5K7kUPrjRE9FsSd0Ei/O0wpZ2G/qxPssdFPiJJj9XC+GlBpx/Rqw7t2VCP2tNinkulKvZkkf6+sdnnWIHdrYWVWoy+F5JNo/Xtt+Fv9IEHLx1uqPUjTAzYlpFSV1eYyrJ2Lyn56bwy9Vyd7OUMpVZp3/+nlc1VD7uMxYuXzjx7ViD0jzjnSHa32owFo5axnYJta02cSfVRDCkjIYZm2T7SjRJU5g6tKoLCQ2MBy0XtjZC5nKBm15+w6LmOfH62qcdYDreMwIGEMimyIMdg/SxE41LAdXzAGSOX9609lYWOp9/nKwp4WPyKCOkcIsgAkX5mkMCwm5kafQfhgGH/j2toLeMyPXbQYu3EK13Vw7CJj11/FdRxK+XL2t7MbvbObQnoUyxzBdUqYw1fWZNFgJqFuP74muWrU7rH18QI5D48NomnP04SbdxFq3E7znqcIxjqJtu6lafeTqFo70fZD6zqeUMN2ws27ad79FKrWRrT9EE17nsIf0gk17qhZPfTwALjb98fcfPm3Fyy7lXcNw3gLAamLoT8Z5NYv3sB6kBcBgSyUDvV4dzVLIu0aBkdBGd2LcWYqaGh+bgcAYy/dYPzUNSj5iD3ZQtuHD4GeofljHWiP6ahdKk0faSbyUJTg7hBNLzQTPhhGiYnsnpO3ufkvr/Pgv97DLbnc/OR17v36wtlmo88g8nAUJazQ/NEWYs804Gvw0/yxFrTHdQIdtX0gzR9pFoptcxjWzkXTh5rwt/ppONkgMl0OmGfnL6+cXj6nHSuf8wvNRB6OEtwVFOd8IELoYJjmj7bUvDfQFkB/IkbzR5trtstBmcYPNdH0QjOyKqMd0+c06zb6jKp4Sr3QT5TP+a3aczbPGtz55XcZ+5uxed65fHxqVHjFTVON1Dpq7QUkSaJ579M0bD+KT51b8GW1NO46jj/UQMOOx5a0v9ZxhEC0labdT5R7mv2Yg/0UJ4vc/PnrDP7+A+ysTeZiGm0Vvl0eq2f8xivcef2/kx6+ysStN7jzxv8g9eB8uSfORY9PqVcbiQEyo7dwivl1qcKRZAntpIr5mrWol63H1sDrPPXw2CDaDj1P26HnAWje+0w189W48ziNO4+v+3gkSeLwt/z76r8PvvCvqq/1eDcjV76MXbRW3ODv8d7CLuZF475jk524Q6RltmS267oUmi4AHaTfSk9ZC5wWYhuRwxF8mg8tcAQkkSUpxB6Acox8v4JtGEJI5ECEkLQLIvcwzmTJ382CHKX1g0cIxKIc+8o3VT+z5y8fqb7u/syUPLx+XMfsMzDPizJJ86xB+mIaJyMULZ28U+OJVqE4USR3LUvnT3QBsO2nppQK4z/USfyHOme9p+XFNlpeXHqJVKQ7ysOfPwqAv8WPHJYx+lI0Pt805/7Ty+eUsFJ7zp99uPr6yB/PvcK//zcPzrl997+bUkHUenWSr0xi3bMIljOPTsHBPGfS8m0tc75/pUR6IuVzNmj8pqlznrpeUrR9YrbgyErRO3sY6v8C2fE7FNKjtB/5yKx9uo59T90+by7CjTt4+BO/ueT9lUCIh/7e/1X9t9Z2UJTpJQ1wxe8qfc7ELbnvG/+szUql980Y7MdKj5ZfD+A6xansryTjDzdhDPZTzE4Kc/mOI+syPv2kyuRf5chfLRE65GVutzpeRs7Dw2NR9M5uXMcmPXJlo4fisUlID1/BdUTJ23xlt5Y5TCl6AzniMv534+RvihLGya9PkLmUrpYU+tQI4ebdGIMXSY8P4N+TwzwjFCH140JZUZZlAodyFK9GyF1wkbuMqhXBUtBPxCiOFRn5jBAGsdM2Q380CIBbcEm/M7sfDJjyW6tjKeFCSL5KNmwB1cg+g9CBMP6mtZuEVXrgpvfrZS6kZ/UE1oPKOc8UPKmUdppvGbil+okt6fFucB0enP8L8e91KGmrN1pnN/nUIMnXRwAoDhcY+YthJFVaVNXPY+1w7BLmkHhOGon+qsm3kRjASAygl7O/kiSJkvKhy6QGLxJu3l21IlhrvD659xZeIOfh4bEo0baDSLK/2lfi4WEkBpAUP8FY57xlt8bgAMgu0WMRjDfEpDx8MIzZZ4A9Q2wj3k1m7CZ2IUv08bAQJxkt1mQX9OM65II4iQbCjy6sBjmTqkH5GylCB8IgidfBPSEknzSvwIjRl0LRFcIH12eSBSLoLAxaWPdn97FUyufqHUzNRN2uEogHxHdVxuhLCUuFx+of1Oq9OtZ9C2tQTC4rmdDwwTBO1iHTXz97gkjrPmSfsFsJRJrntBfY7OjxnmomrmJ9YbyRQntUQ1a9qd1GkRm7gVPKE27aSXb8NiXLJNy0E8tIUEiPVa0kQNzz7EKG7NitdRU3C3T6UPf6vD659wjeX7uHh8eiyL4A0fYD80pee7z/MAb7ibYdILbtETKj17GLs1d3zUQ/gWgLDU+JMkNfo4/27xdGzHJIrjGcni760PzBKeGJ6YIhLc9PybQ3ndy2rPEGOtSqOEnj803VyW/Dsw1EHo5W5fyn47ouxulU1W9tvagEuHNl5darfE6SJPTeGMZZQ6hZlscT7YksaqmwEqoZwEoWrpwJ7fzJLhF019GeQFb81R5kLd69Jf2mQo1dKNku7HGJlm9vI7BNZFmWKrDjsTYYgwMgSXQe/a7qtm2PfXf1td45FbBp8alSyvUWN9NPqqTfLOBYXp/cVscL5Dw8PJaEHu8mn7xPMZvc6KF41IH0yHVufO3XcezZXmFzUcwmufblX6GQHqeQmSCfGkTv7Jm37NZ1bIyhy+jx7ik1ycf1qmqi9piG7J96BIksiUqoaSd6Tyu+Bh/qdhU1PtWTGdnRitRqQMCi+YmFvbfmoqrweEKvBg56bwz9RIzc9SzF8SLWoMW1f3qF4kSR/O18OSu4vpNjdXuQQEdgXtVISZWIPrL25XNar46TsclcTlNKFcleyaxZoKDuDOJvC0wzJBeZUP14jPDhyKoN3WeiL1M1crMhSTJqUgilaMejhHqc8uv1yxx7zMZMDBBp3oMe70bxhwk2bEOLd+MPNRCItNRkf/1BnVDTTmSfSqR137qOU39Wxcm5ZN5amSWLx+bBEzvx8PBYEnq8hwf8GUZigOa9T2/0cDxWydj1l0ndP09m9MaSJNYn757BHLrExJ3T+FQRROjxHoJ6R7XsNrZtSnQjM/4uTjGHHu9B7VTZ9lNd6Cdi+Jv8dP3MDiI9tRNOWfGxvfcf4A81IMkS239255ziIx0/2kRxIo8cWP7jq+17OvDpPsIHI0KeXYLoIxpySGbwd8E8m8JKFDDPGCRfmcQtVPzW1jeQkyQJrTdG8usTuLZbkw00+gwx5nUon9OP6yIbdtqgMFwAd+16BUUGUCf56iSu7WL0GWjHRCZU79UZ+pMEdrqEEq3PtKV5zzMUs0katj9al+NtBO7dTtBTOJFReOQ8TGRwGmKAJ3ayEZSsDJnxW8Qf+jYkWWF77z/Ap0aQJImu438fSVJmZX+3Hf0ExewksrK+03HtSRUUME7l0Z7yBMy2Ml4g5+HhsSRCTdvxBTWMRL8XyG1xXNet9rUZgxeXFMhN7d+PP6jjC+qEGruQJJlo2/5ZZbdi/ykltoqBNkD793XM+Rkt+56tvm56oXnOfTpfXJpc+1wEdwTp/HGhPhnoUNn2k0KBMnwwgqIrGKcNrETZj+t0CrfoonapqJ3rP9HRe3XG/3qU7OVMtQS1MFIg/26O5m+pr2rkfPhifsKHhFl3caSAElWIHF4bOX4Q2dHxz48x8aVxiiMF9LIiqH4ixtAfJjDfMml4rrEun+ULRul6/HvrcqyNwC05WFd8sPsexmCBjH0Oeg3MRCda+9yqpB5rizl0GVy3muWd/pxs2nVizvfEtj005/a1RtFkIo8FMF612PbzGzIEjzpRlyU9SZL+hSRJriRJLeV/S5Ik/ZYkSTckSbogSdLKn7weHh6bAkmS0TqOYCQGPP+ZLU4+NUgxlxSS/0voe6wY1iJJpEeuYST60ePdSJJ4hOidPbPKbo3BfsLNu/AF127iXy8kRUJ7XCf1RorMhTTIwsPMPGdsWM9RNRs2rTfMPFN/M+5Fx9GrkxlIk/pGUmTIfGvXT6YdF+c1+P/cF5/9hPjdRx6KIofkOUtN369k+jM4WRf/wQyjV1+ilDeW/PfssTYYiX5kf5BI657Fd94E6CdVsheKlCbtjR6KxypYdSAnSdJ24MPA3WmbPwrsL//3Y8DvrvZzPDw8Nh493kMplyKfvL/RQ/FYBZXJXvOeZ8iO36GUTy+4f8WwtnnPM7h2kVLeRJumsjbd3BbALuTIjN1cVyW21aL3xihNFHFLLs0fa8E2bZyss65B03R8DX7CB8I1IizGaQNfo4/QvvC6jUPvjYENxbHimv8u/E1+QgfDFIYKNZlQ2S8TParVVfBkq2P0pUCG2BMtFDLjgPh7zozdwi5kN3h070/MxABa+yEkeWsUu+nPqeCC+Q2vT24rU4+M3K8DnwSmL9G/CPyxK3gTaJAkKV6Hz/Lw8NhAKopb3qrv1sYc7EfV2mk58AHAxRgS32epkMEpiYe6XcjhlMplhol+ocT26HcgyUKxcLr62vSyWwBz+DK4zpby56r0wUmqROePlhUxZdCObVy/kXYiRvpiGjtj4zouRl8K7biOJK+fymLk4Wi1V3E9spMVYZmZn6X3xrDuWdXS1+kUJ4tVZc33C0afQfhwhIa9oiw6GOuked8z4DqixG+J2MU8djG3VsN8z+E6NsW8WFxxXYdiTry2zBEsc2RLiedEHgmg6JJnQ7DFWVUgJ0nStwEPXNd9Z8aPtgH3pv37fnmbh4fHFiYQaUbV4/P6hnlsfhxblEnq8W4izbtR/GHMQVEue/Xv/g/unv4jAK599T/z7mv/DRCBe6R5D4FIM9G2g4QatxMIN1WPObPs1hgcQPYF1l2JbTWonSrBXUG0x3QCHSrhIxGiD0XxaRu3uq736mC7mG8b5G7kKE2W1l1BUw7IaMd1kSHrWvtewdhT4vxiT84I5MrZwJmm4Xbapv/vvcPw/xpa87FtFux0icylNHpvjGj7ISQlQGzbw0RahPLrchbabr36O9z42m+s4WjfWwxf+iL9/98nsYs5Rq9+nYv/789RzBvV3/n0Ba7NjuST0J5UMU5ZXrvEFmbRJ5QkSV8F5upM/9fALwLfPNfb5tg251UiSdKPIcov2bFjx2LD8fDw2GD0eDdjN17FsYvIin+jh+OxTIRhrYXW2Y0kK2jxwxiJASxzmHxqkFLepJCdIDt2i7zvAcW8QWbsFh093wrA7pM/gevM7qnQ4z1M3j5NPnkfIzFAtO3glrs+9v/WQaSyJcLe/7yfjbYXiz6sIaky5mkDf3sAYN0DOYCd/3o3ruWsi9+a9pjO4T/qJnSwtnw0uDuEv9WPcdqg5cW26nbzLQMn65A6NUnHD7w/Cn/Mt0ywRaCv+IMc+dZfwh9uRFZ8aO2HlrzQZhctzEQ/rutQsjL4VM+6YDGS987hFHOYw1dJ3TuHaxcwEwNCBCrchKpvrWtQe1Yl+aU81m2b4O6tURLqUcuiGTnXdT/kum7PzP+AW8Bu4B1Jkm4DXcA5SZI6EBm47dMO0wUMznP8/+a67uOu6z7e2tq62vPx8PBYY/TObly7QGb0xkYPxWMFVAxrK0qVerybQmaM0atfA6BkmQwPfBEAp2QxdPHz5TJJsdLsD8UIRJpmHbfy87Ebr2IZiS1VVlkh0K7ibxLBZ6A1gL8lsKHjkVUZrdwbZvalCO4KEmhf/zH5G/0EOtZPuTN8KDIraJQkCe24jnEmhWtPrQtX+ubS/RnszPtDtME4nUIOyUQeEkJCwVgcxS/M7rXOHixzGCs9uuhx0iNXxKKM62IOXVrTMb8XsAtZMmO3AEjdP485clW8fnARc+gyemfPljOX10+K68Y85ZVXblVWXFrpuu5F13XbXNfd5bruLkTw9pjrukPAXwM/WFavfAJIua6bqM+QPTw8NhKt/TBIMsbgxY0eiscKqBjW+gJi9V0r93SMXn2p6g83evUllEAEJJnRqy8Jw9qWhcskK2W3lYBwK/WKbGb0Xp387TzmW+aGZOM2E3pvDNuwyV7LVLcZfUIABtvFPFdf0/DNinE6hfaYhuyfPYWrCAwZg4uXVxqDA0iyH9kX9Pqel4CwF3DwBTXGb5zCtYv4ghqTt09jFzJbStypgrpbIdClYLw6u/fUY2uwVo6if4vI2N0Afh/4yTX6HA8Pj3VGCYSItu7zHvxbkIph7fRsmaq1EYi24DolGrY/RqihC9cpoXf2EGnZg+uU0NoPLcmwVo934zol/KEGgg1eW3Q9qIh+uCUXbYMUNDcLeq84/4qSZ2HIwrqbp/3vdyCpMkbfez+QswYtrPvWvMIzwVgn/lADZmLx8kojMUC0/QBax9LLMd/PGIkBZJ9K2+EXcJ0SkqzQ0f0tuE4JAC1+ZINHuHwkSUI/qWK+br3vBIPeK9QtkCtn5sbKr13XdX/Kdd29rus+5Lru2Xp9joeHx8ajxbursvWOXWL40peqCocVXNdh5MpXFpW291g/ZhrWQvlBXl5J1jq70cpBnh7vmbZ9adm1SnmlFj+y5UqMNiuhfSF8TX5QJLSj7+9Azt8cILQvVBU8qQRusWca0I5qs4RQNivGmynSF80F98lcTpN8bXL2e8vnOF92VpIk9M4ejMQlXMeZ9/jFbJJ88j56vBs93kMhPYpljtTs47ouI1deopg3cF2X0WsvU8jOHtN8JO+9TWb83SXvXy9KVoaRy1/Bdec//5VgDPYTbT9ErOsRACKt+2jYcQyAUNNO/MGt+fepPatiGy6Zdzwbgq3IWmXkPDw83sOIjI6QrU/dO8f9s59m4t03a/bJjNzgXt+fMnrtpY0ZpMcs5jOsbdrzFMGGLvR4D027nyAY6yTW9QiNu06g6nEatj+2pONrHYcJNe6gec/TazH89yWSJNHyYivNH21GiSgbPZwNR++Nkb6QxsnbGKdT+Fv9BHeHqiWoheHNPRl1XZd3/8Mt7v7qnQX3u//rd3n3396alSUx+4zyOQfnfa8e78EuZMhOzP8ZVZXFeM+8tjLZsVvc6/tjRq98lXxqkLtv/gHDl7644LgruE6Jd1/7Pe6f/cyS9q8nY9e+zr0zf0p6+Grdjmmlx7DMYfR4N6GG7UTbD9G89ySq1oa+7RFa9p2s22etN/ozKkh45ZVbFC+Q8/DwWDbTZesr3mEzJwHzbffYOIzB/jkNa7X2Q3R/23/Ep0aINO+m+8X/hD8UI9SwjZ5v/z9Roy1LOr7iD3Hk47+8JYVONjPbfqKLXf/7nsV3fB+gndBxiy7mWybmWUP46klStdRws5uG527kKE0UyV3NUpwszrmPnbFJ92dwMjaZS1MVDa7tYpxJoffGFsx4a5U+uQXKK41EP76gRqhpO6oexx9umlVeOf0eXrmPm0sswcyM3sIp5smMXscurq+QRmWs9Xz2VEpV9c5uJEni4Av/qhq87X/+Z2k79OG6fdZ642tUCD/sxzzlBXJbES+Q8/DwWDaSrIi+iukP+MSlmlKWyvbM6I11f5B7zMYyRyikRz0REo8tjfaohuSXGPrTBKXklK9epQR1swdy08s/zTNz9/SZ5wwoK3NO7/vLXstgGzZa78IlfP6QTqhxB+Y8gYzruhiJAbSOI0iSXC2vNodqyzGr9/CxWyTvnAEgl7xPMZtc9DwrQaDr2HXNjC2GU7JIj1wTY6hj358xOCB6f2Pvzd5f/aRK+lwBO13fclSPtccL5Dw8PFaEFu+hkBmjkB4j0rqPkmWSm7gLTMk0R1r3lR/kVzZ4tB5b0bDWw2MmclAh+ohG+pzoMasIoEiShN6rY54xcJ3NK9pg9BmoO4MoujJv0Gn0GUiqTGhfCOP01D4VkRf9+OLqpXq8m/TIdezi7CxLPnmfUi5Vs6ijd3ZjF7Jkyz1tdjFPZvQGkdZ94DqkR66J1ywt02UkBgg17kBS/AtmBuuNOXwN1ykRad1Hdvw2JWv1Pdqu62AMXUKLd79ne3/1k0EogfmGl5XbaniBnIeHx4qYHhBse+y7gakH/P/f3p0Hx3FfBx7//npuzEwPbmDAS6R4AyJpHaRsibRsS74Ty1478ZZjxy7n3Lgq2exuYnurNrvZcq3jray9u1lnczmO46yPOLEky/El2RYpSyIlWRQF8BJvkRjiBrpnMPf89o/uGQDESRLAcID3qWKhp9GY+c2oNTOvf+/3XrlMc8fuh90PckmvrLZabVgrxLXKwVtocwhf00RfPXNfjMJIgfSZ8WoNbU6lbAn7JYvYvhjRu0ysw04RkWuV2wvE7qsn1ZOkmHT649lHxghtqcPX5Jv3scwOp4Jssn/6RbSZLupcm46Z7HN6zMV3/SKG1+kh2LbzHXgD0XkDs0IuRWrwLLG1e4i0bl3W938r0Y0yvHTsfh+gnc+imzQ+fJFiNrmiU8bDd/sxQkrWydUgCeSEEDckEG3DH27GH24m0rqVUP3aSipLuUxzpG0H0dZtUtq6ynSp5DSsXcFXlMXqUV4Pd20J/ug9U9sTnPv0GQYfn78x9nJJHrPRWY25L4a5L0a+P0f24tS081xfluzFTOUYik6qZSlTJHksWQli5xNp3YYyfDP2k7N6uwnG4vjDTZV9vqBJqHHDlPVlyuMj2r6DSNt2UAZmfCfR+E43jV4zdvkop3/0Oaep+CSV6rgdXZjxLjKjV8iND1/vy3VD7N5uIq1bibZvw/CFKp89l1/4Gr0vP7Lg+xl89SDnDn7Rvc9yYZiVm81gBBSRff4Vu04u8Wc2r/3R/CnBtUgCOSHEDVFKsf7ej7B+30ecYgMdXST7X6VUyFaKahgeL9GOTjJjveRSy/NBLqYbHz7vNKxdwVeUxepRt72ONZ9YR9svt03Z72/xE9wUwjoyRrY3y8iTwwx+u3+We1l+1hEL5VVE7ow6QRrTi7NU0if3moTviGAEDawjY9gv2ei8XnBTeMPrJ9I2fTasVMxj950iOsNaWTPeWVnTbPV2E23dhuHx07HnvWx4/cfw+Osw453k06NkRq8w+OpT2ImeaS0G7N4eDG+QSMvtlfccO3F8YS/STcinR0m7LRWU4SXavgMr0U2pmKP/1I8ZOPXEglsSDJz+MSMXDpNLDrlpouvwhRb22tcq80CAzJkCud7i/AfXEK01A3+bZOCrKUrpWzft+kZJICeEuGGxNbsrPXWcZtB5hs49Q9bum+hH5v6U9MrqKV+Vr8WGtUJcSylF+4fj+NsD035n7jVJHrUZPej0O0sdT1GwC8s9xBnZh8cI3xHBU+ch0BEgsDYwrYm5dWQMX7OP4KYQht8g8roo1mHLCQL9isie6IIfz2ZJCl8AACAASURBVIx3krmmOElq4Ay6mJtxdsmMd6FLRYbPP0tmrJeom3oZbtpI8+YDlWMAxq4cw3LTFq8tquIUUnGq44Ya1uINmsuSlVH+jCmP24x3kksOMnT2Z+hijkLGJj3y2rz3U8gmGR+6AMDoaz8n2X96Rc/GlZn7nZYW1qGVVZwsc7pAvq+EzkLyyMqbcZRATgixKKJt21CGl4SbvlL+4AvVr8MbjM1aQU0sPSvRU9MNa4VYKHNvDJ3T9P19AjwKSmC/MHN1yOVUGM0zfnp8SmpkdG8M+0ULXXBmiXRJYz8/0VIBnHV/2UsZRn44RGR3FCO48K9t5aBr8kU0q7cblFN1+FqRti0oj2/Se/j0WTt/pImA2U7/iR9QyqdBeaYEadnkQKXfGoBSBma802lQPsN6wMVk9fbgCUSoa9zgjN+9iJh4+RFQRuWY+Tjr6jQoD1e7H0eXCjPOYK40we1evK3GilsnV3k+npXZK08COSHEojC8ASKtW8inR90yzR2AW00uvhMr0bPgtBaxeIpuL6fVcEVZiMidUZRXkR/M0/hQI0adMW3Wqxqs5y3QTEmNNPealMZLpLpTAKRfHZ/SUqF8DEB+ML/g9XFlocZ1eINTi5NYiR4iLbfj8YWmHW94/ERat5JPj+INmoQa1s54v+X0SlA0b95PcuAsxXzauf/K7P9E4BONd1LIjJEenX827EZprbETPe46YOerrbOOu4l8epRIy2aC9WsWVEHT6u3G8IVo2HAP+fSok6bZtnXJxn6rUEph3h/APpS9pSu/Xi/rYIbA7V6i+/xYB1fWbCNIICeEWETlymdmR9eUohpmRxeFjEV65PKiPl4hm6SQsaftL+bTC+p1NBOtS2Ssvpsd2jTZ5AClopPilUsOUSrm5jw+nx6jmFt49b3Jz7mYz1aKCyT7TqFLRekfJ1YFT8hDeFcEgNgbnOqQ9gxl/rXWZC5NfKmbvD1Z5lLmhmeScgM5iuPOeiPriIUn6qFuR7jy++jdJhgT6+TKAefkgC24KYSv2efuv741WkoZRNsnipMUMk7KYHSOizrl94nJAdFsx9Q13UbjxntBF7GvOtUx7UQ3vroGgrGJ6rjl6pj2DLNhhWyKfGbhgXapmCOXHAJAlwpkbaeYTWbsCvn06JQLVkqpKZ9JZryTZN9pSgXnvTdjXa38ty1vOz32ujHbdxBbswuASOvWSuXOlc48EKQwXCJ9fOZm9bWmlNUkn8th7g9gHgiSPlEgP+D8P5k5X1gRAasEckKIRVNeLxdbu2fK/vLarMXuJ3Tu4Bc58+PPT9t/6fDfc/J7//WGvoANnXmankf/cFGDuUI2Sc+jn6Lv+PcoFbL0fOfTlfSl2Zz+4We58MzfLPgxLh3+Cie/7zznKy9+nROP/xG6VHTKcXt8RNq23OzTEKImxO6rR/kV0XtimHtNspezZHunplSNHRql5wPHSB1PYr9g0fOBY1jXpGCmz6Xp+aVjDP9g6LrHoIuakx/t4fIXLjmzRUfGiN5lojwTF7i8US/hHeFKAGcdGSN4ewhf80RLBaUUsfvq8bX4CG2tu+5xmPGuSnES62oPoOcsehRbuwtQlffymUTbd2B4/cTW7ibcshnD63cyLkolrMTxadVx/XWNBGMdM66TPv/0/+XMk3+64OeTOPYdeh77NMV8hr7jP6Dn0U9RyNiVmcBrL1jVu59FsTW73TWAeZL9p0kOnKHnkT/EuvIy6ZHL9DzySUYuHCZr95NLDhKNd2F2OEVT5notVhpzvxOwrpQUxNSLOUppjXkgQPSA+9wOZcmcL9Dzxj6Gvnlrtiq5HhLICSEWTV3Dejof/hz16++esr/8QT7TFdkbVcynsa+eJDV4dsoVXa1LWFeOkUsNkhm9ct33O3blKGiN1Xts0cZqJ46ji3nGLh/F7jtFKZ9h7PLLsx6ftfvJjPVi9XajS/MXatClEmOXXyaXHCQzdoXRy0cpZCxSQ+ex3HLchsc/7/0IsRK0fbCNzm/swtfoq8xiTW6sDTD2tDN7PfazUUZ/NrE9mfXsKOjp+xdi/HSK/GCesZ+Nkr2UIXc1V6lUOVl0b4xUT5L8YI7kUXvG9Mm1v7eeHV/uRBnX3zqkPBtmJbqxe3vw+OoIN22c9fhQ/Vo6H/4TGm67d9ZjPP4Qnb/4Wdq73o3h8RFp3Yad6GZ8+IJTHXeWiph236kpmQilQhY7cZzxoQtuqub8xi4fpVTIkOw7xdjlo+hSHitxHCvRTcBsxx9pmnJ8bN2ddD78OeqabiPSth1leLASPZX339HLRxm78jLgtFOw3YuNZkcnvlA9ne/5LK3bH1rQ2FYCX5uH4DYv1gppQ2AdyoAHoq8PUNflw9NgYB/KYv00AyUYe6L2Uy0lkBNCLKqg2TZjrzKzowu7/9S8KYULZfedAu02yp1U2jo9fIlC1km3vN4ZQF0qYiecSmwLWRS/UOVxpAbPMXrxBWeco5dn/fJSvnJdKmRIDpyd9/7Hhy9SzDnrbAZOPkneTascOvs0mbFeaTsgVhXlNQh0OFffAxuC+Fr9U8r8a62npDOWUy+vTcEsz5TZz1vXnYJVbiOQH8zT/w1ndt/cNz1IM/fFoASJL/Wic3rGYM9T55kyS3c9/OEmgrE4Vm+3U00yvgNleOb8m9new6fcb6QJw+OmfHZ0kRlLMHjmIMCMqZvRji50MUey/0xln913unKhaiFVjfNpi/TIJQBGLr1QeW8cu3KUZN/JGdcBK6UImk6bCo8vQLhlC1Zvd6X4lp3omdQ77zhWbzf+cDOBqPM3gWjLvK/XSmMeCJA8kl0Rpfqtg1nCd/rxRA2U4awBtA5mKoGq/UwWXajt5ymBnBBiWZjxTnQxT7Lv1UW5P7u3G+Xx4/HVTa3K5m77QvXX3fIgNXSeYn4cX6geu+/EgmbD5uOsuejBF6oHXWLw7CFnm9m/vFi93XiDJii1oGqf5UDRF6pn4NWfVrYHX30KmLn6nBCrgVIKc6+J/YKFLjpf2LKXs+QSOXwtPlLdSdJn0vhafKTPpMkPOReaStkS9ks2vhYfhZEC6TPXl4JlHxnD1+IEOgOP9ONfEyCwJjjtuMgdYYw6g4FH+lE+RfR1C28vsFDReBdWoodcanBJih6V73Pw1acINazHF5oesEbbtk2rcGknulGGF48/vMBqkhPv7UNnnwZdxBeqZ/j8c5QKuQW9z5kdXaRHLpEaOocvVE/W7se+egJfqJ5CZozRy0enpYauNub+oFOq//nanpUrjJQYP5avpIuCkzqa7ysx9mQGX5tB0dKkXq7t9YASyAkhlsVEWsvirJOzEj1E27YRje90UhDd9XBWbzeh+rXUr7+bZN9JSsWFv0k7QZMivvthSvkMqcFzNz3O8pqLts53OAvmdYmW7Q/iCURm/PKiSyXsqyeIrdlNuGnTgvov2W7D2vr1d4Eu4Y+00LjpPtClOavPCbEamHtjFK0i46ecWevyzFvHr68Bt5Bux6+vASZm4ZKvJNHZEvFfc/cfvo6CHJkiyWNJGh9qIrA+CEVmrTipvAbRO00oQmRXBCO4+LM/ZrwT3IrBS1FGP1i/Fm8oBro06+y/xxci0rq5kroIbgXN1q1OtkaiZ941zVZvDx5/mNYdbwVdQnn8tHW9y3luypixpcK1KoGs1nTsea+7XSK+e2K73IdutYrc60f5a3+dnP2zrFMp9sBEIFdeJ0cR4v/WBAV2jffNk0BOCLEsPL4g4ZbNi9IYPJcadlIG451OKezxYbLWVUqFLMn+00Q7nIXqpULOaYCrNX0936tUOOs/8SMyY70ADJz+CePDTrqO1dtNXeN6GjbsBaVmDLTGLh+trK+wensYueSkStp9pxg+/xwAqcGzzhVjqHxxia3dQ6TN+aIR67gDs31n5ctLbnyYq688jtYlxofPO+tMOjoxO7pIDZ2j4KZNzsR5zq+6r8VEE3ZzUlPc2arPCbEaRO9xgqhyMGYdsfC3+2l8ZzNGyMBb76XpXS14Yt6JlMvDY+BRND7URHBTqLJ//GSKwccG5nw8+yUbnddE95mVAG6uipPlY6LXWZVyoaLt20F58EeaCURbF/3+nRYzE+83szHjnYwPX6KQscmnR0mPvDbxHp4eJTM2dU2z1iWudn+XXGqoUk0yGt9ZCRajbduodwuRhJs34fHPXwymrvE2PP4whi9I0+3346trQBleGje+3q20qTDbV3cg56kzCN/lr/l1ctbBDEZUEd4zkZYcWOslsNEDBjS8O0Rdl6/mn6d8ugshlo0Z7yQ9fPG6yk3PpDyrF+3onLqY311zYcY7ibbtAGVg9XaTGb3M5Re/Tt+JH5C1B3jt+a9ytfu75NMWl577Moljj1LMp0kOnCUa78IbCFPXtHHa7KHWmkuHv8KlI19Ba81rL/wDl579MlqXuPLiN7j47N+iSwWuvPRPXHz2SxTzGaxED/5wE4FoGy1b3oi5ZhehxvWYHRNfXvpPPMGVl/6R1OC5iT5M7Z3OWhOt3Qa1M7P7TlUa1kbjO4m0bqXp9vuJtG4l2r6Dps37b+q1FqLW+Rp9hLbVYR0ZQxc09gsW0b0xDJ9By/vbaPlAG8qrMO8xsY9YTpXJw2NE7ojgCXsw95okj9qUMiV6/+oKF//beQr27GnX1hHLSZPcE6XpXc2Ed0XmDOTqH2ikrjNM44ONS/H08fhCtGx9gNZtDy5ZymDz5gNE2rYTmaPfmnOhSbvFSdz3uY6JC1DXZh+MD13gys+/Sf/JJ8iMJciPj2DGOwk1rCO2ZjfNW95IINpG/YZ7aNn6pgWNUxkGrdsfpHXbW1CGl9btD9G89U14fAFatr2Fps378QYjN/YirCDmgSDpnnylVH+t0VpjHcoSfUMA5Z16zrd+NELzB+vw1huYBwIUk7qSdl2LvNUegBBi9TDjXfQe/WfsxHGn/9ANsnp78AZjhOrXoZTCH2nB6u0haA66zVu3YXgDhJtvx0r04A06607sRDehejdVKtGD6a65sK+ecIqc6GLlaq8Z7+Rq93cp5sYrV3qzdh+5lFOKPNl/ulIVM9l3itTQOTfoOkmy77RTOMW934YN96CUon79XU76IxMpTlZvT2XWzll4f5xQ4wZ8IRNvoA7DG8Tu7aHhmkqgldci0VNpWGt4A2x7+3+s/G7rWz95w6+xECuJuTdG/9euYr9kUUwWK4VH1n5i3cQx+2KMPDFM8iWb8dPjlXRLc2+M/q/3Yb9oYf/cghLYL1o0PDBz4GUfGSOyO4oR9BDeGWH7X+2cc2z+Nj87vrS0s0Dr931kSe8/2r6Dbe075jymrmkjHn8dVqIbXSriCUSoa9yAUgYBsx0r0UPbzrdXjq8UIentxl/XADifIUoZbH7L71eOu/2Nn7iusXbseV9lu73rXZXt1VSdcj7m/gC9fwL201ka33v9bS+qLXuhSO61Im2/NT0ob/34xL6OPzBZ86naXg8pM3JCiGUz8UF+4+mVWpewr/ZgxndWri6bHV3YfScYu3KMSOuWSvNWs6OT8aELDF84DEBmLMHQmUMA5MdH6D/5BADFXIqrPd9FefxEWp1+a2a8C3RpymzY5CvGV37+zYntl74F7vqO3pe/jS456/Kudj9OMT8+45qLQKSZgNnOyIXDldTO0Usvkhp4tZKepAwv0fbtc64rrLQXWCUNa4W4EeZeE13Q9P7FFVBg3jNDBUk3xfHKFy+Dnkh1jNwZRXkVib/tpTTurDWzj8ycVZAfzJE+k56xQuVqp4xyg/Ie7EQPZvvOStq306x76prm8vtteuQSw+efIxBtJRBtqcrYV5u6O3x46lXNph2W172Z+6cXGJpscl/HWiWBnBBi2ZQ/yCcXJ7le6ZHXKGTsKYvqzXgnpXyGzFjvlNLX5VSe8cFzlfVpqcGzE9sDZ6ZsR9u2VUpqO41uA9MqYvojLfjDTaQGzuANRgnGOkgNnMHwBqlruo3UwBmU4SHcspnUwBnmWnNhxjtJDZ4FNJG27YwPX0SXilOqr5nxTrJ2f2V932T58VEyo5eXpBKdECtJZHcUFVCkXklSt60Ob8w37Rh/e4DA+iCpV5J4Ih7CO8IAeEIewrsipF5JggGRPdFpfenKysVS5kqlXM3MeCe51BD59GglLR6ci3HlNc0AxXyG1MCrU963Z2prIJaG8ijM+4NYBzM3/FldTdbBLP61Hmc93AongZwQYlmZHV1ucZLEDf19ZQ1ZfCJdKdq+E8qzc5OCoHDzJgxfCIC2nW9zKqsBLVseqPQJatx4L6HGDe7fTnxRMDxeIm3bK1eFy6mSZryz8oUi2t45sfC+fTuxNe7C+5Yt1K9zUijrmjbMuuaiPFaPr474Hb8AgPL4iLRtmXhu5RTMGWblJq8zEULMzggYRHY7KdYLKjxytzllbU35b8I7wzS8uYHs5SzZ3umzFdaRMbz1XkJbay8dbTlMDt4mV9CsrGl239OSfafQpSLtXe/G43cCammjsryi+wPkr5bInLn5NjzLSRc09jNZzP2BVdFGQgI5IcSyKgdL11aE1Frz6o/+O/0nnwTg7E//N1e7/wWA80//Bb1Hv+38XaKbYKwDf93E+pRycRKPP0ydG5QBKMNDtH0HKOdn+bGjbqW08ngq+68JiJzZsD6yyUFSg+co5dNORchKdchJlSInBXhmvHNK1cjZOGMziMZ3EGnb5qZ2bsXwTFTZCsbi+OoaZ0xHtRLdlXUmQoi5lYOx6AxNt6895tp2AZOrT5ZTLq+dldNaYz9vOUGgsfK/QN6IQLQNf6SFQLSNQKS5st/jDzlrmt0LZ1aiG2X4Ki1mUIpofO41eGJxlcv227dQGwLrqQzHH+qjmCqRfD5Lz5v7KIwUGe/O0f3GPnJXi6RezlO09ESrgRVOip0IIZZVINrqFCdJdNO6Y2Jxedbuw0p0U8ilaFh/F6OXXiA9eoWWrQ8wfP45fKEY7V3vItl/esYKZev3/gqFbAplTL0+teZ176dp0xvw+ELEdz1MrGMXvpBJe9e7qWveRCDaStvOtxGIthKqXzflb8vBmJ3oJjc+Aiii7TswvEHW3vMhGm+7F2V4WHfPh2javB/DG2Dd3g/TuPFePP4w6+/9KPXr7pz1tfD4Q2za/9sE69dieHxsOvDb+MPNU44pl/Yefe3n6FKp8vy01tiJ49JeQIgFanlvC0bQIHrn7E23Y/fFWPf762l859T/D+t2hln/h7dR/6YGvPVefC0+rCNjtLx3opx/5lya/GAec45AUcBtb/h4JYNiMrOjk8TLj1LIJp0ec21bMbx+1ux5Hw0b7sHrzsyJ5RFY5yVwmwfrUHZKgZBqGvrWOOkTBexns4w9mSVzuoD1VJbx7jzZswXGnshQGCw662Dvl0BOCCGWhNnRxfD5Z9GlAspw3obKM3STi5NkrYTTj02XyI+PMPjqU+hifsZZrnDz7TM+Vqh+TaVSZdBsI2g6KZX+SBPNbml+X6h+xuAwGFuDL1SP1dtDbnyYuqbb8AacD7S2HW+tHNc6eXv7g5XthZTEbrhtb2V7tqDP7Ohk6OwhxocvEG7eBEBm9IqzzkTWjQixIJ6Il9YPtM15jPIatP5y+/T9StHyvomgzdwXY/TgCLqoKwUTJtbHSaGTuURnqW5pxrtIvPwIw+eeITN6haZN9wEQjHUQjHUs5xCFyzwQZOifxtF5jfJVd5ZZlzTW087soH0wi33QKWhiHXICOWc7Q2GwRN0dPrwNK399HEhqpRCiCsrFSVID5yr77ES3G9Rprr7ynUqAlzj22KTtR1GGp7IAfqkppYjGO7ES3aQGz00psLKcou3lXnmTC684KUiybkSI5WfujVG0ioyfSlX2WYfHCKwP4m9fHTMBi628pjlx7DFA3ttuBdH9AUopTfLnuWoPhfTJAoWBEsoPw4+kyV4sovww+sMM6Z48yg/2oSzJF3OY+1fP/4MSyAkhll25OEk5GNGlItbVEzRufD0eXx2FrE39+rvwhmIUsjZmvJNAtI1C1ibcshmPb+6SwovJ7OikmBsHXara7JcvZBJqWD+l/YGV6CFgtuOPNFVlTEKsZlG3fUF5Fq6UK5F8yZa2AzehvKa5kLXxBqOEGtfN/0diSUXfEADDqQJZbZY7A9fykTCFYacNSMuvhimOTNq2NBQgemD5viNUmwRyQohlVy5OUp5hKhcSia3ZRbTdmW0z412TipB0TSpOsrxXacuPa3gDhFs2L+tjTxlHRxepgVcp5rOUinmSfSclrVKIKvE1+ghtrasUPEm9kqSUKUnbgZtkTqoILGt/q88bMwjv8VXSGKvJPpQluNlL0y85ayV97QatH3OWOnhiivbfcta+qqAicrd/1vtZaeT/EiFEVZR7qBVyKXdmThFt30ls3Z0ow4e5pstZM6YMYmt2EVt3J6CIrd2zrOP0heoJN9+O2XFHpcdcNZjxTnSpSLLvJKmBM5QKOUk9EqKKzL0mqWNJiuNFJ6DzQPROmZG7GbE1u1CGh/p1r6v2UITLPBAk9XKewmipamMoZTT2c1nMAwFCO7z413uof1uIwHovoe1eYg8F8bV5CN/lJ/ZAACOweqrGSrETIURVmPEurr7yHeyrJ7B6e5xCIsEITbffT2zNLnyhGL71Dex6/xfwhWIEzXZ2feB/4gst/xXvLQ/+h2nVMJdbpHUryvBhJbqd9gTKqMxeCiGWn7k3Rt9Xr5J8ycY6YhHujOCJrI4CC0slEG3ljn/1ebxBCYhvFeaBAIkv2NjPZGl4Z6gqY0i+kEVnIXrA6Q2343utGEEnWNv2zy2VQixb/qFp1U1RrbKnK4S4VYRbNmN4A4xeepHU4NlKSo1SqhKsTd4GqhLEgdMmwPBWd/G04fUTaduKlejBSvQQbt6Exy9Nh4WolsjuKMqvGH5iiPGTKWk7sEh8odiqaORcK8Kv82NEFNah6q2Tsw5mwQvRe53PYW/MqMy6eUwDI+RuRww8dasrtFldz1YIccswPF6ibdsZPv+sU0ikShUha4kZ7yIzeoXxoQvyeglRZUbQILInyvD3h0BL2wGxMimfIvr6QFXXydmHskTu8uOJSNhyLXlFhBBVE+3oAq0xvP6qFhKpFeUG5aBlfZwQtwBzbwxKYIQ9hHfeGk2ThVhs5v4A2YtFspcKy/7YheEi4935VdVS4HpIICeEqJpyOmWkbXtVC4nUilDDOrzBKIYvVGkMLoSonnK7AfNuE+WVdECxMpkHnCBqpjYEA19NYT29dLN11tNZ0BDdv3paClwPKXYihKiaYKyDxo2vp+G2fdUeSk1QyqBt5zvRpTzKkKIKQlRbaHMdDQ820vQLzdUeihBLJnC7F1/cg3UoQ8uvhCv7S+kSr/2nUeru8GPevzSBlvVUFo+pCO+Wi70zkUBOCFE1Sik27v+tag+jprR3vbPaQxBCuJSh2PQZSQsXK5tSCvNAgNHvp9FFjfI4s8/24Rw6B6mjOYpWCY+5uIl+WmusQ1mibwjIjPcsJLVSCCGEEEIIMStzf4DimGb8WL6yzy5XsiyC/cziV7XMniuQ7y1WUjvFdBLICSGEEEIIIWYVdYuNTG5DYB3MENnrx6hbmvYE5TV55gFZHzcbCeSEEEIIIYQQs/I1eQh1+bDcNgT5/iLpEwVibw4Suddf2b+YrENZ/Os9BG6TlWCzkUBOCCGEEEIIMSdzf4DUizmKqVJlBi56IIB5IEj2fJHs5QLjr+R4+c4E2YsFMmfyvHxngvSp/JT7yfcXOXZ3AvvZqbN4pXSJ7v1XGf7OODqvsZ/JStuBeUggJ4QQQgghhJiTeSCAzkPyuRzWoQyeBoO6Ll9lDZt9MMvI42kK/SVGf5hh5HsZZ/t76Sn3M/aTDPmrJYYfm7rfPpwje77I8CNpUkdzlJIaU9oOzEnmKoUQQgghhBBzitwTQAXAOpTBPpTFvD+AMhTBLV58bQbWoSzZi07TcOtghlJGO9uHssR/b+J+ymvf7GvSMcvFU+xnsoS2+UBB9D6ZkZuLBHJCCCGEEEKIORlBRWRfgKF/HKc4pitpj057giAj309TSmpUUJF8LocuuNsv5igmS3giBrqksZ/OooKK7MUi2UsFAuudcMR6KoMKKkq2ZuDvktTt8uFtkOTBucirI4QQQgghhJhXuQ0BOOvjyqL7A5RsDRrafi1MKa3ReWebApX1cOkTeQpDJWc/E7Nz+f4i6ZMFWj8WBoUTKErbgXlJICeEEEIIIYSYVzm4Cmz0EFg7kdhXnp3zmIq234yCB1QA2n47igqqSsBW/tny0Qi+uAfrkJNeWS6e0vALIep2+dz7lPVx85HUSiGEEEIIIcS8Qjt8+Dd4qH9HaMp+X4uH8D1+Ahs8eBsMzPsDGCGFN2YQ3eevrH+zDmUJbvPib/dgHggw+v00uqinFE9peEeIXG+R8F3+ajzFmiKBnBBCCCGEEGJeylB0PtGG8k3/3davNaM8zvbtX2oC5Wybbwxw+Y8tMucKJA9nafmwk1ZpHggw9I1xxo/lneIp+53iKW3/JkLrx8MYAbVMz6p2SSAnhBBCCCGEWBAjNHOAZQQn9k8OwpwUSYveP7XQ2YmUyej9Tjpm318nyfeVJoqnGAo1y2OIqW5qjZxS6j8rpa4opY66/9456XefUkqdUUqdUkq97eaHKoQQQgghhKglwe1evK0GI4+mUT6IvN5JmfQ1eQh1+Rh51OknJ8VNrt9iFDv5vNZ6j/vvXwCUUjuBDwKdwNuBLypVnmwVQgghhBBCrAZKKUx39i18tx9P3UT4UZ6FC2zy4l8jiYLXa6mqVr4H+LrWOqu1Pg+cAfYu0WMJIYQQQgghblHmgeCUnxP7nUCuHNCJ67MYgdwnlFLHlFJfUko1uPvWAK9NOuayu28apdRvKKVeUEq9MDAwsAjDEUIIIYQQQtwqYg8FqX9XkKb3Ta12GdkboPHhEM0fCldpZLVt3kBOKfWEUqp7hn/vAf4cuB3YYkBj5QAABmtJREFUAySAPy3/2Qx3pWe6f631X2qt79Za393S0nKDT0MIIYQQQghxK/LGDG7/i6Zp6ZNGQLHxzxqp2zlDGUwxr3mTUbXWDy7kjpRSfwU87t68DKyb9Ou1QO91j04IIYQQQgghxDQ3W7UyPunme4Fud/sx4INKqYBSaiOwBThyM48lhBBCCCGEEMJxs+VhPqeU2oOTNnkB+E0ArXWPUuqbwHGgAPyO1rp4k48lhBBCCCGEEIKbDOS01h+e43efAT5zM/cvhBBCCCGEEGK6pWo/IIQQQgghhBBiiUggJ4QQQgghhBA1RgI5IYQQQgghhKgxEsgJIYQQQgghRI2RQE4IIYQQQgghaowEckIIIYQQQghRYySQE0IIIYQQQogaI4GcEEIIIYQQQtQYCeSEEEIIIYQQosZIICeEEEIIIYQQNUYCOSGEEEIIIYSoMRLICSGEEEIIIUSNkUBOCCGEEEIIIWqMBHJCCCGEEEIIUWOU1rraY6hQSg0AF6s9jhk0A4PVHoRY0eQcE0tJzi+x1OQcE0tJzi+x1G61c2yD1rplvoNuqUDuVqWUekFrfXe1xyFWLjnHxFKS80ssNTnHxFKS80sstVo9xyS1UgghhBBCCCFqjARyQgghhBBCCFFjJJBbmL+s9gDEiifnmFhKcn6JpSbnmFhKcn6JpVaT55iskRNCCCGEEEKIGiMzckIIIYQQQghRYySQE0IIIYQQQogaI4HcPJRSb1dKnVJKnVFKfbLa4xG1Ryn1JaVUv1Kqe9K+RqXUj5RSr7o/G9z9Sin1v9zz7ZhS6s7qjVzUCqXUOqXUT5RSJ5RSPUqp33X3y3kmbppSKqiUOqKUetk9v/6Lu3+jUuqwe359Qynld/cH3Ntn3N/fVs3xi9qglPIopV5SSj3u3pbzSywapdQFpdQrSqmjSqkX3H01/xkpgdwclFIe4P8A7wB2Av9aKbWzuqMSNejLwNuv2fdJ4Emt9RbgSfc2OOfaFvffbwB/vkxjFLWtAPw7rfUO4F7gd9z3KjnPxGLIAm/WWu8G9gBvV0rdC/wJ8Hn3/BoBPu4e/3FgRGu9Gfi8e5wQ8/ld4MSk23J+icX2Jq31nkn94mr+M1ICubntBc5orc9prXPA14H3VHlMosZorQ8Cw9fsfg/wd+723wEPT9r/Fe14DqhXSsWXZ6SiVmmtE1rrn7vbNs6XoTXIeSYWgXueJN2bPvefBt4MfMvdf+35VT7vvgW8RSmllmm4ogYppdYC7wL+2r2tkPNLLL2a/4yUQG5ua4DXJt2+7O4T4ma1aa0T4HwJB1rd/XLOiZviphm9DjiMnGdikbhpb0eBfuBHwFlgVGtdcA+ZfA5Vzi/392NA0/KOWNSYLwB/AJTc203I+SUWlwZ+qJR6USn1G+6+mv+M9FZ7ALe4ma7wSL8GsZTknBM3TCkVAf4J+D2ttTXHRWo5z8R10VoXgT1KqXrg28COmQ5zf8r5JRZMKfVuoF9r/aJS6oHy7hkOlfNL3Iz7tNa9SqlW4EdKqZNzHFsz55jMyM3tMrBu0u21QG+VxiJWlr7yNL37s9/dL+ecuCFKKR9OEPcPWut/dnfLeSYWldZ6FPgpzlrMeqVU+YLw5HOocn65v48xPb1ciLL7gF9USl3AWcLyZpwZOjm/xKLRWve6P/txLkbtZQV8RkogN7fngS1u5SQ/8EHgsSqPSawMjwG/6m7/KvDopP0fcSsm3QuMlaf9hZiNuz7kb4ATWuv/MelXcp6Jm6aUanFn4lBKhYAHcdZh/gR4v3vYtedX+bx7P/BjrfUteTVbVJ/W+lNa67Va69twvmf9WGv9IeT8EotEKRVWSkXL28BbgW5WwGekknN/bkqpd+JcGfIAX9Jaf6bKQxI1Rin1NeABoBnoA/4IeAT4JrAeuAR8QGs97H4h/zOcKpfjwMe01i9UY9yidiil7gcOAa8wscbk0zjr5OQ8EzdFKbULpxCAB+cC8De11n+slNqEM4PSCLwE/IrWOquUCgJ/j7NWcxj4oNb6XHVGL2qJm1r577XW75bzSywW91z6tnvTC/w/rfVnlFJN1PhnpARyQgghhBBCCFFjJLVSCCGEEEIIIWqMBHJCCCGEEEIIUWMkkBNCCCGEEEKIGiOBnBBCCCGEEELUGAnkhBBCCCGEEKLGSCAnhBBCCCGEEDVGAjkhhBBCCCGEqDH/H+3B/Pb3V3kLAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "\n", "x0=0\n", "def gen_martingale(T):\n", " X=[]\n", " x=x0\n", " for t in range(T):\n", " if x>=20:\n", " x=x\n", " else:\n", " x=x+(1 if nprd.uniform()>0.5 else -1)\n", " X.append(x)\n", " return X\n", " \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "fig=plt.figure()\n", "N=20\n", "T=500\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale(T)\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_stopped_martingale.pdf\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "T=100\n", "N=10000\n", "PATH=[gen_martingale(T) for i in range(N)]\n", "t=[t for t in range(T)]\n", "m=[0 for t in range(T)]\n", "for path in PATH:\n", " for tt in range(T):\n", " m[tt]+=path[tt]\n", "m=[mm/N for mm in m]\n", "plt.plot(t,m)\n", "plt.show() ## 画图" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 鞅的收敛" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "T=2000\n", "x0=1\n", "def gen_martingale(p):\n", " X=[]\n", " x=x0\n", " for t in range(T):\n", " x*=(0.9 if nprd.uniform()

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (5.0, 5.0)\n", "fig=plt.figure()\n", "N=8\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale(0.53)\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_nonnegative_martingale53.pdf\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (5.0, 5.0)\n", "fig=plt.figure()\n", "N=8\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale(0.47)\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_nonnegative_martingale47.pdf\")" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import numpy.random as nprd\n", "\n", "T=100\n", "x0=1\n", "rho=0.8\n", "def gen_martingale():\n", " X=[]\n", " x=x0\n", " z=0\n", " for t in range(T):\n", " x*=np.exp(rho**(t+1)*nprd.normal()-(rho**(2*(t+1)))/2)\n", " X.append(x)\n", " return X\n", " \n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# 设定图像大小\n", "plt.rcParams['figure.figsize'] = (15.0, 8.0)\n", "fig=plt.figure()\n", "N=20\n", "t=[t for t in range(T)]\n", "corlors=np.linspace(0,1,N)\n", "for i in range(N):\n", " x=gen_martingale()\n", " plt.plot(t,x,color=(0.8,1-corlors[i],corlors[i]))\n", "plt.show() ## 画图\n", "fig.savefig(\"martingale_nonnegative_doob_martingale.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "IntelPython", "language": "python", "name": "intelpython" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }