{ "cells": [ { "cell_type": "markdown", "id": "326f9a06", "metadata": {}, "source": [ "## 1.纯python实现" ] }, { "cell_type": "markdown", "id": "21ed58b9", "metadata": {}, "source": [ "求导和求偏导的目的,就是要求出变量对损失函数的影响,我们要减少损失函数的值。我们先使用单一的神经元网络进行研究,然后再推广到多个神经元的网络。" ] }, { "cell_type": "code", "execution_count": 16, "id": "9cfd973b", "metadata": {}, "outputs": [], "source": [ "x = [1.0, -2.0, 3.0]#输入\n", "\n", "w = [-3.0, -1.0, 2.0]#权重\n", "b = 1.0#偏置" ] }, { "cell_type": "code", "execution_count": 17, "id": "f525de4b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-3.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x0w0 = x[0] * w[0]\n", "x0w0" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "0fb0d3e3", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 18, "id": "2e1efde7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-3.0, 2.0, 6.0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x0w0 = x[0] * w[0]\n", "x1w1 = x[1] * w[1]\n", "x2w2 = x[2] * w[2]\n", "x0w0, x1w1, x2w2" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "c82a13ec", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "3eff01e2", "metadata": {}, "source": [ "乘加运算,使用Relu激活函数激活。" ] }, { "cell_type": "code", "execution_count": 19, "id": "e03707bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.0" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = x0w0 + x1w1 + x2w2 + b\n", "z" ] }, { "cell_type": "code", "execution_count": 20, "id": "5b42eb11", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.0" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = max(z, 0)\n", "y" ] }, { "attachments": { "image.png": { "image/png": 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SO9BdPjjUtdXI+LXXy7EzB7M3srKP0dZ2T+px2iy1n0FPzZMl4/siM6kM+2CRvWQtmYPWy6vJQptD80xl0HyWHl+JBq1H7T16SM4SDxbxyMJopkiGebIQXYkGrUeNB9EjkoU2i+ZpM772WXqbQ4PWy6vJwlQOD9oMGsSjh+hKNM8ogzeSGWZT18ZjL70lHow8n/G9zqJ5Rnutl1dH+5ipHCbcP3j6xNTUHJO58+bK7Dlzso/Xly+X3t7e8j96mrFPbmdbj2xffVSenrZBFkxcI6sW75Xm0+2ihwueaDtTKpVk06bNMnfuXJmj15g9W9av35Dl7V47G9VFZqIMnr8GulI/9L0hst/m2P6QdPV3ZJrNMD84WJI9DVvkmeoZsrl2ZflHGTa749Rambj+JjnVfiw7OOjulUdfkqmbbpOO3jPl55edlnaP6r63Weoo4z16P0uvJOMZZaxnd1g92keuSIYsjGa8R8+s0mv0nqkZMtaj9h49JGeJB4t4ZGE0UyTDPFmIrkSD1qPGg+gRyUKbRfO0GV/7LL3NoUHr5dVkYSqHB20GDeLRQ3QlmmeUwRvJDLOpa+Oxl94SD0aez/heZ9E8o73Wy6ujfcxUDhOJw8TKlavkrz//efnWt74l3/v+9+TOO++Utra25MGgq61Hlj6xTR69f4W8+uQOeeP53TJ33CpZMHG11NW0lL+4+oTzBenr75dZs2bJ97//ffnud78rn//852XixImihwwykC9URLIwlcWDNpPS1EfXg4MeCtYce00W7pgkkzbcIiuPvixrj70mNa0HshxZnevsbZcpG2+TO9/6iTy45krRH1/YfZrVA8O87Q+JvhBzb+M22XhyhUxYf5OsPvaqlAbPPw/2cVJzrTySs/TZyCNLxveqo3kyk8pYz/pWj/aRK5IhC6MZ79Ezq/QavWdqhoz1qL1HD8lZ4sEiHlkYzRTJME8WoivRoPWo8SB6RLLQZtE8bcbXPktvc2jQenk1WZjK4UGbQYN49BBdieYZZfBGMsNs6tp47KW3xIOR5zO+11k0z2iv9fLqaB8zlcNE4jDx9ttvy9/93d/Jm2+ukPr6emlvby9/kXji9MktDQzKxjcPyiP3r5C9W2ulv6+UaY21bTKv6m15ftYm6e0+/5oA+wXp6uqShoYGOXjokFx22WUyefLk39nvTLR0N8pTu6fJvO3jZO72sTJ3+0Myb/vY7GPDyTey71jwuenz0zfQK0sOPJ4dDhbtniI9/cM/yiCj1I+TbYdlUfVUmb7pLpm5+R5588gL0tXXccHBg+fb0u5R3fc2Sx1lvEfvZ+mVZDyjjPXsDqtH+8gVyZCF0Yz36JlVeo3eMzVDxnrU3qOH5CzxYBGPLIxmimSYJwvRlWjQetR4ED0iWWizaJ4242ufpbc5NGi9vJosTOXwoM2gQTx6iK5E84wyeCOZYTZ1bTz20lviwcjzGd/rLJpntNd6eXW0j5nKYSLnMPGVr3xFtm7dlvsPmz65Z5q7ZP7Dq+W1J3dISV8rcfZs+WPnumMy+Y7X5eSh4f9Xrp7/gmjf2toqP/vZz36nDxPZm1YNdGU/2tDvUuiH/o0OZX+pL/EcDWWvhajvqJXO/vbyc5L6/PVtuRs660QPLPadL8na55QaL4/kLH028siS8b3qaJ7MpDLWs77Vo33kimTIwmjGe/TMKr1G75maIWM9au/RQ3KWeLCIRxZGM0UyzJOF6Eo0aD1qPIgekSy0WTRPm/G1z9LbHBq0Xl5NFqZyeNBm0CAePURXonlGGbyRzDCbujYee+kt8WDk+YzvdRbNM9prvbw62sfM++owcfDgQVn2+uvZx/I33pCTtbXZP2Q9PT2ydu3aYW/ZMtmyZYsMDAwk/hEcPgzodybe/TBxVo7tb5SZ970p+7bWlr+IPLEdZ7plxj1vyIblh8qe/4Jo//+HwwSPm89NieaZyqD5LD1+aq/1qJnLIzlLn408smR8rzqaJzOpjPWsb/VoH7kiGbIwmvEePbNKr9F7pmbIWI/ae/SQnCUeLOKRhdFMkQzzZCG6Eg1ajxoPokckC20WzdNmfO2z9DaHBq2XV5OFqRwetBk0iEcP0ZVonlEGbyQzzKaujcdeeks8GHk+43udRfOM9lovr472MfO+OUzoJ/vgQw/JF7/wRfmbv/mb7McUC554IjswHD9xQn74ox/JF7847I0ZMyb7R1yfBJ4knhBlscPEkFRvOCGP/HqF1J945wsGSwMleeaRDfLKE9uHf8PDXItrKiuHifPfzbFfD54j+3WhxssjOUufjTyyZHyvOponM6mM9axv9WgfuSIZsjCa8R49s0qv0XumZshYj9p79JCcJR4s4pGF0UyRDPNkIboSDVqPGg+iRyQLbRbN02Z87bP0NocGrZdXk4WpHB60GTSIRw/RlWieUQZvJDPMpq6Nx156SzwYeT7je51F84z2Wi+vjvYx8745TOgnVFtbK489Nlu+/OUvy+U/vVwOHzmSHSa6e3pk2rTp8oUvfEFuvPEm2b9//2/hOxNDsmN1jTz2m5XS2tRZ/iLyxA4NDsniBVvl5blbyz8C8V8Q7SuHicphgntG6e8R61EXyZCF0Yz36JlVeo3eMzVDxnrU3qOH5CzxYBGPLIxmimSYJwvRlWjQetR4ED0iWWizaJ4242ufpbc5NGi9vJosTOXwoM2gQTx6iK5E84wyeCOZYTZ1bTz20lviwcjzGd/rLJpntNd6eXW0j5n31WFCP+G+vj558slF8tWvfU3uuvvu7EWOy5a9Lt/85jfl1ltvldOn67MDBk8ATxK9suh3JvQwMfvBldlrJ/we7Zcu3P47eZgYGixJqb9XBs99lPp6yjWaEh1GXpRhjown/rtdk9w75gf6s/+I/NfAfk3xYOT5jO91Fs0z2ms9u8Pq0T5yRTJkYTTjPXpmlV6j90zNkLEetffoITlLPFjEIwujmSIZ5slCdCUatB41HkSPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WPmfXeY0E9MDxSLFy+Wr3/96zJq1KjsVzz1INHY2Fh+snkCeJLole/lMBF9Z2LJE9t+Jw8TbUc3yqFFV8mhp67LPg4uurZcoynRYeRFGebIeOK/2zXJXTh/rdS8+rA0bFsq3Q1HpdTXJUNDF74YVr+mfJ2h/XqjeZJBp0/tK5Kx83aH1dkDrUeNB9EjkoU2i+aZyqD5LD2+Eg1aj9p79JCcJR4s4pGF0UyRDPNkIboSDVqPGg+iRyQLbRbN02Z87bP0NocGrZdXk4WpHB60GTSIRw/RlWieUQZvJDPMpq6Nx156SzwYeT7je51F84z2Wi+vjvYx8748TOgnp796ef/998vnPvc5+ea3viUHDhxIvuCSJ4knRFn0MKG/sTHrgbekqa6t/EVkj74T5vOPbZQlC7b9zv2Yo7vhkJxeP0/qN8zPPmyNpkSHkRdlmCPjif9u1yTn50+umCL75vxYdk37thx4/F+kbuUM6TixSwZ69I21BrOvDV9nyNdJieZJBp2+yEwqY+etb3WuBa1HjQfRI5KFNovmmcqg+Sw9vhINWo/ae/SQnCUeLOKRhdFMkQzzZCG6Eg1ajxoPokckC20WzdNmfO2z9DaHBq2XV5OFqRwetBk0iEcP0ZVonlEGbyQzzKaujcdeeks8GHk+43udRfOM9lovr472MfO+PEz09/fL0qVL5Utf+pL85PLL5Wtf+5rcc8892esTeFJ4AnyveqHDxNmzcnj3aZl575typLpehs4OXfDjk56uvuz1FKsW78v9Auu1K6+Z+O28ZmKo1C9d9TVyat1CObDwKtkx/i9lz6OXyMkV0+XM4U3S19EsQ6WB8teCr7+Se8CTDDp9kZlUxs5b3+pcC1qPGg+iRyQLbRbNM5VB81l6fCUatB619+ghOUs8WMQjC6OZIhnmyUJ0JRq0HjUeRI9IFtosmqfN+Npn6W0ODVovryYLUzk8aDNoEI8eoivRPKMM3khmmE1dG4+99JZ4MPJ8xvc6i+YZ7bVeXh3tY+Z9d5jQd5F84fnns9/cuPmWm6WxqUkWL14iX/zil+Suu+6SM2fOyJB5PwieJJ4QZaHDxNCQNJ1ql1m/eUvWLN0v/u9Q1Oytlwm3LpNDO0+VDxlcy7JymPjtHCb068bzOjjQJz0tddK8Z4UcefZa2TH+c7J72j/I0RfvlJZ9q6Sk37Ew77LJnCf3BDq9vRYejDLWszuszh5oPWo8iB6RLLRZNM9UBs1n6fGVaNB61N6jh+Qs8WARjyyMZopkmCcL0ZVo0HrUeBA9Illos2ieNuNrn6W3OTRovbyaLEzl8KDNoEE8eoiuRPOMMngjmWE2dW089tJb4sHI8xnf6yyaZ7TXenl1tI+Z981hQj9Zfa3EM888k/3WxgMPPJC9c6V+onrAeOmll7P3jrjtttukVQ8U596sCvKEKIseJvQdL5c9vXP4Rx2nzr9LpurPzNiQvQtmV/v5v+nBtSwrh4nf/mHCfi21HujtlNYDq+XY0nGye+rfyY6q/y6Hn71Omne9Lj0tp2Tw3Hcs7NfF7kBPaXgwylhP65HM2LnUvL8GPVmIntoXZZgj44mf2ms9auZ973V8JR4s4pGF0UyRDPNkIboSDVqPGg+iRyQLbRbN02Z87bP0NocGrZdXk4WpHB60GTSIRw/RlWieUQZvJDPMpq6Nx156SzwYeT7je51F84z2Wi+vjvYx8745TOivhd57773Zjzb0rbD1xxrbt2/Pviugf1djxowZcumll2Z/B2PM6DGya9eu5Gso9IkpepjQvw7aWNee/UbHgklrpHrzCTlUfVqWPL5VJt2+THat1z9idf7HH9SWlcPE//uHCf2a6nOuH6XeTuk4uV+Ov/aQ7Jr0Zdn24J/L/sd/Lg3bXpXe1lNy9txrLPgPhFnbW81+Ld8tk+dbPdpHrkiGLIxmvEfPrNJr9J6pGTLWo/YePSRniQeLeGRhNFMkwzxZiK5Eg9ajxoPoEclCm0XztBlf+yy9zaFB6+XVZGEqhwdtBg3i0UN0JZpnlMEbyQyzqWvjsZfeEg9Gns/4XmfRPKO91suro33MvG8OE3v27pVf/OIXcvnll8vll/80+3sXS5csyQ4M+vc1rrn6mszT11D8+Mc/ltdee+1ff5g498U7dbRVnpm5QabdtVym3vl69oe+9m4+KfpeE/a1FP4Lon3lMPH/3WFCb3p9zrOPs2dFfxzSWbdH6tbMlX2zfyDbx/5PqZ7xZdEXdHaePpL9+iwz/AcDU19LPOgz6BCfXokGrUeNB9EjkoU2i+aZyqD5LD2+Eg1aj9p79JCcJR4s4pGF0UyRDPNkIboSDVqPGg+iRyQLbRbN02Z87bP0NocGrZdXk4WpHB60GTSIRw/RlWieUQZvJDPMpq6Nx156SzwYeT7je51F84z2Wi+vjvYx8745TOgnq2+RrT/S4MM+AWhkrMeTAfnOxMZNm6Vfd7o/Ja45O59du78kzQ0d0lDXJr3d7/5CP/17F/pCUf111d/1v83B58rz4z9/26cyaOzxxLd7yFiPGi+P5Cx99kJvUIZKJelprpX6jS/IwUXXyPZxfya7Z14iJ5ZPkTOH9AWcTRf8yqnfR3/h3uHvSqU8zaV0NGj3UeNB9Ihkoc2ieaYyaD5Lj69Eg9aj9h49JGeJB4t4ZGE0UyTDPFmIrkSD1qPGg+gRyUKbRfO0GV/7LL3NoUHr5dVkYSqHB20GDeLRQ3QlmmeUwRvJDLOpa+Oxl94SD0aez/heZ9E8o73Wy6ujfcy8bw4T+gnxCfPJWeJBPN+rvmrVqux1F9/+9rflHy+9VO66+67y6y/8HPPQ+/RKMnqImDNnjlz6gx9kf4Zc35lz0qRJv7N/gpzHnfpc8GAqg0bGE18ZeeR8xvfkLKOM9bTW11D0tjdI68G1cmzpzVI943uye+q35THzIq0AACAASURBVNBTY6Rx6/PZj0NK/T3ZY7Wz9npaR5717dy7zdg5snY+ryYLbQ7NM5VB81l6fCUatB619+ghOUs8WMQjC6OZIhnmyUJ0JRq0HjUeRI9IFtosmqfN+Npn6W0ODVovryYLUzk8aDNoEI8eoivRPKMM3khmmE1dG4+99JZ4MPJ8xvc6i+YZ7bVeXh3tY6ZymDCvaeBJ0bfbrqoaL+PGVWUfTy56MnvfCnylf3Lpyfjezuh3R15//XUZN268VFVVydix42T58jcqh4nE88rzaclzm0ebpfZZdKX36DNvcFAGutulvWaL1K6cLQcW/ItUz/iOHHzyGqlb+4S0H9sp/V36gt739kZZ9rrRY7EeNY8PokckC20WzTOVQfNZenwlGrQetffoITlLPFjEIwujmSIZ5slCdCUatB41HkSPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcphIHCb0RyL6myG9vX3S19ef/fiEJ5Mnjt7T+/RKm+Uaul+vpQcM9W3GzkZ1kZkog+evgQ6tj+aZyqD5LD2+Eg1ajxovj+QsfTbyyJLJev3alErZG2F11R+W0+sXZD8OqZ7xXdk352dy8o2JcubQeulrP529FkNn2QPZB1M6GiRriQetl1eThTaHBnv7B+T0mU7ZX9soaw4cl2U7D8mr2w7Ish2HZO2BE3Kwrkka2rukf6AUfo7sg/aa1N6jh+Qs8WARjyyMZopkmCcL0ZVo0HrUeBA9Illos2ieNuNrn6W3OTRovbyaLEzl8KDNoEE8eoiuRPOMMngjmWE2dW089tJb4sHI8xnf6yyaZ7TXenl1tI+ZymEicZjgyYmeQO/R+1l6JRnPKGO9vDrax0yUwSML0SG6Es0zlUHzWXr81F7rUTOXR3KWPht5ZMn4XvWhwUEp9XVLd8Nhad79uhx7Zazsm/MT2fPod+TIC7dLw5YXpCt7e++eLMsuy+Tec/djymMWD6JHJAttVrW+gZIcOdUs897aJj9+9GX587vnyqdunC4XXz1JPnrFw/KRMeMzfuzqyfLpm6bLf7tvvoyZ94o8tWaX1DW3yUDpvX9nRh+Dfzz00D5OajzlYPbbN+evbT3y9jr4eZ76w6+ROv9bWNE8+2DeXqvbmjlovbyaLLQ5NE+b8bXP0tscGrReXk0WpnJ40GbQIB49RFeieUYZvJHMMJu6Nh576S3xYOT5jO91Fs0z2mu9vDrax0zlMFE5TJRvQG4KGN1A3qNnVuk1es/UDBnrUePlkZylz0YeWTK+Vx1NqT/i0N8M6T1TLy373pYTb06T/fN/Jnse/ZEcXHSlnFr3hHQc2579uISddkdKY7/1qPEgekSykGx/qSTbjtTJHc+skL+4a7ZcdMXD8tHRVfKx0VXy8exjvPz+mPFZPczh+uJR4+Si0ePl4isnyOfvf1zGLl4rB+qaLnixMteCXNPSe/TQZqnVa+lulC21q2T54Wdl9bFX5GTbYRkcyv9OCfsgu5Sq6UdT12lZe3xZtnN3/Sbp6e/KfuOLjCXz7IPoNpvyyOFB9Ihkoc2iedqMr32W3ubQoPXyarIwlcODNoMG8eghuhLNM8rgjWSG2dS18dhLb4kHI89nfK+zaJ7RXuvl1dE+ZiqHicphonwDclPA6AbyHj2zSq/Re6ZmyFiPGi+P5Cx9NvLIkvG96mgpDpb6pb+rNfu104ZNT8rBp26WPY9+T/bNuUyOv1YlbTVbpK+9SUoDfRe8G2tqL4/B0l/Tenm1n9G+trlNbn5mhfzhzTPk4jHjRQ8IHx89Xi4aNU4+OKpKPvHLCfKH102Rz9w4Xf7DuY8/uG6KfOLKCZl/8bkDh/LiK8bLZ2+fJROXbZTmDv1ja+98jlKPjceFRw/RoerHzxySR7feJ49svkcW7Zoqc7Y9KJM33iI769eV34nWz9ND9ilVq2s/Jo9tu18e2XKfLNw5WSZtuEVeObBA+gaG33SOOcg8PURnr6X1qJmD6BHJQptF87QZX/ssvc2hQevl1WRhKocHbQYN4tFDdCWaZ5TBG8kMs6lr47GX3hIPRp7P+F5n0TyjvdbLq6N9zFQOE5XDRPkG5KaA0Q3kPXpmlV6j90zNkLEeNV4eyVn6bOSRJeN71dE8mSGj37XQd+DsOn1IGrctlZrF92U/Dtn72A+l5pUHpGn3culp1vckKV3wvifstfuo8SB6RLJK/Tb+2/uOySUTns6+E/GxUcPfhfjwL8Zl/d8+tFBuf3qFLFq7S1ZVH5Wth2tlZ82pjCt3H5YnVu+QG59YLv/jvvnywezwMTyfHSp+OUH+eeZLsudEfe4/7PZx8rjQ6CE61OdzX9N2WXb4qew7CX2lXmnraZWlBxbKY9sekO5z303w8/SQfcqBUr8sOfC4zN72gDR01krvQLfsqt8oD6+7TvY37Qi/LuyDdi8atB41HkSPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcpioHCbKNyA3BYxuIO/RM6v0Gr1naoaM9ajx8kjO0mcjjywZ36uO5smMz+jfg8leZ9Hfk/04pHn3UqlZ8mvZ+9iPZM+j/yRHnv+VNG57QbrrD2bv0qlZu8vW0TVtztbM6IsmF289IP/p9lky/J2F8fLRUVXyyWunyA+mvygvbt4nTW2d0nfu/VWYs9TDSE9fv9S1tMu8t3fJV8cvkk9cNVEuPncouWjMePnvv54vb+2tyQ4uzNrHQ+09ekgO6pvA6T/+/aW+8tdA/y7O9rq1MnXT7dLW23rBP/7luXP/naf2nulpkemb7pANJ5ZnOzXT098tC3Y+LC/unV3WdJefp4dcz2ZTHjk8iB6RLLRZNE+b8bXP0tscGrReXk0WpnJ40GbQIB49RFeieUYZvJHMMJu6Nh576S3xYOT5jO91Fs0z2mu9vDrax0zlMFE5TJRvQG4KGN1A3qNnVuk1es/UDBnrUePlkZylz0YeWTK+Vx3Nk5lUxnpa649D+trq5cyRzXLyrZmyf8EYqZ7+lezXTmtXPyYdJ/dmr7PguxbMR9ck46kzpcEhWbL1gPzHWx4p/8P/0THj5StjF8ribQekrbs3+7zYb3d4jV7Z0N4pC9fskj+747Hs9RYfHzP8o5I/uX2WrNpbU/4Ohd1HzR7fex1fiacHipbuBjnSsk/mba+SZ/fMzA4ZNsMcMxBdqT/imLrxNjl25lD5IFIaLMmbh1+UR7f+WvQN5piDzNNDdCUatB41HkSPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcpioHCbKNyA3BYxuIO/RM6v0Gr1naoaM9ajx8kjO0mcjjywZ36uO5slMKmM96589O5T9mGOgu03aanbIqTVz5OCCn0j1zG/I/sevkJNvTZczB9dIX3vjBX9GnWv7vales1uP1smf3vGYXHTutQ76YstfzF4qR+qbZVDf+j34f+947KaH+t2KrUdq5ZJJz4h+ZyI7UIyukv9533zZffx0+F0W3XGmt1nqOmqyj1Odx8qk7uxvL781veb1OxRHmvfKzM33yENrrpKJG26RE21H5GzO58DjhHweyhNth2TapjvkVMfx8mFCf0tkzbHXZPrmO2VgsD/3uWEftHvRoPWo8SB6RLLQZtE8bcbXPktvc2jQenk1WZjK4UGbQYN49BBdieYZZfBGMsNs6tp47KW3xIOR5zO+11k0z2iv9fLqaB8zlcNE5TBRvgG5KWB0A3mPnlml1+g9UzNkrEeNl0dylj4beWTJ+F51NE9mUhnrWd/q2T79LkJ/j/Q0nZDGHa/Koeduk93TvynVM/9eapbcI2cOrpO+M/XDfzskuH/t3ub2LvnquEXy0exFllXy8V9OkBsXvSEtnd3v6XNhp/+86U+1tMs/TX9R9Dse+tsgHxlVJV+oekpaOrqTBwqdK5UG5OV982X8+uulat31Mn79DWUO19fK6uOvvuNx6m9bHDtzUFbVLJUpG2+TJfvni76GIvXc8vggn4fyeNshmb7pTjndcaI8q6/NWHNsmczYfKf0Vw4T73ju7fOXV/Ncw1QOD9oMGsSjh+hKNM8ogzeSGWZT18ZjL70lHow8n/G9zqJ5Rnutl1dH+5ipHCaC/zGOnkDv0fPE+l51NE9mUhnr5dXRPmaiDB5ZiA7RlWieqQyaz9Ljp/Zaj5q5PJKz9NnII0vG96qjeTKTyljP+lZP7dNfO+1pqZPm6hVSs/h22TPzm1L9yCVy9KW7pWn7kuwFnPoW4HaPrfU1BdNe2yAXX/Hw8D/wY6rkinmvZK+NsI8jdW324PkeHap/sumMfHfSM9mPPPTXSfU7FVNe25D9uIB5qHP6XYDmrnqpaT0gR1sOSE3rwTK1Vr09ey3EhX/rhGvq/L7G7TJh/Y1y/MzB8oGAayjJQuudbD8qUzfeLrVtR8uz+mumK48ukZlb7hb9kQdzkHl6iP5u1yTHHESPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcpioHCbKNyA3BYxuIO/RM6v0Gr1naoaM9ajx8kjO0mcjjywZ36uO5slMKmM961s92pfNDJZkoKtNWvctl2Ov3Ju9l8WuqV+VQ0/+RBq3vZi9idZAr/5q5vkXcFafqJc/vn5a9t4R+iLJv/j1fDl8uqV8+PDXpE89LjQyntljHBqSXTWn5D/fPmv4mqOr5M9umSF7Ez/uYD5vL7olM1C9jt627EWUu09vKh8ImNGcfhejs68jeaBp7m7IDhM7T2/Ivq6a7yv1ybN7HpFFuyaXNd1nr2l7r7+bZx+bzaJH5FrQZtE8bcbXPktvc2jQenk1WZjK4UGbQYN49BBdieYZZfBGMsNs6tp47KW3xIOR5zO+11k0z2iv9fLqaB8zlcNE5TBRvgG5KWB0A3mPnlml1+g9UzNkrEeNl0dylj4beWTJ+F51NE9mUhnrWd/q0T5yNqPvZ9F2fJfUvj1b9s7+J9n58H+TA09cIbWrF0jn6cOiB4sx81+TD5/7TYtPXTNJlm7Zd8GLIu2+d3tcqceQmtHvhsx7e4d88NyPO/SNsG556s0L3tQqNecfC9eD+pscB5t2SUt3U/YdDdVLQyXZ07A1+9HI8dbzL6JkprHztMzdNjZ7MeXR1n3lrx1+b6lHntw1WZ7ePU16B4b/gNvpjpPy8LobZNPJFRccTnh8zNJDdCUatB41HkSPSBbaLJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcpioHCbKNyA3BYxuIO/RM6v0Gr1naoaM9ajx8kjO0mcjjywZ36uO5slMKmM961s92kcuLzPY3yuddQek7u1psn/u92Xn5G/J7lnfkbvu+Ln8X1fdmf3Y4fKZL0l79/DrCvL2sR9f6TV6Tzujr5P423FPykWjqrJfQ/2jWx7J3nrbZphHo4fosHugSxbsHJ/99sUbR56TrXVvy+uHnpaJ62+SxfvnJX+bY/2xN+TOt34id731E3nl4BMXfNdG9+q19jZuy35Msnj/fNlYu0Ie23q/zNn+oHT2tVUOE+brn/d14etjSRZajxoPoivRIB49RE/NFMkwTxaip/Zaj5o56HV6S7Iw8nzG9zqL5hnttV5eHe1jpnKYqBwmyjcgNwWMbiDv0TOr9Bq9Z2qGjPWo8fJIztJnI48sGd+rjubJTCpjPetbPdpHrlBmsCS9radl6dNzZM5t35HRN/xSfv+XE+S1bQfKjz1vH/utP2j+qJfqZDyZIfP0ul3Z3/TQ1058eNR4mbNy+E2gyDHve69bX3+kseH4GzJ7629k0oabs3fA3HJyVfbiS+agzjV1NcjsbQ/KzM13Z6+/sJ762uvrIvY1bJO52x6SyRt/JS/unSNNXfUX/AYJWR6L7f3Od/PYwRxEj0gW2iyap8342mfpbQ4NWi+vJgtTOTxoM2gQjx6iK9E8owzeSGaYTV0bj730lngw8nzG9zqL5hnttV5eHe1jpnKYqBwmyjcgNwWMbiDv0TOr9Bq9Z2qGjPWo8fJIztJnI48sGd+rjubJTCpjPetbPdpHrkhGs/oGVZdOfEY+OLpKPjl6nPzl3XOkqe3835vI28d+/NLxRum8+zkp1Tbnft5+RmdVq29tl7++d2722gn9Ucc/TXvhgj8K5ufoIY/Bctgbkv5Sv/QMdGXEZw6i69ti8yMMNEhWqe9doa+v0Bdg4ittpogezRSdtzlb5z2W1DXJ2nlfk/G0ucizOVsXmYkyeV6ertf2Hn2Rx0UWFpkpkkntYw4PoivRPMmg0xeZSWXsfF7NtWAqVzlMVA4T5ZvW3yDcOND6aJ6pDJrP0uMr0aD1qPHySM7SZyOPLBnfq47myUwqYz3rWz3aR65IRrO1jWfk398w/MLLD/1inFz/9Iry42aX0u+jH84MSfe8NdL8v4ySnhc2l/+WCBlPv1ffKOuep96UD/xi+I+H/dc7ZkltS3v5H2rmmaOH6JZ4sIhHFkYzRTLMk4XoSjRoPWo8iB6RLLRZNE+b8bXP0tscGrReXk0WpnJ40GbQIB49RFeieUYZvJHMMJu6Nh576S3xYOT5jO91Fs0z2mu9vDrax0zlMFE5TJRvQG4KGN1A3qNnVuk1es/UDBnrUePlkZylz0YeWTK+Vx3Nk5lUxnrWt3q0j1yRjGY37K2Rj1w5Ifurn//7qCpZsv1A+R9xdin9PvrhzPBhouX3RkvPS+/9MKE7ntu0L/vuiL7vxB9cP1V2HqktP44Lr/XOx2IfJzUzEF2JBvHoIXpqpkiGebIQPbXXetTMQfSIZKHNonnajK99lt7m0KD18mqyMJXDgzaDBvHoIboSzTPK4I1khtnUtfHYS2+JByPPZ3yvs2ie0V7r5dXRPmYqh4nKYaJ8A3JTwOgG8h49s0qv0XumZshYjxovj+QsfTbyyJLxveponsykMtazvtWjfeSKZDS7YPUO+fCYh7PDxO9fPVmqT6TfidLuG+ofkP6tR6VU0yBDff2i786p35mwh4mh7j4Z2HNSBnYel6GBC/9AGY9Ryd6tR0/Jxb+cmP1F0k9ePSl73QY5Mr73Or7dm8qgQeboIXpqX5EM82Qhemqv9aiZg+gRyUKbRfO0GV/7LL3NoUHr5dVkYSqHB20GDeLRQ3QlmmeUwRvJDLOpa+Oxl94SD0aez/heZ9E8o73Wy6ujfcxUDhOVw0T5BuSmgNEN5D16ZpVeo/dMzZCxHjVeHslZ+mzkkSXje9XRPJlJZaxnfatH+8gVyWh20msb5KOjx2eHif9w83SpaRz+I1jsgXbfQHWttHziFmn57K+k/fJHpPupddLx65ek5SNXSOeEpdI97y1p+95kafnMTXLmr36TvY5C97CDnVY7eLpZPnHtFPn0mLHyx1f/Rp57a7X0dTRnH73tTeVaNXpIzhIPFvHIwmimSKavo0lKfcO/Rmo/19Tnn3puyOFB9Ihkoc2iedqMr32W3ubQoPXyarIwlcODNoMG8eghuhLNM8rgjWSG2dS18dhLb4kHI89nfK+zaJ7RXuvl1dE+ZiqHicphonwDclPA6AbyHj2zSq/Re6ZmyFiPGi+P5Cx9NvLIkvG96miezKQy1rO+1aN95IpkNDtu6dryYeI//eoRqWsZ/jVH9kC7b7CjV7rnrJb278+Uls/eIi2fvk5a/s8bpPn/uDpjy6evldY/vU3a/3mu9C7eLoO9+t2L888HO61W09Aqn7xuqnz+6lvlxbu+KuvGf1uqZ/4g+9g949JyrRo9JGeJB4t4ZGE0UyRTPeNSOfTUldJ16kD2Gx88h6nPP+WRw4PoEclCm0XztBlf+yy9zaFB6+XVZGEqhwdtBg3i0UN0JZpnlMEbyQyzqWvjsZfeEg9Gns/4XmfRPKO91suro33MVA4TlcNE+QbkpoDRDeQ9emaVXqP3TM2QsR41Xh7JWfps5JEl43vV0TyZSWWsZ32rR/vIFclodsKrG+Qj574z8Ue3zJDjTWfKr1Vgl/KCfUNnh/9KZm+fDBw8LV3Tl0nLZ66T5s9cIy0XXy3dj6+WgaMNMtg3kM1dMHv27AX78Q7Xt8gnr50qn7niAfnSdbfLy0uel47j27OP9mPbyrVq9JCcJR4s4pGF0UzRzPFlVbJ31o+ku+FI+TnMfV7dc0OO5wiiRyQLbRbN02Z87bP0NocGrZdXk4WpHB60GTSIRw/RlWieUQZvJDPMpq6Nx156SzwYeT7je51F84z2Wi+vjvYxUzlMVA4T5RuQmwJGN5D36JlVeo3eMzVDxnrUeHkkZ+mzkUeWjO9VR/NkJpWxnvWtHu0jVySj2cdWbpOPjBn+Mcenrpsq+2obL/jHPm8f+we7eqX96gXS8ulrpPVzY6Xl41dJxz3Plw8SOk8WstN6O4/Xy8eumiQfG1MlH7tqoizevG/4r3vqX/8cHCzX+hc/6WH2V0D1v1HzgQeLeGRhNFMoMzQkAz3tcvTFO2T/46OH/6KrOzDwnED73FDjQfSIZKHNonnajK99lt7m0KD18mqyMJXDgzaDBvHoIboSzTPK4I1khtnUtfHYS2+JByPPZ3yvs2ie0V7r5dXRPmYqh4nKYaJ8A3JTwOgG8h49s0qv0XumZshYjxovj+QsfTbyyJLxveponsykMtazvtWjfeSKZDS7cuch+fCVwy/A/MDo8bJiT03hw4T+g9o9a5W0fPw6afvH6VI61Spt350iLf/xJuldtuM9ff6v7jgkHx49/FdE/+11U2TzgeE/9Z16Dop8blEmz8vT7WN4Lxm+Fv0dLXLo6Zvk0DO3ZK/9ODt0/rsz0T7mi2TIwmjGe/TMpkjG02Yjz+ZsXWQmyuR5ebpe23v0RR4XWVhkpkgmtY85PIiuRPMkg05fZCaVsfN5NdeCqVzlMFE5TJRvWn+DcONA66N5pjJoPkuPr0SD1qPGyyM5S5+NPLJkfK86miczqYz1rG/1aB+5IhnNHjnVKBddMyX7S6Ef+Pk4qXplfeHDRP/ek9Ly2Vul9U/ukIEDddnrAvr3nJSWf3+DnPnLB7LDhf0ceEw8Rjz9Gx0Tl66TD/xiXPbGVX/8q0fkyOnm8uPwc/TQ7qPGg+hc0xKPLES3WTwYZfA0q3/Rdd+cH8mxJffLQE/HOz631D47bx8DekT2QZtF87QZX/ssvc2hQevl1WRhKocHbQYN4tFDdCWaZ5TBG8kMs6lr47GX3hIPRp7P+F5n0TyjvdbLq6N9zFQOE5XDRPkG5KaA0Q3kPXpmlV6j90zNkLEeNV4eyVn6bOSRJeN71dE8mUllrGd9q0f7yBXJaLarp0/+9oH52R/5+uioKvla1SLp7u0r/2OXt0/392+rkTN//aD0vr5ThgaHss9X9Z7H10rbF8fLwInhA0H0WNRr7+6R7z38lFw0uir7+PuqRdJ17kWben3m8x4LuiUzsIhHFkYzRTLMa1Y/uk4flD2zfiAn35gopb7u7DlmD2TGEg9aL68mC20OzdNmfO2z9DaHBq2XV5OFqRwetBk0iEcP0ZVonlEGbyQzzKaujcdeeks8GHk+43udRfOM9lovr472MVM5TFQOE+UbkJsCRjeQ9+iZVXqN3jM1Q8Z61Hh5JGfps5FHlozvVUfzZCaVsZ71rR7tI1cko9nB0oCMW/iC/OC6a+Vvr75N/t21U2T7kbryY8/bp/v1xxyDLR0yVBr+U+bla/aXZLC1c/i1DYnngZ1KnVm375h8+prJ8vHsb3NUyd0vvH3B9dnLHD1Et8SDRTyyMJopkmGerLLj+E6pnvF9Ob3+SRkc6Ct/nmSYscSD1suryUKbQ/O0GV/7LL3NoUHr5dVkYSqHB20GDeLRQ3QlmmeUwRvJDLOpa+Oxl94SD0aez/heZ9E8o73Wy6ujfcxUDhOVw0T5BuSmgNEN5D16ZpVeo/dMzZCxHjVeHslZ+mzkkSXje9XRPJlJZaxnfatH+8jlZYaGBqXU3ys9zcelaedLcmjRdbJ50nflhbu+LD+74Qr5yJgquf+FVdLXP3DBdyf8Pnqul3qsZDztTE/fgFz1+GvyoXN//lzfOGvr0brktZmL9hXJ5M3n6fZzey+Z1GPR579l30rZPfWb0rjjZRkczH9Dr9Q82rvxvTxOstFOMp52JvJsztZFZqJMnpen67W9R1/kcZGFRWaKZFL7mMOD6Eo0TzLo9EVmUhk7n1dzLZjKVQ4TlcNE+ab1Nwg3DrQ+mmcqg+az9PhKNGg9arw8krP02cgjS8b3qqN5MpPKWM/6Vo/2kbMZrQd6OqWjdr+cWrdQDi78ueye+hXZO/uHcnLFNGk+sEZ+NH6ufGj08GsW/vT2WVJ9oj75D7rdy7Ugnu/RIb5yw8ETor9Fom+jrX/k65Ipz0tvzkGGOfZAdEs8WMQjC6OZIhnmyZY5WJLGHa/I7ml/Ly373pKhwVL5XmHGsjwX/O+QzWsdzXiP3u+wPRnPKGO9vDrax0yUyfPydN3pPXqul8rgkYXo0UyRTGofc3gQPXVNn/F9kZlUxl4zr+ZaMJWrHCaC/4h54qB9AtE8yaDTK9E8o4z18upoHzNRBo8sRIfoSjTPVAbNZ+nxU3utR81cHslZ+mzkkSXje9XRPJlJZaxnfatH+7KZs/ojiAHp7zojHSe2yak1j8r+Bb+UXVO+IHtnf0dOrhifHSz0gJH9iuPZszJ3Q7V88IqHs3/UPzS6Sn42Z6m0dfeWDxT+mvSpx4VGxhO/ub1Lvj/5WfnoqOFDzCf0V0K37JMh89sO2efj/vvL28deO0O2iEcWePRk4QAAIABJREFURjNFMsyTharrj5fqVs+Q6hnflPajm0W/Y0Hekzno/VRPFtoMmqfN+Npn6W0ODVovryYLUzk8aDNoEI8eoivRPKMM3khmmE1dG4+99JZ4MPJ8xvc6i+YZ7bVeXh3tY6ZymHD/Y8YTo4yeQO/RM+/71L4iGfZFZA9MZfGgzaQ09dFhagYPpjJoZDzxlZFHzmd8T84yyniPnnnfq47myUwqYz3rWz21T/8xGhzolb62Rmk9uE6OL/uN7Jt9iVTP+LYcfu5GadjygnTVH87e3tnuou7t75efzlqcfXdAv0ugfyfjkTe3lr9L4K9Jz7zSa/Semu3q7ZP7XnxbLrpi+NdS9bsSo2cvkZ7sb32c/9XJInvtY6BOXfPdvPcyQ5adSjSIRw/R9TUTtasek+oZ35WOE7vL8/iQOYgekSy0WTRPm/G1z9LbHBq0Xl5NFqZyeNBm0CAePURXonlGGbyRzDCbujYee+kt8WDk+YzvdRbNM9prvbw62sdM5TBROUyUb0BuChjdQNbTnw33DfRKaXD4XRH9vO/tLB5Ub+jskAyUBqS/1CeDQ8M/d8ZX+nnf2yx1lPEevZ+lV5LxjDLWszuszr7BwUEp9XZJd/0Radq+RGqWPij75l4mex/7gdQsvleadr0m3U21MlgafjtruyNV7z1RL39++yy5eNQ4uXh0lfzRzTPkqXW7swMF1/S0e/DQ6D31IDH+1fXyiasnZb8KevGoKvmT22bJvtqG5P87Zz5vL7olM7CIRxZGM0UyzJOF6Er9+um7ZO6be7l06ttuJ/63Bg3a+byaLLQ5NE+b8bXP0tscGrReXk0WpnJ40GbQIB49RFeieUYZvJHMMJu6Nh576S3xYOT5jO91Fs0z2mu9vDrax0zlMJH4D5wnJ3oCvUfvZ+mVZDyjjPXy6mgfM1EGjyxEh+hK1QYG++VY60F57eAimb9znDy3d6ZU12/ODhZk/IzVU3v1YHL8zCF5ef9cmb9jrKw48oI0d9eXn7vUPHugvSY1HkSP9pEZyUxqL/ug3au1/r9Z/QNSHSd2yekNC+XgEz+V6pnflX3zfi7HX/uNtB3ZJP2dzdm30e1+9kUcHByShet2yaeunTL8j/zo8fJvr58mM1Zsk7au4T9YxeOBdp/X6KG+n0T9mU6594W3s3e5/Njoquw6n7l+qjy7ca+ob/dRM+97r+Mr8WARjyyMZopkmCcL0ZWq6Y+bapbcLftmf0+6Gg6XHzs55iB6RLLQZtE8bcbXPktvc2jQenk1WZjK4UGbQYN49BBdieYZZfBGMsNs6tp47KW3xIOR5zO+11k0z2iv9fLqaB8zlcNEzv/I6RMUPYHeo+eJ9X1qX5EM+yKyB6ayeNBmUpr66NDO6P9z1oPDlI23ylO7p8qqoy/Ly/vnyfh118nqY6/I4NBgeZ459nhav6b1gEzZeJss2jVFVhx5SR7dcp/M3zFOOvvy3wwobx97lVHGe/TM+z61r0iGfVCfIz1A9J45JS17V8qJ1yfJ/nn/Inse/aEcevp6Ob3xaek4sVMGutvLjz91bfZF1MfXNzAgk15dL5+8Zvi7BvoP/qeuniTXLlgme042yID7NVC7z39+9MN7S7LlUK1cOu0FueiKCdlrM7Ld106WuSu3Sf+5P1Nu91Gzx/dex1fiwSIeWRjNFMkwTxaiK9H6Olvk6Mt3y4EnxkhP04mybjNk7XxeTRbaHJqnzfjaZ+ltDg1aL68mC1M5PGgzaBCPHqIr0TyjDN5IZphNXRuPvfSWeDDyfMb3OovmGe21Xl4d7WOmcpioHCbKNyA3BYxuID1M7G3cJlvqVkpfqTf741D6nYrVx16VqRtvl67+jnfs9fvouV5/qVee3fPI8OGhvz07kJzuOCmTNvxKNpx4o7yPuTyyz9JnI48sGd+rjubJTCqTafrji75u6W44Kk07l0rNkvtkz6wfyZ5ZP8z+zkPj9sXS01wrpf7z71Ngd+bt9Rnf8zg7e/tk3JK18slrJmffOdDXUHxkdJX8+Z2PyeRlG+VAXVP2ow//nQTm2atff33zqZ3HTsvdz62Uz948I3tTqo+PHp/9GOXf3TBNpizfkh1g/Cw7lN6jhzZLjQfR7T7v0cNopkiGebIQ3T+W/k592+3r5OCT10hf2/nfpmEO2vm8miy0OTRPm/G1z9LbHBq0Xl5NFqZyeNBm0CAePURXonlGGbyRzDCbujYee+kt8WDk+YzvdRbNM9prvbw62sdM5TBROUyUb0BuChjdQOrpaxtsRv+f9va6tTJx/S3S0dtW9vL2MYvf2t0kEzfcJFtPrRL+xoEeUBbvmy+Ldk2TgcHh90dgLo/ss/TZyCNLxveqo3kyU87ojy8GS9m3u/X1D/WbnpcDT/5Sqqd9Q/bO/qmcXPGItB3dkv34wv4aIXvtPmo8iB6RrLJ3YEDmv71D/vOtj2R/oly/i6Cvo/jA6Cr5zM0z5eezl8pL63fL/toGqT/TIa2d3dLe1SOtnT1yurVD9p6sl0Vvb5cfTX9B/uDGafKBUcM/0hg+mIyX//ueubJsx8HydyS4durxeY8eRjOpDBpknh6iK9E8owzee5npa2uQg4uulUPP3JD9No7+sbFonmt4RjPeo/c7bE/GM8pYL6+O9jETZfK8PF13eo+e66UyeGQhejRTJJPaxxweRE9d02d8X2QmlbHXzKu5FkzlKoeJymGi/B8gN1r263tDZ7O3UdZ/1PXtlDNqfe75suzq65D9TTtkw4k3s+9KLD2wIHvhJBluPHpP/FPtJ2Tiuhultu3oBddZd+J1mb31N9Iz0JX93N3P+559llHGe/TM+151NE88/Q0M/TsN7TXbpHblbDnw+GjZNfnLsn/+T+XUmsel/cQu6c9+fHHhrw2m9vE4YJEMWehn9Ecamw+dlK9PfEY+MGb4uwkfO/fmUh8ZNU4+NHq8/OEN0+Qv7p4jX3/oCfl21ZPy9bEL5b/cPVv+4Pqp2cFDf0tDDxD6oW+X/ZErJ8hls5bI/rrG7DUS/po8FksyaPQQ3RIPFvHIwmimSIZ5shBdiQb1vyF9Q7F9c38sx18dK6Xe7ndm3F8etfuo2QfRU9dMZWy+6Ax7oN+R6snC95phDjJPD9GVaJ5RBm8kM8ymro3HXnpLPBh5PuN7nUXzjPZaL6+O9jFTOUxUDhPnb8CzZ6WurUaqG7ZIdcNW2V1/Ifc0bJPmruEXQ9qb60DjTpmw4Sa5b9XPZcK6G6Wx81S2kww3G70nfm1bjUxaf7M0dJx/y2f97sfmulXy6JZfS/dA5+/0YSJ7AeWZ09mvb9YsvVd2Tf6a7Jz4ZTm46Eap3/iU9LWdliHz2xc8D3z+SjRoPWo8iB6RLCSrP/Z4av1u+buxC7PDwIf1uwyjxmUHhN8fo3/pc/y538oYfr8I7VXXg4d+R+NDo8bJp6+eLN+Z+IysrD4qfeb1EVwLck1L79FDm6XGg+hKNIhHD9FTM0UyzJOF6Km9eN2NR2XPo/p3PKZkr5mxWTIRuRa0WTRPm/G1z9LbHBq0Xl5NFqZyeNBm0CAePURXonlGGbyRzDCbujYee+kt8WDk+YzvdRbNM9prvbw62sdM5TBROUycvwHPnpVXDy6Uietvyv5Rn7juQk5ef7NsqV15wYsr9SbTXwk909MsR1r2yrxtY2XOtoeku7+zvJebzd+Q9PjDh4mbpKGjtjybHSZqV8qjW39XDxOD0tN6Suq3vCyHnr5Rdj78V1I9/Rty7JX7pfXAOultrcv99U3/+evzgAZ5bizxoPXyarLQ5lTTH2W8XX1Url24XP7s1kfkf/vpQ/J7Px8rH/rFOLloVJV89By1/71/GSv/68/Gyl/dNUdufW6lbD10Ujp6+mTI/b9qrgXtNam9Rw/JWeLBIh5ZGM0UyTBPFqIr0SCe9vodq+rp35HTm59713fJZA6yD6Ir0Txtxtc+S29zaNB6eTVZmMrhQZtBg3j0EF2J5hll8EYyw2zq2njspbfEg5HnM77XWTTPaK/18upoHzOVw0TlMFG+AfWmKJ17zwh9UWXvQE/24kqo7yWhP//XG8vfXGgt3Q0yds1Vsq9heznDzZaawVPWt5+UCetvzH419Hx2UNYcf0XmbHtQegbSf43xfDb964e6O8p4j57H5nt9AWVn3UE5teYx2Tf3H2XnhK/L3tk/kpNvTpP24zuz9xfQGX0Ro9LP5+19t8fp5/L2krMkC72nOh/6lz6rj9fLU2t3yQMvr5Hbnn5Tblm0PONvFq+T5zZUy4G6xuzNqZjJ26vXSXlc33v0kJwlHizikYXRTJEM82QhuhINXugNyplDa2XXlK9K4/aXw3fJtHPvvnf4vwGuCf0O25PxjDLWy6ujfcxEmTwvT9ed3qPneqkMHlmIHs0UyaT2MYcH0VPX9BnfF5lJZew182quBVO5ymEicZjQJ6y1tVUaGhqksbFRmpqapL//wjcH4kmFpYGSNJ5ql6P76qXuWIv09Vz4x5T8F1FfDd/S0pLtt9dgH0x90bxGFnrfX9v7eXPo0M6heXb3d8nE9TfK9rp173hfAX2BZnNnvTR11WeHFmbZ29bTKlM2/krWnnit/LbL+sZVz1bPzH7LQw86qc+FPZB9lngw8nxG+1Kv/v2LfXJyxSzZ88glsvPh/yH7n7hS6je/JF0NNVLq68revtrOUkN7Ta1TOhr0M3Yuyvg5stD6aJb6uhleYKuHopL+FVEORtB8DsxGe61H7efoITlLPFjEIwujmSIZ5slCdCUatF7ml0rSuH2p7JryNTlzaL3oCzJ9JtWzD9oMmqfN+Npn6W0ODVovryYLUzk8aDNoEI8eoivRPKMM3khmmE1dG4+99JZ4MPJ8xvc6i+YZ7bVeXh3tY6ZymEj8B9zb2yvXXnutXHLJJfKNb3wj+1i8ePEF/6HbJ7ejtUdeeWK7zLzvTZl613KZdvdyeWbGBjl1rLX8xdUn3M5s37FDLr30H+Uf/uEfsuv89Kc/lZqamgsyfJHejXZvXjbK4PlZdGj99t4zsuzQU7K/cbsMlPqzx63fwVhVs1jGrbn6gtc9MHeweZeMXXO1PLTmKtnbsKX8ueLrnsX7H5eZW+6V1u7GzNf3nahae43sPL0u+8dNszyePLLP0mcjT7P6oe/v0LLnDalZeo/snvlt2TXl7+XQU6OkaccS6WmqkVJ/T/YrseTtTq2ja1rfzr3bjJ0ja+fzarLQ5tA8Uxk0n6XHV6JB61F7jx6Ss8SDRTyyMJopkmGeLERXokHrUZcG+rI/Wb572iXZ226jR2QftFk0T5vxtc/S2xwatF5eTRamcnjQZtAgHj1EV6J5Rhm8kcwwm7o2HnvpLfFg5PmM73UWzTPaa728OtrHTOUwkXOYuOyyy+Qnl10m8+fNkycXLsz+oedJU/Lk9vUOyNIF22XWA2/JlpWHpamuXQ7urJPHH14tCyaslo7W4W/N2xmd1e9KPP/887JgweNy0003ybe+9S05cuRI+cDCfnvNvJosTOXwoM2kNPXRoZ3p6u+UpfsXyNg1v5SZm++WZ6qny/RNd8rYtVfL5tqV2bdt/dzmkyvlrpU/kTve+mdZf3z5O761q/mGzjqZufkembpB3wxrSvYjk+f2PJK9tTbXZ28eyVn6bMrTF1D2NJ+Q5uq35MgL18rOCX8tu6d/XY6+dL807Vou/R367pPDBye/jz61N+VpLqWjQbuPGg+iRyQLbRbNM5VB81l6fCUatB619+ghOUs8WMQjC6OZIhnmyUJ0JRq0HrV6+mfjTyyfJHtmXSrdjTXl/w0g48k+aH00T5vxtc/S2xwatF5eTRamcnjQZtAgHj1EV6J5Rhm8kcwwm7o2HnvpLfFg5P0/7L33k17ndef5F8yMx5IoyWFmyp7Zqt3y7tTOeme11loa0qItW5YYrGBJlKhEWWAmFShSlAiSYiZAJCKRBBhAggQDmMAggACRc2w0GkAjdaOBRmigc27gbJ3b+Lw4ffDcgwdY15YJvz90fZ7z/X7PuW/fvmg8/Uaf8bX2onlGc61Xto7m0VPdTASbid/cdZf09pz+65OTptSTq1/7dhwp7pFYvbBehsw7CDbtOiqT7vqdrFpQX/oD1oc6BgcH5cUXX/zIbSb0Lm99DkVja70s2TdP3qibIUv3zZMD7ftk8NTnaXABct46+9pl4Z65smjP69LeO/JeGzLa09J9WJY1vCtvbp8pGw+uKN4AC59zH9FmWXNbYEUfGhR9dv3BFc/Ljhdukk1j/1K2Tr1cGuc/Km171ou+N8DQwPAGgh4lczyjjPXsDKtH88jlZMjCqMd71PQqvUbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hmv19ImrA91tsueN0VI387vS13403FAwDzIrdcxUxuZze5gD/YxUTRaea4Y+SD81RFeieUYZvPPpoTd1bDzmUlviwcjzGV9rL5pnNNd6ZetoHj0X1GZC/2MeGBgovvQ/ar5JpZ4M/cIfHBz5Bkg2qw9z6D0Td911l/T1pd+JUGfp8yQWvlErTz20SDrbTn+ks87SjcW85zfIC5OWS2/3yGPZH4yuX3rppY/cZsJ/D9HbZ3Nutaf4Ghp+q21m4CvR9L0tyFt/RObURrDSk9gY0msz+v4PHY1b5cCSJ6Xu6W8UH9+9fdYoaVoyQzoaNspAt75751DlMWx6mRXdhihjPTvD6hwLWo81HkSPSBbaLJpnKoPms9T4SjRoPdbeo4bkLPFgjkcWRj05GfrJQnQlGrQeazxlf+dxqX/pVtn54qk3tXKvjkn1oEE7TzVq/BTJeNps5NmcXef0RJkyr0zXY3uPOud2kYU5PTmZ1Dz68CC6Es2TDDp1Tk8qY/vL1hwLpnIXzGaioaFBHnroIbnn7rvl7tGjZfLkydLe3l7ZUOhG491335XRo0cXmdGj7xJ93kLq5ORuJnq6++SlKSvlrWfXi36Qkj/Bm5bukScfXCTHD5e/P4Ie/6O+mdDvO3UevUbtac9b5JHzGV+Tq1DfQKq7VToaamT/wimy7amrZMvES2TH86Pk0LpXpat5lwz2dBQv0dMe5tHva5vBg/SkMtazvtWZA63HGg+iRyQLbRbNM5VB81lqfCUatB5r71FDcpZ4MMcjC6OenAz9ZCG6Eg1ajzVeQX130uMHZNtTV8ueN+8tPnaenOWIHrfh8B617fdrMp42F3k2Z9c5PVGmzCvT9djeo865XWRhTk9OJjWPPjyIrkTzJINOndOTytj+sjXHgqncBbOZqK+vl2uvvVYuueQS+da3viX33nuvHG9tLX4gegL0Hok5c+bINdf8SD73uc8XmZUrV1Z+YPbk5GwmTp48IZ2t3cVzI5bOq0vMOSF7ag/J9PsWysGG48VGgx+Epa6rm4mTlY2YPTf2Z2LXPpOqh/p7pefYATm65a3iUxtrn/iGbHvqO7LnjV/L0U1vSPfhehnsS39aJvM4pq9VR/OkJ5WxnvWtHs0jl5MhC6Me71HTq/QatWeqh4z1WHuPGpKzxIM5HlkY9eRk6CcL0ZVo0Hqs8Sz1YbdtT36j+Pjygd6uylvLl/WgK+0cW9uMX+f0+IyfkapzeqJMmVem623wHrW9fWgQjxqip+ZajzV90OvUlmRh5PmMr7UXzTOaa72ydTSPngtmM6Hf7O49e4pXRjzxxBPS19tbPB9h27Ztsnr1aunu7i42FB9++KH8xV/8haxZs6byTHxOBszbTJyU9uPd8syYpbLydzsrP0Rm6MvqGnYcLTYTB/Yeq24m/hkvdH9ha62fa9Hf1Sqd+7fKobVzZffcX0ntk9+WuplXy753H5aW2gXS26rPf+gT3Qjyc1Km5qX8lOZ7o4z1dE2v1dGg9VjjQfSIZKHNonmmMmg+S42vRIPWY+09akjOEg/meGRh1JOToZ8sRFeiQeuxxoP0dTZtlZopV0jTh9NFN8bk8S0jz861Obsm4xllrFe2jubRE2XKvDJdZ3qPmuOlMnhkIXrUk5NJzaMPD6Knjukzvs7pSWXsMcvWHAumchfMZkK/uY7OTrn2uuvkjjvuKDYO+ooJfcnlFVdcIevX60MRQ6Ibja985SvS3NxcXHipk3Oum4lVJZuJxp3/MjcT/V3HpbOpVjoPbCu+OswaTYkOIy/K0EfGE/9sxyTn+1vrV8j+BY/J9udvktrpX5Mds2+Sg0ufkPaGjdLXcXTEEyhTP280T/7BoFMr0TyjjPXsDKtH88jlZMjCqMd71PQqvUbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8aPX2vetl65QrpXnFcyMe8iAL6VGiedqMX/sstc2hQeuVrcnCVA4P2gwaxKOG6Eo0zyiDdz499KaOjcdcaks8GHk+42vtRfOM5lqvbB3No+eC2kzo8yKmTZtaPJlRNxKLlyyR//7f/0+59NJLZdr06aKbhF//+tdy/fXXS1fXyA+N4oQo8zYTJyr3TCx/d3vlh8gcvWdi3/bDp+6Z+Jf1MIe+817ds9fI9mdHFV91z/ykskZTosPIizL0kfHEP9sxyfn+nbN/Lnvm3iGH178hnQd2FB/xfbZ7H/g5Kf0/FGoyvs7pSWWYB3PmkrWkD1qvbE0W2hyaZyqD5rPU+Eo0aD3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8iF7wxAlp3blKaiZfKYfWvnrG53iketA8R8w9j+dZnMs8jpXTE2XKvDJdj+s9am5TKoNHFqJHPTmZ1Dz68CB66pg+4+ucnlTGHrNszbFgKndBbSb0G12wYIH8/Ze/LHV122XixEnyta9/TW688Ub5p3/6J9nX0CDf+/735dFHHy0eArEn1p6cnM2EHquro1demLBc5r+8pXIR2zl16/bLE/cvlCMH2v5FPcwx2NslvccPSm9rc/Glny3B2hIdRl6UoY+MJ74y8sj5TJ++/0N/T/EOlPb82zX/CGDk+YyvtRfNM5prPTvD6tE8cjkZsjDq8R41vUqvUXumeshYj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iQ31VUUvNe7Jl0hfl6KY3ZWhoIJzLHE/mpeiz1DaLBq1XtiYLUzk8aDNoEI8aoivRPKMM3vn00Js6Nh5zqS3xYOT5jK+1F80zmmu9snU0j54LbjOhr+rQd658asYMueaaa+TBBx+SDz74QL785S/L888/P/xulm+/fcZJ54QoczcT/X0Dxcs/Z41fJv29I98+W0/+oje2yjNjl0hX+/Bjnv4HorV+VZ+A+c/7BEz7s2Ttzz260nvUZHyd05PKMA/mzCVrSR+0XtmaLLQ5NM9UBs1nqfGVaNB6rL1HDclZ4sEcjyyMenIy9JOF6Eo0aD3WeBDdUp8PdGTTPKl5/HJp2bpAhoKXtTPH087za5+ltjk0aL2yNVmYyuFBm0GDeNQQXYnmGWXwzqeH3tSx8ZhLbYkHI89nfK29aJ7RXOuVraN59Fxwmwl9OeiPf/zj4tUaX7nsMnn//ffl0KFDRX3VVVfJF//2b2VLTU3lCU2cJE6IMnczoW/ctHVto0y9d4HU1zSPeNZ1+7Eumfnwh/L+nC0j3sxK53NMpX5VNxPVzQTXn7020DxzMufS4+dR2xleo/ZM9ZCxHmvvUUNylngwxyMLo56cDP1kIboSDVqPNR5E99QNRfPK56VmyldFnyOk91iketA8/Txb+yx1lLFe2Zo5MJXDgzaDBvGoIboSzTPK4J1PD72pY+Mxl9oSD0aez/hae9E8o7nWK1tH8+i54DYT+hLQBx54QD7/+c/LFVdcKS0tLcUbTz388MNy8cUXy9e//nVpaRl+dYWeBE4SJ0SZu5nQbEdrj8yZslJmP75CmhuOS09XX/FcinmzNhTPl2jeN/x8CXssjqnUr+pmorqZ4Pqz1waaZ07mXHr8PGo7w2vUnqkeMtZj7T1qSM4SD+Z4ZGHUk5OhnyxEV6JB67HGg+gp6iuRDi57WrZO/Zp0NGwqPsHX55jj6XO29lnqKGO9sjVzYCqHB20GDeJRQ3QlmmeUwTufHnpTx8ZjLrUlHow8n/G19qJ5RnOtV7aO5tFzwW0m9Bub8/LL8pnPfEbuvfe3lecqLFy4UD73uc/JT3/2s8rzJTTLSeKEKM9lM6H9jfVHi8/h0DeoemXaquKhjen3L5TNK/fJ4Km32LbH4phK/apuJqqbCa4/e22geeZkzqXHz6O2M7xG7ZnqIWM91t6jhuQs8WCORxZGPTkZ+slCdCUatB5rPIhexqG+nuJzPOpmfk+6D51+q37yzPHET9FnqW0WDVqvbE0WpnJ40GbQIB41RFeieUYZvPPpoTd1bDzmUlviwcjzGV9rL5pnNNd6ZetoHj0X5Gbi8JEj8uHixdLYuL/ycEZHR4csXbpUtu/YUdH0JHCSOCHKc91M6IzjRzplzQe75P3Zm2Txm9uKN6riszqYzbEsdf1R/GwO+z2UnUcy0fePB+mB6JZ4ZbRZ1j6LrvQeNRlf5/SkMsyDOXPJWtIHrVe2JgttDs0zlUHzWWp8JRq0HmvvUUNylngwxyMLo56cDP1kIboSDVqPNR5Ej6hPoN7zxl2yY9Z1xTtm2l7WntE8n6W2PWjQemVrsjCVw4M2gwbxqCG6Es0zyuCdTw+9qWPjMZfaEg9Gns/4WnvRPKO51itbR/PouSA3E3xzlmUnA91m2Uxcf8MNsmTxElm1alXxcInN0HcmTxbPnUAv69GXpq5bt06WL1tWvA34R+1TQ/n+PFPfL5rPUuMr0aD1WOOVkZylz0YeWTK+Vh3Nk55UxnrWt3o0j1xOhiyMerxHTa/Sa9SeqR4y1mPtPWpIzhIP5nhkYdSTk6GfLERXokHrscaD6BE1q++fUj/nF7LrtV9Jf+exM47FPHi2eeqThbYHDVqvbE0WpnJ40GbQIB41RFeieUYZvPPpoTd1bDzmUlviwcjzGV9rL5pnNNfvulkcAAAgAElEQVR6ZetoHj3VzUTiw6F6enrksssvlz/5kz+RT37yk/LHf/THMvvFF5P3aJSdZHROtBJNqRuJ//XP/kwuuugi+Y//8T8VD8Hs2rVrRMb2Rms7tywXZfB8Lzq0PppnKoPms9T4SjRoPdZ4ZSRn6bORR5aMr1VH86QnlbGe9a0ezSOXkyELox7vUdOr9Bq1Z6qHjPVYe48akrPEgzkeWRj15GToJwvRlWjQeqzxIHpEsr3H9kvdzG/KvnceEv3wOu3B88yZF/VEXtnsnJ4oU+aV6bnff1l/mZ6am/qey/rRz6UndUw/x9c5PalM6nZ5jWNB72td3UwkNhP6Ko0DBw7Inj17ZO/evdK4f3/x0Ic9gZxUTzLo1Eo0pb7B1sGDB4v5xTEaG6Wv9/QnlJK1/WVrsjCVw4M2k9LUR4epHjyYyqCR8cRXRh45n/E1Ocso4z1q+n2tOponPamM9axv9WgeuZwMWRj1eI+aXqXXqD1TPWSsx9p71JCcJR7M8cjCqCcnQz9ZiK5Eg9ZjjQfRI5JVdjXvlNonvi1Ni6YWb2plPZ1BnTuvrIc5MJqHRxaiW+LBHI8sjHpyMvSThehKNGg91njQ69SWZGHk+YyvtRfNM5prvbJ1NI+e6mYisZng5EQn0HvUvpdaScYzylivbB3NoyfK4JGF6BBdieaZyqD5LDV+aq71WNNXRnKWPht5ZMn4WnU0T3pSGetZ3+rRPHI5GbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8mOORhVFPToZ+shBdiQatxxoPokckq9Sv9r0bpObxK+XQmlfPeA8KsrnzNJfqQYPRPDyyEN0SD+Z4ZGHUk5OhnyxEV6JB67HGg16ntiQLI89nfK29aJ7RXOuVraN59FQ3E9XNROUC5KKA0QXkPWp6lV6j9kz1kLEea7wykrP02cgjS8bXqqN50pPKWM/6Vo/mkcvJkIVRj/eo6VV6jdoz1UPGeqy9Rw3JWeLBHI8sjHpyMvSThehKNGg91ngQPSJZy2PbFsqWiV+Slpp3iuNaL5qlns9S2z40aL2yNVmYyuFBm0GDeNQQXYnmGWXwzqeH3tSx8ZhLbYkHI89nfK29aJ7RXOuVraN59FQ3E9XNROUC5KKA0QXkPWp6lV6j9kz1kLEea7wykrP02cgjS8bXqqN50pPKWM/6Vo/mkcvJkIVRj/eo6VV6jdoz1UPGeqy9Rw3JWeLBHI8sjHpyMvSThehKNGg91ngQPSJZqFl9V8zD61+XLRMvlbZdK7OOzTGY44mvjDybs+ucnihT5pXpqdtJNud2kYU5PTmZ1Dz68CC6Es2TDDp1Tk8qY/vL1hwLpnLVzUR1M1G5aP0FwoUDrY/mmcqg+Sw1vhINWo81XhnJWfps5JEl42vV0TzpSWWsZ32rR/PI5WTIwqjHe9T0Kr1G7ZnqIWM91t6jhuQs8WCORxZGPTkZ+slCdCUatB5rPIgekSwkO9jfJwdXPCtbp31D2vZuLI7vM2QtyXhGGeuVraN59ESZMq9M15neo+Z4qQweWYge9eRkUvPow4PoqWP6jK9zelIZe8yyNceCqVx1M1HdTFT+AfoLhAsHWh/NM5VB81lqfCUatB5rvDKSs/TZyCNLxteqo3nSk8pYz/pWj+aRy8mQhVGP96jpVXqN2jPVQ8Z6rL1HDclZ4sEcjyyMenIy9JOF6Eo0aD3WeBA9Illos4P9PbJ/0TSpnf4t6Txw5qcZ2yxr5njiKyPP5uw6pyfKlHlleup2ks25XWRhTk9OJjWPPjyIrkTzJINOndOTytj+sjXHgqlcdTNR3UxULlp/gXDhQOujeaYyaD5Lja9Eg9ZjjVdGcpY+G3lkyfhadTRPelIZ61nf6tE8cjkZsjDq8R41vUqvUXumeshYj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iRyQLbVa1ge52afzdWNk247vSdWjXiJe02yxr5njiKyPP5uw6pyfKlHlleup2ks25XWRhTk9OJjWPPjyIrkTzJINOndOTytj+sjXHgqlcdTNR3UxULlp/gXDhQOujeaYyaD5Lja9Eg9ZjjVdGcpY+G3lkyfhadTRPelIZ61nf6tE8cjkZsjDq8R41vUqvUXumeshYj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iRyQLbVY1/RrobpO9b42Wuqevlp6WhnBDwRxPP1drMtYrW5OFqRwetBk0iEcN0ZVonlEG73x66E0dG4+51JZ4MPJ8xtfai+YZzbVe2TqaR091M1HdTFQuQC4KGF1A3qOmV+k1as9UDxnrscYrIzlLn408smR8rTqaJz2pjPWsb/VoHrmcDFkY9XiPml6l16g9Uz1krMfae9SQnCUezPHIwqgnJ0M/WYiuRIPWY40H0SOShTaLptR3ydw19zfF2273tR8p3VDYHp1FXTbX6tGaOTCVxYM2gwbxqCG6Es0zyuCdTw+9qWPjMZfaEg9Gns/4WnvRPKO51itbR/PoqW4mqpuJygXIRQGjC8h71PQqvUbtmeohYz3WeGUkZ+mzkUeWjK9VR/OkJ5WxnvWtHs0jl5MhC6Me71HTq/QatWeqh4z1WHuPGpKzxIM5HlkY9eRk6CcL0ZVo0Hqs8SB6RLLQZtGU+tXXdkjqX7pV6l/+ufR1nv605LIe1ZkRZaxXtmYOTOXwoM2gQTxqiK5E84wyeOfTQ2/q2HjMpbbEg5HnM77WXjTPaK71ytbRPHqqm4nqZqJyAXJRwOgC8h41vUqvUXumeshYjzVeGclZ+mzkkSXja9XRPOlJZaxnfatH88jlZMjCqMd71PQqvUbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8iB6RLLRZNMvibbefuUZ2v/YzGejtPOMeCpvVWdTRXOuVrZkDUzk8aDNoEI8aoivRPKMM3vn00Js6Nh5zqS3xYOT5jK+1F80zmmu9snU0j57qZqK6mahcgFwUMLqAvEdNr9Jr1J6pHjLWY41XRnKWPht5ZMn4WnU0T3pSGetZ3+rRPHI5GbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8mOORhVFPToZ+shBdiQatxxoPokckC20WzfLEiSHpOrxbts34R9n3zoMy2NdTfBghfTarGjW+1VKezdk1WWg91ngQXYkG8agheqonJ0M/WYiemms91vRBr1NbkoWR5zO+1l40z2iu9crW0Tx6qpuJ6maicgFyUcDoAvIeNb1Kr1F7pnrIWI81XhnJWfps5JEl42vV0TzpSWWsZ32rR/PI5WTIwqjHe9T0Kr1G7ZnqIWM91t6jhuQs8WCORxZGPTkZ+slCdCUatB5rPIgekSy0WTTPk/o5Hod2yZbHr5D9CybK0EB/5R4Kn6WO5lqvbM0cmMrhQZtBg3jUEF2J5hll8M6nh97UsfGYS22JByPPZ3ytvWie0Vzrla2jefRUNxPVzUTlAuSigNEF5D1qepVeo/ZM9ZCxHmu8MpKz9NnII0vG16qjedKTyljP+laP5pHLyZCFUY/3qOlVeo3aM9VDxnqsvUcNyVniwRyPLIx6cjL0k4XoSjRoPdZ4ED0iWWizaJ6aUa2jcatsmfBFaV41R4YGhzcUPksdzbVe2Zo5MJXDgzaDBvGoIboSzTPK4J1PD72pY+Mxl9oSD0aez/hae9E8o7nWK1tH8+ipbiaqm4nKBchFAaMLyHvU9Cq9Ru2Z6iFjPdZ4ZSRn6bORR5aMr1VH86QnlbGe9a0ezSOXkyELox7vUdOr9Bq1Z6qHjPVYe48akrPEgzkeWRj15GToJwvRlWjQeqzxIHpEstBm0TwrmRMnpLV+hWye8EU5uuV9GRoaPON20lvpyfxebF7XzIHeP1uGPkg/NURPzcvJ0E8WoqfmWo81fdDr1JZkYeT5jK+1F80zmmu9snU0j57qZqK6mahcgFwUMLqAvEdNr9Jr1J6pHjLWY41XRnKWPht5ZMn4WnU0T3pSGetZ3+rRPHI5GbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8mOORhVFPToZ+shBdiQatxxoPokckC20WzdNm9CGPI5veki2TLpPW4nM8hoqHPKKeyBsx++TJ0odPUrlobplXput871HbY6NBPGqInpprPdb0Qa9TW5KFkeczvtZeNM9orvXK1tE8eqqbiepmonIBclHA6ALyHjW9Sq9Re6Z6yFiPNV4ZyVn6bOSRJeNr1dE86UllrGd9q0fzyOVkyMKox3vU9Cq9Ru2Z6iFjPdbeo4bkLPFgjkcWRj05GfrJQnQlGrQeazyIHpEstFk0T5vRtT7EcWDZs1I79evS2bStuK1RT+T52dQ5PVGmzCvT9bjeo+Y2pTJ4ZCF61JOTSc2jDw+ip47pM77O6Ull7DHL1hwLpnLVzUR1M1H5B+gvEC4caH00z1QGzWep8ZVo0Hqs8cpIztJnI48sGV+rjuZJTypjPetbPZpHLidDFkY93qOmV+k1as9UDxnrsfYeNSRniQdzPLIw6snJ0E8WoivRoPVY40H0iGShzaJ52gxr3VA0vPeIbJvxveLVHlFP5DHPM6cnypR5Zboe33vU9rahQTxqiJ6aaz3W9EGvU1uShZHnM77WXjTPaK71ytbRPHqqm4nqZqJyAXJRwOgC8h41vUqvUXumeshYjzVeGclZ+mzkkSXja9XRPOlJZaxnfatH88jlZMjCqMd71PQqvUbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8iB6RLLRZNE+bsWv9HI9dr9wmO1+4Tvo7jha3mV6bQ4PWK1uThakcHrQZNIhHDdGVaJ5RBu98euhNHRuPudSWeDDyfMbX2ovmGc21Xtk6mkdPdTNR3UxULkAuChhdQN6jplfpNWrPVA8Z67HGKyM5S5+NPLJkfK06mic9qYz1rG/1aB65nAxZGPV4j5pepdeoPVM9ZKzH2nvUkJwlHszxyMKoJydDP1mIrkSD1mONB9EjkoU2i+ZpM37d19EiO5+/UXbPHS39nccrt9vmzmUefTk9UabMK9P1uN6j5jalMnhkIXrUk5NJzaMPD6Knjukzvs7pSWXsMcvWHAumctXNRHUzUfkH6C8QLhxofTTPVAbNZ6nxlWjQeqzxykjO0mcjjywZX6uO5klPKmM961s9mkcuJ0MWRj3eo6ZX6TVqz1QPGeux9h41JGeJB3M8sjDqycnQTxaiK9Gg9VjjQfSIZKHNonnajF9rtqdln9TNuEoa3hsrA70dldtO9lzmnUtPNLfMK9P1uN6j5jalMnhkIXrUk5NJzaMPD6Knjukzvs7pSWXsMcvWHAumctXNRHUzUfkH6C8QLhxofTTPVAbNZ6nxlWjQeqzxykjO0mcjjywZX6uO5klPKmM961s9mkcuJ0MWRj3eo6ZX6TVqz1QPGeux9h41JGeJB3M8sjDqycnQTxaiK9Gg9VjjQfSIZKHNonnajF+T7Wqul9onvimN88fJYG9n5fZrngz0M1I1WXiuGfog/dQQXYnmGWXwzqeH3tSx8ZhLbYkHI89nfK29aJ7RXOuVraN59FQ3E9XNROUC5KKA0QXkPWp6lV6j9kz1kLEea7wykrP02cgjS8bXqqN50pPKWM/6Vo/mkcvJkIVRj/eo6VV6jdoz1UPGeqy9Rw3JWeLBHI8sjHpyMvSThehKNGg91ngQPSJZaLNonjbj16ezJ6WzqVZqp31dmpbMkMH+3nN6mWf53BOVOeeSOX27RvaX6Trbe9T2uGgQjxqip+ZajzV90OvUlmRh5PmMr7UXzTOaa72ydTSPnupmorqZqFyAXBQwuoC8R02v0mvUnqkeMtZjjVdGcpY+G3lkyfhadTRPelIZ61nf6tE8cjkZsjDq8R41vUqvUXumeshYj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iRyQLbRbN02b82mZ13bZrjdRM/qo0r5otQ4MDZ30PCj+P2s5F84wyZV6ZrrO9R22PiwbxqCF6aq71WNMHvU5tSRZGns/4WnvRPKO51itbR/PoqW4mqpuJygXIRQGjC8h71PQqvUbtmeohYz3WeGUkZ+mzkUeWjK9VR/OkJ5WxnvWtHs0jl5MhC6Me71HTq/QatWeqh4z1WHuPGpKzxIM5HlkY9eRk6CcL0ZVo0Hqs8SB6RLLQZtE8bcavfXZoaEiOb18qW6f8gxxe/7qcGOzP+l7ONtf7Wvtj20yZV6an5pH9555r57HmWNDr1JZkYeT5jK+1F80zmmu9snU0j57qZqK6mahcgFwUMLqAvEdNr9Jr1J6pHjLWY41XRnKWPht5ZMn4WnU0T3pSGetZ3+rRPHI5GbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8mOORhVFPToZ+shBdiQatxxoPokckC20WzdNm/NpntT4xNCBHNrwmNZMvk5aa90U/eVT7yPoZqZosPNcMfZB+aoiuRPOMMnjn00Nv6th4zKW2xIOR5zO+1l40z2iu9crW0Tx6qpuJ6maicgFyUcDoAvIeNb1Kr1F7pnrIWI81XhnJWfps5JEl42vV0TzpSWWsZ32rR/PI5WTIwqjHe9T0Kr1G7ZnqIWM91t6jhuQs8WCORxZGPTkZ+slCdCUatB5rPIgekSy0WTRPm/Frn6XWhzgOr39Dah6/Qo7vWF5sKPD8jFRNFp5rhj5IPzVEV6J5Rhm88+mhN3VsPOZSW+LByPMZX2svmmc013pl62gePdXNRHUzUbkAuShgdAF5j5pepdeoPVM9ZKzHGq+M5Cx9NvLIkvG16mie9KQy1rO+1aN55HIyZGHU4z1qepVeo/ZM9ZCxHmvvUUNylngwxyMLo56cDP1kIboSDVqPNR5Ej0gW2iyap834tc9Sa26wv0cOLn9GaqZcKe17N1S+Jz8jVTMHnmuGPkg/NURXonlGGbzz6aE3dWw85lJb4sHI8xlfay+aZzTXemXraB491c1EdTNRuQC5KGB0AXmPml6l16g9Uz1krMcar4zkLH028siS8bXqaJ70pDLWs77Vo3nkcjJkYdTjPWp6lV6j9kz1kLEea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1KT0w3F/oWTpGbKl6XzwLbSV2aQh8yB6JZ4MMcjC6OenAz9ZCG6Eg1ajzUe9Dq1JVkYeT7ja+1F84zmWq9sHc2jp7qZqG4mKhcgFwWMLiDvUdOr9Bq1Z6qHjPVY45WRnKXPRh5ZMr5WHc2TnlTGeta3ejSPXE6GLIx6vEdNr9Jr1J6pHjLWY+09akjOEg/meGRh1JOToZ8sRFeiQeuxxoPoEclCm0XztBm/9llqm+vvbpeG98fKtqe+I92H92ZtKJgD7TzWeBBdiQbxqCF6qicnQz9ZiJ6aaz3W9EGvU1uShZHnM77WXjTPaK71ytbRPHqqm4nqZqJyAXJRwOgC8h41vUqvUXumeshYjzVeGclZ+mzkkSXja9XRPOlJZaxnfatH88jlZMjCqMd71PQqvUbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY51fq7WmX33F9J3TPXSO/xg2fdUDAH2nms8SC6Eg3iUUP0VE9Ohn6yED0113qs6YNep7YkCyPPZ3ytvWie0Vzrla2jefRUNxPVzUTlAuSigNEFhNc/2CeHOw/I7pY6OdJ5UAYG+yu/ZMiUzfO+5lQbGOqT5o79sqelTo51H5ahU88kP9uc1LyyHnSOmSKZ1Fw0T3qieWTopc7pyc3YmWfr4XZ42hl4aNSe+Gc7Jjn6fe11/LPNpQ/SRw3RU/NyMvSTheipudZjTR9Ej0gW2iyap834tc9S2xyafo5H/cu3yc6XbpSBzuOVf+s2y5oeiG6JB3M8sjDqycnQTxaiK9Gg9VjjQa9TW5KFkeczvtZeNM9orvXK1tE8eqqbiepmonIBclHA6AJSr7OvTd7Z8YJMWPnLU1+3y1s7npPuga7ilwz9ZfO8rzntfbd+toxfeZuMW/kLeXz1r2Vd0+IRGwr6ysjxLH028siS8bXqaJ70pDLWs77Vo3nkcjJkYdTjPWp6lV6j9kz1kLEea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1LbHJqy51iT1M28SvbNu08G+rpLNxS2x86y6yhT5pXpOtd71DnHJAtzenIyqXn04UF0JZonGXTqnJ5UxvaXrTkWTOWqm4nqZqJy0foLhAsHWl/vgZi/61WZtPpO2XJojRztbJaaQ2tkwqrb5f1dc5IvI2OOJ3P1HoiVjfNl7IqfyebmVcU9HYv2vCljlt8qTe17Kr+0fL+vmWcZZbxHTb+vVUfzpCeVsZ71rR7NI5eTIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDOR5ZGPXkZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQYPfhPcOf47FgnAwNnL43MuqxHmvmQXQlGsSjhuipnpwM/WQhemqu9VjTB71ObUkWRp7P+Fp70TyjudYrW0fz6KluJqqbicoFyEUBowuoo7dNnt30qKxpWlTZOOg7561omC+T1/xGuvtHflCQzvTzqDme9sxY/4C8veNZGRoafhvfrr4OmbnhIXmv/qXSfuZA5lniwcjzGV9rL5pnNNd6dobVo3nkcjJkYdTjPWp6lV6j9kz1kLEea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1LbHBrUf+tte9ZJzeQri/eiODE0WNns00cWolviwRyPLIx6cjL0k4XoSjRoPdZ40OvUlmRh5PmMr7UXzTOaa72ydTSPnupmorqZqFyAXBQwuoAGhwbkcGeT9A4M382pWf0Fs7JxgTy++k7p6j/7xxgzn+Md6WyWx1b8THa0bJKTJ04Wv5yGhgZlwa7X5LlNY6V/cPiDh+grI/MsfTbyyJLxteponvSkMtazvtWjeeRyMmRh1OM9anqVXqP2TPWQsR5r71FDcpZ4MMcjC6OenAz9ZCG6Eg1ajzUeRI9IFtosmqfN+LXPUtscGlRP3xXzeN0i2TLpK9Ky5fS7ZNJHFqJb4sEcjyyMenIy9JOF6Eo0aD3WeNDr1JZkYeT5jK+1F80zmmu9snU0j57qZqK6mahcgHpRDAwNSN9gb/HVO9AzgqoPnhj+C8RfXENDJ6SxdVfxHIf5u18pnuNAhouN2hP/QNs+mbDyNmlub6zcJs2u3v+BPLn+vjOei+HnUDPPEg9Gns/4WnvRPKO51rMzrB7NI5eTIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDOR5ZGPXkZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQIN7pd8n8irTtWSsnhobfdlt9spAeSzyY45GFUU9Ohn6yEF2JBq3HGg96ndqSLIw8n/G19qJ5RnOtV7aO5tFT3UxUNxOnL8CTJ2XpvnfkhS0T5IWaifK84+wtE6X28LoRGwW9yPQeiX3Hd8jUtXfJq7XTpaf/9L0VXGhKf0FSk2lq21s8kfNwx4ER2bVNi+WJYjPRWdxbQV8ZmWfps5FHloyvVUfzpCeVsZ71rR7NI5eTIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDOR5ZGPXkZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQoPX0ORPNK2fL1qnfkPaGzWd836ke+vEguhIN4lFD9FRPToZ+shA9Ndd6rOmDXqe2JAsjz2d8rb1ontFc65Wto3n0VDcT1c1E5QLUi6L28HpZuGeuLNzzunyweyQX7XldGlvrizwX1+DQoOw+VitT146WudtmSmdfe+WxUzJcbNSe+HrPhL6KI33PxP3VeyZODj/0U3b+OI8pRj3eo7ZzvEbtmeohYz3W3qOG5CzxYI5HFkY9ORn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY5NGg9XQ8N9EnjB5Ol9smrpfPg9hG/I8p6tA8P2rloEI8aoqfm5WToJwvRU3Otx5o+6HVqS7Iw8nzG19qL5hnNtV7ZOppHT3UzkdhM6F/ag4ODMjAwUFDXnExOHLWlrgcHhkb8QyKvtFk9hp3PMWzG9kbrnJ4og8cxTpw8Ifqlr66w1PXJ4mv4e1F/x9FNxXMk3qx7uvKkS30stZjhzq3mdfOhz7fQY/rj6itCxq34udQd3TjiORPzd70iz216TPQ9Lfx5TNV8H5YcC0aez/g6dcycjD2mnWF15kDrscaD6BHJQptF80xl0HyWGl+JBq3H2nvUkJwlHszxyMKoJydDP1mIrkSD1mONB9EjkoU2i+ZpM37ts9Q2hwatV6z1/WF6umTv2/dI3czvSU9Lowyd+vdf2nOWc0Qf5JjUEF2J5hll8M6nh97UsfGYS22JByPPZ3ytvWie0Vzrla2jefRUNxPuPzw9Mbt27ZLp06fLtGnTiq/XX39derpHvp5aT65+6aagt7tfDu9vlS0r9snyd+pkcODMzYfO5QeiG4ely5bJtFPHmDp1qixZsrSYRQbyg4pIFqayeNBmUpr66ND26EtDNzevlEmr75D59S9LT39Xke/q75RNzSukf6iv0k9fe89xea9+jrxfP0eOdR85w9cZz2x8WF6vmykDQ/1y4sRJ6ehtlSfX31+8DJXbcTZyPEvfE3lkyfhadTRPelIZ61nf6tE8cjkZsjDq8R41vUqvUXumeshYj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iRyQLbRbN02b82mepbQ4NWs+uB3q7ZPfcO2XHrBuK96PQfNSDB+0sNIhHDdGVaJ5RBu98euhNHRuPudSWeDDyfMbX2ovmGc21Xtk6mkdPdTOR2EwsXrxYvvCFL8jXvvY1+fa3vy233XabtLa2Vu6+15OnJ7errUc2Ltsrc2eskScfWCSPj54vz09YJoP9+iRF/St++G5pyA+kr6+v2KRcdfy4GeIAACAASURBVNVV8q1vflO+cOmlMmHChI/UZmLf8Z0ydsXPZfq63xZPkFx/YJlsOLhcFu1+XcYs/6kc7z5aubD5/lc3LpK7P/yR3LXo+7Kicf4Zvt6joW9QNXb5T4uZDa275L2dL8pjK38mhzqaKueT81hGjmfps5FHloyvVUfzpCeVsZ71rR7NI5eTIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDOR5ZGPXkZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQoPX8ur/zmOx8/qbinTIHulor58HntGYetBk0iEcN0VPzcjL0k4XoqbnWY00f9Dq1JVkYeT7ja+1F84zmWq9sHc2jp7qZSGwmlixZIn/3d38ny5Ytl46ODunp6an8kDhxenL31B6SGQ9/KG8+u062rNwnbz2zXp6fePbNhPbqhkJn729qkh/+8IcyceLEj9RmYs+xOnli3X0yefVviveV0Heq1PeX0HrmhoeltefYGedsX+uOYqOhm41dLVvP8PXc6kMZyxvfk3ErfiEPL7tJpq69W3Yc0Sd1nd6Y+Qvb1/yMLKOM96jp97XqaJ70pDLWs77Vo3nkcjJkYdTjPWp6lV6j9kz1kLEea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1LbHBq0Xmrd13ZYtj/74+KzPPQzPU4mfs9qH/OgnYUG8aghempeToZ+shA9Ndd6rOmDXqe2JAsjz2d8rb1ontFc65Wto3n0VDcTiYuczcT69RtGPEbPSVPqydXnR3S19w4/T2LohCx8bWv2ZoIZx48fl2uuueYjt5nQ93/Q//j15aL6kAZUTd8PQs8PFyDnTevWnpbiq3g+RuLcD/cNSUdfmxzpai7exyI1h/OXIsezZAaMPJ/xdeqYORl7TDvD6syB1mONB9EjkoU2i+aZyqD5LDW+Eg1aj7X3qCE5SzyY45GFUU9Ohn6yEF2JBq3HGg+iRyQLbRbN02b82mepbQ4NWq9s3XO0QbZOu0z2vfuQDJ56hZfPMg9aHw3iUUN0JZpnlME7nx56U8fGYy61JR6MPJ/xtfaieUZzrVe2jubRc0FtJhobG4vnIixdulSWL18hhw8fLjYDei/Ahg0bRPUlS5dKbW1t8cRKPQmcJE6IMnczYftP/CvbTHDePO15xEPTevhr+LXo3h9xPhObETvHZ21NzpJjwcjzGV/bY+HBaK717AyrMwdajzUeRI9IFtosmmcqg+az1PhKNGg91t6jhuQs8WCORxZGPTkZ+slCdCUatB5rPIgekSy0WTRPm/Frn6W2OTRovbK1PgGz62C91Ey5UvZ/MFmG+offdM7mmQdzPLIw6snJ0E8WoivRoPVY40GvU1uShZHnM77WXjTPaK71ytbRPHouqM3EXXfdJZ/97Gfl4osvlv/xPz4vM556qthMNDQ0yOWXXyEXX3KJfO5zn5Orr75ajh07VnqvQ3UzcfaXIPqLi5oLS+k1as9UDxnrscYrIzlLn408smR8rTqaJz2pjPWsb/VoHrmcDFkY9XiPml6l16g9Uz1krMfae9SQnCUezPHIwqgnJ0M/WYiuRIPWY40H0SOShTaL5mkzfu2z1DaHBq1XttasfnU0bpWaSZfJwRXPn/E5HsyDdhYaxKOG6Eo0zyiDdz499KaOjcdcaks8GHk+42vtRfOM5lqvbB3No+eC2kwcbWmRJ554Ui655BK56aab5ODBg5V7Jl544YXiSZW33nqr7Nu3r3h+gp4EThInRFndTFQ3E/Z6SF0jaJ6pPjLW03VKR4O+x/ZFGd9HFlofzTOVQfNZanwlGrQea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1LbHBq0XtmarPL49kWyefwX5PC6l8V+jofN+DllXpmu/d6jtrPRIB41RE/NtR5r+qDXqS3JwsjzGV9rL5pnNNd6ZetoHj0X1GZCv+He3l6ZPXt2saHQeyra2tvlww8/lC///d/LHbffLkeOHCk2GJwAThK18l/HZoL3jNC/HvRhh9M1a3SIrkTzTGXQfJYaPzXXeqzpO83hV86kfpb8XPEguhLNkww6dU5PKmP7rW91jgWtxxoPokckC20WzTOVQfNZanwlGrQea+9RQ3KWeDDHIwujnpwM/WQhuhINWo81HkSPSBbaLJqnzfi1z1LbHBq0XtmarFLfZvvYtoWyZeIX5WjN7yobCpvxc8q8Ml37vUdtZ6NBPGqInpprPdb0Qa9TW5KFkeczvtZeNM9orvXK1tE8ei64zYR+Y/ociZdfflkuvfRSueHGG+TKK68sXt6pz6HgpHACfK36hb6Z6GjcJPvm3Sv75j1QfO19+/7KGk2JDiMvytBHxhP/bMck5/ubFj8px7Ytlr6OluRLcvVnys8Z8vNPeT7j65yeVMYe0/pW51jQeqzxIHpEstBm0TxTGTSfpcZXokHrsfYeNSRniQdzPLIw6snJ0E8WoivRoPVY40H0iGShzaJ52oxf+yy1zaFB65WtyVY4NCiH1rwkm8dfLK31K0c8zEzGzkKDeNQQXYnmGWXwzqeH3tSx8ZhLbYkHI89nfK29aJ7RXOuVraN59FyQmwn95rq7u+XRRx+Vz3/+88X7Rezevbs40ZwUToCvVb/QNxOdTdtk/4LHZf+CqcVX4/wplTWaEh1GXpShj4wn/tmOSc737379Ptk69R9l87jPyM4XR8nRLe9K7/GDxRO++Pl68vNXeo+ajK9zelIZ5sGcuWQt6YPWK1uThTaH5pnKoPksNb4SDVqPtfeoITlLPJjjkYVRT06GfrIQXYkGrccaD6JHJAttFs3TZvzaZ6ltDg1ar2xNFmpuaLBfDq6YJTWTvyQd+2vCc0Qf5DjUEF2J5hll8M6nh97UsfGYS22JByPPZ3ytvWie0Vzrla2jefRckJsJfYfJ+fPny+WXX1686dSXvvQleeCBB6W9vb1ysjkBnCRq5YW+mSi+V33fhlNf+koU1pboMPKiDH1kPPGVkUfOZ/QXVF/7UWnduaJ41vi2GVdJzaRLZefsG6R51YvS2bS98kzy1M8bzZNrAp1aieYZZaxnZ1g9mkcuJ0MWRj3eo6ZX6TVqz1QPGeux9h41JGeJB3M8sjDqycnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNoUHrla3JQnKDfd3S+Lsxsm3mN6X7yN4R91CQUdIH8agheqonJ0M/WYiemms91vRBr1NbkoWR5zO+1l40z2iu9crW0Tx6LrjNRH9/v+jbX+sG4pZbbpGmpiZ56aWXijehuvfe31ZexcEJ4CRRK/9VbCbMu3OmzoGeB3RozxGaZyqD5rPU+Eo0aD3WeCmeGBqQgZ5O6di/RZoWTZAdz/5YaqZ8VbY/+xM5sHSKtO9bL/oOfboBKTYniWMy1x+PWknGM8pYz86wejSPXE6GLIx6vEdNr9Jr1J6pHjLWY+09akjOEg/meGRh1JOToZ8sRFeiQeuxxoPoEclCm0XztBm/9llqm0OD1itbk4U2N9DTLnve+LXseP5a6T1++lOCbYY+iEcN0ZVonlEG73x66E0dG4+51JZ4MPJ8xtfai+YZzbVe2TqaR88Fs5nQb7arq0vmzJlTbBz0yZeHDh2qvJpjzpyXig3G6NGjiydh6mdq6EngJHFClLmbCe0dGBgs3rRqoH9QFrxaI7MmLJW+noHi8zn0Ta2G9K/+kk971P6P6ptWcd48+V6VeGjUnvi2h4z1WOOVkZw+YXOwt0u6D9XLkY1vye65t0vtE/8gdTO/JfvefUSObVtaPBwy2D/yTbaYyxxfq47mSU8qYz3rWz2aRy4nQxZGPd6jplfpNWrPVA8Z67H2HjUkZ4kHczyyMOrJydBPFqIr0aD1WONB9Ihkoc2iedqMX/sstc2hQeuVrclCm9MPAuxtOyy7XrlTdr/2G+lrP/P5TvRB+qkhuhLNM8rgnU8Pvalj4zGX2hIPRp7P+Fp70TyjudYrW0fz6LlgNhN79+6Vu+++p9hI/M3f/I3cfvsdsnLV8JN89D/ssWPHyle/+tXKy0bXrl37/3kzoR/u9eEbW+WD12pkwWtb5LlxS2X6fQtlwStbilr1HZsODN91X/KDrm4mTr9Ntl6UORetz/iai9tSM0MDvcWHD7VseVf2zbtf6mZeLXVP/0j2vHm3HF7/avHRyQO9nZWXDdPPfGolmmeUsZ6dYfVoHrmcDFkY9XiPml6l16g9Uz1krMfae9SQnCUezPHIwqgnJ0M/WYiuRIPWY40H0SOShTaL5mkzfu2z1DaHBq1XtiYLfU51/XTRHc9fJ3vffkD6u45X/vDSLH2QfmqInurJydBPFqKn5lqPNX3Q69SWZGHk+YyvtRfNM5prvbJ1NI+eC2YzsXPnTvnFL35RPLRx8y23FO8zsWDBguLiPHr0qOg9FTfffHPxpe9BsWjRouLEc5I4Icrceyb27zoqrz+9Tl57aq28+uQamTtjbfFF/dpTa2TT8r2Veyc4lmV1M/H/32ZCf7ac+6HBAenvbJG2vetl/8LJsn3WjVI7/UrZ+eKtcmDZs9LesEn62o7I0MCZn35q5zAP2usIDVrPzrA6WWg91ngQPSJZaLNonqkMms9S4yvRoPVYe48akrPEgzkeWRj15GToJwvRlWjQeqzxIHpEstBm0Txtxq99ltrm0KD1ytZkYSqnXlfzTtn+7ChpnD9OBno6KhsK+iD91BBdieYZZfDOp4fe1LHxmEttiQcjz2d8rb1ontFc65Wto3n0XDCbCX3YQp9gqZ/uqV9tbW0yMDAwfO/D0JB0dnYWuv7njacniJPECVHqZuJv//bvirff1qy+MsTntNZj9nT1SU9nn3R39BbUta31oQ5mM0OpL1/V2frunD/4wQ8+cp/NYb8X/f6o+V5TGhnPVA8Z67HGKyM5S5+1XvE5I13HpWP/Zjm05hXZ/eodsu2p7xa/4BreHyMtNb8rHtcdGtCPRR/5nha+tnMjT3P459Jj+1L9dpZdk4WRF2XoI+OJr4w8cmR87XX8s82lD9JHDdFT83Iy9JOF6Km51mNNH0SPSBbaLJqnzfi1z1LbHBq0XtmaLEzl1NP3i+lo3Cx1T31PDiyZKYP9PcO/t92/NfqZB9GVaJ5RBu98euhNHRuPudSWeDDyfMbX2ovmGc21Xtk6mkfPBbOZ0G+Ib5hvzhIP4vla9eIjyP/qr4pXgvzoRz+S+++/v/iET3qU9HmSQae2Pfok0VmzZhUf8PX9H/xALv3rv5bx48fL4NDQGXNtf9maY8FUDg/aTEpTHx2mevBgKoNGxhNfGXnkfMbX5CyjjPV0rZ8hoHe/tmx+Xfa+/Vupm/kj2Tbj27LnzbvkyIY3ir+kBrrbizfesb32eLqOPOvbvrP12D6ytr9sTRbaHJpnKoPms9T4SjRoPdbeo4bkLPFgjkcWRj05GfrJQnQlGrQeazyIHpEstFk0T5vxa5+ltjk0aL2yNVmYyuHpm1q17VohtU9+V5pXzhpxjyAZ+qkhuhLNM8rgnU8Pvalj4zGX2hIPRp7P+Fp70TyjudYrW0fz6KluJhKfXLl9+3YZM2aMPPLII8WXPqlTP4ack6b0J5eajK9tj95jsnDRouJ9MB555FF5+OFHZP78BdXNROK8cj4tObdltFnWPouu9B61enpvRF/bIWnbvU72L5wi25+9Vmqnf1XqX/q5NK+aLfqeHcMbi+F7waK51rPHtTrHhtZjjQfRI5KFNovmmcqg+Sw1vhINWo+196ghOUs8mOORhVFPToZ+shBdiQatxxoPokckC20WzdNm/NpnqW0ODVqvbE0WpnJ4yqHBQTlWu1C2TrlCjm6eV9TaQ4Z+aohus3gwyuCRheipudZjTR/0OrUlWRh5PuNr7UXzjOZar2wdzaOnuplIbCb04Qt9rwr9T1/JKz84aUp/cqnJ+Nr3cAydb49BH2ReRLIwlcWDNpPS1EeHqR48mMqgkfHEV0YeOZ/xNTnLKOM9avqp9TMFBrrapH3vBjm4bKbsnH291D7x3eLlbU2LpkjrrpXS39Ei+nwM7an0Ja4xnY3PcayW8sjhQfSIZKHNoin1q39gUI53dkvtwRb5sG6fvLtxh7y9fnvBJdsbpK65Rdq6emRgcLDyPTCjbK7V7dr3UUObZY0H0ZVoEI8aoqd6cjL0k4XoqbnWY00fRI9IFtosmqfN+LXPUtscGrRe2ZosTOXwoP7bObLxTamZ8g9ybJs+r+30vbX0k1Xq1+DgkHT29MneI62yvL5J3t9cX1yv72zYIR9s3SMbGw/J4bYO6esfKJ6/ZvuZqSzTz+Yxo6wfnZwlHow8n/G19qJ5RnOtV7aO5tFT3UyU/KLXExSdQO9Rc2J9nZqXk2FeRObAVBYP2kxKUx8dpnrwYCqDRsYTXxl55HzG1+Qso4z3qOn3teqq6WO73Uf2yeF1b8quV34lW6deJrVPflv2vfeIHN+xVHqOHZCh/h4ZKj77ZOQTTZnBMSDHguiWeNB6ZWuy0OZU0w1E49FWeW/jTrnthfnylw/Mko/dPEn+zfXj5N9e/5j82+vGFtT6kz99XC55+AW595VFsqhmlxxq7Sh+oduZuuZY0Ps2g0cWWl01fUkhHiRj53mPGpLVnw2a5/nOpS+ady4ZsjCa6z1qelMk42mzkWdzdp3Tk8roe8A0r5gtNY9fIR0NW87496M9+tXa2SPrdzXJhHdWypfHvyJ/+stp8m9uGHm96rX7ezdNlD+/e6b8eMY8mb10s+w8cFS6+04//4nbnLotOV6U0Zn6nCxmk4XoEF2JBoev1TOfgxf10BtlrFe2Zg5M5aqbiepmonLR+guECwdaH80zlUHzWWp8JRq0Hmu8MpKz9NnII0vG16qjKfVL36ui91iTHNv2oeybd6fUTLlMtk6+vNhkHFozR3pa9p16HJgPVTs9g+P4uVa3a3tsq0frsh59nk59c4vcM3ex/N/3PC2fvnG8fGzUGPn0tWPkD64bK39wrX6NkU+PerTgcD1WPjVqjPz+qDHyhzdNkC8+NEvGv7dKDrZ2VF65pLel7Jj2dpJBoz7NITnec1RWNc6XD3bPla2H10rvQE8xmwy90THJKvWv3aNdzbK04V35cO/b0tS+V4ZOnP6FT/Zc59p8dFtsjmNB65WtyUKbQ/O0Gb/2WWqbQ4PWK1uThakcHiSj/56aFk2TrVO+Kp3NO0ZcS129ffLG2m3y9fEvy3/52ePy+9eOkU/p9Wq+uF5PX8dj5BPXjpHfu26s/G+/mi7/9NQ8WbGjsdhEc2xPbosy8sjZjP7Hf6z7iKze/4Es2P2abDy4XAaG+kc8VH62uczTe7GbOxpl8d63ZfHet+RA+97kPTapeczgNqYy1itbMwemctXNRHUzUfmH4i8QLhxofTTPVAbNZ6nxlWjQeqzxykjO0mcjjywZX6uO5jncc0L0/Sradq+W/R9MkboZ35XN4y6RHbO+I80rZ0vXwe3Fu3Tqk844BkzPG3mvRk6GedD3aN3S3i0T3l8tf/rLqfLvT20g/vC6scXGgc3Cx697TC66aYL88S0T5RM3T5CPXTu22ER8qrK5GN54/LufPCr/++gZMntFjXT09MmJxDnitlhyu9Colfq1s6VGxq+6TSau+pXMWP+wPLr8Fnmldrp09LVVfgb0Km1/mb6vdadMWPVLmbzmNzJt7b0ydsVPpebQahkcGhzxKoKy/hw9ui25/TZn12XfY+qYZG2/X5PxtLnIszm7zumJMrqh2Dvvfqmd9lXpbWko7v1auaNB/mbMi/J7o8bIJ0ex4R2+Bj8+akxxfX7ixvHyR7dMlE/fPEE+fv1jxfX6Sd0QXztG9PrWTccnRo2Rf3f9Y3Lr8/Ol4fCx4rqJbkvk8T0XmRMnpX+wT1bvXyiPLLtZJq66Q57Z8KhMXP1Lae05ek7/3nWefm07slHGLL9Vpq29R6atu1ceWDJKth/dVLnWOb7S307qKGO9sjVzYCpX3UxUNxOVC9BfIFw40PponqkMms9S4yvRoPVY45WRnKXPRh5ZMr5WHc2THjLq68ai+3CDHFz5ktQ9c7VsGvNfpXbG96Rp8TPSeWC7DPUNv/RYs9E8ZudkyELbo+vtB47IVY+/Jp+4/rHKX3RsIP7glkny3UmvyuT5a2TFtr1S13BQ6puOSF1DsyzdulvGvbNCvjZujnzixgny+6MeLX5J6y9q/fr4DePklmfelYPHO87pe0ndzt6Bbnl8zZ3yZt3T0t7bKn0DfdLYtlsmr/6NLNk7rzKfXqX9PlO6bhie2/yYvLB5orT3Hpfu/k55e8dz8uS6+6S1e/iXPTNS/d6jhjk955qxeV1zLGh9NE+b8WufpbY5NGi9sjVZmMrhQZtRTf/t6DtkbnvqH2XqmwvkD2+dKLox0HvNPj1qjHz82jHy768bJ5c+OEvueuVDWbBxh2ze0yQ79x+W7Y3NsnbHPnlx6SYZNXOe/OdTm+ai/9S9GB+7doz8X3fNkFU79lUeTim7LXrbUh63WT19SGNV4wfy4LLrZUXD76Sjt036BnqL60zvESMLmQfRlap19LbK1LWj5fW6p6W7r0O6+7vknZ2zZdyKX0hXf+cZt4c5nn4u860eraN59FU3E9XNxBkXJBdHdAF5j5pepdeoPVM9ZKzHGq+M5Cx9NvLIkvG16mie9KQyhTY0WLwL5+H1r8vOF2+QTeO/Ilsev1ga331QWutXD78yxDyOb+exjo5JxvN0z5Cs2tEo/+03M4q/zvRhC/2l/Ilrx8qXHpkts5ZtlqNt+i6gp98GXmfRz1x9eGT/0VZ5fP5a+ew9M4tf6voXn/7lpw9/fOHBWbJt/+Giz/cyIzWXrFIf3nhxy0Q5fuo/ec3rZmD+rlfk2U2PFn8B2ll2HnPwqY90HZCHll0nu1vqKp/NcqijSSasur14CMXOoNdqzMGjhuhRz7lmbP5sc7kdnn6GrX2WOspYr2zNHJjK4UGbUU2/jh49InPu+4Y8dceV8qfXPzS8aR31qPwvt02R0a8sktrGQ9I3MPJeJeZZtnf3yoc1u+V7U9+QP7px/PA9G3r963V76yR5bskmGTAvz/e3RWvmWc+u9foat+LnsrzhveL5PWfrYR60s1Tb2bKluFfiYFtD5dj67+LuxT+UrYfXVzT6mOOJb28PGeuVrcnCVK66mahuJs64ILlQuHAguhLNM5VB81lq/NRc67Gmr4zkLH028siS8bXqaJ70pDLWw+/rOCYt25bLrld/JZvG/B+yedzFsufN38qx7culr/2InO9DIaljDZ04IWvrG+W/3flE8YtU/+O/6Nqx8j/fMV1mL90kXb3Dj+nyPdkZXqNWHu/olvHzVsgnbp1U/NWoc/Uu6M+OniHbT20o7Cy7Zg4a9WkOVX4pa0afL/FyzVR5uXZK5WEJepWn+9Kboa2H1hYPcejj2fT1DHTLUxvuKx6P1n5m4OfMPZeenLk249ccC1ofzdNm/NpnqW0ODVqvbE0WpnJ4cETmxAlp6+yRqyfPlf/pugfkoV9+X/7LdQ8Vz3sY9cRb0njkePFwmu1hjqfN6EZ4w6798v888Nzw835OPTfoYzc8Ji8t3yL9g8MbE9sTzSOnTw5e3viuTF1zt3T1dUhb77FiQ8zDZ+Qso7nqrWlcJJNW3VlsnE9nh2Tsip/Joj2vj/i3oXNPZ0a+uV7uMW3Orv1c67Gubiaqm4nKBchFAaMLyHvU9Cq9Ru2Z6iFjPdZ4ZSRn6bORR5aMr1VH86QnlbGe93XToO9X0bZ7rTTM+6VsmfQl2TjmC7L92e/IwaXjpOfYweJNsnyfn1lW6+3cc+iY/MXdM4sNhN4joQ9RXPHYnOIhD91o5HwvzPfZwaETsnx7g/zlvc/IRafuobho1Bj5uwdnyf4jrZX/uOmHzPG119UfPDEoC/fMlXErb5OG1vrK7aVXSR/Eo954cJlMWTNa2npPfw5E32CvvLBlvMzf9XLRT5benLnn0pMz12b8mmNB66N52oxf+yy1zaFB65WtycJUDg/aTFdfv3xj6hvFE4L1Xi99eOI/3TxRXl21tXiZZ6oHzdPOVU+/9OXNv5z9gehzLXS+PmnzP/x0kszfVC/678H3aM1c67EeHBqQ17Y9KS/VTJG5tU/Kg0tvkAeWXCvPbxkvrT0tcuLEyOc+2XmpufqwyNJ978qT6+4f8YoQzU5de7e8v+vF6maCEwf5YUQnlyzM6cnJpObRhwfRlWieZNCpc3pSGdtftuZYMJXDgzaT0tRHh6kePJjKoJHxxFdGHjmf8TU5yyjjPWr6fa06mic9qYz1rG91nadfg3090r5vszQtnil1M78nG8d8Ruqe/rY0r3yxeJ7F4KnnWdjeaK2vw//upNfkop88WjzerI81/+iJN6W59cznNvA92Xleo7bUtb4y5K8ffkEuOvUEzU/+5FH51uS5os/At/NY0+9rr+sv6uUN78uYFbdKTfOa4vFtn9EZaNDP1c2E/iLW52Dg9Q/1yewtE2T+rjlFv+/NmXsuPRw3mmszfs2xoPXRPG3Gr32W2ubQoPXK1mRhKocHyei9B08tWCe/d+q5DfpQhD7nYdk2feVN/l/dfq7OR1PqwyPj5q2Qj103/NwhfVXIf73zSdlxQO+5Or2hsD3cRs+BoQGZvWWi/HbxT4onDG9uXiXbj2wqNq9ztk49p4flhm+nbibekafWPzjietd7QKavu7e6mfA/TP8DKfuhlelnm8f8sn50cpZ4MPJ8xtfai+YZzbVe2TqaR0+UwSML0SG6Es0zlUHzWWr81FzrsaavjOQsfTbyyJLxteponvSkMtazvtVHzNONhb6BWm+X9BxtkENr50jdc9+RzeO/ILVPfV8a50+QjsYaGejVDcGZT+5irs6ctWSjfPqGccXjw/oSuW8+PlcOHmsvvo8RxzTfG/2p21rWo3r9wRb50DsieQAAIABJREFUqwdnid4zoX/xfer6x2TW4o1n/BWVM1cz+kta79J9eNnNsung8sqbyHEbUrfTe9Sbm1fK46vvlLaeY5XNhN4z8eymMcVL+DRH9lzmnktPzlyb8WuOBa2P5mkzfu2z1DaHBq1XtiYLUzk8qBn9C37T7ib5zz+fXHly8H+4ZaKsLJ4kefrnY3uYjeaJPzx/5Gakt39A7pizUD526pUeek/Fj2bMk46e3so1Es1jtm54X6mdJg8vu0ka23YN/9s6eUL2Ha+X+5ZcIy3dzZV59ERz9d+0Polz2pp7RGfb7KTVv5Lf6T1pZsOT+t7o4XipjPXK1syBqVz1YQ53d5Y9SZw4GHk+42vtRfOM5lqvbB3NoyfK4JGF6BBdieaZyqD5LDV+aq71WNNXRnKWPht5ZMn4WnU0T3pSGetZ3+pnm6efYtpzbL+0bHm/+Njm2ie+JlunfEX2vHWPHNnyfvHkTv9Jpzuajsif3T61eC2+/uX15/fMlG0HjpZ+D9yG1O1CI+PJ97W2fr/82a+mF5sXfZXIn9/5hNQXf+2NvKuX/rK5+mqL93a+KONX3CY1h9YUz5PQX7L2zaboHT72UPG8ioHBka/p5zh7jm8vXl56sKOx8ou9vfeYTF77a1nTtLD45Ux25NyR/wHhkYXow7cl3XOuGZs/21xuh6efYWufpY4y1itbMwemcnhQM/pEycsmvCKfPHXvlr7iaPaKrWfcI2F7mI3mia9MeW3dvfLD6W8WD9HpBvgPbppQvIsm736c6rEzda3X5OK9b8jMDQ9J38Dpj1/Q5078dskPiw1GqqdvsEcGB/Xt+E/fE8Lt3NK8Sh5b8fNi88tt0OcN3b/0Wlnd+EHle2EuGU985lpar2wdzaOnupmobibOuCC5OKILyHvU9Cq9Ru2Z6iFjPdZ4ZSRn6bORR5aMr1VH86QnlbGe9a0ezSOnGf0a/tyQI3J85wpp+N04qZvxdamZ+g2pn/MzaV7zqnQe2Cb93e1y6/MLhh8Xvm6sfOrmCfLSyq2Vv+7t7YiOjWdvQ6oXX++mnrpgXeWvvYuuG1s8816fW0HG9qNxHGVnX7vM3TajeK2+vq6eN5ZqbKuXNfsXFn+t0afUl+XpEyxnbnhYXq+dKZ297ZVjMbenv0smrL6tuPtYnxinf9ltal4uE1fdLk1te4o8WTsbDeJRQ3QlGrQeazyIHpEstFk0T5vxa5+ltjk0aL2yNVmYyuGd5kl5f8su+dgN44t7JfThuGuffqfyag2dcTo78loa4el7uJzDvUw6c0vDIfnjX0wuNsB6r9oV/y97bxpl1XndeX99v/S7Eg+x7MSO20mcOHHSbzpOule7X7fdnhJblmTLsmxHtpcV25HAEpIlgSZrsGzLiBkJBAgEGswgCSQ0gSRmkJjnKopiLiiGoiYKah7Y79qn+F3t2vWczQGr19tW3w+1fs/+//97n1uXQ/Fw69xzx83L3tk0YO55/r3QVyQmrB0h+xoqS+de5YmNMnL10Oy6Cfsc6LlXWbdJZm0ZJa9Wz5YznadKPRxTb1alm4lNtSvPfd99UlG3SX658idy/PSR0nPBXP/cUOMz19J6eWvmwFSuvJk4z8mR96TzpHryJKNT2zl4MMpYL2/NHJjK4UGbSWnqo8NUDx5MZdDIeOIrI4+cz/ianGWU8R41/b5WHc2TnlTGeta3ejSPnM9orZ9p0N3aKKeP7Mw+dXHPvOFSMeUbUvH4j2Xk/T+SLwy7J/tf179Ne0maW9/+X5N9HH4ux7MZNJ+lxleebGmVfx47Lzuu/s77L++cJkfqB//AtD2lOX1ns3dX/GLFj+XRjfdm7954btcU0a9pG38hMzb/OnvPve3V9/M/vX283Lfi3+SBldfJvoZdpR/OzFWuO7JUxq8dLq/tnSvLDiyQ7CXjvc9k9wPQeWTtbDSIRw3R7ZyURw4PokckC20WzdNm/NpnqW0ODVovb00WpnJ4UK/t+cGUF+T95+5fom//1FfWbC9Z6L3eU63S+osXpeP1HRf0bih9O/TIl9+US7LrJ8Zm90x5YfPu7HzgWNAek7V6esOq1/c+Iw+vvzP71dyy/Qtk3FvDZcm+BdlnMJFVan729gly7/JrZeSaYbK/sWrQ96l3zXx93zPZRcdL9s+XbN7a2+S1vfMG/IeAuTw+T3yOa2m9vHU0j57yZqK8mUj+8LQnGycSJ03KizL0kfHET821Hmvf72tyllHGe9T0+1p1NE96UhnrWd/q0Txy58vorwH0Ogu90+a8JyfKQ3d+V6699Wb54xvHy6ubd5deLs6bx3x8pdeoPW2P/nCe++YO+aOfjsvuP/G+IWNlysptg35g2h7mne07m/1aY2HVE7Kwapa8UDXz7a9dM2XVwZdFr3WwvfrKxY7j6+WJraNkwa4ZAy6yZK5S3wqqr2zozaue3DpGVhx4KcvajJ2r6zwvT4967Oyo3+bsOurxHrXt92synjYXeTZn10V6bEbX2w4clb8aPjm7SFjvUvnzuUsHfe6L7bHH07V6PQdOSONf3S2n75grfV3F3+apvfuP18s/3TNDPjhkbHYflh/PfFX0moromDwGzeiXvqKmF04+uXW0PLF1dLbWt4rqOU2Wx6q/utPcK9W/HXC+4iu1d9WhV7J7q+j5uvzAQmnvbi09Jj/T9vK4o4z18tbMgalceTNR3kwkT0o9WThxoD2B0DxTGTSfpcZXokHrscbLIzlLn408smR8rTqaJz2pjPWsb/VoHrkiGc12dvXIv054Rv5k6Ej5yJCH5L/e/4ScPHVmwA80+zjy5nYfPClnbn9WumsbShd8+Sw1j5G5epHn/3hgVna9hr50/L1Hn88+D4Gc76NW6kVn+j89/6WvQOj/2PR31MzpZ39Pa9dp0btnMovHYqm/4tDrMdq6TkuXXl9hXhK3fcxHg+fT7bF8D71FMzZ/vh6O5eln2NpnqaOM9fLWzIGpHJ5SfzU2fdlm+cC5u7Lq3VS3HTw+4M9RZ9geP1N/ddCz77g0feJuOT1izgVvJvSTRYc9uUguOXcx5t/fNV1qG96+dTvH9sf1j0svGtZzSzcC3dmnCA/cSNBPjs+bQU/N0/Na73qpfy+sn9dTNGP789Z83zCVK28mypuJ0l9Of4Jw4kDro3mmMmg+S42vRIPWY42XR3KWPht5ZMn4WnU0T3pSGetZ3+rRPHJFMpo9Wt8sHxv+aPY74PdeN1pGzFs26FUJ+zjSc/ukbfZaafi/rpf2VzZf8Gaiu6dX7p23RN5z3ehsQ/FP986Qo42Dr2W4kO8t/Tj7f1jneXn6+b//d24u36Nl9Lhszq6jHu9R236/JuNpc5Fnc3ZdpMdm2jo6ZdisV7P7SeiFwv/ll09lHy1OhtnUEF1Z2kz89d1y5iI2EzrjlY275AM3jM9eHfnwDeNlVcWBQX/f7TFZ83ig16ktycLI8xlfay+aZzTXennraB495c1EeTNROgE5KWB0AnmPml6l16g9Uz1krMcaL4/kLH028siS8bXqaJ70pDLWs77Vo3nkimQ0u373IXm//lAcMlb+8PrR8tLmavc/+fQ/lMzvP16ftD2xRhr/wxBpf2FD6Y6DZDx5jEq8Z9dXZnca1Kvk/+y2SdlnJ5Aj42uv49u5qQwapI8aoqfmFcnQTxaip+ZajzV9ED0iWWizaJ4249c+S21zaNB6eWuyMJXDUzaebpUvjZ6dbX71BlXXPbk4u607GfqpIbryndhM7DtWL//xtv4LMXUTPHnxutL1Caljcnw86HVqS7Iw8nzG19qL5hnNtV7eOppHT3kzUd5MlE5ATgoYnUDeo6ZX6TVqz1QPGeuxxssjOUufjTyyZHytOponPamM9axv9WgeuSIZzc5esz17N4Xe3vqPb54oO2oGv8/dPg6d29fVLV1VtdJzpF762juzl/9Lm4mFG6Wvt096Wzuke99x6d5zTHrdZyLwGO3cTfuPygdu1Kvzx8qHb5oor2/dU9rU8L3QRw3RLfFgEY8sjHqKZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQoPXy1mRhKme9mvpm+eTdj2XXK+j1NZNeW598OZ8eaOe+E5sJvQj0cw8+lb1C8ofXjZa7nn5NOrvzf7XA8Xk80OvUlmRh5PmMr7UXzTOaa728dTSPnvJmoryZKJ2AnBQwOoG8R02v0mvUnqkeMtZjjZdHcpY+G3lkyfhadTRPelIZ61nf6tE8ckUymn34tfXZB3jpZuLjt0+RA3Vv36iJWcrSPL1BVNUxafrb+6X5M7+R0yNmS9vct+TMb16SxvcOldZJi6XtiZXSMuwJafqn+6X5n8dLz7H+21IzIzW3+niD/MnNj8iHho6Wjw0bJc+tXC/drc3ZV9eZptJaNWpIzhIPFvHIwqinSIZ+shBdiQatxxoPokckC20WzdNm/NpnqW0ODVovb00WpnJ4yt0HDsonbx0nfzJ0VPZR4i+t7397pT+3qLMbuh06KV0b95a+OjfulfaF66Xxr++QlmunSufa3SUvy23eJz1N/dcNMYdzllo/m+NbD8+X9w8ZLR8aMlJue+xZOd10Mnm+2u/Jfi8p3Wqs83rU9x6176U+b097/6eM8n1Cvv+IZGEqW95MlDcTpX9M/AnCiQOtj+aZyqD5LDW+Eg1ajzVeHslZ+mzkkSXja9XRPOlJZaxnfatH88gVyWh2zCtvZZ/DoZuJ/3TXtAHXKjBLaef1NrVK60OvSPNVE6Tpb++Wxr+4TRo/OVwaPn6TNP7dcGn881ul6T/fI6eumSTtT78pvfrqhZmRmnvwZLN8+JZJ8pmb7pY5914mayZ8XapmXJZ97Zr+tdJaNWpIzhIPFvHIwqinSIZ+shBdiQatxxoPokckC20WzdNm/NpnqW0ODVovb00WpnJ4u2Z8TbZMuUKeve+rMnT4j+U/DBknK7b1v4LF+cm5Ra2bglOXTZLGvxguTX85Ivtq/PhwafzL26Th4zdL48dvkca/fNvTjGZbxy1OnrPM1dt1/2DaQvnYTx+UKXddLYt/c7lUPHZ58ny131Ppe8k5p22WdV6P+t6j9r3UUY/21iwalX2+D98n5HmNSBamsuXNRHkzUfrHxJ8gnDjQ+mieqQyaz1LjK9Gg9Vjj5ZGcpc9GHlkyvlYdzZOeVMZ61rd6NI9ckYxmxy96ezPxN3dMlcP1b38eBbOUfp7+j0/fq9+17YCcGf+qNP7NrdLwFzdJ4wdvktbHl0lXRY30nmnP+nxvau7+E03y4Z9Nkk/89EH5+q0j5KUXZkvznreyr6bqN0tr1aghOUs8WMQjC6OeIhn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY5NGi9vDVZmMqVvOq3pGLdYvnWiDvkvw27R94zZKy8vqX/Gh/OMc4t6t7OLul4aYu0jV8kbRMWZ1+t4xfJmfuflca/GSGnLh8lrWNfKXltExZJ6/jF0rX9ULiZ0HeVXDPlBfng0Ifkn2+6XUY+PE7qKlclz1f7PfG9QDxfoyvxYOT5jK9T80qZ6jfl9JHK7Lb7PH+Q5zUiWZjKljcT5c1E6R8Tf4Jw4kDro3mmMmg+S42vRIPWY42XR3KWPht5ZMn4WnU0T3pSGetZ3+rRPHJFMpp9bPlmeb9eLzF0rPzpLZNk99H67Icoc6CfR93b3iVnHpgvjR+7WZo+/2tp/ONh0jpxcfZ2OzKezFTi7aw5IR+86eHs6vhLhk2QhRsG30yKPnoguiUeLOKRhVFPkQz9ZCG6Eg1ajzUeRI9IFtosmqfN+LXPUtscGrRe3posTOWst+9Eo/zZiCnZNRO6mXhqxdbwH/2sV+/doD/Dz32p1rP3mDTxbo7O7pJnM/pY7LFt3d7VLV8ZMze72dofXD9abp31qqhmM9H3kjf3QnrssZgHmePrIj2pDPMiciyYypY3E+XNxKC/VJwonDgQXYnmmcqg+Sw1fmqu9VjTl0dylj4beWTJ+Fp1NE96UhnrWd/q0TxyRTKaXbK1Wt537oZR7/npOFm9u6bwZkKP0b5gszR85BY59dUx0l1TJ81fGCWNf3OHdK7bc0Hf/9Kd++X95z6V8U9veUTWV/X/zzD1HBT53qJMnpen28dwIZkifxbRvCL9ZDyjud6j9jNsTcYzylgvbx3No4eM/kNfd+qM/NdfPtF/O+shY+XO51Zk51kpczb97iNmKd+JCzBPNLXIP9z9WPZWZr0Ac+SCldKtt+c2f+/tMVnzOKHXqS3JwsjzGV9rL5pnNNd6eetoHj3lzUR5M1E6ATkpYHQCeY+aXqXXqD1TPWSsxxovj+QsfTbyyJLxteponvSkMtazvtWjeeSKZDRbfbhOPjhsYvYZB3/476Nl8hsbS/eJYJbSz9O6+9BJafrU/dL40RHSta7/ExA736qWhg/dIM1fGSO9jQMvYmOGn6v65NfWyx9eNyb7R+ITt0+RvcfefoXE91FDO481HkRXokE8aoie6imSoZ8sRE/NtR5r+iB6RLLQZtE8bcavfZba5tCg9fLWZGEqh6c83dYh10yan/0jrm8NveKR+dLV3Vv6M6Xf9qDBd2IzsWnPYbkk+3szNntHx/y1O0uPgWNzPEs8iOdrdCUejDyf8XVqXpGMPWbemjkwlStvJsqbidIJ7U8QThxofTTPVAbNZ6nxlWjQeqzx8kjO0mcjjywZX6uO5klPKmM961s9mkeuSEaz+sP5fz4wM/so8A8MGS1fmzg/uzUwc6Cfp3XHyl3S+Lf3SPvsNwf8j6x1/GvS9J9+Id3VRwfozGCmUrXWjk659pHnslsT6z8Q//LQb7PHRc73UUNylniwiEcWRj1FMvSThehKNGg91ngQPSJZaLNonjbj1z5LbXNo0Hp5a7IwlcNTdnb3yK+eXyX6tlD9LJcP3zpZjjWdLj2P9NseNPi7bib04suHX31L9IPpsndB3fKI7K6t6/9Vifkz5XiWeY8L3WZZ40F0JZonGXTqIj2pjO3PW3MsmMqVNxPlzUTppPUnCCcOtD6aZyqD5rPU+Eo0aD3WeHkkZ+mzkUeWjK9VR/OkJ5WxnvWtHs0jVzSjt5se8fSr8p+H3SP/Zdj98ue3TpKqw3Wlx543T+f3dfdIz9GG0u2IS8fs6JKe443S1zPwZV98ZipV27a/Vv7i1kmlz1q4Y+7SAZ9R4PuooZ3HGg+ic0xLPLIQ3WbxYJTBIwvRU3Otx5o+iB6RLLRZNE+b8WufpbY5NGi9vDVZmMrhKfUf8kVbq+VPhk3I/iF/z/VjZME6vWhw4KeDUkM7N9tM7D0uTX91V/bW5gv9bI5Tre1y2bh52asjuqH5/MjZ2Ueicyxoj8kaD3qd2pIsjDyf8bX2onlGc62Xt47m0VPeTLgTlSdGGT2B3qOm39epeUUyzIvIHJjK4kGbSWnqo8NUDx5MZdDIeOIrI4+cz/ianGWU8R41/b5WHc2TnlTGeta3ejSPXCqjmn719nRJZ3OdNO1eITWv/kq2TrpC3rj/C3LjbTfI+4eMkVEvrhnw2Rj2caTm+mP6OurRzzm4fc4See/1Y7JftejFl6v3HBlw3Qb9eXPRLemBRTyyMOopkqGfLERXokHrscaD6BHJQptF87QZv/ZZaptDg9bLW5OFqRwePN54Sj597roJvaX2Fx98Slra4k+5tXN1Ts/RRmn+/ChpnfCq9PVcwAd9ne2T17ftlY/c3P+rwT8YMkYmLF6f3f2SxwftMVnjQa9TW5KFkeczvtZeNM9orvXy1tE8esqbifJmonQCclLA6ATyHjW9Sq9Re6Z6yFiPNV4eyVn6bOSRJeNr1dE86UllrGd9q0fzyA3M9ElPZ7u01dfIyW2vyZ55N8v2hy+VnZOvlIOvPCgN1evk26NnyvuGjM5eOv7UvTPO+5HOzOd4qcdKxtP26J0vP6qvSgwZk10Zf+XE50pXxZOj39dex1fiwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNoUHr5a3JwlQOD+onzT68eL383+c2oO8ZOlaeXbO99FzqDLLQzlUtu5nViWbpO9NRyvqMnYN3pqNTvjh6TnadhJ6zf33nNNl97uPPORakxxIP4vkaXYkHI89nfJ2aVyRjj5m3Zg5M5cqbifJmonRC+xOEEwdaH80zlUHzWWp8JRq0Hmu8PJKz9NnII0vG16qjedKTyljP+laP5pHTTHf7GTl9aJvULntEdj/xY9kx6UqpfvJaObZqhpyu2SrdbS397yk/e1aeWb8r+xhwvZ31Hw0ZI9c+/kr20q2dZx8PjwHfemhkPPEbWlpFNw/vv17vIjhGPjRsgry6uar0vJGj39dex1fiwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNoUHr5a3JwlQOD+rHdB+sa5K/uktvqz0m+3XDJ+6cJofq+u+0qjPIQjsXzTPKqNfT2yfTlmyS9w3tv17jvUPGyMgXVom+una+YzI775jo5CzxYOT5jK+1F80zmmu9vHU0j57yZqK8mSidgJwUMDqBvEdNr9Jr1J6pHjLWY42XR3KWPht5ZMn4WnU0T3pSGetZ3+p58/TXFx3Nx7Kb3Bx+fYJUTv++7Hz0Stk3/y45sWG+tJ08KL3dXf2Py53THZ3dMmT6y9n/uPQH9AdvnCBTl23OLnizjyPv2DbDY/VZavXbOrvkl8+vlEuyj5Lu38BcP+Nlae/sGvArjiJzOZ4lx4JFPLIw6imSoZ8sRFeiQeuxxoPoEclCm0XztBm/9llqm0OD1stbk4WpHB7UjN40avIbG0Rflche1bp+jHxl7DxpPNOWXQhJFtq5aJ7ny6ypOiSfvEPvcdG/gfn0A0/IgbqmQX+GzLXzWONBr1NbkoWR5zO+1l40z2iu9fLW0Tx6ypsJ94OXJ0YZPYHeo6bf16l5RTLMi8gcmMriQZtJaeqjw1QPnpI1ubwaHZL3x+zpHfz7Tp9J1XYea44F0VP9PuPrIj2pjD2m9a3OsZTZBqKpVuq3vyr75t8pFVOukoop35SDL90vjdWrpb3hsPR06Z0o+y+GtHMGrPvOSsXhE/I3d06TS64/9xbNEY/KM2srpLunp/TnZo89oN+cC+g+S61X5I9btFb++KaJpR/Mf3XHVNl15OSgjYTOoi9vLrolPbCIRxZGPUUy9JOF6Eo0aD3WeBA9Illos2ieNuPXPkttc2jQenlrsjCVw4Oa0Ysom860yXcmLZD3nft1h75icOOTi0QvkCQL7Vw0z/xMX/YBeH9/74zsVRDdvLxn6Dh5es0O6T53kXH2mM79O8FcO481HvQ6tSVZGHk+42vtRfOM5lovbx3No6e8mShvJkonICcFjE4g9fTq6zOdLbK/cZcsP/CiHGisGvAPBv1587yvOdUONe+VF6oel6e2jZE39j0rDW0D/yGiL48cz9JnI48sGV+rjuZJTypjPeuX9L4+6WprkZaanXJ09eNS/fS/Z5uH3U/9RI4snSrNe9+SrtP1pVcgOHap/9xNfVK1vrNjztoK+cjND2f/yOv/wD5622R5bNlm0U9JtI8nNddr1Jb6EdK/eH6VfOjcRkLfCvrxWyfL8xt2ZedK6nHRj0cN0S3xYBGPLIx6imToJwvRlWjQeqzxIHpEstBm0Txtxq99ltrm0KD18tZkYSqHB8loXVV7Uv6fn0+XD2QbirHy3uvHytWTn89uC68bDt+jvWiezLUZfQVk9a4D8vf3Pi4fOPfrOH017d7nlktrx8BX0aJ5zM7LoJOzxIOR5zO+1l40z2iu9fLW0Tx6ypuJ8maidAJyUsDoBOru7ZbNR1fJlI33y9g3fyYPrhoqW4+99TttJvQHxOHmffLI+rvlqe3jZPGeedn8p7aNlbbu/psk6WPzj8vXPH7LKOM9avp9HT0GelIZ6+HrxWJdZxrk1P51cmTZFNk1419l5+TLZc+cm+XoW3PkTG2VdLU1Z69S8Dg8/dxUrT16S+BRL6+RS24Yn718rBuKP/3Zw3Ln3Dfk4InBL+naORwTjVqpP5Qrak7I96a8IB+6cbx88NzvnfU6ielLN5V+nUKvJXPQqCG6JR4s4pGFUU+RDP1kIboSDVqPNR5Ej0gW2iyap834tc9S2xwatF7emixM5fCgzegGePWug/JnIx6VS4aOls8Ou0c+MHS0fOHBp+T1bXsK3zPFztS1HqulrUOmL9ssfz5iilwypP/XKfquo+9NWyjHL/DeFszne4Bep7YkCyPPZ3ytvWie0Vzr5a2jefSUNxPlzUTpBOSkgNEJ1NPbLZV1m2T9kWWyp367TN5wn2z7HTcTXT0dMr/yMXli62hp6WiWnr4eOdpySB5ef6esP7K0tFHxj8vXPH7LKOM9avp9rTqaJz2pDJ5e29DRXCf1216WA8/fIZXT/lUqp18jB1/6tTTsWCRtdfuyCyx1o8F8eqO5NuPXOqfv7NnsZeLfvPymfGhY/68hPjhkrHxg6Fj51H0z5aHF66W2vnnAy7vM8Y9D667uHtl99KSMeHa5fPKux7I5+jKxvqXvo7c+IpOXbMqun/C9zFR6jxraLGs8iG7neY8aRj1FMvSThejRY7nQjM2fby6Pw9PPsLXPUkcZ6+WtmQNTOTxoM6rpRnVZxT656e4bZP49l8onbngwu/bnj29+WH4w/WVZu6cmuxaH/jzqXJ11qrVNfvtWRfbZGx+4YXz2Kt2Hho7NLrz8/tSFUtvYkr0V1D4OXfu53o8y9F5IT2qen+PrIj2pTOpxeY1jQe9rXd5MlDcTpb8o/gThxIHWV01/V9/b2ytnOk/JtE2//J03E01t9TJx3R2yoXZZ6cZG3b1dsrBqljyz81HRDYw+Bh5PHu3jZO2z6NE8MvRSF+nxmd6uDmk9sVdObntF9i8YIZVTvym7Hr9GahaPk8aKpdLRfPzcqw8DbwZlj8maxwPRI5JV6q81pizZKHpr6/6XkPs3APr5Gf/PIYPlAAAgAElEQVR430wZMW+pvLqpSqqOnMjuQKh30tSLJ5VHG1uksua4zF9XITc8tVg+cde00h0L9YeyvnvjH+6ZIS+sryz9z5Fjpx6f96hh1JPKoEH6qSG6Es0zyuBdTA+9qWNbL299Icckmzcr9RhSPWgwmodHFqJb4kHv6c+Xk1tfkU1jvyB3jxklf3DuGgrdtL5P3yV06yS5ZspCmbV8i2zZe0QOn2yW5jNt0tbRmd19ta75dHb79pU798uvX1wtXxk1W3QTob+C0xn66pzWd89bKiea+++2mfdY9LGlPB4zHvQ6tSVZGHk+42vtRfOM5lovbx3No6e8mShvJkonICcFjE4g671Tm4njLUdk/FvD5UjzfunTTwM8e1b0pc43a16Tx7f8Rtq7235vNhPZe907zkjr8d1yfO00qf7tMNn56Ndl14wr5PDS8dJSs1U6W05Kb3fngOffPq/8OXgWyZyvp6OrW1bsOihfGjk7e9eF/eGqN7f6yE0T5S9unyL/dN9MuXTk03Ll6Dly6cjfyj/c+3j20vCHb5qQ3QRLL+jM3nJ6/Rj58LAJ8s1HFsi2Q8ezVzeKPE4yPF5qiG6JB4t4ZGHUUyRDP1mIrkSD1mONB9EjkoU2i+ZpM37ts9Q2hwatl7cmC1M5PGgz+p+Vpqolsn38/5ST21+UYw3NctvcpfLRmx/OLsz85A2/ks/cdIf80ZDR2a/XPnbbo/J3P58uX3rwKfnGqNly+UOz5dO/mCV/ecdU+egtj2SvnNnzXDcjf3fnNJm9ZofoPSZ4DHDgY+m/C2fKI4cHvU5tSRZGns/4WnvRPKO51stbR/PoKW8mypuJ0gmoJ8WxlhqpqtsiVSe3yK66zQNYdXKrNLaezPL25HqnNhO1pw7KxLUj5MTp2tJj0uNsrF0hj23+Vem6CXtsfcy+5uS2jDLeo6bf16ljakZ/+HWebpTmfRvlyLLJUjXrGqmYeoXsmTNEjq55UloObZeudr3/Q/4Ppsjzj4csekSykO9B/zc2c9km+fzIp+WP9Fcepf/59f8eOfuf25Ax2SsO+oNYa/0fXfalr0RcN0ouuXG8fH38PFmwvrL/avsCn+7IY7WPh8dkSc6SHljEIwujniIZ+slCdCUatB5rPIgekSy0WTRPm/Frn6W2OTRovbw1WZjK4UEyfb19curgFtkx8StSt+HZ7EZU6nX19GTXUVw/61W5965/l4l3Xi0fGfpQdrv27JWG60dnv2b7o+tHZ68+XMJ9Tob0f9aGnr/v+fdR8nd3PSYPzF8h+47Vly4O5jFAHosSDVqPNR70OrUlWRh5PuNr7UXzjOZaL28dzaOnvJkobybePgHP9snLu5+UCWtvk4nrhic4XDYcWTbo9rLv7Gbi9oGbibN9sqF25f+2mwm9/qGz+bg07V4pNa+NkcrpP5Cdk78oe+cNlRMb50pb3UHp6WiVvsTbXPkLyl9GJRq0Hms8iB6RLLRZfQucbirmrtmefVLjx4c/mv1PTy9I07fmve/60fLe60b18/rR/W/Xu3GC/PUd0+Q7UxfKK1urRd/JoXcvtHM5FrQea+9RQ3KWeLCIRxZGPUUy9JOF6Eo0aD3WeBA9Illos2ieNuPXPkttc2jQenlrsjCVw4Oa0fWZo1VSMfU7Urv8Menp6n+3Ef3qnzpZK+vH/rNMemySfOq+x+VPbpqYvfLw3uv0/DTn63W6Hi0f/Ok4+Y+3TJLP/OZpmbRoXbaJ6Ozu/7Wpncvx0SCPD6Jb4kE8X6Mr8WDk+YyvU/OKZOwx89bMgalceTNR3kyUTmg9QVq7Tktj24nsq6H1+AA2ttdJR3d7diEfJ5XyndpM6K85JiR/zbFYHt8y8n+LX3Po99vb1SntjUfl5NYXZP/8W6ViyqVS+dj35ODLv5aGyqXS3lAz4NcXPFf+L2BKR4O+R2s8mMp4jSy0PppS3/Gx91iDLNm+Vya9sUHuf3aZ3PnEqzLi8ZfkridelQfmL89ueLW84oAcOtkcXhdh59rj2TUZNGqIbokHi3hkYdRTJEM/WYiuRIPWY40H0SOShTaL5mkzfu2z1DaHBq2XtyYLUzk8y7b6g1I5/Wo59MpvRK81wqNfXwGsXTFN9sy5STpbT8nx5tOytvqwPL16uzz4wiq5++nFcsfMl+XOWa/IvXPfkAmL1smLm6qk4nBd9jkfzINvz/1f84qhPw7HU+LByPMZX6fmFcnYY+atmQNTufJmIrGZ0It+6urq5MiRI1JbWyvHjh2Trq74fcf6JGvfqYZWaWsZ/BfA/0H39PRkx9D5+nX8+PHsGPxhwdQfmtfIQu/7Y3s/rw8d2j40ZfHNRK80t9dLU7u+tDj4nQrNbQ0ycd3t/RdgnnupvKunSxbuevz/9wsw9Yeavsvi5JYXZd/84VIx5XKpnHa5HFr0K2nctUQ6W+oHvfpgnyP73LHGp1aiQeuxxoPoEclCm0Xz1Iy+A0SvX9Er4bmOJdPdr2rojeZaj7Xvo4bkLPFgEY8sjHqKZOgnC9GVaNB6rPEgekSy0GbRPG3Gr32W2ubQoPXy1mRhKoen1C+9EHnP3GGyb8Ed0tV6asA1UvR3nDopOx/5cvb37qz7+Z3NOXetFTPpg6rrGp5Pt1nfQ2+UuZie1Dw/x9dFelIZ1c73xbFgKl/eTLiTUZ+kjo4OueHGG+Wyyy7Lvq644gpZtGjRgCdcn1T96u7qlpbGNtm387i8OnubzBi5QvZuPypnzw58yVfn8geh3Llzp3z7O9/O5l9++eXyve9/Xw4ePDggk/oDS2l2bsr3x/YZ+vP0lK+a3muio7tDGtvqZMrGX8im2pXS2d0unT39mynfV9O8R8atu1XGr71N9jcM/mjhrp5OWbBruszaOlJOn3tr6LGWQ/0bjCPLS88/c/Pov4+i37+dp7+W6O44I211++XE+nlS/eR3Zeeky6Ryxo/kyNIxcvrQJulubZLec59KSK89Nhq0nn1MVicLrccaD6JHJAttFs0zlUHzWWp8JRq0HmvvUUNylniwiEcWRj1FMvSThehKNGg91ngQPSJZaLNonjbj1z5LbXNo0Hp5a7IwlcNTdp5pkv3P3yd6kza9ONl69Kp2JPs8mm9JT2dr6WeC9XWd6s3LnE8/37zz9fNYyFniwcjzGV9rL5pnNNd6eetoHj3lzUTOZuLaa6+VH/7wh/L444/LU089JXv27Blw4uqT29XRLW8u3i1PjlktU36xROY88qaMv2uxVG89/2bixIkTMm/ePJk1a5YMHz5cvvGNb8j+/ftLx+APjz+oiGRhKosHbSalqY8ObY/+w/9mzWJ5evtYmbX1oeymVZM33iNPbR8rz1Y8Ks3tDaV++vSeFPev+De5d/kP5a2a1wf52U2rTu2XSet/Lk9vGyev731Gpm68X367fby0df2vvWmVfo+9Pd3ZD7HmfevlyPJpUv3Uj6RiyhVS/fSP5dibv83uTKkfsKUbRZ4TT77X8z1/1r+QHtvHsW1/3postDk0z1QGzWep8ZVo0HqsvUcNyVniwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNoUHr5a3JwlQu8/rOSnfbKalZPFp2P3mdtJ08lP0cpA9qf0fjUdk+/r9L0+5VydvIk/W0x87z8nTtjTxm52XQyVniwcjzGV9rL5pnNNd6eetoHj3lzUTOZkI3Evfee690dHbk3sSkq7NbNi7bJ28t2i21+xuyX3GMvu3VQpsJ/QPgPg1z5879vdtM6D0f9B0fS/bPlyUH5mdcemC+vLH/OVl96JXsH39OQE62U+0N8vyu6fJ81QxpaD1ROvHx+5+TPjnaclBerJ4lv90xQZbuXyCn2htLmywyEe081jwWy/63b7aK/o62ofJ1OfTqQ7Jr+velYuq3Ze9zw6Vu02xpbzqW83vbgS+VMpfjpR6f9axvdeZA67HGg+gRyUKbRfNMZdB8lhpfiQatx9p71JCcJR4s4pGFUU+RDP1kIboSDVqPNR5Ej0gW2iyap834tc9S2xwatF7emixM5dTraT8jtSv67/56pvbtVyzpe5u9cvj1cVI9+wbp1ouaEz+70TztsfO8PF17I4/ZeRl0cpZ4MPJ8xtfai+YZzbVe3jqaR8+7ZjOh1yu0tbVJa2tr9qW/quAJ0G9W193d3SVfs3rdgs3wpGgvm4nOzrfff4zPPEtdd7R2yYVtJvr/h6uvUPy+vTLB8+aZeo7QNKtf+pke/rmzGTy9rgLd0h/T1zbLunTsnu7sf0Fnju6WY2t/K3uf0esfvilVM6+VI0vGS/O+DdJ5Sjc6bx+b+cxSonlGGevZGVaP5pErkiELox7vUdOr9Bq1Z6qHjPVYe48akrPEg0U8sjDqKZKhnyxEV6JB67HGg+gRyUKbRfO0Gb/2WWqbQ4PWy1uThalcT1eHHF09U3Y9do2crtk24O87fbCt7pBsH/8lOV2zfcBF4HYuWc8og3cxPfQq8/rRbZY1HkRPzfMZXxfpSWXsMfPWHAumcu+azcSBAwfk3vvuk+EjRmS/Nhg3bpw0NzeXTk7dSCxcuDDz9NcKI0aMkM2bN5dOAPvklDcT/RfkcOJA+xyheaYyaD5Lja9Eg9ZjjZdHcszT6x/0A7L08y+Orpoh1U9fl736UP309XJ01ePScmirdLfl3/+B4/i5zLeMMta72B7bl3pc/hjUZCF6al6UoY+MJ35qrvVY0+9rr+Mr8WARjyyMeopk6CcL0ZVo0Hqs8SB6RLLQZtE8bcavfZba5tCg9fLWZKHP6afi1m97SSqnfVeaqlcP2MBrlj6l/h0+8NKvZM/c67J3SlnfzrU9RTP0+150O4eM9VjjQa9TW5KFkeczvtZeNM9orvXy1tE8et41m4l9e/fKzT/7mXzxi1/MXlV46KGHss2EPgn6pZuJBQsWyA033CCf+9znRK+JWL9+fenJ5wlRljcTv9+bCX1VQT+au6PpqDRWr5GaxWOkctp3pGLKlbLv2dulftsi6WisHfRDKe8vDLo9R9A8o4z1dE2v1dGg9VjjQfSIZKHNonmmMmg+S42vRIPWY+09akjOEg8W8cjCqKdIhn6yEF2JBq3HGg+iRyQLbRbN02b82mepbQ4NWi9vTRbanG4OGipel4pHvyENlW8M2kho1va1Ht8jW8f8Nzl9pDJ7VcL7zKbHE9/2kcGjhuhRT5FMah59eBA9dUyf8XWRnlTGHjNvzbFgKveu2UzoW9hqamrkm9/8pkyfPj3bPOivPrZs2SJLly3Lfr2h9cqVK+XTn/506VWJ1JNT3kz8/m0m9M9Rb02dvftiwwLZ+9ydsnPSv8iuGT/MroVorFqVbS56uge+xTf1l8ufE74u0pPK+L+AReb6niJzL7SHx+Fp5+ChUXviKyOPHBlfex3/fHPpg/RRQ/TUvCIZ+slC9NRc67GmD6JHJAttFs3TZvzaZ6ltDg1aL29NFpLTumX/huzzaU5snJ9d+OwzmkXT/xzsf/5mOfjir6Svp9vo8Tvm7AyObTXm41FD9KinSCY1jz48iJ46ps/4ukhPKmOPmbfmWDCVe9dsJvSb0+slhg4dKrfffnu2mWhsbJTvfve78vnPf142bNiQXUg5depU0bd66n0d9IlJPTnv9s2EXjnddnyvtJ3o/9JdP2tLdBh5UYY+Mp74ysgj5zMtBzbLsdUzpGrmD2TnI1dK1cxr5MjyqdJycEv29k7755z680bz5C8MOrUSzTPKWM/OsHo0j1yRDFkY9XiPml6l16g9Uz1krMfae9SQnCUeLOKRhVFPkQz9ZCG6Eg1ajzUeRI9IFtosmqfN+LXPUtscGrRe3pos1JyuTx/ZJRVTviVHV88SvYMsup+j2f58hWwd/XlpPb53wLUSdi69aJ749lhk8KghetRTJJOaRx8eRE8d02d8XaQnlbHHzFtzLJjKvas2E3pB5dSp0+TrV1whupFYtWqVfOofPpVtJnQToe/MuPvuu+WnN9yQbTzsE2ufnHf7ZkJfXtwx/iuyY8LXsq/t4y8trdGU6DDyogx9ZDzxz3dMcr6/Yup3Ze+zd2S/vmivPyS9nW2SuplN3p83f0E8OSfQqe0cPBhlrGdnWJ050Hqs8SB6RLLQZtE8Uxk0n6XGV6JB67H2HjUkZ4kHi3hkYdRTJEM/WYiuRIPWY40H0SOShTaL5mkzfu2z1DaHBq2XtyYLNdd6Yp9UTLlaDr8x8bx3idU+va5i34J7ZP+Cm0q/CmEetMdH84wyeBfTQ68yrx/dZlnjQfTUPJ/xdZGeVMYeM2/NsWAq967aTOg3unTpMvna174mVbt3y8SJE+Vb3/qWDBs2TH7yk5/IoUM18oMf/EDGjB2TvXJhn1j75LzbNxP6WRGdTcdKX/rebVuzRofoSjTPVAbNZ6nxU3Otx5o+2HVGbx7Vlb1LJO9kR4f2zxvNkww6tRLNM8pYz86wejSPXJEMWRj1eI+aXqXXqD1TPWSsx9p71JCcJR4s4pGFUU+RDP1kIboSDVqPNR5Ej0gW2iyap834tc9S2xwatF7emixsb6yVXTO+JwdevC+74Fn78KCdpb+6Pn24QraN/X+lvb5m0LUSyR73TrEiGY5JFqKf73GSow96ndqSLIw8n/G19qJ5RnOtl7eO5tHzrttM6C2wr7zySpk5a2Z2keXIkSNl+fLl8pWvfEXmzJkjl19xhbz08suDnnSeEOW7fTNhv1ddc6Lk6SkfzdPOwEOj9sRXRh45n/E1Ocso4z1q+n2tOponPamM9axv9WgeuSIZsjDq8R41vUqvUXumeshYj7X3qCE5SzxYxCMLo54iGfrJQnQlGrQeazyIHpEstFk0T5vxa5+ltjk0aL28NVllR/MJqXriJ7JvwZ2iN36znvZT21l6DdSe2ddJzeLxpU8NtdlUD5qnnZvn5ennOyaz8/rRyVniwcjzGV9rL5pnNNd6eetoHj3vus1ES0uL/PjHP5arr746e4Vi0eLFUneiTr7z7W/Ld777HfnSl74kO3bsKL1llCeJJ0RZ3kz8/l2AqX9uqT9L/lzxILrtw4NkfF2kJ5VhHiwyl6wlfdB6eWuy0ObQPFMZNJ+lxleiQeux9h41JGeJB4t4ZGHUUyRDP1mIrkSD1mONB9EjkoU2i+ZpM37ts9Q2hwatl7cmqzeY2jP7eqme/VPpPFVXel60jwxklt4N99TBrbJt3Jel9cSB0s/rqCfl+bmpTOmY7lUN9KinSCb1GOjDg+ipY/qMr4v0pDL2mHlrjgVTuXfdZkLfAvrrBx+Uz372s3LFFV/Prp3o7OoSfavoZz/32WyToddT8GSknpyim4m+3j5pPnlGjh9skmMHG6Vm90kZO2KRrF+yJ6tVrz96Krs5lh6PY1nq+v+km1alngf+LM7nkbPP38X2MCvVz3wyvi7Sk8owDxaZS9aSPmi9vDVZaHNonqkMms9S4yvRoPVYe48akrPEg0U8sjDqKZKhnyxEV6JB67HGg+gRyUKbRfO0Gb/2WWqbQ4PWy1trtrv9tOybf0v2eRsdTcdKzwk9zIPo+tbufc+NkMOvjR10B2KykB4lmmeUwbuYHnpTx8ZjLrUlHow8n/G19qJ5RnOtl7eO5tHzrttM6Det/zj/4z/+o9x3333Zk6vakiVLsreE3nzTzaXrJfRJ4EniCVEW3Uy0ne6Q56atlykPLJUpDyyRqQ8slYd//rpM/sWSUj1r1EqpP94y4IpljqnUr/Jmov+VEPvnwXNk/1xY4+WRnKXPRh5ZMr5WHc2TnlTGeta3ejSPXJEMWRj1eI+aXqXXqD1TPWSsx9p71JCcJR4s4pGFUU+RDP1kIboSDVqPNR5Ej0gW2iyap834tc9S2xwatF7eWt+pUbNopFRMu0La6g6Ung+bZx5UT9dN+zbK9glfkvbGI4P6yMJoXpEM/WQhOo/J0nqs6YNep7YkCyPPZ3ytvWie0Vzr5a2jefS86zYT+o3p2z71Uz71rph8o6dOnZI33ngj+7RONCVPktWKbiZ6enqzVyD0g712b6nNPpND17Y+uKtOujp7ypsJ81zznEP73KNB67HGyyM5S5+NPLJkfK06mic9qYz1rG/1aB65IhmyMOrxHjW9Sq9Re6Z6yFiPtfeoITlLPFjEIwujniIZ+slCdCUatB5rPIgekSy0WTRPm/Frn6W2OTRovdRaPzSvduV0qZhylZw+vLP0XPgs86D6eoH4nrk/lUOLR2XXSlhPfWpoZ6J5Rhm8i+mhV5nXj26zrPEgemqez/i6SE8qY4+Zt+ZYMJV7V24mUt8oTwIk42vV2Uzox5CvWbNGNm/aJE1NTaWNiWbo84zm2qx+Nsi2bdtk7dq1MmrUqP9jPpsj9dzxnJ3PI2efx4vtYVaqn/lkfF2kJ5VhHiwyl6wlfdB6eWuy0ObQPFMZNJ+lxleiQeux9h41JGeJB4t4ZGHUUyRDP1mIrkSD1mONB9EjkoU2i+ZpM37ts9Q2hwat59d6d8uTm1+SHQ9/VU4d2Ch5n7Gjfcwr8ezZrGfHpCtK10rgcRxqiJ6cV+DDwOhnHkRPzbUea/qg16ktycLI8xlfay+aZzTXennraB495c1E4mTTzYRexPnlL39ZLr300uxCTv1cD540pX9yqcn42vboWu/MedW3rpKvXXqp/Mu//ItcddVVv1cfQc7358n3779fWxfpIWPnscbLIzlLn408smR8rTqaJz2pjPWsb/VoHrkiGbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8WMQjC6OeIhn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY5NGg9u9YLJxsrX5cdE78q9dtfkt7e9Icp0sM8qK9K7Jt/hxx+faL09gx8RTevB13JHM8og3cxPfSmjo3HXGpLPBh5PuNr7UXzjOZaL28dzaOnvJlIbCb05lfbd+yQdevWZZ/fsXHjxgEfGqZPnn9yqXlife17eGVCPx9Ev/RDx86cGfyWKeZF5FgwlcWDNpPS1EeHqR48mMqgkfHEV0YeOZ/xNTnLKOM9avp9rTqaJz2pjPWsb/VoHrkiGbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8WMQjC6OeIhn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY5NGg91nrb6+Z9b8nOSVdI3eaF2W2y1Yt73v4E4b7eXmmqXiMVk78ubXX7Sn2+nxpyfHssPBhl8MhC9NRc67GmD3qd2pIsjDyf8bX2onlGc62Xt47m0VPeTCQ2Ezw50RPoPWrfS60k4xllrJe3jubRE2XwyEJ0iK5E80xl0HyWGj8113qs6csjOUufjTyyZHytOponPamM9axv9WgeuSIZsjDq8R41vUqvUXumeshYj7X3qCE5SzxYxCMLo54iGfrJQnQlGrQeazyIHpEstFk0T5vxa5+ltjk0aD1dq3768A6pePSbcmyN3ia784K//+ydH8/dLjWLf5l9SijHghyTGqLzOFKMMnjMg+jnm0eOPuh1akuyMPJ8xtfai+YZzbVe3jqaR095M1HeTJROQE4KGJ1A3qOmV+k1as9UDxnrscbLIzlLn408smR8rTqaJz2pjPWsb/VoHrkiGbIw6vEeNb1Kr1F7pnrIWI+196ghOUs8WMQjC6OeIhn6yUJ0JRq0Hms8iB6RLLRZNE+b8WufpbY5NOi91mPVUvnYd6R2xWPS09WRvODc9rBmnrKpaoXsmvF9aTt5KOy3PcyB3qPGV6JBPGqIHvUUyaTm0YcH0VPH9BlfF+lJZewx89YcC6Zy5c1EeTNR+svlTxBOHGh9NM9UBs1nqfGVaNB6rPHySM7SZyOPLBlfq47mSU8qYz3rWz2aR65IhiyMerxHTa/Sa9SeqR4y1mPtPWpIzhIPFvHIwqinSIZ+shBdiQatxxoPokckC20WzdNm/NpnqW0ODZa8vj5prz8ou5+6Tg6++pvsvhJ9fee/6R39zOtqOyV75/5MapdPG/TrETK+x+vqo3nSm8rgXUwPvUXm2izrCzkmWd9LrSTjGWWsl7eO5tFT3kyUNxOlE5CTAkYnkPeo6VV6jdoz1UPGeqzx8kjO0mcjjywZX6uO5klPKmM961s9mkeuSIYsjHq8R02v0mvUnqkeMtZj7T1qSM4SDxbxyMKop0iGfrIQXYkGrccaD6JHJAttFs3TZvzaZ6ltDg2qp+vOU8dlz+wbZP+Cu6S7vUXYSOBb2nmsdYZeK9G4a5lUTv++tNUdLF3ozrGg7cmbS9aTXttHBo8aokc9RTKpefThQfTUMX3G10V6Uhl7zLw1x4KpXHkzUd5MlH7o+ROEEwdaH80zlUHzWWp8JRq0Hmu8PJKz9NnII0vG16qjedKTyljP+laP5pErkiELox7vUdOr9Bq1Z6qHjPVYe48akrPEg0U8sjDqKZKhnyxEV6JB67HGg+gRyUKbRfO0Gb/2WWqbQ7PsOtMgBxY+IHvn3ZbdJtvmdW2z3qPWjH5Q395nhkvtymmFPoMjmus9ao4XPS6ysEhPkUxqHn14EF2J5kkGnbpITypj+/PWHAumcuXNRHkzUTpp/QnCiQOtj+aZyqD5LDW+Eg1ajzVeHslZ+mzkkSXja9XRPOlJZaxnfatH88gVyZCFUY/3qOlVeo3aM9VDxnqsvUcNyVniwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNocHujtNSs3iUVD3+fdFPA7VZ1mQhuqXeg6Kh4nWpnH6NtNf3XyuBTx88n64+WU96Uxm8i+mht8hcm2V9Icck63uplWQ8o4z18tbRPHrKm4nyZqJ0AnJSwOgE8h41vUqvUXumeshYjzVeHslZ+mzkkSXja9XRPOlJZaxnfatH88gVyZCFUY/3qOlVeo3aM9VDxnqsvUcNyVniwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZKHNonnajF/7LLXNoSn1AssjyybJrhnXSOvx6uRGQnttj51l16oCD3QAACAASURBVN1tzbJnzg1Su2K69PV0D5iV15+np45J1h4TDeJRQ/TUXOuxpg96ndqSLIw8n/G19qJ5RnOtl7eO5tFT3kyUNxOlE5CTAkYnkPeo6VV6jdoz1UPGeqzx8kjO0mcjjywZX6uO5klPKmM961s9mkeuSIYsjHq8R02v0mvUnqkeMtZj7T1qSM4SDxbxyMKop0iGfrIQXYkGrccaD6JHJAttFs3TZvzaZ6ltDk0/b+PExgXZvSRaDm6Rsxf581Nn68ym3Stl14zvSXv94QEbCXxLHg+PBaLbLB6MMnhkIXpqrvVY0we9Tm1JFkaez/hae9E8o7nWy1tH8+gpbyYu8i+Df3KpeWJ9rTqaJz2pjPXy1tE8eqIMHlmIDtGVaJ6pDJrPUuOn5lqPNX15JGfps5FHloyvVUfzpCeVsZ71rR7NI1ckQxZGPd6jplfpNWrPVA8Z67H2HjUkZ4kHi3hkYdRTJEM/WYiuRIPWY40H0SOShTaL5mkzfu2z1DanWnab7C0LZdv4L0jTnjfl7Nn+G07ZnF0zB1pP112tzVI9Z5gcW6XXSvTf7dJm6IN41BBdieYZZfAupofe1LHxmEttiQcjz2d8rb1ontFc6+Wto3n0lDcT5c1E6QTkpIDRCeQ9anqVXqP2TPWQsR5rvDySs/TZyCNLxteqo3nSk8pYz/pWj+aRK5IhC6Me71HTq/QatWeqh4z1WHuPGpKzxINFPLIw6imSoZ8sRFeiQeuxxoPoEclCm0XztBm/9llqm9O7WzZVr5LtE/6HnNzysmht/dSaOdBmVGusWi4VU6+StvpDpefKZ7T2/dQw6imSoZ8sRLePIeWRw4Nep7YkCyPPZ3ytvWie0Vzr5a2jefSUNxPlzUTpBOSkgNEJ5D1qepVeo/ZM9ZCxHmu8PJKz9NnII0vG16qjedKTyljP+laP5pErkiELox7vUdOr9Bq1Z6qHjPVYe48akrPEg0U8sjDqKZKhnyxEV6JB67HGg+gRyUKbRfO0Gb/2WWpyWjftXS/bJ3xeTqyfXfq+8PPIHGhzPZ1tsnfejVK7Ymq2MUll0CD91BBdieYZZfAupofe1LHxmEttiQcjz2d8rb1ontFc6+Wto3n0lDcT5c1E6QTkpIDRCeQ9anqVXqP2TPWQsR5rvDySs/TZyCNLxteqo3nSk8pYz/pWj+aRK5IhC6Me71HTq/QatWeqh4z1WHuPGpKzxINFPLIw6imSoZ8sRFeiQeuxxoPoEclCm0XztBm/9llqcmeOVsnOSZdJ7coZ0tvTdd5XJOhjDkRXNu1eJhVTvyHtDUeyeakMGqSfGqIr0TyjDN7F9NCbOjYec6kt8WDk+YyvtRfNM5prvbx1NI+e8maivJkonYCcFDA6gbxHTa/Sa9SeqR4y1mONl0dylj4beWTJ+Fp1NE96UhnrWd/q0TxyRTJkYdTjPWp6lV6j9kz1kLEea+9RQ3KWeLCIRxZGPUUy9JOF6Eo0aD3WeBA9Illos2ieNuPXPkutuda6A1I57WqpWTxSers6St+Tn5GqmQPJ9HS2yp45N8uRZY8OutslGSV9EI8aoqd6imToJwvRU3Otx5o+6HVqS7Iw8nzG19qL5hnNtV7eOppHT3kzUd5MlE5ATgoYnUDeo6ZX6TVqz1QPGeuxxssjOUufjTyyZHytOponPamM9axv9WgeuSIZsjDq8R41vUqvUXumeshYj7X3qCE5SzxYxCMLo54iGfrJQnQlGrQeazyIHpEstFk0T5vxa5+l7mg+IVUzvy/7X/i56AZA+/D8jFRNFpLRizd3TP6ytNUfKc3zGXss71FD5qZ6imToJwvRU3Otx5o+6HVqS7Iw8nzG19qL5hnNtV7eOppHT3kzUd5MlE5ATgoYnUDeo6ZX6TVqz1QPGeuxxssjOUufjTyyZHytOponPamM9axv9WgeuSIZsjDq8R41vUqvUXumeshYj7X3qCE5SzxYxCMLo54iGfrJQnQlGrQeazyIHpEstFk0T5vxa5/VuutMY3b/hz1zb5Su0w2FvpfzzVW/p7Nddj99rRxZMiGb6Y9tZ+R5ebr2eo/6nZ5r57HmWNDr1JZkYeT5jK+1F80zmmu9vHU0j57yZqK8mSidgJwUMDqBvEdNr9Jr1J6pHjLWY42XR3KWPht5ZMn4WnU0T3pSGetZ3+rRPHJFMmRh1OM9anqVXqP2TPWQsR5r71FDcpZ4sIhHFkY9RTL0k4XoSjRoPdZ4ED0iWWizaJ4249c+qxuJ/c//XPbMvlE6W+qy78Nn/IxUneqp3/6y7Hz0a9JeXzPglQ6ydg4axKOG6Eo0zyiDdzE99KaOjcdcaks8GHk+42vtRfOM5lovbx3No6e8mShvJkonICcFjE4g71HTq/QatWeqh4z1WOPlkZylz0YeWTK+Vh3Nk55UxnrWt3o0j1yRDFkY9XiPml6l16g9Uz1krMfae9SQnCUeLOKRhVFPkQz9ZCG6Eg1ajzUeRI9IFtosmqfN+LXNdne0ysGX7pfdT/xY2uoODPoeyPoZqZos7G4/Lbuf+FF2ISd3u8SDdg4axKOG6Eo0zyiDdzE99KaOjcdcaks8GHk+42vtRfOM5lovbx3No6e8mShvJkonICcFjE4g71HTq/QatWeqh4z1WOPlkZylz0YeWTK+Vh3Nk55UxnrWt3o0j1yRDFkY9XiPml6l16g9Uz1krMfae9SQnCUeLOKRhVFPkQz9ZCG6Eg1ajzUeRI9IFtosmqfN+DVZ/cf+8OvjZfcTPxR9Bwe65llDPyNVk1Xq18mtL0vl9O9K56kTpXeE2Iyfkefl6anHSdbORoN41BA9Ndd6rOmDXqe2JAsjz2d8rb1ontFc6+Wto3n0lDcT5c1E6QTkpIDRCeQ9anqVXqP2TPWQsR5rvDySs/TZyCNLxteqo3nSk8pYz/pWj+aRK5IhC6Me71HTq/QatWeqh4z1WHuPGpKzxINFPLIw6imSoZ8sRFeiQeuxxoPoEclCm0XztBm/1qx+3sbRVbNk1/QfyOma7QM+vVPzFzKP+ban83S97Jrxr3J87ROlWeeba/uZeaE9zCjSTxYW6SmSSc2jDw+iK9E8yaBTF+lJZWx/3ppjwVSuvJkobyZKJ60/QThxoPXRPFMZNJ+lxleiQeuxxssjOUufjTyyZHytOponPamM9axv9WgeuSIZsjDq8R41vUqvUXumeshYj7X3qCE5SzxYxCMLo54iGfrJQnQlGrQeazyIHpEstFk0T5vxa/28jePr50jl9O9L8563pPcCbm3tZ9m69BjOnpUT6+dK5fSrBrwqodlSJvFzOM/L01PzyCYflzsmWVikp0gmNY8+PIiuRPMkg05dpCeVsf15a44FU7nyZsKdUPZJ4omDkeczvtZeNM9orvXy1tE8eqIMHlmIDtGVaJ6pDJrPUuOn5lqPNX15JGfps5FHloyvVUfzpCeVsZ71rR7NI1ckQxZGPd6jplfpNWrPVA8Z67H2HjUkZ4kHi3hkYdRTJEM/WYiuRIPWY40H0SOShTaL5mkzdq3XLtRvf0UqH/u2NOxalt33gd4BuXM/J1Oezdk12a4zTVIx9WtyctsrF/SKB/2Q2dQQXYnmGWXwLqaH3tSx8ZhLbYkHI89nfK29aJ7RXOvlraN59JQ3E+XNROkE5KSA0QnkPWp6lV6j9kz1kLEea7w8krP02cgjS8bXqqN50pPKWM/6Vo/mkSuSIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDRTyyMOopkqGfLERXokHrscaD6BHJQptF87QZ1prRT+2smHK11G1+XvQVCvXoJWe1lGdzdq1Z/QyPY28+IVVP/kg6TzeUrpUgxzyIrkSDeNQQPdVTJEM/WYiemms91vRBr1NbkoWR5zO+1l40z2iu9fLW0Tx6ypuJ8maidAJyUsDoBPIeNb1Kr1F7pnrIWI81Xh7JWfps5JEl42vV0TzpSWWsZ32rR/PIFcmQhVGP96jpVXqN2jPVQ8Z6rL1HDclZ4sEiHlkY9RTJ0E8WoivRoPVY40H0iGShzaJ52oyu1W+p2S67HrtGjq+dk10zEfVEnp9NrT0dTUel4tHLpH77S8kPB4vm5nl5Ot9XijymyLuQuXYe67x+dHKWeDDyfMbX2ovmGc21Xt46mkdPeTNR3kyUTkBOChidQN6jplfpNWrPVA8Z67HGyyM5S5+NPLJkfK06mic9qYz1rG/1aB65IhmyMOrxHjW9Sq9Re6Z6yFiPtfeoITlLPFjEIwujniIZ+slCdCUatB5rPIgekSy0WTRPm9F128kDUjnje3J4yUTRD91SLeqJPD+bWnv0VYndT14r3W2nBr0qcbHHjB6L96h5TNExycIiPUUyqXn04UF0JZonGXTqIj2pjO3PW3MsmMqVNxPlzUTppPUnCCcOtD6aZyqD5rPU+Eo0aD3WeHkkZ+mzkUeWjK9VR/OkJ5WxnvWtHs0jVyRDFkY93qOmV+k1as9UDxnrsfYeNSRniQeLeGRh1FMkQz9ZiK5Eg9ZjjQfRI5KFNovmaTN6R8tdj18jB1/5pXS1tQx6nPTaHjRovbx1R9Nx2fHI56WhYqn09faVNxNnzw56Dng+oX0u0TzJoFMr0TyjjPXy1tE8esqbifJmonQCclLA6ATyHjW9Sq9Re6Z6yFiPNV4eyVn6bOSRJeNr1dE86UllrGd9q0fzyBXJkIVRj/eo6VV6jdoz1UPGeqy9Rw3JWeLBIh5ZGPUUydBPFqIr0aD1WONB9Ihkoc2ieWqm7+xZ0XtJ7J13i+yZ+zPpam2Ss32DHye90VzrpdY6o3bFNNn91FDpam0e9I8oPRwLoivRIB41RE/1FMnQTxaip+ZajzV90OvUlmRh5PmMr7UXzTOaa728dTSPnvJmoryZKJ2AnBQwOoG8R02v0mvUnqkeMtZjjZdHcpY+G3lkyfhadTRPelIZ61nf6tE8ckUyZGHU4z1qepVeo/ZM9ZCxHmvvUUNylniwiEcWRj1FMvSThehKNGg91ngQPSJZaLNog6ifi9HVLvuev1sqpl0pet8H3Vxo76Bs4meiz9hjptYdp+pk5+SrpHHXikHv4LD5aG6el6f/rt/Lhcy13wPrvH50cpZ4MPJ8xtfai+YZzbVe3jqaR095M5H4i8OTEz2B3qP2vdRKMp5Rxnp562gePVEGjyxEh+hKNM9UBs1nqfFTc63Hmr48krP02cgjS8bXqqN50pPKWM/6Vo/mkSuSIQujHu9R06v0GrVnqoeM9Vh7jxqSs8SDRTyyMOopkqGfLERXokHrscaD6BHJQptF8+zp6pTDb4yVHZO+Km0n9w94pcBnqaO51vNrfQfHkeWPSfXTP8o+bTQ1jx48iK5Eg3jUED3VUyRDP1mInpprPdb0Qa9TW5KFkeczvtZeNM9orvXy1tE8esqbifJmonQCclLA6ATyHjW9Sq9Re6Z6yFiPNV4eyVn6bOSRJeNr1dE86UllrGd9q0fzyBXJkIVRj/eo6VV6jdoz1UPGeqy9Rw3JWeLBIh5ZGPUUydBPFqIr0aD1WONB9Ihkoc2iWfb2dMnR1U/KtrH/Xc4c3ztgI6G9NmvraK71/Lqj+ZjsnHSFNFS+IWfP3UrbZ6j9sdGVeV6enuoh+07PtfNYcyzodWpLsjDyfMbX2ovmGc21Xt46mkdPeTNR3kyUTkBOChidQN6jplfpNWrPVA8Z67HGyyM5S5+NPLJkfK06mic9qYz1rG/1aB65IhmyMOrxHjW9Sq9Re6Z6yFiPtfeoITlLPFjEIwujniIZ+slCdCUatB5rPIgekSy0WbQSe3ukbuNzsn3cF6TlwKZBGwntLWXP/SykjuZaz6619+iKqbL76SHS3dYy4NcoNseaY0F0JRrEo4boqZ4iGfrJQvTUXOuxpg96ndqSLIw8n/G19qJ5RnOtl7eO5tFT3kyUNxOlE5CTAtoTSNc9vT3S3N4gJ1uPSmvXmazPZuiDeL5GV3b3dkl963FpbKuTnt7u0mMhQ68lXh5tlrXPoiu9R03G10V6UhnmwSJzyVrSB62XtyYLbQ7NM5VB81lqfCUatB5r71FDcpZ4sIhHFkY9RTL0k4XoSjRoPdZ4ED0iWWizaMq+3h5prFwmW8d+Thp3rUpuJLTX9tg6b67V/bqzpV52Tv66NFWvGTTXZ7X2x7aZPC9PT80j+07PtfNYcyzodWpLsjDyfMbX2ovmGc21Xt46mkdPeTNR3kyUTkBOCsgJ1NvbKydO18rsnRNl9Ju3yENrhsnEdbfL2sOvSVdPZ+7/Puj381TXr5NnjsnT28dk8x5ac5M8W/FotlnBp8+TuXn0ea191ma8R03G16l5RTLMgxfTkzo28yJyLGizaJ6pDJrPUuMr0aD1WHuPGpKzxINFPLIw6imSoZ8sRFeiQeuxxoPoEclCm0XT6xaa9qyW7eM+Iyc3P5P9usHm7Prtnv63b1JHGeux7uvtldqlD0v1Uz+Rno7+/2yol5pX6rmIV0OYB5llj4UHowweWYiemms91vRBr1NbkoWR5zO+1l40z2iu9fLW0Tx6ypuJ8maidAJyUkBOoK7uDpm3c5LM2f6w7KnfKUdOHZA3a16TcW/dJtuPr5W+s/2bA/og/b5WvaO7TWbvmCgztzwk+xoqZU/9Dnl0w72ysGqWdPV05T4mncXcPHI8S5+NPLJkfK06mic9qYz1rG/1aB65IhmyMOrxHjW9Sq9Re6Z6yFiPtfeoITlLPFjEIwujniIZ+slCdCUatB5rPIgekSy0WdX069SBTbLj4a/KiQ3Phu+m0F7mePq5Nmu9bJ3d7bJWdj58mTRVr85mRvPojzJ5Xp5uH9+FZH6Xx0Jv6th4PBZqSzwYeT7ja+1F84zmWi9vHc2jp7yZKG8mSicgJwXkBNJfbzS0npD2rrbSD4mO7nZ5tmKqLNw9M/uUQbL0Kr1GrdzXWClj37pFDjTuLs2sOLFBRr95sxxrOTyoNzXXzksdL+qJPOaS8bU9Fh6kJ5WxnvWtzhxoPdZ4ED0iWWizaJ6pDJrPUuMr0aD1WHuPGpKzxINFPLIw6imSoZ8sRFeiQeuxxoPoEclCm1VNb5NdMfW7cnT1zOyDu6yfWjPH02YjL8v19cmRZY/I3nk/y96Cqtp5e86TyevP01PHJFvkeyELi/QUyaTm0YcH0ZVonmTQqYv0pDK2P2/NsWAqV95MlDcTpZPWnyCcOFD93r7e7NqGujNHZfrmX8nyAy9kms0wx2uluu+srD70ijy++UE509l/kZb2NLc3ysR1I2TzsZXZzXSY48mcPPq81j5rM96jJuPr1LwiGebBi+lJHZt5ETkWtFk0z1QGzWep8ZVo0HqsvUcNyVniwSIeWRj1FMnQTxaiK9Gg9VjjQfSIZCFZrVuPVUnltKvlyNLJ0tPdUXoMZFJkjqfNht7Zs9Jef0i2T/iqNO/bUPoMjqiH2VEmz8vTdab3qDleKoNHFqJHPUUyqXn04UH01DF9xtdFelIZe8y8NceCqVx5M1HeTJT+AvoThBMH6gWSm2pXyHMVU2XqxvvlqW1jpbG1Ts5e4K859Div7Zkn83ZOzn7dwXHbOlvlsU2/kNWHXs69WEyzPJ48Ms/SZyOPLBlfq47mSU8qYz3rWz2aR65IhiyMerxHTa/Sa9SeqR4y1mPtPWpIzhIPFvHIwqinSIZ+shBdiQatxxoPokckC/uzfdJWt1+qnvw3ObTooULvpOAYzPHEV0Zeb0+3HFk2Rap/e+OA+0pEPcyOMnlenp56nGQ5XiqDRxaiRz1FMql59OFB9NQxfcbXRXpSGXvMvDXHgqlceTNR3kyUflD4E4QTB+qFmBUnNsr8ymnyyLq7ZOaW30jd6dqL2kwsqp6TbUo6u9tLGwf9NcqMLb+WlQdfLGn+MWnN48ljkR6bOd8c/AvpST1O2299q3MsaD3WeBA9Illos2ieqQyaz1LjK9Gg9Vh7jxqSs8SDRTyyMOopkqGfLERXokHrscaD6BHJQs12NB6VPbP/P/beM0qu80rP/Xn/2J5RoqI99rXnzizb984aL9tXvjPSzCiQlMQgcURRFClSlESJAHOQGESKOaMBIhCZRCACSTCABMEAEAQIIhK5czdiB3RC59xd3dx37dN4Crs3vvPhACNPwKofvZ5vv++796mqLgAfqk6dukUOrvx98qVaePB05oV60CDzRkf1S8MOS/GMC6T7yN78fVafLKTHEg9m8cjCWE+WDP1kIboSDVqPNR70OrUlWRjzfMbX2ovmGZtrvbR1bB49hc1EYTORfwLypIChJ5C+zaGf4GjsrpUl+6bKa+XzZTAXfjmVfj9Pa16ZsJuJvqEembvz4cIrE+YvBR47Sx5XaL20NVloc2ieoQyaz1LjK9Gg9Vh7jxqSs8SDWTyyMNaTJUM/WYiuRIPWY40H0WMkC/XS2AdfvVcOrLhbBjoax326iszpzAv1oEHm6asStWumSvVLt4teHAtdSRZajzUeRI/1k4WxniwZ+slC9NhtyZIJzaMPD6KHjukzvs7SE8rYY6atORYM5QqbiT/QZmJkZFSGh0ZkeCiX/CEKPehonvYXE/Nszq6z9MQyeHamrtGh9fWjZ3uObpLZOx6Q9v5j+azNjIyMPRZods6mI2/Lc7sek+7BE19N3N7fKlO3/Vb2NKZ/Jj50u5gLOZ4lHox5PuPr2G2IzbWenWF1jgWtxxoPosdIFtosmmcog+az1PhKNGg91t6jhuQs8WAWjyyM9WTJ0E8WoivRoPVY40H0GMkq9cu6Dr/9hFQt/XXyCoG+eqi9NhObFcrSa/vQ4Fjf2FeZlzx7sXTs3zZuIxGaa+exZh5Ej/WThbGeLBn6yUL02G3JkgnNow8PooeO6TO+ztITythjpq05FgzlCpuJwGaiprZWXnzxRVm2bJksX75cPvroIxkcCu+69Q9vc32nfPR2paxcsFPeXLxLdqw/IN3tfSedRMgvIpfLyd69e5Nj6Hw9zo4dO0RnkYGhX5rXyELva40HbSak2R595aFzoD050ZK+kZFh+fDwKpm36xHpHujIz6evruOgrKpcLFtq1sjQyNhjx3GUY5/muEMOtVckb5NoX0nTx1KUfJqjZtw8jgntHI5nSc7S98Q8smR8rTqaJz2hjPWsb/XYPHJZMmRhrMd71PQqvUbtGeohYz3W3qOG5CzxYBaPLIz1ZMnQTxaiK9Gg9VjjQfQYyeoXd9WunSIVC38hPUdPfCpKe8nALPPIQtuDBpNj5Ial/oNZcuCVuyU3NFDYTBz/t8Q+RvZ3YR9P1mQhuu3Dg2R8naUnlGFejBwLhrKFzURgM/Hhxo3y7W9/Wy644AK56KKL5JZbbpGOjvFfo6sP6khuRCp318uiyRtlwdMfypsLd8nr8z+WuY99IC/N3CqNR9rzf6jtL3FwcFCmTp0qF154YTL/m9/8pkyfPl10k8EvC4Z+aV4jC71vjx3KhDTbc7i9UubufEjWHXxNDrVVSG3nAdl4eLVM3XaXbDy8Krkypp2hm49FeyfJAxt+IY9s/JXUdx4edy0KzfYP9crS4qmyaO/TcqCtVCqP7U1O6lxZPl+GUt424X5xrDSSs/TZmEeWjK9VR/OkJ5SxnvWtHptHLkuGLIz1eI+aXqXXqD1DPWSsx9p71JCcJR7M4pGFsZ4sGfrJQnQlGrQeazyIHqNmR4YHpXHrUil/7irpOrQrfy0J5nieap76sR7vad3XdEBKZ/1QOg/uOGkjcap53B4/Fz3Wfzo9ZP/Qc+081hwLep3akiyMeT7ja+1F84zNtV7aOjaPnsJmIrCZ2Lhxo3znO9+RNWvXytGjR6W9ffymQB88fXAbDrfL809tkNVLdktbU7cMD+ZkcGBYjh5qk8WTP5IVs7fJQO/YFSLpGeOIdHd3J7MrKirkZz/7WbKZ+Of6ysTA8IBsq10nz+16XKZtvUumbr0z+Yd/85F385/G4Mmm9284NyzvVC9Prmw58+P7pK2v5aTNRPL4ddfK0n3PyNRk5l3JdSv0ehbq2Xk60/7gpdFmWfssutJ71GR8naUnlGEezDKXrCV90Hppa7LQ5tA8Qxk0n6XGV6JB67H2HjUkZ4kHs3hkYawnS4Z+shBdiQatxxoPosc4kstJy55VUjr778cuEHX8rQ3tYY5nbJ7PUtseNKibmdp1M6V62fXJxsZmWZOF6JZ4MItHFsZ6smToJwvRlWjQeqzxoNepLcnCmOczvtZeNM/YXOulrWPz6ClsJlI2E9/97ndl167dyT9iPJA8aMqR3KhsfrdKFhZtlLbG7vwvkcz+4gaZdu97Urf/WP4fQuZY6kbl2muv/We9mdDbOzKaS97O0Ktf1nTsl/belvTv0hj9JHnlQXMtvY35x8beb32ctNbrTOhbIvrqhb5a4TM8npY+42ubZR3LeI/a91IryXjGMtazM6wem0cuS4YsjPV4j5pepdeoPUM9ZKzH2nvUkJwlHszikYWxniwZ+slCdCUatB5rPIieRs11VG+S0tmXSMueN0+6KBVzPNPmqe6z1LYHDfa31Uvp7O9Le/WW/N9vNh+a6/1TZTgWpJ8aoofmZcnQTxaih+ZajzV90OvUlmRhzPMZX2svmmdsrvXS1rF59JxVm4ljra2i/9Mvr6iQyspK6ewcO7lveHhYDh0+LOXl5clPbV2d5NyJSjwgSn1l4pSbiZFROVTWJKUf1yZvd/BgM6e7o0+eufs9Kd9Zl//DRsbyX8pmgvsF7X1QjRo/pJHxDPWQsR5rvDSSs/TZmEeWjK9VR/OkJ5SxnvWtHptHLkuGLIz1eI+aXqXXqD1DPWSsx9p71JCcJR7M4pGFsZ4sGfrJQnQlGrQeazyIHuToqHTXlUjpnEulYcsLwVcEmOMZnHf8FT+fpbY9aEr9ArG69yfL/pduCZ4rQZ/tQfOMZdK8NF1ne4/aHhcN4lFD9NBc67GmD3qd2pIsjHk+42vt63gv0QAAIABJREFURfOMzbVe2jo2j56zZjOhd/bRRx+V733ve3LxxRcnfP6555J/yPWEyiuv/Gmi63kK102YIG3t7YnHg8QDosyymdC+0cAvjzlVu+tl2r1rpLb67HhlgvsFedw88ZV4aNSe+LaHjPVY46WRnKXPxjyyZHytOponPaGM9axv9dg8clkyZGGsx3vU9Cq9Ru0Z6iFjPdbeo4bkLPFgFo8sjPVkydBPFqIr0aD1WONB9BCTcxTmXia1a6Ykl6wO9aB5huah+Sw1vhJN2d9aK6UzL0y+GVQvWGdzdm17rG7XsUyal6brXO9RZzkmWZilJ0smNI8+PIiuRPMkg06dpSeUsf1pa44FQ7mzZjOhd27X7l1yzz33yDe+8Q355S9/mbxKoXpvb69MnzFdvvWtb8lVV10la9eulaHjn84IPThZNxM6m374yeioHGvoSk7IXPn8DhnsO/EpEDKWhVcm4udDhJ609vEL/g7cORanyqTN49j41KF5WTK2386wOnOg9VjjQfQYyUKbRfMMZdB8lhpfiQatx9p71JCcJR7M4pGFsZ4sGfrJQnQlGrQeazyI7jnQ3iAVC34qB1feL8O9Y6+4hnrQPP08W/ssdTCjn+D4cJ5UvvBzyQ32pW4ktJc50M5jjQfRY/1kYawnS4Z+shA9dluyZELz6MOD6KFj+oyvs/SEMvaYaWuOBUO5s2ozoXe0s7NLnn76aTnv3HNl8eLF0tfXJ2VlZclJjj//+c+lsqpq3B+A0INzppsJnXXsaKcsnbYp+Wlt6hr38VCOZflPsZnQ4+t1IvgZux7EidrrIR/Nk14lHhq1J77tIWM91nh5jo7/bH3oiW4fc+97j5qcr1VH86QnlLGe9a0em0cuS4YsjPV4j5pepdeoPUM9ZKzH2nvUkJwlHszikYWxniwZ+slCdCUatB5rPIhuOdh1TCqXXS/7X75RhnpPfAw71IPmaef5tc9S2xxa37EaKZl5kXRUbRj396jNsqYHolviwSweWRjryZKhnyxEV6JB67HGg16ntiQLY57P+Fp70Txjc62Xto7No+es20zoHdMNhX708vzzz5cnnnhCrrnmGkk2EpVjn8Xmzit5kKx2JpsJvWhVi24kpm6SRUUbpaW+c9xGwh6LYyr/KTYT+mVARz+cK0c/nJ/81G+Yl1+jKdFhzItl6CPjiX+qY5Lz/c27Vkp37e7kMsJ6RT4eX/s7RYMxz2d8nfa7tDNDmTTf6hwLWo81HkSPkSy0WTTPUAbNZ6nxlWjQeqy9Rw3JWeLBLB5ZGOvJkqGfLERXokHrscaD6GMcleH+Ljnw8m+k6oUJMtDZlPwDThbaHjRPm/Frn6W2OdWSq12+97RULf1V/ptBbcavmQO9rzUetBk0iEcN0UPzsmToJwvRQ3Otx5o+6HVqS7Iw5vmMr7UXzTM213pp69g8es7KzYTeOf3o5e9//3v5+te/nlzPobi4eNwfRB4AHiRq5eluJnQjoZ/a0E3ES7O2Jm9zhOaiWf5TbCa6anbLoTcfkENvPpz8HHzjofwaTYkOY14sQx8ZT/xTHZOc79+/4k4pefa7UrHwcqlZ84y0la+X/mM1x790aPyrFjz29veN5kkGnVqJ5hnLWM/OsHpsHrksGbIw1uM9anqVXqP2DPWQsR5r71FDcpZ4MItHFsZ6smToJwvRlWjQeqzxILpyuK8z+a6NysXXymCnfqHe2FuCZCG6Es3TZvzaZ6ltTrXexmopmXGedOz/OH9bbMavmQO9rzUetBk0iEcN0UPzsmToJwvRQ3Otx5o+6HVqS7Iw5vmMr7UXzTM213pp69g8es7KzcRwLidbt26Vyy67TL7//e/Ld7/3PZkzZ05y7gQPCg+Ar1U/nc2EXhviSGWLLJy0UZbP2CLtLT3BTYvO5ViW/xSbieTtAr3U9fGf5H/zpvZ6yEfzpFeJh0btiW97yFiPNR7Uq+/pdxK0VW6Sw6sekrI5l0rpnB/KgRX3SMvuVdLXfECGB3rG7m/go8D292F/T7HnyKl67ByyzIMhHQ2StcSD1ktbk4U2h+YZyqD5LDW+Eg1aj7X3qCE5SzyYxSMLYz1ZMvSThehKNGg91ngw6dOPng/1y5G3n5SyuX8v/cdq81eJPdVc5nhyvBB9ltpmR4aHpObdZ+TAK/eIrq2XtmYODOXwoM2gQTxqiK5E84xl8M6kh97QsfGYS22JB2Oez/hae9E8Y3Otl7aOzaPnrNtM6MdA31uzRi686EK59dZbpbq6Wl544YXko55TpkxJ3gLhzit5kKyWdTMxPJyTil31yYWrVi7cKZ2tvfk/ZKMjo9LfNyS54bH/GdtjcUzlP8Vmwt5Xe7vSdG6v9dE8Qxk0n6XGV6JB67HGC3J0VIZ7u6Tz0C45ummhVC65TkpmXy5VL/xa6jfMks7Du5P3nZONyPGNRXCOOYkTn+OHbmeWjO23M6zOHGg91ngQPUay0GbRPEMZNJ+lxleiQeux9h41JGeJB7N4ZGGsJ0uGfrIQXYkGrccaL89PPpHc8IDUvT9DSmdfKr1N+5MLvpE/1dz8HPfctv1+faoe9buO7Jbi6d+V7pq9+b/j/Bxf+7ne1zqWSfPS9NA8svbYaBCPGqKH5lqPNX3Q69SWZGHM8xlfay+aZ2yu9dLWsXn0nDWbCb2zepnq9957L/kI6F133y0NjWPfoDcwMCCLFi3Kbyi6urpOetB5QJRZNhO54ZwUbz0i8x9fL6uX7pbujv5kpt4O/dEv/Fq1eJdU7j6a/8PnfyFaFzYT/zs/zTGavLerJ4017nhF9r98l5TM+qGUP/8zqV07Uzr2b01ePmZj4X8/PCfQqZVonrGM9ewMq8fmkcuSIQtjPd6jplfpNWrPUA8Z67H2HjUkZ4kHs3hkYawnS4Z+shBdiQatxxoP5nJD0rhlmRTP+L70HK3IzyB/qrnM8bT9fu2z1OT0lb9DK++VA6//NvOrEqe6nczmWBA91k8WxnqyZOgnC9FjtyVLJjSPPjyIHjqmz/g6S08oY4+ZtuZYMJQ7azYTtXW18uhjjyXfp6EnXt7/wAPJl2npndaLV82cOTN520O/B0NfsUg7h0LzWTYTHcd65Lkn18ucR9bJu8v3yvqVZbLhjfL8z7pXS2XWQ+/LljX78ydi8ouwLGwm/nduJk7M1sdcLwGsH7HTcyoOvXmnlMz+oRTPvEQOvHKrtOxemXi6sRg5viHkDwy/L2olmmcsYz07w+qxeeSyZMjCWI/3qOlVeo3aM9RDxnqsvUcNyVniwSweWRjryZKhnyxEV6JB67HGU47qlwbuXCH7pn5TOg5sFf2YOTlL22N1XXuP2udsTcaTeV1HdkrJs9+Rnvrw5sbOsuvQPOsz39L6af1pup1zOhmOeSY99IaOjcdcaks8GPN8xtfai+YZm2u9tHVsHj1nxWZC70xpaWlyWWr9ngv9uerqq+Wtt95K/jA2NTXJTTffJD+7+urE++lPfypvv/tu4vEg8YAos2wmOlt7ZMWcrbJs+qbkZ+m0j/Jr1ZKPh07fJHs3HylsJlJOHAs99mjQ/l5Y46WRnKXPfjI6IkM97clf2nXr5kj589dI8fQLpWrJL6Vhy/Lkf4V8jp7e2LwsGduv6zPpsX2hfn8MarIQPTQvlqGPjCd+aK71WNPva6/jK/FgFo8sjPVkydBPFqIr0aD1WOPp+UDHit+VfdO+I22VG/O95CzzPYHNhveobb9fk/HUXG6wX/avuEuOvP2UjOSGorfrVHO9r3XomOTSvDQ9NI8sM0MZPLIQPdaTJROaRx8eRA8d02d8naUnlLHHTFtzLBjKnRWbCb2DeiKkfoJD38Lo6u5O1nr+hN5p/Z9mT29v4nUe9/FCDw6biZ3R7+YYkYG+IRnoG5TB/hPUta317Q4eeI5lWXhl4sSrB/o42ceGx83TZ3zt82lzuYKpXq9CT9DsbTokDZuXSOWiq2TvlG9I6ZyfSN37z0rXkb3JR/TsXH9M6ljGevY2WZ050Hqs8SB6jGShzaJ5hjJoPkuNr0SD1mPtPWpIzhIPZvHIwlhPlgz9ZCG6Eg1aj3Xi6fVxDmyV4ukXSPOuV/PfAErGk3nQ+mieNuPXPkutr4zoJzdKpp8nvQ3lyf3Je+acIj+PmixEt8SDWTyyMNaTJUM/WYiuRIPWY40HvU5tSRbGPJ/xtfaiecbmWi9tHZtHz1mzmdA7xB3mzlniQTxfq/7hh2NfQX7ppZfKT674iTz55JPJ5oQeJX2eZNCpbY9efXPJkiVy5ZVXyuWX/zj5uvNp06Ydv8jT2EuboX47y67JQuuxxoPoypBm9ZCP5hmb67PUoZ6QRw4vjeQsfTbN05y+HaKXDG4tXZd8ZLZk1o+Sv1APrrxXWkvXy2BXa/LJEJ2Rda49Hmt6qU81jxx9ED1GstBm0TxDGTSfpcZXokHrsfYeNSRniQezeGRhrCdLhn6yEF2JBq3HWr2umr1SMvMH0rjtZRkdGfsPEH6IzIM2g+ZpM37ts9Rjr0rcLrVrJiUXuNM+PD8jVJOFp5uhD9JPDdGVaJ6xDN6Z9NAbOjYec6kt8WDM8xlfay+aZ2yu9dLWsXn0FDYTgZcK9+3bJ3fccYfcfvvtcttttyfnW/T0jH3kkwfOP7jU3qdWktHNxCuvviq3J8e4Q2677TZ57bXXJJfL5TNkbX/amiwM5fCgzYQ09dFhqAcPhjJoZDzxlTGPnM/4mpxlLOM9rfM/uaFk89BetVmOvD1JSmdfKMXTz5cDr94jx/a9k2w6ko+sBp5Hfq69PbrGtzoatB5rPIgeI1los2ieoQyaz1LjK9Gg9Vh7jxqSs8SDWTyyMNaTJUM/WYiuRIPWw+9tOiDlz18ptWufyXQhKPos7VyO5Wkzfu2z1O2VH0jJrIult+ngKe+Ln6k1c+DpZuiD9FND9NAxs2ToJwvRQ3Otx5o+6HVqS7Iw5vmMr7UXzTM213pp69g8egqbicA/AvqWiX4ChJ+h4ZOvqugfXGoeWF+rjqbUjYPOHxwcO87w8Nj7kTbDrFMxS08sg+ePgw6tj+YZyqD5LDW+Eg1ajzVeGslZ+mzMI0tG6+QnNyzDvR3SVbtX6tfPlfIFv5R9086TyoVXSsPmucnbJHqehV7HQ3uZA5kHQzoaJGuJB62XtiYLbQ4N6kXY+oeGpa27V2qa2+RAXbNUHGlIWNfSLu09fYlvT1SlNzbXeqx9HzUkZ4kHs3hkYawnS4Z+shBdiQat98noJzLQdlQqF/xCDq16UHID4/+zMi7r3lJgHrRZNE+b8Wuf1To30C3Vy66X2vefHXeuBFk/I1SThaeboQ/STw3RlWiesQzemfTQGzo2HnOpLfFgzPMZX2svmmdsrvXS1rF59BQ2E4HNBA9O7AH0HrXvpVaS8YxlrJe2js2jJ5bBIwvRIboSzTOUQfNZavzQXOuxpi+N5Cx9NuaRJeNr1fU8i6HezuR8iobNS5NLDBc/e55ULLhc6tbPk44Du5IrGGo21J+mk4XcBks8aL20NVloc2idPf2yueyQPPL6RvnhtBXy1Qeelz/5zSz5tzdNk6/cODXhf/jNLPmrBxfIj599Taau3iI7qmqkbzB8Yh5zoT0ma+9RQ3KWeDCLRxbGerJk6CcL0ZVo0HpD3W1y8LXfy4FX7pbB7mP5rM2krZkHbQ7N02b82me1bq/aJGVzfiy9zYeSC2b5jJ8RqrP0xDJpXpqut8F71Pb2oUE8aogemms91vRBr1NbkoUxz2d8rb1onrG51ktbx+bRU9hMFDYT+ScgTwoYewJ5j5pepdeoPUM9ZKzHGi+N5Cx9NuaRJeNr1dGU+jbH8ECv9B07Ik0fvyjVy6+XkpkXS+mcK+TI6gekY/9GGexqSa4Iykw7I6Qx33qs8SB6jGQhWX11obG9S+au2yXfenSxfPmWafL56yfLOROL5AsTi+RLEyfLl66fLF+aWCRfTjg50c+ZMEm+eMMU+fKt0+QHk1+SZVvLpKNHX5U58XFG1pBjWnqPGpLN6acd+pqkrPlj2du0SZp76scdixx9MKQPjwxLfedh2dP4kexvK5X+4bFvv6QH0qtEg3jUED3Wo69CHFn9qFQsuCZ5dWL0k7FXvmxvbM2xoM2iedqMX/vscH+3VL94k9R9MD1/MqjP+BmhOktPLJPmpel6G7xHbW8fGsSjhuihudZjTR/0OrUlWRjzfMbX2ovmGZtrvbR1bB49hc2E+cuPBwXGHkDvUfteaiUZz1jGemnr2Dx6Yhk8shAdoivRPEMZNJ+lxg/NtR5r+tJIztJnYx5ZMr5WHc1Tz4BPTuA8ViutZR/IkdVPSOmcS6Rkxrly8PXfScu+92Sgoynzpb25DZYnHdO9DG6zrEM9vQND8tKmffLXjy6WcyZOli9MmJTfOOjm4bMTiuTTv54kn772afnUL55KqLXqXzy+uVB+fkKRfO6GKXLB5Jdk3b4DMjQ89gmm0DG5PZCMr63eP9Qnaw+8KlO23i7Ttt0tz26/V14pnSODuYH8J6Vi/eoxT7m55j2ZvOX2ZM7kLXfIa2XzpHvw9L6N81TH88cknxselPoPZkj5/B9Jb0PVuNtF5lS098VnvUftc7YmA9vK3pfSOT8SPZ+DHB5Ej5EsDGXxoM2gQTxqiK5E84xl8M6kh97QsfGYS22JB2Oez/hae9E8Y3Otl7aOzaOnsJkobCbyT0CeFDD2BPIeNb1Kr1F7hnrIWI81XhrJWfpszCNLxteqo3nSQ0YvgqWf/miv2ihHVj8mZXMvltLZl8jB1+6Slt2vS1/zIdErDNIXm3c6GbLQztWPxB5u6ZDbl66Rr+grEROKkk3E5yeMbRT+020z5GuPLZGJS96T59Z+LCu3lcm7u6rkjW1lMnfNdrl28bvyvx5eLP/+lunymeMbC918nDOhSP709hny2MqP5FhXz0mPEbfFktuFRg0HhwfkrYoXZMrW38rW2rXS3ndMugc6pbO/Lfk4OH2QPuj1hq4jUrT5VtlSuyaZU32sWGZsvyeZra9+aN73Ws171JDjhXr0udC847XkVavOgx8nx6EP2v60NVloc2ieNuPXNquf4KhedoPUvj993NUubcb3p9VZemKZNC9N19vhPWp7G9EgHjVED821Hmv6oNepLcnCmOczvtZeNM/YXOulrWPz6ClsJgqbifwTkCcFjD2BvEdNr9Jr1J6hHjLWY42XRnKWPhvzyJLxteponvQEM8l5Fm3SfWSP1H0wUyoW/VpKZp4nVUsnSOPWJdJztCo5D2M05WvUmR07JhlPevTk4uIjjfLNp5bJ567XtzHGXmXQVxb+9uFFMnXVZimraZLO3gHJjZz8vTI6N5cbkbbuPtmxv14eWfGB/MW98+Rzx98K0Vcqzrl+slw963U52NSWPE4c298mrb1HDXc3bJJJm2+VymP7kuvF2B4ydi4axKNee+AVeX73E9Iz0JVsHHQD8VbVC7J4T5H0DI5pZOmNHZMsTOvRt8Ja9rwlJTMulrbyDzKfpGvnseZYEF2J5mkzfm2z7ZUfSfn8K6Sv5fC4K3DajO9Pq7P0xDJpXpqut8N71PY2okE8aogemms91vRBr1NbkoUxz2d8rb1onrG51ktbx+bRU9hMFDYT+ScgTwoYewJ5j5pepdeoPUM9ZKzHGi+N5Cx9NuaRJeNr1dE86QllrKdvhwz1dUlXzT5p3LZc9r94g5TNv0wqF/9K6t6fKW0V62Wws2nsTHr3NkbsmOOOYfq0R392HqyXbz+xVD6n50NcPznhn989R55cvUWOtLSLfpKD+XaW16j1G3p18/Hblz6Qr9w+I/8qx+cmFMn3Jr8oFUdbgvOYzRxfq64nuS7eO0neqFgkfUM90t7XIl0DHYmued9rNe8l80ZHZFnxNFldtUz0vAmOWdy0TWZ9/IC09o59zbfvPdVc6zPTano/dANRMvMiad61cty5MxwL2v60NVloc2ieNuPXZId7O6Vq2Y1Sv2F28ladzZGB1ktbk4WhHB60GTSIRw3RlWiesQzemfTQGzo2HnOpLfFgzPMZX2svmmdsrvXS1rF59BQ2E4XNRP4JyJMCxp5A3qOmV+k1as9QDxnrscZLIzlLn415ZMn4WnU0T3pCGet5PzfUL/1tNclbH4feeCi5vLe+r374jd/LsX2rpadhvwz3dY0714Jj+7mhWrPVja3y108sTU6u1BMrv3DDFPnB1BWypbpOhk5xjRN/LGo4MDQsb+yqkm889oJ8QV+lOL5RueSZl+VIc3v+H25/2+hHp1bqiZFPbb5BNhx8S14smZ68HTF7x/2yuebdxCNLrxIN4mmtG4iFe56W9YfelJHjH99V/3B7pcz6+H5p6q7/g7/Noa9ItFVskJJZF0rTxy+N20jEbi+3O0TuG7QZNE+b8WvN6k9ryVopn/cT6Tt2cNyrEpo/nXnMz9ITy6R5aXrodpLlNoUyeGQheqwnSyY0jz48iB46ps/4OktPKGOPmbbmWDCUK2wmCpuJ/F8U/gnCEwdaH80zlEHzWWp8JRq0Hmu8NJKz9NmYR5aMr1VH86QnlLGe9a2u8/hCso7qbVK//lmpWqqvWlyefEeCXu67u7Yk+dipvgdve2Przt5+uWbum6KvGOhG4pwbpsg1896Uw83tp3VfOIa/38ntHh2V0pomOXfS8rFXPiYWJbx2/irp6h8M3lbmhOZ2DrTLEx9NlEmbb5OXSmZKefMu2Vb7vszYfq/sqFuf/6QBvUrmQTytxzYTT8mGw6vybzOoX9NRfXwzUfeH3UyMjEjnoR1SNvcn0rBliYwMnzg3xt4ue7vRY+S+QZtF87QZv9asblSrl90sDZtfOGnDo/nTmcf8LD2xTJqXpoduJ1luUyiDRxaix3qyZELz6MOD6KFj+oyvs/SEMvaYaWuOBUO5wmaisJnI/0XhnyA8caD10TxDGTSfpcZXokHrscZLIzlLn415ZMn4WnU0T3pCGetZ3+p+XvKx074u6a7ZIw2bF8n+l25JXrWoWnaz1K+fLR3VG2Wgo3HchYXsPF3rxz8XbdgtX7xpanKOhH7084pZK+Vwi24kTu++MPuk23n8z5Ge3FlS2yTnPrXs+EdLi+SLNz4jCzbsSd5CoR8yx9eq9w52yxObJsiCPU8mJ1xqJjcyLHrew8I9T8nA8Y900qtkHsTTWs+PWLy3SN4/8LqMjJ74zpwDbWXJZqK55+gfbDOhx+uu2Sdl83869rbBUH90M+VvL7c7RLLQZtA8bcav9a0tffWr/PmfSX/rkfxjaHOnM4++LD2xTJqXputxvUfNbQpl8MhC9FhPlkxoHn14ED10TJ/xdZaeUMYeM23NsWAoV9hMFDYT+T+A/gnCEwdaH80zlEHzWWp8JRq0Hmu8NJKz9NmYR5aMr1VH86QnlLGe9a1+qnm5wd7k5LiWPavk4MoHpGz+FVKx4BdyePVj0lq2Qfpba8RehVNn729okf/nd/OSf9y/MKFI/vuDC6S0tinZSNjbcapjx24nvczbWlkj//c9c5OPkOr1Kv7yvvmy/2jLSf+g2j56of7jr29rbDy8Ov/JDd0Y7Ty6UebuekS6BzvHzdNZ+umP3qHuZOPgb69ez+GVsrnyauk8GcqNvVKiPfopkbk7HpL2/tY/yGZCZ/Y2VEr5gmukds0UyQ30jrud/nZxf60eW/OYQZtF87QZvx7qbZOqJROkYfPi1E3p6cxjfpaeWCbNS9P1uN6j5jaFMnhkIXqsJ0smNI8+PIgeOqbP+DpLTyhjj5m25lgwlCtsJgqbifwfQP8E4YkDrY/mGcqg+Sw1vhINWo81XhrJWfpszCNLxteqo3nSE8pYz/pWj80jN5YZTT5Sql9I1la+QWreeSr5x6t0zsVy8PUHpWn7Uult2i/D/T3y2xffl88kF6Aqki/fPE2Wby4OflIjdmy88bfh5McBXz/xMX3Nx/KZ66ckr4bopz0eePXD/KaAXHzuqKw7+KrM3/VI8sqEZgdzg/J29VJ5YV/RSdeZ0E3EO9XL5IW9k2Vf49b870iPxXG2130g07fdI/oqhGp6YqeelPlq2bz8Kx1kuY2233vUlv3HaqRq8S/k8KpHZLj3xNtIdh5r24d2KsZ6vEedNlP95FyJ56+SgfbTf2Umba7qHBuGsnjQZtAgHjVEV6J5xjJ4Z9JDb+jYeMyltsSDMc9nfK29aJ6xudZLW8fm0VPYTBQ2E/knIE8KGHsCeY+aXqXXqD1DPWSsxxovjeQsfTbmkSXja9XRPOkJZaxnfavH5pELZfT7QPTKhZ1H9krdB7OlcrF+7PSHUr7ol3Lf/TfK/7r5Afn8xCL5+eyVopfNZpa9HaG55PB8jQ7xlce6e+W8SS8mn/DQVyf+8+/mSUPb2Mcvyfk+atja2yTzdj4iy4uny56GzclbHNO23iWlTTvyvwNm6bkPj22cKA+s/4XM3/VYsvHAY17vUI/M3/WoLNn3jOjHTldXLpHp2++RA62l+ZMyydKrRIN41HCgvUGqlt4iB1//vQz1dqS+0pHWjx4jx4I2i+ZpM3Y91NMuFYt+JY3blp30Tbg2l3Xe6fbE5qZ5aboe23vUWW4XWZilJ0smNI8+PIiuRPMkg06dpSeUsf1pa44FQ7nCZqKwmcg/af0ThCcOtD6aZyiD5rPU+Eo0aD3WeGkkZ+mzMY8sGV+rjuZJTyhjPetbPTaP3KkyoyMjkuvvkb6mA7Jq+bMy73eXyq9/c5N86cZn5M2Py/PXa0ibx3zrj+RGxp3hT8aTHqW+JbFw41759PWTk0txf3biZFm0qTi4kaHPz9O6sbtOXimdK1O2/kbm73xEihu3y1Du5O8D0bc9Xi6ZlVzdclvtunEnWdq5jd21yRU0dd6C3U9KefPu5FwMm+H2wDTP6sN9nbJ/xR1StewmGWhvPOk5wixL22/12DrW4z3q0Dz1jhW/nZzX0ddWF729zIGheV4jC72vNR4ktLcWAAAgAElEQVS0GTSIRw3RQ/OyZOgnC9FDc63Hmj7odWpLsjDm+YyvtRfNMzbXemnr2Dx6CpuJwmYi/wTkSQFjTyDvUdOr9Bq1Z6iHjPVY46WRnKXPxjyyZHytOponPaGM9axv9dg8clkymtXLWl85/RX57MRJ8uWJT8v/fOB5aek4+dsp/Txqjperb5OeR1dJrvHES/ZkPOlRqtfQ2ilfe3BBcu6Eft/Hz2avlGHdmBy/Bgb9vva6fhJD35LQcyLwoO3VcyE0pxfnQleShcwbGh48ySMT68cjq68KHX7zIalcdI30t9UmM/EgPZZ40Hppa7LQ5tA8bYa1fp+MvoLVuHVpcu2OWE/MY55nlp5YJs1L0/X43qO2tw0N4lFD9NBc67GmD3qd2pIsjHk+42vtRfOMzbVe2jo2j57CZqKwmcg/AXlSwNgTyHvU9Cq9Ru0Z6iFjPdZ4aSRn6bMxjywZX6uO5klPKGM961s9No9cloxmm9o65f+6c3byD/lnr5skNy1dc9KrEvZ2hOeOSt/SLdL6f0yU/jd3in5a49Q9JzK6cfj9srXyaf1isIlF8tX7n5fG9u78P/Qc83TuGz2Q3tDtwiML0UM9WTL0a1avWFq3braUJt+yeUD0RM/QXHosORa0XtqaLLQ5NE+b0bX6x0rWSdm8n8hg5/iLddFre9Cg9dLWZGEohwdtBg3iUUN0JZpnLIN3Jj30ho6Nx1xqSzwY83zG19qL5hmba720dWwePYXNRGEzkX8C8qSAsSeQ96jpVXqN2jPUQ8Z6rPHSSM7SZ2MeWTK+Vh3Nk55QxnrWt3psHrksGc3urKqRz934TPIWwx9dN0le31GR/0ecWUo/j3osMyp9izZJ27+eKP1v7DjtzYTOeHFrqXwqub5FkfzH38yUksNjJ/rZY48d6+Tbgm7J7YNZPLIw1pMlQ79+dLdh61IpfvYS6a4pzj+W6jMH0mOJB62XtiYLbQ7N02Z0ra9K6OXcGz96Pn+9jlhPzPOzqbP0xDJpXpqux/UeNbcplMEjC9FjPVkyoXn04UH00DF9xtdZekIZe8y0NceCoVxhM1HYTOT/APonCE8caH00z1AGzWep8ZVo0Hqs8dJIztJnYx5ZMr5WHc2TnlDGeta3emweuSwZzb68uST5NEXy1eG3TJN9RxpOuZkYHRmVXGOHjOZP0gxvJnJt3ZJr0Styjv9fOLdRye38+EC9fOHGZ5KrYv7JrdNk3b79+dtBhj5qiG6JB7N4ZGGsJ0tG+zXXWvyuFE89Xzr2bxt3jga+pT0ma44F0WMkC20WzdNmdK3fwVEy82IZ6GxJ3SDanlPNs1nWWXpimTQvTdfjeo+a2xTK4JGF6LGeLJnQPPrwIHromD7j6yw9oYw9ZtqaY8FQrrCZKGwm8n8A/ROEJw60PppnKIPms9T4SjRoPdZ4aSRn6bMxjywZX6uO5klPKGM961s9No9cloxmZ6z5WD43cezkx/9056zki7eYYWnnDZfWS9tfPCTt33hcuu9bIUN7Dkrv/A+l7Y8mSt+KbTL4UZl03bxY2r72kHScVyS5+lNfm6Gy4Zh8+dYZohfL+uObpsrLW0rOis1E54Htsrfo69Ky98R1MNIeV6vbtX3srR5bx3q8Rz1u3uiIlM27TBq3vZR8goWMp+2JeTZn11l6Ypk0L03XY3uPOsvtIguz9GTJhObRhwfRlWieZNCps/SEMrY/bc2xYChX2EwUNhP5J61/gvDEgdZH8wxl0HyWGl+JBq3HGi+N5Cx9NuaRJeNr1dE86QllrGd9q8fmkcuS0WzR6q1yzvHNxF/8bq4cbRt/kafQPH3FofueFdL+9cel9Qs3SeunbpC2//N2af3TW6T1P9wmrX90g7R+6RbpOO9p6Z2xRkZ6xi4RzW1iphJNL9n9b297Vv7mlvtk6e8vlk3TfyiViy5LfioW/ii/Vo0akrPEg1k8sjDWkzWzb/q3pWn7K+NOXgzdfx4H67HGg+gxkoU2i+ZpM+2VG6V4+vky0NmcnN/hs9S2Bw1aL21NFoZyeNBm0CAeNURXonnGMnhn0kNv6Nh4zKW2xIMxz2d8rb1onrG51ktbx+bRU9hMFDYT+ScgTwoYewJ5j5pepdeoPUM9ZKzHGi+N5Cx9NuaRJeNr1dE86QllrGd9q8fmkcuS0ewzb5/YTPzXe+ZIXeupNxM6e2Q4JyNtPTK4vVK6b10mbX9+u7T+2a3S9pVbpOfe12RwzwEZ6eiV0dzISY8Dt1HJ7Tykm4nbn5W/uPFRmfjb2+S9FXOlZc+7yU/z7nfya9WoITlLPJjFIwtjPVky2t9VW5r/Vlfua+j+hzxyeBA9RrLQZtE8yYzkhqRy8TVSt2Fu6rkS9NKjRIPWS1uThaEcHrQZNIhHDdGVaJ6xDN6Z9NAbOjYec6kt8WDM8xlfay+aZ2yu9dLWsXn0FDYThc1E/gnIkwLGnkDeo6ZX6TVqz1APGeuxxksjOUufjXlkyfhadTRPekIZ61nf6rF55LJkNDvng535tzn+5I5nperosfzbC8xS+nn5emhYep5eLW1fuVXa/up+aTvnZumbtz64iaAnNLe0rlm+dMt0+dL1RfKFm6bK69vKxv5H/Mno2Mvsn4yeVOu3euqnIkI/eNBm0CAeNURXonnGMnp/+bGPYej+hx4bcngQPUay0GbRPMcyo9JetV32TvrL5IviPhk98akb9cM94Yw9Zto6No+eWCbNS9ND94Esxwtl8MhC9FhPlkxoHn14ED10TJ/xdZaeUMYeM23NsWAoV9hMFDYT+b9E/BOEJw60PppnKIPms9T4SjRoPdZ4aSRn6bMxjywZX6uO5klPKGM961s9No9cloxm39tVKZ+9YUryaY7P3TBFtlTVZN5M6DEG1hZL25/fKe3feFKGSmuk/e8ek7b/+XsZ3H3otO7/B2WHk9vxpYlF8u9vmyFbyw/nbwf35XTuGz2QXiUaxKOG6KGeLBn6yUL00FzrsaYPosdIFtosmqdm9DtbymZfJEf1Exzm7z3WnrG51ktbx+bRE8ukeWm6zvQeNccLZfDIQvRYT5ZMaB59eBA9dEyf8XWWnlDGHjNtzbFgKFfYTJg/VP4B4oGD1kfzJINOrUTzjGWsl7aOzaMnlsEjC9EhuhLNM5RB81lq/NBc67GmL43kLH025pEl42vV0TzpCWWsZ32rx+aRy5LRbGVtk3xeXxGYWCR//OunZfb7O/P/iDNL6edpPVxzTNq/+oi0/dndMripKskMbiiX1q/cKp3nT5Vc29jFr3yvn6v+rDXb5VPXTUpux3++a45Um1dI6KePGqJb4sEsHlkY68mSoZ8sRFeiQeuxxoPoMZKFNovm+YleV2LfO7Jv6rky2NWa/wSH9vosdWyu9dLWzIGhHB60GTSIRw3RlWiesQzemfTQGzo2HnOpLfFgzPMZX2svmmdsrvXS1rF59BQ2E4XNRP4JyJMCxp5A3qOmV+k1as9QDxnrscZLIzlLn415ZMn4WnU0T3pCGetZ3+qxeeSyZDTb1dsvX394UfKdHJ+fUCQ/mPaqDAwNn7Sh8PO0Hty2X9r/28PSt3RT8t66anqZ7t7J70j7/3hchg+PfQOo7+U2KtXr6R+Ua2a8Ip+bUJR8a+n5Ty2Trr6xkzbJ+J6QnjWTdnvSdHus08lwe86kh97Qsa2Xtj6dY5Id6uuUsrk/kqadr+efu8wn44mvjHk2Z9dZemKZNC9ND91OslluF1mYpSdLJjSPPjyIrkTzJINOnaUnlLH9aWuOBUO5wmaisJnIP2n9E4QnDrQ+mmcog+az1PhKNGg91nhpJGfpszGPLBlfq47mSU8oYz3rWz02j1yWjGZHcsNy3+LX5e9uuUu+evMD8qe/eVbKahvH/a/U3g47d2RwWHKHmmSkfyjZfODppzeGj7QkJ2mGermNeDv21yfH1VdHdENx98sf5B87Mr4npGfNcDshfdQQ3R4LD8YyeGQhemiu9VjTB9FjJAttFs1SLy3e9PErUvLsRZLrP3H1UfpsVjVqfKuFPJuza7LQeqzxILoSDeJRQ/RQT5YM/WQhemiu9VjTB71ObUkWxjyf8bX2onnG5lovbR2bR09hM1HYTOSfgDwpYOwJ5D1qepVeo/YM9ZCxHmu8NJKz9NmYR5aMr1VH86QnlLGe9a0em0cuLaPfHDoyNCADbUelrWy9HF79sGydebW8+sAFct1vbpLPX18kRW9uksGh3LhXJ/w8ao4Xuq1kPG2Pvgpyl379+fGrX37xlumytbo2eGz6YvOyZNL603R7304n8w+5LfSGjm29tPXp3E7NDnS1SOmsH0jzrtfHPfbM9/Oo8ZVo0Hppa7IwlMODNoMG8aghuhLNM5bBO5MeekPHxmMutSUejHk+42vtRfOMzbVe2jo2j57CZqKwmcg/AXlSwNgTyHvU9Cq9Ru0Z6iFjPdZ4aSRn6bMxjywZX6uO5klPKGM961s9No/c+Myo5AZ6pKehUlp2rpRDK++XiueukoqF10jNO09J897Vcs2k2fLvrn8q+W6M/+/BBVJRP/YWRXjeifuGr+SYaNSe+MqdB4/Kn945K/8lXxdOXSG9A4Pj/kGjnz5qiG6JB7N4ZGGsJ0uGfrIQXYkGrccaD6LHSBbaLNoJjkjjtqVS/vwVMtx38pe8ae+J7KmvZkrWHjNtTRaGcnjQZtAgHjVEV6J5xjJ4Z9JDb+jYeMyltsSDMc9nfK29aJ6xudZLW8fm0VPYTBQ2E/knIE8KGHsCeY+aXqXXqD1DPWSsxxovjeQsfTbmkSXja9XRPOkJZaxnfavH5pHTjJ6/oF953V6+XqpfvEn2Tvmm7J3ybTn4+u+kY/9mGezStyIGk68Nn7put3xmYlFyOWv9GvBbX1wng8Mnzp3wx6TmeKHbSsaTnr7BIfnlvFX5VyXOuWGKLP1oX/5xI0e/r72Or8SDWTyyMNaTJUM/WYiuRIPWY40H0WMkC20WDQ71tEnxs38vzbvfGreJi/XQG8tYL23NHBjK4UGbQYN41BBdieYZy+CdSQ+9oWPjMZfaEg/GPJ/xtfaiecbmWi9tHZtHT2EzUdhM5J+APClg7AnkPWp6lV6j9gz1kLEea7w0krP02ZhHloyvVUfzpCeUsZ71rX6qefpV1z11ZdK0/WU5+OqdUv7c5VK15GapfX+GtFVslIH2hmQToXOYdaCpTf7f+59LTsTUb+78y/ufk92HG/I+Oc/Q7ULzWWr1R0ZHZWPZIfkvd81JXpX4woQi+esHF8jhpraT/kGzfdpLDTmeJR7M4pGFsZ4sGfrJQnQlGrQeazyIHiNZaLNoSn3bq71qo+yb8X3pbx3/9lJaj+rMiGWsl7ZmDgzl8KDNoEE8aoiuRPOMZfDOpIfe0LHxmEttiQdjns/4WnvRPGNzrZe2js2jp7CZKGwm8k9AnhQw9gTyHjW9Sq9Re4Z6yFiPNV4ayVn6bMwjS8bXqqN50hPKWM/6VrfzdK0nUQ73dkhPfWlyfYCqpTdK6ZzLpOqFa+XoxrnSXVcqQz3tyZUYuQiRncdxln+0V75y89Sxf9wnFsmPZrwqB5vbk/thj0k+NMNqaT2qF9c0ydcffyH59IaeePnFm6bKsk37ol9/zmw/F90ylknz0nSd6z3qLMckC7P0nG7G5nXNsaD10ZS68axefqPUvPfISV9CltZj58cy1ktb29tyJpm0/jRdj+E9ant8NIhHDdFDc63Hmj7odWpLsjDm+YyvtRfNMzbXemnr2Dx6CpuJwmYi/wTkSQHtE0ivBtg/3Ce1HQfkQFuZtPU2S24kl+8lS6/Sa9SWvUM9cri9Ug61VUjPYGe+h4ydxxovjeQsfTbmkSXja9XRPOkJZaxnfavrvJHhIRnsOibtlZukZs1UqVhwlZTOukgOvHK3NH/8ivQcrZDcYG/+Ntj+tHVP/4BcN+8t0Y+IfmniZDnn+ilyxczXky//8veB2s7yGrWlviKh30z69SeWyDnHT7rU4/36+dUnnSvBbPp97XV8JR7M4pGFsZ4sGfrJQnQlGrQeazyIHiNZaLNoyvaKD6Vk5vdkoKP5pFeE0npUZ0YsY720NXNgKIcHbQYN4lFDdCWaZyyDdyY99IaOjcdcaks8GPN8xtfai+YZm2u9tHVsHj2FzURhM5F/AvKkgPkn0MioHOttlFdKZ8vkzbdL0ZbbZOb2+2RH/QYZyo3/6CC9SvrRqJX609LTIMv2TZMinbn5Vlm0+2mp7zqceGTptcRLo82y9ll0pfeoyfg6S08owzzIXOXYpzDqpK30PTm8+mkpm/sDKZ15ruxfcaO07HlL+lvrkoxefMj2MetU1J7DzW3yd4+9IOccP39Cv1H0kikvi54oOZzxezY4jr8Neg7GO3v3y989sih5RUK/9lyP84OiF6X+WEfqP2bMSZuLbkkPzOKRhbGeLBn6yUJ0JRq0Hms8iB4jWWizaMP9XVK5+BdSt35m/js4bM6u6fGMZayXto7NoyeWSfPSdJ3pPWqOF8rgkYXosZ4smdA8+vAgeuiYPuPrLD2hjD1m2ppjwVCusJkobCbyfwD9E4QnzsBwv7xU8qws3POUHG6vkmO9TbLpyDsyZcsdUta8M+kna2d4jVo5ODwgL5fOkvm7HpPazgPS0F0ri/cWyaI9k6TvFP/rtnP0eL62t4F1LOM9at9LrSTjGcuM80ZGJDfYL30tNdK081WpWnqlFE8/L3kLo+a9KdJRvUX05Dk90dL2hY7t/VCtt1N/9h46Kn/zyKKxDYW+QjGhSP7jb2fL5Le3yrHOHsmNnPjyLjuH+4lGPZzLSU1Lu9zz0rrkapuf143KxKLk20rPf2KJ7G9ozT9W9FoyB40aolviwSweWRjryZKhnyxEV6JB67HGg+gxkoU2q5r+tJWtk5KZl0p/29GTnj82r2vmeNpczLM5u87SE8ukeWn6P/S+nM5cez9Zp/Wjk7PEgzHPZ3ytvWiesbnWS1vH5tFT2EwUNhP5JyBPCsgTqK2vRebsvF+OdFTn/2LSDcaK0tnyevl8yY0MB2fQ7+epfrTriEzecrtUtOxOvsxJM7pRmbTpZjnYViKjx7+EiF5L5qbRZln7LLrSe9RkfJ2lJy2TG+qX3qPl0rBluVQtu0n2Tf1WchJl/YZ50nl4nwz3dckn+gVXZ/i85DZ7Mk+5+9BR+eoji5OLSOk//Pzj/60nl8iCdTvkUGNbci0Keux9Ya2f1iirbZLpq7fIV+9/Tj57fE4ya0KRXPzMy1J9dPxVMv1tYpbVOSa0Hms8iK5Eg3jUED3UkyVDP1mIHpprPdb0QfQYyUKbVS05V+LFW6V+43MyOjL2cU+b8WvmeNpczLM5u87SE8ukeWm6Htt71FluF1mYpSdLJjSPPjyIrkTzJINOnaUnlLH9aWuOBUO5wmbiDP/S5kH15EFGp1aiecYy1ktbx+bRE8vgkYXoIyM56RrskNzoiYsd6WbilbI58lrZ3NPeTOiJgrsbNsqz2++Vjv7W/Aald6hb5u58SNYfWpnXuC2W3K402ixrn0VXeo+ajK+z9JAZHcklf7n3NlRL/YYZUjb3Etn3zAVSsfAqadi8QPqOHRn79MUn4z/jHzqmvz2xDFlIVjn6ySdyqLlNrpnzhnz+xin5tyW+MLFIPqWvVNw6XS56fJk8+trG5MvCdh6ol7IjjaJcvbNC7n15vZz76GL5dzdPk08fPzdCNxHarydb3rF0rRzr6jnpceW2WHK70KghuiUezOKRhbGeLBn6yUJ0JRq0Hms8iB4jWWizqrWWvCelsy6UgY7G/G2wGb9mjqfNxTybs+ssPbFMmpem67G9R53ldpGFWXqyZELz6MOD6Eo0TzLo1Fl6Qhnbn7bmWDCUK2wmCpuJ/JPWP0F44kB8/armPQ2bZcrWO6RcX1kw7+OTUfo+W28+8q4s3P2U9A6euLzvYG5Alu57Rt6qXPIvdjPBYzHc1y0dB3ZKzXtTpXT292X3k/9D9r98uzTvflP6j9WKbjLs48HjhgbRLfGg9dLWZKHm9HszFm7YLX/2u3ny2esmyRcnjH0Zl24M9JyHz1xXJP/m2qflX/9qkvyrX43x3/zq6fy1IzTzxeObiU//elJyPsY7uyplcHhs08mxYOi2eY8axnpCGTRIPzVEV6J5xjJ4Z9JDb+jY1ktbx46pr2xVLZkg9evnJZ/gIJs2K3QbQj1oMDYPjyxEt8SDWTyyMNaTJUM/WYiuRIPWY40HvU5tSRbGPJ/xtfaiecbmWi9tHZtHT2EzUdhM5J+APClg6AmkG4nS5p3JWxQfHVktwyNjFz8iS6/Sa7bWcy4W750kfUMnrso3lBuU5cXTZFXF4n85m4mRsbckRkaGZbCzSdrK3pODK38ne6d+T/ZNPU+ql10tLcXvyVBPx0kfz7OPB48bGkS3xIPWS1uTheS0bmrvkgdWfiR/ee88+cz1k+XTZlOhGwv9YdNArdeO+OMJRaIXo/rrhxbKs+/vSL5YTF/1sLN17Y+JH/LIQptljQfR7TzvUcNYT5YM/WQheuy2nG7G5mNz9Ta0V6yV0tmX5M+VCN2uU80L9aBBPyNUk4Wnm6EP0k8N0ZVonrEM3pn00Bs6Nh5zqS3xYMzzGV9rL5pnbK710taxefQUNhOFzUT+CciTAvonkL7dsefopuTEy2QjkRvM95KlV+k1W2/SVyb2nPzKxLJ/Qa9MjAz1SV/zIWnculwqF18l+6Z8Q0rnXCx16+dJV01J8vZG6HHgMbKPh9dC3ulkyELmQXQlWnffgGyrrJFJr38o35u0XP7sNzPlj2+aKv/q+in5n0/dPFX+y52zknMiZq7eLHsO1kv/4FB+Rmgu863H2nvUkJwlHszikYWxniwZ+slCdCUatB5rPIgeI1lIVk/YrVx8rTRuWZY/cddnyFqS8YxlrJe2js2jJ5ZJ89J0nek9ao4XyuCRheixniyZ0Dz68CB66Jg+4+ssPaGMPWbammPBUK6wmfhDbyaOnzgYetDRPO0vJubZnF1n6Yll8OxMXaMr9ZoSu45+JFO2/kY2Hl4t+iqCz6T1ozMvOWei8SOZcdI5Ez0yZ8eDsv7QG/n/3dJryZw02ixrn0VXeo+aTL7Wk9v6uqTjwLbkipPlC34uxdMukKplN0jjtuXS01AtucG+5IRS7aEPMg+GdDRI1hIPWi9tTRbaHJpSf0ZGRpOvKm/p6E5Ooiw9dFT2HayT0sNH5cDRluR8CP0oKHmdxYy0uVa3a99HDW2WNR5EV6JBPGqIHurJkqGfLEQPzbUea/ogeoxkoWb1Uz8te9+WsrmXJldBxYOnMy/UgwZj8/DIQnRLPJjFIwtjPVky9JOF6Eo0aD3WeNDr1JZkYczzGV9rL5pnbK710taxefQUNhOBzcTw8LCsXbtWVqxYIa+88oqsXLlS6urqxv0DZx/cvp5BqdxVL+8s3yuvzv9Y1r1aIjXVLTI0pO+Lh1/2bWtrl7fffjt/jFWrVkl7+9gVCfWXw3x+UTGShaEsHrSZkKY++mBuUPSVhGe23plcWyJ5a2P0E2npPZp8wkPf+iBLX3PPUXm3erl8dORtGRjuO2nj0dhdI1O2/FZKmj7O9x5oLZdJm2+Rg+1lknY1R+bHqJ7/4fZB66N5amZkqF/62+qlrexDObTqQSmZ+X0pnfNDObjyPmkrfT95a2M0N5T8ZU4/s6khOgzpaJCsJR60XtqaLLQ5NE/NqKY/+jXWrNFDjM21HmuO6Wuv4yvxYBaPLIz1ZMnQTxaiK9Gg9VjjQfQYyULNDna3StWSidKwdUnw93Q68+xc+tAgeoxkYSiLB20GDeJRQ3Qlmmcsg3cmPfSGjo3HXGpLPBjzfMbX2ovmGZtrvbR1bB49hc1EYDMxMDAgP7/mGvnmN78p5557rnz729+W1atXj/sHige3q71P3npht8x++H15adbWZEOxeMpGmfvoOtnybqUMD574BAQ9+uAXF5fIDy75QTJb519yySVy8ODB/DFsll9WGsnCUA4P2kxIUx99X9NmeWzjRFm8p0i2166TXfUbZUfdh7K8eIYsLX5GBnP9+az26WbjpZIZ8sD6X8iD638hVceKE595Sn1lY2X588krEZUte+VAa6k8t+txebF4uvQP9Y2bZ2+rvV12ntV93nr02Awa1Os/9DZWSePWF6V6+a1SMvvHUj7/J1L3wWzpqN4kA51Nkhsee4uHHhibaz17m6zOHGg91ngQPUay0GbRPEMZNJ+lxleiQeux9h41JGeJB7N4ZGGsJ0uGfrIQXYkGrccaD6LHSNayeddrUrno2uQTHNprvdisUJZe24cGrZe2JgtDOTxoM2gQjxqiK9E8Yxm8M+mhN3RsPOZSW+LBmOczvtZeNM/YXOulrWPz6ClsJlI2E9dcc43cedddcuTIEWlsbBTdYPCgKfXBHRoYlrWvFsuCpz+Uqj31MtA3JLnhnPR1D8iWd6tk1kNrpWJXffAXnMvlpLm5Werr62X+/Pn/rDcTuxs3yJydD8r83Y/Lc/zsekzm7XpUVlcvlaHcQP4+6mOj51ZsqX1PijbdnryV0dQz9hjYJ6Su9foVKysWyLRtd8nUrXfKitJZ0tQ9Pmsfc9Z2Dr8LS3KWvsd6I7khGeg6Jh37t0jd+5OkavEEKZn5A6l+8bax7784sjf5hk77CQw/j9rORYPW03VIR4O+x/bFMr6PLLQ+mmcog+az1PhKNGg91t6jhuQs8WAWjyyM9WTJ0E8WoivRoPVY40H0GMlCPfG3cvF10rT9RRnJZf8kDcdgjie+MubZnF1n6Yll0rw0PXQ7yWa5XWRhlp4smdA8+vAguhLNkww6dZaeUMb2p605FgzlCpuJyGbi/vvvl8HBEycZjn8AR6W1oUuef3KD7NpwMHkZ2PpDgzlZuXCnvPbcxzI8FP4Drr8Y/XnppZf+WW8m9GqV3YMdyXdn6Pdn6E/3wFitn8bgfj0oi0UAACAASURBVHD/tdZXHpq666Strzn1D4VeUEevV6FviTT11En/UG/+Ijs6g3meeGn0ea19Vr+ee6D9qLSWfyiH3npUyuddKmXzfyoHX39Aju19R/paDiUnUNoNhJ3r51HHMtazt8nqzIHWY40H0WMkC20WzTOUQfNZanwlGrQea+9RQ3KWeDCLRxbGerJk6CcL0ZVo0Hqs8SB6jGSVunHXjxtXLLpOBjqaTjom2azzNBfqQYOxeXhkIbolHszikYWxniwZ+slCdCUatB5rPOh1akuyMOb5jK+1F80zNtd6aevYPHrOms1Eb2+vbNu2TT788MPkZ19xsei5D9xRfTD0VYCNG8f8jR99NO4cBXJKfRVCX5mIbSZ0np4rUbq9Vro7xr/Mz6wPV5XLkmmbklcsVPO/EK3155/7ZoLbzf1Kuy/Wtxl05nji2x4y1mONl0ZylprNDQ1Ib2O1NG1flnx9d9n8q6VywaVSs2aytJW/L/2tNcklrvX8AN9ra11nObbPpM2w+ql6Qse2/Wnr2FzvUdtZXqP2DPWQsR5r71FDcpZ4MItHFsZ6smToJwvRlWjQeqzxIHqMZJW6gahcMkGad7w87rwdm4nNUs9nqW0fGrRe2posDOXwoM2gQTxqiK5E84xl8M6kh97QsfGYS22JB2Oez/hae9E8Y3Otl7aOzaPnrNhM6J3ZvXu3XHTRRck5Dueff75cffXV0tTUlP9HQV9hmDJ5spx37rlJ5lvf+pa8tXp1/sHnAVFm3UzoAzx2YtqJXyJzejr7ZdmMzbJ6yR7JDY/94+R/IVrrT2EzceKESf8Y8Xha+oyvyY6OjshQb7t015VJw5ZlUv3iLcnJk1VLb5LaD2ZK56Gdyfdf6Nd8x75Ai/nMVaJ5xjLWszOsHptHLkuGLIz1eI+aXqXXqD1DPWSsx9p71JCcJR7M4pGFsZ4sGfrJQnQlGrQeazyIHiNZfX43bVsqlYt/nXquBNls88ZfhdX2MAdaL21NFoZyeNBm0CAeNURXonnGMnhn0kNv6Nh4zKW2xIMxz2d8rb1onrG51ktbx+bRc1ZsJvSO9vT0yJtvvikXXHCBTJo0SYqLi5O3KIb065yHhpJ/9GtqapJPZ/zVX/11cp5Ca2v4S4iybib0QQw9yHouxbsv7pW5j34g9Qfb8p/o8Fmt9aewmfjDbSb0bQndQHQc2CK1a6dLxcJfSunsv5fqpVdJ0/aXpbu2WIZ62kXPkwj9PuzvlD8k5KhtBg/GMtazM6zOHGg91ngQPUay0GbRPEMZNJ+lxleiQeux9h41JGeJB7N4ZGGsJ0uGfrIQXYkGrccaD6LHSHao+5hULLxaGiPnSpDNMo8stD1o0Hppa7IwlMODNoMG8aghuhLNM5bBO5MeekPHxmMutSUejHk+42vtRfOMzbVe2jo2j56zZjOhd+jYsVa54oorZfLkycmDqpuCZ2c+K/f87nfJWxz6gLz22mvyt3/7d8knJ7TmQeIBUZ75ZmJU+nsHZd1rJTLnkXVSsr1GRnIn3vvnWJa6/sfeTOj/aJJzAfSSziM50f+Z25o1OkS3PXgwlEEj44kfmms91r5fP32hX9HdWrJGDq+6R8qf+5GUzbtcDq58WJp3vpq8tZFc/+EU34hpfy/2+YAe0vBgLGM9XZ9Jj+0L9ftjUJOF6KF5sQx9ZDzxQ3Otx5p+X3sdX4kHs3hkYawnS4Z+shBdiQatxxoPoseoWf0z3LzzteQtjsHO5vwrsMzxPNU89WM9MS9tdpaeWCbNS9ND94GsvY1oEI8aoofmWo81fdDr1JZkYczzGV9rL5pnbK710taxefScVZsJ3QQ8+OCDcu2vfiX9/f1y6NAhOfe8sY92vvvuu6KfoJgyeYr89Kc/lba2tuQPIA8SD4jyTDcTg/1D8v6rJTLrwfeleOsRyeXC771zTKX+/GNvJrpq98rh1Y/kfw69dWId0kM+mmeoH81nqfGVaNB6rPHggVfuk9KZ35Hy+T+Ww28/Km2VHyUv+44MnjiXxT7m9neta+9Rk/N1lp5Qhnkwy1yylvRB66WtyUKbQ/MMZdB8lhpfiQatx9p71JCcJR7M4pGFsZ4sGfrJQnQlGrQeazyIHqNmB7tapGLRtdL08di5EuSZ44kfos9S2ywatF7amiwM5fCgzaBBPGqIrkTzjGXwzqSH3tCx8ZhLbYkHY57P+Fp70Txjc62Xto7No+es2kzo+Qv6D7O+1dHQ0CCvvf66fO1rX0vOpXjggQeks6tLbr75ZrnzzjtlYGD8FRx5QJRnspno6xqQNS/vS16R2Lv5iIy4jYTO9b8QrfXnH3sz0dtQLvUfTJb69WM/dWaNpkSHMS+WoY+MJ/6pjkluXP8Hk5OPxHUe2JxcuCd51eL4N3Da36l/7GMeWTK+Tvtdkof0QXQY0tEgWUs8aL20NVloc2ieoQyaz1LjK9Gg9Vh7jxqSs8SDWTyyMNaTJUM/WYiuRIPWY40H0WPUbPOuN6Ti+atksKMh/6qE9jDH81TzQr2253Tm0ZelJ5ZJ89L00H0gy20KZfDIQvRYT5ZMaB59eBA9dEyf8XWWnlDGHjNtzbFgKHdWbSb0DuqJmBd///uyZcsWue++++T6idfLM888I5dffrns3rNHLrvsMnn++efzH+UMPTinu5nQky3fe2mvzH74+Fsbx7/8yT/gHMtS1//Ym4m025Wmc3utj+YZyqD5LDW+Eg1ajzVeGslZ+mzMI0vG16qjedITyljP+laPzSOXJUMWxnq8R02v0mvUnqEeMtZj7T1qSM4SD2bxyMJYT5YM/WQhuhINWo81HkSPcbi/WyoWXyNNO1akfnkc82BsHhlP2xPzbM6us/TEMmlemq7H9h51lttFFmbpyZIJzaMPD6Ir0TzJoFNn6QllbH/ammPBUO6s2kzoHW1uaZHLfvxjefjhh+XKK66QuXPnSmlpWfJqxeOPP568SqEfH+XBCD04WTcT2tudXAFzV3KyZdn22uR7DXS2evopjsH+se8wQPPUXGEz8Yc7AZPfqye/Z2h9NE8y6NRKNM9Yxnp2htVj88hlyZCFsR7vUdOr9Bq1Z6iHjPVYe48akrPEg1k8sjDWkyVDP1mIrkSD1mONB9HTqLmW3SulPHlV4sSn1cgzxxM/RJ+ltlk0aL20NVkYyuFBm0GDeNQQXYnmGcvgnUkPvaFj4zGX2hIPxjyf8bX2onnG5lovbR2bR89Zt5no6+uTW2+9Vc477zzRj4jqqxGdnZ1y3XXXJbVqBw8d+odvJkZGpbWpW1Yu2CHPPblBqvcePX7BJT3hcuzti4OljfLmol2F60wc/64M/4Sk5smoRIPWY42XRnKWPhvzyJLxteponvSEMtazvtVj88hlyZCFsR7vUdOr9Bq1Z6iHjPVYe48akrPEg1k8sjDWkyVDP1mIrkSD1mONB9HTONTXKRULfy2N215MTpr2OeZ4+pytfZY6lrFe2po5MJTDgzaDBvGoIboSzTOWwTuTHnpDx8ZjLrUlHox5PuNr7UXzjM21Xto6No+es24zoedNTJs2LTlX4oorr0zOf9ATL5977jn5m7/5m+RiVD29vf/gzYR+SmPjqnKZcf8aeXX+dtm2rlq2r9tvfqrljYU7kitk9naOXYrb/0K01p/CKxOFVyb4A+mfI+iWWTI2r+tYj/eo7QyvUXuGeshYj7X3qP//9t796bKrPu/8y1xlpxyPMZcpcGxDIAxTzhSZYlw2pEhZnsQeMqG4OJGRB1AcYy7GmJu5BezYaFK4DA5gZCS11JJaQmq1bi31/b1fu9fUs8/7Of28j9b+9up3sOPqnB9Ofdb3eZ7v2vvsPtJZ7z777APJOfHgiEcWVj0jGfrJQnQRDbrHGA+i96jMxYf/33b6917f9A2OXg9asjcfWmap8UU06N7cmCzs5fCgZ9AgHjVEF9GSVQbvJD309raNx7zUTjxYeZnJWr1oyWpe9+bG1Xz03HGLCT0x3d3yrW99a/vc5z63XDQ8/PDD7Zd/+Zfbhz/ykeUBV5aDxAERRz7m0GLi+/c92f74d7/TPvO732l/dM+3J2rs9Zc/9jdta/34xZ5sU9RjtZhYLSZ4/flrAy05krmdnpyP2udIjTrZ6yHjHuP0qCE5Jx4c8cjCqmckQz9ZiC6iQfcY40H0HnV/lNMf+6X28t98/thN1jzLPEnP5Diz1J5Dg+7NjcnCXg4PegYN4lFDdBEtWWXwTtJDb2/beMxL7cSDlZeZrNWLlqzmdW9uXM1Hzx25mNjb25s+2tCigCeqsxNra2tNH4OgiRwk11hM6AJO9aju3WJZ10Nsru9Mt9WGusW2HtS678Th4fE7y2mbeuiunNs7O+0zn/nMP+jf5ugdI7SkH0c8NOokvlh55DKTNTlnlUmPmv6spaMl6ell3HPf9Wo+ciMZsrDqSY+aXjE16mSvh4x7jNOjhuSceHDEIwurnpEM/WQhuogG3WOMB9GT8l/63qfb6d//xbZz7cL0/7BeD1oy5/M6s9RVxr25MfPAXg4PegYN4lFDdBEtWWXwTtJDb2/beMxL7cSDlZeZrNWLlqzmdW9uXM1Hzx25mODJOecOBrpnWUy8+tWvbm964xvb2972tvbd732vuwihHzJP1tLRRN0D4x3veEd74xvfOC0kXv/61/+D/Qly9pvnls/F614GjXmS+D4PGfcY482RnDOzlUeWTNbS0ZL09DLuue96NR+5kQxZWPWkR02vmBp1stdDxj3G6VFDck48OOKRhVXPSIZ+shBdRIPuMcaD6Mm9jcvtkXvf0F7+4deX3+Do9aAlcz6vM0tdZdybGzMP7OXwoGfQIB41RBfRklUG7yQ99Pa2jce81E48WHmZyVq9aMlqXvfmxtV89KwWE51fp9Ttt++5557pJ8jvuuuu9q//zb9pP7j//h/rYuLs2bPtve99b/v1X//19ut33dX+3Xvf21548cVXvBj4h6o48g9dZfByG+jQfbRkL4OWWWp8EQ26xxhvjuScma08smSylo6WpKeXcc9916v5yI1kyMKqJz1qesXUqJO9HjLuMU6PGpJz4sERjyysekYy9JOF6CIadI8xHkR3ynvhO3/UHvvEW9v+1lo5L/Mkfb4cZ5bac2jQvbkxWdjL4UHPoEE8aoguoiWrDN5JeujtbRuPeamdeLDyMpO1etGS1bzuzY2r+ehZLSY6iwkdOP3iqD4uEfXgYHLgqJPpU4ue1Zi5p20dbcMz3luNR3qqDF5uAx26j5bsZdAyS40vokH3GOPNkZwzs5VHlkzW0tGS9PQy7rnvejUfuZEMWVj1pEdNr5gadbLXQ8Y9xulRQ3JOPDjikYVVz0iGfrIQXUSD7jHGg+hO/TLoqf/nZ9qlU4sfJiQLPYuW9EyOM0vtOTTo3tyYLOzl8KBn0CAeNUQX0ZJVBu8kPfT2to3HvNROPFh5mclavWjJal735sbVfPSsFhOdxQQHpzqA6VFnL7VIJlll3JsbV/PRU2XwyEJ0iC6iJXsZtMxS4/fmdY8xfXMk58xs5ZElk7V0tCQ9vYx77rtezUduJEMWVj3pUdMrpkad7PWQcY9xetSQnBMPjnhkYdUzkqGfLEQX0aB7jPEguvP5b90z/TLo/vbGsWslej1oSZ8vx5ml9hwadG9uTBb2cnjQM2gQjxqii2jJKoN3kh56e9vGY15qJx6svMxkrV60ZDWve3Pjaj56VouJ1WJi+QLkRQGrF1B61PSKqVEnez1k3GOMN0dyzsxWHlkyWUtHS9LTy7jnvuvVfORGMmRh1ZMeNb1iatTJXg8Z9xinRw3JOfHgiEcWVj0jGfrJQnQRDbrHGA+iw91r59upe/5xu/LEd18xX68HLcl8PWaW2rNo0L25MVnYy+FBz6BBPGqILqIlqwzeSXro7W0bj3mpnXiw8jKTtXrRktW87s2Nq/noWS0mVouJ5QuQFwWsXkDpUdMrpkad7PWQcY8x3hzJOTNbeWTJZC0dLUlPL+Oe+65X85EbyZCFVU961PSKqVEnez1k3GOcHjUk58SDIx5ZWPWMZOgnC9FFNOgeYzyIvug/bOf+4p72xB//H02/eotHFqIvel75zTH3e2PmSXq28jzn45GeKjPnzenadnrUI/tFFo70jGR689GHB9FFtCQZdOqRnl7G++fGbAv2cqvFxGoxsXzR5guEFw50Hy3Zy6BllhpfRIPuMcabIzlnZiuPLJmspaMl6ell3HPf9Wo+ciMZsrDqSY+aXjE16mSvh4x7jNOjhuSceHDEIwurnpEM/WQhuogG3WOMB9HF7csvtAfv/ol27UffW84lnSz0HrSkZ3KcWWrPoUH35sZkYS+HBz2DBvGoIbqIlqwyeCfpobe3bTzmpXbiwcrLTNbqRUtW87o3N67mo2e1mFgtJpYvQF4UsHoBpUdNr5gadbLXQ8Y9xnhzJOfMbOWRJZO1dLQkPb2Me+67Xs1HbiRDFlY96VHTK6ZGnez1kHGPcXrUkJwTD454ZGHVM5KhnyxEF9Gge4zxILp47i/e3578/Dvb4f7N++VIJwu9By3pmRxnltpzaNC9uTFZ2MvhQc+gQTxqiC6iJasM3kl66O1tG495qZ14sPIyk7V60ZLVvO7Njav56FktJlaLieULkBcFrF5A6VHTK6ZGnez1kHGPMd4cyTkzW3lkyWQtHS1JTy/jnvuuV/ORG8mQhVVPetT0iqlRJ3s9ZNxjnB41JOfEgyMeWVj1jGToJwvRRTToHmM8OOnXb7Sti2fbg3f/VLv29N8u5yl7buP3b5gHsu0kvlh5nvPxSE+VmfPm9N5+kh3ZL7JwpGck05uPPjyILqIlyaBTj/T0Mt4/N2ZbsJdbLSZWi4nlizZfILxwoPtoyV4GLbPU+CIadI8x3hzJOTNbeWTJZC0dLUlPL+Oe+65X85EbyZCFVU961PSKqVEnez1k3GOcHjUk58SDIx5ZWPWMZOgnC9FFNOgeYzy46Dts5/787vbE5/5l27drJaqeOc/nJZMkk/Rc5XnOxyM9VWbOm9O17fSoR/aLLBzpGcn05qMPD6KLaEky6NQjPb2M98+N2Rbs5VaLidViYvmizRcILxzoPlqyl0HLLDW+iAbdY4w3R3LOzFYeWTJZS0dL0tPLuOe+69V85EYyZGHVkx41vWJq1MleDxn3GKdHDck58eCIRxZWPSMZ+slCdBENuscYb0ldK3HpufbQ7/xMW3/24eUc5G8173Keo/+vUXt/jskkPVd5nvPxSE+VmfPmdG07PeqR/SILR3pGMr356MOD6CJakgw69UhPL+P9c2O2BXu51WJitZhYvmjzBcILB7qPluxl0DJLjS+iQfcY482RnDOzlUeWTNbS0ZL09DLuue96NR+5kQxZWPWkR02vmBp1stdDxj3G6VFDck48OOKRhVXPSIZ+shBdRIPuMcaDh4cH7dyf/0574o//RTs82Ft+g4P8reZlnqT35ziz1J5Dg+7NjcnCXg4PegYN4lFDdBEtWWXwTtJDb2/beMxL7cSDlZeZrNWLlqzmdW9uXM1Hz2oxsVpMLF+AvChg9QJKj5peMTXqZK+HjHuM8eZIzpnZyiNLJmvpaEl6ehn33He9mo/cSIYsrHrSo6ZXTI062esh4x7j9KghOSceHPHIwqpnJEM/WYguokH3GONN1LUSLz/VHvrQT7WrT9/frt9YfM2TLDzWc3StxJxHFr9HMknPVp7nfDzSU2XmvDld206PemS/yMKRnpFMbz768CC6iJYkg0490tPLeP/cmG3BXm61mFgtJpYv2nyB8MKB7qMlexm0zFLji2jQPcZ4cyTnzGzlkSWTtXS0JD29jHvuu17NR24kQxZWPelR0yumRp3s9ZBxj3F61JCcEw+OeGRh1TOSoZ8sRBfRoHuM8cTrhwft2W/+h/bkF36jHewd/wYH+VvN6/N51vtzPNKTmZyjV4/0VJk5b07XPqRH7fuHBvGoIXpvXvcY0wdTp3aShZWXmazVi5as5nVvblzNR89qMbFaTCxfgLwoYPUCSo+aXjE16mSvh4x7jPHmSM6Z2cojSyZr6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP1mILqJB9xjjiRsvnmmnPvL6tnbuoe7HG70eNOjzSaPG75FM0rOV5zkfj/RUmTlvTte206Me2S+ycKRnJNObjz48iC6iJcmgU4/09DLePzdmW7CXWy0mVouJ5Ys2XyC8cKD7aMleBi2z1PgiGnSPMd4cyTkzW3lkyWQtHS1JTy/jnvuuV/ORG8mQhVVPetT0iqlRJ3s9ZNxjnB41JOfEgyMeWVj1jGToJwvRRTToHmM8nYl45s9+u/3oT97dDvd3V4uJ4vhxzCDHsnfMRzL0k4XovXndY0wfTJ3aSRZWXmayVi9asprXvblxNR89q8XEajGxfAHyooDVCyg9anrF1KiTvR4y7jHGmyM5Z2YrjyyZrKWjJenpZdxz3/VqPnIjGbKw6kmPml4xNepkr4eMe4zTo4bknHhwxCMLq56RDP1kIbqIBt1jLE+PjRcebQ/f+/Nt7ZkHyoXEreZlW0m212NmqT2LBt2bG5OFvRwe9AwaxKOG6CJassrgnaSH3t628ZiX2okHKy8zWasXLVnN697cuJqPntViYrWYWL4AeVHA6gWUHjW9YmrUyV4PGfcY482RnDOzlUeWTNbS0ZL09DLuue96NR+5kQxZWPWkR02vmBp1stdDxj3G6VFDck48OOKRhVXPSIZ+shBdRIPuMZZ3sLfdzn7937anv/7vZr/BQf5W87KtpPfnOLPUnkOD7s2NycJeDg96Bg3iUUN0ES1ZZfBO0kNvb9t4zEvtxIOVl5ms1YuWrOZ1b25czUfPajGxWkwsX4C8KGD1AkqPml4xNepkr4eMe4zx5kjOmdnKI0sma+loSXp6Gffcd72aj9xIhiysetKjpldMjTrZ6yHjHuP0qCE5Jx4c8cjCqmckQz9ZiC6iQfcYy1t/9oH2yL1vaGvP1NdKeI/Pj+4a24SeyTEZeHh42A6vXz/22D88bAda+Bx5B4fX2/7RY6FfbzsHh217/2Di3uFh2z04bHuH19veweGUVU7zqk/9qnNe3+7NbR3fn55+c39u7uc0/9G22deJB4fT9pfbnp7XzX05pstjP/V8j3qlTQ87DnrOy+yRr+ej5784FovjoGOye6hjc7g8Nhwj309pU1b9h4fTcdU8PHb2j+bg32Gi9RwctJ3p3+Ng+nfZ2j9oemzu7S+5eaTp380fuwcHy9dv73WVryHVq8XEajFx7EXjLxL+5wIrr8rQRyaJL1YeucxkTc5ZZdKjpj9r6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP1mILqJB9xjr10DP/ukH2tP/+T3t4BbXStDDfBBdREt6Jsee1Zvfi5vb7ez6VntqbbP96Ojx5LWN9uS1zfajaxuT/uTVzfbE1Y32xNXNSRcfu7LeTl9ea49dXm9nrm60x6/cpLKaQ/Mt+hbzPXl1o/1omvfmtrTdp9c221PXNpaUxoN9gE9d22yaR9s8c2V9sZ1r6t9sZ64u9kEe21WGsZ6THsfqaV8XOr7mX2TWl/urY8BxmLZ9VdtezEWfnpv6Hr+y0R4/2kfxMWnT/i7mXezfIqvxlLmyvqSO7aOX16djrDG1tu/PTdtSfTOzdvTvst4eubzWHtbj0rX28KWblK5/t0cuK6N/w/X2zNrmtPDjteKvEbTkajGxWkws/weUL47qBZQetc+RGnWy10PGPcZ4cyTnzGzlkSWTtXS0JD29jHvuu17NR24kQxZWPelR0yumRp3s9ZBxj3F61JCcEw+OeGRh1TOSoZ8sRBfRoHv4a+cebo/83i9O10ykP1czH/QcWtIzOfas/urXG9JzG1vtwvZOe3lrp720teClnd12dWevXdnZa5d39ppqPTS+uL075ZXVQ7Ue6n95a3vi+a2dNj02d9r5o8dLmztT34WpfzGH+jTvxe2dJX1+LXYW82o7i+09v7ndnt/YnvZ7Md5qL2xuTw+2BdWv8YsbCy71o3ry2dej5/OSnsN0PLan/Z2e39Fz174ujtUiM2W3Fs/r8s7udLyUZ380v46RnrN0Hb/F8dyb9MXz2G7Prm+15zYWfPaI8jTPi9Px224Xjraj+fQ8tB8XdxbHXRm2JV/1C0fPG2/53I+O39m1zfbgpbUmamHJa8VfI2jJ1WLCDlgenOoApkfNHFlLR0vS08u4Nzeu5qOnyuCRhegQXURL9jJomaXG783rHmP65kjOmdnKI0sma+loSXp6Gffcd72aj9xIhiysetKjpldMjTrZ6yHjHuP0qCE5Jx4c8cjCqmckQz9ZiC6iQfc01rUST3/tPe3sf/637XC/f7fL7LnVvGwr2ZsHzbM6xa8zCpe299r16zdu682E+aDPi5asMnPenK6506P27aJBPGqI3pvXPcb0wdSpnWRhetdv3Jje1MXMZK1etGTO61k89egjkFOX1tq59a3VYoIDk5w7uOiZV40HPYOWJINO3ZtvJOP9c2Pmgb0cHvRMT5OPDns9eLCXQSOTxBcrj1xmsibnrDLpUdOftXS0JD29jHvuu17NR24kQxZWPelR0yumRp3s9ZBxj3F61JCcEw+OeGRh1TOSoZ8sRBfRYHrrz51qpz76T9r6uYeWWc/MjZkPeg4t6Zkce1af05++sj79RYyuPGOYc/RqsvB2M/RB+qkhuoiWrDJ4J+mht7dtPOalduLBystM1upFS1bz4qlHZ510ZuKZ1WLi5mkZDhCcO7jo5Jx4sPIyk7V60ZLVvO7Njav56KkyeGQhOkQX0ZK9DFpmqfF787rHmL45knNmtvLIkslaOlqSnl7GPfddr+YjN5IhC6ue9KjpFVOjTvZ6yLjHOD1qSM6JB0c8srDqGcnQzeiWTgAAIABJREFUTxaii2jQvYO93em+Eme/8X+36wf7y6xn5sbMBz2HlvRMjj2rC/20mNDpb3TlGcOco1eThbeboQ/STw3RRbRklcE7SQ+9vW3jMS+1Ew9WXmayVi9aspoXTz36uGW1mLADycFxzh1cdM8yxoPoIlqSDDr1SE8v4/1zY7YFezk86JmeJh8d9nrwYC+DRiaJL1YeucxkTc5ZZdKjpj9r6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP1mILqJBPNX65sbDH33d8lqJzJDtkSz0DFrSMzn2rL4poAvwXtzaaTq1TtYzaLfiSE+VmfPmdO1PetS+r2gQjxqi9+Z1jzF9MHVqJ1lYeZnJWr1oyWpePPVc2V0sJnSNBnP05qXHubpmYnXNxLEXjb84eDHByqsy9JFJ4ouVRy4zWZNzVpn0qOnPWjpakp5exj33Xa/mIzeSIQurnvSo6RVTo072esi4xzg9akjOiQdHPLKw6hnJ0E8WootoEE93uHzmz97XnvrSv5rOSniWTEXmg55FS3omx57lmgld6IeuPGOYc/RqsvB2M/RB+qkhuoiWrDJ4J+mht7dtPOalduLBystM1upFS1bz4qlHF2/qzIQu/GSO3rz0OFeLidVi4tiLxl8cvJhg5VUZ+sgk8cXKI5eZrMk5q0x61PRnLR0tSU8v4577rlfzkRvJkIVVT3rU9IqpUSd7PWTcY5weNSTnxIMjHllY9Yxk6CcL0UU0iLf54qPTWYn150/PZsj2yHzQM2hJz+TYs7pfg76WqDeTvJpfuXPrm21td+xiUc2lbwXofgqv3OaN9vLW7nIu9sFzaBCPGqKLaMm5jC4y3djbn771UPXoWOgbLrpPg8/l47l+dM8yxhN1n4en17amr3bqWx4cf8/QJ6JrvDjWW9O3QaTjwV5feqrX9/bbQ6vFxPGD6wfPD3zvAGaWmixE782XmaxHenoZ3+bcmG3BXg4PeqanyUeHvR482MugkUnii5VHLjNZk3NWmfSo6c9aOlqSnl7GPfddr+YjN5IhC6ue9KjpFVOjTvZ6yLjHOD1qSM6JB0c8srDqGcnQTxaii2hQmr618cyfvrc9/bXfnH6DAw96/9yYLPQcWtIzOfaszkzoHgXPrG1Nb1BkldHjmdtcTOh+C7rxEvNAvYmf39xt144WJuwDvogG8agheq/nVhn5+pqk9oMs9Hm1iNC9F3R8XPcxfRAva3QRT4uB5ze2pq+6TjePOji4rcXE4eH16TqXK9O3cE64mLhxY1os6V4Uq29znOAsA/+Y/g/MGA+i+4sAD5LJeqSnl2G+imwL9rJ40DM9TT467PXgwV4GjUwSX6w8cpnJmpyzyqRHTX/W0tGS9PQy7rnvejUfuZEMWVj1pEdNr5gadbLXQ8Y9xulRQ3JOPDjikYVVz0iGfrIQXUSD0jZeeLw9cu8/aWtP/7DduMVfkD6Xj5kPVl4v43mNyYjbBwfTzY10wyfdjZGsPD1u98yEbto0u5j4B3BmQosDPVedPfHjwPOejs8NnUXZabonBhn3GePB1KmdZHWnSi3gdOdJfLxk+l5fP/o3m+tRds7TAm9z72D11VA/SBxc5/wBvPkfjOd9PnrdR0uSQafuzTeS8f65MfPAXg4PeqanyUeHvR482MugkUnii5VHLjNZk3NWmfSo6c9aOlqSnl7GPfddr+YjN5IhC6ue9KjpFVOjTvZ6yLjHOD1qSM6JB0c8srDqGcnQTxaii2jw8GCvnfvz/zBdK6FxL+P9c2Pmg55DS3omx57VYkJ/meqaCU6zK6+MHvqLdW138e0TvRHvHBws3ojtYk316XT5lZ3dxT0rdhZnIPRxgubQX95Xd/emuc5vbU9nBdZ395e3uNZFoFpoaX5u/9x7s1/s041p+7ottObVTbfYX6c/Z/Xh6bmcW9tcPj90z+usgT5+0L6oV/ulfWQsXQ/p9MtTRr2M9Uat45vHVT06Nvo6JnMwj6i85lJGz5F+zSufhzJ7R4sRPGV17LiFto4PHqRfiwktanR3zNWZiTi4HCSRAwfxskavenpezpP1SE8vI+1WD7YFe3k86JmeJh8d9nrwYC+DRiaJL1YeucxkTc5ZZdKjpj9r6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP1mILqJB3U/i1Ede1daffXD53zQe9P65MVnoObSkZ3LsWd1n4KFL16ZrHfQ7E2SV0UNveFoIXNrenT7yeHZja3rj0R0WyesN9KWt3WlBoltA6/oL3Xnx4tEpeL2Bq9bttXVNhcbq1z0uLh/dKVIZfaSiNzXdCVI5eXpzZH/1xqhrC86ub04ZZfXQRxY67a99J8vzcE1zadF0dXd3ypGF9GzsHbTn1rcXH/vo65Pbe9M1Fte0AFhbbFvHQfupBYP69VCt5/Hy5u501kHb0pmd59a3pkUYN6LS8dI+6xbmOgb6bRQWIVpcaMGl56/5tL1za1vTwiL3U1/nnW42dvS89e9xcWtxfHS9h/7t9NBCj23zHDku63v691/dZ6L7wuFgceBh6tROsrDyMpO1etGS1bzuzY2r+eipMnhkITpEF9GSvQxaZqnxe/O6x5i+OZJzZrbyyJLJWjpakp5exj33Xa/mIzeSIQurnvSo6RVTo072esi4xzg9akjOiQdHPLKw6hnJ0E8Wootoor7B8aMvvrM9rbtd7u0ee5P2rPfPjX3ezKRHnTmvl5nr16fbM2sxoTcs/gJWVhk99GY0vamtb05/xfKXr27brIfeCBf5G23/4Pr0Oxa7B+rVHDeO3sRutMPDG9PXT6/tLO60qTd/za9bU+t3MPTmqTc9za+HfkTs7LXFgoL91Ruw3sT117Q05XSGQ2/afFxAtvd89UatMw6cDSALp+ehjzg2d6fFk/ZfZ0z0hq191O+H6IwE+7iuBcHaZtveX/z1r4UNiwCdNVBOb/A6YyN9OnNxfXGtgz4OevTy4jbWWkTpltlaLOnjFd0eXGcXWGToOWpu9pvnpsWE7hOhhYK2dWFr9+bC5ej46OLZp69tLhc99E7PVV9ZProAU89Nc+BzTCC6c/VtDjtgfmA05sBB99GSZNCpe/ONZLx/bsw8sJfDg57pafLRIT2q0ZJkvB8ts9QHh/qfBv8Tmv+L4lbzMB85Jx6svMxkrV60ZDWvez6H69V85EYyZGHVkx41vWJq1MleDxn3GKdHDck58eCIRxZWPSMZ+slCdBFNXDv7t+3he9/Q1p893W7cuL3/SfucOe+tPPYhc16TEfVbFw9eujb7MYfefHW7bZ1uZw69eemNT2/2Op3OfPrr+naumVDfpZ2d6Uen9IbJPFAfqejHvbSw0LZf2Fh8RHLDbvvNG/bImQktVrTwYP6ktjE9r6OPOKbne7SY0EcBOovDMRC1Tf3eBjf80hu+Fgjab+aeckdnRPjGhp6Pzrroh8z0UYYWKOrRYuGsbZs5tKjR9Sz+Zq95fTGhj310FmTatp3d1hx8xMTCj+cgT9vX7bT1g2w+/81t33zt0gdXi4nVYuLYC50XhsgLSG/0u/s77eLm+fbIS3/T7n/+L9vu/vb0HxIZ2OtHIwM3dtfaD57/VvvS6f/UvvH4p9tTlx9t+wf7x+al10n/HD3LOLPoYnrUZLIe6ellmA+OzEvWSR90b25MFnoOLdnLoGWWGl9Eg+4xTo8aknPiwRGPLKx6RjL0k4XoItrB9kZ78ovvbue+eXe7fnjzTdgzZL1/bkwWeg4t6Zkce1Y/xKXFhBYB+suZrDJ6c9FiIm9opIx8vSHq4wrmO9FiYntn+qtbczAP1Hb4gS9pWkzoL+3pjMHRGyZZUQ/tsxY7PA/2VZ7OauhjCDzvRePsh57LpB0tJvRjaDpbQE5UPxdSaiGgszj6SIN5Pas3bZ3h4Q1btRYfy+3wdc/1reXCLefJmsWE5tRZIn0Uxfy+bS2QdLGnFmyuaz4dT33MsVpMnGBhkP8geXBV9zJoSfrRqX0ePFhl3JsbMw/s5fCgZ3qafPS1navt649/qv3HH7yn/fZfv7N94oEPtK299emFSAZW85IR9w52258/8bn2ke//6/ZnZz7bvvDwve3D3/8/25mLD01nKcj6fIzx5kjOmdnKI0sma+loSXp6Gffcd72aj9xIhiysetKjpldMjTrZ6yHjHuP0qCE5Jx4c8cjCqmckQz9ZiC5Omt5kH/ur9vBHX9s2zz9x7H/eywzZeNPzuXzMtmDl9TKe13iZuX59erPWm4l+MntuMaGPInIO1XpD1GfzzHfSxYTeCH2/mE+a/mrX2Qm9IeoXTPV1Sj/dT1bUX+V6gxV9f+Xp2gRds+Fv3t7L9l/Y2JrOQOAtPubYXS54ct7F2YTFQkyLCf1q6LLX/n11bPVRAvveW0xoIaDF03l9fGSLK7aZ87KY0HPTYkHHKjM8L/26qBZjvtBSlt/m0FkSX4gwD2QfnKszEydYgPAP0iMHt3fQ0ZL0VPN5JsfVfGSrDB5ZiK7FxH99+ivt/hf+sv2XM59tn3zwg21rb2P2P/jsz1rz6izEh7777nbqpe+1/cP9ab4vPPLR9ukH727b+zf/h0Svk/2ao2cZZxZdTI+aTNYjPb0M88GReck66YPuzY3JQs+hJXsZtMxS44to0D3G6VFDck48OOKRhVXPSIZ+shBdlKazEk989n9v5+67ux0enXXLDFnXqzHbgp5FS3omx2R5o5z+Mr36yq+G6s1Fp93113rOoVpvXvprm/n+LhYTWkScubo+LQY01s+I6wJPbdvfcLUPuhhSX/vc3H/lX+BaiOjN1J8H+w115kHXL+iNH41jpI9HvFdjZfScdYz00YUWE7oGYdlriwnNfavFhPq0MNAx1b7qoyWfy8faPosJLZ60mNBCJTPTPh9dW9K7LkJnM6bf5lgtJuY/z+GgQl4IWaOLeLDyMpN1b76RjG9zbsw8sJfDg57pafLRxcPDxQv5u8/8RfvU/9/FxI3r7b6n/qR98oe/3fRRB/ty5tKpdvdf/8t2fu3cctt4Tt+v3E/P+Th7Ko8smayloyXp6WXcc9/1aj5yIxmysOpJj5peMTXqZK+HjHuM06OG5Jx4cMQjC6uekQz9ZCG6KO3y6fva6f/0i2370rPL13lmyLpejdkW9Cxa0jM5Jqs3Sv0lrI85dIFg/mXKYmJ97/hf+synN7tn129eg3CSxYSu2ajOTOgv6TNXj86aHF3QqOsUtL/6C56/xvWc9Oi9oUrXG7TOBrDvIscBatE0XVTqZwWm60r2pgskvZf+44uJxUWkzOd57dfIYkIf4WhBoY+f9Bz1MRLXjOS8LCb078BHJplhP3WctNDKf2NtR4tJv5aEHqc/F8arMxOrMxPL/4h4UUBeiM4fy2Li+vX2xUc+2r7+2KenjzvY3sXNl9o93/1X7czFB5tfVIUPfX+kZU3OWWXSo6Y/6942RzLMB0/S09s281VkW9CzaMleBi2z1PgiGnSPcXrUkJwTD454ZGHVM5KhnyxEF/c2r7XH/+gd7blv/V73rIQy9EHvnxuThZ5DS3omx57V3SC1mNBf5PlGo1p/8eabMPP9fSwmtA86M+FnC7T/ulZBp+6133wLRPvFc2MfRfU+tXb8Iw7Pqkfb0Uc2OoOhN/Sb8+gi1d3lgsfnVUaLCR2jxZmJxQWVN3tvXruhxYQWB6Lm6H3MQZ+o/dHx1WJP17PofhX47MNyMXGwWEz0FlI8T22vd2ZC18PozIQWhdomc7MtiO5cLSbsgPmB0ZgDB91HS5JBp+7NN5Lx/rkx88BeDg96pqfJR3f+uBYTf3zqQ+2bT/5J0zc52JdrO1fa737/rvbIhe8vNTyn709vPz3LOHvQe/1kyWQ90tPLMB8cmZeskz7o3tyYLPQcWrKXQcssNb6IBt1jnB41JOfEgyMeWVj1jGToJwtdv3jqvvbIf3xd27703OzrmT5If0Wy0LNoSc/k2LP6i/TBi9em0+r5ZqJ6WkzYNzl8rr+PxYTepPW1TL1ps9/sg2p9PVN/lXNxZC+jxcB0vUD8v5+sqO3ozV4LD82Pp2/i/PdYTCz3Yfr65t50VkEf8/DcRRYT0zUT3MsiniPz6OMM3Tsjr5nQBaOrnyA/9g9+cwXIwebFAFOndpKFlZeZrNWLlqzmdW9uXM1HT5XBIwvRnT+uxcRnjhYTul6C7V3bvtJ+93urxYSOB8ecY+PEg+7NjclCz6Elexm0zFLji2jQPcbpUUNyTjw44pGFVc9Ihn6yEH1/e6M9/of/W3vxOx9v1+N/+mRE+qB7c2Oy0HNoSc/k2LO6p4EWEzrdnW80J19MHH/T0/b11/75uJ229kMfc7ywuXXsDZz9U9+l6aLLxUcprvOc9PVMfUuD6zoyI19/kesv8/SoRV04qWPAggpPiwl9rKL7QLBNqIyfmZjbjvK3e2ZCPct90LdqrvEcbr7XsZjQPuusiu5nseyx6zXk62Me3ZOCfWd+9ehjDi3IeO54Tu9jvDoz0Vm5cXD4h4DoIlqSDDr1SE8v4/1zY7YFezk86JmeJh/d+eNaTHzh9L3t64//Yf9jjkurjzk45v7vxBgPolckCz2Lluxl0DJLjS+iQfcYp0cNyTnx4IhHFlY9Ixn6yULpGl/44Zfa6Y/9fNu+/PzyONDjpA+6NzcmCz2HlvRMjj2rN1B9zKFrBdCV11hvLrd7ZuKJ6b4Qr7zGQosJ3SXz6tE3QzS/HlpMPHF1fXqzZftQb9T6loE+79c+aX/weE7S9EavRQf7jSfq7AnfVMheav2+hS7qnO51cfQmjLdYTGjBM7OYOLqxl85s3HIxYTeemvuYQ9tl21DXtmgxoPtF6Djy/FhMaBE4faXV5iejvC5IfXptY/kRy01vsYjSmQmdoVotJmwFxkES+YeAeFmjVz09L+fJeqSnl5F2qwfbgr08HvRMT5OP7hxZTFy/sfjq5+WtC21nX6fSFp+9MY/mvu9HugDzg8cuwHzi4ql29397Vzu/9uxy276fjJlnjuScma08smSylo6WpKeXcc9916v5yI1kyMKqJz1qesXUqJO9HjLuMU6PGpJz4sERjyysekYy9JOF0ve31trjn/rn7YXv/GE77Hy2Ta9IH3RvbkwWeg4t6Zkck9WblC7w01+m+TGAMre7mFAPb6ja5rEzHTrLoBs8TfelWBwH5bWYOH15bVrMcD0B29YCxy8M1KJC94nwN73FxxOL6zqk67cq8BfzL+6FMe1P/CEpX7runqlFEx+VHM/qzMTf32JCiwxuBMb+6bjoPhe6TmR6jkff2vDFhHQdK90Fc/n8b9xYfnzT+8qq5lf+f/hrJnQg9vb22u7u7vTo3d3r+Iti8SbNP5C8fOBB99GSZNCpRbRklXFvblzNR0+VwSML0bVSPzjUHdn221+f/S/tkw98oK3vXp1qHWctFsiqd/dgp331sY+3D37715Zf9ZRORnz6yqPt3//1u9rpl++f7iuxe7DdPv/wh9sfPvjv287qq6HLY8W/hdOPo+vVuOpJj9rnS4062esh4x7j9KghOSceHPHIwqpnJEM/WefFU99sp3//59vO1fPT/1Pw6HHiQffmxmSh59CSnskxWS0mLmztTHdA1Bv9sTf/o8WEriPQb1XkHKr1V/85+zaH5uXW0ZpPb8I6u0Dv4izBxvSxgTy9iWsxoY9a9Je/7ieh3/PQzbD0uxX6a1zXCbC/6tdNtPQVTJ2J0L4/dW1jot5AdQMm/Zw6N2dSrz4e0O2utQ/Mw/6o1l/u2lddiMqb8PHs4hjNnZlQj/ZHixruaJnb0XyLjzlu3iNDiwb1+fFR38b+/nQc9Nx1DwhdgKmFhJ6vfL35634Z+/rGh36b4+h22vK0GNLHFVoY6SMN9SqrHvl68Nx5jjrbocUkv6OCTxaiO++YjzmefPLJ9mu/9mvt7W9/e/uVX/mV9vLLL7/iQHHA/ABUBwcP9vrwIJmsfdt4kJ5exr25MfPAXg4PeqanyUfXGYbPP/yR9skHPjhd0/D+b/9K+/gP398+8cMPtu8/91/b4fXjVxav71xt93z3rvZ/feuft/f91Tua+n0+zbt/sNe+ceaPpq+C/tkTn22fO/XhaXFx5sJD3Rd6b3/Zv6RnGVeZ9Kizl1okk6wy7vkcrlfzkRvJkIVVT3rU9IqpUSd7PWTcY5weNSTnxIMjHllY9Yxk6CcL97bW2mOfeGs7/93Ptutxi3h6nPRB9+bGZKHn0JKeyTFZFhP6y3S6k6X9gaWM3ij1xs5FiTmPFgO6noD56NGCQn8l63c4jr9BL37yWmccdFGj3mC1mNAPW6lXiwDdNEpnSXTa3ufVtpl/umfE5tZ0NoNrIeRpP7XAEFXrL3y9wec8PI9pvsPryx/SQmdbUGdD9KbrPh7HaHouW7uL21nHm7ayWtjo5l8HR68R3RtCi5jjx2fxZq+5dNx1gy59/ZXFnPZXZ2emvqMfC5vOYth/r5pfHyXpGKqXsxzsrz8Hzad/By0mWKzgzx0zfPGOWUycPXu2vetd72pv+qf/tL3udf9ze/7554/9Y88dDHQ/KIzxILqIliSDTj3S08t4/9yYbcFeDg96pqfJR9cNqr7/3H3tW2e/2r519muLx9NfbX959mvt6cuPTTmy6tPttx988b+1T/zt+9q3n/nT6R4VPh/Zrb2t9r3n72uffOD97QuPfLidvXrGfijo+Kq5t7/Mk/Qs4yqTHnX2UotkklXGPZ/D9Wo+ciMZsrDqSY+aXjE16mSvh4x7jNOjhuSceHDEIwurnpEM/WRFPS4+8PX2yO/9Qtu58sLymJGhx4kH3Zsbk4WeQ0t6Jsdkp8XE9uJjDr2p5JkJ9S2zttDw+W63h/lEPVhM+LbIsB1qiN7rIaM36Zc2t9vLR3+Ve5Z+ZfWVy8U9Go5fNMo8kB4nHsTLGl3Eg5WXmax7841k2KayOnuhxYQWTN7LGNLjvGMWEzypr3zlK+01r3ntajER/7HzIoAcL7Gnud7z0ZLVvJml7vX0PHJ4cyTnzGzlkSWTtXS0JD29jHvuu17NR24kQxZWPelR0yumRp3s9ZBxj3F61JCcEw+OeGRh1TOSoZ+seLCz0R79+Jvb+e9/4di1EmToceJB9+bGZKHn0JKeyTFZLSb0V67eTHTKfKnbv79rOU/WZGH6qvFEPf6uFhM6E6B7UOjjB9+m75N0fRygsxlk8KkhuhMP4mWNLuLBystM1r35RjJsU1mdcdEPfemHwm53YXjHLSa+/OUvH1tMHBwctO2dnbazszP91ZsHN2sObO8fpvJynqx7841kfJtzY+aBvRwe9ExPk48Oez14sJdBI5PEFyuPXGayJuesMulR05+1dLQkPb2Me+67Xs1HbiRDFlY96VHTK6ZGnez1kHGPcXrUkJwTD454ZGHVM5Khn6x44YffaI/+wdva7rWXp5+qdo98ciRzOz05H3XO4fUyc/SVSC0mzq5vTj+XTY4MRK9IFvayeKIef1eLCX0c8OzRjbh8m75P0nVWgo9K0lNNr3uM8WDq1E6ysPIyk7V60ZLVvHjq0WJCv4iqMzTovXndY3zHLiaeeeaZ9u1vf7vddddd7U1velN729ve1t73vve1Bx54oGmBwQHgoFM78WDlZSZr9aIlq3ndmxtX89FTZfDIQnSILqIlexm0zFLj9+Z1jzF9cyTnzGzlkSWTtXS0JD29jHvuu17NR24kQxZWPelR0yumRp3s9ZBxj3F61JCcEw+OeGRh1TOSoZ/s7tqldvpjb2kv3//F2Y/16HHSD92bG5OFnkNLeibHZP3MhP6KP7DP+snAnKNXk4W3yiin6x90dkRZ+iD91BC910NG1x3w7Qw0SL8+CtGZi7x4vzcvPU7mg3hZo4t4sPIyk3VvvpEM21RW16bozMTi11hvftTMPJAe5x25mHjVq17VPvShDzVRF2R+4AMfaO95z3vaL/3SL7XXvOY17atf/VrbP/rxl+rg4EE/cGhJMujUIlqyyrg3N67mo6fK4JGF6BBdREv2MmiZpcbvzeseY/rmSM6Z2cojSyZr6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP9mX7/9qe/QP3tL21i4sv/uPB+lx4kH35sZkoefQkp7JMdnFBZiLjzl0ZqJ3MeAyGx+j5pyqycJbZXRaXdtku/RB+qkhem+bIxn6yUL03rzuMaYPpk7tJAsrLzNZqxctWc2Lpx7dQVRnJlbXTNy40fQxx0/+5E+2n/u5n2uf+tSn2pUrV6aviupjDl2k+Ru/8RvtVa/62faDH9w/HXgOOgfUiQcrLzNZqxctWc3r3ty4mo8ez+xvr7ftC2fb9sVnpseWjdFEdFh5VYY+Mkn8W22TXPZvXTxXPo9bzfuK+eJ44LP93nwjGe/3OVxnHugeYzyIXpEs9CxaspdByyw1vogG3WOcHjUk58SDIx5ZWPWMZOhXdvOFx9vp339zu/DAN9r1w1ee9eS/Pf5bdOJB9+bGZKHn0JKeyTFZLSYWF+BdO9EdEOfmXc7fWYDgQZ8DDeJRQ3QRLVll8E7SQ29v23jMS+3Eg5WXmazVi5as5sVTD2cm9PsmfkOsaj7678AzE19pP/ETP9He/4EPTNdK8ER1MPTQtzze8s/eMn2NVGcnOEjknHiw8jKTtXrRktW87s2Nq/no8cyVM3/VHvv4P2uPfeJ/nR6PfvxtyzGaiA4rr8rQRyaJf6ttksv+M59+R/k8bjVvzked26PuzZc9vYz3u+8680D3GONB9IpkoWfRkr0MWmap8UU06B7j9KghOSceHPHIwqpnJEO/so/+wf/Snv3mPW1v4/J0rUTvvzm0pP93md5cXfWkRz03l/RlxhYTL/13uAAz95H9gvjUEN2fCx6sMnhkIXpvXvcY0weZKusPAAAOvElEQVRTp3aShZWXmazVi5as5sVTj+7d8cjltaPrRm7ee6maj/47cDHx5fYzP/M/tQcffHB5XYQfZF0vce+997af+kf/qF2+fHl58DkgzuoApkdNf9a+D3iQnl7Gvbkx88BeDk/UVec7l59fPvRDRF4zRofoIlqyl0HLLDV+b173GNO35NFzoSbnxIOVl5ms1YuWrOZ1z+dwvZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP9mDnZv3L+C/P/9vDi05krmdnpyPOufwmoyoO1I+dOnadGMkfaND95vQ10Qvwu1FrftJ6CFP1zhc3Nqdvnapse4roRssTfr27nSPBN1x0R/q01kQ3RxKv9EBdYttfX1TvforeW1vfzrlfm26t8P+NIc8bVv7pu3or2g9dL2F7seg7V/elrcY66JC+dMcO3vtyrZu4723yB3tl+75oIs/nRrzqLxFz+70LZCXj/ZLz0HPTw8dm6s7+8eOC8dJ+6HnuSD7uHgu2v+ru4vjNh1L/g3Yr+m5HvXrOe7qWC3m4jnq3h7TMZye/950LHUsdDOstb1Fln8X7YO2c/rK+rSoWH2b48tfbq9+9avbs88+211M6D+YL37xT6azF+fPn/8fcjHh/yPRmP+ZzOk9Hy3pc+ChUSfxxcojl5msyTmrTHrU9GctHS1JTy/jnvuuV/ORG8mQhVVPetT0iqlRJ3s9ZNxjnB41JOfEgyMeWVj1jGToJwvRRTToHmM8iF6RLPQsWtIzOfasbiCl21mfvrx+7PHwpWvTX6xQf73qodyjV24+dMdJ/US4ftlTd2o8c3WjPWZzPWpj9evz+Ucury/minnUp/mWlD/1r03bZD8X29xoj19ZbGvRszb1Pnp5wcevrE++Mow115TVNqa5j/f489I8qrXNY/rRPusNWHM8fnWjPXrFjt+0XR0THYvFsXn8qnI3x2eubSzqaxtN40WW/bz5/H3b6n/sytr0XPI56HnpuOrfhucqTvt3ZX367RP9Zor2R/vL9kTpP7q68Yobk/lrJF8/1HfomYl/3H7wgx90FxM6M/HhD3+4/fRP/3S7du3a8j94DoizOoDpUdOftXS0JD29jHtz42o+eqoMHlmIDtFFtGQvg5ZZavzevO4xpm+O5JyZrTyyZLKWjpakp5dxz33Xq/nIjWTIwqonPWp6xdSok70eMu4xTo8aknPiwRGPLKx6RjL0k4XoIhp0jzEeRK9IFnoWLemZHHtWd4tc/B7EwXSnRd1tcfFX/eIvXM4WSOOhr13qoa8T6qE7YepnsOGW/hKeeeivaW1j2ubRPMynuzVu7h20zd39tjVlFrmN3SP9aB/Uq9Pz2vbW/v6S6iWr/uU+KrN/MN0NcqlF72KuRc9if/anfu3Tcv80B4+9g2lOHb/t/cX+avvK7hzsT3fC1F0udUz8sbO/P9UwvXxO07b3NKe2t3iu0zHi+Owu/l04I3HzeOj53twfbYf90j7z0L+bbs3Na4LXCjVEd96Bi4nFNRO/+Zu/2TY2NpYLCh0EPc4+c7b9wi/8wvTtjul3JezrT35gNObAQffRkmTQqXvzjWS8f27MPLCXw4Oe6Wny0WGvBw/2Mmhkkvhi5ZHLTNbknFUmPWr6s5aOlqSnl3HPfder+ciNZMjCqic9anrF1KiTvR4y7jFOjxqSc+LBEY8srHpGMvSThegiGnSPMR5Er0gWehYt6ZkcZ5bac2jQvbkxWdjL4UHPoEE8aoguoiWrDN5JeujtbRuPeamdeLDyMpO1etGS1bzuzY2r+ei5YxYTOuOg3+P45Cc/NX2b42d/9mfbR++9t128eHE6wPoRsEcfe6y9853vbG94wxvamTNnpoUGB4kD4sSDlZeZrNWLlqzmdW9uXM1HT5XBIwvRIbqIluxl0DJLjd+b1z3G9M2RnDOzlUeWTNbS0ZL09DLuue96NR+5kQxZWPWkR02vmBp1stdDxj3G6VFDck48OOKRhVXPSIZ+shBdRIPuMcaD6BXJQs+iJT2T48xSew4Nujc3Jgt7OTzoGTSIRw3RRbRklcE7SQ+9vW3jMS+1Ew9WXmayVi9asprXvblxNR89d8xi4qFTp9qb3/zm9trXvna6l4Q+ynjd617X3vKWt7Tf+q3fau9+97vb61//+umsxH333dcODvq/HMeBEasDmB41/Vn35hvJMF9F5oG9LB70TE+Tjw57PXiwl0Ejk8QXK49cZrIm56wy6VHTn7V0tCQ9vYx77rtezUduJEMWVj3pUdMrpkad7PWQcY9xetSQnBMPjnhkYdUzkqGfLEQX0aB7jPEgekWy0LNoSc/kOLPUnkOD7s2NycJeDg96Bg3iUUN0ES1ZZfBO0kNvb9t4zEvtxIOVl5ms1YuWrOZ1b25czUfPHbOYuHDhQvvSl77UPv/5zzf9PseVy5fb/fff337nd+5ub3/7v2i/+qu/2j72sY9NZyT8DmccJA6IEw9WXmayVi9asprXvblxNR89VQaPLESH6CJaspdByyw1fm9e9xjTN0dyzsxWHlkyWUtHS9LTy7jnvuvVfORGMmRh1ZMeNb1iatTJXg8Z9xinRw3JOfHgiEcWVj0jGfrJQnQRDbrHGA+iVyQLPYuW9EyOM0vtOTTo3tyYLOzl8KBn0CAeNUQX0ZJVBu8kPfT2to3HvNROPFh5mclavWjJal735sbVfPTcMYsJPSGeME9O1L0kdO3E5ubm6rc5Zo5R77j58ez5aEk/9nho1En8W22TXPZnTc5ZZdKjpj9r6WhJenoZ99x3vZqP3EiGLKx60qOmV0yNOtnrIeMe4/SoITknHhzxyMKqZyRDP1mILqJB9xjjQfSKZKFn0ZKeyXFmqT2HBt2bG5OFvRwe9AwaxKOG6CJassrgnaSH3t628ZiX2okHKy8zWasXLVnN697cuJqPnjt+McETnTsY6OSceLDyMpO1etGS1bzuzY2r+eipMnhkITpEF9GSvQxaZqnxe/O6x5i+OZJzZrbyyJLJWjpakp5exj33Xa/mIzeSIQurnvSo6RVTo072esi4xzg9akjOiQdHPLKw6hnJ0E8Wooto0D3GeBC9IlnoWbSkZ3KcWWrPoUH35sZkYS+HBz2DBvGoIbqIlqwyeCfpobe3bTzmpXbiwcrLTNbqRUtW87o3N67mo2e1mFh9m2P5AuRFAasXUHrU9IqpUSd7PWTcY4w3R3LOzFYeWTJZS0dL0tPLuOe+69V85EYyZGHVkx41vWJq1MleDxn3GKdHDck58eCIRxZWPSMZ+slCdBENuscYD6JXJAs9i5b0TI4zS+05NOje3Jgs7OXwoGfQIB41RBfRklUG7yQ99Pa2jce81E48WHmZyVq9aMlqXvfmxtV89KwWE6vFxPIFyIsCVi+g9KjpFVOjTvZ6yLjHGG+O5JyZrTyyZLKWjpakp5dxz33Xq/nIjWTIwqonPWp6xdSok70eMu4xTo8aknPiwRGPLKx6RjL0k4XoIhp0jzEeRK9IFnoWLemZHGeW2nNo0L25MVnYy+FBz6BBPGqILqIlqwzeSXro7W0bj3mpnXiw8jKTtXrRktW87s2Nq/noWS0mVouJ5QuQFwWsXkDpUdMrpkad7PWQcY8x3hzJOTNbeWTJZC0dLUlPL+Oe+65X85EbyZCFVU961PSKqVEnez1k3GOcHjUk58SDIx5ZWPWMZOgnC9FFNOgeYzyIXpEs9Cxa0jM5ziy159Cge3NjsrCXw4OeQYN41BBdREtWGbyT9NDb2zYe81I78WDlZSZr9aIlq3ndmxtX89GzWkysFhPLFyAvCli9gNKjpldMjTrZ6yHjHmO8OZJzZrbyyJLJWjpakp5exj33Xa/mIzeSIQurnvSo6RVTo072esi4xzg9akjOiQdHPLKw6hnJ0E8Wooto0D3GeBC9IlnoWbSkZ3KcWWrPoUH35sZkYS+HBz2DBvGoIbqIlqwyeCfpobe3bTzmpXbiwcrLTNbqRUtW87o3N67mo2e1mFgtJpYvQF4UsHoBpUdNr5gadbLXQ8Y9xnhzJOfMbOWRJZO1dLQkPb2Me+67Xs1HbiRDFlY96VHTK6ZGnez1kHGPcXrUkJwTD454ZGHVM5KhnyxEF9Gge4zxIHpFstCzaEnP5Diz1J5Dg+7NjcnCXg4PegYN4lFDdBEtWWXwTtJDb2/beMxL7cSDlZeZrNWLlqzmdW9uXM1Hz2oxsVpMLF+AvChg9QJKj5peMTXqZK+HjHuM8eZIzpnZyiNLJmvpaEl6ehn33He9mo/cSIYsrHrSo6ZXTI062esh4x7j9KghOSceHPHIwqpnJEM/WYguokH3GONB9IpkoWfRkp7JcWapPYcG3Zsbk4W9HB70DBrEo4boIlqyyuCdpIfe3rbxmJfaiQcrLzNZqxctWc3r3ty4mo+e1WJitZhYvgB5UcDqBZQeNb1iatTJXg8Z9xjjzZGcM7OVR5ZM1tLRkvT0Mu6573o1H7mRDFlY9aRHTa+YGnWy10PGPcbpUUNyTjw44pGFVc9Ihn6yEF1Eg+4xxoPoFclCz6IlPZPjzFJ7Dg26NzcmC3s5POgZNIhHDdFFtGSVwTtJD729beMxL7UTD1ZeZrJWL1qymte9uXE1Hz2rxcRqMbF8AfKigNULKD1qesXUqJO9HjLuMcabIzlnZiuPLJmspaMl6ell3HPf9Wo+ciMZsrDqSY+aXjE16mSvh4x7jNOjhuSceHDEIwurnpEM/WQhuogG3WOMB9ErkoWeRUt6JseZpfYcGnRvbkwW9nJ40DNoEI8aootoySqDd5IeenvbxmNeaicerLzMZK1etGQ1r3tz42o+elaLidViYvkC5EUBqxdQetT0iqlRJ3s9ZNxjjDdHcs7MVh5ZMllLR0vS08u4577r1XzkRjJkYdWTHjW9YmrUyV4PGfcYp0cNyTnx4IhHFlY9Ixn6yUJ0EQ26xxgPolckCz2LlvRMjjNL7Tk06N7cmCzs5fCgZ9AgHjVEF9GSVQbvJD309raNx7zUTjxYeZnJWr1oyWpe9+bG1Xz0/H9rHIrtFjSUrwAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "id": "bf99670a", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "d84d6db1", "metadata": {}, "source": [ "回顾之前的求导,链式法则。" ] }, { "cell_type": "markdown", "id": "58f27aa2", "metadata": {}, "source": [ "$$\\frac{d}{dx}f(g(x))=\\frac{d}{dg(x)}f(g(x)).\\frac{d}{dx}g(x)=f'(g(x))\\cdot g'(x)$$" ] }, { "cell_type": "markdown", "id": "b742fbeb", "metadata": {}, "source": [ "我们的神经网络就可以这样来表示。\n", "$$ReLU(\\sum[inputs\\cdot weights] + bias)$$\n", "具体的形式如下。\n", "$$ReLU(x_0w_0 + x_1w_1 + x_2w_2+b)$$\n", "在具体一点。\n", "$$y=ReLU(sum(mul(x_0, w0), mul(x_1, w_1), mul(x_2, w_2), b))$$" ] }, { "cell_type": "markdown", "id": "8c4375ef", "metadata": {}, "source": [ "现在我们要研究参数是怎么影响损失函数的,比如$x_0$。\n", "$$\\frac{\\partial}{\\partial x_0}[ReLU(sum(mul(x_0, w_0), mul(x_1, w_1), (x_2, w_2), b))] = \\frac{dReLU()}{dsum()}\\cdot\\frac{\\partial sum()}{\\partial mul(x_0, w_0)}\\cdot\\frac{\\partial mul(x_0, w_0)}{\\partial x_0}$$\n", "其他参数怎么影响的,也是这样的计算方式。" ] }, { "cell_type": "markdown", "id": "c3c5d3e6", "metadata": {}, "source": [ "方向传播中,使用了链式法则。需要后面一层的梯度,乘上当前层的梯度。假设后面一层梯度为1。如下图红色的1.0。" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "8549a058", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "90caba2f", "metadata": {}, "source": [ "现在我们需要求ReLU的梯度。\n", "$$f(x) = max(x, 0) \\rightarrow \\frac{d}{dx}f(x)=1\\space(x > 0)$$" ] }, { "cell_type": "markdown", "id": "48101f14", "metadata": {}, "source": [ "用python代码这样表示。" ] }, { "cell_type": "code", "execution_count": 10, "id": "a56d07a4", "metadata": {}, "outputs": [], "source": [ "relu_dz = (1. if z > 0 else 0.0)" ] }, { "cell_type": "code", "execution_count": 12, "id": "34116308", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z" ] }, { "cell_type": "code", "execution_count": 13, "id": "9d717395", "metadata": {}, "outputs": [], "source": [ "dvalue = 1.0#后面一层的梯度" ] }, { "cell_type": "code", "execution_count": 14, "id": "be9b619a", "metadata": {}, "outputs": [], "source": [ "drelu_dz = dvalue * (1. if z > 0 else 0.)" ] }, { "cell_type": "code", "execution_count": 15, "id": "49291f98", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drelu_dz" ] }, { "attachments": { "image-2.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "dc22bf9c", "metadata": {}, "source": [ "![image-2.png](attachment:image-2.png)" ] }, { "cell_type": "markdown", "id": "dbe4e2eb", "metadata": {}, "source": [ "加和部分是x0w0 + x1w1 + x2w2 + b。\n", "无论你先对哪个部分进行求导都是为1。\n", "$$f(x, y, z, h) = x + y + z + h\\\\ \\frac{\\partial}{\\partial x}f(x, y, z, h) = 1\\\\\n", "\\frac{\\partial}{\\partial y}f(x, y, z, h) = 1\\\\\n", "\\frac{\\partial}{\\partial z}f(x, y, z, h) = 1\\\\\n", "\\frac{\\partial}{\\partial h}f(x, y, z, h) = 1$$" ] }, { "cell_type": "markdown", "id": "9c63ee61", "metadata": {}, "source": [ "我们走x0w0,先对这部分求导。" ] }, { "cell_type": "code", "execution_count": 22, "id": "ebe2a968", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsum_dx0w0 = 1\n", "drelu_dx0w0 = drelu_dz * dsum_dx0w0\n", "drelu_dx0w0" ] }, { "attachments": { "image-2.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "276ae660", "metadata": {}, "source": [ "![image-2.png](attachment:image-2.png)" ] }, { "cell_type": "markdown", "id": "5f71f909", "metadata": {}, "source": [ "再走x1w1。" ] }, { "cell_type": "code", "execution_count": 25, "id": "131ed807", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsum_dx1w1 = 1\n", "drelu_dx1w1 = drelu_dz * dsum_dx1w1\n", "drelu_dx1w1" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "4e74588b", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "cf9c4d86", "metadata": {}, "source": [ "再走x2w2。" ] }, { "cell_type": "code", "execution_count": 26, "id": "47ab30e6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsum_dx2w2 = 1\n", "drelu_dx2w2 = drelu_dz * dsum_dx2w2\n", "drelu_dx2w2" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "c428da1f", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "d5d511fb", "metadata": {}, "source": [ "最后走b。" ] }, { "cell_type": "code", "execution_count": 27, "id": "cf29d5dd", "metadata": {}, "outputs": [], "source": [ "dsum_db = 1\n", "drelu_db = drelu_dz * dsum_db" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "63830b32", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "e043a8b4", "metadata": {}, "source": [ "综合一下。" ] }, { "cell_type": "code", "execution_count": 28, "id": "ec35d21c", "metadata": {}, "outputs": [], "source": [ "x = [1.0, -2.0, 3.0]#输入\n", "\n", "w = [-3.0, -1.0, 2.0]#权重\n", "b = 1.0#偏置" ] }, { "cell_type": "code", "execution_count": 29, "id": "76322301", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0, 1.0, 1.0, 1.0)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x0w0 = x[0] * w[0]\n", "x1w1 = x[1] * w[1]\n", "x2w2 = x[2] * w[2]\n", "z = x0w0 + x1w1 + x2w2\n", "y = max(z, 0)\n", "dvalue = 1.0#下一层传播来的梯度\n", "drelu_dz = dvalue * (1. if z > 0 else 0.)\n", "dsum_dx0w0 = 1\n", "dsum_dx1w1 = 1\n", "dsum_dx2w2 = 1\n", "dsum_db = 1\n", "drelu_dx0w0 = drelu_dz * dsum_dx0w0\n", "drelu_dx1w1 = drelu_dz * dsum_dx1w1\n", "drelu_dx2w2 = drelu_dz * dsum_dx2w2\n", "drelu_db = drelu_dz * dsum_db\n", "drelu_dx0w0, drelu_dx1w1, drelu_dx2w2, drelu_db\n" ] }, { "cell_type": "markdown", "id": "2eb51718", "metadata": {}, "source": [ "现在需要$x_0, x_1, x_2, w_0, w_1, w_2, b$求导。" ] }, { "cell_type": "markdown", "id": "fdbe4fdd", "metadata": {}, "source": [ "$$f(x, y) = x\\cdot y\\\\ \\frac{\\partial}{\\partial x}f(x, y) = y\\\\\n", "\\frac{\\partial}{\\partial y}f(x, y) =x$$" ] }, { "cell_type": "code", "execution_count": 30, "id": "5e138a8b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-3.0, -1.0, 2.0, 1.0, -2.0, 3.0)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dmul_dx0 = w[0]\n", "dmul_dx1 = w[1]\n", "dmul_dx2 = w[2]\n", "dmul_dw0 = x[0]\n", "dmul_dw1 = x[1]\n", "dmul_dw2 = x[2]\n", "drelu_dx0 = drelu_dx0w0 * dmul_dx0\n", "drelu_dx1 = drelu_dx1w1 * dmul_dx1\n", "drelu_dx2 = drelu_dx2w2 * dmul_dx2\n", "drelu_dw0 = drelu_dx0w0 * dmul_dw0\n", "drelu_dw1 = drelu_dx1w1 * dmul_dw1\n", "drelu_dw2 = drelu_dx2w2 * dmul_dw2\n", "drelu_dx0, drelu_dx1, drelu_dx2, drelu_dw0, drelu_dw1, drelu_dw2" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "42d33daa", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "id": "ba9c14b8", "metadata": {}, "source": [ "上面单独求导,组合成梯度。" ] }, { "cell_type": "code", "execution_count": 31, "id": "685e05cc", "metadata": {}, "outputs": [], "source": [ "dx = [drelu_dx0, drelu_dx1, drelu_dx2]#输入的梯度\n", "dw = [drelu_dw0, drelu_dw1, drelu_dw2]#权重的梯度\n", "db = drelu_db#偏置的梯度" ] }, { "cell_type": "code", "execution_count": 32, "id": "550b837b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([-3.0, -1.0, 2.0], 1.0)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w, b" ] }, { "cell_type": "markdown", "id": "f9126545", "metadata": {}, "source": [ "现在开始更新梯度。" ] }, { "cell_type": "code", "execution_count": 33, "id": "d7e18d47", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "([-3.001, -0.998, 1.997], 0.999)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w[0] += -0.001 * dw[0]\n", "w[1] += -0.001 * dw[1]\n", "w[2] += -0.001 * dw[2]\n", "b += -0.001 * db\n", "w, b" ] }, { "cell_type": "markdown", "id": "4a112f29", "metadata": {}, "source": [ "这个小心的改变,会影响我们的输出。" ] }, { "cell_type": "code", "execution_count": 35, "id": "e7349bf4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.985" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x0w0 = x[0] * w[0]\n", "x1w1 = x[1] * w[1]\n", "x2w2 = x[2] * w[2]\n", "z = x0w0 + x1w1 + x2w2 + b\n", "y = max(z, 0)\n", "y" ] }, { "cell_type": "markdown", "id": "61e3b502", "metadata": {}, "source": [ "## 2.numpy实现" ] }, { "cell_type": "markdown", "id": "822df7ee", "metadata": {}, "source": [ "在第一部分中我们只考虑单个神经元。在神经网络中,特别是多分类中,一般最后一层是多个神经元。" ] }, { "cell_type": "code", "execution_count": 38, "id": "6f6ce5ae", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "id": "50b21563", "metadata": {}, "source": [ "求输入的梯度。" ] }, { "cell_type": "code", "execution_count": 42, "id": "bb77e3ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.44, -0.38, -0.07, 1.37])" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#下一层3个神经元的梯度如下\n", "dvalues = np.array([[1., 1., 1.]])\n", "#我们有3个神经元,每个神经元4个权重,因为数据的特征有4个\n", "weights = np.array([[0.2, 0.8, -0.5, 1],\n", " [0.5, -0.91, 0.26, -0.5],\n", " [-0.26, -0.27, 0.17, 0.87]]).T\n", "dx0 = sum(weights[0] * dvalues[0])\n", "dx1 = sum(weights[1] * dvalues[0])\n", "dx2 = sum(weights[2] * dvalues[0])\n", "dx3 = sum(weights[3] * dvalues[0])\n", "dinputs = np.array([dx0, dx1, dx2, dx3])#输入的梯度\n", "dinputs" ] }, { "cell_type": "markdown", "id": "0383f280", "metadata": {}, "source": [ "可以直接使用numpy中点乘dot函数。" ] }, { "cell_type": "code", "execution_count": 46, "id": "c1818883", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.44, -0.38, -0.07, 1.37])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#下一层3个神经元的梯度如下\n", "dvalues = np.array([[1., 1., 1.]])\n", "#我们有3个神经元,每个神经元4个权重,因为数据的特征有4个\n", "weights = np.array([[0.2, 0.8, -0.5, 1],\n", " [0.5, -0.91, 0.26, -0.5],\n", " [-0.26, -0.27, 0.17, 0.87]]).T\n", "dinputs = np.dot(dvalues[0], weights.T)#输入的梯度\n", "dinputs" ] }, { "cell_type": "markdown", "id": "b37041cc", "metadata": {}, "source": [ "数据不仅仅是一个,而是一批次。" ] }, { "cell_type": "code", "execution_count": 48, "id": "ec76b937", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.44, -0.38, -0.07, 1.37],\n", " [ 0.88, -0.76, -0.14, 2.74],\n", " [ 1.32, -1.14, -0.21, 4.11]])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#这里有3个数据作为一个批次\n", "dvalues = np.array([[1., 1., 1.],\n", " [2., 2., 2.],\n", " [3., 3., 3.]])\n", "weights = np.array([[0.2, 0.8, -0.5, 1],\n", " [0.5, -0.91, 0.26, -0.5],\n", " [-0.26, -0.27, 0.17, 0.87]]).T\n", "dinputs = np.dot(dvalues, weights.T)\n", "dinputs" ] }, { "cell_type": "markdown", "id": "25222410", "metadata": {}, "source": [ "求权重的梯度。" ] }, { "cell_type": "code", "execution_count": 50, "id": "52cd9cd9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[ 0.5, 0.5, 0.5],\n", " [20.1, 20.1, 20.1],\n", " [10.9, 10.9, 10.9],\n", " [ 4.1, 4.1, 4.1]]),\n", " (4, 3),\n", " (4, 3))" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#这里有3个数据作为一个批次\n", "dvalues = np.array([[1., 1., 1.],\n", " [2., 2., 2.],\n", " [3., 3., 3.]])\n", "inputs = np.array([[1, 2, 3, 2.5],\n", " [2, 5, -1, 2],\n", " [-1.5, 2.7, 3.3, -0.8]])\n", "dweights = np.dot(inputs.T, dvalues)#维度和权重保持一致\n", "dweights, dweights.shape, weights.shape" ] }, { "cell_type": "markdown", "id": "727216ca", "metadata": {}, "source": [ "求偏置的梯度。" ] }, { "cell_type": "code", "execution_count": 51, "id": "ae896869", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[6., 6., 6.]])" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dvalues = np.array([[1., 1., 1.],\n", " [2., 2., 2.],\n", " [3., 3., 3.]])\n", "biases = np.array([[2, 3, 0.5]])\n", "dbiases = np.sum(dvalues, axis=0, keepdims=True)#保留维度,使得偏置梯度的维度和偏置保持一致\n", "dbiases" ] }, { "cell_type": "markdown", "id": "8dd4ba6a", "metadata": {}, "source": [ "对激活函数ReLU求导。" ] }, { "cell_type": "code", "execution_count": 54, "id": "737313b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1 1 0 0]\n", " [1 0 0 1]\n", " [0 1 1 0]]\n", "[[ 1 2 0 0]\n", " [ 5 0 0 8]\n", " [ 0 10 11 0]]\n" ] } ], "source": [ "#前向传播的输出\n", "z = np.array([[1, 2, -3, -4],\n", " [2, -7, -1, 3],\n", " [-1, 2, 5, -1]])\n", "dvalues = np.array([[1, 2, 3, 4],\n", " [5, 6, 7, 8],\n", " [9, 10, 11, 12]])\n", "#激活函数梯度\n", "drelu = np.zeros_like(z)#建立一个和z维度一样,元素全是0的矩阵\n", "drelu[z > 0] = 1\n", "print(drelu)\n", "#链式求导\n", "drelu *= dvalues\n", "print(drelu)" ] }, { "cell_type": "markdown", "id": "24bec839", "metadata": {}, "source": [ "我们可以简化上面的代码。" ] }, { "cell_type": "code", "execution_count": 55, "id": "3c7f8149", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1, 2, 0, 0],\n", " [ 5, 0, 0, 8],\n", " [ 0, 10, 11, 0]])" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "z = np.array([[1, 2, -3, -4],\n", " [2, -7, -1, 3],\n", " [-1, 2, 5, -1]])\n", "dvalues = np.array([[1, 2, 3, 4],\n", " [5, 6, 7, 8],\n", " [9, 10, 11, 12]])\n", "drelu = dvalues.copy()#深度复制,不影响原来的值\n", "drelu[z < 0] = 0\n", "drelu" ] }, { "cell_type": "markdown", "id": "fdeaf421", "metadata": {}, "source": [ "## 3.综合以上代码" ] }, { "cell_type": "code", "execution_count": 57, "id": "83550bdb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[ 0.179515 , 0.5003665, -0.262746 ],\n", " [ 0.742093 , -0.9152577, -0.2758402],\n", " [-0.510153 , 0.2529017, 0.1629592],\n", " [ 0.971328 , -0.5021842, 0.8636583]]),\n", " array([[1.98489 , 2.997739, 0.497389]]))" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "dvalues = np.array([[1., 1., 1.],\n", " [2., 2., 2.],\n", " [3., 3., 3.]])\n", "inputs = np.array([[1, 2, 3, 2.5],\n", " [2, 5, -1, 2],\n", " [-1.5, 2.7, 3.3, -0.8]])\n", "weights = np.array([[0.2, 0.8, -0.5, 1],\n", " [0.5, -0.91, 0.26, -0.5],\n", " [-0.26, -0.27, 0.17, 0.87]]).T\n", "biases = np.array([[2, 3, 0.5]])\n", "#前向传播\n", "layer_outputs = np.dot(inputs, weights) + biases#全连接网络\n", "relu_outputs = np.maximum(0, layer_outputs)#激活\n", "#反向传播\n", "drelu = relu_outputs.copy()\n", "drelu[layer_outputs <=0] = 0\n", "dinputs = np.dot(drelu, weights.T)\n", "dweights = np.dot(inputs.T, drelu)\n", "dbiases = np.sum(drelu, axis=0, keepdims=True)\n", "weights += -0.001 * dweights\n", "biases += -0.001 * dbiases\n", "weights, biases" ] }, { "cell_type": "code", "execution_count": null, "id": "acef8d51", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 5 }