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@tkf
Created October 2, 2018 08:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# %load_ext ipyjulia_hacks.ipy.magic\n",
"# from ipyjulia_hacks import get_main\n",
"# Main = get_main()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"%load_ext julia.magic\n",
"from julia import Main"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" \u001b[1m\u001b[32m_\u001b[0m\n",
" \u001b[1m\u001b[34m_\u001b[0m \u001b[0m_\u001b[0m \u001b[1m\u001b[31m_\u001b[1m\u001b[32m(_)\u001b[1m\u001b[35m_\u001b[0m | Documentation: https://docs.julialang.org\n",
" \u001b[1m\u001b[34m(_)\u001b[0m | \u001b[1m\u001b[31m(_)\u001b[0m \u001b[1m\u001b[35m(_)\u001b[0m |\n",
" \u001b[0m_ _ _| |_ __ _\u001b[0m | Type \"?\" for help, \"]?\" for Pkg help.\n",
" \u001b[0m| | | | | | |/ _` |\u001b[0m |\n",
" \u001b[0m| | |_| | | | (_| |\u001b[0m | Version 1.0.0 (2018-08-08)\n",
" \u001b[0m_/ |\\__'_|_|_|\\__'_|\u001b[0m | Official https://julialang.org/ release\n",
"\u001b[0m|__/\u001b[0m |\n",
"\n",
"\n"
]
}
],
"source": [
"b = %julia (io = IOBuffer(); Base.banner(IOContext(io, :color=>true)); String(take!(io)))\n",
"print(b)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%%julia\n",
"ENV[\"GKSwstype\"] = \"png\"\n",
"using Plots\n",
"default(fmt = :png)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"%%julia\n",
"using DiffEqBase\n",
"using OrdinaryDiffEq"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"%%julia\n",
"import PyCall\n",
"import PyBase\n",
"import Plots\n",
"\n",
"# Type piracy!\n",
"PyCall.PyObject(self::DiffEqBase.DEProblem) = PyBase.UFCS.wrap(self)\n",
"PyCall.PyObject(self::DiffEqBase.DESolution) = PyBase.UFCS.wrap(self, methods=[Plots.plot])\n",
"PyCall.PyObject(self::Plots.Plot) = PyBase.UFCS.wrap(self)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from julia.OrdinaryDiffEq import ODEProblem, Tsit5\n",
"\n",
"def f(u,p,t):\n",
" x, y, z = u\n",
" sigma, rho, beta = p\n",
" return [sigma * (y - x), x * (rho - z) - y, x * y - beta * z]\n",
"\n",
"u0 = [1.0,0.0,0.0]\n",
"tspan = (0., 100.)\n",
"p = [10.0,28.0,8/3]\n",
"\n",
"prob = ODEProblem(f, u0, tspan, p)\n",
"sol = prob.solve(Tsit5())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Success'"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sol.retcode"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<JuliaObject Plot{Plots.GRBackend() n=1}>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sol.plot(vars=(1, 2, 3), linewidth=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Xk6ZRDqEebx9vE0PqQ0CF+u4QLbpts9lmz56N/zt79my+0Ex+AWuEeG+zecQIXS7XHXfc4ffHotifeeaZurq67u7uCRMmPPvssxK/EQTL5J5MZw1CNiD4aIWm0eSKgjeaP4ftS6IKLDGNUAeOk309h/gDtWY6Pmp0MDAokhuUhHom6EvQ7u3E3EitRvi9zQ9saviId0CG2HC7u4tXgBgZztQVvRHPLwcCg92+KCNUYJU91HfsgU9+0eHuBABH0NXm7uDFZOVWRGGjoqz4CCOMUHpBOIR46Y3fuvbAAM3RPCMUGQyU3I58Hj3IfAZSQ4gNDwQc/DZIHDzc6+tvk0pCVYU0M0KE0B133PHzn/+cPLlu3br77ruvuLj4vvvue/fddyV/R14hvVPSMxLoKP1+e5+vnycESux+ATpiXvOF/QAQZIK7uvaRA/TTfcIRdNUPNkUmozKUn9cIOYTs0Zojot9yCMk9ICsvdrjCnhMDZ6JTivJUBZQ3zIabnK3P7X7h9k33AUCzs5VFLM8I8VsT0X3Mcfln6fcPdHlUSDy/+OI3PtpPc0yIDTuDLppj+GLrqbXbzbSdnENct7c3zIZ9tJ+MiSXftZf28pPv8fVxCPHrw6sCJDVQqqCTptGhJFUXEhBCvb4+BCgqD2GNUGIPbGr42BlMEo2VFGn2ET7zzDNTpky58UaBA6Czs7Ourg4AeL0w/lf79u0fPb6OP756+dXsYMSU9N577+VdEqgqDDpjwaL9djtTHLOhdbl6aI453VE/0jY8FI6kD/oDfrtdHDdF07TH4wlGGaHdOWC32g/bj7cPdpKD6XAYj4+/SDZR72pqHmzl5+B2xwIs++x9FZbyxL/FqbXtfR1FFTExzkVep7+vyCThaxz0xlZ7YHDAGoxtfmfIdbDj8Pzy2QDg80WMGSzHJl0oV7TGTa+v3263H+o4AgD9nn673e4PRK7jDwbI6/S7IscOn9Nut9v9A2Eu3NffZ6JMDBPZAB6fV/LWDMfiYmMdvR09rl4AONR2pJqtcHsjMwnT4cTTJjOy7YMD4E8Dt3A6nTabrbi4WHS+N9DPK6xN3c2DRGh0b1/sHQ0EI+c5xHX3dZ3pbQCAtoF2e5Xd5YmVHei399uKSpLOZNAbc7643K4UtnoByOLvvfdeb2/v97//ff6/L774Ynl5+a233prbWSlHmAmf6joDAP2+Abvd7nJFvm6GY0QvlOHY9+o/HFM0ciQ7rKysrKQk+Q6RRDoZ4ZYtWz788MNPPvlEdB4X9kUIsayETjNjxgwnROj4M88+M8o6gj+ura1NGj2R1yilY57U8oqyKlssrMsRdgGAz+SfWjUZL4LZUhQf+kXTNBCqVbGtuKqqqqm9zcv6ycHmoshFKBOV2/gxvyfYE+jn51DijLkuyivKq4qTTAxHh/KPic+XuGMfQHlleTERdoRRhmKEuLSstKoy9nMv42vytvEXtBZb+JMccEkXKuiPiBcsYm3ltq5QHwB4GF9VVRVecJPZVFVVhcsjFFmjH50JrGXFfMtZ2sqMKh2JSyxZrVbJW5OlhYrLSnxcAAC66f6qqqri4sgjIwoST7vEFlurioryqtI0bAaO42w2WzwZqg9Eg1otrI0i3nVlOUKcmTJbzBZ/UeyhbOWlrm4PAPhQoKqqyuYiXmtFuZI6kw4qxjtLbCUpbHU9VCFXiA0bNjzyyCMdHR3z5s176aWXpk+fDtE2TO+//z4AXHnllZ9++unq1asXL158/fXXx0sqOoWJciMvADhDrsqqypLByDbgAIle6JcdXzlCLtaS/FNNjHQyws8++2zr1q1Wa+SDpChq27ZtF198cW1tbXt7+7Rp0zo7O8eNkygkVl5RjhnhrNmzJ8YVoS881DuaptVMNpljOo3JbLJYIiQ4zIb5SIr+4IDFYkH4w6QAjyFhsViwQQ9RyGKxHLWfCLO0YDD+vGUukjX0BewDgUGWYkuKSkymGNEpKipKOjFsZkQm4EwIMzyTKbaS5iKzpUjiOpTMatMc42cCDc5mMFMWUxEVvRQClHQ+iCK0BzPV5GoBAGfIZbFYQPjWDtqPLh67AEjTK3AuOkK1+4ID46pqY6Y84Ttqc3fWlo8pMpkDKMYzEIX4YMtmV6vFYqGiKymadqenu7ZiDBlvaSLUZZPZnJbNYIlCdL4nEKlv6aa9pD5nMpt6/QMIocnVdRSxBygzxUdCOUJOi8VCiV6rgqmSojNlMuV2q2cUbW1tt91228cffzx//vwXXnjhzjvv3LFjByRsw5RH3Sd6A3YAoDkmwAUhukM4xIle6OamTwDAx/gtFouklqUQ6WSEjz/++OOPP84fk01DVq5cuXbt2ieffHLt2rWrVq2S+OXQS5/Y1PDxjxb9UC5m0h4Y5GkiH0aBFLiOiIxyNsyGTw7U15RUkwM0ZgWkET2+PgSow9M9tWYSaYRS4gTCTgKGY376+a9slpKvTbps2YSL5PqS86XXRtiGgbzDyRV0IUBhNtzoaJ45fJqqhSKvw3AM7okYZsMiD/9XnXt5RkjEjLC4Mly3t/fc0XORTLBMp6eb5ugp1RNJHwmDWGfIBQCNjhYga8kK3Z97uw+aekzXTPsGPkNGS2Xai4bDgx1Bp7VsFD7PIa7H2+dnApOr61hhEBMfVRuJGlUcVPx+46fLp1wJ4p5u6dnqoYajgSPb03KppCieOs82TyLVIb4NU1NT0y233HLhhRcCwO233/7000/zfy2INkwIu9IHAg78TsUxbu7OAz1HIBp1rAXZyCNcs2bN6tWrx48fv2DBgldeeUViBBk6OAT82/bA4K7OfbBINo4RJ4x3eXpBQOMEH3aXt6e2fIzoTyxiTwycCbPhOAeyXirL9Hj7AKDD0zW1ZpKwN14SskVWn2E51hVyH+o79lXnvqkrXhAyudhKDgQG93Qd+M6cm0AcLRk7xoVgTtjPzBw+TVWeCXmvABPEDjxv2Icfh3+zu7sOcIgzUaZYEA1icMgP/9nLBbz0+ftdIfeU6omC6CqO4TP3nSGXI+gka/SQv/WEva+fePeicYtwAVJhtlJmpSJXlEJ5wt5RZSPweRaxPb5ePpqUnAODWH4p7H4+fULRVL9s/+r3e/549ZQrKKBQBogJ3dno/XJDWi6lBJKMMB7Lli1btmwZALAsu2bNmptvvpk/XwBtmBCKVY8aDDjkgsh2de3nv1bJdjSqkKnKMuR2rK6u3rx5c0dHx8aNG6UtuWSH+lzrK1nArs69vJgjlzwwEOVhfD82ORq3sf5DnGFKRpYe7j0OACE2TLZi0E9lmR5fLwB0uLtAMaXjIUi7RKw3+nQ+2i9XocYVdG9u/CRapkR6DC5xeXLgNAj07+SWFnJKZLfIMEeTXy+L2G5vb3skTy72pgajtcf4z15OGe33D9Q7GkW3YzkO811P2Eskmwp+6w57fbT/d3tilZpTSM5LGbisXYgNk+osH03K9xwXCRN8vOhgkP9AkstJpwcbntj5e5qjo6sxtELQP/3000WLFlVVVT3//PP8mYJow4RwGHyACeJdikAQE473v/J2lXLQX2WZ3M0ia9jZuZfmaE/YK2fQC0d7o/M1R+Q0wjZ3x97ug4tGzQdhqs3hvmP88WDAUWYp5Y9jHepzKmogQD2+iEYIKnPaRDY0TGSDTEjQc4ATMLlub+/B3iMLx5yDZFbbE4qUIOAL1sittiTIMUGiN0iYpUnOZPcPcohrcLbUVY1niYJ5weiL5qNg5PII+/32LqHKCABhjsaXCrNhOfs5n6K3s3PPnq4Di2sXgJgRZuSDa3S2TKmeCGRNEJYWNQTu8fXxraTJ9+UKuflhDMcGmRAn/InkvZ766nl+GT1hb5mlVG3RPiUonjqv+vosFeq0jEvUpgOIoF+E0MMPP7xjx4433niDD5PhUQBtmJCgmgwteqcmKuIGjpVo0Fx6TReMMMvFD3OLMBve33MEeNu3jNeKJsgHyCsKjqBrS+s2nhGS+gd2zDhD7vEQiU7SSWUZZ9DNky2eEQrk92RSkKj+AB2t2EJztFxfcr6e53sNHy0ccw4ns9qhmNYSApULJeBMRP1SlmM4Qo/n2y80OpqvqLuE1AhjjxB50dKJw31+e6OjmS8zRtwu9vHTHCPHv73RSkMdnu5InbcMdz3z0f7PW7dFGWGsjLjINN3j7ev0dNMsTb6LIBEWG2bDSigDLljvCXvHlI3KhL5rGTc5KX/KNOLbMO3cuXPdunW7du0qKiryer0AUF5eDoXShomO1c5l4qoFiRmh9tJruii6TQlMo4WpE2Kl/mDvUf5rHww45KRXTD7iioYIPmxn0LW9YzdPxwkaysUoO0P2L8xlsAym2rh+fLevD4TMRq5cgGQICYs4Mj5Irgsdb/bc3r7bFXLLjSHkSoHYATJrFWRCe7oP4GnEPyMAMIglvbZRRthCXp9FrOhLxqsh+gr6/QM+2t/l7SaXiGxOyXCMXKBNiAmLxgvM0RkwwQwEBr/q2Msfk0n0IkbY7etlEdvu6SI19SCxY0VKpJycRBoG+HFJf5KPiG/D9MUXX5w+fbqmpqYiCv58YbRhwjuHJmRKiG5vvlGXXPGmFKALRkgi53VPMoQ+Xz8fDreraz9/ZjDokDPWiepGytE4R9DppwO7u/eDsHGBZFHHmGk0F9ShydnKe8gwOeY9akoo3S+3Psn31iC/B5ZjyVWSEyl4jZDm6B0de+TGkLInKLAcusOe3+z4XU+EkUtrhKQYy3EcH/3U4GwG4k1xBC+PzkHWNAoA9YNN8rdjCZOAYM640iken4m4ShJ2/2Cjs4XvGUm+I5K7e8JePtKvxdUm+1BIwDvl5CRc01Xq9RWOeSm+DdMjjzyChOBHFkAbJoQQ2Vgt3nL2zxPvBJig2rbeCaALRiikhoWzd0k0OFr42HocEeoKeiRJM1mMij+QNI0GmRDvWPqibYdoDOGYiQlKuTWNdnl79vccBoLSxVszJJ1AfjqwvWP3Dz96qM3dIVIpYqkUiJUjf95oJRrsfIofIxY7klVtdofc7pDn0S+fChGeOQCgOdI0ypF6PK8R2v0DrpCbNI0ySPAlSwa8uEMeXtepdzSRCpzwdiyxAURVWAV8Iu4B078Z+JyQrzr3AuH/YxFHyjHYet/iaiPnILD3CltlSXI1BCimOvAKfeY9oDpHYbRhIgptc6IPfyDg2NGxu98/IKKTWqALRkiiUPdug6O5ydkCREhFiA3Fp0l93PzFltbtIklHMobCGQ36P9R3jPQecYgjHDOx/UEQiByscLe3d1/PYRDkO9IgfCKRTZKfMF9YoN3d+cjWJ8gBDBezm5FsAITioTCgRjrFQrTaSSkpnxJwZrDxL4f+wcoxQkRyJg4bhBsdLWRUC8EsBTyYP+B/hdu71w82IQHPENyOkwktTtyVIhPmAd5pt7NzLwgMFQK5HheUb3V1cLJrKKSAcVN1hz2MIJCYX8PYgELSCFXhvvvuq62txf+tra299957czifFEB6FkQi7KaGjxmOtfsHiHK+BcEIyQ1eqOkTTc6WJmcrADBszCMlevAGR/Pv9rwwQOTNRKiYlEYYS1mjfSITK4ukLAYID8iNRniw9wiLWFwjjUOIRayQbMVm2+PrOzPYCNGgRwBwBF1C1SFG1lmhaZT8bASxZyDQFAcDkaKUosz3pGGHOHv39EAjSdxpwZRYUnzhE/4AwB4YJM8TPJgDgdbOAsBnrdt8tB9nd/T6+8klIhkbuZKimBpSb45fn0ywCp4R8r5wUi0mFxb3rHcEnQJGKDYvxy4rmqqfDjy27Zl4z7qgXECBEpOkyPc2TAgQweQEIhTNMZsbPwYAe2BATCc1QBeMkCztl/MstwyhwdHMM0LCI0WTn7Er5H70y6eCTGggMEhYzzgQaISRgz3dB7CuwyGOFtJE4ueSptEcNGnr9vZ6w77TAw2iFowk2SK1q05P97b2XUD4FEU5EoxI/ZKJsyejUcjPqdXV8e2N/+9vR14PMEGOCOgAebflQJRxYp2ezHCChI+49y8AACAASURBVBohGZhKBstwYh4siIra132ozd0RS7GgA5w83xUyAAQAXd4eZ8jFEgSF/Gv8sUZgkYU3jYbZ8KG+Y6QdmHx9fIVVAAiyIRGZiz0UYuW4GgL09K7nD/ceF0gD/OsjeWeBEpOhANJNQO6QnR17ePdzv3+ADIzQeDtdMEKh974A926ACXZ5uzs93UEmREZDkQ+7vWM3by8aDDpEOoooRWx/z+HPW7eT1gAyKEYUboCPCbqcG40QAPZ2HxJxKXIuItPZ9vZdIAyFkMwwgbhPpd9nx8Wp5QJqBoOOABP8+9HXn/7q+Vhv98hgaQvqa8f/xeuCWGsJs2FSyySJMoc4sgwC+RNWoCRJf8l8ybej/Sfa3Z00Ee0i5BkCKyK5ku83fnrrhh/cuuEHR/pOcHHmAUHUaPo2w7qGzfwB1pj7fHaBRiiV+0GzAk1d5GclZ0e+/TdOrNvatpNFLFbrAX8smolJQZKgvAPetxxh9geAo/0n+QMJy5kG6IIRkigwsz7/WTY7WzmEOMS1uNrIoH+SNGCB2hP2iV4wHsSff/X42z3eXmxjhLh4RXxMkteYhzDr3znDsX0+OwDs7xEwwnjrPz7u9HQ3u9o6PF34MXneQFyTIY4Fn8re7oO3b7r3q859QBgGWWEPPGxvJE1zoogVEK5Vi6vtndObgCDWolTfOL08phHSRIYGKdbEWWVjfzrWfyrIhNrcnUQuDS3Hd1lhcsK+nkO85CF4OkwsBGbktH1uWzu+4kNgCCU+KNQIY/fFKrJIHCTFO1ZIAclh68+8zx/YidZO0d0ubRtQjkJKushfkFYx8tX7oh3I/UwACS0oWqAPRigoul1Qu3B3134AaHA08/9tcrYKgheIh8UWsDAbiiPNUfoI3An76QM9R3p8fSSTI+VoETmOnxKX9bjcgUAkvuv0YCMnjFIR5vbFVoMnqdvadwkVX+nH5BBHrqQ9MNjr6//5F7/e1PCRXPg+9rAGmVBMZ0IcyOcR9vr63z29yU8HyJwHAREX2Co50jSKmRbLCRgkYSYV+AhZjtvXcwgA2t2dLGHdlcz6gLgXjXUyd8gTbz6SMyNrAYe4Xl/f563bgFDiw8SEOaJOLBBaNc0KhAmR41NQhVhADSPV9fhYKrlnSc1HWAAk6L333nvppZfwf1988cXXX389h/NRC0S01xaJywSdDBeaaZTkhAWmEb5y7C0EqD1SRQU6PF2khE7yJCxHh1larBESwYSvHHsbAPr9dlILpAXqkbRGmMOEel+M6wSF5VdYoZkuNttObw8AbO/YRbo5aTnFFwl0a1xqhIxIZGQ+pxAbin1yUlGj3d7efr8dAer19bvDng31H8TSeNlEnAm/XJbQ/GiOQcR5kd0y9qIhwgjb3B2MjHVXuAKCAEvi6cLxGmEmPBH9gQGaYz7jGSFRLoeMDBLVh4s8hdARSIp0HCewpgrTDSMKJVnfVfSxQKqG3zzyLH744YezZ8+urq6ePXv2xx9/zJ/k+xGuXr0aAK688koAWL169RNPPBEKhRJdS6/ghGFWmE7SAjqplabposQaac3Ivr6SOXR5e471n+rz9fujAqyXNHtygphJXAGEFsjRCIEgNWJv90HgjY3R6uwgpIki5xk+FoXmZxOkSZOsocUKM6Z5AhRkgiVFJXzxgRP20+6oxRiEVFLE701UTKTD6oKfCbCC1SbFjnB0boLq2CCOJeF2de0bWTrCRJn5u68/8/6KqVdF5oAYQYQqEimpseOYYooEtdBY4ZeM/+QN++sHGwGg09ONn1TES2jhCpAzIZ4uzMVrhBlIMOjx9wFAs7O12dlKhOfQZNE4YYQtHZ2ViLvHhCFO6PqV5JdkfdeoHBOD2qfb031g8dgF8R9IvaOJb/eTBUwfNuXc0XOVjOQ4bvXq1W+99dZll1327rvv3nnnnZ2dnVAQ/QiFYc+smYr1mMT2Bpqj8Vev3UeoD0ZImEYLKY+QzymudzSHCcKEP3UWsZLp2KSkA0IjW4gN42FkCy6Bw0yocuFjufI0GUWIDX/cvKWu8ix8hqyhJZLj+OTr/93/1/sWfp8fxiGE4+whrpZK7IeII6v0xfQhRqAPSSZuM4TYwQdtiyyHu7v2Tx82ZWx5pK4VmcYrKhsmMI0istQLmSZBRJNyXFwob+S/zlAkVyTEhnFNAJDXiUU8I4ylZuLpiNVOf/pEtz/SPe6Ltp14YuT6sCLTKNYIhQKK2DRKwO4f3NTw8b6eQ6umXY1fpXA7xQf9qni6bm/vO6c2LR67IN5HeLj3+P8dWKv8Ulpww4yVkowwvh8hwzCvvPLK5Zdf7vV6i4uLq6sj/UcLoh9hDKJPMkx4ly0mCx6j8S76YIQECsk0yucUNzqaw2ScISGhC+PoMGkQFQyLCfsBQp0iO4+Q0aHksUAjjF0wSyu8of6Dvx35pyPo+uWSH+OTwgqZrJBsoR0dez5o+vR7876NT5KdpISKryBXwYRiGiHWEsJcbLVF9yICXhhR5TaSowSZ4MHeowjBBbWL8L0w8RUNFmiEBJMTRIcSBVZIm48oj5B80eQK0DJ2b5EfJSS1l1iC3+OR6TIP4J6OZEFUkformfshElDEFm9ir752/F/1jiYAmDsyliEXjhf74spxKcSHTZ83OJu19zHIGqxW6/Lly71eb2VlJUVR27dHWgcXQj9CoTCKpAwhgrKCXEEwQmEMfX4zQhaxHe6uuqrxfjpwuPcYANQ7mvFDhUUSuhQJEHlNyNyAMEPYGNlg/G9BlF5GytRZT5/YWP+RI+gCgC5PDz4ZIh5BZC4Ls/SfDv6d4dhWdwc+SbIEOTYQpw/FQvMlVTEQmOYEhFikuOzvORJkQqcHG8gEFTI3gxRlhBGPgmAZyexg0iTACU2jZLV0UulhZIzDohUQsPn49AnSNKrNE7H2yGs3z7quzFKK1yTAhAjTKJnSygJI7HaRUVewhhxH7lQcIIrL9IAwcSgacBSDcjbPIfRh02d2/0C/fyD+r9OHTb5p1rUKL6UR54w6W9X48vJyr9f7/PPP//u///vevXuhMPoRCq335FvEe5sVCHkFZxpNVxhbrtDm7nzt2L9+ueTHZxyNPOFudbWPq4j0kSeT6EVklDAWiUtI4/+Q6pSAPhK6CHlM7g9MbrJWzRUnhAwQyV4CyiVkTu81fNjm7gAAvhYdD9IJRMuYRlmORSYJ3VpoGBRphGS3M1FGRwy8cdsRdHaTvJwoZSBX6oVDZGUZVuCqFMSPiL7kqMRDelXJNoekDVwUfysVk8lKtWdKY2WZj5u/2Nd9+LnLf4V3b4gNcWSkrtTDkpMXqX1x5XJif8KasYdwGwvrzCUK+k2MQ71H+SrqpwYb4v86b9TZ81Typ8wB9yNsaWl54YUXnnvuubKysrvuuuvJJ5/kzxdEP0JSNhXsEFIjlOtYngJ0EjWafltNloGL/zY5Wj5v3dbl7cGuHU/Yg7PZaI7B9FGsowgi7EXGOvzz2GcfEpQnllGVCItBpk2jeO8yHPvq8X9tbduJ42K8MpRLZP3f132IP2hzd+KTpG5Ey5pGhUSWEClIQowk9W/hWxBlYhztP8EfnHE0Sk6JkVl5Ut3nU0ij54XpE0QEKRAaIblKwtvJxc1KS83k0xHvXWtcJb54n89+3H7qka1PkK2sWLLQtuBhJVm19HuJ/4lkpCgdZxpVy+YRIHtg8Mv2r/j/8jFKOgTfjxAhhPsR1tbW/vWvf926dStC6M033zz33HP583w/QvxDmqYBIO/6EWKIXiItbfYvkPSJGPLUR9jiaj/UewwAGp0tLGL/efwdstwz1tIYjiXr8UsaixhhuhhprJOr00/uA7n0MrKyTNpThh1B5/b23QDQ6en+wQc/evHQy82u1hjlEnRblWWEmLXjypwgavIn82iceCVjGgmbTCMUyZsiNR3PfJCI2SH1cmHiisCsJ8wcIC20kj5CsbtUwe1EplFCamYl9lIsfSJNUaP2aHrokb4TZCtpwhzKyEWNxuq9AWJk1pBD0mxaaC0XbCfRSCVS9avH3v685UtcYAE3h9Eb4vsRWq3WdevW/fjHPx4+fPgbb7zx4osv8ucLoB+hyEcoaTMgdxSr2UeoE0ZI5BHmZ/rEgZ4jW9t2QrT56odNn/OWFojIyJgOMkR6GSsXPkBeWTQMIyRsUI6PRfSR+EUG1e6TA/VvnHwXAPZ2H+S7TXV5e/FM5CiXiDhikOEhIdlqMoLHlFwiMiKR46S1RlFOAidUUCSnJJvBiaQ5k8gEKllEUY7og9j6l7zoNjmMrLkjGSyTAiP00wGeXWGbB4tYvD4Mx5A132P2D6HQI+waIe4ggX8uacaXk6vi8wgT+Fn4zq57ug+sPfJak6sNOxo8RIyurhDfjxAAli5dun///sHBwZ07d86cOZM/WQD9CElBXZRtTNpy8E4rFNMomT6hmbfnBAd7j27r2MUh1OntBgCao/kvDQBYxJKmKkEeoVRZy/j+W5KNk8jAGVG5lvhrgvASaXfEnhqoP9Z/6mj/SXc44sBwBJyY2JE6DanhiTRCDDIgNizL74WRKVLXidOHpE2CcTq0iinJazOxr5cT1xSNMT/yS5bz3YZlbOAi5UlSghRKzRIJ9aooyN7ug0Em+Nap9d9481vff/8/Dvcdx3/yMxFGSAu84AJpQK5QqlqNUBh4LBb7lKRPnLCfeevkem/Y95sdv+MQana24mviB8lfFEA/QvEWlco0JW08BcII87epNAI0GHBwCB3uPTYYcBzrP4HFZNK+Fwu4R5I+G/E1lZADuXpjwkxzmVukb5Hfa/gIovL1GyfexU/qpb34tQZl/HyikgIYQRmRP4FGKMm9GIH6Ja19Qpx5TdWU5PMZBJGiwvMo/icIEPlzEsLbSWuHImKBwQiLnEXOphROggD9+eA/jttPd3q6aY6pdzSdsJ/Gf8VaGinqMcJQHcn2WCD2cIu6T0jZQhhSNkrsI5R+42+cfPfEwJlOTzefjEtWLQjQQcmf5BcKoB8hhkjII7uQ4veLQN6iogy6YIQk8itqdGvbzo9bvmhwNPGa0JftX2H5ncyDxpxA5LWSI0Niu5+UYCuXXS4uwhlFatF0iXFqoP5PB//OIe7MYAMA7OyMdEgBoQoljOsR9kyQonRyplQ51UGUAiE8TybwSX8qYkaVzBwnJL5y8boxBUhUSJpUU0Q/kZye0hWQejphCqNk94kkO+HUQD1v9vyidUe9o+lo/wlHVMIj0xhwaKtICyf1Ubni2oKYZ1HAkSQjlFGRI/eV94Ae6TsOAB2erm3tu7q9ve2eSEyWj/aHpUrV5C/yvx9hDCKzP3GeS02kk4QuGKGgH2H+MEIOcX89/Nr+nsN8o0EAODXQgPmT0KsU+XRJYxEr7dgCiNczpIYJlQMZjVC6Q71WaQMzs78ded0b9p0cOMMTR74yJ/8nWUYo1mkkKR1pSpVJmRA55KTZAGmIltaZIJ6YSntkpa278qmN0gZq0UsX8AOpDvKQYAXkG1GRYyTSJ9RU4/yo+fMv23ayiF175DUAONp/MhBtJUjWNgrGNEJC1BNWFRB674gHZ2XtGZLTC8tsJyausozIxfDc7hc6PF3rzmzmzx/sPYr/RBRhLwSNMO8hzh+T+bqlXEupQReMUJWImnPgj/Ojps/b3B1H+k7gkDNP2CMZIRISFPQijHWyOkpytUmQVCdDdjOhEXZ5e/565DUAODVQv6trHwDs6NiD/4q7AZDmUHnOIU3phKZUaX1IXDdARiMkCLG0zgRx5jXJQcLHUWStlVxkUaV1RsahS0LokpQtMif5W1IBTcFHyCFuS+uOT1q2trk6+JyWM4ON2DLpJUS9mEZIaoFCR4DsbhdkwQqdAkk1wjj7h6g8Aj7+rPXLNnfH7q4Dzc42/kyLqw3/FYut5Is2kCsINEKZ+LW43jX5rxGS0L9p9Lnd/8M3e1tf/wEABJngkWjUgCccc4xJMkLSWMfJSPEQ93lLvuOwjLuIVUAftWyaAz2H3z61odHZcqA3UoYYt8oEwiAsDO2TNo3KUTq58QKuI6SY0lGjKJXVTj4lhYEeUvcSuSpZmZ8Lp6fIBi7NdzkuXiMkwclwXw5xnrD3YO9RR9B5sPdoU5RneELeWFwJafOI1klgWEbgxZGJkSYhp+ZyMvKNnGQQHyxDvv2Xj74JAHu6DmDlj0yJwbmJeVRiraAhUPXk7T2FZRoloXONkEXsltbtD3zycJe3xx6txsT3DAIZcyiQSaBCCV1WRmaF5CDZGKGFTZopaoxI2tGxh7/y/p4jDMf+dvcLrmBE+bMTVanwCpDkO1EuoBSlI0l8OM72FfmtgqhR0ncoKvFFQpyZnmxKcqGbcQ4/OTGWcJXJPJHsrQX6tGxCPXFeoJ/xB0oSDP7vwNpPW7Zua98FABziPm3+IvJbQO5QpDwCtpECsQ5hmfQYjpNeEEjg+JR5KEH3zXgfoSBNiBsMOH6947enBxt4jfaY/SRWXskKNVgRpGUM1PqEZBsmDL4SPVmPPudIYUpyIqw46l5bS0JdlFjTc9RoiA0Xm60DAUdJUXGZpbRhsDnABANM8Le7X/BHCQE2jZLxbCQIGVmRaVRkP5Q2jQpk4QTkODqHVIsR8/j70dcP9B6+f+HdvP53wn66yBTZPGRzVHJWxPSkcxXk1CYSQo1Qtg2T5G9J44modprcLRK8FIywgmnIxu/IB0/KmUaV6MQiMxE5nvTSxQ8gP7dt7bsuqF1oMVs21n/49qmNS85ajJ+ArPWDW4RLPqBoMUmdTF4jlOH0MmqunGM1fhsct5/+7qZ7PWFvbXmkxqE37CstskUfJCa2Jn7pQXvY25kl36FtpLWstkTJSLk2TBgjRozA/+oECqckDpaRCQTTSNNI6IIRkgKCrhghh9ATO3//60t+/knLF/84+saKqV+vqxzH/6nL2xNzlkTtgUlpKK1A+QBlOop8Y94k3SdATfqEM+T6rGXb5XUX1w82nRlsnD18xmC0cKhkXExSxKVPJFmxBOoCPk7kkJOqfJ3gFgksqBiynEmBiZUTl9aUVuXlpieXUC93O8lYHpHciQBRQAHA34++0eBoXn32Dc/v+zMAHOw9OrVmMj8Mi3qQTGcSRwYR5+U94koZWzziu2+Sb6/T080f7O85jE/iVFflpGbwhKdpfbfCwRpRe8nwydeNjT+vvA0Txu23347/3bhx45o1a1paWmw224MPPvjQQw9dc80111xzzfe//30AeOCBB8rLyx944IH7779/69at5eXlF1988TPPPDN27Fj+di+//PJPfvKTnp6e+Ou43e4f/ehHmzdvrqqqevjhh++44w6EUE9Pj+SlyCklAmnzlPcRku52jZVYdGca1YmPkP/AdnTs3tq283Df8TODjX468NbJ9VvadvADnEFXCnUNRN+5vEYocqQluZRsMKEMKVE4YRax/7n9uXdPbzrcd5yf6lunNuCndkaJo6qCbWrVL2WGQWltTzJUJPEtRB0PJCHkRtLHctGnouszMk8kNz21ueeSZYaEsWnon8ffaXN3trk7GhxNrx1/e0/3Qf7KfjrQE5V1SOVJOQQx0grFPvmmIpKILygouaOw0AYFFA7Dt2Hy+XyVlZWrVq3CJdYwfvvb3+J/H3300dtuu21gYOD9999/5JFHAOC222578803AYBhmLfeeuuuu+66++67b7zxxtbW1gMHDkyZMuXuu+/Gl9q9ezefoR9/nZ/85CcA0NTUdPjw4Z07d/Lj5S5FTikBhBqhbNRoGlPCdKERCsMHtJZP1Y52d+ebJ9c/dP69b55cBwDrzmzGKVMt0ZCzQEph1qJi+co0QmnnlmRVGkgUTKjCjEBzjCvk3tTwEd+YG7fnJhsqpeZNUaLsykEutCRhOrlEBGOCKXEyqy0HRj5xRTJIVTRVuTJAsreTU56QdDUy6cKzxAS6vN3vN37a6+vnOw/THPPqsbfxX0lFMAXEVRhX4CNUkBUj/G1csIzUW3aFXPEnlcM20jpiXpZaN5SNU2QXxYhvwySJgwcP7t279x//+MfWrVvD4TAArFy58oc//GFfX9/+/fvnzJkzZcqULVu2bNq0Cf9k5MiR+Pixxx7j/xt/nfXr1x89erS0tBQAfv3rX//lL38BgASXUgZhsIyyMDeVtxBAF4xQ2KE+ZxqhI+iqKaniEHp29/+eGqi/dvrVvD9sR8eeMWWj+DGD2kiDMLFJkY8wgXMFgyQlcgxSifR0qPfo/NFz3zi57q2T6y+oPa/V3c6f39t9kD8g4wtSg9g0qkqbTJC9Ll1iLXlADWjjzfJmPRl7jkzvLdGl5G+XQHmSGi8RSyLYIRvrP2Q49qPmLUsnXMSf6fB0EdPTFDnCChrlKDSNCsvUqdIII7+VlD9UvNN41MyqqJlVoeUKaUTSNkySuOmmm6xW66233vrUU0+9/PLLAGCz2a699tp33nln+/btvIG0pqbmyJEjkydPBgCfzzcwEAuCw5ws/josy2Lfltls5g8SXEoJhEYLZV+uNg1KH6ZRwkeovaFGamh2tt7z0UP2wODnrV8e6TseZsP/PP4O/6cwG+6NVtBOI5+Wo5Wg3pHGytjHORkfoeSmefnYmw9vfaLL2/PHA38bCDh2de3DGdN9/v7oRTQRFIgT4VVdLkFwbNKJyUWvgLL0CfnLyrkwpTVL0dtkZfyFcpBTnuRWQJgiKcEI+ZsGmSBW+rXLOrE7EjVBEqavJOgtpUIEjKZPFCaUt2GSxCeffPLII4+sWLHiww8/BACGYQDgtttu+9vf/rZ9+/brrrsOAK6//vqnnnrK7/f39fWtWrXqqaeeUnKdFStWPPzww4FAIBgMrlmzhh+m5FIJIXRjK4ulUHkLAfTBCAlk3zTa6mrv9fW/e2Zzt7f3oc8fw/Um9kdJAwhzeNOFBCo/K/68VZAD4XVk0yd4rnB6oOEfR9+kOWZHx56/Hn7NR/uxZWwg4MA9wZXQaIUQ5jtLp0/IQej+FEW4JPut/DKKHbcpa4QouR4vcosqiRqVvZ1I35XpvxF/fcnnGwiok9mVQKgRIjkhUq4EhBJGKK6rkLcNTZNCeRsmSTz55JPLli2bO3fuwMDA17/+9bvuugsAli5d2tXVdcMNNxQXF/O3YFl20qRJZ5999sSJEyU9efHX+cMf/hAMBsePH79w4cKLLrqIL+2t5FIJQL7DBLKpXMu5FKAP06hM7aXMIciESoqKaY5Z8+XTu7r23jr7hp0dewCg2dmKU2ud2vwKSaHwBTMKIkpk8wdI0iPwDPX+34G/PX3ZoxsbPtzU8PGW1m1zRkaadpJlYlSFg6YAucwQOSTsPpFEHkzALMWhvOqmJFcBTtZaa6Ji0qcwgjS5HVKt8qRcZNZoPJREXMNk6QdUIsbJ3yIuarRAdcKHHnrooYce4o9x1CXfhknJz++9915cd5sPbwEAs9nc0dGBx1RUVKxduzb+t6RsEX+djRs3Pv7446+88goAnD59etSoUQkulQLkij2BjOU/NeiDERI+wswxwgAT7PR0Ta2Z3OBovvfjn106/sKLxi3a2bkHALa1fzUYjGQF9GarM2fCWhvq1B1SFxHdAh+TBOK53f/jCLreOrlhV+c+AGh2teGcyEyzfxKc/ApIQs4VysmU5SWRqHyBKOpEDSGVrYoi6yOU/VwV0X2ZSCg5D5xkhm7WWIWIw8nnh8jGNifNvJZs5WEgm9i+ffuLL77417/+labpn/3sZzfeeKP2a4oKI8ule8X3HkkZujONptEKx6PD08UHTL97etMPP3zojZPrPm3ZGmSCHzdv+eeJd/AYsqNHeicgB1ZZrQ259qTC8XIaIckIY+BrZK8783722T8JteqXvOqQ/Dqc/OckKs2c8pTiukzIRI3KXUpGmlEyJoG/mbg1nl6uGKFKjVBBsIxwvGzUqIHMYc2aNdXV1dOnTz/vvPNGjx798MMPp/f6CWRTOaN6CtCFRijnNdFyQZqlrWYrh9Cvtj3rDnt+dsED75x+j+aYPx34+9SaSfywBkczf5AJu1BSKEwxVqKjyKnRibsc4wigXCGB304SCVSHpOQPAVLiTlcbyCqvpMpGjZqRtPSpRASUC+NUwr9jwTLZ2uyi2TIyu1Tuk+cQR5qRkyK+1qiBLKC8vJy3i2YISqNGC8FHCGTUqCbG3upqpyiq19f/sy2/Hl9Z+62Zq+odTQDw/L6/DAQcAIAANTox/8tl8r6SvAhQmk2lwDSqP0lZrjGvHOQfU5Eap0TGYpF00yv1U5KpC8WxyGRJfXryqr8SUYBnLVm0eTAJ/osha8/gWDNlVnM7PqHeQEFBrnwgJMqZVg1dMEKBRsiq1ggP9h79tGXrjxbd8+zu//mo6fMZw6bWVY1nEdvian/52Jv8mFZXOx6fE/1PEnKkgYQSRUFOepBLqNcJtNghSSi0oSlaSbUaoYwcmiCPUMlXLXs7DXEl/DCT2ZQ1kUj0REpqyJFQK+NHxuvm6zaQFiSoEiwYVgBFt0kk9ZScHmyoqxwfYIL/tfdPw2zV105b/vMvfh1kQiziPmvZyg/oiraDyInrSzm00D4lY4RFt5XPK0tQ6wSS5zqKuJcSJ5xa3kxWjBNMKYFGKHMpJVKRnGmURZxJQUV/FnHS2mhmIFoB9T5CtTmdsiXWDOQvFH6ShVF0O3Ys6rhmoigzZd7dtd8ZdF04btGG+g/WHnntgtrzzqoc90XbDgA4NVDPx8J80rwF/zaNScEZhZLKHcrSy9TlEeoEWhxyJJT4CEGZsUF1ZRk53izD4xOEwMldSjBG3jRKUcm/5VxVq+AhqxEmkG/UvAvDR1iQUBIIBoXhIyQfs99v/6Jtx6SqCSVFxY9sfbK4yHrfwu8/+uVTITa8bMKSXV37OIR2du6tsp/mx5+wn+EP0h5umgUo0/YUGPRkwkqF3Sd0RyDUaoTy+lDaNEK1n5Mcc5VtzKssi0P2dlJdriBhuNVmVAAAIABJREFUDI5oGORuJ8itv7xWrVIjjCTUpzA1A/qFwq+7EHyEZB7hqYH6x7Y9U1NSdd6Yc/k4l8e2PcsXdvmyfSd275E98PIXSsiuMj9ierwsWYbCLR4bL6/4KrmKMh9h6gn14ikl6wyVwvRk42Y5DpkUSM1cLhMM5Lw4CTRCVdePb8ybMg4ePFhRoZfiokMN9fX15H8VGmk0Rn7ogxHGwRF0fdb6JX9M1PksNGFPiWlUicVMjuEJSIn+Fo9NmN0RjwQaoRJFQInKpTCUV3BrmfNqNT9NNnBldQByrBHK+QhltGrVLmQuPSXWpqyYufrfvqPxIgBAASW51OWWMh/tT/wWLCZLqcWmXNynKFNt2ehObypNE61mK0JITqTDGFZSg9OOlaC6uEpVdQ5yuay1NnxeoQOlEEyjktBVh94MQUsgjJIxcpVldILUKJ3EdThOsudR3M8Vpk+oCpZJ4LZUNw0tkVOcgiJzkOvaK3JyjKxWLdPKSg7REmtaMeyb44Z9c5zmy4CJoiQ3wYqpV33UtCUx45lQOe7qKVf++eA/FN7LYrJsvPHVq9+6OYV5zhg+NUAH29wdiYf97IIHntn138ove+/Cu17Y/9cU5iOCQipRaJVlhhSUvDxFjFCBRqhHRqg6WEY+RDNd6RNqrbUJ0idkOJM8O0/dYcwqqMMHMS+avkyjsuUgZNpMyl4/p/puPOReCcsl73nJqAwUUrtvhfNJWxqu8LLpkbo4xClRigpCI0we+F2YSGqOAMXZb9LnBekTeiEQGCxiKTXvXs6UqqRBByjOWE/LMiWsC5W6RpjABq7IfJTTBAO59ZfTqtXKSZGvQH/7XAQlTItV2aFMYeC07HzSJEcKx6ehRpjyWxeCRmjRd0xH5pCuPEJZ55m+I2nVRqYk8LopUYgUmkbTIjEkIOLybRGTS0Wyt1NoPsppx74EqSZy51VNNaoR6h0JWmPGxqg00YOyoGi5+aQr6JqExq7Oam9dCP0Ix6DMtvvRLdKWPqGg+4QOoZbSJbxOuirLqCt/KocUqIAWqUVdQEGOdCa1KoJaLSdfEuqVlNhlOZZT4PQlkXL+WIaccEpM/QqhxViiELpghEPWNJquYBk5AZMsyqBDApE+9UuRM0mJypUgvUEVUrALpSzRg0paljvTqFrbWmF2n1BURl9lGV7QwHgYhRqhyuunMbFbSxlehdAFIzQNXUaYHtNoAhA9B3RHIJREDSiBws4Sin2EuWGEcq4yJVBoZM6t8VAu1kkOKfoI9SfwicBwjAIfoepPI9MaoWo5RoNgJ4KyFs35zwh1SKOzAy3+P4XA+0OHS6y2C24CpCvsiEFMWpYqBaqkJGFUDgppGZdTnUntmqQWwavDfS5CJqKXQYPErNRHqFKO0SLYiS+lxJZTABqhYRpNAI2mduIWuiMRaoNlEkAxk0sCVl0+vSxSiHxJoe9K7LcKlAzItc6kOv5eZfoEXwxB/1K1ogrDnOqNmLIglSGNMI0BClo68CiEPhjhUIWSTyJdGqEOoSX5SQRF3lZFRbfTM6UUll2rj1DJLXSZUC8HllOXUA9p3VGZgxLRllVvmUhZkFKYMqT29aU1fSI9sRQJoA9GaGiEicZoIl569xGmaVaKShMoq2GWFkqagl1Iy5fMcrJNLQTDclqWWn20BaN20+o8X4iHEo7CIUVubxKpp0/I98gUXD93wTLp6tKTALpghJT+aHR2oKjWqNZgmcjPdbjEDGLSNStFurVMlwMSatswyV9HvUao4UUrDBfKbe0VtUUTU1jDdMUhZxQKOYRaDS9l05FiH6GuNUKNLg1dMEJDI0w0RlvwVSxYRn8EIp0+QgWrpDRqNEcLpdEGroTNM3mSaccjhe2RrqDfjEJh1IlqU2TKplFldnWdm0YLQSNEQ5UTKooa1RZ8RSgKuiMQKdi+ZC+lYJUUGlhyll2g7UWryLXSn0gkCQYpKhhEIo1xyJmDUo1QLeNJVWLmEFKUn6ByPmmsLKMsvCj/GaGIRs8cPi1X88gylJFmjfQRp0/ojkKkMbQhXUbmdKU2pgCNqr+yuNn8SDDgkcK7yAuNUCGHUMsItUjMmcjjSqtGqKgUhpZb6KPodnTr3lwyc+7i6ydUjrt9030I0MjSEe6Qm+/KK9fTJK+h5AVr1Qixj1B/i8dwLEeH03Sp9HzJDMfmqv+XRglaWXJIPplG1VaWgQin1/vTZco0qmH/ZCJYIctFtzXG5uhCI6SiltFaqvyS8RfUVY2/d+Fd59cu/PkFD1xWdzEAVBdXXTlxKT+msrhwOkdno7IM0q9GyHAMSlNombIvWZFcmatl0mjbUZ6TqkNvsSRYpDqCl+VYLpwe0SpzyJBGqMWioEgiz51pVAk00kldaIR4s1PRw2/NvOZbM68BgPmj5y6dsGR8Ra3VbDncd7zCWnHPuXf8ZMuvOMRNrZnU5u4MF66+yEOrohAjr7pbHxZxXJrKTyj5kpWKHfkaLKMk8CoPsgswOITkGm/JgeGYcE9LZqaTNigk2VkLlgFlIZc5NI0qgUbTKJVz8fDpp5+e6pnus5gBYIKpYuSoyXIjESC+fZ0z5Orz2euqxnd6uh1BZ5HJXG4tdwZdUIgc0Wq2hBUEBMphxrCp5dYyANjfczh9k0oPLKaiUrPVRfu1X8pMmTSWluBRbi1jOCbIhLRfSi2sZisv1WUOEyrHjSwd0ehs4T8W/aPCWu4Je5WPnz1ihtPR1cV6Mjcl7aCAUqLpVhVXuEIqHmRC5VlJu8xrQbml1KvmUy0pKgkywczNR4RhJdUXXnfOiBnVqf1cF4zwov6vm5Alt9MwYMCAAQP5i6m3jR2zYHhqv9WFj9CAAQMGDBjIFXThI9wx6uX6SgCAm6zTLrjkuxqv5mcCFFC2opLDfcdfPf72orHnVlrLP27+AgAqiyvcaqwNekBJUbEWS90P5n935vBpCNCDn61J46zSgmKzdZKl5lSwN9cTieGsirFhju7z2bN/a5vFFqAz26H6m1O+dsXES/929PWjfScyeqN0YXzFuHZPp/Lx95/3/TNHP/so1Jy5KWUNE6smtLjalI//5pSvbW78JHPzGV02qtfXp3x8lont2cNnzK/7Tso/1wUj7CttaqxEAEAXV1ZPL9d4tWqIXGHp9PPPWTSzurhqMOBYH9pkKyq5du7XH9v2DACUWmw0y6TQIiD7sJiKtIRRcBPo6nHlHEKNexvJ8xOrxre42jXPThMsJovNOrrRmkHHhlpw1QzN0h3mruzfWqPEowTesedXTy+3d/c1BhuTj9YBUDXTRLWq+MEEzt/Wky9PlxhFw6hGpOJBPGMXN/Zn8MED5b4uc4/y8VXFla6QO3PzEWHEiOqiMnPKP9cFI8QBjVS6/ZXVxVUAMMxW88aqF/kzV05cuqV1+3XTv7mtfRfvW86yU1ctNObHMMLOOxRQ35q1atHY+Uf6TvCM0ESZcpU5xyIWZTe0LCnYNBXdTgFp7N8mh9zWGk0BKUQqKqkfnRdQUjNPMD7Dn5LOo0Y11qPQhY+QSJ/IOB5d8uA71//tu3NuWjH1KgAYXTbqyomX8n8yUXqs9KaRbPHbEV/ERJnuXfC9xWMXnDt6Ln9myVmLNc4wZXCIYzNP/VWB4RRV4s8EstAwK1JrNG/4oGpmkMPXl3aoziPM8KekujFvtvMICyihPjuoKakuKSq5eda1/+/c2//8jd9dMv4C/vzCMfOzOo+sQET78FIvHHPO45c+fN7Y+T+74IGSomIAKCkqHl02KuvT0xsjZNhgGtI59InoaucNJ8xC5ybdQm3SlN40QrVCjEZobGCuC0YYQ3aluW/PvqGmpOqC2vN+ceF/TKwa/7ML7jdTZgAwUdQwW002Z5I5sEKNkCK07kvGX/C7y39dYS2/7exvnV+78P/Nv6Ou8iz+TyVFJdmZHq3NoJF2MIjlQpmNWMkhJLtP6NMQwiOsUgthUdo6XOYcqmuNZjjiQS1jy7IFXqNGqAsfYcw0mqM9/I3Jl39t0lIzZb5p1qp3T2+6cNwiV8g9GHBA/mfoR4qJoETm5+/MuYk/sJote7oPAMDXJ122of6DLEyPZllI3cOdfjAcY8ofhUktInZy4fMtHrtwV9e+3EwoGVLSCAvENBpWGTmlN40wyyiEEmsAiCfQVO76MfG64A/PveM7c24Ks/TbpzYc7D0KAPNGzTnUezRXs9IOkY+QSij+Xz3lirHlo6fUTGx2tvGMcEzZqB41MdOqp0fpi2zlsB9hFiDaDA+dfy8F1JSaiZgR6k3so2l1UWwMx3Kgrx2VMmi1jDDDpshchdQphMbygbowjRL9CHP/EZZZSmtKqu6Ye8vSCRddNG7xjTNW8ueLTHrSXBQjag2LILGgYabMC8ecU11cNW/U7CsnLqWA+s6cb1lMRdHfpl9MoXVGthiOyf0WzBgYYdTo6NKRK6ZeNWPYtJqSagCwmIomVk3I5fziQKskCAzHIK5AXqBayq43d3uWUQg+QkpHfDACq9n6q4t/+uiSB2eNmM47Uc4ZNScfeWHUGqZII8QwU+ZHlzz40vI/XD3lyrqq8fzJCVVnpX16tJ70D+DDDvWzC9ONCK0UikUmivrOnJvGV4771SU/G1cxlv+LidIFZVALVqoNUw7tTFqglq5rqUhcANBoudXFdifIdG4nIoCJMpVabCNsw55Y+svb5958+9xbqksiFV15O2peIC5QUMUST62ZbKbMK6ZedVZF7dcmLls89tz0T09vplHEcoXOCOMjp66dfvXfv/m/F591/vRhU/gzZ4+YmZMZagTNiqNGx5aPHp6fgW9qBbK8KA+SORRC+kQMOtMPeFw0btH35q0+Z9TZ02sinTHmjMwbMqHKNCqJ66Z/87Vr/vTLJT+uLY+oC6PLRqZpdqptX1kArSdpLL2QY4RmysxbO26aee2kqgnzRp39nTnfwr/KI42KQTFGuDBUds+CO+9dcFdFAXUwTQCdB7NkGmwBJNTjDy1XUaMKcc+CO6+dvvyicYsWj12Q67koBZ8Gq9Y0KoklZy06q6IWAPhaBGmBDrkOo78ppQt0Mjt5SVHxY5f89LGLfzIxag8vt5ZVl1Rlc5JawLCxwkBTaests667ZPwFI2zD+DNlltLcTS3jyHLent6gL41ww4YNc+bMqa6uvvTSS8+cOcOfdDgcK1euHDZs2DXXXONwOOJ/FdNX9M0JJ1Se9aNFP3xq2aOjyyMq0cjSEbmdUlLQ8nmEajG6bNRr1/zplZV/vG76N/HJYrNVy/RY/b3xAmaErDCPUHIzTKqaMMI2bHTZqJnDp40sHXHDjJUVVq3lf7MGWqqvMi6idEHtwqzPKHsY4sEyOvIRtrW13XbbbS+++GJ3d/c111xz55138uefeeaZurq67u7uCRMmPPvss/E/xJ9jly+N08kgzq9dWGy2minz8ilX5HouSaBRUIrHhMpxFdZyXmOwmIpmjZih5Wr68hACAABXuIwwqUZI4oWrnv3XdWu/N+/bNVGNUKPQkwWQplEqurmWT7nywcX/9sJVz1464SI8Mo/svQqhtvhAgUFHUaNNTU233HLLhRdeaLPZbr/99tOnT/Pn161bd9999xUXF993333vvvtu/A9RVC3wZ7ZBd9pQaa34n689/d63XvvevNUWU6SlsD4rdKQWNZoU3z/ntltnX//TC+4fm/WqbAZSRtRHGEHirYBjpKfUTOIPzta9a5w0jeK0t5qS6mumfWPOyJljy0fzZyqtFaUWW05mmDmE2TyhnpmBxnjvdCbUL1u2bNmyZQDAsuyaNWtuvvlm/nxnZ2ddXR0A8Hph/A+56Jbts/evWLECn//Tn/5UVlaWxhmmEaNMw8PeUBhCo2zDO309ADCmdHSXT0WbkuzAG/A6HA4vHdW1EUhap9ViTvnMOeUzAeBET0TcKS2y+ZmCLU5WGAjRIYfDwdAR1cHj9TqsyTfDlWMuQTTX6ulYMmrxgZ4jGZ6jJngDPgvL8LWKWBaJtvpwqJ5YMb7F075o9LmH+4/56IIqKhuiM9vDS+dAgIKhkK0kRfkm/ZVlPv3005/+9KdXXXXV448/zp9BCPGKCEKIZaUsdaaIbFpSWv7d78Ya81ZWVlqterfGfGvGNf914C9nVdQuGj1/XcP7uZ5OHExgs9mYosiyU0DZbOmUheeNnr2u6X0AmD9qzs6uvWm8soG0gwXOZrNR+HMrLlGyGabYJk0ZMQkADvUdwyetZqseVRBTLAcLAcQ/3Z+v+l29s6m0yNa8q9UeHAQACqjCyBzV2IeoAMBB6m6gdDJChNDDDz+8Y8eON954Y/r06fh8bW1te3v7tGnTOjs7x40bJ/HDqI3Gai256aab0jilLOC6WSvcjG9y9YRWl44azGIgCkpKSsJURAmgTFRJSToLal82+ZINjR86Q657Ft5pMEKdg0VsSUkJZYo4RIqtVlWbYcqIiTzbGFE63EyZen39mZlm6kAUigXLIJB8urljZgPA8NJhTa5WABhmqx4IpMFGknMM8fQJAEAaHH3p9BHu3Llz3bp1GzdurK2t9Xq9Xq+XP79y5cq1a9cihNauXbtq1ar4H1IIC3F5KZrdPvfmS8ZfWGOLpNvz3YB1gjRGjUqCAupHi+95dMmDI2zD8ck8KjgwpMBH2KfsMB5ZOmLJWYvPGXX2LbOuK9VlKgJN9FVOnJO8YMw8/uDCcYsyPavsIL6yTFVxZU5mkitoiZtNp0b4xRdfnD59uqYmVseB/+TWrFmzevXq8ePHL1iw4JVXXon/IdYI9RhEqBgzh0/jD2aPmLGzc09uJ4MRySPMGCMEAJxzVmYp5f0uY8pHdXoknMEGcgstZYZ4PLH0Ef5ga9uONE0qnSBJYeLq4d+efcPoslGbGz6+oHbhpoaPMz+1jCOeDcwbNXtb+66cTCYn0KITp1MjfOSRR5AQ/Pnq6urNmzd3dHRs3LixqkpCW4opgvnMCKdUT5w/as4ts6776QX3861u9QBa2Hkno5GtV05cCgAjbMPmjTo7g7fJLvQZDJwa0mgewFn2lXqq20ITjXmTVqm6ou6S31/xGzJLMq8tGfi11paPuXHmyqeXrfn6pMtzO6UsQy8aYTqQl6ZRjD9c+QRPN8sspUGVXVQyhGi9CS1F1pTix4vvmVIzMcSGBzU4XaqKK10hdxpnpRHVJdWOgDNPjfYi8JQCq0paePyEaA/n6cOm7Os+pH1uaQHD0Rwu0aCsDQXZgntE6fDeTDYdyw7GlI+6f+HdAHC0/2Su55JVaCk7rosSa4VAYwCAoCyV1grRQa6gKodaO1ZNu/qmmatwLSu1TQxqSqr1ViJ5cnWd1WzJ9SzSg3D6pKIbZ6xcNmGJiTItn/I17RNLF8IsjfmfwnZMteVjeV44qbpuZOmwzM1NOxRq8HgYqewWdnk5HlrKjeqCEeIPsjDkbgAYUx5JMx9fKRElm02oyqFOF7C5rEZxmcqxUDa6bOSvLv6JrUgvmc7Xls2+fe4td8y9VT9T0ggmfXbyYbaa/7zkZy9e/Ye6qGqYHSR2OjAcE2vspayCf5HJfNPMVZXWit9c8nOdv2iFwS9Y2B1ZOhwzxbHlY9I+H71V5wmzec4IcWUZCulrZVPGpeMvAoBZw6dfMv6C3M4kEiiYyWCZePC1uQGgtnws7uubGKu4KWuX//f80XNtlnRmd2jBnZULvjfv23NHziqYKiQIEFmAQ/tmmFoziVQ1FL5rLRhVmqjzCc3RLJE+oRCrpl39xNKHx1eO07naVKesISh+rWWW0nPHzAWAxWMX4Ko6aURFsb6K0DIaiszpghHGoMs2TClg2YQlv7r4p3/8xnM51wgjkVTZiZaJ4tzR82YMm0oBdee8W0uKFDG2mnBpubUMCBtOzqNU6Gh6bsqWXo3IxAowHJ1eqYhUU4bZMmVaLAYzAEytmTyydHiCYTTLEMGiSolJqcXGh3fhF62fYDcAmM+UAcCl4y+cXD1RyXjS/XHrrOtnDZ/+60t/blP2GarCuGhfNoXItJyhl6jRlMHpTMXWjlKL7bK6iymgMrH/VO0nvl0nbjZryspSmyjq/vPuvn7GioVjzlG4AqHoHi63RIrqVeTavTrgj3BCnkMDESqZHWQiDyzM0el1GJdabDXRhtU4kSbtuMw0tq5q/HOXPZaYRdEkm1dfPR2b9IeV6MhRvTxYc97Y+fefd7fCT4mUbxbVnvvby//TVlSSRqvG+ABYzVYAuFiluWtEQiFGO7S0JtYFI8TvrUD0QQKYrEP6BCJV+ynLwTIYc0fOum/hXQCAv8DE+keQicwQ1yUYpa3FlUJNVA4UAnsoMuHhUUVnTPo6EivBqAzcjuzhnq7NcP95d1tMRXNHzMqcv3BhuPa/rnh8mK0m8WulOSZm+1CfjIVN+lNqJqqeogYk/jRMCJ5Z9tio0hEKvQakIYECihfjymPKrlbRfJED/f2b/3Pr7OunKlslW9Syck6Gs6q0dNrRBSMkhLjcTiT9ILOshmmLh8QOmOk1U5T/KpvpEyLwhsSyqChgS+gADkX38LyRs/mDhWPO0XL3YVE1JTVQAPZAZE4Xn3U+f8C7fjONGjpCGReMnqflOpKGXIaj074Vrqi75NFFD14/bUVxxiyKgx4z//mURuNZJJ+OZmkiOQRYlZL1krMWXzlxaUlR8dcmLtMyW7UotdgSWN3bPZFOIKQknUAzlmSr5dEI0krKojFd0sTBuIqxPzz3DoU8dZGD+9q4C8ospdcTfUwzg9Q1KX0wwqgIQxWcTjiidDjPwCigzqpIblI3yy/A/NFz7zj7phnDpi6doIIc05HKMhFk3waN7YpVdKKXy0SJ1vm1C783b3VJUfENM1emcDtMBWoVRAck+JIpwlp7Wd3FyyYsWTx2wflZ6ey6aJB98vxfTKquu2LipVquU26SoJVhls7Edpg3fPZFtYu0axtyYLDlPLqdyi1l8RSf5pjY0yHEqBSsa0qqH13y4LrrX15y1vnZdFGXmYutlGycEf40SPNSlXwdR0lFH/tWK9y+YlNyRlgkP4YCxKemlBJBtgmYKwXoB9O/++D59w5Pnws57UF/+mCEhcb+YrCYir599o0AMG/UbCXt7Mvk3b1lltLVVec+65t8yfgLEmxTEcLayktqBN3dgr/AEYFEhgtE0Kzb59785NJfjiwdngIxmjF8KgDMcXNjgskHV8lXRaEAWC42px8vvueeBXdmJ4aCAmq0bdra5f89OmGEZFJUBSU2E1l7Je2boYxwRFnTGgGO3wXWbMqspZa4/E7SR2hCqjVCHqUWW5HJnDmmjoG/4ur+wQTLRUW/Dew1KLOUJvD5xSuXKBSYN+psPpdplouxQnLqkcBDbwZw05Fp4JOV8hGkJqB6/aYr6i4hfZwaOVnaA7l1wQiBiglxOZ1HRvC9ed9+4LwfrJh6VYk5ORmtYGRXwESZmIFe7/ZN7g9fVf6VcohjUToj5lWAY90fvHx53SX8LS8aTCifC1/9wjHnUEAVR1dM+bRXT1/1nyeZX5xmTF2tSQcnSN6nELBESnZVceXk6jryDabApCllu9uMkJdGJooiLY0KVwC3iTYjNFwqdCDMhjMXOVVGqAhl6mNVEgDH042IahU1JVXFZnGPtjAbCwUyAZL/mJIDU21r3F3ShVnDp88tHmNGcI6btSaYavRP02om86LYrBHTExZ5EK+858v1o0pHvHL2v9/Vyl44yCqRURJ4FihAQRZAmD5RnWA8h/xhDgAsZgv272jMkkp7HJkuGGFsDxRKHqEIN8xYcdWkyxJ4ULBsOFy+xRtFUcxADwC4P3y1ONpxxKLA+EOzaQ4UVIhg/eHg6YMLR89bFqiY4+ZmuxOSJSm6aYvKfcoFwHOsY6d6OQAocjvlxpQzka8xQTy6iegXjUFOo8yiumV0sWK6HGI4ACg2W7HFSeEKVJdU1ZWMMCNY5EA2KcsgzdEZyqUJn9iNvvokNhMm+cWLlZsuo0LJuaPn8DLBnJGz45kB6QEFBGpNoyRwe40Ka6Z6g1dYy58sXfLHQ+Er+7gEzMkUfV81JdUPLv43ALh55rXF8lK1SETjAl7vF+sAIdRWf3kfO9GH5JYdny82WxOYMc0c4vdnhbUcSwkJrBcmoELRKxOrqjoHkZQj015/SieMsGB9hCRINU5k25xRNREATAhmeWS/XROYWJedPy6Nso0yBdafcLpTxxQicGArCgWYge7vOMpuaWeLE9a8QkjiwbHtpVzxZ0OFIybRYiZmiTUJ7zzTU7FwzDk3z7p2/ug5iaYUtxuLi4oxZ0rhSy5nFS2+CSg6+lrLVBIOE0U9Ubtq7f7w/Y2MVYoPhNkMbAaEwu+vdb/8VFVvD3/CykFFQpcwjwSOADGijzK6bNSzlz/2+qq//NuCO+OZAYcQE424MwOVmmmUB3bIZa6ZEUVRXDhUxkA5A9YECjTxFFdNuuz+hXcvqj03gXlJ9FpDZw5yPjfd3YKCPv4MZrqiiIQxQVQLYwFgwZh5CeOeqDAbuRH/BdWUVPMuCZnpI4bFlu1oJpL6XnVWBKWoGADMlHli1QS1P08MXTBCzOsLmxGSJnJRO7dH5t71YD1zXTc7Miy7AhRF4a1si2qE5QpISTgXGiFimcDRHQBAdzaWhdlJfmQlyHJ8TJDktDAbSODME1+HiejUxQQVtAm9k+c4qn5/xW/+bcH3Emh1JoiGBAgmSanNKSQdNhXKorsphGLxESpvRwE1jCouQgAAFlZaI0x7qAzn99B7PwGA2t7BEaZSADjPwSXQ9rDKksARIAZhOV88dkFt+RgKKEliHY4SExMgLYwQ8780hniIYKJMiI6U5ietBaKwGZPQa3DjzJWiZxdxPpGPMHhyHwCEmo6jqIxYEmW6ou/CBPBNasXjlz587fTl8WZnYhhiotaSG2as+PHie9689qVy+dwwE1B0dDxezFFlqpOjKISWuc8Zbqs5b+x8JfEWqqALRoi8j/rGAAAgAElEQVQ1woLmg1BKMMJyIQkuQrDAyV3fyRbL00ozZULhyGdTjiJ6SaW83I3dRTSbftqXFKFT+7n/z96bx9lxVPfip6p6udvsM9Jo3yxLtizLlvd9wQvG2CaEsBnMEvY4gd/jhYRAWEICYQnhJZAXeMSETxJICMsLAbPFYDAYDHgBr7Ily7Y2SxppNNtduruq3h/dXX2qbvftvqORmIx+5687Pb131Vm+53tO1acBwN/zpPQ9AHBkMtrK7Y+ZpjeRMiqMhMT8wjI6YUXXiCTWLJ1yflLytIy1yp10bnGiRD0Ck7KI1wIAFMCPbXB/qbs3QAmVQZQbdBC2a8WPMoc4uffM48Hh/QAgZqLVQmirdaO9Zs2MfN1TQaoZDqXHigZ/h9FrStrJ8OdTySdfxbt6lrdbWdEb1RSeNLBm1ifpLJRQiD+W8huYlE6BpdbLyBAa+Tb1UYODe0DK0BB6Ox+WfnStcmwIXWFcSQZcXrLi/POXnt3BEBJJvHhCnb/07JvWX+cyp0MESSUE8YfYPHJK+OPMxZtznrD9ukCWtAZuu/5vXnv6y11rjhO388QQtv9agFJ1MPtZw1tIrDVw2GTpk58QonTckIyM3LCeU8SfU2WVPO4dtwIKf/8z0UX3Phn+CMb2Ag8AgEhwY454OcVXT1F1a/tXhT/W6coIu8BGcEl5ZGNLyOrUdLurgAfMAjX4R1SSlCQhwKnDG4wf7YJf8dr+VeHdLm5qQSqWdjoGj8fD+rhmVC373C74DWi6FT11Kb70nECjstUAgNaOB8c++Y7g8H7Raqh/XR2MvH174Aqw8V3ph6+I80lLmoaDEv1o18IkzSkpacYgHu1UqEOOJiK85bSXnDq8wWHOtWuumP1ZzLEqjX+pGa2qbB1JbGNIpz1FKRteIoQCgL/nycnv/WswtpdPHAIA76nH1LUqKhcowEamkMkkQ4ENmzE+KaTUpbiaU2Kb+8df4vVnvPLPL33nhcvO3RyXC3cWXJVBJUgp+92+jUPr8QiZk1Uk54chXHBNt1Ol18EkK80Q0ljnYvJLWR9tlNAwtAKAraIPAMocztWpmFjVKlzRF/6cLEFXRCa/8Y8T3/gcAMhGhOKKZkPG64SVY952e3KIpuVIrlh18YXLzr1p/XWX6ZXs2B909QNJPNurKBqo6ZGHwprwbK/oKw8QSFaWxnLN2itetPGGz1z38VOHTkY7E6UsiARbJNNqSW3xWXTIFfCGpwLs2WDk0Lg0lcBjW/WijTdSQq9cdckly7V2VlgRuOhylFCpXAE0GCqxUfS4d5QRYTC2b/qn3wKA4MDu4PD+sU++gx96Vv235LUGPAk6MIsflgC5dvG5ALD1iDhjQnvDVqyUK+04W54hVO/Qj5+JdF9Qj6XX7fnr53zgrWe/3mjkhK0Ctlh4O3Zn8RgrcxPDlArAiP/lCMmMIZ02EHGepUeHl8I5PnH75/1nHucTh8ONfPoIMoTRe3aFtJGdJpKIeNbgaLvaRtTibeE+/hZtLbSIyjIQIJesuOBDl7+7lG1o8dvDwS4Bqaqs8O3NSSnF/FiYN7Z/siDB/L+nqBnFCBsua7OLxM2BSkh9l7icsrRuScqibPVrl06J39kT9OoU+WpAGrF7pIajx30WA0fHmizj79nRePBuIEQlJKTvqdlekSycl7U2aDR1Ba4Ngyd96PJ3A8CMX8fbK2jd41IA9fiRCRCIzUAvipUH9LcUxwzGdKpA47D6k2Xc0hmLTjtj0WkAsO3Q9uSEhJaY63EvPNASxIttEwFyE6y4cvuz66flHUIo17PMZYuS+NLlI62J5GwAPFbhK3uXvezUF9686UXGYsUVu9Li0RPagqjCMEqIFAocTr51VRnCo2ZONR68u3HfnT2XvzA4uAcAgsP7m4/fr/4rWoqshEZyIBsOie+QXjm0+a7xL775yeCpqnYDrqA+FQBQslyLMq1jVppiUKsmWZQpw+AnXnV7krc7KVml5590rcc11KVildWWcgB+HPxU7WR7iUsPfdxm0FTbp9GMpoRCPKNL8bPa3HRQKEguwNJjFmxs2qhkxNv5SPPhe4BSMRUtkS29pjKE/fG1enyYKCWjgEhIDKEecY43k/HJJLTndl3dMmnjWch2jBrvX2JuIAKhjBwHNX0qVnnai1xqhtwhzYW1K1PetHlDXco8iQijHwuvxRqWpbUlIcB1xuLTDC+GxBGhk+bFh4LTP5bvv3FnMOiBJTV1VgtU5EeRIfSOz+oTolkPxg8AwPT3vyzidKYMPIjXCeuJU5s9vvmlaccSUoMfiDPzFaFpFuUrjLagIikADHtyICMixF+h5uhurEx1xBNxUFTKKFMzk8kkIRfe0mmiZ8uEAB2rxB/XhLb05NYbzrilalcMr1mRaKjUCIeUUJUlxRGhCsFnzZzik5FKbT54t7friWD/LpUaDMG3UFQaGxfGYWyDEmoDfev2wBFgc9MQhj9saptwcRpWpEa4y1y1vxcjiQyOKiJUYjMbTzE8ZrSYG31E/LzYYrXNaKLCd0WkqnJgBhQEKYZHDQBGmFHgQQmZuuNLAABCeE8/Fm2VUrYib/KUphO+6JOmJUG3hKHRcnaER1CzGyU4dDP2p5CSrHWN6YM+NyYQ4HQSkSBiPakHoHMQEc4PQ6h+LeiIkBLyiav+4qzRLdesucLQ7Ex5Q2jCG4k0RhMdp8hmAGCjQ2rxIWWrlKiGY0aWUYY5OLy/8eBPg2efDi2u5IGYjKOrwJexaz8oosB0pK1cknT03i3KcCaghqZHGaGs2AwwKW/0Rl68m7/9icCotkSGMNOtpjJnlWg9S0GV4rBEAvFB+NXix3cE9nIQcmsoMglBW3rSSJspXWNLDU6nhEmu0Da0f6xKW9ybXUQ48X8/zScO8anx1s5HAKB+3w9knBoU9Sm1m/QVNTE5toS1LaXKMbKRq0El2Dx6bw5zzDxTWnWNem+u5aqaQg8905wYQgIEa+0sw6ZtR2PSopYbP4uR7CCEqo81Et/3kCctHRqlIiXZqcoP2jvsEEL9g3vC3+oHAMg4WD+lYb1ld8kScNFhQTVcPYmhy1rJrG7YkEFSgqFaczyj1W+UYAVoUUsLKNFbxS4vQeahxLDdnYNCz3lhCJWkpoUXkpSt0oeveO8Vqy42aoEVWUZXXtqxBJJpI73EkjCRWIj+GAOsOTV1iRb3FOwwtyvqTfzfz4j61OR3vvDsn73q0D+8v/nIz9W/xEykHKXfUvHomX4NABxhpjahQOUM9gFV/yeqvzFKiESrVL9opv+mfXxlXRrsAxJ3oXSZo9iGfY5OX0pPzaD70WeygpIs0zJRHii9n2yv+YmyM2oESVotv1E3pg6xdFoKI4ndxcUJqtGrx71ZJIxFfarx65/Uf3mH9+TD4ddsPv6AyljLZgJcq416hhIZPJTFNCpqVGhbshwjIkwly6iXUEMRc1I+cdTQqBKspnGMkhn5oQtbhKn8ZTWQ2PmghEKMY2+Ytl0Bi5rynHFh6/edWgeyMl6kd3nPEtcks5AkQz+VtJUQKlsh+NkT7M8f8UebEqMXRIKMR15Fa5+mFS8RCe0vFj++OZ4l4SmOnatehUUZdjUqGtEhedtMSjUx9MstGEO4kCkyptjUclnbPI9HliskjSO8mhERIh3nIUNooY+4rBEdsqxn1E0iwrlmjUoJAP7+Z6bvvr35yC+Cg7ujC+1K0maiEaH2avoBwKbJcq8Pb3oyWFNPHjM+IOea+I2pskJbgCN1JYsSSzzmixsRIUNdKHviU6lGjtGpMsgySnCWAueobKHRfRlhXlzaj6HRGrZSuqKhUrYrDpvZ2IlRuskR0jbB4Ui3LmpGH7vMkyxpt4MhxD/r9/5ABv7Mz7+n4FAxPaFgCdFChjCGRt0Ml44RpoYx7rHApCwF0QOWrBJW7kSmQ0WjcV/1kcpwMtpVunS2vUbbRXk5lBAMxFW1sD7R/mXUVceilqqbcgTgYc+wT9AUn3q8768f9C8dE5Y+NWhai5z1A2tX9C7bOLT+97a+zlQmhCger5qGAKDS9i1fgOArGhIAcPRJkYXrsbMp7gBB29SodjCciXlFD0WI8tRtPSLEVUbYplKZ+ENlLamxUAzhQuwwmiOmExePFCKhHCfS+gyKB8oRTjeQIURD+bRJsbZ/MwC87JQXImjUm0Mz6D31WP3+HwLAxNdvA8EbD/00yRUdOah2E3GUoDQjAExO+e/a5p83LgCA6WMv98ZwRKhmpsslxhspSWA3AGjF7oJjuBSoC6Va9XBJdZF2PzJnXOL7YdRSrmu7ZQrihCgO3fr8JDgYKBk2OB0nVlekhPTGMXFJkqw30BfICxr9Iy25eVKo2MvjXVCIpe8d/N9/wo+M1e/7IQAE+3e1tv86+pfXTCLCVuLr8Pid40i9pkXtVOlFPSIk1SCujnV6MGRCIH1xwXOWnHHK0MkAcPHy89Von0OyjBKFezNiaSwSTWUn6hjHNBZltVhrl7gGm1NCgxgt8HxOYqNo6wOPZdSBfPjy9/z9cz922shGA17CJTRasB4bwokmJyItKIek+X0forUbyxSzNGi0x+nJGs9MgkibSorrZFMbz6Ze5CNim0plwl/ryS5Fm53MC0Oo9EZnxsRCEs3hBULRwOrlEVg3pHeZoYT6cWzhtTA0qlUCPX/t6y9eft65S7cmhnBOFyWf/M4/z9z9TT5xqPnwzwCgte1+ZfOURQQAlZlX6hIAhO8vj2NWS6/lzc0OY2xQWa/eQCNlMMKUiw0AzVZcWq6fnKGky4XLzgGApZXRs0bPMO6nc5KQEabyWBZhSb5KaoaQUSZi+AsXt7gCXIhU6mibDU5xoRFAZ1FbTf5KIC0TiU3ewM0Hhz7xa//3twfqDbR4q3iO8Mi//62/e3vz4Xv4oX3hFlUnKv0WAuoTQ6jCxAq6qx7k0jHKIE0LWyCXNqIRu35wLQ4RaIZP0uv0fPKaD79i04uuWnNpey0mO7rOMlhKSQNuGyfDqsjAY3WMw31GrQE7XjEjkExqTlLLi04hpVSrTDht5ROpD7KsZ0n4BQ3CAYUkQSDiXlQAwGOX1OOB+gR48BCZdFNaUlscIhAVu2x0gSGI1azEokz1fFhaG9XuR4JIewBFO7KZjd0LBeO7zMHUJCqTYVBzall2d3YyLwwhkhMFJHW1eIIqyjsAnNQoA0A1AKNLNaUJ6qWq5QDA0g1hzRl5/yV/DMjWtoLW0RtCMT3h797uPfVY89FftrY/2Np2X7S9MS2mJ9Rvtb+yfxxFhJQnt82QISQy3wfCU+XU4Y3hj7UzwtXzTzgiVPfg6GaFkgRreu7aK1+1+aUfPe89RkRIIR+pQAsU2P2xHqwGRE/aMWWZcDmdJWGpWA0AJw+u2zSy0bh0hgcdpyEpU31PRlrS1pDYJMgAABH44QltXFAfK1ySunLvwT3+3p0A0HryoZmffw8Amo/+IgG6Y+6oaCZF9NjXUREhNgb9iCTMEJ2HSaDxMGCCnDpRXlRdtHnklBdvfIEBjWaJRdnrz7jFiCCjoyAllTU7SVQ2tXHRJ+6ninvg9aBI0abWuuqy8PeSpmRm0We0K5VCpvkHENJfOz6JWfCOiEX406jug1RIKuPoU4NGiRrzvU7PC06+DgBu3vQ7Rq8JkhYRAsC1a68EgNV9K1T7GCXtZBlAb9VlDo4IF7WinQdK/SXdH1K3Z1NrqBJ1a1ves7T95N3KvDCEC7qMPl00h5cwQHHMBUd6ljXk+x/xljb11DoklEhHJuNb6w0hJBc87Oit+P2zJgpCjHCK6YmDn/qjmZ9+u/7L/wq3z/z8u8k+qlbJbyOD6tPSEsgQYo0AkNtVCPOzNw6t/5OdtS0T4vzDOjSKfAUAINzsXxXdBnKxF1cXvfb0l1vUspiFoUKaB40CSlTY1FZ2dLild1VFKTFMnrQA1olNGwZP+vhzPmCQC5iUqe3JkjQktc9bepYlYe2MvHa/cKUWgAZ+chml+9QttXirMzRav/cH+z/6lrG/f5e389Fwi79/V+LWqKAfF/khIXEt3XArGmoUYFHiC2mpbgBwZIR/WFJaUr5uy2vfd8kfWZTh6hQKyZp8WdLegPsoe41iUQkwh9lVVGbTjyJdvG5RPzKQNrWuHz2fSbjyAL/skNAYxcgQWhJBo7rZY6kN6ZGYjXiy9lbfXQr1CTSnTUqOpuHrtrzyzMWbX3LKC4zzM0i/n1ee9uLhytAbz3yVUQ7EIN1wJtUvlovj7FOnZNXpB4CrVl+qFSlJbdnSm099EQAsrY0afuTsZH4U1MfSmUO/kETLMOkUj+Gm/ODDfsjmsiTzSewzEkriwNER6TlCG4hCLZKIcLaGsPGru5qP3jvw0reNffrd/r6nRLPuLI86fgUHdqvdRLOecQJTbJEeyOYm5AC1DqGEWJStq8M7xgIAeLKqYU34TVJVcq6fnIoU9gEB4jBX1T4XiQgxtnPNyks+97PPzFhw3X7+lSXJPhZlMumWgLYL6OH9f3P1h0qWC3o5MEkrnzAu1+PU/vwRuaLuA8APh7SYmHOevFmuBky0oRVoZBl/31PW0ChxSs2HfxYc2m8NL2nteAikbD52r0ru8smkz0CW/UtuIFZVFS5Pq9cerExfPCZw2weLWtjtU1QvSwAFee6yC/sdAMNTlPnNF9O6ss1ZRKhUdskq1WKckwL0BQLiXgaLUBvofj/k+ksAcJgz4vS+/YkgrCXFsxU7SQwEgka1q1OA7L6tAG1OQHtHe0NsCNRnwpwmCloQXbUrH7vyzyy9yA8AqCRB2pstW6UPXfbukwfXqRL46H5EerK2V4EodgUHnT2+vGTlC5858uPXnH7z7TuShb2MYfDCDdePN4+U7VJ5LpZQnheGEFE5pJBAT4AAEY9dRhmOY5gMFKeZSgaxIWSUJoCGTPZ3kEWxRNLfVl2iNauuWrLVOPK1T/PJw5VznuPtegIA+PgB346mBJ/KXO2vg2gRIU6WZPDjsVQSr9wFSCoMME2fEeb76E2qiFCf7RTChtrmq3CZowwhAcjVvrWkoNupMvelu8XeEixvSNz1zaKWMoSYQ+EIKWXkDxmlETQjPan4OKFiWt5Q8ECyDyOM80ANCIVFZ0WER778KXvF+t5rXj72D38GQjirNqpEb5IORK1Eu5LnHh7Yz6ZueSY4bOMXwnAG1BaRKbQlUCGUg4KVL5WQ+y3auzDPYfkEVtmqOWI50PiNfaW+QVo+LBoAMNSSFtg+eADgMBsED60gGIkMygBBoxRSIHTQSc6pYj57bvSM3Gi86gUTIPUKthBbcs1SFmhnNYdy8uA60PM+AEAg6dyGRbWtHyj1K3CCAlgStiy6+rWnXWhRpgUMIInU/LDf3XJzM2hZdA6s2LwwhFhOEENYQmPXIpqPTDWjiPFDkhqj4M6WtpSoSVJsCINE9+VGhMH+XfUH7uJHDtrL1/EjYwAw+c1/VP9NukrOitZkSxwRYhxSgkwzTUhU55fQbBCZhu2goj1Adhe72FQClanJeyhZ7kQr2S33ERWkWbbKUvBLxiIThKsCLMpUi2IMjdoiUVhhaYSq9WRpdYQAUMVvQErlOuAsKaNUoDdAFYQQ74y9Im/bva0dD7Z2Psx6B8NL+vt2EjsaNrhMfnYy2iTve9Qvc3BRV2RGGM7jllQ3GaF1B8UakBYoM22HRueqswygaG+w3L+iN0r4LfIEhkD7nJ7z2dJv8R2XjYklTWlJxydeeGMYpdChUabgUAZCublGc3aa1z28LWLLeRwHTUPbiAjTBr1h2LLGZ3JOajHCePw4VKasaAYAl6288KvbvkEJuXLVxb/c96voWuGZpbW4uggMYECQdn8oHCc2tXxEs5iFzAtDqGIDmoeGLxjBUACjGqDHUNhkC5a0kcxIpbpJAACOSFA1J4FGE6KgkRaSgQ9SEtvx9z8z+Y3PVS943tQPvtJ64gEgpHz6ReE+3p4nk/35UY02JyNHSAAISWmoiEUV0YcIIVW1aFrXEhZo6/HGFkgv3CYZKrINjssZjIof0evWQAgaW1xHjwghDt9xOV1ZAHaTS5Zb96PAi2YsU6zKDSt2BQ+YtgA0ychZbRGhh3Dy5kM/JwAgxMxPvxVukV4rSfQeNYWbcj8sAdIwYWbpNx+N75KQFISK1PG3IFKGtRAdXOR2Q0jmTplcuuKCz/36CzN+/erVl588uG5V0+rx/MvGxGALqlbfTDAxUOofKPc/h67auu2xU6YkALjSbZBpCGFVbT0snNBNCuqZ4DRO7hn9H7LKJ5SYrNG8D0eROdGcNiFTuz23IxapK5Rpt2Q5aDzLVPLXGYtOO2Px5tV9KzaPnPrE4Z3hxrBRlGozi2FPBpBV2utaru8tAEMYPx05YbKE+mr1FvaRLeTaUEh8aZbhFCu1yyTYIpl0avg2g1Y6UVDK8S/+NXHc3uteuf/Dbw7TFf6e7eG/Wk88EO01W2SsXSyE6OrrvxAigctOw3E4XtIz5KmriFBnplARBO3G1NELtymI1KSLBsdBfl5qXX+0ONTa/tWackeESZvakPSTlJYkAZEQtn1Bs9pliSFkIt3jXhSvXjRcGcQQQhntbRSQMGFWUjaDlgo95eR4OHSCuDoCYC6rekk8qjF8bVMLJxpLPF6QhCcdf8BIostwechOhrBkpUSEc6VMFldHfv/s19++478uX3URAfLuJ6uVmahk9rzR3zltlJ42spEAWSwro1PRJcuydgQOAcBgeQA/rwaNEqb8OQvQO2nrLNP5QUomFNnFY2MYlgFJdf6M81OAVKhTOy0ezxl1hADwlq2vWdGzDACW9kS9EcKasXZYCwAskYnSlJg7DTOp/yoo88IQChK5gZTM2did51LWDSHXlBc2itgQpquBqh8vXsMBIIHvVebAKKiv33en99Sj7votfPJw/d7vAwDE/TBb2x9UhUfhsrrHTjTUVwJNrzVK5MzFm0MCwtbR0wFFhFq0QS0e8HZDiKNGSxCSQazT4LgCeakb1197pDXxr4989dIVF2DbVdZvSelBKmGFV93pTle4XF6H+9CsLlulcXTpVMVx2coLv/TYfxxujF+y/HyssLSno0zwFHBYpYKaCB6Q6hN3hrpmKzS+uiWBAhPAAcCitkCjfajlQBUAYLgpCeJ5akn0mAJqVkggaV8Ydg7JMgBw3drnnLPkzDCzQJBhW9dzwW9viBwUwbmarkv9VWP2Xl/4Fyw7W+7dr/bHfcYtapE0QM+ARllar1Ftf8uM2IqLNn2y4y3j/LmGEI9nlgGNAsCGwZPCH2eNnjHgQ5PKG/dxgITogDvIWHosq13OLsPRuevzwhAmuaG5y2/PcylbJcUrs6klgnRolBUwhINeZPBGWhKQF6xUSZNrEeHkNz8fHNo387NvO6ujtTEb9/4g/IELAY+1YI1AQZI8t3dF77IrVl18wbJzrllzOaCI0CDLiDTN4siExcekpnCx4AlPsmdvclrmvG7LK5637qqltVF++IDajpWLw2ysN58zMfzZRdOve4pXuNbCzdUDoFQIaGlt9O+u+ciHfvqJS1deKJtJDbvWqIxaOCJUigOxRpOEMRSm+85OsEtng9uCOgC4zMGjfcN0788G9m6aFJccEgHCAMv6tyAk52u0s0apzFXX3YnCJDBlQ+CiPfShl3ir3/qil3xzx/dW9i5v7t6rtjs6WSa1LKSkj04rL9lpQpfdPDZev5pJItNcRNzhGkJD2E1n4NSm24bY1Hr5blg/FURKLPbMNGhUpJMkjN1mJ/PCEKqHY/ktJxeIUEJdywkX1bOojYugtRoDnFHIGEtLGs7KOqkG4vJDHNDMVIOjGaCFwHkQ4mDSa3lPPhRuK17/MIeidaaWJCtvh+W9F/9h9AtRRRw9/JJBiiEkEmywPPABwoWr0qFRbdbJohBT2EcDK8EqqhZwmYuRsTV15y1PBucdFgBa+5iybgizVPiS2uJPXPVBSohA56wYwGNaHlchYM2gmfQs9eYM9E4VDdsgbktGhjBoJtsHW+TvHvBC+uVTTgKNGp5B7nLzpfY6wqNbmLeDEPThBILB8aiSUq7qW/GWra8FAOya4PyfBYymRoQ6b8zKY40aBe9d9efCS9wwKVN5CK7lUEKU/8RkBtks45ZYRqckQ84/LJQJVw0EcPsCC8168ykWiCFMVoY8USJCAKjGq8s6zOItFBGibAGTFtqeziRhUrxvG3HjXjM8nplKlTRQWoiiOSlRe5rjL9g1plLmajos2OroOCTDsBsWG5zQENoCSIZmwZ4vA8hPEmLJsExlu6QpO84vUitvaNCoBgFl5VQgpjtpdjdI9KZFLUjTrbaIYmJfBMoQikaTte86d4KrZWwZvduKXcbfyBKBKkLAJfBYtVHIr44vtalCKqV3bJQJRREhbj+NvRMtdsENBBByHxYntEtFJB+USKAgvY52xMwRdmcIk9+OkB5NuRIB4jK3oUpss3N+yWm1SK4QRo3j7MQQotp8R8isKWksFDULmRedZbCcSIYwbtPMXNwfEo9jO0k6gJUBjVIpcatS1RtCiwjVOfMKoo+b4GUUWVxCWlTQ82o1CczO4rW68VKIdnY+0swRdqNQsGXCDUd6nBoO0XBtDMY/cU/FLGhUE+wK4BamzIEMV4CRKMWmvCKCVrU8FoKxDZdEqqrX6eFaIgB1AkLN0LUkuigQEbblCCmQXH09O8mCRrWIUKRDpi7OEWao3xI6DwuTnR3vxySzdKNDq2hnO3sxai1X16UhtApkGUAIorkUCVnGjv02R5CsiVFZGIZQfWaarwAWjqAqNFekAXqgc8ysjPIJCoKhmZIs4oxYoyLegRwjtKh70TpkCsjK26VLhhlwqC0zzIATgx9OtlbFs51BgUJCLOi6fRx63AEAoIQuq43iJnMU2YasiDCLNYoF2/sK0psOc1IjQgBgkJJFy7nM0QkmCffJqN3O+sG1eLRbqKYNQ9baC5FAIL3tnAhR60IAACAASURBVJJ2cIwWweNmJRQNPw3E5vkRYQlFhE5GRKjDlZlIfnJOI4fXDZKBV5Iq8UznzyhjyM2+duvYSd1B52hk1mh0aZdLktFk5+hXYpoXhhDVEZ5AEWFf0q6iyjMCNQeRZZysiFBvuKCcLwWN4oiQzJuIEGNEYcV0bnGSEmztXAE0XrzeyY6HXB6ZgRKXNCMfiRN1VEBX0KhWCSrFOUuv73f7/uKyd5WsEmYGYiYUdvSx4rClzC+BQ0q+ByOxVolmRYQypS31cZOV4vSqXXneuquuXnM516FR9RtXjhuaNJ3XjyQNGk1ZJGFORIsIkcLCYwCrfn24Jm/dhXxDWCRrEObw1J+sGx3a4wvVZKPEM50/LVcn8iNCHKIxmbO0J4CJVOEh3EejWVnlme6yWpVs1jIvcoRITpQ6QkClMyOVIRmMp+5jIWthy3SvxZKBhiqotStjYmqLt5SHRY6Vl9y1aGXgoltoVJs2Dq02+SQAOMyRIj3xWY7NQC2QYfF+yj56oq67iFBo4PYZS5/3e2deFfIMmWYIETSK7qGGFEcR6EnjXwjpsIrH6xDaj4yI0CIOtuwESO7SV3MoFNz3XfyOs5ZsIUAE6oaKo0YNGrV1lgRIjjJn7dIOjaa0IZkT0Skb2BCKDEOoAxjJLC6RdPWrdyAiJI/1Q4CUrfKMH1HeuoJGHSEq0pkhHgD0+bDbzjCE+ufIjQhx0s7pPiLETbpXWP1P+eMAsLgl6xmG8OhXYppnEWF+zL1w5JIVFwDAQKnvwmXn8CyKh0imipPRJhT3HQVI0l8hMRUAhJQq0T1/IkJXK5/I7yOFxUgEOiyadRW7TDLe5GI/6gKzspFJljEWP+tKj2LLREBarJrKtmf4zjH+gxagcEQBG6x/x143XvuiPERlFjSqRYRHvzJlVyKEPHfpVkYYAHDNiieOC0X4p04XzEfOQ7cPbylS7jYLMVS21h49SP+4OMCposXra21M11BcATTWzKxYHYhOTuniqSnItf5geNF1MyJrDc6q7qjlOq04IrR5ZuoxEX3aYkfwCvckR8BzDootEyKLM7VuYHXO+fNkXkSE2E8VOS0nF45sWbTpay/8/GB5AAAeD76euo8TJOBJKeNjuVKLgThSu2WrFBJT67G3OH/IMrilhS3z6wg10Z+ixPon4VkIEZIMKuyGxsjqMf6TYXLuuCAZZBnd7c1f+ifrlqgUSfgiOA4grIwcIV6JqcTzW1gZrsCmxdf/cOenFldHzhrdsifDFaC6ITzeLjBG79HNYzcOOyg462PLTN9FCa5HirZI4MciJtTfvAaBZkSEuP9tr09dVmrxJgEy4vYl1aC6ONRtigYA2EIWqSzCFeVdoWoU5A1TJ7/g4O79Liln5whrmmHLRyx6tM+Xb8nNiBCd/zR70d/8yguXeMxCibcs2nTJ8vM7X6KzzA9DGD8bzW3vuICEABmM13TOIv2XgkR51TI+lq2DgdhDLVvlcZgAAAWb5CzochylxHFWI7P/Z6oYjJgBd9WBxmMAcPLgWpB3ph7icHHZAX7NAQCAwyx9Ohlu76zLJyiC+IxbxUgg1pV4WdcyL1BFpCuOdYNXjJb2bBxaX7JcwtNdAarnCFVi9fgIfiJMlsENoKnGGi1TIGEhtiMKYUXK7YvPdjwiQs2lyiif0MpFJFyz7gX37r1zuDLUR8qZhhCcJoSGMJ8xC7oPR7qZ4wSEFGLjlNg4Zd42lho6vyM1MkuqKAIEAJR4+moqmugpG/xWJRdqoeMOKPHbznrj7sl96f8rIPPCEIoTkiyjSQbpv9d3SpbbDFpVuzLIKqlLH9lgwOsppPwZLzKEMpgvEWEFNwaT5Ggiwo19N52yiP1k988vWHbujuAzqUfguoUsgAXjOVZsm1kxeEJbEBiSwnDjVjWvBWmTZT0RqbInAFfkvwvDvgou3nTma0Kwk8n0T2zprFF6fHEXrZwggyyDI3VKSJW6U6IJADYv5Ccpty862zFSJtkgnhTp0KheHCWuX/+y/3nOy4WUfG/Szt4Ql5QAJiBqiiRSVw3DgpHkriJCJkUm2RVJjx2xUWwR9g7NOe1Q7OIDQDUoQJbR3yrXWhagtycyCbR9bm9tcPbc0XlhCNUnPlZjd95LVvWbJcibtr7unj33rOpdwbL4kDo0iseJYn/Mx4gQPbEtZBZcmSrG66Jgve2cN91y2kssykgGWcaoV0u9Vs1GeI6QALK4ITTIMigi1G7VBkyWSW5idd+K88bJPQPy4rA9UL4HbdDNpeINpravBAAqNd7xcV7sTOeO4NU003OEANATG8JSseoac2H0Y5QjNAwhDmW0OsLk0oHuhIVOEiUkyJjRAFCCKH0Y1gzkPodWP9C+6nRH0dLbGRZrUK18wgEg31Fb3bfSEhBQGPJkuYhjZ4znDAoSITI4NrmzeWEI1UPP4Vqa/70kq8kLAXntmmt/a/21AFCPO4Ia0kaWSSHlz/hRK23yG+0mg8WRYAPzgYe/c5NAmugaJCQshE4oyXApcAEflekURJyos2V3oxGrcFywbxhCrGiwm0yAvPkpuWaGX3CYQwFFY5yWq6sLkVUdyPTJnrsy5dyKlkvDdYRgOBDJdxlilb3BBAD0BIX8JAwPwjGDRiE7m6XzdXGOEMPmqClbBogNAFWIjHo16NoJoF0aQqwTsjywNT3RKoxLGxIKNMLscWoXjbMZGlyzfzaOHW5TwHlSQ5a7EMesZX4Zwu7wsYUkWQSH7NhCiZkjRGNOJb2mvcgQsubRrrY6V0JBVEnpiJwBgHIgc7sqY5F60IO9cpZVTo6UDiHpmsVIbHRX45/m9RvbDTF6mTLOb9gXDYNu666C+EY7LBhpCQfXrXW1RsHRi2YwsrKY+gtfz4YfhH0AcNKMKOInVXVDSLrsiFBQOsQuWnJO6zij549Vi72MNhoAMEiinPHilsxaRxoLTm+zLqsnMYiSFRGe2rv2+fv4XSM0bGic090AAABevYs4fnzmvP2NcatVZ+oBa5dWvqjMC0OYdJYBMl+Qu+MsWXEMiOTDZwRzRiMJPGmUjzzlRctKHGf110EoyJ7YEFYEoaILaBSypw3NgEZxw88s9kHJcstgNSAAgAqXfjeG0LDNqpS7g7LTmGFS4g6WueQCA6BT5AWZHWSYZJmMRkXHSLQ2L1ngLR7tANc7G0cevv/RHrJ5Qm4r5ftJJjQK+eTb2Uj22AORjnvjukkcEXbwWk6Wa8amf3rEJmcdkYTkJzQwmMH87ngAGpae8caoFC/bzX9nDw+BhPwIz2g7kLu/CTijeJpzZaVyW87OWuaFIfz/c4SQpb6R/yiypw0WPPnbI8J5UTcKAAAUxCLo3QWHAGC0IXKrhrG05WmQIcyKm3FECJl+5SJZfppMAcCiltxXyPHNuCUposbd2V8N65xOXMRUMaHR+Fe23aVmZ5njO9M0aDRDU+sOSkmQS8fEpWMAAEX8JJziBQAqCgTW3UuHHGGWRcGLRWsxTbbX0sfL7300OptXoI4Ht1axuuQBaGBJBuoZPrWiUhch9+NGdN3mCLXFrfSIMHUYiOkjM3d/yz71PFi+Nv/OUu92dofNrSSs0W7wsYUkJEN/USlUe/vAK5Tew29QGUIVER7PZiKdhUh5kVx/yqQsCzh/XBLZldXJgEb1uAoL03KEmVr1+a2VjoDRptw0md/WSxP9lvz4K3Tw+jX9ptPH89ost+UIk4gw83JMaIYwa1WvYyRCgxCzIkJNzWFEsUhUZOQIWdSMZq7FGHv4Chn0S64zipP8cbbXgiP7ImFQXykxhE6XESHTmMwZ/lG2ocoSDeHIZ43q41mbGVqritRXEYwfnL7983z/rty7ypL5ERHGQsSJaggzwCLMGg/8QoYQu6hqgYvJ+QeNMimGg9q7t/njNpQ5ELurhFx6nqbDwlIMN3fOjj5P83v/eKc/bRMmu7PNQZABjWZ7/Xo7ysD4X871MgA6GXhZRzChl08c39YKmoLNMoTSqMoTGFHM/RRGRMiOVY5QL6hH96UvLogLALR+qq0kR5g5NrRi0ALjcLg8pH6X/e4em7WBJXZbfNQBg0kXfTWJAlB/do4wSHcjNMnm3xaUeWYIsyLzhS5ZZE6cNSlqCNFAUaTqZrKW2HyxhBSEF3AAGPABskGPVMmaNh3MgFZHmB0RSh5smJYKNix+S9wwhDLxX7IO0SPC7hSNGRHGh3fQrVQ3hKTYcJorwbo8q8SFEI35rz2jzI8IjSUIqDw2OULjQ+NINwMaxQ/CMKO4A4U70LhduVpxdd+KsLFw1a5Um91ZBdztKLQ0Znd2aI8Ic85pjM/cBzBndEY7gqwF1GRGIFFc5gU0qqRIqeaCFJbNo0sMoZep5bFgF7V9dRICUKclMQ+a2FGQQoeMuvj0GdOmg2axtdmebeHwYgggiy9oF/jp9Qyd4C/8O7txV6pw/XLYXco6xIBGj3uLtQLQqO6g8CKhABJMGAEAS5IinI5upWCOkCBfRviaE+bn0d9AH8m0QK56oNT/xjNfxQi7edOLaLY7mCqWzhpNtzSmYctdHUU3xrmWsK1BROqlSZY/VIw/0UHmV0QIBXyNBSmZXEfUdIr7XpGvhXV3uyGkQA6z3n6YqokG/EaFgOAGMbqLiNDoKhdPjuwoxxaJduhQlGb0zu4iIvSzgtTsiFCgYkZdEeQ6BVw/bVAgyKC/0RwhXlgqqwmcQY6XevvW3OGBR3u4sPuxKajXbh67LMzIBQqwKACAMLDHuFayA8aj+YjFwJKXnfrCrYtPXzuweseXv1vgORLBPQ2yKova+unknLNbKNWc0ZhHFhSICI8aGp1HESE9lvWS81woT3fiqORKNfBiWBaGgwwfGQCohICwaVqG37QwKfSIsBvWaAY81QEa1Zs7Z7vYesvQLgyhPpPVogQd2CtaSZkR4+aFMr5pd1UAmm0IOWOov+hxN4SY2ZuZCNAjQuyU5A+PHsScpCBJkYXRZyFm7I4MfMaSUnqNaRK9+x0wHl/7V0HWz4ahk2xqUdRwtYhozX1EOqHazIzmRXimYcuFoMwZjbMG2IXNGAZHHRHOI0NIJJATs7OMlKxIRFgMGsW6pLfNEDIpA8Km2NEu6Hz0QkFie5bl66WK0H0CNW2kn/mKXDSdOlg42b0nHt2Dl9Hfp0NEiMvmTCipO2i0yBuQQq82EwAAu5zFnS80V4JVZ1YiwMgRQgbZMkv63MQQ2gIA8hdJmIUYTpjWzEGneqLC+fTtHQwh0T3jrh6Eed2BPa5EliYzIuwOujcRji5XU9E6uGq4kUi30wvKEAKQ/JW5F6BIHmQ1dMAZBVEM+seAUi9qlRIKkcAJm2IV+E0LBanx47uJCA1MSSYJuWxDKLV/BVkOl0HZL35LJnsl3zJ1aBuUnyPMAIc7RIRSil4XGUIAANhvDXa+0JyJZjDS3wmREn8XEXQXnfciQ2hJgGOTZ2mD5aX6hZvbYSzXNISKR5VdEGWw57oyhFaQtaZFumgLgGTwyMwGDl2SX3IdOxNw1jq45leSdKIdFZP5ZAglEHIi5gg7cR1R1kR6hRAPrENd5rhM4woygADYODMN5PEXKgXRcyfFq778LGg02+ow3cXK0iyYx0G6aXYjTSwr3zZrUU5gkBFyLhyYMbF6A5mDREqhmwoJAFP0OGEDybCUMmvpYNAxQNnl8Kg5VYtECs0RBHTOxZxJkB67GLpYa7OHWT9CKtc2yJ7RRho16AIt4Vl+RhEhINN9RDMzmkt+6c6xE372+McIebEU5ixkHhlCCkAKrNex8ER2QEggmTbSK+ToGbWufXpQSCURhB5whuA3LWZE2A0OGbS0N6aC4A5mwJDM7D0m/pEu6giNDK6qI+zA9dVzhN1FAMblRAFXQAqBB0PYYm2KHadssVKdMvCz8A8wFnzXO57kkmUIkN74cdwwIjwGrFGRFYvr23FESLQVNgTK+mf7bXw2OUIAEI2ZgnumShYE3UZ+yTlPtyxT33Qv8DBACRSRPgw6VOsWlHlmCLMM/oKWDupb61VfTMsbc6bNEEoO9NHahvBPe/m6bu50LoVKAUEGuSBPDDOgfNiCvgJkQ6PE4Gp3ERGmk2W8VodwP8G926CkHMVhJIxVtYbIDjKkEP1usvyvJSQATLCerP3nVkiCFXcaxpzjiLDrbzEQs8BKXEA39qO4+J4RG6VHhDi0Ir6Wn1YfnbcyhysLZpkjbD7yi4J7pgrNKp8IDOgyJwIz98+7rvFWMVlGw41I+hpTnTr6FpN5ZAiJlPmtpRaidDKEMpk2tKCW1yc/XvocACwJnNAfjV7Z85zfqZx95fBr30tLFQBgfUPW0GiXN35UwkAQo5K3izYuGfFQtmYxhGdcjGoJiW74Oxm35Ley4a+ISQ8AJqdG5HXElhnQqN/MfANSygE0GGwJADB+vAxhchvZYRCYTSb1b1FgeIzESG/NBygQuMxCzPx0RukOhcTLIXqWqwjGYxlkmcIWfeJbny+4Z6pktuE1xmd+E+3uWKZBBsIBbfF0epOEBRURHrP89jyXDvOBgVBdK2kxMpjhPA6U+vGfFEAALTus74bfHXzFO9jgouE3fbB0ytnDr3+/u25zuI970undPcCshEiJC5CLrDWjhOvWRcFTHeIhQwrlCLN7c6ecUOesK0PbIQ+EUTLTg85THMJPV5RetiEEKQbRuuEhr/Kg1Z+5/5wKib9vXkSIQoFAY/AWAQxW0Yj7s7QJUCSV1b0YsHxWLz2Me+MKdyq56oDWwW+zRHrKubNIr8UPHyiyZ5ZksVF4lzlsae6fc10D4dAMIW6yk7EM09GTZeZRQT2V5MRcj7DDfCAIPWN+MUOoz5khpPsAwBJSEFpDpdXO6o3Db/xzAOh7wRtk4JVOOZeUq63tvwYAe8lqf99ThZ6he6Eg9DUCu+lnppsBpe/8Rr3oGYpEhN2kLQ3gWrkvQavlpO0O2Qx7KKA4DA5OYnc7xMRCDpaSweBIAIBnnAQGILbTOVw7GgmxDcZyOF8aZB10PTwuZyt/PXXfuA03PMvh2HjVge9p0brKferPxaRQBo/y5F84IoRW5ox2ue7qFYNGRfOoEoQQpjbTxp6fgUBkickRy4X6fQ/HZBgYoGY7gtTLLSBDSLrs5bFgRGTPh2TaSGl7hUZ554iQSSKAVNM+O630DN7yzvBa1XOv9g/sHnjp/3fgr24NlSOt9YvpI0VuoKAwqRvCbhJyRuSnzECruCHM0CztfReLioHtxLfUIQ9Eka7sNiI0UAQVMXiNRpbdJSD6SwlJyuUAANtKq/jiNWz/ztKGrXx6wt+zAwCAkDnvV01A+AJKDGT2aAedLEMK8OYNqXDrnduCGUv2RtDo3GuTwPNwhx6lsg0fgiBoFOOcODFMsjGektRGeEHWqBoVe+wRj9hrvL1FjsJCUJciLH6ru5ylaZlyoVH9reJ4iGrrxpwIESGcoAX1HVQDk9wTAACNX/8ka4Eh82x6RDhc1grFLAABtGp3TEERMvCy/xH+qF36gqnv/3t5y8WEsvp9dwIAYdbRl68CAAVpia41XSgGvJYk5KanCzZRzdIsRq+74vwdot+Sskw8++Ni6FWYiiPvwma1RjQ2eDZpkEoxUB5Rf5a5BIAAmHjl+5bCtDWydOIbnwsNYWnjWc1Hf5lzA10Kiw2D6JjqxmQZovtJRWBq7vuujKwgQP6iB7MQ3mpphlBBo/oASFS2lBYK73Cyg7Wms65SEengf2dR9mCGlgPKOu+cKlnpAN+ACnLHZ0bKPEtEBvkLdN4QzSAPh9zsJodZl4XNI0PIpCQnZI6wA+NZRYST3/7nomfT3+BwRauUCKHRSu5nJ5FB6X3eLbVLbmT9wzN33x4awtLpFzbu/1HBm+kgVHIHJ0IyfL1UMeKh8JGDA7vltp8XNIQ81UXVW/wUJGhEO/tGiKb4O9nhPnrktoKQvAubdje+XCNTtzKQPc5QyXKbQQsAegMAAE5IdWiRXV4MAL3PfQUbXCybdXv5utAQsr4hPnEo506KiRrJstkpatdyhCiQIpAO2ZmHZ3Mu5kq4l26iTEMIInRhjXIREtPf/H1POc3JrKuUdUNY1EeMzU+L2BxmYwhpRi6Wez4+XX5EaGaCc3Pe2vTB41+LpzPs9KEprwLw63G4qvNlsmUeGUIiQzBKQm5juoUlzccfyPpXxD2T0i+85qSBqi2qDOM/bQEekHLhOUKYxfqHAaBy3jW01ufv3l7eekVoCAmzSKkiZjInc2ehIMsS5066ql43MigcAOoP3EUnijIFUi9m6qxuKjooN7Cs+Ct08nISlMwgl+YqGqIrjtBie089Vtr9SOblpAgk2TS88d5nfwUAK+sSACTQahzg0GpvzxW/DQDS9+zRVcHh/b3PfcWRL38qAgCODi+lQnhCAhDR2RAi02XpLIkiw4ObgUjX95krBiyfFNR7hiGMDb/utFEQHgcAmPjP2zpUvuNuL5Cd0jZEQTUBsXwyG91OMxyOwO/OEBrd4/KXLzRntKIgBRgJyyLLiMIFxFkyj1ijTHa5Fs+CEG/nI81f/zjrv1QKj4No1VUvytzxbaj4kcowJclXtgUIoOXu5whhVvn0i3qf9yp7dGXIL62cd01oIwGSCLIrqSDjkVUhlCpUD7NCPI0f3l/80qk5QiPNk5WQSBXLiAhDzSU4bWQ6Crhbgqer0dy+EpbOnAoD3Om7vk69TDNDQXhCvu2cN63rX/2ig2zTlAAACaQdHiC2M/yGDyx53z9VL7jOXrom3Ois2tD5ljqLsvp8arzDboHWiU0fHgU0g9mE9hiwRrmR2EsYy7rBiyM/gwFAQYawvL/rieIXLfgYquw9IIxbWcniTpL1ng2edq5XYlYN5bkkBmEQZV6182T5pnwhGULaZcPJhSGtnZkuPAAwEJ5IRskY6/9ez7mdT2ikEyzKcJrQkVISKM0GNUlk5Pc/uvSDX+5/wRus4WXhFnvxylmcpyITHVFknR0lBoE2BFIUZe4pZ0nuGVJzhO2zrvjKrrZ+S+FXmPnpt6sTe7IOoSAVWSZodgeNmoYwEADAjxzscAgD0eKwsnfZbdf/zQv3MyIBACybprowbHARrfQAQO/zXmUvW9v3/NeUNpwV/ouw2YUa0uMgvdb0Xd/osBv+LhaqSMliMxrSBhUcA22iGzaFnnsNw+BFhr8dGw9zhDyGUoosDlowIoQkImSczcoQCrRcIj5xly/W7COR+yEM8pfKvLbMeDr19kR2tW5BmUeG8MSMCDtTMZkULZ5wkeus1KQ547t9jC7vXap+lzgRQI/SEAIArdSIU+q95qXELZc2bK1dcmPyv8LRIe7/SaCLiNBqaXhjyExR2NR/9l2Se4bUwqw2FKtoRCi9pkFlCmfy9E+/1eEo3C3BN8ilnRWHEHagG0IhAUChjtvd5e0HhWMpPn90YZflaIDSKWcv/sO/67nqJaoJkbP2tM6HpAqTvCWg/ss7xEQna50kO3VMrGApizQTeLO40xwx+lqo0nKvrsXiFKTHJaQxAFqBkIEfYjwBsf59ID+xFRSz6KrhS0AsYbtFDjEka8yLtKx8BzEaO8g8S2ik2FHLQBNwTp+SxUrLOt3AUR4/h8JEdw0nF4Yol+dLafOBgPSElCgHHuRC/22zf0XPMvW7yqUEcNncZGHtZetG3/UPw2/+oL1sbbiFlqq02tf5qFTJ4oOliJS2n2YIE8pcKfccqYVQZolb4bWC25VdIDkA8LF9HY5S6SJor//riOmJZt1o1xnGJcqQf63/8pTLSdGML6f8zZJVVAOUT7ugtPGsytbLBl78++ikRQ8nID0OwcHM+DiUpFm5HkgRUsgpkQZAfQwiQtLSDJ6K3Vt1bQwwGZNlGlPGGQIulGvbpM4hlj9fiqpFxVUmNLBn00WWIlKrdgNNHYPJjQib6UBx5nU9463G3YPbgOXU85AFFRECADnhIkLl8jxaWt3+XyZ5kyfd631qebk5wjZDePLgWvV7wANBqDt3n531DgKAs3KDNbIMACrnXU3Ls1nQICsN3i6t7b+ixlISIXCEuOO5J0k1hGJWyhfSMMmAS5BSxEpzjKU0cKEgvfg2jEuLju0ZW0+Y7KpAcNDZ8+1HhdBoJPELdPIiwkQIGX7DBwZveac1siz86ABgL1lT8OjQMIiY1Jq16oUiGZmGUMpUBW3eo9lpYe61ieXpvNx4iRJvRjOEJGaNNtqaf/pcgOba5uMzRS26qqIBGrjxG+4mf59lacBgdeYWyOuGM5f0a+uGUGTMC7x2h7Z9IUWElpRdVVUvDOmsvChAkyfLQ3NghNntu2Fph0bPW3qWTS0AWFWXFS4FEPeoodG2G6Wj7/qHpR/6ct/zX0trkYdLy+aywB1Ea7yZLaI+PfbpPzUvLoQvkrdULxQRpkGjbe5nkdEomvXxL/61ef5ASL8VAkIN6v798G+1H8hkEhEaXEqakaoBAD55ePxfP2FuDO0H72gIQ6cqlPhVO1Y32EAc//Ve90piO6WNZ5U2nFnw0NAMq5j7Y4tvTt1N5QhFW3KoSHRukmnn2q0Oxva5LS3CC8N6yQO5/2m8PQSim4/8fOYn3zRO4gVcdSDziOUXMYQFC+rjzyqANGJmgDWwqMixoeB6f026hEaFbghzIkIhnDSMB9qKbbICVqtYs5EOMo8MYdhi7YQzhLyT+qZSNINkHUyfMGblRISkrWnnSGX4w1e898XD5/3BjgAAJBDn2Hx2Wq4R27GXrA7/7CqZVJAN4e/Z0d5FghLR5MmaZI0ihjCNfZAWheTfUvPhn/nPPm1sDLhQHNQWcTya4r6ooAEAwJzwmcGot/Nh0VYsGIPDaiyl5IcoiEZbRGgXhkaxVC+4bvE7/vfgK/+IVqMKZpLn9FAQTZTtHrfSm30nC4noL6Tgt2Bd6uuuRPJg7O/fZaARFGRLwPi/fLS852FzO4fmtvvbz+MHots6h4IF9RgafWbJWaHjUj4jemoNsQAAIABJREFUP2WuhGREhExv3pa/cLS+f2c/pv7LOwyoXwHOxlCnGaxR56gN4TyqI7TFiUiWUUSvBklRXhbwJk8Qcw6M5LGiw4oLo0DirNEtpz47eah5FwAIQpw5jwiR9D3vFn/XE7TaW7v4+c2HfxZtzatCIwSKaLrUskUmBX5LqWbAkFTWqF8vNOsM4eMp7I9AcGWwvQz4C7NXSNO4dHZEODWRspFLiZyqVFfAkrweREW6UkbLWzjppNF8CZFwe3RVdMPL1vEnH4Ls1XmY5E2eZLvrJN1ZUdCoaBiBVyGY2jICizmFRr0dDwVjZtOycOyJR+81tocZWTGT8rG8QCTVUMCIlYPxQPaqYabIRFE0hlYOveZPabnqrNo4fdfXQ7csty1U1sCzdUA4twm4MZ4JkKzx7D3z+OEv/JW5VchAgEWhOWUOA69tiMnAt4Oiy85kyTyKCC0pT0SyTBzH+JRJavolTIoGT6D/gDDi5hlCkK3UMadqVIHYx/Kz01r/yK0fGXz1n9Ba0vCI9Qx0OAQKl0+onMEY67+7Fq2SwUIVz5UhzI8IUw3hzKSJehWyzchpnWaV6PyBUPfjUZZKcVJfik8eLtXH8L8IgJdxaRnnHeu09HgptkMhctDRFWAgZlQsfXQRoRJ341m1S2+ilZpz5UuI0+m1MykaQU7MCtgQ1k0NWORbuH56qmlOJLU6hUneanntMToLXdh4uN5f3nDEiqZDK+Bq1nPKbLuAISwIjapAitCqBeXNF7gnnU5sh/ZEKerQfekg6RimlI5uCHMjQlbXHNYsSBMAvCcfSrkNIloCWjserP/iDvM8+mn45Pj0j/6j880UkXlkCG3Z3RIEC0SUkQMm2vJ/FEQ9kHgfhlnRaWlwijkRSJIlwo+xIQQA4pZpqWoNjkZ3SKmqy848pBj2pfDG2/sufKoUFQkwEPUgiQinC5FlzIvN3H17S2/xU/SW4rzX5wevf6x2cnR+ztVS5gFYMq3xI5WixcHb9cSBv/p9t2V40JmKQ13u08Mv3F1ZEf5mwOs8capSXQEm+XQcDKhx4xwdfZgwq/+Fb17yZ1+kS9aQcuQEqCQxlgiYjcMRn9giLUoODWHz4Z8d+c4XtQsVcEpkq0GFFu7MbUSI87hqjBGQzZlkuypcYVI0uVTD9WOLXq5mtx+IpOAPGHPyC/6KrjCsDCGQMsr+RiusUVo65ezOJ6AgDQ/M2/X44X/+qElPy74ff8+OsU//aW1a40t3yBGKGZNVC+Hb84JD/+d9sOdxvJ1IMyKcvvMrE1//bNbNFJf5ZAhFd0sQLAxRSAUHBm0giQV82tccPeEmdDtWS+Eiqhk485Nv8vGUlmPHwRCGQqu9tUtfAAC1i29QPEOATPtdyOrESaYWdUp2pEmZ5DMoHpphFXWJrOpvA2sST9x/5MuftJ68D2/MypeYtxTzfh8ur3XiW6JSNP2kGZDjpHj9ocsy9d0vtvfz7KA4FLrYpLYTf8goJo61lcfSodGp8FAZlXVJQqy5KKQJwT1VNmMvWpF6deysBIRBWrY74MLb9cTY/3mfOKD1FOwcETZ+/ZOZe77rPbPN2D7HOcI4AXlX9YwvD0bFTkyKVszdP2gP/OGyP4huOIyA/WS4ktgZavlcfakAmIXHRgbDM6dFjrL38Q9OKG6j2P/bb7GXnzT0mj+1V56cXCptahApDEM4/oWP1+/9vnnBbGh06o4vNR/9hZHz6+DHCFSO8qQbBawURPPA3vZVpdq9/NaOlIByFjKPDKETNso6BjWw81riIRVQlC2I5wMTfNrXcuBQ7lH7sOGl0CYURNMX+//yjeP//rfj//a/kn9I5S3S42MIAaD/t9449Nr39N30euImUZpiWGApiH0BSrwpQ2hJ7S15xFIwHesfaT8H4F6gAAAgH/t5ewozt/gpOjZ2ZTywVTUCA9FoJUq/ZKcoHUvyBpftaSfQSwzNy+E3wNQbEDMtHj5CAIw5CWxA4t+W5BOeBEjUpQCS0VhmNmLH3KjSaee3/5eBmAlwRGhBGv85CHhq7zEipZ/hI8tW4/C/fGz8ix8/9PkPGf+aY0MYv/lfVk+laoCBaLai7dOkrHKfjIh6kBziE5vFH6sR8CTrTxg4eGqk1xR2eJDGr368/2O3erseB9DmOGYJ0FJ18dv/trz5AlqqqI2pU4MRfeAJ3k4EAwDITtn6+3e3b6RtkVxyohjh+Piilz00oJIdwptJaR/fHrCK6ZQs7CxkHhlCV5Ku1uL5by3Sa4Z5BY0Io2ZXjOkzIiZ9vA+dGYiwF2tkGaumUO+oFP6BXcGhfQDQ3HZfMlCU10hgDtVfrpRPvzBszx3+SSxbiw6RFEmESKRJyzHnh4GY8qWI3xKhLGwPBgDWSIqvAO3sgzQOTofEhn6u2BBSy02CVFH3E/jLdVO8/jBoSF17hGbnCLEtcZwkJp70EtiAlRPdqvSdBfxQFNLE2WI5l7Sp8sU39l3/6uE3fsA96XS1UZXQUCmnfanTvlLeicc5TyOYAFrr2BBvz5NhKq5dJ84tNIpcEKs3LsWlIFqesnYWj/v6WoLPBMmy9T61rNhJ8nwhkWtLSgnh1hpK1knG4mfEB5IH4//2v/w9O8b+/t2SBxg6MrtHEQK6D2otSskXUiFaaBqK+nQqx422BY7JIW0NBACStThSHiHGeJ6xl9Ts5K02UaeeMWtAXdeICHHUKGfV/C++4rGX8fHxG264YXBw8MYbbxwfz2y5Ww0knBhkman/+re9f/qyQ5/7C5ASR3vERXEMDRsMyOlWkDh6hDYHV/Redwut9Ay+/O0YSlVDnIL0J+OXLKW/98n4928gIlSiUFw2NJpFkytEjUvMACujiPCIl4AJDiP2kohF4qzZhI9WeSmzfKKV0qs6laLWLkrZBcRS0KgFfMZLvH4HUZwUbygKGlAT531uVPLVPuGTy6GEcTn+kBbwqWYykIRbU6bFimEDS/IDTQDEdJBkLkFy2jvYc/VLS6ecQ1A8ygYSMzzlJyUuGv6BPL+AC9xeMiCWasXpZcQgHWKCOeagqyp4atfcJBZvxobQo5YVh300ioBjwhRYVjw2gPO6l0xGXk0SHPbiFFQZsnOEfGxfyCoSM5PBvqdxrJ/aRtFatDzCsWt91qKkD58iczEiMNXOqGdvsHL8dGZkpgR/vkPKgHXYX7kX1O5xEz/SjyPFcav3Hctujc8jDCagAp8fLq2dWHY6zFaOh0b88Ic/vGrVqn379q1cufIjH/lI1m61QBJyYhjCH3xFthqtx+/3dj2Boz0rjmPYwGISz6jJJpdquXOgFYv0Xvvy0T/5rLP6FKxKrKGo0zST3EfOlLd7R/QLqb+uqqjnRNz1W0LVXNp4NsbEZmhZGacstxcA+JEx75ltIATur192otlryeBQM6m1cm3a9/zXljadVzrl7NKp56iTSCB0MPK4A67bGdSR5JFyxOspQtAAveW/ayUh2nQrsUyY4sSSLyVmUBrp+z1n37/yyvjSpuKo33cnPzIGYESE6g3w8VYykEqOlTR/iWlKFohnpjVo9BhlizH+Zg3HDyv4eCvxxrik1I6dA8pYf1z0LQTuNvet3vMVlTqLsi/bMklKilYd5ElobCRiuNQSlc0bXvxFwB6oJF9kCkfAhClo1JbBlPpYhDb6l1uLVwAAW7NJ+Q2hNEqxf5DxIAKRM/1nn8bObmrTDFqq9t3wu6x/eOjV7yZoTPoDkbdEpGyimYHXYzlgDe5YEs2mzLp7lDLf6Sz98Ypr1P6ZPqXKLBCrit6qirN/XN3yX7X4uiCbOrlcBZQ3rvuYmNWCG/GZj7187Wtfu/XWW13XvfXWW7/61a9m7TbonxC9RmWroYrh/N3b1diVhDrDkZq2l60FxTPkwSRSqSH0HxLzMGFdYYAMhIdUyc6f/ODr373nUBMBHBKOjjM/G7GXrhl4yVuHXv2u3uteQRBL4rGeDcrkB0H6XPGffWbf+1954ONvnbnnO5hA6ybhl9jfkIoW61rMXrpm+PXvH379n+HZbg8tpqXIpTVyhKonyz576LaVrwp/U5npxnpPP7b7bc/d/T+u9/c/g2vC7DgXaEs+2YpmuABql9CXim0DlWLaTzzi16x6z9LeGBLQI0J/947D//zRZ//itc3H7sXsKtdOXIGxhmIF0wqD2sU3EGY5K04unXxGuH0gmHT2PrZzIsBxw7FwiWi1L4lHY+KMDcHhllROg6DMir8F6x9SLh0F4cUa8D/6Ln3vqj8gMYyfZQyMxbMkIVOlKBCZk4hw4j9vO/g3bxfNGVwFX0OwfB0lg/vLcYwu+YSHImDCrHjYM+BHmglEXLbJorf+tXvWlZUXvw1jPAdKi9z+yJsJsqJhNNP9vU8mX5aQrDaKtUtvWvzHn3ZP2ozd6MEVEYLCwjocJQq3dEafu+4TA/0x0A2ylZWyjT/HVes/uWi4P97fjOS8XY9Pfe9fQU921OJOH1QKL868tog9XCbhiCIyamUeP78IETVOqEfso+kTcjwK6vfs2bNq1SoACOPClD0kAIFVM5IQ+Po3vrnvs98JN7/nPe8pl2fTOnY+i5g8rH7X9z4VxJkkxhg9+2r6xK8g8OH0S+DOyGOwZbB3ohE6zAIo8ZtTUwpfij8fZbwWA26S16cTH3nw0I7B2997x4/PPOW8c8M9JCFeoz41ddxZSZsuEgCBLzhyv07bslH+9NFQ1TW8YGoqJcHQuu9H4Qyfuud7NK7g5oRZJJpytgiePOJLwcPzWBTUeYSH2tAMjkJcneZzia8lfC889gVrP/aKdQK2AYSGqulPTaWgpo27vw0AIPj4nf+hVmrllDESvVVLBgcmWqcAAEBAWICCYN47HO/DJ+uNiOFCLAFktBwdTkGMTzfUh27e8z0QXAo+8ZNvktjG+JSxONtnAd813ozfDLUhgPOvr516AQjeiMfb5sb2rzzxP7d9aNUvX/BHFwAAgCQEePoDdivT09NBEPjxcoBsdDXftxOcklgS9bllUuyb5jzWehYlankE0r9IGX1L8Ga9Hr6sH/Zs3TziQJx1a7T81OHh6fz7O3rPvcA9DM1xAAgETz2kuATbfjlzx5cA4NDXPoOYL5ZNkjc/MR3hhwFhtdh9ZcDHGkIECjZnqmbFkcHuI43QxAlCmfBmuBTXvGqGcwcZvKUnrfdiIhXn6Q/iTyRr19R3PGLHKKsEyr1EUaSIP4WdPDm4OPxBQUw1/ampuhjbSwdH+WTkso9ZfQftgcVunIYHeXhypk/3M2SrTmxXMbY8Yi8r8/i0cnwq0TnB9l/N/NMHQQiv2h/EnFufMJsmb3V6phFvt07qERIoAQ4A9ZY/NdX07vsB7Rlgq0+N9gELANZWA4DZrLkBx8cQSinD2Sul5Dzl2wQteV5DDnvyCJO1nt5lLCbRUkpmteLrfBaCFhYRY3tVHGNRYo2u6rn1r+TUOK31E2aFg8KGYG9dKkNYtoh6JzROvMm+YdVxxpLC882XfOHk/dvvmYkMIRCbkd/giyWognho3cmTP400XSAESSs8l/FKVfzALhYvfBgQZjsq/Aq2T1MSQ2c2S4YNdZNQjA0vlbsjRiLnQjTq/j3f4nt3VF769iSXQ9j5I8oagScg9UWJuLZaHHgm4f0Cs+OaMFsGh1HSTtYGgNJwT3vp6nAEWMBbnrquBQAj5fi2QeJLy9iYiQO7aVwTLVAA6gh/V0yy4yQaJKxvCAACvTJ9Q/Pp7377X+IzUIumP2C3QmIJ/yxd/TK+63Fr7WaVL3Skv7eRZD4cm1I3dt1GlotDkX/MgAdBEI4PH6ytQ4mq9YXEtyp9r3XnV9yLnq+wtYP2wA9rW4dueJV7x59HD8jlUT4d37sz/BHsfIQtixai4kBLjiLFBDMxShgQq9dVY1IcaiVlBpQyZtnhjVoy2B+n3jihJUYSQelVe9na4NCz8bML7UGklIFPbEchGQDgPfP4zOot4XAXQJy8L0vQ1KDxwqJMiqYgwcM/q3/lb50zr7BPvyi6AWKPlGTVZq1oN+6hVxtsu7f+n58FAj1v+sv4VTAAWFJV5T2iJZLhETxxfzgXggfvTtByYGUrIV2rqREQa1UVgNJwkrYC2brzy807/o245drrPhDtQy1KYEVl9gDA8TCES5cu3bVr1/r16/fs2bNsWQpVaePu0d+b2A0ABOQFF138zrMvOw53dfxF8oAwy59gCteX4/sVmdOxrVqtBgAwMAgAU7G1cGTwTJ2F8JagpK/i1mrRcHE2bGl8GwDAPmmLWy6HEQEDodgQP6xt9Uu1q8Z+BAAnTUalqQJIT6Vcq/3GDKFX7VHTt3fdpqkY++KSRm9AFz92GmV9isWLtXJg1UqEFtgQPHyEyLhOvOwwdR5ZLikqRXnZmvqzT4fTiwH37/1+845/BQDy0I+JgjeJvWlRNCkoSEHtWi2lJq/hxwDSkYOsbyj8HRBWKUU+sy2DQ170mQRh1Z6eypZL6vf/0F2/pWftqaHNYpLX4z4ZAbEqFgzVSqHNp1JIu6Q+dDN+ajF+wFm03FeXU29ABttjeyeB1lyrVotUqt83YPDQr5y4J94TKm76A3Yrvu+Xy+WSQoC3XgpbLwUAf8+O8L4syQ80iZAyfKSSzXrOvOLQr+4ilt17znOm7vhS+FAWcCFUyGudMuwSZoEPAMAFJMNDygMff6e36wkyedAeXR2alS8MXPvQ1ld8a6u1605LPWDqiCouQUxlEuP73eXrQggioKynmrz5ehDrd2C9VeWPBuMeSdZ9tCnjbjhOHAh21aPIUQDpLTu1WokQwjm3evoUO6W6ar3/yD3hIUJI/CAzd98+9d0v9N34OtdiKpxnMtjz0K9CP1EQ2lfNmeO0f0hdq2fVyeF5CEgPWPP2z0nfa/38O+XlUUDvgbWul9rcCQciBUmdijr/2C+/F7mGj0ZDK6CWy2CkJxrPBASg8ezFDdjk4WdZtTdQb7WiSn1EEEfQPmHLeyxCKXAAAJ8Df+wXACBbDbLjAXV7IyVQpIFZyPFIFt1www233XablPK222676aab2ncYmKwwKSFcnXWB5gj9vTv3vfcVU//1bzil4R3cp/AWWy9tVqtMfObpDx4ci1igQmo5cGfNpv4Xvrnnpjewi25SOUULeCuG1x8pr3ngnNcZdyKBHP8cIRbqJi1IaK1PYV9eBlkGLwoaxKEDJ9SNK5Evnn5gzcxTKv9ko6WFCEtoI86ytYSiJEQcHXo7HkzyfMRaXosNoeTpzerQLQXjB9UX5MCc2H2xIdg9HeeBJC0z6PutNw7e8scjb/lLYCqxJ1Qe0SdscZmoV8FANMIWAWHle3w56TX51Lh6A6pOf5l/8OlJFYBqjEEcZMTXVQ1mjj1tiil/zpeID+UwWt58Yd/1r170h59yT9qcjF4pAoVAgrUkTg4BAE5K+fuf8XY9AQCNB+5ShBGPWJsGCEASCQVHvTKvok1K3+OTUd+DAFjJShjLE4j5UinZ8fZAyCQVXbYSluxl0/dvP5Lkj/GMxr3LrcUrSDyStcoiKSe++Y/8yNj4v3wM51kAYOnhxNnNLYxRpRpsYJHqwcYk580Gj08blScCBMRaUiEkHp9aA3eAIF5309+1PfpBrMVlhF3pHBzRiMw3H9+v+EQCqIvob3UvyYUPl4ha+aTJuYhZ8f6+qMaRUzY8S0w0kuMREb7nPe+5+eabV6xYsXXr1n/6p39q30F95OKL0v23k4mvf1ZMH5n4xud6r3ul2khFIOMFuy19ZTilvzY3d4zsig0hoY5uL2uX3uT7vj8xoSgnTPBmUsFmDYwM192+SiuhmEvymzaEfTqhMR7ivv7tj/z7J6XgtYuux64DP7Q/+gFU1SSc1Nr9qd0fUXGw0T+zetH1U9/9orNus7P6VHUtJgWfmQpfZTD2rILXyg4r2Uliw6CoTf/oP6Tfqpz9nOSWBI/InACSUtUlZFXr2Z9MR/QlQUiJAesdrGy9HABIovSD6WZCphhyk1dBpagHcOTr/xDse2rg5j/E63TzGC7jQB3XDe/jpePfYwljUFtmi5aSVkSSENzyQ8pjPhIUDN4rZnrEDEfwNQD0XP3SaLekMwD34rpMTuhIGZTv4iOeonrnIGXw7DPhz4CwtVUCAJREqdqincnapLntPgj80qbz8FrNwVj85glz3MTjOdxIDGHJSYAcABBchA/mOpTwaLi+8eBX76pHRU0SAH8sazCun6n0WIOjJCZUE8lbPNqTTx4O2XaSB0YzHeXi/L/23j1ekqq+F/2tterR797vx+yZ2fN+wMAML4HhNSAKyEuiiajkCDea6zEkH3OCECXRkxxzUHPjjeejnxhRTMy5N97oJwSNeYooGgyCBhEcQIIIjgMD896zX91Vdf+orlW/tbpW1aru3t29Z9f3n+npXVVr9aq1fu+HS5JTpKzpbYUzLpn94bcrV7wtlMCIB6heNm+kXCd0JAcwG+xP151DMTW81CqvDlEnbCQX7mdfsKsfepmVBohlI8FuwT1+hN9iG4b/VNOrzwUyYp2yQRsIZf67nFtweO5g/WBjuBqwwf5nhAMDA1/7mtyUS0RQEIvo9gRfdqjtf97/sPic0K6FcB+hpBGiehMTtcBFFNNBiYUOs/mAZNQIHcvDQnWycAAxQoAONahvEfnTLjj+9b/xagvF868CJL/j0iH1V/bNPPQ18Lza/p9yDRIAnMBf6BJqoVDMzfNhRS5DbJtevvwt5cvf0igoFapcjrMw6y+Zc/RVbsKq5EwIAl4aFc8DLPznj4787Z8BgHP4AE634CqaZVASpAS849DX1i02xGQ5qYuFwa40aBdQBzZoA5a48y89NfPNvwWAI3/zCa8WuoL4CjiEWrbF53HD0W/x73HEIM0XiWn5nNtbs5288GP+J3fpNULuuh6vHfrfz3+Ia0iWKQ4cMsI6v6YGbMgGQhoRFPMovMBDeZ/cSFAjxmgeAIDSthihV1s8/MU/dQ4fKF1wjSCCBBqhAzRnWQ07p1s7NMe9XDRvGX6jFRPqxAvTJyyD4RjvC2d/6H9wCc2hl2Wu2mBv2FH7xU8rV94EyOdKwJutNxghLkdefyWiLBFoJsYQMvSO91ePvJMNjPI4duY6Lmouz+XOOmGDFjo+xJ1zvIVnf2ROTNNSlTM27tSsAx20hP08v7D4yiff5x4/Ur3+XcKqBu52QkOvv+E5JxZD13vZBEIb26Ber3Ex1DkUiMWEVVtPnQDoqzZMAEA872Qtsca3LxeyJEh6DC1E+DZcQlWMkCDTKM/wrRM2ZAOUBwHVHPWWJmheH+bE2pFf+5BXr/lJfnyLL6D0idq+Riz44gs/sVCBRFxN0SqW5M6EANDUdR3XVAz1Zs/1ggPvHD/sP9YFUrYIX0kCgti7+PxT/of5nzwu9ETkmiijmNhdMtOoXOoS0fwVWAtNr8Z43xzCymZo/zE8p3CgYWVaeH4vw2WsuUpHqFVAGXuBNuBJOWSE5E+/YPb7DxhD49YZF88iRugBYUtcYwhHZJw5+7TH0ypo9DsyPYeHejmUVUyyyBrbY7HuOUdePfLlT1rrtlNUnIi3wXKADVqCabQ1Rrj4s6f8Ir0nHr3fWrs1/AOq22Lb1F9u21vkAYAOoQWTEGZ49RrxvNfMPsmDZWyDUhqq5gRlsEgva+iWO2mu2JCokAFjzvHKL/+8fvgARdUK6wEnkKCfK9woPIRs8nWkBHOpq05Y1SJ4Pu6h/a/+9YcIIUM338k5E2875QArm6Gpn4I79OIPnEMHAGDm218l6O3z9AmLUWxIn1kUjgY/uUU35NNu0DetDqzUHivrC0YYmkY1C04uHxz+64+bUxuL574+lGKaKiz7kEiDEVVHNM70H3ggLLfGyz3XwRiwiCHX5ia91QgBwA6S2wBCkX+h7gGAO3OUlqph30HXcQ691PwEB2h+eCySEZoxPw+JC7wiDCruw8qmQBRm6wHjIcTlqtihl3B6IofBGI3qT+sALWFGGOSTWV7NAC720rIZTo+BS4MVcGeOEhoh/jBKWTmiWF2z2aB69S3503fnTjl3fu8jOFWiC6UVqF3ArSgJEhrwZYgR1nitAwdYyYTDweuo1d2D//tPFp99fO7H3ytddB2/F6X3sQEbAIAGy+W6Lg+h0odzNLB1L8w5hyM4jQPUtgzfPLfn+A8Os0ZRJxdokQGxbF9O+twLf8SCbhg5k7LccMSjmkRboWEZYjwL3/j/Xvr6XxBmVH/p3fzvUitpDjdlqQQkIDo1xAiR3MlKJmAXe/XHD3gLcx7AzIP3NVf9rhNWMsP5G65jHQ2Uy1f2cQswhmlS7ka1vdpBHjUKtIiORtGN+MkOocX2WFmf1BoNLQAnk2nUL4p/5G//7Og/hp5RVWNMyTRavvRN5uqN0jUxFg9OSiyvNs/3EGUlE6yyUOTaBcL65LUDAISna7HuLjy/d///uHnmW3+HW944x4803+UBLYxNNreV8QiJYYRc22OeC2IiNjSdXua5sw6cePifX/6T31x49nE+Ja8W0X8OAAyDRtaKdIko9VPmn2rmubYbiEeEFUVCQ1DptcgVYAa1preyQZmmuCA7ktnQWH7nRcS0pHLnXhdKKxBiNM0QACyRA3MLquXVwlJqjOZYuCYE3NrPnwUAcN2Fn/yw+ZkO0IZagCyK+oK1c+TVA5/4b7WXfsZDOQCiuy4TSlmg6ea8xRuP/GvjYkLzBvCyulVnhqvpBqP5Hec3V9n1ml6WOBBvZuLAM98HAM+pzz76QOJvSV1GMfRbO04tQrxscJpQRvSMILihFmSYYNQbjDMsOEd4ASDkVscwDcY9yqP1wy6vvUBo0QgfVXAjevD6x6cd9AVFPFmDZXiLkIWnHk282BCNVGxgZOy3Pj5TFbJN4kyjgXfK9hbDPQS0ZIJdLOArPdJ7jVAA5WTLPfTFT3gLc0fu/TQP6QRAxkAEj1CDwtDb31e65tfw93FuVBA0QurIB96Nd5uDAAAgAElEQVQBWjTCMEUK3sKic/Sr99R+/uyrd39I6DYeNSWTMXvjjtyp50oNll2gUiN4/rJ+45UvNa7x++ag6QEqGhI5nEEZsfPDN3/ALQgav6uuIMprkfOJdWEnlC59E2nqN2KIDRr5glx6/Ps8Cd30rwkYYd5Z8AJZJNK/0JBjkGkUPE9VsrUZR7/y2cWf/vjAx38LPzxSbDUYoajePUFqU44BK0X0oLYNZoyvGX//Z04MTePvE1Q35JMjx4OY1Zcj20EI8CCdiIODlSwvghG6Hi0YyGLhObwHPVeghevBvz6UKbFgJ3gWAliMEbMhXlx2/NFfPtJoyesQYei8E8kIaaG98vH9wQi55YTASWAadY4enPvhd2r7nuPGNJVPG4OX6+Ugll0fGMffxBwbTkoumPnRaXON+qJ1wooG5ApFfKUHhPVTmQIeGmd6dedAIwJQCilqBmUUAGipao8KSpgXKwvjAw/NjJCwApI9GTil2QONCL2FucUgNFwFg1GgbORdf3B01Sn4+2bxhVfjvP7og8HQEuFw3FrEgZeHA7Cmt9HzrhaGU68ADjsCAOiKSFS66LrBG94tfSl5xHmXrtcd/9622cbuNfyfEbyOATcMEvGatHlovD4CAIIoo80I55/+AQB4iwvzex+Jv9Jg1Bgab+7n5wK1GcmdFtGFyu/3QvOl+vBq6ZZYuS1kJDyYkzvGYuABNVKdccr8RTPAsdwI3u/vT4KiQEPGFiWlSdzLAMdbTNjPjFFcpXY8iBCsA8uz0KGQ96JevRddW1UffcEIQ1OGXge4vobnvfLJ2w9+/sOH/p8/5gY0lTkUI7I1UrMIr2SEAY0ruyfOmW0ERDjA8gzyeSFjuudRozKC0zVUPxa66xSeVA7GrYh5YYmc+MBxbkB2azyJPrwXaI4BkLCwYWE+1AJ5eJsK3LhNC0JXuWbPbnNHRsejeYOQMMXQ8eoJe4YGBu5CRTR4xkhLtrgTSJd2QvPvlewfeJ/zPBCLGYDMgxVHWVzbB6/Ei2M05pOKF898694jX/6kt7jA3dI8K04FRg1i5wdvfK8rtlR0gdgUKq97a2HPm6TvuSnYEIPgXBqXwYIt+Wwx2h0YiRirQOJYeXeh+a8OYXmDYMaGK2Q1ow4sx4gQm1aPYGAYBiM8sQqj0VIqOBoFL4KhRrSdSon+CpbR7c7ax6gfPuCbVmq/+Glzh+UYsKiACJwEBrEBn7yRDYZfbYtXmuYP6TNG2NjCVSdZ1EU3BcJTXlwiD2I1wtCTyiM2OVzC8o0kC+bLLtU66lOY1NyOM0ImTqlZfLHWnyJ5VoKTHCqskeajyOFyxRIOgYkxDuP2yADgeV3aCc0xRFLWLG+bFXFNcC4ioyQwHAjasivyuJux8MxjR/7uM+B5OF8QmiQkCcwgAFA45/Lj9/999aWnwgkE4cG51RvFNxKqfWZRZITxzrzgaFhenTQZMDDkDNEWimYYpp9NG7nOLgj+WuY6xIljbI39HMzfhDA9VAXToObYKnNqQ23fc/h7B2jOIA5nhArTaJuMsD80Qg7P02qF2n9wDh94+Y/f8+qf/16Ntz0C8MOFNWFEvUgzL7v3VMfGGFnVHDfhkwYpxNHr12CZspui+jPjUn9OWKL4VGIelqZwuQcJf8GUSknEF4NHQlpFWXyRplS+9M21kbXi0NSmoeXWBCfRisDDjIko6LiUqoggMUze9Ap8jbArO4GI2xiaQsPsTaeXLpZrThkGBSS7FKNemTAKZf46hzFH4M1FraJXW5zf+wh43sJzT/jyzdyTD2v9EgBAew9EBu8FDE825CDbuCl1EfAgJnCXH9RC0j6cIeIpgLjHRo/Fj0aUyuWIapkBDonV8HyZAFk46pCoEVIKhIzf9ilXcrH7RyN+esBODkYYJtQvP43Q8wBg5jtfre17bn7vo8e/8aXWHhOpEVo5gYe5QJTN5QkZv+2T0nd+BptUZKvvgmUC6l92UjBCHiKPU/cgSRbmntSxekSDaIdn4AWSbCnNlDhnMnKSBVJmhMbIJNl0hjg0yxlhiqHh1UkSI+QrQEU9Lz7+om6Em8HzumUatZsYobTbKSu+5nXR18SGC4rPCJ7JhSTPnY1axWP/+IVX//z3D/yv23gtsTBdRwMsGIjlJc9FwwZOJOEM2cbtfAq5DeUMJPz240y2+qTVCPnROGUuIgrUPxrIVOtAlCsRXc9siqp8uAkaLfAgCUIWbNkfZLHwmF999N+a75VSdVtAXzDC5Wsanf3ev75017vmf/wIr3q3+MIzrT0qMrXZkoR9UAr7AECLlZohkGBCKSWyRghef7z1ACgwOoX6xalek99LLSsgrvmug3/X/FeXEJsSELSQVqYkE7sozmSXopSGICLAdmvMTSAcnBzjIkTghwup2VudhZvBJbQ7pRWa35HRxIGJqEVBqBHqbg/KFTUULDOLzJyLLz7jnjgGnnfioX8AgMWfPjmvEc4dMVDonxZeNE8KlEQThzCuEdqiwz5eatHfhzNU5q9pRRxuNn/zkW80/7Vh3Q1TYOvNQdcYHhCbCSmzzZ4ICdyNWrMjjgaPgThr9in5zsRYcQ30l4+QqFuh9hvc2ePEtA9/+VPe4vzBv/yfYf57koNBBVlGBgAAK5fD2y2xTGjNKpr1UHj0TyzuwOk/pK9Mo9Aa1wm4HbUkyhJH3LnNikdkiPcySSNMNSUreIO5fA6bgSKnZBUK+NGBKakhlRfc+Vma0BSCS04Sm3FjtQHcxdsDssSFZRog8juKcHVL7nDgJyLQkotRQRzC9Zz2o2DLE8H5cY4devVT7/dqC5VrbuEpoamcFxx85c0mOdUnx5KxGpsETOllkTjRNowQSdIIZ0SNEAikfbO8C0Qkgv0ZVu2g8Rqhfz1KDw1LvSvAxQtPFOx8QzeLiqORhmsHfUMRw4Lx/e4jdI688sonb3/pD2+ef+r7fkywtzBX2x9hT0iFSBHObDKNxgt6ji1QE9/cyo0ePvrNNMrF3lLSacfgxwYoc5BTIT6DypzaEPNMbhoN6zl5CcQXgwXLasjELkojzEfYMznDOHX+uR3z/ynfIw3HGaEpbZI4a5uDAh27FjVKmCG8Iy9iQaSQLgjWk4txiWZqymvjhVGjztzc/OG/+V+1l34298Pv+F3mZx74cos/IwCXWU1b9r43nJRNwhm3Ukh+ikiZgCP87UkC2ZwoNpH0hN1af0rMX32llie8296iEavh+TIBpzxTtVfXLEZXg+Mw+Ym2ZLMWABTOvDTm3ngriA76hRHyIoQL/VpaxnPqR7/y2for+048/C8Lzz7uzp84+tXPhX9uu+GLEaWmMbmUV0JNLNcUqEmkRpjITbsMPr1U6he2JDuiuS/m19kbdhTOea3qry5pGFi4JFts0W0p0ccIqV927BFmUUJRuGlkFDsG3zBNgo6cnCD8FWmE0K2oURDfUbRhg7I6E36IYTBAv+7U+eea7pEewGUj7iP0pr/xqRMP/cOBP/6Nheca1S2cYxHu4VTgA8meC0r9lW+yUoSMX3pZoOfSHq8lZBMtMGHLtZAnXLni7XPDEbG7PlwgFiU84X3PzA/is1n8Pjnc3FpxZqYXIwolYoSmfvFo+BZva902d2tEgiafXtp0EQn9wghJUlO6nuPQFz5y/BtffuXP3l/bF6SrH/h5B58fzeHEY+MmdlAST2DjxBpS9aF+YoOIESYmimFQZEmuI+IebxgESu2Np6n+GEYuBFNKFb/DTXNNKlqE25KKWqPjUYsCqww1WwhViNEIY6Qlj2KNsHtGchyk4xIa6cetix5uX/HiZPHs2b3xQyAjQWgaHX6xUZls/kffbW3mzeArL8WyOR5VaISYETZrhMku7auOJUx+gUle2NTvlVg5tzyi+qtLqMVCn2jBnTdjTZ2+044WK81lB1Qwg10rM0JuaBlbLd8TwCE0sf9iPPqFEXLoV4LoAjyn/uqn79z/obfPPf7Q/BP/DgDOoQPzT31/KcaK1AiblLkkH3iUVYGIab+tiItLCa4/XXX0If27cHEcF2kSnpegNNO8ktNwQkaDKUWGqKmgUtEiY1K4cB1cQywGQEj1hl/XHC5UQCWNMF4UQDuqmxmlriSsRI0rMULfsB+ZIBsJbprmUrUNi/Zco7pTYl6mPqjCNBrawAnB2i02VhOjaW/EhL81BRCpsChrhK28VxJVMt6Hb+pkQxOa1MOPGyLMyO+8UHP0MCFKlBXC1S4oT6570phGuRC3WO89J3Rnjrz6578/852vzj/x3fmnvu8cPXjk7z7N87qE3NvOgUYFy0g0jpIEu7Fkk/FFV4mb9hcbBCCBDmRAilePs00cHAASW6oDUAmeZriUBzu0NCVeIElihFGcqfkan1bmtp+jORzlwxmmh8hTfJstjwn+1B4xwmjq74oU0C+ebm89U3MIylMkA2fhYP1YYhmEFoBUf0kECRmew8Q9Gawzd7MFt8S5tIUGZLGoMclH2ApYk5uWwwFiUmDVYU3Gxnl/5Yq3644eutglps5j0JTTa6GSjoS+YYTBSV5MKom0dFh84ZmjX/3c4gtPH7nvs/N7Hzny5U8d/2YjyL616DJ9eIRE+nWaAj4T3hezRMbZ8BGK1ok+0wjN8bXJFzVB0GVwAEiiRmirj1PAjYzRiB5YiQg1QqNJRYvQCCVlIlBG1VK5ajggxCXhK3bjg6HQZnDD2Nslh6C1K9o/eeK6+U6j3JYznLU7dIYIrSVBrFPVTWFs10fozZJfYkiOcfU1LAnJGmGsHdua3maqLfkYskbY0nuV8l8xuFsXN8CKAWfwbGg86doGwuxM0cXOXyuNYYQnoY+w6+0njv3rX888eJ9z/PCrn77z+P1fOvSFjyz+tFGrc/GnCaWfOwVVarPECBNjoqkVZVWgzEMyIukznbBw1h6vGFGwPx5YI/QEopNQLYXEMcJGaZLSRdfV8roWOTSl4JMkvqTRCIlpSZU1lMOhHYNjQeOtbdhO7okW5qWFJKxEzdAzhN3b4PSE0FVxsb7hCNxWrF2etDVQpeof8mKHKfzWGnsDo3Da+TpTcsQ4o9ZMo6b6aJCAtWpaa7lgR0zLkVwzqtGDtTNt4XqeHip5XoXh0radakJf5BFi1Fyou0veJs05evDYP3zB3riD2LljX/tLAJh74rt+E/n6q/u7rzMpM+XFY0OTeBiTTKkBbXapESZo9xcfBFoacLecw/7jX1LdJRTikdhA7A+MPU6NqBZzct3i4JQ5F9EFMAZIIxQ9uzTSR6jMeaibOWshuewqReYBh5kQvN6ECqJII/RIl/IIpXGVMV/iunFOb+bzyUXrxYwa/98lYoRhmJIhsZ/ws2QKRj7CpqTeeAOGXvBUXfYRtkJAzXxO5fXxNLgRBlbR6kaeJZWVAQAWWLYN08JXc6YuSfnCcG2bRvuFEfI25QTcE3WoWgnXp4PruvMnaKF8/BtfnvvRdytXvn3mm/fO733kxPf+xVrXyJ4RWn0ugV8hHipjUdo4F0PSCIPrHcQIW5MWlxRGoZh2xSn2iqE6rYkBICT2OOX4cSromig5wuKfzfkqzadUuoaE3v66ocUIsUbo0mhDXDMo7U2wDP69KmFF8p+ZqFKPDiMMg2V40b401Wv1QRUSDyisFNg2njaXKcaSj+FILLkladeybRUj5BKTVNpXOR9UOq5u5eyF5Ap2RqgRiowwDAqL0wjb1J36hRFyox/1vJmaV7U6cEDnfvSQvWGHO3fi1bs/6M3NDLz5N49+9XPgeYf/3z9x504AAHheaPzsOvPDUBXCltx7iTyMmSa2LHO1yUOllvvNRwgAVj6fNgCJIKJDJKITbxo1lEKWE5hGAYDZWpIvRmiak5yyUSsuEX3MvRz1gReHi2aE8V0GCUshNHQSCp8ZhvRquMprqn1XwvU8oT7MflkSjdAINULxeCL246mM1VI6QZLqRvT2oUPT+VAiYVjKoxFyIz2N0EO+T89IvgVvCUM8GihNSDm9hJKtGugbRojq5M7oiH8KzP/4kfknHy7tuWHm21+ZefA+Vh7MnfKa+ssvAsDhv/64z+0Se911H8oCE/KxSUiWMSwTF/fi3NWhfc0IzVxqRojDPARGmGRrijlOmIkyPUkcI1TR5LcWGQYlu5f4SfbkKgqK4RAN9YQQmNgcbdz/OX0hrpaBNSGV8ZbIwTI8sUxTMuCkNKgfPd9uvadIhEZpKR4br6YYnRtqhCydaCsVklXB09hyiZCLEgvPC7mRSyiNqlCIgU2jeowwZJxMZIQoTUhty0mqNJKIvmOEjLhHE/p1NODVFucee9Ca3kZM65VP3+nNzw6+9b+9+tn/Dq6z8J8/co68CgDO8cMnHvlX/3reJrcPoSLfkmk08V2bpsAIQ40QnRMCfVe7JyZcTQVsGgWZDcStk59sQKIMANjTkFYjdAXzl+Q60sgQpeG0dQgHiKZRT2iuFCcKUCaUOutO0W15XBo9Qyr5CLmGpykZNKkOidV5WkPYCzNGvROjc1HUqOwjjB8rxpKPIZtGW2SEao8U2mB1Zlv1hCJQgq0y5rEBcLEhOd2L/xaRQcrDnRyMkAtTxPUiGeHiT5905+dy2846+rW/WHj6B6U9N8w/8fDsf3yLmFbulHN9ne/QX97l17yuvfSz8M62i58tEerE4IVoVTZu2ciWVAjEVAhTomm0X0KFOTTtLRiCYsPS+L0IcahpRLUVxb4rI5dLtW8EYscExT2aKBHiEkaDgo3CSZYrAUVDSH0wBMOjrmm0q8EyGhqh7CMMaILe9gibQuj5sVoG18VlHyE+WYJpFJWPIQRrVInhb5qM0GUd8BESNafBnhvHsCGREVJUTUltcQ2vJ8p4IqoITcJopRGxiH5hhEgj9Ob3/+z4048Wdl1ce/mFI3/7Z+bEdOE1rzv4uT8AgOJ5V574938CgCNf+pTn1MDXC3/4bf/eftb5mjFPzFLACJWpzVQkqUnPlLYyV5s89Jy+M4w21ZLQugURHYqIu04lVcewohkh4C4BysCBSAjhTpRhpVOV/ekwgwblI/BJpuoDjyEkkFDB8xfXfwMzwm71IwTkwAMAV5FFzmSNkNvENBckiLaILa3ePpANXDKNIr81js4VIwBcatBg+3lJkoimNuzJM9G5qQnqjYdVTFdjf2LBTucneLhBMVOYRtUCYkITDw30HSOsODM7/uaOo4szJ777j0BI/ZV99Vf2Lfznj/y/+lwQANz5JXGDdxOLxARoCFaeonZanO0lCpIGidInMEPtO1ZINGRGCaKPUEgJSCTuLo0+Ubg6dkwEXfQzxaPoEoN5CWG6LjUBGoMIllW91VAlkKgCr3zQHqVPUBOnT0TvdibuXp0oicjrrbVb7c07hTjwjoIqoqLwYhKxpisWTVxqQMAIk32Eer8dNKzxiYjhNPiBOowQC3Y6P8ElqK2ySPRUpQSF29v2EfaLlYwLUxfM/NBcnAGA+iv7eFVrP8PvJENNNJ5Ek29CXKz6JB4bFi1TQ39HjcaIoirgmElqYG0juSWpq8jwxceJpeTNknaFuw6pBA8x54Gm1QixK9RDrC++cBrWzLrJCAVhReHHpYqQH01mQNEiFM7c09I0tRCqqmo5lQhWClFI0iuY0HiO3mYglLqkXatPLCPEdngdjVDpMte4XsEIl1Ij7BdGyFNwNi+82NuJdA11qiXF42OTzMIkYYqbRsVYwX6Dpv0HQ6URAkmuxqDSCB2CgxrSMUJJyxGInSLWF1/jIqWBql01GFRIIJF0YuU7xgTDa6FJQatgkqkwSSOMKVStAt4S+pXqWkAohKljNYnE1IW9kcJhrysEUIof22KwjJ5G6LHkKTkEZSJp7GehVZmsEXIfYUywzMmiEfINsaa2tFU9+wd1qhXggAU9nLEbCZVpFNPiPkyoj/HSq4DZAGPpNEJPcaKEgBdNk1R4r+Cu9zTEF7H+dTi0DuEAUScGquslFTXCxOirjkHw46pMo6bAzlVhhCpg9h9TSK99MEXUKPYRUrW5HheG1XB26G4GQSNsTdNX10IjisgsFXARCZ39jAVBImrMIQ+mTBlk27Zto18YIbckTNZe7e1Muoa61BlORS7TuPck02hksEwfqoRp1S8AwF3cBH3I08iNUxx4Dz027ZQkL6+LRRYFsXMFRRb9HF0lQLEC8ZVlhGCZXmmEimAZhlVkHG2R2jS6tIyQL5voucAvETNCObOTYY6VNBghOqZUSqnXdq5wDNMV3J8ajI0gcZvpME7BGBNt1oJY737iEPHoF0bIRdr1C7/o7US6BkcIcKAqc5ZDsG6RtL/FwP1QacBmtL7jg6nVLwCB7TBEAV2arBHKFi1+Lz6NKZVUKSACUyUlY8bKGXpBhq5pFD1XILtxK0AFI3kXg2U0Zmia0cxDXysKh0ufkKMPsaYPPp44ahTH8Qq/N20uU11B/TEoJe0HxDVVREJ/EiKzdPIC0X629DRIxDnxn7DtRykTtL2P+44RWl7H+mf2OcRe4eoAB5bC4tEULMMZYV8Hy2hSOgyKDUGilpPMCBUHXvTYp5uSVFAUm0ZVepdHozVCQ02PMHCTd9ngqZk+0aoJrQUwjXAeMVgGMQ/dxErEk9JXyNOHwAhJtMQToxGmzWXSidKklHjCTFozjSo3Hn4g1Xkd6HodjdDzwvgpIuaMYSHCUSrHJ4tGKMdfrQA4GtUXQTxpybubSXuIm9eRGa0fTaMt+AjDz4ZIdBIZoWqzudipmp4RYmutlp1KmEYLGiHSP6hS/4i5y+uAJK0LLR+hmOyPypLpaYTooS2EX+mDKl606CNU1nT1Uka1eBqmUUaoyJJbqR4Vs85ECNJOno+Xcj/j3sWqYBloSpcMp9e2cN8/jDChiubJB2zzjEttVpy0SMjC1LJJn0jNCJkiVB1IXBZdcLMiWAabN1MzQpG4a0Qn4WmLZk4toVD0EWKyG6sRpunU0UEwcdxosU80n6Y2jeKmm3oFWVqDgVbNVaj1+PfKyVFpokahqWpMJCgjIIgRLeURqokwIekYIWachpl8PZZfiezfQaZR1QyTCGMi+oURtpBJttzhiqEBymAZTPETlTk5fYJrhH3zoqOgI/JLAWNY/E9L3FUaoZAFnHZDij32cL6KihEK1ErwEWoRDuySJJK+pX7bQj2arppGk98Rkc2JnDQKIZEqGGhFllYjxDqKSiMU4nipihHqmUY1fISEYiWMtvZeY9In8E/TC5YJr08ZZarKAQPRnSSNlzhEPPqFPtLcEkZ59SdcvQqZYgpgoo9QoBdGaOnDwTJ9pxHqiPw1UB4PI2WJNVVQgBCpqOPYwPFsoJT6lRqhWOQlcXp1UFbWFllf3AuWvIndixplysnji/hHOfdOw3UiGAkMM7GedcswhPANpNajcvYxeZOC2Vwjf0Uy80SCUuK1bVSLGQhb1NP6CGNicDiEkmzqpBSVlbj98Od+YYTGyKpeT6HbcKRgGdWrSJUCSCWrAvc/Y+Wj7xihjsi/SIQzIIQIpuyxR5VUFWlIGpQXcya5fqaGQZuoAg4V+vGiUIFBKKUh+AhjNwllvdEIiYYfl4halFiNJZn4YiMBEOKwpVIKqRgVE46p9hGqXpYW/dWwl1BKRGG3JcKuTtXAP00vmCu62oMKQoSXeF6EwB/Vo04ajbBw7uv70Xe1lBACC9UBDmIgfoIPXC7TFwbLoCOabppdgpN02msiKRQT6pGErpESoHJyCGqZxuldIOpMUI0QJ6LQ9VVD14iSlzDt0HmhREgXfYSCXK/UCJWtmrRy6cSHOp3ztuCN4RGhPpynSGOnso8Q2/eSc0yF0TUYD2MdyCMEuSgxfl46H6Hk9E68HBNAaf8L8o1C620xShY/oc37OwVzfK298TT+3xb68iw7iIVF1CQJb81EV5/kZ+bp4UIxi34UOOTOok2QNEJ1qEjrplEQbWsJT5FrA4l0GCv4qremMp8qTvuiugKDECAU/35lH2H3wkb5Rx2NUOqVmLg9QDSNAoDXOUYoGKWluDah0ydSm9R7UmhSobH+REcIILQj7g+XRI+F5U6dvECS8igJYfNSyx1BhjjZNUIAKO5+Q+ni6wGAFiuDb/kt/7cVztzT+JGUsfJg49K+JOVp4eqVWBNz4dNFjYa1oARa3I+rp3SDB5B9hJgRylpOwg9kKl+IjhEGAfPmGPOXKsRJsNBqEI5FEDRCQ5FHqM8IoZtmcsyAPUVkL/a9ibKEKm4ewxCPkGd0zDS6SESJB09MpRGqi26Dhs8PQ6e2A6MUBNNRhzVC/ECm44xUyKkYdcHCgYKExTlgj6wyrrXtYMA+yt4r7Lq4cOae8utuJITSUpVQw60tFHZdZE5tOH7/35QufZM3P3v8/i8BpcXXvN7vx8Sqw87Rg437CYGotuP9C40yxACiVTNxe6sij1M9pBdItH0tiJxSVWlTy0eo1AjTmUaFkyzF/QpJfooJKbiX6rTL5BgvgMHQ1o81jfYoalROcYmOGhViX9NqhIYkJqYvV6TCIjWLbtAxjQgJowL7EUQTzNSlQCqkRGpQcJ2tyBjBFtcWo0ZBmJswh7SVj4SI6OhnLhAz7EyOtwSluJ2n6JFVTK9t1aiPGKFPO7jalz/jYv9D+bW/Ur70TUAZuI4xutqcmDYm1tRf/UX9wM+H3vH+Q5//I+f4YWNonBariy8+AwA0X1oWHXpFH2FMsEwKj4JkRUHFGgT/VYpZdguJjhBJIzQUuQeeRh4hM1hk93kvpT2nJmiEYKiInTJqVJFPptB+6tJwgjWUckaYEC2JNJiudqjXKQuOryHExu9RgxlI1L+DGRR478kSD8MiJt6TQv080VqQ0jSqZxbW4amJUEXnCj5Cjfng61WeiJpkUMFyD2Ek4JFM0AiTnRqtoZ8YYQz8XUVZ8bwr/C9Gf+Oj7sIczRVG3v1Hc499O3fK2bWXf774xWeInS9f8bajf/cZADBXra/94qfhE1ynN5NXwJNyv4qVwmEAACAASURBVLRMo0kPZdGmUVH50J9j95BsGpWDZdBJ0+690LjXMCIZobC+hLiEUS9uz8g+QkzsNPIIsdKgY0qqid0qJI2Q/6IE2ipWlulNsIzCfC3Vx1EJFiowMUufdVAjlGpfqMKDMfUXTMEg+gixNTV5dJ3gFGaIUaMtM0WVaTRl8Iso2CnSgagBwfFqatAR/gCiOOnCaG1v42XCCJtBCM0VAMCc2mBObQAAa90pue1n01IVAGYfuZ9Vh6tX3/zqZ37fOXqQVYbY0Nji808BALFy3uJ8b+fegKARKsm3EGyd1kcYBsv0dR4hxASwBJCDZQQ+oBGRiGAwVo+cg+gyd5lB67GMUN1aWUfqFyvLJBMOR9BLpKhRyn9RvEbYK9OopO0lRo02dWzQMI2KP8boXHGZRdEGLnJohUFS3RpM3BvJHEuLEVKKTaMtl1FUaYSCWqZTWUaQCXSioMVsGWS3wD5CHItbJwa3rLavDS9bRtgMQlh12P84ftsnfSGhes0tiz9/tnjelXNPfHfx+aeAkOLuN8x8828BgJYG3JkjPZyv0BUvplByqjxCQkTzemN/CBulLxlhoshfFxmhofIRahTdVtUwk1iIR02ABc0pSbYdQSJRcBuqUiZU6RNiJ2dMOKh+1QUiCA3dC5aT/LhRA8t5hEJYrA4jFKRAK2d1qn5/LSauTSXxiIxfHUiVDJ2Se4wS4bGtHnH8EIdQ5rnB98lqmUMMFnKmZNOoGCzT1Kmqzj9GW2Vr1DScYLi2zVwnESPECDZC4ZzLC+dcDgDG8ERu0+nuwry5av3cY992jrxSfu0vH/v7z3tOHQCMofH6oZe7PUfN1jkpDSkuNZjToABGGDWKYyz7khEm+gilhHqFGUrHNIrrQOLTK8WeJcbvOEKLCaVGSJVRowofoZrQhHOT8wi1o4LF6M3uBcsI70ix25maeRjRayLeLTzUtOxOMUIxPFhy+ClCf8U3IsyMKXinAswwEoMAmZhQ33KwjEelo7EYPDDZYlGjBgs4k65pNIC0JbBGKCqjaHrIstq+j7CP0ieWFMTKWetPzW07i1WGxu/4s/Llbylf8sb8WZcCQP703VaQwsiGxro3JVxiTV10GwvPOhaAyD3UEUf6kiLRA1+X4oBUXETDNEpEuRLfK1yXxJsdtW1HJ2oUh6ELkoqKcAjtSgSFCfPUeOlYSDUh3UyfkIz2kdcIzFJUeSNcyLJKIT6zg3W3JYnHUEg8qkhm6YVQjb2BoVPJxWBUXOEW3yvm63UaOllVXaAxcKks0TSqSJ8QS2sJzVtwJw1FmpDQCfLk6UfYRdB8qXrNLUBZ5Yq3V6761eFbfr94zuVACGFGec+b/GtYeXDJO0NhjZBSVeqPjm4h3RCOEDLCDuQYLSkSK/m6IDaaUUSXuAqzGwZeDaHrqSRXJm0A7FDxPEFJxT4/1YJTpngpimAZgRxT4WdSBU+NGlXM5+uJRii52cJrxLJkQqRixJrUgfIG8bIg0lFGKJtGBWVPsScFv7Uws7R+ClURdlc46URgyS2XHUV34mJPOj5sfJR06qLVxZKBTCFHCsUUDcynFcO1hJXICDmM4YnKFW8HQuwtu4rnX1V+3Y3Fc1/PBkYBILfjPFoe8C9jlcHYx7QIIpBRvYR6jdeFjRtmmKTa76bRxIgAQsNMKU+0m0kaoYaxSTSw8DnIPsIkRojpoxQir6GiMYVSq5a4hQ2j0ksS0idEKtw9jRCnbaiShcToX0EjjMpmcVHLBZdQU3wmtTpWx98RMjiJqIsr1Du1RiiItjqMUOVjQ9vPYFR0+LZI2PG+xQYPcW8r9ieLVtFUPkJHrdBjImYIDB4npUQbpVvDimaEGAPXv6v8uhuJnR+66XZi5ytX/ao1vQ0ACDPszWf41/hxqu0AC3FCNUK1HkOFgM90plG+h2jfm0aNJPXLQ61HYwIWPA2lGZ9kweIqsoVE3ixxJlXNM5WMgzeAGIyg0gAwOQatkI0mCAWruppHKGiEyQn1VNAajSgfoUuoQ8MtIZtGO9fQRlUDBUBMqFc5esVjS7VfVuMaDY2KMQop+atiLIVGiMmTQt90BdOoIMVEXu9Q5ap6gn8Ha4Rohyj4bmvod/rYNRA77284e9NpY+/9v1llqHTRdQBQ/aV325saHkRjcl14ffpesiCp80KFLfkYh38R4rM1xsA1IKJKrHWR+KWAZScZognjBEVKMiMpGSEmUo7q9AKwpFfsieH+qugVZR4hlop0CI1Qx1nqA6w0xMnAmpnWYnUGRMcki2bueIKGx6LqWzpA+Y+N0AhzRelDy3DURxW/OKVpVFxmqpFjKkDVNQwxKpNSUTdNfmokBKaLPjPBE6E4FyqNUGnqF7KPBAKIbsEl9bFy7AnDZRrhEsCcXAcA9qbTq9e9s3TBNfldFxnDEwBQuuAafg2rjjQ+pXkHgpAlaYRKRohETg3CxYUpjxCTM0LReKg/4a7BiOI6WBInJMyUkoOtcQsnLREbG1iU95pRvhnBniPEUCgVBRWxw1qOWIkjXAqHRJuqmkqbYkdyLLAY1M2dIKZtRF8i9ljHP9BSaIQe0ghlRhjUqGKDo/x1EO0sewdzZSoa8YSVj9ZdxD0p+gg1/MfC9SqNCjNCRsWGJy2+WSydu4jrCFqsgrHherCqKFOhhSfT0rMFRoh3iIGHyzTCpUT5sjcDAM2Xhn71d43hycKZlxijUwBArJyfxQ8AtFAJb0ja1i5DgVh6jXnTRo1yYQqTBkFA68vSMpH2H6HPEQ1No7KPMKU8iCmLMiIAwIzSQoRkPuENgiqMU3VKhegGIRghvHcRRe7hky8xQmEF4ldD+I1d3Ak6vYdEHyFmbJFmascLGaEHskZord/un8fcjvNovqEUhoX7kypf14hgKkBROSAmOOIXjbmF0iQgaP8aFFzlY8PFmAyDitb1Ft8sEywT4d7DjjqhSDJmbKjdhyovFq+qlJ6kMvXjjGGc+EQwLc18hN2BtW7b6K0fBcpKF14DAMXzrmBD4/6f2MAwvyzsHiWk1uK9hfeuWGtD8SpS58lGkQahebfGM7oPwdQc/M46E48W1ggVplGthADsi0JvRJIzwimhdceM01OLtEJHb9UpVaVPCCHseFkYpzsuoULpZ+33K6VPdA86wkpM9Rm87MH6uITy0+ESWSNk5cHc1jOH3v6+6tU3s4GG/cYYX9MYqlCKnluwqjUkggANmxy5oqoq2LcVGmFM1KiWMw+bIrG8iI6MQUlaRTMSWODAAUo4RxObRvHxEeuPR2uQOCVDkCPlJUIRf6oQJIYV1kwj7BbY4BgAFM69ghbKpUtusNZu8b+3123n19Bi2f+A+ykKxX+RZYaZoqVL8SppymPDZWSHUItrhJ3wHywtMCMMREuCW8oxFoYISoaUlFqOYNsRGKF4L/8TNsJg25q6xJr41hTTUBEORIywKY+yMEhSLrqtDs2Q0aOGXEJqhGKGcSkHWAsJDlSdhMlzDlCrSccbftcfFM55LQCUL7kBAGiuaG/e5f+Jlar8MmqHQXBc+mGmYCpwEcc1FOEbYs6A0hmROlgG7wd0Iij6bDMqtKpulTGY2PGGHXWCNI/C8SwkqqpslZTxFTBszNSF/pp4GkLUqBB3Fi0HtB8M2J9EsX9Bc4Xh/+ODxvBE4YxLcqeeBwD5nRfyv7JSI+OC2mHEGmaExRwy66OT5qplGqHuu5ZHIVSbOCMUj2I/6oR4i9MgA2ygiOQGQpCyC6p6j1o/DqdMmMkaIUViTTmvMm6LkYE6Bm1FBx9MOAo5tAKUIZeYsuJlgllMLCwed2VnofOO1I5VvD24cEBQEz4XqNn0w/ldhXMutzeeZm89gw2O+t+wgdBxyA2ngETYovCiCWfMkg0Wa4RihJRSNGEpK8tEHg2PEMNEahMT8ghJq4TdxM+0sGk0WiOkiLjh4DImHSX+ImwkRwomX6XSbDLxaITDZRphT9EIIiVk6K2/bU5tsDee3kirIMQYWeVfQ9DRoiixF1fEt5FGGHMctEgqRugjpHawbcQcjL5khHxlKAulckusbUFDYqT2ESYvERZ1SwKnEYlvMA1iY/0e6/RKws0UwYTC87EjREH3bUQ4GKOIHINgCdQPhupRIk0MY0BfI41Qeo84MCR4HbbBQtmIIrEvaviBX741v+P83OZd/grkz9zDpVWCzKT8S6zriCKIGDVqYN0l2iEivRCq0rRUQAwGbT/K0JRsQ6gS1PIZx3PDUrugliksFsWcYL0Qnst5OWKcQn6keLlgGhU0wvD7vC1Kye0hY4Stg5aqo//1fwKl5potNFcYuul2GthbaD48WrjCBY4Cz9nY56x8EXhPGBqCD69C5BFiBydT4KaJj+gFQq5jGJwNYEOQbSJiJDqEUhgGfSCNcLioNLDwzuA4NRtPCVMKT8pB1HHYYI1QiorkK4AITcESPFXiCiCzgXaJta5uBR2TrJqdRxLfgsWw2zgXG/5iTkwXzr6Mlqr2xtNYdbhw1qXcTcgqQ+EkA0qNDTklG+VpiBohEwyS0SFLsnYruBXj5ty4HlvvA2JCDcYLb7pAc0wYvWVpB2ufFiJWJhY8Be08XKWBAtYIFTIlMsCMlHAwmtJHaCs0wtGSUgFtARkjbAu0NAAAxfOvHLvtU4WzLqWFho8QF6MhiIxis341h5OTlEOkNqQgrwknDbQT0uKSIrR3GWbIBpBUvroUpgzLSWMpiTuWK3FoqGzP4a5KK8fpMuZM6wfwSVbmijFFHJSgEcqmpCDcH22Y0TzFtXXEFUBMQN802qOoUaXxloQWSCL7CCOYQcmikbtdCUIAIH/6BaVLbiDMMMZWAwAxLWvNlmAUi3Nc/KJfM8a4RisJYUyhEcYkLAnalYbcJv72wDhBGc8l8AgpmSTGsJwCeN+icS1BLYuaj+hVNcQUi1C0RYzz1GFkJlUH1loGHjraRyi1omwBGSPsAApn7jFGJgGA51T4VWl84AoX+HStrig9TBhpg2U42XUJLQbbZhn0I+SSuGEh7TBcrrUVg4TBMkSMJUtHWQSRFg1hiCksnOASC00J6fdT6A3G+IGUUaNCMTyFBI2GGysyN/SSigZXff9Qz4JlcCCMctwwSkJiliiClxNfwhhFzEDTT5TfeVFx9xsAwFqzGQAqV97EQ0mJaUWSbMNgKIdVqREaij0pV5Zh6U50JCMklJlcIyS0YkrFqROfqhgLHQ0D2R5zgmk0QiiRvjeVGmF4fYx7niKBL4ePhnByM42wX5Hbepa/M3Lbz+E8DxdmEzxM2NqjJkmq0hUq8NRjTCuXgUYYrBKxcpFswDYoF1c9oNghRFIGgAiFQLHt0RTF2KAiCbHykfSR0jCfQR4Xx1AoTaPhNXnZpxJBOMYKjLN5iZeIlYOiR4v4czc3AlEyBgzOCCU1OpSTkAsZEDPAfQniwSqDjZ7ea7ZYa7eWL30zrkETufeAhs7ImKRAU0gQVCeSCqZRDY0QbVHCA1wp5b/dLz6glbGTCKxWIk5TtBABwfNBGiFW0SxJRQvjzjDjFOr14MsZSoYumjhOJ3p6OVXymTYyRthJEMvObT2LVYbMyXV8y3J7KYh0Db/IGBkZk1Gd183TE4XUn5SVu7sPFpQ4p+VBCOVHFKXCGA6ItTHdU1eHUQyGRFH0FlaXRa2u2nAdsQqaEj75jPE6PnIck0YsOz7VI4VoS6DgYKY4WEaOLkAjx/sIw7/G2CE6D0FnVe/24FXmDIkRWuEHLpRQZgba2aCd+rdY01sH3/Y7QKkxsdbfNsbIZCiC4AwoFJ7aJIJEq/UxRQ2VnZsUwHuA5gN5kTGeE+WzQIERtqwRGqERCR+NtRXhiIUB1Xa0uWskr9rP+PgYfDElQ45thvu8iv0PUcHDAFDJZcEyfYb8aefbW88EQozBRmtDY3wt/6uQU8hCfSImHJQqSleowMmrKq+oPyvLWOtP9SUGa2pD6JxD4ZpAKDKYgMAIO6QRrq8IWoW9YUfjw+Zdqilxi5kcECGUzE8OltlQFZXRSMKByHFTJKKWviX9tbsKoZYXkwcNFcT0+DDC08qFr48ZXBEspWeErDJkTqwFAGNo3N64AwCs6a2I49rhqtJQCJOZDPqvYFFQ9E+Q/qTFCFGtVFoM6lhRI0z/YDIjbD2KkoZCBp5nRQzJDb0GOPNELVOi44MYJ2Xct22IMn6oERKqbHyBhhsv6NoDVMgYYYeRO/Xc3CnnAIC5ZhMAmFMbzMADAZJJnTIdWoQFfFPndXOZGgf3933RbWKYhTMuAQBz7RYhcIabpCjjZihPZDtpf51QNRgntIhaiDE6xQZGgJDctrNCQ7egKIQnOcb8ZSgYIZ52xRL5qBlNOKioBEQ+KoG2pq3C0yloeqmDy0rigvDCobQ8GEoJDFks2/MSFV7zegCwpreFNljsL0R2SENW78JTNmhjgUwZCQWCjSd52qwy5BtvaanKA5gJM/jQ/vOFhONWVyPUCCklakMLNyYzVGASy5Rj+WjGKTTwQeKF9LqJwhCt8u5PFDPTaJ+BFiuFnRcBgLV6EwDkT78AvzBBwCehpStOilfFZyvA91DejCY9/cgGAQDALwJirdkcypumHYr/lHL3J5McQik7VYmJWVg0ke+1N++01myhxQpnSAQlxgBj/I3Ycv5D+F9LI6Fetp4Fw4mEg/LgPVNirrg9bLw2gP/azRprguFO+Y746y6KdWKsqQ1+SpI5tSG0XiI5qU2Lf2HXRcTOW9PbQtujnQ8fThl3ekk2W/y7sEUBWx2KllJ913F2ENMafueHiGkZQ+Ph1jUMEG0/YnxW8mOjx+KcRtQIJT3YL1lHrJwxOY3mqTxKfBsLfiJK+SpVbcWqKhLzQeS7pbgcUi1kjHAJQCkAmGs2A0B+54UhWWeG4HhgTGVYw8CU3dCxeESShr6PGgUAa912c2qjOb6WFYN0zGIl1N4o48lMwzklZaHgJQ4k1ILCxuqmlbE378ptPxtQPgyrotKySEUrSCItWnBbWT0PS9wC3ef0gneHBgDCDB6sbxkxtFU7j7CLp1+3wCY3dUoF0yizt+wCAGv1pvD1MQPLSW1Nz8qVL/8VWqry98uQ6gksTFiUGaGg+UVrhGXJrihYC7SmbW86fei//K4xsio0FTCDhGbMJtOoss13EsLqhqbgQZCCoocnAWDwxvf6bXka1+AgGvF1mKvWN24MSjQDACCldiAXbT1m4rhCwCoudpgV3e5bmKvWm6vWmxPTPLme5ItClUtClYY1DOyNN5P3d1hWVNGVvv0qDEuHgTf+OlCaO+18/7/GyCQXewkL7ZCWFFIoqFYaSrMi/ruZmOY27fQZob1pp/+NObUeXR/Sx4KaMw0o3FdELXFb09v8iRlDE+iaMGo0Jyqgoksy3keYzp/aMehIBmhNmjlEbttZAGCu3oSZQac0QgAoX/pmAMjvurh67a+V9vyStX47Mo0akYYWkPYbNtGjk161ZabOP8qavRr503ZX3/h/Iq+BFVodKAMxflVLYo4CMjsbMRqhMTxRuuSGwpl7RHMXlimF68uvf5ufUWaMToUpuczgj61a0SdaqlBDFLac9uslJXVDzdAqCDMqV94EAMbYanNyXW3/88bQeGjjphRIWB4wpyYNmFpZOvIjP70C0+0R+UsJe/NOAMhtPdMYW10/8HNjdArHyoe/KCZXQTMenRDwPJCccE3ElA2N+dUpc6ecc/QrnyWWbYyuDq83QvoopV7gKQ3lFQvOlPy7fNmbSxdfv/jTJ83J9YQZnlMH/4UGt+Tlduzh7bl42orjS7tpJieEr/lZo2pft+oV+4yQUmtqw/zeRxqXWDYsNAwA7bdm9XeaObnO5P23eXK9YfB1a5J4RNE26nPFVgpJxZiD3wRWGQwzPfJFIvpHxYI1rTJCFJ2r4vEAkD/9Aj/5UkylyKuuJ4Y5fMvvvfx/3WoMTxDD9GqLAACMEZWLlykYoSJzI2vM29fIn7YbAICQyhveAQDG8GQoYzIDkPBeNJUvAr/jqo5GGCkjC1lNerPvIQgpXXgtEGIMT6LkejP8Rerog6qtQQIIoVHJLdE96ggBAHNimg2OmeNrBYMM0giLsrc/nOEqhSc/vjIcMUx78y5aqgKyBPLL8pJTBA2XEDggmO/iLuw4+O+NEfvCNWnapmxwLL/jfGLnWRA5SUsD0CHTaPRkuFmemXwgU/YRKtQmIRJKaRpdX0n3DsxV6/wPxsgqwP48cctZrZpGaS6MzhVL1cimTp+CYTlSqF3e/PoGRkZ+7YO0WEEKvan0BYY+I4kRokwSNHRmGu1vBAQ6v+M8a3obG55Q7V3ZnS48JHxH2wc1wkbFIaSZQJf1gFZReM3rjLHVxLJDp0WMHQydop3DWluaVocAgJgW71QnPacZue1nGxNrsT2HGBbSCJVTUsaGMKXpCQOLAnzD2GpP1Y6huF8hUpbu7gT+G2NsEtwSHiWUlC9/CwAUzrm8cPZlAMAqQ0jsazeAvhmhd98ww3VTNxcUQtJiEurRfyeK6aZtTq73lUJjchqlkTBpYnKcqjaM8Wn/7bDqsJCroKhXQEtV/3pi54nAmSKut9afAoiZEdNSBv0q5CFezJnY+cw0ugxBSPXqm+sH9wuR34gqlWISI2JOVORQNIKUEIW/sG9Bc4XqVf8FICxFgW01TUl7KERTL/qgfOmb2MCovfG0hpWm6TnNyG0/p37gRQCgVs6dnwUAYlmIuCs5k4rua7o2iZWDE8dAIhxqcpyURxgd0NENaMRIh02JoxbEbwJKi5Whm24vnP1aQllt//ONG9uuLdKM0A5p55WqpyDNiJINN7/LBozkvaGeE7XWb5/f+6g5Me0cPRg8j0mPalkjNEYm7Y07Fp79ERsa1xHUCDNKF11H7QIbmRD2s/p10ELZnzktlJAcI57oSGkegBYr5tTG2r7/NMTpZabRZQN7y678absRIzQBwu1VVhv0RBqnUzYl2EMsmji237urO/AbPXLTJcmXVHJiw//EP2ugeN6VfnYg0VPLACC3ZZc5tREA5bQVKqopaTXEoAoaKl0VNEmgOdktpDlzAUL8sO5NHQFJoxHGLIiP3Laz7C27EMXsvEzPQyKN0VWIiyvDg5Wua3X79RbegbX+VAAwJ6bD385k02g5xsKUhOJ5VwGAMTQupvcoX8fAL/3XytXvKJ57BU7yi1HQ/RKvAGAMT+KSBcJF6vTQ/I7zAMAYmRSXsV17QMYIuwdaqgqVoiA8IXHBY2nLphhhqBsaG5lGl4NGCND4sX74DAAYg6PK6h6AaE1a2VDRkjtiOnY+t+UMACic/drGrZXBaI+sNA2VRqhheoKgSVBu21nmqvVaCmj8CvQwbErh+MGItGfEINztse+uNRgT0wAAlBkToR1SnphaL1GmdiisqZqwN5xKSwO0VMVBrf4//JqN1dYJe37nhbRQYkPjwvxTFmyKSZC0Nu4AAJorCj+BKJauaavkdpwHAGxoQuC7mUa4vEBDP38VBBlZ/SL0rV7+JTjlNurGZRAsg8BTKdjgmMowCG3YRjS5UXABBYDi7qsIM2iuQKxc6NOSGaEy0CAE05K4WWWo/NpfGfn1/yGmeMeYRnUT6rttJNcRVgxBy0kGQ+H+nYYfPmqOr4nL3I9R/ZUGjHQnWoK1dqu1eiNAWBSpceQ7YRoFAGJahbNfawyNE1xuTQdYplTf4lcuNEanAEBtcDbkDwGs1ZvYwIgxPEH0jo8mMh9hV8EGGgVIrXXbAbTCB9J2UArL+uFCYsstWIbDHF9rjK12jrxCC2WlPgQQ96d4EILyE8zEywGAlQfzuy5efPEZwCcwPWcShlPT8co1t7DAGIv0kvR8t3FjtOe4C1BmvwjXpGNsKOdd692lgjk5DUEyOFHYbIlaLyGU+bkdTQ7dtpRyYtl+DSZe7a9hXhIm1tabLZ53JS1VneNHGv/XfBd6MqUxOsUqQ8boJAjHJ3pVIwRcQvKnnmcMT4jHJzONLiuw8oC/axsFnXXSgdVprZEIO5bhPBucadeGtNgT5E/bzQZGgZC4MiJhQ9f0vy7UoXWJaemi6xq1ZnSkflWgAc4OVp9kzgWF4dLH5jT/tdsbQSdYRnKiJz4y3O12/JUtgFVHaK5grtoAoPZaxTjSVA4wolYi9ZA//UIAoJVGdxTZvNS2iGOuWs8qQ0JyvQaE/Rx7lKwNp0oaoXJVo4bO7TiPDU9ii1f79oCMEXYXhLDBMQCwNpwK6PXHbdyUwTJ+i2AAoEWUIYdubLuZc7fRYISAiZHMNmLyzxJBg4YSVJuYWuu25U49DwQVTRJpk4mdkB2M0xPVUIkCKaJGUSMhndYHnURoRlZrhPwV6C0I3+S41lfHQIgxMe1321bFMRJV1Kiej7A1N62/WxoGUt9rID2qE7q+kOegPavG51hGaG/YYYysAkBxDCIni+fB9uadfmJ++FXGCJcdjKFx3zgAoOU1iQtLi0Lu1HMHfvlWoFRIFU9bsLSfYE1vtae3QTy3a9k0CsCqjVRCIacwCaULrwVQa4QaqRHEyoXxI7gqRwxUokA62tq4ON9dlZCQZGEFReSWVNcI1xcrAMAqQ6U9N7Q7vyiYE9ONOplhKQwprEMdsqF4WUTbjh0PNjBKSwPgR3hCB/irBFpqBDQQXPldDWLaoUnTjrvF3rgj0AijTaA4gzNiIMMkpiXU+NZj1THIGGG3wQbHeKM7PdNoatd66YJrht/xAVweGh+MmEqPfQpCihdcDaCoFdC4RiM0XwE2NAEAxM77ZEV3UqYFWHRtgTMR4pMwYtmadF+KmI8cLtEsxn1UBY1CRZ2EhrDiSzwQxMomwq/PXn3jr1PUtK+DsDfv9GdCVOEb6ggRlQNMVYCmBVhrNgGvZN1eDE4zzPG1/ongRfATQIgf+kCYgavMRDx51QY/Ijfs+iSualh0Xv0cYlq8jDPNax2fGGSMsNtgQ2N+ADHgo6JnGtU3/ed3LbAN/wAAFAFJREFUXli64JrwRmQEK3WZ/HUCjbYvYay8bAlR1WTSgTE8Dn7NqhagcGbEFNQWhh5dDUglTQZqzq4eTiv2FeLrGS0BdDpF+C4DkDyjatBixd6yq3DmnnYnp0A+CFpWGeuE6B5F87y4pM82nXmrNwGA3wNcNB2181T+EJLbdiZAWM8lEX4rVloeSHRU+42ZiCEGvgYwJxrdneKPRvHCawCAWHbfaYT33Xffjh07BgYGLr744meeecb/8vDhw9dee+3Q0NB11113+PDhzo647GAMjocaYWBmiSssopOaHQmFKlnsfHhdl4AqtTbR+lD6Tq8RDk8A8q2mm5Iqj00wf6kj6MZWA0DDA6oznEovSWM/5+JUTIXbJYE6S5qDVYeN4UlAkSAJj6wMDr751o7MLhJEisxEtDv4XhlpRRRBWK2f6CZYqzfxsANQNIFqB37rlTSM8DUAoG9Z4Q3uJYWeN5yiA8MRtwUoX3IDsWyqqbDGopMn4YUXXrjpppvuvvvu/fv3X3fddbfccov//Uc/+tHp6en9+/evXbv2Yx/7WAdHXI6w1m0PaS5JaRpt2ZCCiGNlGWqEDXAa1BRSqJWRqXrq8CS0zAh5QIFEHzU1wrEpSOObVOslaUKLw8J+msN2CHotk3ylUNc0Wh70hYmlhpQBzMGdYbTJkUZwmVzhWcjG055p1Fy9iRarDY/aEvQczW09Cwhh2ozQnFzHBkZZWZcRGoMNEVDoUwgAlPpKYbxGSEvV4vlXCcEQraKTeYTPPffcjTfeeP755wPAO97xjo985CP+9/fee+99991n2/att956/fXX33XXXdKNjz322Mc//vHmB9588825XK75++WNQnVxdtb/6Abf1V13NvhSQm2xxj/Pzc9TQ76sVqvNzc2pbm9+iAW1+Iv7FvXgqDvMkH6CF/yp5ihXUgWnUAUApzTUwrK4uYZzom7Y+Hanht7awiJVPNmtjgKAW6xqDl0PJIA6FVfAC9sRL9ZqkPC0BpW0IPVaqTA3N+d5nuu6MdeE70i92wGATG0ijz80V6tDrd6RuXUETqHBCJ3igDD5XMk++/KFR7/uWXnpR7mBErkIFL8RRzzRbHYWAGZnZ13XNYyUBDlXZpPr/HEXhccuqLZcOlDTmNpYtwr6+8TYcoZbW9S83j96AFArDrjiLWRsDbz4k3quFP8o47yrF156YXZ2tlarpV49/JyW72zGnj179uzZAwCO43zwgx98y1ve4n+/b9++6elpAPD1wuYbDx069NRTTzV/v7i4yJagclL/gJMG14MaIp0YDqJxdcclTZfVAsQMVHcc/tkAJ/7ivoVXGgRKwXXBtKWfwFMCXM9L++u84gAQ4lVHW1mWoHGumy/j210XvTU34q01hq6OAQCUBnWHLjf0JK80IN9CGbgOADiuci8FV3J1we3UTqjVaoyx+NOK3hGJGdeb2kwq2gvSLbjFhpbjNb0s69p3wejq+pP/Ln1PAm3GzZdi9oZbqwFAvV53nFYOJtt2jn+XSCgc1ZZL/fxNO91cUX9idONO54WnNK9vrCqlTmnQlW4ZXQ0ATr4C8Y8qVMzz3uATQGWbFw20ywi3bdv29NNPA4AXvIavf/3rt99+++tf//oPf/jD/jee5/mquud5DqLIHJdddlmkRnjSo2bn/OWw84VqNdr+sFCucImoUh1oDi/095zq9sZDSuW54HO5VLJjL+5fnP9655SzZr//AC2Ui+JPmDdMXxnJ5fPl9L9upjRQmd5kpr9xYd2WeQAAKE9MWej2en32RPC5MjiojGmsVE5YudLkmpze0PNT6/zhSpNr8+ItM4x5rgMAxXIp/mkngoonlmXHbxt9uK6bz+fj7TeLdt7f7flisRQzbqVycNX6Tk2sU6hPTfvHsLJmvdE8tytudF5zGRO/J6uma/8BAFBdtRb/qTZXDfdGZcD/k2EYjuNUKpW0E3POuYxVqgAwVyqFZ7xS8b9sH4s7L/Bqi/oUw9u1+8TCTNz7RaitXj8HwKojA0OyL3Bhw/ZXAAbWrEuOBz7jQgCo1WqRzEUT7TJCrMl5nveBD3zg3/7t3774xS9u2bKFf79q1aoXX3xx8+bN+/btm5qaanPEkwnKSr74mk77CDsUUtYbsOpw+bI3R/1Bt2tBJMjwpKEdsYJhjq9pDCv6RbDLMK5ICiHG2JS+j9AIXClG8y2qYP2oQeUPXQEKHomN8SPEbzzSV2DVkUajPsU+aUSsIPi+ZyCEihGwYnHqdi1ejQpHEqHo3Ju1prc5R1/Vv57Yef3X5/sII93zxuQ6YueXKCumGZ0MlnnooYfuvffer3zlK6tWrZqZmZmZmfG/v/baa++55x7P8+65557rr7++gyMue4QtsNXnQa9rXQI6HlrdZ1D2J9K8fXp7a0IGLQ00crpFYsdDJwgz4qtsmKOr9aNG2eBYQI5lRqgqfdIM0kbOZTug+SCuxE5w/OdPPXfpp5MOxDBpscrKg/FvE8On77RYaQqWSVc0UXuKOFimc4+ltJnHx0PIYI4FsfO0UI6sCsTKg9bqTanGbQedZITf/OY3n3766cHBwXIA//sPfvCDjz/++Jo1a5588snf+73f6+CIyx089jouD6YjwdZLEFrdX9BmA5Eg605teWRzfA2x87iyKwAQO+/HPdJCOZ7fmFMb9MPeiGn55WqbQ8ZTVOnskUZoTjXoWmL1AKHXed+ADYykYgm+Rtgc/irWmO1clMYS8dclBhsca6jOTfCTN7qDTgbL3HnnnXfeeWfz9wMDA1/72tc6ONBJA643UHX6sGZp5niQk8U0qkJMrr3W7ePrWh7aGFvjHIvIjjXGVjvHDgkVX6Ngb9mViiGxwXFiHW2+JUzksJKSi9tINWkH1vTWxrD5DsS7dx/GwIhmBVQftFihuWIEIxRaYHaMAi+RaXSpYQyOMkWd2Ny25ckIM6QFDSiCtXar6hpk8qKtqTsAK8A0mrJAsIx24s0m1tZefjHi+7HVC88+npjta63enG64oXHHjND5Rn/zjz2nRnPF5HJTvFNHqoHbhrVmsx/0q1lPrt/ABkYkvT/5lpHJCEbIH0JI2gfGAZtG2+7P1zWwwTFVCq9f7rw7WDYa9EkJUigBAM0VecxFxDW8/qzZRqMZcpKbRrnNirRddTAtzPE1PGBB+h6kHiCRSMmD2dAYq0b4FNnAiDE8SYuVxAeG5oHuGtCInTfH1kAnKkP2BGxgVN+b68MYnmwukUMsu3Tx9eCf6A6qbkLDk2Uj7bKBUZVptJu/ItMIewmfIphrt8S8clYdobmiO3+iuXRFCgiO9NYf07cIozdjq/0uBYyxNZGlNPyKJ7SQOiA+HmxovF1RpncOJGt6a+2ln3WkFEj3waojJOXuMqI0QgAYuOHdADD3Hw92ZmYAIAXILB9h11y1jlft6SGWzXqdlPBtRLzifjQIsdZtAwDSTiTxye4jNMbX+h+6r20YQ+NsKMLJYfjaj3Z5qhTDpWkXFQGNBrlLBGvtVmJa7ZdI7gnYwIiRMn7SGJ5g1ahacYQM3PDu8uVv6czMfCCNsOVggu4jLLzcU2SMsJfwqba1Tukg9OE3N2lHI0zb1HDZgZer775GCITYm05r/toYGiem1XHthw2Op+hWEYkeRY0CgDW9dZmqg5A+ahQAjJFVyqKphJQueWMHpsWfRw38nw4+eUnRJxHCmWm0l2gwwniNkDPCdkh8p7tX9xtYddg3IHffRwh+E4BmEGKMTnXc7GMMjUF9sZ0noALl3d4JxuQ6VtFNMus3sKHxtEGebGQSvLj6q50ErilxMp7xJcWyERxOSpBCyRieSOxaYq3bBoTEN31OwPIMrU4BQoyJNUAp7YmAqQjSM8ZWs1KHGSGxctwO3OojeO/Gbu8Ewgx7y84uD9optJDqYAyMdo3xh4mkbdSeXrHIlqyXoIUST66KuyxXNCem2wuWOck1QgAwx6frB/b11a8zx9d0PFgGWk4RCe/nptEeyMG5bWd1f9CegVJCu+QQpcVqcfcbiGH2Q+zJskPGCHsJahesdafoXGmtP6WtlCPEHjpZfqmfYIyvoc923UEYC2NsdT9SpR6VWPNhrW+9iE+GGNBCafBXfqvXs1iuODlp4rIBIZoCsr1ue1vBMoLtro90pg7CnJhOG92+1DDG1vQhI2yniXEHRteu1ZkhQ9eQaYQ9hmZ/bWv9Kc7s8daHWQGmUWNibb9laptjqztZOqRT4PyPnpw7IUOGtMgY4fKAMbLKGFnV+v2Y+S2fgrypYAyOpY1uX2r0SWi4jID/naxG8gwZ0iI7CcsEhNibTm/j7mVZfikdCIkp2ZqBI7STZ4wwQwYAyBjhMkJbUaMnffoEAADY67f3egrLAWEL3+z4Z8gAkDHClQKKa42etC/dnFzf6yksB7TXxDhDhpMP2UlYEVimvcpSI6PsGiC4BEmGDBkyRrhSgLXAjFusbPAKKZ1sj54hw3JGdhJWBnBlepLpASsauVPPpZUhYuXMNel6AmfIcLIiY4QrAiTTCDMEKJ5/VfH8q3o9iwwZ+ggZTVwZwN6gzDOUIUOGDAgZI1wRwHWtllHTzgwZMmToAjLT6MoAIYM3/jYxTGKYPWhdmyFDhgx9jIwRrhQUz7ui11PIkCFDhn5EZhrNkCFDhgwrGhkjzJAhQ4YMKxq9Z4SLi4uLi4u9nsUyRq1WO3jwYK9nsbzx8ssve57X61ksYxw+fHh+fr7Xs1jGOHHixLFjx3o9i2WMer3+yiuvtHx77xnhQw899L3vfa/Xs1jGeOyxx9761rf2ehbLG+eff/7s7GyvZ7GM8Z73vOf+++/v9SyWMT7/+c/fddddvZ7FMsaPf/zjq6++uuXbe88IM2TIkCFDhh4iY4QZMmTIkGFFI2OEGTJkyJBhRaMv8ggPHjz4+c9/vtezWK549tlnswVsE47j/NVf/VUul+v1RJYr9u3b98ADD2ThHi3j0UcfzU5xO3j++efbCbokPQ+W27dv32233ZbRoJbhuu78/Hyh0Eb/+hWPmZmZUqnU61ksY8zNzVmWxbLqfa2iVqu5rmvbdq8nslzhuu7b3va2K65osWxI7xlhhgwZMmTI0ENkPsIMGTJkyLCikTHCDBkyZMiwopExwgwZMmTIsKKRMcIMGTJkyLCi0WNGePjw4WuvvXZoaOi66647fPhwbyezjHDfffft2LFjYGDg4osvfuaZZ/wvs8VMiyeeeKJYDLszZguoj3q9/p73vGd0dPSCCy7Yt2+f/2W2gKnwrW99a9euXeVyedeuXQ8++KD/ZbaGiXAcZ9u2bfibyEVLtZI9ZoQf/ehHp6en9+/fv3bt2o997GO9ncxywQsvvHDTTTfdfffd+/fvv+6662655Rb/+2wxU+Ho0aM333wzLjGaLaA+/vRP//TYsWM/+9nPdu/e/aEPfcj/MlvAVLjpppvuvPPOQ4cOfeADH7jpppv8L7M1jMcnPvGJ3bt3P/300/jLyEVLt5JeT7Fly5a9e/d6nrd3794tW7b0djLLBQ888MA73/lO//OBAweGh4f9z9li6sN13Te+8Y1f+tKX8BHIFlAfZ5xxxmOPPeZ53rFjxx599FH/y2wBU+GUU065++67Dx069NnPfnb79u3+l9kaxuMb3/jGV7/6VYlzRS5aqpXsMSMsFouzs7Oe583OzpbL5d5OZtmhXq+/+93vfs973uP/N1tMfdx1112/8zu/43kePlHZAupjaGjojjvuGBwcPOussx5//HH/y2wBU+GRRx7hCskjjzzif5mtoQ4kRhi5aKlWssemUc/zCCH+B8dxejuZ5YWvf/3r55xzTrVa/cQnPuF/ky2mJh544IF/+qd/au56ky2gPo4dO+Z53pNPPnnllVe+613v8r/MFjAV7rjjjttvv/0Xv/jF+973vt/93d/1v8zWsAVELlqqlewxI1y1atWLL74IAPv27ZuamurtZJYLPM97//vf/4d/+Idf/OIXP/KRjxhGo2BstpiauP/++7/1rW9ZluWfE0LId77zHcgWMA1GR0ff+973Tk5O3nrrrU888YT/ZbaAqfDwww//9m//9uTk5B133PHwww/7X2Zr2AIiFy3VSvaYEV577bX33HOP53n33HPP9ddf39vJLBc89NBD995771e+8pVVq1bNzMzMzMz432eLqYkPf/jDko3lwgsvhGwB0+CKK674i7/4i4WFhc985jNnn322/2W2gKlw+umnf+5zn5uZmfnCF76wc+dO/8tsDVtA5KKlW8kWbbQdwuHDh9/whjdMTU1de+21R44c6e1klgs+/OEPR77EbDFbAD4C2QLqY//+/Zdffnm1Wr344ot/8pOf+F9mC5gKe/fu3b17d6lU2r17tx/W4WVrqAeJc0UuWqqVzIpuZ8iQIUOGFY2sskyGDBkyZFjRyBhhhgwZMmRY0cgYYYYMGTJkWNHIGGGGDBkyZFjRyBhhhgwZMmRY0cgYYYYMGTJkWNHIGGGGDBkyZFjRyBhhhgwZMmRY0cgYYYYMGTJkWNHIGGGGDBkyZFjRyBhhhgwZMmRY0cgYYYYMGTJkWNHIGGGGDP2Ov//7v+fNtjJkyNBxZN0nMmTodxBC9u7du23btl5PJEOGkxOZRpghQ4YMGVY0Mo0wQ4a+BiGEf85Oa4YMS4FMI8yQoa+xf/9+AHjwwQf9DxkyZOg4MkaYIUNfY2JiAgBGR0f9DxkyZOg4MkaYIUOGDBlWNDJGmCFDhgwZVjQyRpghQ4YMGVY0MkaYIUO/gzH2z//8zz/4wQ96PZEMGU5OZOkTGTL0O2677bZPf/rTlmUdOnSo13PJkOEkRMYIM2TIkCHDikZmGs2QIUOGDCsa/z+ay1gKjKW9aQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<JuliaObject Plot{Plots.GRBackend() n=4}>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from statistics import mean\n",
"plt = sol.plot()\n",
"u3mean = mean(u[2] for u in sol.u)\n",
"plt.plot([0, 100], [u3mean, u3mean], width=3, label='u3 \"average\"')\n",
"plt"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[33m816bfbc1b05b2eb8d555a6069e97303fa2698885\u001b[m\u001b[33m (\u001b[m\u001b[1;36mHEAD -> \u001b[m\u001b[1;32mtravis\u001b[m\u001b[33m)\u001b[m Add badges\r\n"
]
}
],
"source": [
"d = %julia dirname(pathof(PyBase))\n",
"!git -C {d} log -n1 --pretty=oneline"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (julia1.0)",
"language": "python",
"name": "python-julia1.0"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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