diff --git a/docs/advanced_examples/ClassifierComparison.ipynb b/docs/advanced_examples/ClassifierComparison.ipynb index 9f329b90c..d85c98ce0 100644 --- a/docs/advanced_examples/ClassifierComparison.ipynb +++ b/docs/advanced_examples/ClassifierComparison.ipynb @@ -59,7 +59,6 @@ "\n", "from concrete.ml.sklearn import (\n", " DecisionTreeClassifier,\n", - " KNeighborsClassifier,\n", " LinearSVC,\n", " LogisticRegression,\n", " NeuralNetClassifier,\n", @@ -202,45 +201,6 @@ "make_classifier_comparison(\"Tree-Based Classifiers\", tree_classifiers, 0.5) # noqa" ] }, - { - "cell_type": "markdown", - "id": "240b09a6", - "metadata": {}, - "source": [ - "## Nearest-neighbors classifiers" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "9725313d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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SvfPEDkmSVENtoY5q+3XpwuXU/8kdtfn3v//N7bffzoMPPsj+++/PtGnTuOyyy2jbti2jR4/mgQce4M033+Tll1+mX79+ZGdnk51dtWPb5MmT6datG08++SQnnXTSNmsuKChg1KhRHH/88Tz33HMsWrSI6667rsaYaDRKnz59eOWVV+jSpQuZmZmMGTOGnj17ct5553HzzTcze/ZsNm7cyJNPPglAcnIyAO3bt+epp56iV69ezJgxg8suu4z27dvzm9/8ph7/5CRJkiRJkiSp6enbuerkjgnpMwmCYOsB3Xpw8TPX8tqvH2PDugLWFwe8OIWtTu1oHQ8H9AsZ1H377xcJ4Ig9Qzq1CflsfkBIwKT3ZrDnivU8+PT1XP1QOktyi0hJ9uSO5i4MdzxGkiRJkiSprhnskCRJm2wv1FEtVuGOP/zhD9xzzz2cddZZAAwYMIBZs2bx6KOPMnr0aJYuXcrAgQMZOXIkQRCQkpKy6WO7du0KQKdOnejRo8c23+P5558nGo3yxBNPkJiYyJAhQ1i2bBlXXnnlpjEJCQn86U9/2vT7AQMGMHHiRF5++WXOO+882rVrR5s2bSgtLd3qvX7/+99v+nX//v25+eabefHFFw12SJIkSZIkSVItqsMdmelZW70WDSEDuPPlW3jjyodZOncVFdGAgtKa4wpK4cPZAbmFIYcOCKktI7Klob2hQ5uQcTOhrDLg2+nZJGTN4bFbTuSZycvJHJ9F386GO5qLjE+zGH1wP+KHHw98CMCy9QFTloQc2I8dfr1IkiRJkiTVlUisC5AkSY3HRx99xNRXXuGiTp1qDXVU269LFy7q1Impr7zCxx9/XO91FRYWsmDBAn75y1/Srl27TY//+Z//YcGCBQBceumlfP311wwaNIhrr72WDz74YJffZ/bs2ey7774kJiZueu6www7batxDDz3EgQceSNeuXWnXrh2PPfYYS5cu3eH1X3rpJUaMGEGPHj1o164dv//973fq4yRJkiRJkiSpperbOanWR/XJGb95YQo/feEmjvvpIXTp0prk5M2Pzp1bbbrOV0sD3p8VUF654/dMSa465aNa2eyvGN7FpfXmpm/nJCIBXHbHu9wyIZdTf3nEpte+WBThozkBldEYFihJkiRJkloUT+yQJEmbDBs2jI8GDeLD6dMZmpxM+1atah2XX1bGh2vX0mG//dhvv/3qva6CggIAHn/8cQ455JAar1WfFnLAAQewaNEi3nvvPT766CPOO+88jjvuOF599dU6reXFF1/k5ptv5p577uGwww6jffv23HXXXUyaNGm7Hzdx4kR+9rOf8ac//YkTTzyRjh078uKLL3LPPffUaX2SJEmSJEmS1FKkJFed6HHNw58xYtTRPPng6K3GvPXIRzxx21iiUViwNiC/BE5NDWnbevvXjnhSQ4tQfSrMhPSZhEcfzrGdOvPxPW8CMHd11dfLyUNC2tS+XCJJkiRJklRnDHZIkqRNunfvzo233869f/4z906fzo2DBm0V7sgvK+PeuXMp2G8/brz9drp3794gdfXq1YuFCxfys5/9bJvjOnTowPnnn8/555/POeecw0knnURubi7JyckkJCRQWbn9rdgGDx7Ms88+S0lJyaZTO7744osaYyZMmMDhhx/OVVddtem56lNDqrVq1Wqr98rMzCQlJYX//u//3vTckiVLtv+JS5IkSZIkSZK2a8sb86+lljRG/0Gc/8gVvH7Dk5QUlrImP+CVqTCkZ1hjWBBAv2To1r6BClejUf01lDl+FpG0VM59oCv/+c0zlJWUs2JDwKtTYdS+IZ2TYl2pJEmSJElqzjwvVpIk1dCzZ09uvP12Cvbbj3vnziW/rGzTa98PdfTs2bPB6vrTn/7EX//6Vx544AHmzZvHjBkzePLJJ7n33nsBuPfee3nhhReYM2cO8+bN45VXXqFHjx506tQJgP79+/Pxxx+zatUq8vLyan2PCy+8kCAIuOyyy5g1axbvvvsud999d40xAwcOZMqUKYwbN4558+Zx2223MXny5Bpj+vfvzzfffMPcuXNZt24d5eXlDBw4kKVLl/Liiy+yYMECHnjgAV5//fW6/4OSJEmSJEmSpBamb+ckIgFkjs/a6pGRnsXEtp0Z/eKNdO3dGYCC0oBJiyM1Hl8sivDKVwHTl0EY7uAN1exUfw1lpGcxuUs3Ln72Ojp/l/LZUBLw6tSAZbUvLUiSJEmSJNUJgx2SJGkrtYU7YhnqAPjVr37FP//5T5588kmGDh3KUUcdxVNPPcWAAQMAaN++PXfeeSfDhw/noIMOYvHixbz77rtEIlXtzj333MOHH35I37592X///Wt9j3bt2vHWW28xY8YM9t9/f/77v/+bO+64o8aYyy+/nLPOOovzzz+fQw45hJycnBqndwBcdtllDBo0iOHDh9O1a1cmTJjA6aefzg033MDVV1/NsGHDyMzM5LbbbquHPylJkiRJkiRJann6dk6q9ZGSnERGeha3vZnFxS/fwsD9+23zGiEBn38b4bP5AVHDHS3Oll8vf/pgLpe88hv6D+kFQGlFwJvfBMxaGeMiJUmSJElSsxUf6wIkSVLjVB3uuPfPf+be6dMBGjTUcemll3LppZfWeO7CCy/kwgsvrHX8ZZddxmWXXbbN65122mmcdtppO3zfQw89lK+//rrGc+EW27O1bt2aJ598kieffLLGmL/+9a+bft21a1c++OCDra595513cuedd9Z47vrrr99hTZIkSZIkSZKkHy4lOYnsvCJufGoih994AX/tWELRxuIaY7ImLuD1hz4BYMaKgIS4WFSqxqD66+WW577ksBvOZ/iL45jy0SyiYcAncwPWF4UctntIEMS6UkmSJEmS1Jx4YoeajMLCQsrLy2NdhiS1KFue3BGrkzqk5iIMoTIa6yoav5LKCiqi/kFtS3EZFH3vUVYR66okSZJ2TUVZCdFKmxhJktSw+nZOIhJA5mezeTS/LZFDD6jxGHrdWfzkjouIj6+6W7+80rv2f4ym3vNVf71MnPQta0aP4rQxR216bWp2wHszA8orY1igJElSI9DUez5JkhobT+xQk5Cdnc19f/4zyT17csOtt9K2bdtYlyRJLUbPnj257Y47AOjQoUOMq5GapjX58MGsgOJyOGpgyF7dY11R47S2pIh3F8+mbas2jErZi8Q4f1yptrEYxs0KWJ2/9Q0FkSBkn55wxJ4hcUb3JUlSI1e8cR1rJrwKbTvR+9AziG+VGOuSJElSC9K3c9VJDBnpWWSkZ231+si0VH721LWMveZx8vOKYlBh89Bcer7qr5fMz2YTpB3GKT278/7/e4VoNGThuoC3voEzh3lyhyRJapmaS88nSVJj4m0/avSys7O5709/InnmTPI+/pj77riDwsLCWJclSS1Khw4dDHVIP9DCdTB2WsD64oDSioAPZkf4cnHVCR7abG1JEe8tnk3/wnzi8tbw9pJ5lLi7CwCrNsArU2sPdQBEw4CsFQFvfhNQ4gF3kiSpESveuI41Ga+w/9psUpZksfyLN6goK4l1WZIkqYXp2zmJlOTaHxnpWYwPkhj98i302qPrpo/pfNgRTMmJ1hoGUU3NreerPrljQvpMDrr4aG57fgxJSXEArNjgfJwkSWqZmlvPJ0lSY+EWuGrUqkMdu82ezfWDB5NbUsJ9H3/MfeDJHZIkqVELQ/h6GUxYEAA1b8j/cnGE9UUhxwwKiY+LTX2NyZahjl8ltWN9GOXRvDW8DS3+5I55q+HjOQGVYdXXULduifTffXPQLgzh66nrKC+Psnx9wKtTYdTQkE5JsapYkiSpdtWLvQfkLOfs3XpTUFHO80uyWALu6CdJkhqN6nBHBnD/i7ew6LkPadshkX+sTyTzrnFEgqob/VW75trz9e2cxJLcqhNcDjx+P4akdmbyl+sAcP8eSZLU0jTXnk+SpMag5d4hpUavRqhj771Jio8nqV07bujf33CHJO2C0GMBmh3/nzZ+lVEYPz9g1srNgY4jzzyA/kN68ez/vk0Ywrw1ARtL4NTUkDatYlhsjH0/1NEmEqENES5vk9Siwx1hCFOWwKTFmw9ZHDpiICf97TLadKx588DQaQt57dePsWFdAeuLA16ZCqekhvTu1MBFS5IkbUONxd4uvUiMxJHYKo4LO3Z10VeSJDU6KclJZOcVcd1jnzMi7UAAMtNnGurYAXs+SZKk5s+eT5Kk+tWy7o5Sk1FbqKNaH8MdkrRT4uKqjgEoKyujTZs2Ma5GdamoqGpnsISEhBhXotqUV8K7WQHZeZtDHUddczKLDtmXpUGEcx/swX9ufobS4jJWbQx46Svo1n7H140EsGfXkD271WPxDay2UEe1nnHxLTbcEYbw0ZyAuas3fw0dd+GhzDvxCF6ZlwdB3vc+oDWjX76FN658mKVzV1FaEfCf6XDc3iF7dW/g4iVJkr6ntsXearu1SnTRV5IkNUp9O1eFOyakzwQw1LED9nySJEnNnz2fJEn1r2XcGaUmZdmyZdsMdVT7frjjxt/+lqQkJ1MlaUvx8fEkJSWxdu1aEhISiGxxw7SapjAMKSoqYs2aNXTq1GlTeEeNy9zVbAp1JCREuPaBn/Fqh95kfrcITFoqlzx/A69d+Qi5qzZQUBpQULpz1/52bcB+G0NG7BESCXY8vjFbt51QR7XvhztOS9mL1i0g3LEsj02hjiCAS35/Gp8O2ofM8bNq/f8eDYG0VC54/iY+vPkJpn06h2gY8Ok8GNgtJGjiXyuSJKnpKtmYs83F3mrfX/Ttc9iZxCW0bvhiJUmSvqc63FH9a9WuJfV8T09ayoEn9SXYYsJt0qKAIweGxLkEI0mSmrGW1PNJkhRLzf+uKDU548ePp3DmTK5MSak11FGtT7t2HNehA298+SUzZszgkEMOacAqpR9u1qxZ/P3vf+eTceOIRqMcfuSRXHPttQwfPjzWpamZCYKAnj17smjRIpYsWRLrclSHOnXqRI8ePWJdhrahrGLzry+7ch+OOu8wXns/e9OufhnpWWQAd798C+NufoLZXy7apetPXxawoRhOGBzSqgl38zPXryNSmM+oxDa1hjqq9YyLJy0+nv/k57KkYCN7dUxuwCpjo6xy86/PPGd3zr7+ZMZv8TX0fdl5RRBAm47tuP3FX3PN8N+yLLuQ8soACBuucNWQXbiRd5YtICt3NWEYslen3Ti1z57s2aFzrEuTJKnB5GbPouu6bNI6dq11sbfabq0SObx1G9au/Jb8tUvp1GtgA1Yp/XD2fJLU/Bno2LGW0vNFAshIz+IaQoadeSJMeg6AmSsDNpbASfuEtPaQ7WapYF02S796j5xvp7HytXiyRx7BNfvvEeuyJElqUC2l51PLlb0mZ9Ov386eT2bReuf5JMVEE74VTM3VGWecwaK5c3nk44+5KT6eXm3b1jpuytq1vFlczKEXX8xBBx3UwFVKP8xLL73ERT/7GV2DgHMqKogHXn/hBZ559lkeeOABrrnmmliXqGamVatWDBw4kLKysliXojqSkJDgSR1NSPv2rbZ6LiW5aqe/m5+dxIjrzufZ/dtRWRnd4bW+fD+LR3/7CpWVIYtzAsZOg1OHhrRvoifYHtK1F2uLCng6bw1Xtgnovo2TOL4pK+Wdyih9e/RrkZMmtX0NbU9cfBxJSf6YF2sZq5dx36zJdA3g3DAkHhi7Zhk3r87mVwP3Y1QfF34lSS1Dt4EHsTxnOWOXzODCTt3pso0d+uYXbWRceRllqUeyW0//nVTTYM8nSVKVltLzVZ/gMiF9JqQN4Yw7Lubt/36OioqQ7LyAV6fBaUNDOrSJdaWqSytnTyDrzQfYLYBfRqPE58PYt8Zy9hsJHBGMinV5kiQ1mJbS86llenXsG9z80HPsywgAhlRUMMF5Pkkx4h0/anTatm3LDbfeyn3APR9/zE0DBmwV7piydi1P5OZy8MUXM/rnPyeynV2epcZi4cKFXHzRRZxfWcm/gOrbNO+qqOA3wLXXXstBBx3EoYceGsMq1RxFIhESE5vond9SM7XlIuBtpDL6kH47/JiuZx7NhV27Mfa6JyjcUMy6woBXpsIRe4a0+l7Wp3Nb6NDI/9onxsUzKmUv3gYezlvDlW2Stgp3fFNWyrPl5fTs0Y+je6YQCYLYFCvtglXFhfxt9mQuIORf4RY9XxjyG+De+dMZ2L4zg1rA6TOSJMW3SqT3oWewGHh+G4u+84s28nJxARtTj6TXvkcTBM7zqfGz55MkabOW1PNtOa8bpKXys6evZezV/yQ/r5C8oqr52lNSQ3p2jHWlqgtF61eT9eYDXBBGeXLLnq+ykhtIYHZMq5MkqWG1pJ5PLcvG1cv45c1X8pOwK+u/ux3hZOAZ5/kkxYjBDjVK2wt3GOpQU/Xwww/TLgx5nM0TfwBxwF3Af+Lj+fsDDxjskKRmZOmS/O/2dNha9SJgRnoWGelZO3W9kWmpjH7xJsZe+QirFq+jqCxg3Kzawg4hhw4IObAfNOYsxPbCHS051JFTWLfX2q1d3V1PO/b+8oW0C9lmz/cGAe8s+5ZBHQ+OTYGSJDWw7S36utirpsqeT5KkmlpSz9e3cxJA1ZxuWiqjX7mZ1y9/mOUL1lBcHvDG13Ds3iF7dY9tnfrxsqeOoz3wT7bu+X4P/CwmVUmSFDstqedTyzH7o1dpB1wL/HmL553nkxQr/guqRqs63NH52GO5Z9EiVhQWGupQk/b5p58yqrKS2k5gjgDnVFTw+aefNnRZkqQ61m6LjUleeG4+T/3hVaLRKNEQsvOKaozt2zmJlOSdf2SkZ/FfY6dz0Ys3s8+hu2+nioAvFkX4eE5AZbR+Ps+6Uh3uqOzcjYeLi1hdWdFiQx1hCBMWBHy5eHOPu9vBB3PN+0t3GP7J+DSLpyctZUpOlK6DBmx6/rVpAUty6q1k1WJ23lpOI9xmz3cuIXPWr23osiRJiqlNi74pQ3l+/Wpyyktd7FWTZs8nSdLWWlrPVz1f+9uXpnLhizez78iBAFSGAR/MjvDl4qr5PjVdG5fM5PQwus2eT5Kklqil9Xxq/tbOmsyoysoaQd5qzvNJigVP7FCjtuXJHXd99BElrVoZ6lCTFQQB27u3NvrdGElS0zawG6zeGDJ9edX39LEPfsKhC9dx2NnHMfGL+WTnFW3a1W1XpSRXnfJx/RMTOPyKs7j+opWsmvhljTF5uSWMey8bgDmrAzaWwMmpIW0SftznVZ+2PLnjH3lrKAoiLS7UUV4JH84OWLhu8+d72pijeKVtTzLTZxIJ2ObXzZa7BGakZ3HvreexekkO307Pprwy4O0ZcMTAkH17N8in0uIFATvs+aBlfF1LkrSlLXf0e27xDAri4l3sVZNlzydJUu1aWs9XPV973WOfc/hlZ3B8yud8+O8vAPhycYT1RSHHDAqJj4txofphdrC2K0lSS9XSej41dzu+n895PkkNyWCHGr3qcMdDrVrRq18/LrzoIkMdapKOPv54Hpo2jYLKStp977VK4OX4eI4+4YRYlCZJqkNBUHUTfaekkM/mB4QEfPHuN+yxLJd7HrqCm56ZxJLcIlKSf1i4o2/nqsXCzAlzCdKGMPoPh201pt0JX/HW756jrKScFRsCXp0Kpw0N6fTD3rJBVIc73o8E9GmdxJE9+rWYUEdBKbwzI2BtQdXnG4kEnHTbuXyz1+47DHVsqXoh+canJnLYdedx2GsfMvGdbwgJ+Gx+wPqikJF7hNhK168hnbvxZv4GCghr7fleImBI526xKE2SpJirXvTNjksgoeNu9BpyhIu9apLs+SRJ2raW1vNtmq/NmAMnH8VxvXvw8V1vEIYwb03Vxjunpoa0qW0LYDVqHQfsy39WL6IgjNba80mS1JK1tJ5PzVf3oYfy1tJ5XFZLg+c8n6RY8F9TNQlt27blN7//PRddcomhDjVZl19+OWVxcYwOAoq2eL4M+DWQXVnJNddcE6PqJEl1bWhvGDU0JCEuBGDBN8t45ry7uPOnwxmZlsqS3CKy84p2cJXa9e2cRCSACekzeWbK8q0eX3XrwUXPXEunru0B2FAc8OKUgKcn1ny8MDlgzqo6+5R/tMS4eM7oP5i0FnRSx8ZieOWrzaGOpPaJXPDYlczaaw8m7EKoo1r118bEifNYfsHJnH3NsZte+2Z5wDtZAWUVdf5paAsn9t6d0iDgEqi151tGyKl994hNcZIkNQLxrRLpN+JseqYe5WKvmix7PkmStq+l9XzVc3KZ42fx7X6DOffBX9H6uyTHqo0Br0wNKCyNcZHaZX2HHU9JJFJrz/ffMapJkqTGpKX1fGqe9j72bMri4rjne887zycpVvwXVZIaSEpKCi+98grvJiTQJy6OXwCXA/3i43k8CHjs8cc58MADY12mJKkOpXSBc/YPad+6KtyRs3IDuR9+ySUH9WZkWuqPuvamxcL0rK0eGelZ/PnDeVzy8i3027snABXRgPzSmo+cwoCP5kTIXBAQhj/609UPMG8NFJZVhTq6dUvkzvdvJrNNRzLSs3Y51FFt09fGZ7OYcuhBnP6XnxEXV/UeS3IDXpsWkF9Sp5+GttAtMYmbUw/mnSBCb4JNPV/fIOBx4MpBB7Bn+84xrlKSJEk/hj2fJEn6vuo5uYz0LL7s1JX/e+dGkpNbA7CxJODbtTEuULusTceuDD3jRt6Ki6dXENnc88XF8e8WsjGRJElSc9e+a0+eefKfTImL2/TcmzjPJyl2DHZIUgM6/fTTmTVnDr+84QamDx3Kl0OGcPaYMczIyuKXv/xlrMuTJNWDLu3gqL02pybKl8xleJcIow/pR/RHhin6dk6q9ZGSXLWI+JvnJ/PT52/kuAsPJTm5NZ07t9r06NSp1abrTM0OeG9mQLnnxze4yujmBcAxv05lTdceEPCDQx3VtjzV5ZuUfvzsyWto16nqejmFAa98FbB6448uX9tw8G69+Pshx5PWd08+b9uBj5Pac2CvAdx/8HEc36t/rMuTJElSHbDnkyRJ31c9Jwewx379+MWYfTa9VhmNUVH6UboNPIjDLvsbnQ86lVeS+/BGn905/IKLefuvt8S6NEmSJNWRUSefxP3XXrLp9wsTWjnPJylm4mNdgCS1NAMGDOCuu+6Cu+6KdSmSpAYSicHmXX07J5GdV8Q1D3/GiFPTeOrvl2w15u3HPuaf//0a0SgsXBcwdhqcOjSkXeuGr1cQFxdQlwenVH8NZKRnQVoqo1+6ibFXPMzKResoKg8Y+zUcv3fInt3q8E21Sfc2bbl0z6HA0FiXIkmSpHpizydJkran+hRdNW1Jnboz6JhLSNr/HA5PS+WS4b1J+WIsMCvWpUmSJKmOdOvccdOvT+qzBwf1j10tklo2gx2SJElSM1V9Y/+E9JlcSy2LiP324oJHr+T1G/5FcUEpawsCXp0KQ3qGfP8k+X7J0K19w9StulN96kdGehYZwN9evJn3rn+cmRMXUBkNeH9WwKHFUYanxLZOSZIkSZIkSZIkSZIkqSUz2CFJkiQ1Y9XhjszxWVu9Fg2pOsnhxZt47fKHWbs8j4LSgEmLtw6BfLEoZOQeIfv1YavQh36Y0nJYltcw75WSXPV1cP0/J3D4FWdxTL90PnlpMgBfLIrQo0OUPp0bphZJkiRJkiSppVmaG5DaK6RVLXdoLM6BymjD1yRJkiRJkhoXgx2SJElSM1d9akNtqk9yuPeVW3j76keZN3XJNkYGZCwIyCsKOXJgSFykXkptMTYWw1szAvKKqlIyrVpFWD/yNN6YvIwJ6TOJ1EN4pjrkE4mP57qHLqVVwWref2cpAPmldf9+kiRJkiRJUkuUkZ7FNYSMOuJU4uOnUVERsmx9wNivYVRqSLvEzWOnL4OMbwPC705c3uOQwUzJiTLmrnFA1YYtkiRJkiSpZTDYIUmSJLVg1Sc53PjkRA6/4Xz+2rGEwg3FNcbMmrSAsQ9+AsDMlQEbS+CkfUJaJ8Si4qZv5QZ4NyuguLxqsbZ957ac/eBl/Gd58aZQx/bCOHUhCAL6929fr+8hSZIkSZIktTTVm6tMSJ9JkJbK+Y9dxevXPUFRfgnrCgJemQqnDg3ZrS18/m3AjBWbd3g5/LT9+PakI3n2rnENMkcoSZIkSZIaF4MdkiRJUgtXvdiY+dlsImmpjD5scI3XUw/Zj2i/Prz9X89SURGSnRfw6rSqcEdSq5rXahWPp3lsx7zV8PGcgMqwasG2z57dOOORK3l7dRkZ6VnuwCdJkiRJkiQ1cdXzrRnpWZCWyuiXbmLsFQ+zemkuhWUBY6dB13awcuPmUMeIy48ne+QBTPxslqEOSZIkSZJaKIMdkiRJkmosNmakZ231+si0VC56+jpeu/px8vMKySsKeGFKsNW4xPiQIwaGDOreEFU3LXNXwYdzNqde9h05kBPvu4zrHvscIKahjtLymL21JEmSJEmS1OxUBzMy0rPIAO576RbevuZR5k5ZTEU0YOXGqnHx8QGn/L8Lmd6vL5kNdJqvJEmSJElqnNxLV5IkSRJQtWCYklz7IyM9i3TaMPqVm+mzZ7dtXqOkIuDD2REmLQoIwwYsvglYsG5zEOb4E/ty2qNX88q8PCJBw4Y6MtKzmJITJWnIAZuey1wYMGtlg5UgSZIkSZIktQgpyUlEArjhX5kU//ocjjxz85xc+85JXPjkNXzTrx8TDHVIkiRJktTieWKHJEmSpB2qDndkAPe/cDMLnn6fpV/WPNmjsLCc2TPzAJi8JGB9MRw7KCQ+LgYFN0JbBl1+dsleLEyIg60PPalX1SezjLlrHP+47hgOPHYKX308m2gY8MncgPXFIYcNCAkauC5JkiRJkiSpuaqek8vMnAtnH8+oA/aickE2e/zsON5eU0ZGepahDkmSJEmSZLBDkiRJ0s5JSa5agLzusc8ZkXYwo689q8brYRjyxZOf8NEdrxOGMH9NQH4JnJIaktQqRkVrK9ULyVfd/wmHjz6NU1N2451/fQ7A1KUBG4rguMEhCQZyJEmSJEmSpDqxKdwxfhZB2hBGnz+SMXeNAxr2NF9JkiRJktR4GeyQJEmStNOqFyAnpM8kqO1Yh6F7c95DY/jPzU9RUlTGqo0BL38F3drXHJYQB/v0DOndqUHK1vdsWkj+fDbBsSM4qVd3PvjLq0SjsGBdQP7XcNq+IW0SYl2pJEmSJEmS1DxsObc6IX2mp3RIUgtSUArTsqs2RNtSWdQj1CVJkrSZwQ5JkiRJu2RTKCA9a6vXoiGQlsrFz9/A2CsfIWflBgpKAwpKt77OvNVw5MCQob3rv+ZYy86F5es3/z4y7OiY1VKtRkgnLZXzH7mC1699nJKSStbkB8xYHnJw/1hXKUmSJEmSJDUf1UGO7LwiQx2S1EKszYe3ZwQUlm0d4qgIDXZIkiRpM4MdkiRJknbZ9hYdM9KzyADuefkWxt38L2ZNWljruJCA8fMD1heFjNgzJNJM566zVsD4eQEhVZ/g3gf1Z358Ry6/axwAKcmxW8CtDncQwMC0VG68dRh/+dNXAJRWBEAYs9okSZIkSZKk5spQhyS1DIvWwbhZARWezCFJkqSdYLBDkiRJUp1KSa4KC9z0zCRGXHseT+/XlsrK6OYBYcjb//yMsQ9+AsD05QHri+HEfUJaNaOfUKIhZC4I+HrZ5sn6g09MZeV5J3D53R8QCRrfAm6HDq1iXYIkSZIkSZIkSVKTFobw9TKYsCCA7zb+GjS8P9c9cCGJbVtvGpdfUMCQw/8ToyolSZLU2DSj26YkSZIkNRbVJ0FMSJ/JH0hl9CH9aryeeu1ZlPfowbt/eIHKypAluQGvTYPDdt/65I5u7SExoQGLrwNlFfDh7IBFOZs/mZ9ckca0EQcz8bPZjTLUIUmSJEmSJEmSpJ1XGYXVG6EiWvP5b9cGzFq5eY3oyDMPYOSfL2Z1m8Qa4wqjbRqiTEmSJDURBjskSZKkBpS9tIBoNArExbqUelcd7shIzyIjPWur10empXLhE79m7HVPULihmJzCgLdnbH0UdXwk5Li9Q/bs1hBV141P5m4OdUQiASf/4Ty+3nMAmekzm0yoY30RRKMQicS6EkmSpJqKyuDJzK37xrq8viRJkiRJ0vZsKIa3ZwTkFW1/juLIq09m8aH78vwDn2z1WmVZcX2VJ2kH6nuOcVvvKUlNTfbSfMIwjHUZLYbBDkmSJKmebXGiMpkZq7jj0sdI+8ulAGTnFTWJm/x/qG19btWBD9JSGf3SzYy94mFWLV5X69iKaMD7swIOLY5yYD8IGnZ+7QdZnV/137hIyO0vXkn0gH2Z+eXSRhvqyPg0izAM+cmwE4lEJhKNwpLcgLez4KR9Qlr5k6MkSYqR6j6F4SfTrnM6G4qKCAkobIBF0DbJHZiSE2XMXePq/80kSZIkSVKTsWI9vJsVUFKx7UWr+PiA0/7vEqb27LnNjb8qSmF+PdcqqWqOkRDCGMwx1iYpuSNTcqI8M3k5GelZRJrA+reklmXL+5w++Wg5lZf/i+iooymg6n4f7ZpdCfN6e44kSZJUz7q0hbSBUcbPDwgJmPjON6zJvpd7HrqCm56ZxJLcIlKSG9/N/vWpeuI6Iz2LDOD+V37Dho8msWHG9BrjlizO54vM1QB8sSjC+qKQoweFxDWRUySSWsGwowYxNT/WlWxb9ckqE9JnQtoQTvvrRbzz3/+moiJkaW7Aq9Ng1NCQDok7vpYkSVJd2rJPCQg47DcX8MWDb1Ocu7He37tNcgdKTj6cMXeNa7ThXEmSJEmS1PDmroKP5wZEw6o7sfv0SWLEkb1qjInvtxcdjhjGe+tDJnx307ZzC1JsVM8xZqRnATToHGNt2iR34NBrTtu0mUxLu09AUtPQowOM2CPKhAUBEDD+ta8YnJ3LKQ+MAVJjXV6TU1ZUwNwnd26swQ5JkiSpAaT2hvaJIe/PgvLKgAXfLOOZ8+/mz/+4gg8Kg007cbS0Sd2U5KqJtOse+5wRaUMYffbRNV7fKwxp88g4Pr3vbQDmrA7YWAInp4a0SYhFxc1TjZsm01K58MlreP3af5KfV0RuYcArX8GpqSE9Osa6UkmS1NLUWHhNS+UX79zeIO/79ORlfL2N3TQlSZIkSVLLE4YwaXHAlCWbt9YfdtQgTrjnlyR22HruwJu2pcYjVnOM2+L3B0lNwf59oWNiyAezoSIaMPvLReSedxe3vfBr+u3dM9blNSkbN+bzzE6ONdghSZIkNZCULnDO/iFvz4D80oCcFet55sJ7Of/xKyEtlYz0LLLzilrcjWM1QgVBLefMDh/KOX/rxpu/fZayknJWbAh49gtovRM/zbSOh2F9Q/buUfd1b0sYVj2amu9PaF7y0s28fsXDrFi4luLygNe/huMGhwzsFutKJUlSS1PjtLf0LEYeXf+7QU0w1CFJkiRJUrO3rgAmLAhYX7TjsZUhFJVtXsc6afThzDpmBC/PzYMgr8bYjE+rTgbwpm2p8YjFHGNtMj5tmRs+Smqadu8KZyWGvDMDCssCVi/N5caj/5eOHVvFurQmpTxattNjDXZIkiRJDahLOzj3wKofelbnB5QUlTH/oRe45KmqXUGqj4BtaapDBZm1fP7REEhL5eJnr+W1qx5j/dp8yioDyip3fN38UvhoTkBOYcjhu4fUlhupS5VR+Gx+QEFp1Ru1bpcIwNOTlm46laUxqzGhCdz/4s28d/1jZGUuoDIMGDcrYH1RlOEp1PufpSRJ0vdVn/ZWW89Y11xclSRJkiSpeVucA+NmBZRX7tqCRxDA8b89i1lDBpI5flataz/OK0iNV0POMdbG7w+Smppu7eHcA0LezoJ1BQFlZVHWri2JdVlNSkVYvtNjDXZIkiRJDSypFZycGvLUxKqZ3vKKKMO7RAgO6ddigx2w/Qms6qDBnS/fQuZfXuTbyd/u8HphGLJhQ9UPR9OyAzYUw/GDQxLi6qrimkrL4b2ZAcvWb57BP3DMKK79aFWT2/G5ekLzusczOPzyszi233g+fvFLACYtjrC+OOSYQSFxkRgXKkmSWpym0k9JkiRJkqTGa/oyyPg2IKRqTScpKY5WrXa8gNS5T1cOuXoUX7RPJjPdXfelpsq/t5K0a9olwlnDQjIWwJIcCMNYV9S0lIch7GS2w2CHJEmSFAON/eSGxqY6aPCb5yfz2ENXMbzLziUK3nn8Ex7/r9eIRkMWrgsYOw1OHRrSrnXd1rehGN6eEZBXVPU/Nj4+4LS/XszUXr2aXKij2qZTVDLmwKijOaZ3dz655y0A5q4OyC+Bk4eEtPGETUmSJEmSJEmS1AREo/D5twEzVmxeqDts1H7c+PDPaZ204wWPKTlRnpm8fNMp7U1t7UeSJOmHahUPxwwy0fFDFFWEvPf5zo012CFJkiSpSagOGoy5axwj01J38oMGcsFjV/LGDf+iKL+EtQUBr3wFQ3vX/GEzCKBv56ojJHfVyg3wTlZASXnVIkCH5Lac9eAY0sNEJjTxif1N4Y7xs4ikpXLuA934z2+eoayknBUbAl6dCqP2DWmin54kSZIkSZIkSWqGisrg2zVQVlnz+eXrA7LzNoc6zr7mWCYfPJxbPlu9U9fNSM8CqjYkkyRJkuqawQ5JkiRJTcbmoEHWTo2PhkBaKpe8eBOvXf4P1i7Lo7As4ItFWx+ZMpGQEXuEDOtTFfTY2eu/MyOgpKLqA/oM7M6ZD1/JW6tLyUjPahYT+9V/5hnpWZCWysXPXsfYXz9K3pp8NpQEfDALzh/urgySJEmSJEmSJCn2Vn23IVdx+bYXe+LjA07584VMSelL5ncnr++MpryZlyRJkho/gx2SJEmSmpRdnTDPSM8iA7j35Vt455pHmfvVkm2MDJiwIGB9UciRA0PiIju+dkUlm0IdvXolcee4W5gbbQtrljaLUEe16nAHAfTZfw/uev9Grjn0jxSXBeSXxLo6SZIkSZIkSZIkmL8GPpodUBluO6nRrlMSZz3wKz6La9vkT16XJElS82KwQ5IkSVKzlpJcFUq48cmJHH79+fylfTEFG4prjJkzeRFjH/wYgJkrAzYUw8lDQlon7Pz7dO2WSLuOSZBXl9U3Tl17d6Ztaygui3UlkiRJkiRJkiSppQtDmLIEJi3evGtX6uF7cvqYo2oc0x4XF1A6eC9enpNLhqEOSZIkNTIGOyRJkiQ1e9UnTmR+NptIWiqjR+xT4/XUw4YRpvTmrd89S0VFyLL1Aa9Og5OGhLRtte3rllXUc+GSJEmSJEmSJEkCqgIcpRVbP5exIGDu6s0BjuN+egiH/PdPiU9svdU1rr3jXYBmdfK6JEmSmgeDHZIkSZJahOpwR0Z6FhnpWVu9PjItlYueuZ6xVz/GxtxC8ooCXpi87aO6VaUyhPJKSIiLdSWSJEmSJEmS1LBKK6puKg+cSpbqXV4hjJsVsK5w+3/hjr3pdObtP5in7v+41tc9pUOSJEmNlcEOSZIkSS3G9ibqM9KzyADuePkWXr/iHyz7ds0uXTt54O5MyYnyzOTlZKRnNcudnjI+zYIQwuG9aL9bB9bl51NeGTB2Gpw6NKTd1htfSZIkSZIkSVKzkPFpFmEY8tfDjgc+AWDZ+oCP58LRe4XERWJbn9ScZefCezMDyiq3HepolZjAT+68hMldupGZnmWAQ5IkSU2OwQ5JkiRJourI7SW5Rdz60lc88OLNzH/yfZZ+OWOnPrbTHgMY/KuTN4U6Is1wd7YtTzwBOOKPl7Lq149RXFDK2oKAV6fCqakhXdvHuFBJkiRJkiRJqmPV86MT0mfyO4Zw3G/O4KM73wBgzqqAjcVwcmpIm4TY1ik1RzNXQPq8gJCqxZcePdvQu0+7GmPa909h4IXH8GFR3KZ1GkMdkiRJamoMdkiSJEnSd1KSqxbnrn30c0akHczo687a6Y8dc9e4TddormqEO9JSGf3iTbx2xcOsXZZHQWnVyR0n7BMyYLdYVypJkiRJkiRJdWvLcEeQlsrZ93Xmrd89R1lJOSs2VG1+M2poiPeSS3UjGsLEhQHTsjfvpnXQCUM49o5f0Krt1keIt4R1GkmSJDVvBjskSZIkaQs1FueCnTt6I+PTlrP7U/XnmJGeRQZw78u38PbVjzJv6hLKowHvZMGRA0P27R3bOiVJkiRJkiSprn1/85uLnrmWsb9+jPVr89lQvDnc0bNjrCuVmo6CUpiWHVBQ+r3nS2B1/uZ1mtMvP4qvRx7Ci7PWwfeWb1rSOo0kSZKaL4MdkiRJkvQ91YtzmelZOzW+JS4WVJ9ucuOTE3noqev47PfPMOHNr4GAz+bDoO4hrf2JU5IkSZIkSVIzs+XmN6SlcsnLt/DGlQ+zdM5KSiuq5kfPHx7GuEqpaViTD+/MCCgs2/ZGW5FIwMl/OI/pew4gM30mkVqGtsR1GkmSJDU/3mYjSZIkSbVwAWDH+nZOYkluEa2S2nDLE79i/dG/Z2bWeiCgvNJghyRJkiRJkqTmKxIAAXTu25U73r6OS/e+ldKKgLLKWFcmNQ0L18IHswMqotsOdXTu1p5T/u8SJrTuwIR0T+WQJElS8+ZtNpIkSZKkHy0SidC+XUKsy5AkSZIkSZKkBpfUPpG4OKAi1pVIjV8YwrRsyFz4XToKGHzwAK6+7wISk1rXGLuodWeem7aKDEMdkiRJagEMdkiSJEmSJEmSJEmSJEmS6kxlFFZvhIpozee/XRMwa9XmUzqOPOtARv7pIta0SdzqGlfc8S4AKckGOiRJktT8GeyQJEmSYmztmhJKi8qA1jscKzUVuYXQzi9pSZIkSZIkSZJanPVF8PaMgPXFwXbHHXXNKSw6ZCjPP/BJra97SockSZJakkisC5AkSZJaolZxkBAJAVi8uIDfnno3G1fmALAktyiWpUm77OlJS5mSE2W3IXtveu6dGQHzVsewKEmSJEmSJEmS1OCWr4dXpm4/1JGQEOGse0az5ND9yBw/i0hQdSrH9x+GOiRJktSSeGKHJEmSFAPxcXByash7M6G8MmDBN8t45vy7+fPDV/BBQUBGepa7EKlJSElOIiM9i4z0LB648jSWzFnFjAnzqQwDPpgdsL44ykEpEGx/Uy5JkiRJkiRJktTEzVkFn8wNiIZViwJ9+iRx2MheNca0StmLDkftz3t5UdfDJEmSpC0Y7JAkSZJipF8ynLN/yNszIL80IGfFep756b2cce/PIS2VjPQssvOKnMxWo5eSnER2XhHXPvo5h485g+NSPuej578A4MvFETYUhxwzKCTOMyMlSZIkSZIkSWp2whAmLQqYsnTzLk/D0gZxwj2/IrF9m63Gj7lrHFC1viBJkiSpisEOSZIkKYa6tINzDwx5Zwaszg8oKSrj5aseZdT//owwbQgT0mca7lCT0LdzVbgjM2MOnHIUx/Xuzsd3/4cwhLmrA/JL4Cf7Ge6QJElqTl6dGhCpx5PZIgHs1T1keAr1+j6SJEmSpJ1TWAoZCwJWb6z5fGUUCss2/+B28qUjmHnMCF6ekwvf+3ku49MswFCHJEnS9mwohs+/DcgtjHUl+rHKw51f4DDYIUmSJMVYUis4c1jIx3Ng/tqAaBSmPPg6D0/9C9cReHKHmoxN4Y7xs4ikpXLrv7pw7+VPUVYWZcWGgBUbQvp2jnWVkiRJ+iGenrSU8KDetE6M2/RcQWn9py2+XBywemPIifuEtHJFQ5IkSZJiZl0BvDMjIH87PwtGInD8b89m5j57Vq0V1DI0EuCalyRJ0nasWA/vZgWUVLjjUXNQYbBDkiRJalri4+CEfUKyM6GkPKBkQ1XkfvQh/SCAzPSsGFco7ZzqcAfA4acPZ+EHn/HyC98CVTt2SZIkqemJBJDx3c8kx119Mdnrnicne029v29+fgXRaMiS3IDXpsGooSHtE+v9bSVJkiRJ37M4B8bNCiivrLoprVWrCG3axNUYk9y3G4dcM4ov2iWTmZ5lgEOSJOkHmLMKPpkbEP0uDJCYGEfr1pEYV6UfozwENuzcWIMdkiRJUiMRBOCPYmpu4uLcQUKSJKmpqw7vZqRnQVoql4z9HcO71P9PL9PTZ3LHL5+kYH0ROYUBr0yFU1NDuneo97eWJEmSJH1n+jLI+DYgpGq+f+Cwfvz++Svp3L1jjXFTcqI8M3k5GYY6JEmSdlkYwqRFAVOWbr7HYljaIG59cgxtO7SJYWX6sTZuzOfN/q/u1FiDHZIkSZIkSZIkabuqb8jJSM8iIz2LkWmpDfCuHbjkxZsYe8XDrFq8jqKygNe/huMGh+zZtQHeXpIkSZJaiLIK+HYtFJfXfD63MGDu6s03Fx5+2n5kn3kcf5i2EdhYY2z1SY8pyQY6JEmSdkVFJXw0J+DbtZv7rpNGH86sY0fyu8x1MaxMdaGsqGCnxxrskCRJkiQ1iMU5ASnJIYGHeEiSJDVZKclVp3dkjs+q9/eKhpAB/O2lm3nv+seZOXEBFdGAD2ZBj0ND2rWu9xIkSZIkqdnbWAxvzwjILdr+5P2Iy48ne+QBTPxsFpFahnpKhyRJ0g8zLZtNoY4ggON/exazhgwkc3ztfZealsqy4p0ea7BDkiRJklTnMtKzuIaQi044Cp6bD0DWioCiMjh+cEhCXIwLlCRJ0g/WkDfqLMktom2Xjvz5tWv548l/Zsb0HKJhQGGpwQ5JkiRJ+rFWbYB3sgKKy7d9x2B8fMAp/+9CpvfrS2b6TAMckiRJdSy/dHMvdu2N+9Hx58cwb8py+65moqIU5u7kWIMdkiRJkqQ61bdz1S7OE9JnQtoQTvnDebz//14hGg1ZuC5g7DQ4dag34kmSJGnnJbROoF9KO2ZMz4l1KZIkSZLULMxfAx/NDqgMq24k7LVHVy767anExUdqjCvZY3dezy5kQnqWNxdKkiTVs9336ICz4C2XwQ5JkiRJUp3bMtwRpKVywWNX8sYN/6Iov4S1BQGvfAWjhoZ0bR/rSvVjhCGUVWz9fHwcxEW2fl6SJEmSJEmS1LDKKqrmcrf0zXKYtHjzJO7QEQM56b5f0Sa5w1Yf/8KkpWQY6pAkSZLqncEOSZIkSVK9qA53ZKRnQVoql7x4E2OveJg12bkUllWd3HHCPiEDdot1pfoh1hXAB7MCcouCrV5LiAs5sF/Igf0g2PplSZIkSZIkSVI9Ky6DD+cELM3d/iTtcRceyrwTj+C6xzO2OSYl2UCHJEmSVN8MdkiSJEmS6k317l0Z6VlkAPe9fAtvX/Moc6cspjwa8E4WjNgjZFgfAwBNyeIcGDcroLyy9v9p5ZUBXywKyCsKOWZQ6OkdkiRJkiRJktSAcgvh7RkBG0u2PfEeBHDMTT9h3rC9yRw/yxM5JEmSpBgz2CFJkiRJqncpyVWnd9zwr0wO//U5HPnmJ3z2+lQgYMKCgPVFIUcONADQ2IUhfLMcMr4NCKlaEOzVK4kePdtuGlNRGeWbr3MAmLs6IL8ETh4S0qZVTEqWJEmSJEmSpBYlOxfemxlQ9t3GPB07JrDHnp1qjGndsxcDzhhBZpuOZKZnGeqQJEmSGgGDHZIkSZKkBtG3c1W4IzNzLpx9PEf27s5nD74HwMyVARtL4KR9QlonxLhQ1Soahc+/DZixYvMObyNOH8aR/3MJCYk1Uxt7vTeVN299lrKSclZsCHh1KozaN8R1QUmSJEmSJEmqP1krYPy8zRvzDEjtzU/+cQUdenTeauwzk5eTYahDkiRJajQMdkiSJEmSGsymcMf4WQRp+3FmSlfe+t2zVFSEZOcFvDoNfrJvSLvEWFfacm0sgenZAYVlWz+/Jn9zqGPkFSeydMQwXshau/VFduvOxc9ex9hfP0remnw2lFSFO04eEtJn6/VDSZIkSZIkSdJOKquAr5dBbmFQ4/nSCsjO2/zcQScMYdX5J/JGdhEsK6oxNuPTLKDqtG1JkiRJjYPBDkmSJElSg6oOd0xIn0mQlspFT1/H2CsfYuPGcvKKAiYvgaMHhbEus0VauQHezQooLg+2OSY+PuDU//kZX/ftQ2b6TCK1DI2GkAHc9fItvHHlwyyZvZLSioA3v4G0vUL26Vl/n4MkSZIkSZIkNVcFJfB2VsC6gm3P4QKcfvlRfD3yECZ+NrvWOVxP6ZAkSZIaH4MdkiRJkqQGVx3uIIB+w/fk9j8fxM3XZwJVu42p4c1bDR/PCagMt70g2KVnR0bddSnjgyQmpGdtd/EvO6+IW/49mb//+yY+/s2/mPLRLKJhwCdzA9YXhRy2e0iw/bVHSZIkSZIkSdJ31uTD2zMCisq2PbGamBjHsb87h+l7Dti0MY8BDkmSJKlpMNghSZIkSYq5Dh1bx7qEFisMYfIS+HJxZNNzQ0cM5Mq7zqVV64QaYxcndeG5qSvJ2EGoAzaHd655eDyHjx7FaQN2463HPwNganbA+mI4fnBIQlz9fF6SJEmSJEmS1FwsWAsfzg6oiFaFOrr3S+amRy4huXvHmuPiOvDCzHU73JhHkiRJUuNjsEOSJEmSpGamrKJq97ZwJ8bOXhkwb83mHd6Ou/BQDvmvC1iduHXY5oo73gUgJXnnFgOrwx2Zn80mSDuck3t2Z9z/vEo0GrJwXcDYaXDq0JB25nokSZIkSZIktXBhCGsLoPR7p1qv2gCTFgdA1Tzu4IMHcMoDYyjcrROF37vGC5OW7tTGPJIkSZIaH4MdkiRJUiNUXAa5qzdAUrdYlyI1uI0lUFEJ8Z7k8IMszYX3ZwaUVQY7HryFIIBjb/4J8/bbm6fu/7jWMT9kMbA63DEhfSZBWioXPHoFr9/wL4oLSllbEPCf6XDhQSHBrpUrSZIkSZIkSc1GSXnVvO6y9dufKD3q7ANZNOpobngic5tjdnZjHkmSJEmNi8EOSZIkqRFp2xqKyqG4LODmk+7j7IevgDAgGkJ2XpG7K6nZyfg0izAMuWDfU0hIGE95eZTV+QFvTIdTU0PatIp1hU1L1nIYPz8gZNdSEq0SEzjj7tF82bkrmfWwm1t1uIMABh69L3e+fwu3jbqT9evLyCsKKK8MaeUMhSRJkiRJkqQWaH0RvD0jYH3xDkId15zCokOGkjl+lidySJIkSc2Qt03shMLCQhYvXkybNm0YMGAAgduISpIkNTsllRWsKSmiVSSO7olJMev5jh8c8tY3kF8akLNiPc9ceB9n3HMppKWSkZ5luEPNSo2THEjlrPt/xRs3PUVpcRmrNga8MhVGDQ1JbhvrShu/aAgTFgRMX7b5e9ewA3Zj4MCOO/zYVv0H0emYA3lnXQUZ9RDqqLblNVMG9yKlfzvWf51b5+8jSdtT3fMlBHFA+1iXI0mSpHpQUVZCyYa1RBJa0aZjN9d2JUmN2vL18G5WQGlF1b9XHTsmcNyJ/Yhs8c9XEAlIGjWKdNrUy8Y8UlNkzydJkpojgx3bkZeXx2233cbT//oXBcXFAAwdPJjf3XYbP/3pT2NcnSRJkupCQXkZzy+axacrl1AcrQSgf1J7zuq/N0d279vg9SS3hXMOCHk3C1bnB5QUlvLyVY9y/G/PJnrUPmSOn2W4Q81KdbgjIz0L0lK55PkbeO3KR8hdtYGNJQGvToWTh4T0TY51pY1XWQV8MDtgcc7mRYszrjqa1GvOJBIX2alrjLlrHAApyX5vkdQ81dbzHRecE+OqJEmSVJfKSwqY/9mLrPrmU8orygDo2KU3KSPOoec+I2NcnSRJW5u9Cj6dGxANq+Z2+w3qwRkPX0mnPl22GvvM5OX1ujGP1FTY80mSpObMYMc2bNy4kbSRI1k6dy43VFZyApALPD5nDhdeeCHLly/n5ptvjnWZkiRJ+hGKKsq5bep4cosKuJlwU8/3WFE+986aTG5pMWf026vB62rbGs4cFvLRHPh2bUA0CuP+8hpnXHU0QdohTEifabhDzUr113JGehYZwN0v38KbVz3MwqzllFUGvPlN1Wk2e3WPbZ2xtnojTFwYkF9S8/nSSigpr1r4i4sLOPmP5zNt9/58PW3lTl0341MXA6WmJL8ENpTFuoqmpbaeLwd48LvXV+Wuj11xkiRJqhMVpUV89dxthDkr+G0Y3TTP92jOct59835K8nMZcMjpsS5TktQClVfCFwsDFucC4ebnQ2BjyebNevY/em+Ov/uXvDwnF1Ytr3GNjE+zADfmkez5JElSc2ewYxvuuusuFsydy6TKSoZs8fxpYcitwG9vvZULLriAPn36xKpESZIk/UivL53H6qICviSs2fMBtwL3LshiZLc+7JbY8BPl8XFw4j4hnRbDlCVVE/v/efhTXvrNycw85BQuu+Ndwx1qdlKSq07veCO7kAuevZFPf/ckk97PIiRg6lLYq3u444s0UwvWwoezAyqi2z5KPKlDImc98CsyEtoz4bud23aGoQ6p6Vi9Ed6ZEVAZ7ORfcAG193whm4Md2WtzWbZ8BST1jlGFkiRJ+rEWTXqTspwVTA6jtc7z3Z3+HD0HjyCxw9Y7oEuSVF8KS+GdrIA1+dufyzn55yOZefThXPvIZ7XO6zqHK1Wx55MkSc1dJNYFNEbRaJTHH36Yn38v1AEQALcBbYKAf/3rXzGoTpIkSXUhGoZ8tHwRv/heqAM293yJBHy8ckkMqvuujgAOHRDSu1PVzexhCBVTPgRg5NGpMatLqncBtG6fxK3/+gWt46u+/itbaKYjDOGrpfDezMimUEebNnF06JBQ4zF0xJ5c+tLNZCS0JyN98wkcO/uQ1Ph9uwbGfh1QVB5QWGqwY2dtr+erFgGe+ffzDVmWJEmS6lAYRlk57QN++b0b/GCLtV0Cln3zSQyqkyS1VOsK4NWpm0Md8fHBVvO6PXq24ZQ/nMfMY0eQ+fns7c7rSi2dPZ8kSWoJPLGjFgUFBazOyWHkNl5vD+wPzJ8/vwGrkiRJUl0qqawgr6Jshz3fiuKCBqyqdju7677U3MTFRWjJm9JXRiF9XsDsVZv/ENLOHc41919MQuuEGmOn5EQZc9c4oOrkE0nNR3XA64tFm/dn2fvgAaR/GcOimpAd9XwAbYEFCxc2VEmSJEmqY5VlJRQX5293nm8YsChvZcMVJUlq0RbnwLhZAeWVVXO7XXt35rYXr6L/PjVPC52SE+WZycvJ3GKzHkm1s+eTJEktgcGOWrRp04aE+HiyKypqfT0KLAsChnbo0LCFSZIkqc60isQRHwRkh7UfA1DV88Hg+IRaX5fUsErKYerSzb+Pi0D/LtCxTexq+iFyC2FJbtWN2juyOCdgxYbNoY6jrx/FguFDuOnTVVuNzXDhT2pSCkph4VqoiO547Jr8gG/Xbv5ecMwFBzMr7UD48m/1V2AzsqOeD6AMaN++fcMVJUmSpDoViW9FJBIhO1p7g129thvf2p+ZJUl1JxqFRTmwobjm80VlAdOXQUjVfM7A/ftx2oNXcO/ifFiavdV1nNuVdo49nyRJagkMdtQiISGBM888k8fGjuXqykoSv/f6u8CiigrOP//8WJQnSZKkOhAfiXDIbr14dN0Krg7DWnu+xWHIZd36xKI8Sd9TXB6QubDm8R0TF4YcPzhkj64xKmoXzVpZdQJHNNy1Y0haJSZw2l8v4qtuPTbt3PZ9LvxJTUd2Hrw/M6C0YtePJDrmptP4dv99mPThV/VQWfO0o54PoCSEc848o6FLkyRJUh2JxMXTbeDBPDzvS64Oo7XO8y2NVnLQ3ofHojxJUjNUWgHjZgYszdv+/M6I04ex9MxjufGpids8nd0TmKWdY88nSZJagkisC2isfvu735EdF8dPIhFmffdcGfA8cFFcHMempXHEEUfEsEJJkiT9WGenDGIpAafDVj3fzwjYr9Nu7NOxS+wKlFqojE+zeHrSUr7aEE9q2pBtjquIBrw3M2Dq0p07ASNWwhAyFwR8Mjeyy6GOjru146Knr+Grbj1q7NxW20NS4zdzBbz1za6HOlolJnDO/b9g4QGpZI6ftc0bAVS7bfV81TokJTLisENjUJkkSZLqyoDDzmJpJMJpQbDVPN+FQYTd+g2hc9/BMaxQktRcbCyG16buONQx8ooTyT73RCZmznNeV6oj9nySJKm588SObdh///156513uOiCCxiSk0O/hAQ2RKNsqKxk1Akn8NwLLxAErqJLUl0Jw5CpU6eSk5NDSkoKgwYNinVJklqA3dt34r/3PZy/zfqSIeVl9AkCNoawkZCDkrtx/ZCD7fmkBla9kJWRnkVGehYP3zeGU2fMprS4rMa4zLe/4bOxXwFVJ3msLwo5aq+QuEa2fUF5JXw4O2Dhus3fS04afTjDjtpxrxMXH0dF6t5c8/B4oHns3BaGIXNnTCevIoeiktJYlyM1mDCEzIUB07I3fy8Yftw+HHfhITv+4CCgfNCevLYof1PAq2enNsytx3qbm231fAd/9/rA3j3s+SSpDoVhyIKC9eSXl9EtMYneSe1jXZKkFqBDjwEMO/d3TPjP3xhSnE+vSBz5YUh+GKX7gP0Ycvp19nySVIdaas+3cgO8mxVQXF71b0r7zklcevvptO3Ypsa4jT168U5eJZnpMz1tWapD9nyS1LBaas8nxZLBju047rjjWLpiBa+//jozZsygTZs2nH766QwdOjTWpUlSszJ27Fh+85v/YsGCzbcmHXroCP7+978xfPjwGFYmqSXYL7kbjx1+CpPWrmBJ4QZaReI4aLee9G/XMdalSS1aSnIS2XlFXHn/x4xMS2X0kf1qvH7UiAOI9OlB+gPvADBrVcCGEjh+cEiruB/2nnERdioYUhmteuxISTm8PytgTX7VIkIkAif+/lwOuugogsjOFXnlHe8CzSPUsXruJDKfvIUnVi8GYH9G0iXoEduipJ20s3/vt/Wxn86rGfA6bcxR7HfD2cQlJOzUNa7+3veCitKiH1ZMC/b9ni8hiGPNkqrX4hpbKlDSTimvhLKKWFfRstXWP09cu5ynF8xhVfGGTc/t1aErYwamsmeHzg1coaSWpkv/fRl59aOsnvclBWuXkhTfiqF7Dqd9t5RYlyZJzUpz6/nKK3fuROjFOfDxnIDK705l7rVHV8565CqSB2w9x/nupKVMMNQh1Qt7PklqGLHs+X7MulxT1dI+X22bwY4daNWqFeeffz7nn39+rEuRpGbp3//+NxdddBFBcCrwD2BP4EsmT/4LRxxxFJ9/Pt5wh6R6lxCJMLJ7H0bSJ9alSNpC385V4Y7q0zu+b2Tavpx1b1feuvUZysujLF8f8NTEH74TU3wkZFhfOKR/SG0bOoUhTF8GXy4OKKvctfdp0641Z973CzKTOvH4XeN2+uOay8LfipmfM+OtB4BTgSeo6vnuAlYBMHf9BobuZqBOjU8YwrRsmLwkoHwX/97XJhIJOOn28/hm4AAevvfDnf+4ZvK9INa27PnCEB76LthRUlxBZWUU+IHJQEkx8cZ0Q1mxlhAXMjwl5IC+EAQwftVS7ps9BTgFuInqeb5vN/4Pv5uWwV/3H9kkb/ST1LRE4hLoOXgEDB4R61IkqVlqTj1fURl8NDtgad6uz/kMHTGQk/52Gdc99vk2xzifI9Ufez5Jql+x6vmiUchcGDBjOZvCtFJLY7BDkhQzJSUlXH31dcBPCcN/A9UNWT8qK08BDueGG27m88/TY1ShJEmKtW0tfFUHPkhL5aJnr2fsrx9jQ07Bj3qvimjAlCWQW1h18kfCFvf3Vkbhs/kBM1fu+gRS1z6dOfuRK3l/Q0hGelaLW9CrrChj9gdPAT8FNvd8FaRQHez4eGYifQ6CFvTHoiagMgrp8wJmr6qbieOk9omc+bdfMCGxIxNa4PeCxighElIeDVi6tJD/u+QRjv6/n8N3O3Rm58XuVBS/LqStPT1pKeFBvem0zxB4c0msy9F3yisDJi4MyCsMGbFnBY/NzwIuAJ5ny3m+KKdA9FCe+HYmfz1gZOwKliRJ0o9SVlnZbHq+3EJ4a0ZAfsmuz/scd+GhzDvxCK577HPndyRJUrMTq56vrALenxWwNLdlBzoiEeh4xPHcO3nZphPg1LIY7JAkxczbb7/N+vU5wB/Y3ARWS6Ky8lYyMi5kwYIF7LHHHjGoUJIkNVbVi2UZ6VlkAHe+cgtz/vU+a2bN/0HXi0ZDsr7JIRqFhesCXv8aTk0NadsaSsurJpGyt9i5bcjQZBISdrxLdO9hgxn0q5O58cmJAKQkt7xFvrXffkVF6Ua+3/Mt5Dw6hXNpHawnPmzDy1+FnJoa0qdpbOinZq6kHN6bGbB8/eav2dR9k4mP/2G7wycPHMCg0SfyXl5liwx4NUZBAEcODPlkLoQETHo/i7XL7+OMh66Ao1K3/hG1AWV86teItKWU5KRNJ7j97ZdHcvKqDaz8Zm6sy2rxKitCZnyTA8Cc1QHL8ispq4gCf6S2eb4ov2P2hgtZWVxAzzbtGrhaSZIk1YUpOasorCihqfd8S3Ph/ZmbT2Xu2DGBAXvs+DThuLiA3meewNf9+pA5fpY/u0uSpGYpFj3fxhJ4e0ZAbmHV+8XFBaTu24WghYUaIkHAiIuO5Q/fFG0KddhvtjwGOyRJMbN06VLi4tpRWTloGyMOBCA7O9tghyRJqlVKchJLcov4zQtTeOz2n/2oaw1Jz+KNG5+kuKCUNfkBr0ytuul34sKAvKKqWaP4+IDT/noxQ39y8E5d8+nJy3j0yYktetKlZOM6CNpCWLPnK6QfX/JXhoV/on2wivLKgDe/gbS9QvbpGaNiJWB9UdXk8friqr/3CQkRTrvjElJHDf9R1x1z1zigZQa8GqvBPaFt65D3Z0JZZcDCGct45ry7OPvhK+g5pG/sCgurgovZeUUt9t8O6fuqe77rn5jAY//101iXo+/s9c5XvPW75ygrKaegKJGDOJavaU/tZx5VzfOtKylu1Df5SZIkadvWlhQRIYko21/bbcw9X9ZyGD8/IPzuJsXdU3tz+j+upEOPTjv18c9MXk6mm3ZIkqRmrKF7vlUb4d0ZAUXlVf1Zu05JnPXAr+h/6F4/+tpN0dNbnNRhv9kyGeyQJMVM165dqawsBJYDvWsZMW/TOEmSpG1JSU4iO6+IMXeNY+TRqT/8Qm07c8kLNzL2ikdYuzyPgtKAd7M2bwPSIbktZz04hvQwkWlTlu/UJZ10gVZJHSAsoraer5TdmMIxpIb30DXoSTQM+GRuwIbikMN2D2NSr5qOwlL4ellAQUndXndpHpRWfLdjY5d2nPXQGD6tbM3Unfx7XxtPYGi8+iXDOQeEvDUD8ksCcldt4JkL7mL4wd1jshNUXFzAyEvOJEwbwoT0mYY7pC3UWc+nutOtBxc9cy1jf/0Y69fmkxS05aDwd3zNf7Fhq4Xfqnm+jq1aN3ydkiRJqhMdWrUmSjE7WtuNdc9XVgFfL4O8wpo/2JdWwNItTmU+5KRUVpx7Am9kF8Kywp26tiexSpKk5q4he76Fa2Hc7IDKaFWP1mv3rpz58BW8s66Cz37EulxT5v0FMtghSYqZ008/ncTEJEpK7gHu/d6rlQTBvQwZMox99tknFuVJkqQmpG/nqhv9MtOzfvA1oiFkAPe+fAtvXf0I86ct3fRanz27ceYjV3HrS18BENnJm32ddIGuew4nEt+aaEXtPV8lD7Bx4AZ+ccz5vPXYZwB8tTRgYLeQ3Rrnxn5qBNbmwztZAQWl9Xfnfd+9unPGw1dy64u79ve+Nn4vaNyS28K5B4S8mwWrNgaUlkaZ8PnKmNXTbvKjPD3nDm4i1ZM7pO+pi55PdScaAmmpXPLyLYy9/CGWzVtNQlDE3uE/mcRdW4ysJOAe+rZNpm9S+1iVK0mSpB/p4N160ioST1l0G2u7jaDnyy+Bd2YErCvc/kTOGVcdzdTDDmLiZ7N3ac7Hk1glSVJz15A938dzN4c6Ug/fg5P/NoZX5q/fFKZtiVxTlMEOSdIPEo1G+eCDD3jxxRfJzc1lwIAB/OpXv2Lo0KE7fY2OHTvyhz/8nt/97ndAFLgR6AdMJwj+AIznzjvfJojFNqmSJKnJqYsJjuy8Im58aiKHXXsuae+M57OxUzjgmH045v8u5dpHPwda1uJdGEZZt2g6q2ZNoLykgDYdu9Fnv2Np3y1lp6+RkNiWPUacxfzx9/H9ng9uBz7jqt/+m8vOPJaChQv49KOq3VfKKur+81HzsGgdfDAroDxafz8nHHxiKml/Gc21j1SFjVrS3/uWKqkVnLFfSPo8mLMaIHY/hxYUVFD6xfuMPuQsCPAGdul7XNSqez+058vOK4IAOvftyl3v3sDP9rqFaDSOeLKBpdTs+cYzeo/DnOeTJEmKkWgY8nXuaj5fs4yC8jK6t2nLcT37079dx52+Rtv4BM7vvxfPLtzWPF9se77VG6s2Aikq2/b7JybGcex/ncu0PfqT6W7IkiSpmWlqPV/1enDPnm3402vX8U1hAgTr7dHUohnskCTtsg0bNvCTUaMYn5HBkPh4+ldU8HJ8PA888AA33HAD99xzz043b7feeiuRSIQ///l/KSy8nyBIIAzL6dq1F4888ionn3xyPX82kiRJm1XvAj0xcx6RM4/jN7//KS/MXMu1j37e4iaQyksKmf7q/5GzbA57BxF2D6NMDiJkfvUeKQedyqBjRu90zzfg0DMIgggLJvyTyvL7gQSgnFZJXeg64tccmnYcENKx448/slfNVxjC9GWQsSCg+qb7QQemcPV9PyUxqVWdvU+rxARun17ItY981uL+3rd08XFw3OCQEXtCeWXY4O//0eyAFRu84VlSw6qrni+pfSJtW0XIL4EgyIcwhYB4QiromNCWKwcdzIFdejTAZyRJkqTvK6wo56/fZJK1IYd9goABYcjkIODtZQs4vc+e/HzPoTs9z3dWv70ICHhp8SOURu9vND3fgrXw4eyAiu82Aume0oWbHr6Yzt061Bi3ML4jL8xcx4TvdoF23keSJDUXTbnna9s2gYRW8VBYp5eVmiSDHZKkXXbpxRfz9cSJfAAcV1FBAJRXVPAgcON999G/f3+uvfbanbpWEAT85je/4aqrruLtt99m3bp19O/fn5NOOon4eP+ZkiRJDa863DEhfSYBqUxooTu3zXz7QcqWz6vq+cJoVc8XRqt6vsnv0KZjN1KGn7JT1wqCgAGH/oS+B5zA2m+nUla8kTYdu7Hb7sPIXl9an5+GGkBuIRSV1f/7zF8TMHPl5gnnkT/ZnyP+38WsS2pTp+/z9KSlLfbvvaq0Sah6NLS4SMO/pyTVZc9XbbfWbbhp94PYWF5Gt8QkDkjuTlzEb3KSJEmx8vdZk1m6Ife7ni/8rucLq3q+Zd/SrU0So/rsuVPXCoKAs1L24uTeuzMlZ2WD9nxhCOsKoPR7J/2u2ABfLt783vscsjun3D+Gwt06bnVv4AuTlpJhqEOSJDVDzaXnk1o675iVJO2SOXPm8MZbb/E0cPwWzycANwDfAHf/3/9x1VVX7VIwo127dlxwwQV1W6wkSdIPVB3uyBzfMhf5CnKWs/rbKdvs+aYDr058g74HnEgkErfT141v1Yae+4yo22IVMxWV8NGcgG/XNvwJA0dcdRJLDtuPX//903q5fkv8ey9Jannqq+cLAjiie9+6LVaSJEk/yLLCfL7IWbXdtd3/LJnHyb1236Wb9NrExzdoz1dSDu/NDFi+fvvzUGnnDmfhqWlc/8SEbY5JSXbOR5IkNS/NpeeTZLBDkrSL3nvvPdpEIpwfjdb6+s+Bp1auJCsri2HDhjVobZIkSXWpJd/UvW7BNFoHAeeHYa2v/wJ4ujCPgrVL6dB9QMMWp0ahsBTezQpYnd+woY74+IBRf7mYab17kempGpIk/Sj2fJIkSc3f1NxVtAHO38brPweeKithSeFGdm/fqeEK2wXri+CtGQEbincQ6rjuVBYelErm+FnOGUmSpBalOfR8kqoY7JAk7ZKysjJaBwGttvF6h+/+W1pa2lAlSZIkqY5FoxW0JqAVtd/kV93zRSsrGq4oNRrrCuCdGQH5pVWL6YmJcZx0aj/i4ur36OWEfnvS6agDeH8jTEhvmafpSJJUl+z5JEmSmr+KaJRWO9HzVWxjU79YW76+anOR0oqqeaiOHRM47oS+VcfEfSfSa3faHjSEdNqQ6ZyRJElqgZp6zydpM4MdkqRdcsABB7C+spJMYEQtr78NtGndmr333ruBK5MkSVJd6dB9APPD6HZ7vvi4eNom92rgyhRri3Ng3KyA8sqqxfPdenXi7EeupPvevRvk/Z+ZvJyM9CxSkl2clyTpx7LnkyRJav52b9+JDYTb7flaBxF6t23fwJXt2OyV8Om8gGhYNQ/Vb++enPHwlXTqnbzV2Oo5I0MdkiSpJWrKPZ+kmgx2SJJ2ybHHHsteu+/O9UuW8GFlJZ22eG0GcE9cHBdfcgkdO3aMUYWS1Ly5gYKkhtCl/1Dad+rONRvW8kkY3arnuyuI0CM1jYTEtvVWQ+37yWhnrdwAXywKKKjjg/Q2FkNI1WL6wP37cdqDVzB2cT5MWV63b1SLjE+zAAx1SJJURxpDzydJkqT6tW/nbvROTOK6kmI+Ityq57ubgKN69KNtfEJM6iuvhIkLA5bmfm8+MIQNJZtP5Tjw2MEcd9cveGl2LqysOQ/lnJEkSWrpGnvPJ2nnGeyQJO2SSCTCC6+8wrFpaexdXMzPKyoYAHwBvBCJsPfgwdxx552xLlOSmpW4yOZf33vH1xz/+AkQQtS7niXVkyCIkHrGjUx9/g8MLC/jV2GUAcBE4PkgIKlLb/Y6+qI6e7+nJy0lPKg3CfGbF2vHzwsYNTSkQ5s6e5sWY+5q+HjO5t0M68OI04ex9MxjufGpiUTq721qcMdFSZLqVkP3fJIkSWp4kSDgxtRD+MO0zxkUreQXYbip53sR6NW2PZfskRqT2gpL4Z2sgDX5259cOvUXRzAj7TCuefizWuehnDOSJEktXWPu+STtGoMdkqRddsABB/DV119zzz338Ohzz5G3cSMD+vbl95dfzrXXXkv79h7bJkl1KbVXyNJciIYBU79ay7qf3sMZD19JBrAkt8hdqCTViw49dufgX9zN4i/f4r6szygtK6Zd+y702/94Ug48hfjWdZO4iASQkV61q97Jl5xP+w/+Rn5eEblFAa9MhVNSQ3p6GNxOCUP4cnHA5CWbV7jbtIkjLq7ukheJiXEMveh4Fhw4hImfzXLhXJKkJq6hej5JkiTFzh7tO3P3Qcfyn+z5PLRqKfmVFfRo3Yazew1gVJ89aBODnZvXFcDbMwIKSqvmreLjAxIT42qMadcugQOvPJ2sPQeQmT7TeShJkqTtaIw9n6RdZ7BDkvSD7L777jz00EM89NBDhGFIEDTQNr2S1AL17wI/2S/k3SworQhYOncVT593F7c/NIZPKlqTkZ7lgoakepHUqTv7nPAr9jnhV/XW81V/78pIz4K0VEa/fAtjr/gHKxaspbg84I2v4di9Q/bqXudv3axUVMLHcwPmr9n8/+jEiw/j8rsuJD4hbjsfuWum5ER5evIyF9MlSWpGGqLnkyRJUmz1aNOWy/caxuV7DYt5z7doHXwwO6C8sqqGrr07c/tLvyZlcK8a46bkRHlm8nImuAYiSZK0UxpTzyfphzHYIUn60WwCJan+9e4E5x4Q8vYMWF8csGFdAc9e8gCn/9/FkJZKRnoW2XlFLmxIqjf13fOlJCeRkZ5FBnD/Czfz/g3/ZMaE+VSGAR/MDlhfHOWgFGjqrWc0CotzYENJ3V53wdqAVRur/nCCAI679Uxmp+7FjR+vqNs3AiYY6pAkqdlynk+SJOnHKy2Hadmbfx8JqjZw6thIDkNriJ4vGoVFObDxe3NghaUB05dBSFUNex2Qwqi/X849i/NhSfZW13FjK0mSpB/GeT6paTLYIUmSJDURnZLgnANC3psJy9cHlJdW8PpNT3H1h38gTBvChPSZhjskNWkpyUlk5xVx3eMZHD7mDI5L+ZyPnv8CgC8XR+jWPkr/LjEu8kcoq4D3ZwUsza2/idTWbVpxxj2XMqljFzK/W/iuay6mS5IkSZIkbVtJRcCEBTUnZSYuDDl+cMgeXWNUVAMqLa+aA8vO2/7E1IjTh7H0zGO58amJ25zDSkl2DkqSJElSy2GwQ5IkSWpCEhPg9H1D3pkBS/MCotGQ7l+9z+gzLiIIAjLTs2JdoiT9KH07V4U7IvHxXPPAxSQVreLNNxYDsLE4trX9GBtL4O0ZAbmF9RfqSO7RkbMfvoIPiyLuZihJkiRJktQAMj7NghDCg3qTmjaUL8fVPkdfEQ14b2bAYQOiHNCv6Z9Kuy0biqvmwPKKtv8JHnHliSw5fBgTP5vlHJYkSZIkfcdghyRJktTExEWgSztYmhfrSiSpfgVBwB4DO8a6jB9t1QZ4JyuguLxqQbt95yQu+f1ptO3Yps7eI6FVPJVDB3P1P9IBdzOUJEmSJEmqb9VhhIz0LDLSs3j4nl9x0uhZlBSV1Rg36b0ZjH/tKwAmLoqwvjgkba+QuEiDl1yvVn43B1ayaQ6sLZfefhpt2ifWGJffqzfv5lWSmT7TUIckSZIkbcFghyRJkiRJEhCGUF5Zt9dcnAMfzwmoDKsWtHvt3pUzH7mS3XbvWafv8/SkpWT8I93FcEmSJEmSpAaWklx1Au2V93/MyLRURqf1q/H6kUccSNCnB+n3vwPA7FUBG0vg+MEhreJqXishrvGf5lFRCdGw5nOLcuCTLebAeu/RjTMfvZLk/j22+viXJy1lgqEOSZIkSdqKwQ5JkiRJktTiLc2FT+cG5JfW38p56uF7cPLfxnDd4xnAtDq/vovhkiRJkiRJsdG3c1W4o/r0ju8bmbYvZ9/XlTd/+xzlpRUsXx/w1MSt56E6JIYcu3dI704NUPQuqqiEz+YHzFkN0XDbc2j7jhzIifddxnWPfb7NMZ42K0mSJElbM9ghSZIkSZJatKzlMH5+QEj9hTqOveBg5p98FNc9nmEAQ5IkSZIkqRna1nxPdeCDtFQufuZaXvv1Y2xYV1Dr2I0lAf+ZDkfvFTK4bg98/VGKyuDdrIBVG7c/f3b8zw5l7glHcN1jnzsHJkmSJEm7yGCHJEmSJElqkaIhTFgQMH3Z5gXpAbt3oEPHVnX2HnFxAb3POJ7p/fuSOX6WC9qSJEmSJEktTPVcUEZ6FhnAnS/fwpx/vc/qmfNrjFufV8qSxflEw4CP5wbkFYccNiAkqL+9SHZKbiG8NSMgv6SqkNatI+y9T3KNMfHxAb3PPIGv+/VxDkySJEmSfiCDHZIkSZIkqcUpq4APZgcsztm8Mn7mr48h9ZozCCKROn2vZyYvJzM9ywVtSZIkSZKkFiwlOYkluUX85oUpPHb7z7Z6PVpRybR7XuWdJz4HYOrSgA1FcNzgkIS4hq62ytJceH9mQFll1Rxal54dOevhK+i5T9+txjoHJkmSJEk/jsEOSZIkSZLUJMxeFbByY91ca10B5BVVLUjHxQWc/KcLmDoghWlTV9bNG2whwwVtSZIkNZDySpi+DHIKY7y1t360sqj/DyWpOUpJTiI7r4gxd41j5NGpW70eHjOCk3p154P/fZVoFBasC8j7Crq0qzkuMR6G9g5Jbvvja4qGMHMFrNgQbPX8wrUQUvX87qm9Of0fV/JGdiFMWb7VdZwDkyRJzcG3awNyi2JdRctQ3WdK2sxghyRJkiRJapSm5ESJRDZP6K0tCFhbULfvkdQhkbMe+BUZCe2Z8N3ic11LSXYxW5IkSfWvoBTemRGwtsBF8eagIvT/oyQ1V307V4U7MtOztnotGkKQlsr5j1zB6zc8SUlhKblFtd9cOGc1nDA4ZMBuP7yW2k61rc0hJ6Wy4twTuPnZSducP3MOTJIkNUVTcqLEbdHg5BQG5BTGsKAWKBLZ/OuMT+tnvVZqKgx2SJIkSZKkRifju4Xtc844ny7PLCJn5YY6f4++e3XntPsv493cSncUlCRJUpO2Nh/enhFQWObKtzZbmldMXKuaz/lzjyQ1Dtv6XpydV1Q1L5aWyugXb+St6//JigVrax1bXhnwbhaM3DNk394Q7GIbkF9S1T9s76SvuLiAn1x5NFMOGc7Ez2b774gkSWpWqtcjLxh1Pj2eWMSqxetiXFHLE4kEHP2LE7jm/aVMSJ9pv6kWz2CHJEmSJElqVKp3LayaTE3lio/+TEph3U6kBpGApe27cvndHwDuKChJkqSma9E6+GBWQHm06qbMbn2TufHhi0nu1iHGlenHyC8oYL+j//OjrvH360+gbfv2m37/9KSlZKRnkZ1X5E0SktRIVX9/zkjPIgN49J3b6Ju/FsLNY6JhyHN/eYeM/0wjJODzbwPyikKO3DOssdvx9qzeCO9kBRR9Fwpt27ENNzx4Ef0G9agx7tugHS/NyyPTm+wkSVIzs2XfBan86r3b6Zdfe6BW9WdetC2vLFhvqEP6jsEOSZIkSZLU6NRYxE7P4vFbT6nT61fd0PSBE4SSJElqssIQvl4GExYEQNVNmYMOTGHUg1dQ3LUTy2Nbnn6kwoT8H32NhFmzaZXUdtPvT+vehTBtCBPSZxrukKRGLiW5auOTy+/5kJFpqYw+pF+N14++4+cEvbrx+cPjAMhaEbChGA7sF+7w5I71RfD5twEV34VCe/TfjbMeuZK4PXtt1T+8PMmdkyVJUvOWkpxUb+uR2rFX7TelGgx2SJIkSZKkRqt6EfuyO96t82s7QShJkqSmbPYqmLBg87bcR5yxP4t/cgw3/CszhlWprlSWFf/oa/y/Cx8jPkio8dxplx1JeOShZH4223CHJDVyW55qW7WTdE0j0vbnjP7dePu/n6OiIiQ7LyA7bwepju/Z59DdOeVvY7j+iQnA17WOcQ5NkiQ1d/W5Hqkds9+UNjPYIUmSJEmSGjUn8iRJkqStrdq4+cbNs87dnSH/8wue/WqFi+HNREUpzK+H6771+GcMX7SOv9/5C655eLzhDklq5Lb1PTo7r4gJ6TMJ0lL52dPXMvbqf5KfV7hL1z76vINYcMpRXP/EBPsHSZLU4tkLSWoMDHZIkiRJkiRJkiRJTdhRR/cmJ9i1HbrV/O3XJ6R1JASgvBJmroRoGDDlo1msu+he7vrHFdzy78ksyS0iJdkbWCSpKam+8TAjPQvSUvnFG78ld9wXFM6fvVMfH3/UMXzRqQuZ42cZ6pAkSZKkRsJghyRJkiRJkiRJkiQ1M4cMCEmKDzf9fo+u8N5MKK0IWDxrBc+cdxd/eOhyPi5LICM9yxt7JakJSklOIiM9iwzgsVtOBk7eqY97ZvJyMv3eL0mSJEmNisEOSZIkqYkLw3DHgyRJkiRJktSi9ekM5xwQ8vY3sKEkIG9NPs9efD8/ufMSSEslIz2L7Lwib/CVpCYmJTmJ7Lwixtw1jpFHp+7UxxjokyRJkqTGx2CHJEmS1ARFgs2/fuyhLM44OBdCiJrxkCRJkiRJ0jZ0TqoKd7w3E1ZsCCgrKeeVa5/gmJtOI3rUPmSOn0V2XlGtH+vNv5LUePXtXBXuyEzP2qnxKcl+T5ckSZKkxsZghyRJktQE7dU9JGsFlFYELF1ayNPn3snZ/7h80+6K7rQlqSnKzivaFFBzcVmSJEmS6kebVvCT/UI+mQtzV1ftHvLJPW9x7AWr4eSjiMTHQ1DzYzI+zWJJbpE/q0lSI+aagCRJkiQ1bQY7JEmSpCaoS1s494CQt2bAhuKADesKeO6SBzjtrxdtCndk5xW5kCOpyagOdYxMSwUwpCZJkiRJ9SguAsftHdI5KeSLRREAPn7xS1KX5nDy38bQplPbGuMvGd6bZyYv92c1SZIkSZIkqZ4Y7JAkSZKaqE5JVeGOd7NgxYaAspJyXrvhSdKuO5XoUalkjp9luENSk1Ad6jj8iMH8rHItazt2MaQmSZIkSfUsCGB4CnRsE+WjOQGV0YCszAXk/OSPnHhqSo1DO+JSBnPKgfv4s5okSZIkSZJUTwx2SJIkSU1YYgL8ZL+QT+fBnFVVy+3p979D2rmr4dQ0MifMdaFdUqO2JLcIgAeuOJIPbvon/5s+l/j4gOs++19ChjAhfabfxyRJkiSpHg3sBu0TQ96dAUXlAStXFvPUP+d8b9Qc4uLe4NT/dyFhmj+rSZIkSZIkSXXNYIckSXVg48aNPPnkkzz/zDPkrFvHgD324JdjxnDOOecQH+8/t5LqV1wEjh0U0rlNyMRFEQDSX5nCPtm5/O1vY7j+iQksyS0iJdmFdkmNS3Wo444LDuSFn95N9rzVAFRUhCRnvMnoMy4iCAIy07NiWeYmFaVFLP/mU1ZnjaeiOJ/WnbrTa9jxdN/7UCKRuFiXJ0mSpDpQVFHOxyuX8PmqpRSUl9KtTVuO7TWAw7v2Ji4SiXV5Ur3p0QHOOTDk7RmQWxjUOqayMuTN//o3Z119LOGRw8n8rOq02NoY+JAkNWbO80mSJDV/9nxqirzTVGoGwjBk0qRJzJkzh3bt2nHCCSfQoUOHWJcltRjLli3j6COOYPGSJfwkDDkK+HLZMn766ac89cQTvPHWWyQmJsa6TEnNXBDAgSnQMSnKR7MDKqIBs75YSO4Fd/OXh6/g3dxKMtKziAQurDdVYRiyYcV8CnOWE9cqkd0G7Ed8a/9fqmnKzisiGsLItFSOjivlmfPuZkNOQazL2q6SjTlM/fdtFG1Yx08I2QP4Ij+Hz5fOpOs3Q9nvnN8SF98q1mVKkpo4ez4pttaVFHH7tM9YU1LE6cAewKTSYu5Zv45POi/hd0MPo1Wci75qvjokwvkHhixbH1JeUfO1ZesDslZUBT7GPvgxhy1ay2FnH09c661/DspIz3KTEWk77Pmk2HKeT5LUEOz5pNiy51NTZbBDauKmTJnCpZf+ipkzp296LjGxLTfffAN/+tOfiLiDmFTvfnreeZQtW8bsMGTP6iejUT4CTvvkE37/+99z9913x7BCSS3Jnl2hfeuQd7KgqCxg1eJ1PH3BPZx1/y8hLZWM9Cyy84oMdzQxG1YuYMY7j1K4btGm5yLxifQ/+FT2POI8gsCeT03HlqGOA1av5LnfPUd5acWOPzDGst64lw4bc5jKFj1fGPIRMGpJFt9+9iKDjrkkhhVKkpo6ez4p9u6d+SVxJcXMhs09H1TN8+Wt4d+LZvHzPYfGqDqpYcRFICV56+f37BaSnBTy+bcBIQET3/mGPZfl8dunx9AhuV2NsTMOPJ5nv1rpJiNSLez5pNhznk+SVN/s+aTYs+dTU+W/EFITNnPmTI466hjmzGkFjAPKgKWUlFzD//7vX7j++htiXKHU/E2dOpWMiRO5v6KixmIvwHHADdEojz/yCIWFhbEoT1IL1b0DnHtASJe2IQCFG4p5/pcPMaJ0IyPShhANq26sVtNQsDabL5//M4U5Xdiy54tWXM/CzNeZ89FTsS1Q2gXVoY7Dj9qHlC+mM/bGpzaFOnp3CtmnZ7hpbHFR4wl7bFy1kJwV83gwjNba890YhqyY9gEVZSWxKE+S1AzY80mxtyA/j1kbc3lgy8Xe7xwH3AB8tHwhJZWNp0+VGtq+fWDU0JCEuKqf3b6dns2vht3Gef1uqPH4xzG3c8jGHEampToPJW3Bnk+KPef5JEn1zZ5Pij17PjVlBjukJuyPf/wTpaXdqKz8BDgBSAD6An8lDO/gwQf/zqJFi7Z/EUk/ymeffUZiJMKobbx+HrCxsJDp06dvY4Qk1Y/2iXD2/iH9u1QttFdWhqx75U3+flK/TYvqahq+zXiFsKIHhJ/y/Z4P7mDpV+9TtH51TGuUdsamUMeIQez+xseM//u7m17bp0fI6fuGtGu9+ZvT3+7+msVfzIOQmN8IlJs9m9ZBsN2er6y8lPw1SxqyLElSM2LPJ8XezPU5JMJ2e77CaCWLCzY0YFVS45PSBc7ZP6R9621PLuWsWM/LVz3GXllzOfyofTb9TFfbQ2pJ7Pmk2HOeT5JU3+z5pNiz51NTZrBDaqLy8/N5/fXXqay8BmhXy4griUTa8+9//7uhS5NalCAItvt6dCfHSVJ9aBUPhw3YvMge/e6b0uhD+sWoIu2qitJiVs/7kjC8lm31fATtWDkzo6FLk3bJktyqUMd9vzyctv94jfRXp3z3Ssjhu0c5elBIXARSe0Hyd6cNFRRU8O+f/519lyyN+WlDO+rkNvd89V2JJKk5sueTGoed7fkkQZd2cO6BIUN7hfTpVPPRtV3Vz3RhCB/8dSz7fPg5h4/cm8OPSuXwtJqPaFj186LUEtjzSY2D83ySpPpkzyc1DvZ8asriY12ApB8mNzeXysoKYPA2RrQlEklh9WoTvlJ9OuqooyiJRnkTOKuW118COrVvz3777dfAlUmSmoPykgIIK9lezxcE/SgrXN+AVUk7r/qUjpFpqZySHMdz59/N6iU5AMRHQo4fHLJH183jk1pV7fw6bhYsyQ2orAx587/+zVlXH0t45HAyP5tFdl4RfTsnNejn0bnfPswJw+32fK1bJdK+W/8GrUuS1DzY80mNw5BOu1EC2+352sXFM6Bdx4YtTGqkklrBUXttfWpHGMKXi2Hykqq7I95/OpNhS3I44Z5fkdi+TY2xlwzvzZi7xrEkt4iU5Ib9OU9qaPZ8UuPgPJ8kqT7Z80mNgz2fmjJP7JCaqN122434+FbA9G2M2Eg0upDevXs3ZFlSizNs2DCOGjmS6+LjmfO9194D7o9EGHPllSQluSglSdp1CW3aE0QS2F7PF4aLaN0+uSHLknbKlqGOkWUbeWqLUEdSq5Azh9UMdVRrFQ+npoYM7b35BqGxD35M7xff4/CRe8fk5I4O3QewW5+9uTqI1Nrz/S0I6Ln/icT9f/buO77K+u7/+Os62SGMhL1kiWwFFAeg4t4LxVFn66i21apt7bJ3tb9qW0cdrau9vVtta1tXrQO3RAwgipOwZIawRxJGdnKu3x+RnSBIkpOcvJ6PRx4m57pyzhtaj+/zva7PdSWlNGouSVJ8sPNJTUPf1u0Y2rY9NwRB7et8wAnd+5KS4DXTpN0JAjisT8jxA6NEgprPdZ9mz+Nvp/8P7377zh2+PrjjKW47eSBjxw0lr6AkZndplBqDnU9qGlznkyQ1JDuf1DTY+dScOdghNVOtWrXiggvOJzHxj0BBLXvcRxiWcckllzR2NKnFeerf/yajd2+GBgFnBQE3AWMSEjgVOP6kk/jVr34V64iSWrLtbh350YdrWDQzf+vPHixv+hKTU+ky6HCC4A/U1fmgnG5DjmrkZNLubRnqGDNuCEMXLeapKx+mZGMZAB1ahZw/MqRzm7p/PxKBo/uHHLV/lICaE4GmvfI5525eyZ9+dFJMhjuGnHUTxe06MQQ4A7gJODyIcCrQrs9w+h95QaPmkSTFDzuf1HTcPORQIqnpDAXOpKbzjSbgVGBYVme+0aeuK25K2tnALnD2QSGpiTWf6VauLOXdSSt2+Hrtian89YJ7GLFiOWPGDYnJZz2psdj5pKbDdT5JUkOx80lNh51PzZWDHVIzdvvtt5GRUUxCwlhqbhC1BvgcuBa4jZ/97Kf06NEjphmllqBbt258+Mkn/OGhhyg4/HBe79ePtscdx7PPPst/X3qJlBSneyXFTttUaJtWcwC9oKCcn5x6L3Pf/ISx44Z6sLyZ2H/s+SQkb4BgDLV1vr5HnE1qm/YxzShtb8tQx+ijBjEiZzov/+JfRKM170O924eMHxGSkbpnz3VgDxjdb9udOzbnfswh7SOMHTe0IaLvVmrrLEZ98y4GnHgV07odwF/adWFx72EcdPYPGH7ej4kkJjV6JklS/LDzSU1DVkoadx1yHFcdMJyFbbJ4Pq0VFZkduWXIYfz0wNEkRRJiHVFqVrq1gwkHh3RoFda5T1VVyH9+9CS9pn7K6KMHu16luGbnk5oG1/kkSQ3Jzic1DXY+NVfeL1pqxvr168fUqe9xzTXXkZNz4dbHMzM7cuut93LTTTfFMJ3UsmRkZHDddddx3XXXxTqKJO0gMQHOHRHyykxYvSmgrKSCp7/zJ074yTlEjx7M1Hdnk19YQs/M9FhHVR3SM7tw2KW3M+u1/6Vo2bbOl5jaln6jL6PXqNNjmE7a0ZahjiMO70/Xf0zkhddyt247qEfImH4hkWA3T1CL9OR6DrkPEpPT2G/kSew38qRYR5EkxRk7n9R0pCUmckr3vpzSvW+so0hxoW0aXHBIyKaykO3HO8IQPs4PmL2y5kPi5Ide46gVa+DMY5k6dZ7rVYpLdj6p6XCdT5LUUOx8UtNh51Nz5GCH1MwNGjSI997LZu7cucydO5eMjAyOPPJI7xAgSZK2Sk+Gc4aHvD0X5q8NCEN44zf/4eTLR8OxY5iaM9eD5U1cRoceHHbJbWxev5zi9ctJTE4ls8cgryKhJiWvoOaKqvdcehgvfucRpucuByAg5Oj+IUO7xzKdJElNn51PkhSvggDapO36+DEHhGSmh0xZGAABk//zMQPyC7jvD9/mpv+bSl5BCb2yXK9SfLHzSZIkxT87nyTp63KwQ4oTAwcOZODAgbGOIUmSmqjEBDhxcEjbJTAjr+ZKiK89MZUzUpK44kcTuObu1z1Y3gxktO9ORnvPjlfTsuUuHWPHDeWE9ChPnn83Bas2AJCcEHLykJD9surntVYuL6mfJ5IkqQmz80mSWooggBE9oW1ayBuzoSoaMG/GEgrPv5tfP3odrxVFycnOJRLgBUkUd+x8kiRJ8c/OJ0naW5FYB5AkSZLUOIIADu8TcvzA6NbH5rzzCYe0j/DnH58K1JygLUl7avuhjsOK1vHkN+7bOtTRJjXkvJH7PtTRKnnb9y+/uIRHf/QU0epqoqHvWZIkSZIUD/p2gPEjQlolhwCsyS/gyQvvZUzZBsaOG7r1819tX5IkSZIkSVK8cLBDktRo8vPzyc7O5tNPPyUMw1jHkaQWa2AXCNj1fXjsMUNjkEZSc7VlqGP00YPp//kcnv7enykvrQCgTXoFow4oIjN93ztf93ZwyH7bnmfi/+XQ4a8v8ofrjiIaQl6BJ/JIkiQ1ttKN6yheMYf1S+a5ziepXnRqDRMODumYUfOeUrKpjH9e/QiD5y9izLghjD566C5fDvxLUsMq3biOgrxZbFy92M4nSZIUp+x8UtOSGOsAkqT4N2/ePL7//Zt4443XthbAfv0GcMcdt3PBBRfEOJ0kSZL21tahjrEDGfjaZN74+7St21aGS3mneAbPfxalS2pbLuk7gLGde3zt1woCOLxvSNv0kEnzAqJhwMfvzGXdRfdy1yPXccs/Z5BXUEKvrPT6+KNJkiRpN4rXL2fOW0+wfvGnQEjeSzD9kf35za03xzqapDiQkQLnDA95cw4sXh8QjYZMvO3fnHHN0Xzr1xNISNjxmoXXEzIlexb5hSX0zPQzoSTVl507H0Baux70P/o8ug4aE9NskiRJqh92PqlpcrBDktSg5s+fz+GHj2HTpizC8HFgDJDPwoUPcuGFF7JhwwauueaaWMeUpBYr6hUXJO2lLXfIePDbR/L6zf/LG5O/2LptUbiCRXwb+BuQz6qyB7hn9ksUV1dyUrc++/S6g7pAm9SQiblQXhWwdN4qnjj/bu544gZeLQrJyc4lEuDJPJIkSQ2kuGAl7z/5P1RXdAK2rfOtWPogl1/zHU5JPhtIpLgc/vFBENOsLUVxeawTSPUvORFOGRoybRF8kl/zXvLSn95l2vPvk5KSsMO+vQ8+gLt/cC4/+vsHDvxLUj2pq/OVFj3A5/+9n6ryEnoOPyHGKSVJkrQv7HxS0+VghySpQf3kJz9l06Y2VFe/D2R9+egBwLHAt7nxxh9w4YUX0qZNm9iFlKQWKBJAdQiLFm7in797kf2vPC3WkSQ1A1uGOn57wUieuvAeli1YA0BIlNnhYlbyFrt2vmt4fP6THNmpB+mJSfv0+t3bwYSRIS/PhKLSgA3rNrP0ufe47Cc1d4HLyc7dp+eXJElS3b7IforqiizCcDq1db5NlctJJZFoGFBYErucLVXqwUfHOoJUbyIBjOkX0i4t5N35NXduXLdu10mm5cs/Zfb7C7nt4Wt5qzxx68D/zrwAgCTtua/qfHPf+htdB40hMcX3VqmpWFZUSkJyrFOoNvZQSU2VnU9quhzskCQ1mPXr1/PCCy8Qjd7HthK4RQD8D2Vl/8fTTz/NVVddFYOEktRyDesOny6r+f6fd73GuEXriJ4+jmgI+YUlLjRK2kF+YQnREMaOG8o4Snliwj1sKiwGICUxZErlZIr4H2rvfL+kIvoXpqxZxgn7eNcOgHbpcOLgkKc/qjlbp2L5Eg5pHyE4bD8HOyRJkhpIRekm1sz/EMK61vl+ySKOYmSrg4mEHnpqTJEIjD33UJZnduGau18H8K4FihtDukGbtJApC2Bj2Y7bqqNQHQYUrtnEk5fcz1l3Xwbjhta8Je0kZ5J3eJSkPbEnnS9a9RdWzZ1Gj4OOi0FCSbU5bOwgktMzYh1DO8mZlOsxV0lNkp1PatpcXZckNZjly5cTjVYDh9axRw8SE7uRl5fXmLEkSdRc9TA9OWTqogAIyH52BoPzC7j/gWu48fEp5BWUeCKIJGDbUMeYcUMYvnw5f//Z36iqCgHITA8Z3m8jr3y+jt11voSgE2vK6u+yzQm1nKgjSZKkhlO+qQDC3a/zrYpUknVZTx799U8bM5qA619byv/e/bonrisu9cyEC0eFuzxeWgGvzoIVGwIqyip55vrHOfYHZzDmmhMJgh0/NIZhyJTsWZ5YJ0lfYU86XxDpQumGtY0ZS9JXuGhEN1q1bh3rGNrJZYd055q7X/eYq6Qmx84nNW0OdkiSGkz79u2//G4BcFgte2ygunrtdvtJkhpLEMDI/aBtWsibc6AqGjB7+iLWX3A3dz56HRMLqsnJ9mqGUku3Zahj9NGD2W/Kp7zw8Gtbt/XMDDl5SMjm6i1LC3V3vmhYQOukjo0RWZIkSQ0gKW3L1V930/mia/liU4QbXstvxGQCmJI9y8/vanHSkuGsg0LemQfzVtcMcrxz70tUzphB/wHtdtj37KEjuPC6o7j+kcmeWCdJu7EnnS8M15OU5gnkUlOy/A9/Jj05JdYxtJPEPoO555JRvLCs1GOukpoUO5/UtDnYIUlqMN27d2fMmKOYNu1BotHzgaSd9ngEqOT888+PQTpJEkC/jtA6NeTlmVBSEbA6bz0v3vBnvvXyrQDkZHubYKml2jrUMXoAvZ59g/de+GTrtiFdQ47qH5IQgZTENAa26cS8jfcTUnfnG9upe4PknP9FERvXb4aIi4uSJEkNJbV1e9p1H0zRigcgrLvzrQ97MvXd3BgkbNk8QUgtVUIEjh8Ykpke8v7iCADvvbuS995dudOec+jW901+8+h1vLK20hPrJKkOe9r5ugw8IgbpJNXl73+ZR2Kw87+vir05dO6VzTWv/Q/gMVdJTYedT2raHOyQJDWoO+/8fxx77HEEwdmE4Z3AQcA64GGC4HZuuOH7dOvWLcYpJall69Qazh8Z8vRHUFIZsHLhKg5uV01w2H4QwNRsT8qRWpq8ghIAfv/NI3jl+sd476O8L7eEjO0XclCPmjv/bHFpv4H84pMc4CxCfsP2nQ9u5/QefclKSau3fBmpkJwQUlEdsGTxJn544l2Mf/Q6xo4b6gk6kiRJDaT/0Rfw4T9/BZwFtXS+XgefQt8eDTPMK0l1CQI4pBe0TYvy1pyA6jCodb8Vi9byxPn3MP7Bq+DLz46eWCdJu9qTzpfaOiuWESWp2Vidt55Bs17m8sPGe8xVUpNi55OaLgc7JEkN6qijjuLFF//Lt751DatXDychIYPq6hKSkpK46aYfcuedd8Y6oiSJmpOkW6VASWWsk0iKpS136Rg7bigntw342/l3s3ZZIQBJkZATB4f06bDr7w1p14GfHXg4f5wzmaLK4URIJ0oZCUGEM3vuzyV9h9RrzpREOOugkFdya+42tGrJOp644B7GP3ClJ+hIkiQ1kKz9BjPyvFvInfgnKoqHQ9AKwlKCSCK9Rp3BAUdfFOuIklqw/p2gW9uQFRvCHR4PQ/hoacD64oDNRSU89a0/cOqvvkE4bghTsmf52VGSdmLnk5qf4wZGSU2IxjqGtjMjr6Z/SlJTZeeTmi4HOyRJDe7UU09l2bIlvPrqqyxYsIC2bdty5pln0qFDLWcFSpIkKSa2H+oYXbqBJ779OKWbywFolRxy+rCQjq3r/v1D2nfh8dGd+KhgNatKN5OemMSh7bvSJjmlQfJ2bgMTRoa8PBPWFwcUbyjlqSsf4tTbL/IEHUmSpAbSsd9Ijv7uQ6xb+AklhatITEmnU/9DSE5vE+tokkSrlJoBj531bh/y+mzIKwioqgp58Wf/4NzrjyM86hCmTp7tZ0dJ2omdT2pe+nWEdM8AbFJmr4T1xbFOIUm7Z+eTmiZrnSSpUSQmJnLGGWfEOoYkqQ7RECqrY51CUqxsGeoYM24Ig79YyL/+3zNEozVXOe2YEXLasJCMPZjPSIhEOLRD1wZOu03rVDh3xLYTdKqrQ1669Sm+/dvzwOEOSZKkBhGJJNCp/yGxjiFJeyw5EU4bGpKzED5fXnPl5Of+8DZHnL6OI8Yfz7RpX/jZUZJ2YueTJEmKf3Y+qemJxDqAJEmSpNiqqIKJuQFFpTUHttPSkwB4YvpSciblxjKapEawZahj9FGDODB7KhNvf3rrUEffDiHjR+zZUEesJCfC0f1DkhLCrY998PQkLh/Vg7HjhhINd/PLkiRJkqQWIRKBo/qHHLV/lICaD4rTXv6MlAee5t7LDycaQl5BCfmFtX9JkiRJkiRJDc07dkiSJEkt2OYyeDk3YN3mmqGOhISA4//nG9zw1iqmZM8iEuDVCqU4tmWo44jD9qfTEy/z0luzt24b2TPkiL4hQRDDgHtg9UZ4JTegsromaHqbVEb8+HKe/HA5Odm5RJp4fkmSJElS4zmwB7RNC3ltNlRWByz4LJ+/nX83v3rkWt7YHEAtnyFzJuV6Rw9JkiRJkiQ1OAc7JEmSpBZqzSZ4eWZAScW2k6HHP3gVOUmtmfLlydAesJbiV15BzRVH777kUP573SPMmL0CgEgQMu6AkMFdY5luzyxcC2/OCaiK1ryPde7VnnMfvY6JBdVbhzp8H5MkSZIkba9Xezh3RMgrM2FTecC6FUU8+Y37OPv3V3DAMcN22T8MQ6Zkz3K4Q5IkSZIkSQ3KwQ5JkiSpBVq8Dl6fvePJ0OMfuY5XCz0ZWop3W+7SMXbcUI5LruTJCXdRuGYTACmJIacMCemRGeOQ26mOwszlsHbzjpdNraqGheu2PTb4sL6c+sA13Pj4FAB6ZfkeJkmSJEmqXYcMOG9kyMRcWL0poKy4nKeve4zDR3chOTlhh31POv5wwiMHMfW9OQ53SJIkSZIkqcE42CFpj4VhSBDUcg9qSZLU7Lw9b9tQx6BD+3Dqg9fw3MKN5GTnejJ0C2fni2/bD3WMWr+Gv93yJBVllQC0TQ05/cCQpnR+SmklvJobsGLD7v8/Oe68Q1h0+jhufHyKg2mSJO0BO58kSdAqBc4ZHvLWXFiwNiAahak5q3bZL/ud5xg+bgAP3nsVNzw6mbyCEtfP1CzY+SRJkuKfnU+S4ouDHZJ2a+PGjTz44IM89tjjLF+eR9u27bn88ou5+eab2W+//WIdT5IkfU3lNedx06VrGr9+4UY+L0mGRRuJuObTIlWVl5A341XyP51E+aY1JKa0oduwMfQedTppbTvGOp7qyZahjtFHD6bvx7k8c+9LW7d1a1tzp4605BgG3ElRCbw0M2BDad1vTImJAWO/eyqLRg1l6ruzHeqQJGk37HySJO0qMQFOGhySuQQ+WgrRsPbPoJ9mz2P9Rffwu0eu48f/+oi8gpJa9/NzqWLNzidJkhT/7HySFL8c7JBUp/Xr1zN27Di++GIh0eg3gFEUFS3goYf+ypNPPsXkye8wdOjQWMeUJEn7IKNVEkkpSVD7sWi1ABWlm/jg77dTXLAawm8Ah1JVvoD8j/7CitwpHHrx/9C6owO9zd3WoY6xA+n/8iTe/tcHW7cN6Bxy7ICQhEgMA+5kWSG8OiugvKrmhJq2HTK4+eFL6dQza4f9Fie24ekvipianevJM5Ik7YadT5KkugUBHNYn5KAeUFYZ7rCtqBTemhNQVhWQ/8Vqnjz/Hn7x0DXsd0j/XZ7nielLycnOJb+wxM+nigk7nyRJUvyz80lSfHOwQ1KdbrrpZubPX0k0+hEwaOvjVVU/YePGY7nggovJzf3U27lJkiQ1Y3PffoKSgk0Qfsz2nS8Mf0JV+TF89sIfGHPVXXa+ZmzLVUQfuHosr974J96eunDrtsP7RDl4v5qTWGKhsBhKK3d8bN1myFkYbL1K6n4Du3L2w9cS3a8Tq3b6/ae/PGnGoQ5JknbPzidJ0ldLTar52l67dDhvZMjLM6GoNGDD+s38/dL7uerOc9lvQNcd9j2tfVvCcUOYkj3L4Q7FhJ1PkiQp/tn5JCm+OdghqVbr16/nn//8F9XVd7B9CazRnurqe5k9+wSmTJnC2LFjYxFRkiR9TRtKIcSFHNVc0WXV7KmE4Z3U1vkIf0/x+hMoWjaXzJ47b1dTt+UuHWPHDeW0jkn848J7WLFoLQAJkZDjB4b07xSbbJXV8PbcgAVrd/9eNPLYgZxwz5Vc/8jkOvfpleWJMpIk7Y6dT5KkfbNluOO1WbCsKKCyMsojP3qm1n2PPvdgwtOPYerUeQ53qFHZ+SRJkuKfnU+S4l8k1gEkNU25ublUVVUAp9exx7FEIml89NFHjRlLkiTtoxVF8MxH206kzuzbkxnrozwxfSk5k3JjF0wxsXntUsJoJbvrfARpbFy1qDFjqR5sP9RxVLSYJy/YNtSRlhRyzvDYDXUUl8N/Pv3qoY7TvnUk6644k+sfmUwkqBngqO1LkiTtnp1PkqR9l5oEZxwYMrhruNv93n3uI9Iffo77rhxNNKy5i2Z+Ye1fUn2y80mSJMU/O58kxT/v2CGpVsnJyV9+t6mOPcoIw8rt9pMkSU3dvFXw9ryAaFhzMnWP/p054qcXcM3drwNe9b4liiRs+UhYd+cjrCRI8KNjc7JlqGPMuCEcuHQpT/3iKaqqak48yWoVcvqwkDapscm2bjO8PDNgc3nN+1BaWgLHndiThIRtQx5BAKknnsi0jEymZs8iEuAVTiVJ2gd2PkmS6kdCBI45IKR3+5AVRTterCAawuyVUBUNmPvhYgrPv5s7Hr2OVwujtT5XTnaud/RQvbLzSZIkxT87nyTFP9/BJdXq4IMPJiurEwUFfwFG1bLHP4BqTj755EZOJkmS9lYYwvQlATPyth1wHn70AE6890pueOw9wKGOlqpNl74kpbajsmz3na9D3+GNG0xf25ahjtFHDabH5I948bE3t27bLyvk5MEhyTFaCVi8Dt6YE1BZXfNe1LF7JuMfvZbOA7rvsu+THy5nSnauQx2SJNUDO58kSfUnCKBvB+jbYdc7dwzsAq/MhOKKgNVLC3jiwnv58f9+kxHHDdthvxnro4SETMme5XCH6o2dT5IkKf7Z+SQp/jnYIalWycnJ/OhHN/HTn/4MGAZcTc1bRgi8TkLCDxg//nz69OkT05ySJGn3whDemhswb/W2oY6TLx/N7GPHcMNj73nSdAsXSUii92GnMv/dR6mt8xHcTOcBR5DernNMc2rPbBnqOOKIA+jx9GtMeemzrduGdQ85sl9IJNKwGaJR+DAvYNG6mvefLUKgqARCat6L+o/YjzP+eC3PL9kEM5bv8jw5DnVIklRv7HySJDWOTq1hwsEhr8yEtZsDSjaWcfuFj9Kt+46fbRMTAsZeeBThUUOZOnmOwx2qF3Y+SZKk+Gfnk6T452CHpDrdcsst5OUt5dFHv0Ni4p1UVY0gMXEhVVWzGTv2WB5//M+xjihJkr7ChlK2DnUEAXzr9rPpdsFx/O89b3jStADoc/hZlG5cx7JPvkMQuYMwOpIgsoAwOofMnsMYesq1sY6oPZBXUALA7684gpe++yhTP10KQEDI2P1DDurR8BnKq+C1WQH5hcFu9xtz5nCWnnMcN/91GpE6dvUuQpIk1S87nyRJjSMjBc4ZHvLmHFi8PiAaDVmWX7zLfkt+O5FRJ+RxxAUnMm36Aoc7VC/sfJIkSfHPzidJ8c3BDkl1ikQiPPLIw1x99VX83//9H3l5ebRvP4qLL76f4447jkhDX+5XkiTts+rotu/HHduds757Ih99edK1B4sFEAQRhpx0NT0POo5ln79D6YYVJKd1ouuQc2nfexhBYOdryrbcpWPsuKGc1BqenHAX61YUAZCUEHLS4JDe7Rs+x8ZSeHlmQEFJzftLJAIpKQk77JOamsBBl53AokOGMm3ybIfLJElqRHY+SZIaT3IinDI05MMlMGslVFbvuL3m54AP35xF7xWF3P3wdfzo7x+QV1DihQ60T+x8kiRJ8c/OJ0nxzcEOSV9p5MiRjBw5MtYxJEnSPkpMdBFHdWvTpS+Du/SNdQzthe2HOg7fXMAT1/yVsuJyADJSQk4fFtIho+FzrNwAE3MDSitrhjpaZ7biZ09cyZAxA3fYb8b6KE98uIyp2bMc6pAkKUbsfJIkNY5IAIf1CTmsz67b8gvh1VyoqA5YMmsFT55/N7c99G3eKk8kJzvXz8zaZ3Y+SZKk+Gfnk6T45GCHJEmSJEnNzJahjjHjhjBwznyevvNZol/eoadz65BTh4a0Sqm/1wvDmhNPCkt2fLy8Cj7KC6gOa4Y6uvfrxDmPXcdjqyvgtfxdnmeKQx2SJEmSpBauZyZMGBny0kzYWBZQuHojT15yP2fdfRmMG0pOdi75hSV+dpYkSZIkSWphHOyQJEmSJKkZ2X6o49rWJfz0189u3bZ/x5DjB4YkJtTf61VVw9vzAuavCXa734Fj+3PSfVfz/T+9B9RcnXRnvbI8KUWS9sQnH60jfXisU0iSJKmhZLaqGe6YOAtWbgioKKvkmesf57gfnEn06MFMfXe2wx2SJEmSJEktjIMdkiRJkiQ1M2PHDeXBk3vy1h2Pbn1sUJeQYweEBLufv9grJRUwMTdg1cbdP+kJFx/OvBOP5Pt/es87ckjS19S+Vc3dkQDu+e0nHFf1GtGDBhINa4b6Govv4ZIkSY0jLRnOPijknXkwb3XN5+63732R4y9aDScfxdScuXX2QDubJEmSJElS/HGwQ5IkSZKkONC5df0OdRQUw0szAzaV1TxpSloyl/7sNNp2yNhhv6IOnXmzPIGp7852qEOS9sERfUNKKuCLNQFhCG/d/V9OuHg1nHgkkcTGWcbNyc71ytCSJEmNKCECxw8MaZcWMn1JBIC3/jmdoXnreeD+q3lmflGtv5eTnetncEmSJEmSpDjjYIfUwqxcuZIXXniBDRs2cMABB3D66aeTnJwc61iSJEmqR+WbC1n9xQdUlZfQKqsbHfcfSSQhKdax1MCqQ6iO1s9zLSuC12cFVFTXDHVkdWnLuY9cS7dhvXfZ97npS5n6rieUSNK+SojACYNCMtO3ndT35j/e58C89fzwf6+iVZvUhg0QBNxMyJTsWQ53NBN2PkmS4kMQwKje0C49yltzAqrDgNypCyi46B5u/ft1dO7Vfof9P/3yrpoO5bYMdj5JkqT4Z+eTJG3hYIfUQlRVVXHTTTfzyCOPEI1CQkJrqqoK6dChC3/5y585/fTTYx1RkiQ1sLKyqlhHUAOLRquZ9/YTLP34DQgDgiCDMCwiKS2Toad9m077HxzriGpA7y2I8N6C+n/evkO7c+bD1/HDv02HibNr3cehDkmqH1tO6mubFuXtuTUn9X2eM5/LBv64UV5/9BkH8dg9V/Hte94gr6CEXlm+tzdFdj5JkuJT/07QOiXklVworQxYsXAt3zniV7vsl5WVwjmPfY9w3BCHcuOYnU+SJCn+2fkkSTuLxDqApMZx/fU38NBDj1Bd/WvCcC1VVQXATNavP4Szzz6HyZMnxzqiJElqAEkJ275/792VPHn780SrKgHILyyp9UvN15w3/4+lH70J4R3AWsKwEJhJZeloPnnubgqW1n5SvpqfnOxcZqyP0vbgwxv0dQ47eSiVN13AD/82nUgAvbLSa/3yBBJJql8HdIazh4ekJYWN+rpTX/qMnhvW8KcfncTYY4baDZsoO58kSfGrS1uYMDIkK73uHlhQUE7pjNlcPqoHY8cNJdq4lVGNxM4nSZ3P2DgAAQAASURBVJIU/+x8kqSdeccOqQVYsmQJjz32KGH4e+DG7bYMJQyfJwzH8Itf3Ma7774To4SSJKmhtE6Fg3qEfLYsAODZB99i9OK1HHHO8SSkJEOw4/45k3K9OnMzVVq0hmWfvAns2vngP8BoFrz3DIde/MtYxFM96pmZTl5BCdfc/TqP3nQ84793LHMnfVyvrxGJBBx63lG81XcA0ybP8Y4ckhQDXb88qe/DPNhQ2rCvVVQCJZU1xbDik3fhmPMb9gX1tdn5JEmKf23S4NyRIR8ugTWbYH0xlFdtW8Tr3Ks9nc8Yy5MfLicnO5dIUPdzqXmy80mSJMU/O58kqTYOdkgtwNNPP00kkk519dW1bE0iGr2eyZMvY+XKlXTt2rXR80mSpIYTBHDk/iFtUkNyFgSEBEx96TP65xdy+h+/TetObXfY/7JDuu9wUNgTuZuPVXOnQZAGYe2dj/AGCvMvo3xzISkZmY2eT/WrV1Y6+YUlXHvfW4wZdyh/uP28en3+GeujPPHhMqZmz/K9QJJiqE0aHDew4S/B/NbcgLmrGvxlVA/sfJIktQwpiTCmX8gn+bBiQ2Tr44MO7cNpD36bGx+fAuDFWeKUnU+SJCn+2fkkSbVxsENqAQoKCohEOlFd3aqOPfoAUFhY6GCHJElx6qAe0DYt5PXZUFkdMP/TpTx51q84cHiHHfZL7rYfR598KIwbSk52LvmFJZ7Q3UxUlm0iCDoShrvvfJVlm138ixM9M2uGO6Zkz+KGoP4vzznFoQ5JkpocO58kSS1DGMKkLwJmr9z2eX/ceYew6PRx3Pj4FD+vxzk7nyRJUvyz80mSauNgh9QC9OnTh6qqpcAKoFste0wnMTGZbt1q2yZJkuJF7/Zw7oiQl2fC5vKA9evLmfT28p32Wk7kH9M44SfnEj16MFPfne1wRzOR1rYzYXQZu+t8QSSJlIysRk6mhrRluGNqdm69P7cniUiS1PTY+SRJahmWFrDDUMc3fnwKOcMOZOq7s/283gLY+SRJkuKfnU+SVJvIV+8iqbm78MILSU1NBW4Dwp22riEh4X4mTDiPdu3aNXo2SZLUuDpkwISRIV3b7twJtolG4fU7n2PI21MYfeQgoiHkFZTU+qWmo8ug0UQSk4BfUlvnC4L76DzwMJJS67rqi5qrnpnpDfYlSZKaFjufJEktQ1nVtu/Pu6AfF95yBpEg4lBHC2HnkyRJin92PklSbbxjh9QCtG3blgceuI9rrrmGIFhOGF4P9AAmk5BwF5mZVdx55x2xjilJkhpJqxQYPzxkU1lI9U5rRHNXBXy0tOZqgK/+JYcRS9bx4D1XktY2Y5fnufp3E8krKKFXlgeTm4Kk1FYMPP5yZr/2GLAcuIEtnY/gdySmlnDAURfFNqQkSZL2iZ1PkqSWJzMrJdYR1MjsfJIkSfHPzidJqo2DHVILcfXVV9OuXTtuvfU2vvjiFACCIMJpp53JfffdS+/evWMbUJIkNaoggDZpuz5+RN+QzPSQd+YFRMOATybNZd1F93D1HeeSnJa0w74PXjOWp78oIic716sFNhE9hx9PUmor5k9+hpKCU758NELHfocw8PhbSGvXKab5JEmStO/sfJIkSfHPzidJkhT/7HySpJ052CG1IBMmTOC8885j9uzZbNy4kT59+tClS5dYx5IkSU3MwC7QOjVkYi6UVwXkf7Ga/5nw8C77JSdHOP03l8K4oeRk55JfWOJwRxPQZeARdB5wOMXrllFVUUJa206kZGTGOpYkSZLqkZ1PkiQp/tn5JEmS4p+dT5K0PQc7pBYmCAKGDBkS6xiSJKmJ694OJowMeXkmFJUGte5TURHl+R88wdHXn0r06GFMfXe2wx1NRBAEZHTsGesYkiRJakB2PkmSpPhn55MkSYp/dj5J0hYOdkiSJEmqVbv0muGO2atCist3HO7YWAaL1tU89u4fJnL0itVw+jFMnTrP4Q5JkiRJkiRJkiRJkiRJ2gsOdkiSJEmqU0oSjOgJEO7weBjCp8tCpiwMgIB3n/uIQfkF3PfgNdz0+FTyCkroleVwhyRJkiRJkiRJkiRJkiR9lUisA0iSJElqfoKgZuDj1CEhiZGaoY85Hyzm7xfcwx3nHMTYcUPJKyghv7AkxkklSZIkSZKkZib86l0kSZIkSZIUXxzskCRJkvS19e0I40eEtEquOdq8Om89T1x4D2MrNjJ23FCiIQ53SJIkSZIkSXto/WZ4f3Gw9efEvkOYsT4aw0SSJEmSJElqDImxDiBJkiSpeevUGiaMDHk5F9ZtDijZWMZTVz7MKbddQDhuCEEQkDMpd5ffiwTQMzM9BoklSZIkSZKkpievAF6bFVBZXTPY0b5rW1IOO4gnP1xOTnYukeArnkCSJEmSJEnNloMdkiRJkvZZRiqMHx7y5hxYvD4gGg155X/+xVnXjmPY98dz2SHdd9j/iQ+XMSV7FvmFJQ53SJIkSZIkqcWbuRwmzw8IqZne6DusB2c9fC0/eHI6AL2yXEOTJEmSJEmKZw52SJIkSaoXyYlwytCQqQvh02U1B6D/+2g2yz+axYhDOu6w79mDhnPBtUdxw6OTySso8cC0JEmSJEmSWqRoCDkLAj5fvu12HIedMowV553AD56c7l1vJUmSJEmSWggHOyRJu6iqqmL9+vV07tw51lEkSc1MJICx+4e0Sw9594uaKwzO+HAtMz5cu9Oesxl14mf86Y/X8eSHy8nJzvUgtdTIotFqKks3kdKqXayjSJIkqYHY+SSp6Zu9kh2GOsZ/71hmHDaKaZNnu14maY/Y+SRJkuKfnU9qGSKxDiBJalrKy8v5/e8f5Prrf8n06dNjHUeS1EwN7QZnHhiSnBDWuc8XObkc3LaKyw/bj7HHDG3EdJKiVZXkffAqc978D0Ur5sc6jiRJkhqAnU+SmocNpduGOi7/1kCG3jCeSELEoQ5Je8TOJ0mSFP/sfFLL4R07pL0QjUZ5/fXXeeONN6iqquLQQw9lwoQJpKamxjqaVC/Ky8t54IGHeOmlJYThMH7727/wk5/AYYcdFutokqRmqGcWXHpYyLKikOh28x2T5weUVwV1/2KMhWGUdYs+Y/3izwij1bTttj+dBx5BQmJyrKNJ9SJaVUnejNdZM78CGMXiaVPpcwS069Y/1tEkSWo0dj7FOzufJDVPBwxsR3msQ8QRO5/inZ1PkiQ7n+KfnU9qWRzskPbQkiVLOOWUM5g7N5ekpL5AGn/84x+56aYf8p//PMuRRx4Z64jSPtl+qKN79xto06Yf8+c/6XCHJGmfpCVD/047PjZ1IU32AHVp0Ro+euYuitfnEUR6A2ks/fg15r71d0acezOZPQfFOqK0T7Zf+EttcxUJyb0oKWzF4mmTXQCUJLUYdj7FOzufJEl2PsU/O58kSXY+xT87n9TyRGIdQGoOSktLOeaYE1iwoASYQmXlAiorc4EvKCwcwkknncqCBQtiHVP62nYe6mjbdn+CIKB//8soKjqC3/72L0yfPj3WMSVJalDVleV88M9fU1IQAaYQRhcRRmcDX1BZPpwZ//4NxYUrYx1T+tp2XvhLTOlNEASkZ46nsvwoFk+b6q17JUlxz86neGfnkyTJzqf4Z+eTJMnOp/hn55NaJgc7pD3wr3/9iyVLFlBV9TIwGgi+3NKfaPRFKitb8cADD8QwofT11TbUsYXDHZKklmTVnKmUbVhJGL7Czp2P8CXC6tYs/XBiDBNKX19tC39buAAoSWpJ7HyKZ3Y+SZJq2PkUz+x8kiTVsPMpntn5pJbLwQ5pDzz33PNEIuOA2m7PlkFV1aX8+9/PNXIqad9VVlbWOdSxxc7DHR9++GEMkkqS1PBWzZsOwdHU1fnC8DJWzvmgsWNJ+yxaXVXnwt8WOy8AbljpHQklSfHJzqd4ZeeTJGkbO5/ilZ1PkqRt7HyKV3Y+qWVzsEPaA5s2FRONdtnNHp0pLt7caHmk+rJ69WqmT59HEAyjTZt+de4XBAH77Xca+fmJvPtuTiMmlCSp8VRXlEPYdTd7dKa6sqzR8kj1paJ4A0Ur1kFkKAnJvercLwgCUtscQ9mmNhQsnduICSVJajx2PsUrO58kSdvY+RSv7HySJG1j51O8svNJLZuDHdIeGDp0EImJ7wKVtW6PRN5m0KDBjRtKqgc9evTg+usvom3bGSxa9AxhGNa6X1nZehYs+D1HH92OK6+8onFDSpLUSDI6dicIsqmr8xG8RUaHHo0ZSaoXqW3a0+vgUSQmv09p0cQ6O191VSGlhX8is2clPQ4a17ghJUlqJHY+xSs7nyRJ29j5FK/sfJIkbWPnU7yy80ktm4Md0h749re/TVXVSuB3tWydSDT6Gt/73rWNHUuqF+PGjeMHP7iItLS3ax3uqBnquJfDD49w660/IDMzM0ZJJUlqWD2Hn0AYrqKuzkf4OvuNPL6xY0n1IqvXEPocejCRxDdrXQCsWfh7jLbdiug35lSSUjNilFSSFAvBdt+/9MJiolXVUPuxombPzqd4ZueTpOanqAQWrdv2cxDUva/2nJ1P8czOJ0lSDTuf4pmdT2q5EmMdQGoODjzwQH75y19y++2/IBKZSjR6GZAGvEAQ/J3TTjuTSy65JNYxpa9t3LhxANx77z9ZtAj69p1AEAQOdUiSWpTWnXrRb8wEFk75BTAFuJwtnQ/+Tsd+o+g69KhYRpT2SVavIQAs/uBNSosgrd2pBEHgwp8kiZ6ZIXNW1ZxF+Pqr+awpe4Tz77mSnGzIKyiJabZeWen1+nx2PsU7O58kNR8riuCV3IDyqpoeltm5DUXjzuHpD5eTk51LxCGPr83Op3hn55Mkyc6n+Gfnk1omBzukPXTbbbdxwAEH8Nvf3sPMmRcB0L17L2644Q5uuukmEhP910nN287DHd27H+dQhySpxdn/yPNJz+rK4vdfZvPams6XktGJXodcSK9RpxGJJMQ4obRvdl4ATGk92oU/SRIHdIbqMMqkeQHRMOCTSXNZd9E93PXod8jcr1PMcj0xfenWkxp7ZtbfgIedT/HOzidJTd/cVfDOl90LoOcBnTn7keu44U85QP0Pt7ZEdj7FOzufJEl2PsU/O5/U8ngmurQXvvGNb3DRRRexbt06qqqq6Ny5M5FIJNaxpHqz/XDH7Nk5HHVUG4c6JEktTrchR9J18FgqSzcSRqMkt2pLENj5FD+2XwAsXjedzJ4VLvxJkhjUBdqkhkzMhfKqgPwvVvPE+XfznbvPJ7NTm5hkmrB/F2AoOdm55BeW1Otwh51P8c7OJ0lNUxjC9CUBM/K23Y5j+LgBnHjvVdzw6GTAoY76ZOdTvLPzSZJk51P8s/NJLYuDHdJeCoKAjh07xjqG1GDGjRtHQkICOTnvc+21VznUIUlqMOWVULR2E6SmxDrKLoIgIDm9baxjSA0mq9cQgkiEwmXz6TnChT9JUo3u7WDCyJCXZ0JRacCGdZv5zTf/L2Z5kpMjXPmfnxCOG8KU7Fn1Ptxh51O8s/NJUtPz0VJ2GOo45YoxzDp2DDc8Orne71KmGnY+xTs7nyRJdj7FPzuf1HI4mihJ2sWRRx7JT3/6I4c6JEkNIj255p9llQE/OuU+Vs9bBiFEQ8gvLIltOKkFyew5iL5HnOnCnyRpB+3S4byRId3bhbGOQkVFlIr//oc/nLwfY8cNjXUcqVmy80lS07K8aNtQxzevGsghP72QSGKCQx2S9omdT5IkKf7Z+aSWwTt2SJIkSWpUxw0MeelzKK4IWJNfwJMX3ss5938Lxg0lJzu33q/ELEmSpL2TmgRnHhgyd1VIQUnw1b9Qz4pKIK+g5nVjP14iSZLUME44uSfzEjxcL0mSJEmSpBquFEmSJElqVB0yYMLBIa/MhLWbA0o2lfHPqx/h5F9MIBw3hCnZsxzukCRJirGECAzpBrEYrZi/ZttghyRJkiRJkiRJktQSRGIdQJIkSVLLk5EC40eE9Glfc6JgNBoy8fanGfXBR4wZN4RoCPmFJTFOKUmSJEmSJEmSJEmSJEkNz8EOSZIkSTGRlACnDA0Z0XPbVaCffeBN7joi0+EOSZIkSZIkxZWZy2FZ4bafEw8+AYCcSbkxSiRJkiRJkqSmJDHWASRJkiS1XJEAxvQLWbsJlhUFAFR8+CaXjzqbIAiYmu2BbUmSJEmSJDVf0RByFgR8vjzY+tgx54/iR1MLmJL9HpEAemamxzChJEmSJEmSmgIHOyRJkiTFXIL3EpQkSZIkSVKcqaiC12cH5BVsG+oY/73jmHHYIUzNnuVQhyRJkiRJkrZysEOSJEmSJEmSJEmSpHq0qQxenhmwvrhmqCMhIeDUX13ER733c6hDkiRJkiRJu3CwQ5IkSZIkSZIkSZKkevTGnG1DHa3apjH+wat4LzGDKdm5DnVIkiRJkiRpFw52fE1hGDJ58mRee+01KioqGDVqFOPHjyc5OTnW0SRJklRPwjBkVtE6PilYTWUYpX/rTA7v2J2kSCTW0SRJklRP7HySJEnxLxadb0NJzT9TkkLumngjazrvx3sfLHWoQ5IkqYG4zidJkpo7Bzu+hhUrVnDOGWfwwccf0y0xkfQg4PeVlXTt2JGnn3+esWPHxjqiJCnGSktL2bRpE5mZmSQlJcU6jqSvoaC8lN9+Po0vNhfRNQhIB14MQ9onfcYPhh7O4HYdYh1RkhRj1ZXlVFWUkZTaikiCSyxSc2TnkyR9FTuf1PzFuvO1SoEe+3dmzaYGfRlJ0j6w80nNX6w7nySp6bPzqTnw/5l7qaKighOPPZYNCxfyJnBcVRUBMBv4zvr1nHLiiXz82Wf0798/xkklSbHw6aef8qtf/Zr//vcFotFqMjLa8q1vXc7Pf/5zOnXqFOt4kvZQZTTK7Z++R1VpcU3nC8Otne+6ygr+32dTuHfUcXRLz4hxUklSLGxcvZiFU55nzfwPIawmIakV3Q88ir6jzyWlVdtYx5O0h+x8kqTdsfNJ8cHOJ0naHTufFB/sfJKk3bHzqTnxPmN76bnnnmPWvHm8WFXF8UDw5eODgZejUTIqK7nvvvtimFCSFCvZ2dkcfvhoXnxxJtHoPcALbN58LQ899DcOPXQ0q1atinVESXto2trl5JVs5qUw3KXzvQK0CaO8mD8/dgHjXFlZdawjSFKdCvJmMf3JX7B2/noIazpfdeX3WPrxNN5/4heUby6MdURJe8jOJ0mqi51Pih+x6nzVUagO6/1pJUn1yM4nxQ/X+SRJdbHzqblxsGMvPffccxwRiTCilm0ZwOVVVTz7r381dixJUoxVVVXxjW9cRmXl4VRXfwrcCJwF/Jbq6o9YtmwzP/zhj2KaUdKem7ZmOYdDnZ3vijDk/TXLGjlVfEtK2Pb9L382nYKlayGEqAfAJTUh0Wg1n7/0ENHoEYThZ2zf+Qg/pnxTNfMm/S22ISXtMTufJKk2dj4pvsSi85VVwn8/CyivqjmlsFVmBh8VJfDE9KXkTMqt19eSJH09dj4pvrjOJ0mqjZ1PzZGDHXtp04YNdItG69zeFdhUXNx4gSRJTcLEiRNZuTL/yzt1pO20tQ/V1T/k3/9+mvXr18cinqS9VFZdSffdbO8KlFR7V4n6dPB+IWlJNVMcK5aX8MSEexhHKWPHDSWvoIT8wpIYJ5QkWLfwY8o3r4XwXmrrfGH4I1bNeZ+K0k2xiCdpL9n5JEm1sfNJ8aWxO19RCTzzccCKDTVDHUkpiYz+2cU8OWMFOdm5RALomZleb68nSfp67HxSfHGdT5JUGzufmiMHO/bSgEGDmJKYSEUd27ODgIEHHNComSRJsTdr1iwSE7OAkXXscQJVVRUsXLiwMWNJ+pq6pbchJwjq7HyTgB7pGY0ZKe51bA0TRoZkpdcMd2wqLObvlz/A8OXLGTNuCNEQhzskxdzmdcsIgkx21/nCaCUlhasaM5akr8nOJ0mqjZ1Pii+N2fmWF9UMdWworRnqaNshg0ufvIHpbdo71CFJTYydT4ovrvNJkmpj51Nz5GDHXrrmmmtYVVXF3bVsmwS8CFzzne80cipJUqy1atWKaLQYqOuuTWsASE/3oI3UHJzYrTerw7DOzvcScEL3vo2cKv61SYNzR4b0zKwZ7qiqCnnhlifp/f5nDndIahISklIIKeGrOl9CUkqjZZL09dn5JEm1sfNJ8aWxOt8Xq+G/nwWUV9UMdew3oAuXP/0jfvXWfHKyc+mVle5QhyQ1IXY+Kb64zidJqo2dT82Rgx17aejQofziF7/gVuCsIOA54HXgO8ApkQjHHXMMV155ZWxDSpIa3RlnnEEYVgBP1rHHY/Tp05/Bgwc3ZixJX1OvjLac32sgtwJnwo6dDziwXUeO79o7hgnjV0oinD4sZGi3cOtj7/7hVW7uGnW4Q1LMddz/YNht53uUtLbdyOjQozFjSfqa7HySpNrY+aT40hidrzoKb88LiIY1Qx0DDu7FhU/9gBdXltVkyHKgQ5KaGjufFF9c55Mk1cbOp+YoMdYBmqPbb7+d/v37c9edd3Le3LkAdOnQgZ9+73v85Cc/ITk5OcYJJUmNrU+fPlx88aU89dQPiEbbABdQ85/ZDcBvgOf45S//SiTiTKXUXFzUZxBd0zP4b95czivZDEBWUjLndO/Hub0OIMl/nxtMQgSO7h9SWQ3zVtccEN84/V0uP/dSgiBganZujBNKaqnS23Wm65CjWDn7Zghr63zP02/sdwkC/xshNRd2PknSzux8Uvxp6M4XCSArHdbWPDWLZ61g4eTZ0KkLUHOREu/WIUlNi51Pij+u80mSdmbnU3PkYMfXEAQBl156KZdccgkrVqygoqKCHj16kJSUFOtokqQY+tOfHqWkpITnn7+ExMQfAj0Jw9mEYRl33vlbLr/88lhHlLQXgiDgmC77Ma5zTwoqyqiKRmmfkkaii36NIgggw7tdSmqChpx8NdWV5az54hKCyA+AHoThHKCc/kdfTPdh42KcUNLesPNJkmpj55PiS0N3viCAsw4KmZgLKzYEVJRV8txNf+GYG08nevQQpr472+EOSWqC7HxSfHGdT5JUGzufmhsHO/ZBEAR079491jEkSU1EWloazz33DJ988gn//Oc/KSgooG/fs7niiivo1q1brONJ+pqCIKB9SlqsY0iSmoiEpBRGjP8BG1ctZuWcHCpLN5Pe7iy6DRtHauusWMeT9DXZ+SRJ27PzSfGpITtfalLNcEf2FzBnVc0daCfd/zLHnL8aTj2aqVPmOdwhSU2MnU+KT67zSZK2Z+dTc+NghyRJ9WzEiBGMGDEi1jEkSZLUgNp06UObLn1iHUOSJEkNyM4naW8kRODYASHt0kKmLa65MvSkpz9kcN567n/gGm58fAp5BSX0ynK4Q5KaEjufpIa0elVprCNIkrDzqflwsEOSJEmSJEmSJEmSpH0UBHBwL2ibHuWtOQFV0YDZ0xdRcOE93PnItUwsqCYnO5dIgHfvkCRJilPpydu+v/XH73NOxnBIak00hPzCkkbLYd+UJKn5cbBDkiRJkiRJkiRJkqR6sn9HaJ0S8koulFQErFqyjicuvJfxD1wJ44aSk51LfmGJJ9tJkiTFoSP6hqzfDOuKA4qLq/jnlQ9xyu0XEo4bQkDQKBnsm5IkNU8OdkiSJEmSJEmSJEmSVI86t4EJI0NengnriwOKN5Ty1JUPcertFxGOG8KU7FmebCdJkhSHMlJg/IiQN+bAkvUB1dUhL9/6T8757rFcftt4IpFIg77+jPVRQkL7piRJzZCDHZIkSZIkSZIkSZIk1bPWqXDuiJDXZ0NeQc1JfS/d+hTnfPdYwqNGMXXybE+2kyRJikPJiXDq0JApC+GzZTV36fjPQ+8w7blppKYlNOhrR4KAYy49BhwmliSp2XGwQ5IkSZIkSZIkSZKkBpCcCKcNC5myAD5bvu2kvsMXr+OIc49n2vvzPdlOkiQpDkUCOHL/kMy0kHfnB4QErFpV2iivvfhXL/J/nx3M4lEncc3dr9s3JUlqJhzskCRJkiRJkiRJkiSpgUQCOLJ/SLv0kMlfntT3/sTP6ZtfwL0PX8t/lhaTk527V8/niXmSJEnNw9Du0CYt5L0FsLGB5zqiIYQEhCEUT3sbjjmfsccMZepedE1JkhQ7DnZIkiRJkiRJkiRJktTAhn15Ut/rs6CiOmDRzGU8ef7djH/kWi7/8al79BxPTF9KTnauV12WJElqRvbLgosPDRv8dd6aGzB3VYO/jCRJaiAOdkiSJEmSJEmSJEmS1Ah6ZcG5I0Ne/hw2lQesX7mBv114DxMu3J/0Vl99+P7iw44geuQgpr43x+EOSZIkSZKkOOJghyRJkiRJkiRJkiRJjaR9K5hwcMgrubB6Y0BZWTV/++u8Pfvlh2Zx4JEH8MDvr+L7f3qPvIISemU53CFJkiRJktTcOdghSZIkSZIkSZIkSVIjSk+Gcw4KeXsuzF8b7NXvfv7eF6y/8B5++9h1/OTfH5NXUEJk755ij3g3EEmSJEmSpMbjYIckSZIkSZIkSZIkSY0sMQFOHBwybEPIxrKv3r+qGqYvCSitDFi+cA1PTLiHW/94Ndmk1Xu2nOxc7wYiSZIkSZLUiBzskCRJkiRJkiRJkiQpBoIAurWDbnu4/35ZIS/NhMKSgE2Fxfz98gf43v3fYNwFR9Rrro8O6cbfZqwgJzuXSODdOyRJkiRJkhqagx2SJEmSmqTK6lgnkCRJkiRJkpqWNmlw3oiQ12ZDfmFAVVXI/d/7B/d/7x/1+jqdemZx7K0TYNxQcrJzyS8scbhDkiRJkiSpATnYIUmSJKlJCUP4bBnMXL7tsZSDjqASyJlUc4VASZIkSZIkqaVKSYLTh4VMng+zVjbMYtma/AKevu4xTvjpuUSPHszUd2eTX1iyT8/pYIgkSZIkSVLdHOyQJEmS1GREozB5QUDuim0HpI88ewR/XJ/C1P+8TiTwALAkSZIkSZKUEIFxB4R0bhMyb3VAdbT+nruiCgpKAqJReP2O5zjlm2PhmNFEEhJgH+ZItly0xfU9SZIkSZKkXTnYIUmSJKlJKK+C12YF5BduN9Rx3UnkjR7O1MmzPegrSZIkSZIkbScIYHBXGNw1rNfnDUOYvgRm5NWs0736lxxGLFnHCfdcSWrrtH143pAp2bPILyxxnU+SJEmSJGknDnZIkiRJirnNZfDi5wEFJTUHixMTA06742I+7dGDqdmzHOqQJEmSJEmSGkkQwOF9QtqlhbwzLyAaBnwyaS5rzvwlg4e2/9rPO+LYcYRHD2bqu7Md7pAkSZIkSdqJgx2SJEmSYm7a4m1DHa1bJzH+0e/wLulMyc51qEOSJEmSJEmKgYFdoHVqyMRcKK8KWL68hOXLS77+E77+N448ewScdRxTp85zuEOSJEmSJGk7kVgHkCRJkqSyym3f/7/fHkavUf0hwKEOSZIkSZIkKYa6t4MJI0Oy0sN6eb73XviEtIee5b5vjSYaQl7BPgyKSJIkSZIkxRHv2CFJkiSpSWnfIZWCWIeQJEmSJEmSBEC7dLhoVEhRSUj0a853rCuGSfMCqqIB82YsofD8u/n1o9fxWlGUHO/aK0mSJEmS5GCHJEmSJEmSJEmSJEmqWxBAZquv//vtMyArPeTlmVBcEbAmv4AnL7yXc+7/FowbSk52LvmFJQ53SJIkSZKkFisS6wCSJEmSWrbqKBRXxDqFJEmSJEmSpIbUsTVMODikY0bNbT9KNpXxz6sfYfAXCxkzbgjREPILS2KcUpIkSZIkKTYc7JAkSZIUM6UV8MJnAes2BwAkJ0eYM/hUnvxwOTmTcmOcTpIkSZIkSVJ9ykiB8SNC+naoGe6IRkMm3v40B747jdFHDXK4Q5IkSZIktVgOdkiSJEmKicJieObjgJUbvhzqSE3inPuu5KnP15KTnUskgJ6Z6TFOKUmSJEmSJKk+JSXAKUNCRvQMtz720p/epfOTr3DEYfs73CFJkiRJklokBzskSZIkNbr8Qnj2k4CNZTVDHZmd23DZ329kersODnVIkiRJkiRJcS4IYEy/kGMOiBIJagY8PnxzFgn3/Zu7LzmUaAh5BQ53SJIkSZKkliMx1gEkSZIktSxfrIa35gZEw5qhjt5DunHWw9fxo79/AECvLAc6JElqaM9/EpAUBLGOEXMpiTCiZ0iv9rFOojqFX72LJEmSmq8h3aBNWshrs6C8KmDJrBU8OeEu7vzrDUwsjHoRGEmSpK8pdF1NkqRmx8EOSZIkSY1q+pJtQx2jThjCcXd9i3/NXucBWkmSGtG6zQGJDnYAsKwIxvYLOahHzVWDFXvb/+/wn2cXMvTCpUBANIT8whI7oyRJUpzpmQnnjQh5eSZsKAsoXLOJRf/O5rKfXwRATnZujBNKkiQ1D5Ht1tUeeziXU0aeBiFEHfKQJKlZcLBDkiRJUqOqqq75Z0ZqyE+fuJLPStLAkyglSWpUiYkOdgBUVYVAQM7CgKLSkCP3D0mIxDqVerSDtqlhzUl9hRX85LR7Ofuey2HcUHKyc8krKIl1xJhwEFqSJMWzzFZw8pCQf39U8zmlfOkiDmkfIThsPwc7JEmS9tCAziHzVkF1GJD7eQEFF97DOY9et3VdLZZc25Ik6as52CFJkiQpJhIikOCZk5IkxcTfF9xLmzatYx0jpsIw5KnfvMi/730dgNwVARtKa04mS3HVNKZSk+C8kSETc2HlxoCKskqeuf5/Oe6HZ3HpD08kktDy/gd6YvpScrJzvWOJJEmKa4kuFUqSJO2T7u3gnOEhr+RCaWXAikVrefKCezjnwau4/MenxiyXa1uSJO2ZlncETJIkSZIkSWrhbnlrGcnpGbGOEXPhyBGcfVdnXv7Z36iqCskvDHjuYzh9WEibtFina9nSkuHs4SHvzIN5qwPCEN66+79ULV7OoMP6xDpeozuvTRoXXX8M3/3DJPIKSuiV5QFwSZIkSZIk7apLW5gwMuTlmVBQErCpsISnvvkHJtx0Eu06xeZiP8fu15Po0YOZ+u5shzskSdoNBzskSZIkNZq1m6C8KtYpJEnS9ClzSEh2ciEaQjBuKJc88X2ev/7PbCwopqAk4NVZcMEhYazjtXgJETh+YEi7tJDpS2ou35z97Ayyn50R42SxcewFc/nT/7uMJz9cTk52LpEAD4JLkiRJkiRpF23S4NyRIa/PgqWFAVVVIf+8+7WYZrrzv9cTjBvClOxZDndIklQHBzskoKSkhKeffprZs2fTqlUrxo8fz7Bhw2IdS5IkKa4sXgdvzA6oigYA9D5kAB9tSOTJD5duPTGtIVVXlrNqzlQ2r19GQlIqnQ84lNadejXsi0qS1ET1aJdGYooHzvILSyCAXocO4O43buGHx/yaTZsqKSyJdTJtEQQwqje0TYvy9tyA6rCBS2MTtuD92dzYPkJw2H4QwNTs3FhHkiRJignX+SRJkr5aSmLNnYnfWwAzV8R+TW3BK2/xh99czw0ETH33q9e17HySpJbIwQ61eC+88ALfvOwyNmzaRL+kJNZHo9x2222cdfrp/P2f/yQjIyPWESVJkpq1MIRPl8GUhQFQs2g44OBeHPfbK7jm7tcB6JXVsCeWrv7iA+a8/EcqKkrpFUlgbRiyMOdpOu9/MEPP/D6JXrFckqQWr2ufjmRmpbBpU2Wso6gWB3SGrm1DlheFhHXcTGXhpiLeXrmE8mg1HYKA4hBKCOmb0ZYTu/UlORJp3ND1ZNIXAdEWPNAiSZK0Pdf5JEmS9lwkAkf1DxnYJaSguPFff/WmgNyvMVRi55MktVQOdqhFy8nJYcJ553FmNMo9QJ/KSiqBp4HrXn2Vi84/n5cmToxxSql+rVmzhrKyMrp27UpSUlKs40iS4lx1FCbPD5i1ctuC3ZFnj2DJWcdy81+mEQlo8NvsFubP4fP/3MtZYZR7gT7R6q2d79sLPyH3hfsYfv7PGjSD1NjKizcQraogJSOTSIIf/SVJ8aF1KgzsUvu22UXr+Mvc9ziTsKbzhWztfNduDqhYt5qfHzSmEdPWn3fnQ7SOYRa1bHY+SVJL4zqfWiI7nyRpXwUBdG5T89XYEhPCvR7ssPOpJbLzSdrCdwC1aL++/XaGAf8Ow63/MiQBFwNJ1dVc8OqrzJgxg0MOOSR2IaV68p///Idf//q3fPzxBwBkZnbkuuuu5mc/+xmtWrWKcTpJUjwKQ3hjTsDCtdsW64767sksOeIgpr07u1GGOgAWT3mGodQs9u3S+cIoFyz6hA0rF9K2a78GzyI1tNXzprNo6n/ZuHo+AImpbdlvxLH0OWI8icmpMU4nSVLDeWbJXIZRR+cj5IKC1SzYWMj+bTJjllGqL3Y+SVJL5TqfWhI7nySppbLzqSWx80namYMdarE2bNjA62+9xWPU/i/CeKBLYiLPPvusgx1q9h544AFuvPFGIpHjgKeATAoLX+V3v7uft9/O5p133iQ9veFPrJUktSxhCIvWbvt58OF9Oeq7p7D0k1UNMtSRX1iyy2PV5SWsXTKTX1N35+sQRJj/2Xt0Tu1ar3kaU2MMyKjpy/vwFea+/VcIjgVuBzKpKnuVRe//mfVL5jDqG7eSkJQS45SSJNW/4qpKPilcs9t1vs5BwNS1yx3sULNn55MktVSVZcVfuc7XMZLA6nnTPMlPzZ6dT5LUUtn51JLY+STVxsEOtVjFxcUAdK9jeyLQJQjYuHFjo2WSGkJ+fj433/wD4Cai0XuBLVdNP5nq6m/w4YdH8+CDD/KTn/wkhiklSfEoEoHD+4RMW1zz357Z7y8i9XuPcP7dV5KTDXkFJfTK2veBhPzCEqIhjD1m6C7bigvWMu+vu+98XSMRqjqkMXrcrr/fHORMyiW/sMThjhaudOM65r7zN+AmCHfsfITfYMOqo8mbMZG+R5wTw5SSJDWM8uoqYPedrzNQUlXZWJGkBmHnkyS1ZNWV5cBXd74N5aWNFUlqEHY+SVJLZudTS2Hnk1QXBzvUYnXo0IF2rVszedMmTqtl+xpgdnU1lx9wQGNHk+rV448/ThCkUzPZG+y09TCi0Yt46KHHHOyQJDWIg3tBq5Qo78wLiIYBH78zl3XfuJe7HrmOW/45Y5+HO7YOdYwbymWH7LrEV1nRkZdbZTC5eHOdnW9etJprDj2Q82v5/ebgskO6c83dr9fboIyap+WfvQOkUVfnI7yIpR+/6uKfJCkutU5KISMhkcnVVXV2vrlhyCHprRs7mlSv7HySpJYsOb01KcmpTK4o2806X5S+Wd0aO5pUr+x8kqSWzM6nlsLOJ6kuDnaoxUpOTuabV13FYw8+yLeqqxmw3bYQuBWIJCZy6aWXxiihVD/mzp1LGB4C1HXywrEsW/ZXysrKSE1NbcxokqQWYmAXaJ0aMjEXyqsCls5bxRPn383/PHQN71SlkJOdSyRgr+84sWWoY8y4IRy2YT0f3PgPomG4y34ndTqW15YsJy0Mabfd4yEwGegfBHT+YA3vf/q7ffljxkx6n/25c/wYJhZUf+2/SzV/xQXLgd13vvJNf6W6qoKExORGTCZJUsNLikQ4tmtvHl22kG8R7rLO93OAIMK4Lj1jE1CqJ3Y+SVJLFklIostBx/HIjFf5VhittfOFCQl0G3pUjBJK9cPOJ0lqyex8ainsfJLq4mCHWrRbb72V1195hSMWLuS71dUcB6wGHo1EyI5G+fNDD9G+fftYx5T2SUZGBpHI50SjIbtO+AKsJDExieRkS6AkqeF0bwcTRoa8PBOKSgM2rNvM3y57kDN+cwmMG0pOdi75hSV7PJCwZahj9FGDGDZpKv/+38m72TuZTvRhSm3/GQS6hvDu26v2+s/UdOST+sRUzv79FV/r71LxISEplSBYQRjW3fmCSCKRBJcBJEnxaULvgXy6fhWHlxbzPcKt63yPAO8C3z3gINokpcQ2pLSP7HySpLi33X/ePv+8gKVzV0Dnmrvs5heW0Hf0uRQu/JjDCldzfRjd2vkeDgImhyFDTryK5DTv0qbmzc4nSWrp7HxqCex8kuoSiXUAKZaysrJ4b9o0vnHttTyQns4xwIVA6ciRvPTSS1x11VWxjijts3PPPZeqqjnUXJN8Z+UkJv4v48ePJxLxPwmSpIbVLh3OGxnSvV3NXTUqy6t4/ua/0nv654w+ejDREPIKSvboKxrCEYftT6cnXubl3Q51tAxlxeU8fd1jDJj9xda/y/zCkljHUiPqPOBwwuhc6up8QfBnOh9wKEFg55MkxafWScnccfA4Rnfvw+8jCVvX+Va1bsfPhx3BCd36xDqitM/sfJKkeNcmFdqk1qwdrl9fzi0n38OCd2cydtxQoiGsLkvg4EvvoM2IE7grMWVr55vZuQ8jzvsJPQ46Lqb5pfpg55MktXTJaa3tfIp7dj5JdXGcSy1eVlYWf/zjH7nrrrtYtmwZGRkZdOvWLdaxpHpz0kkncfDBh/Hpp+dTXf0X4GRq5voWEQTfJwiW8uMf/yvGKaWGU1xczIYNG3xvl5qI1CQ488CQ7C9gzqqaK09kP/gK485bzSW3XUxSauoePU/RsrX89zuPMmP2CgAiQciR+4d0bbv736uIVlNUUUZKJIG2yXv2Wk3dh3kBC9cGRKPw+h3Pcco3x8Ixo5n63hzv3NGCdOh7EG26HMCm1RMIw7+yfeeDGyBYSp/Dr45pRqkhVVWUUVVeQmrrrFhHkRRDrZOSueaA4VzebyjryktJS0gkKyUt1rGkemPnU0tn55PiX0IExo8IeWUmrN0cULKpjH9e/Qgn/2IC4bghTMmexeqyBAafeBUDjrmUsk3rSUhK9X1BccXOp5bOzicJaoY77HyKZ3Y+tXR2vro52CF9KT09nQMOOCDWMaR6F4lEePXVlzjrrHOZNu00EhO7EgTtqKycS+vW7fjXv/7DyJEjYx1TahAbNmzg3jvuYO2SJVzz058yYsSIWEeSRM0B2mMHhGSmh0xdVHOFiexnZ7B66Xq++cuzSEhK2O3vF63ZyBM3/YuitZsASEkMOWVISI/MPXp1utFqH/8ETcvJg0PeXwwfLa0ZlHn1LzmMzFvHH+65kusfmUxeQQm9shzuiHdBEOHg82/h4+d+z4blpxFEugBtCaNfkJCcwUFn/ZA2XfrGOqbUICrLilkx7XkiG9bS9vBzaNPFq/JLLV1KQiLd01vHOoZU7+x8asnsfFLLkZFSM9zx5hxYtC4gGg2ZePvTnHH1UYRHHc7UydsuZtIqyws6Kf7Y+dSS2fkk7SwhKcXOp7hk51NLZufbPQc7JKkF6NixI1OmvMu0adN48cUXKSsr46CDfsQFF1xAeroneio+bRnqKM/JYVhCAn+64w6u+fnPHe6QmogggJH7Qdu0KG/OCaiKBsz5YDG3nHb/Xj1P29SQ0w8Mack3pQgCOKJvSLv0kEnzAqJhwMfvzKX8u4/ypydu4pq7X3e4o4VITm/LYZfcRtHyL1i74EOqqypp0+k4ugwaTUJSSqzjSQ1iy8Lf/vlz6RGJ8N605+GI8S4ASpLilp1PLZGdT2p5khLglCEh0xbBx/k1FzN56c+TOSshQjDucKZkz/JOtYprdj61RHY+SVJLY+dTS2Tn+2oOdkhSCxEEAaNHj2b06NGxjiI1uO2HOn6w//50SE3l8XnzHO6QmqB+HSEjJeSVXCipCPbqd7u1rblTR1pyA4VrZgZ1gTapIa/MhIrqgFnTFnJHm0r+/ONTeeKDpUzNzvVgdwsQBAGZPQaQ2WNArKNIDW77hb+LMrvQJjGJxIIVTHIBUJIU5+x8aknsfFLLFQQwul/NxUzemVdz19+Zb3zEH+44n48O68XVv5vocIfimp1PLYmdT5LUUtn51JLY+fZMJNYBJEmS6tPOQx2d0tKIBAFXDhjAyLVr+dMdd/DJJ5/EOqak7XRuA+cfHHJo7yjDuoV79HVU/yhnHeRQx866t4OsVrFOIUkNb+eFv3ZJyUSCgJOyunFMyQY2TnuejasWxzqmJEmS9oGdTxLA4K4QCUIAwnDb42OPGRqjRJKk+mTnkyRJin92vj3nHTskSVLcqG2oY4stwx145w6pScpIgUN7A4RfsackqaWrbeFviy0LgHh1F0mSpGbNzidJkhT/7HySJEnxz863d7xjhyRJigubNm2qc6hji53v3PH555/HIKkkSZK+rqry0joX/rbY+eoum9bkxSCpJEmSvi47nyRJUvyz80mSJMU/O9/ec7BDkiTFhWXLlrF67lyGp6XRMTW1zv0iQcCx3boRLl/OJx9/3IgJJUmStK/KNq0nef1yBiUl0zYxqc79IkHA8IxM2m9az8ZVixoxoSRJkvaVnU+SJCn+2fkkSZLin51v7znYIUmS4sKgQYMY/93vkp2Swot5eYRhWOt+izdu5MGlS+l3xhlccOGFjZxSkiRJ+yKjQw+SRp7MWwmJvL9xbZ2db1V5Kf/cuJ61+x9Cl8FjGjmlJEmS9oWdT5IkKf7Z+SRJkuKfnW/vOdghSZLixkknncT473+fiQkJtQ53LN64kfuXLqXHaadx/c03k7qbO3tIkiSpaerQdziRQ07jlSBS6wLgqvJSntq4jhX9RtL90NNJSNz1lr6SJElq2ux8kiRJ8c/OJ0mSFP/sfHvHwQ5JkhRX6hrucKhDkiQpftS1AOjCnyRJUvyw80mSJMU/O58kSVL8s/PtucRYB5AkSapvJ510EgDPP/AA5OVxYFaWQx2SWqSZUxbAQUNjHUOSGkSHvsNZB7wy4xXYuJY+qa1d+JMkSYozdj5JkqT4Z+eTJEmKf3a+PeNghyRJikvbD3e8sWQJvc84w6EOSS1CZjqs2ljz/W3nP8ypv7qIsPd+REPILyyhZ2Z6bANKUj3afgGw3YY1rNr/EBf+JEmS4oydT5IkKf7Z+SRJkuKfne+rOdghSZLi1kknnURSUhLz583j8m9+06EOSS3CkfuHlFRAXkFAdXXISz9/ivHfO47wqEOYOnm2wx2S4k6HvsNZH0lgTcEKuh94jAt/kiRJccjOJ0mSFP/sfJIkSfHPzrd7DnZIkqS4duyxx3LsscfGOoYkNZrkRDhtaEjOQvh8eQDA8398myMWr+WIc09g2rQvHO6QFHfa9x4GvYfFOoYkSZIakJ1PkiQp/tn5JEmS4p+dr26RWAeQJEmSJNWvSASO6h9yVP8oASEA0175nPSHn+ORG48nGkJeQUmMU0qS1LREo1EqK6pjHUOSJEmSJEmSJElSC+QdOyRJkiQpTh3YHdqmhrw2GyqrA+bNWELntSv4049O4skZy5maneudOySphVpWVEqCdzauEUJFcSl33fQEK1eWApCYEONMkiRJkiRJkiRJkloUBzskSZIkKY71ag8HdIJZK2t+rpo5BbpdGNtQkqSYO2zsIJLTM2IdI/ZCGN+7Nc9efj/zP10KQEDI6L5hjINJkiRJkiRJkiRJakkc7JBakNLSUp5++mmeeeZZNm7czODBA/j2t7/NiBEjYh1NkiRJ9aS8upopa5YxZc0KSqur6dmqFd0rhwCpsY4mSWpCLhrRjVatW8c6RsytnrucJyfcxboVRQAkJYScNDikd/vY5pK+SlVFGUXzcliT/zFV5eVkdOhKz+En0KZLn1hHkyRJUj2prixn1dxprJr7vp1PkiQpTtn5JEnbc7BDaiHy8/M55pgTWLhwHpHIOKLRrkyb9gqPPfYYP/nJT7jzzjsJgiDWMSVJkrQP1paV8ItPp7GqdAMBRxHSnbkbszkgXE6PoF+s40mSmpAZP76P1KSUWMeIqWgI72WvoKysGoDWKSGnDQvp4I1M1MStXrGc5265mE2rl0BwNIQHsGHFZJZ9+iZ9Dj+b/kd/w3U+SZKkZq504zo+fOrXlBYtt/NJkiTFKTufJGlnDnZILUAYhpx22lnk5ZUBM4lGhwJQVVUF/J7f/vbHDBgwgCuuuCKWMSVJkrQPwjDk159/wJrS1kAOITWdLxpWATcAa2MZT5LUxLz95nISg6RYx2gyOrcOOXVoSKuWPeuiZiAMQ2656lI2r40CMyGs6XxhtGadb/H7P6ZVVje6H3hMTHNKkiTVl9zlEA1rTmbb/py2nEm5ROL0HLcwDPn4mbsp25CAnU+SJCk+2fkkSbWJxDqApIb3zjvvMHPmJ1RV/QW+PMGvRiJwC0FwNr/97T2EYRijhJIkSdpXnxeuJa+4gChPsmvnG77tRzufJEk76N8p5JzhDnWoecie/B6L5s0kjP6V2tb54CwWvf+y63ySJKnZi4bw3oKA7PnbTmk48ORDuP61pVz9u4lEAuiZmR7DhA2nIC+XzWsXEYZ/xc4nSZIUn+x8kqTaeMcOqQV44403SEzsQVXVuFq3h+GlzJt3LitWrKB79+6NG06SJEn14tPCNSQEXakOx+12v7UbNuH12SVJ40dESUuIxjpGzKUkQZvUWKeQ9tzbk7JJSOxBdR3rfHAZJQX/pXxzAamt2zdmNEmSpHpTUQVvzAlYsn7bLTnOvu4YPj5iFFOzZ8X1UAfAusWfEUS6E0bH1bGHnU+SJKm5s/NJkmrjYIfUAlRVVREEqUBd9yNO27qfdrRmzRpeeOEFioqK6N+/P6effjpJSZ4KKUmSmp7qMAqkUHfn+3K/aLWDHTspL97AmvkfUFVWQnpmFzrufzCRBD8uS4pvHTIg3bc6qdmpqqoi4KvX+cKog1s7s/NJktQ8bC6Dl3MD1m2u6TuRSMApt13AJ/16t4ihDoAwWs3u1/nsfHWx80mSpObCzvf12fkkxTPfzaQW4NBDD6Wy8vfALGBILXu8QKdO3bxbx3aqq6u55ZYf8+CDf6C6uppIJIPq6g106NCF//u/P3HGGWfEOqIkSdIODmidxYvhB+za+aKksH7rTx3btWFTY4drosJoNfMm/YOlH71GGI0SBK0Iw40kpWUy9NRr6NT/kFhHlCRJ2sEhI0dSVfUou1vnS05vT0rrrEZO1nTZ+SRJaj6qquG5TwM2ldWc3JbeJpXxD1xJTnIbpmTntoihDoC23fYn/PBl7Hx7zs4nSZKaGzvf3rPzSWoJIrEOIKnhnXPOOXTq1I2EhG8DG3fa+gaRyF+4/vrrSEx01muLm2/+Affddz9VVf9DGK6huroImMn69aM4++xzmDRpUqwjSpIk7eCwjt1om9SKCFezpfNFKGcYv6dj8PGXe4VkHnkiT3y4jJxJuTHL2lTMfftJ8j6cSBj9JbCGMNwAzKSydAyfPH8P6/P8O5IkSU3LmaefSmb7LgSRa6htnQ/+wn4Hn0AkkhCDdE2TnU+SpOZjUzlbhzo6dEjl7td+RL8jh5LTgoY6ADofcCjJ6e0hsPPtKTufJElqbux8e8/OJ6klcLBDagGSk5P573+fIzV1JgkJ/YCbgbuJRE4DTubEE0/glltuiXHKpmP58uX88Y9/JAzvBH4ObJl8HkoYPg+M4tZbfxm7gJIkSbVIikT42bBRJEU+IkIfkvk+B/NtOgfTAQgJOfHn5/L/5pQzJXtWizoYXpuyTetZ+vHrwK6dD/4DHMKCyc/EKp4kSVKtkpOT+c1jfyEh6XMI+rJlnY/gVOBk2vcZRp/Dz4xxyqbDzidJUjMTbvt22LBMeg7ouvXnlrSOFUlIYsS5N5OQ+BmBne8r2fkkSVJzZOfbO3Y+SS2Fgx1SC3H44Yczc+anfO97F9Op09O0avVrhg9fx+OP/y8vvfRfkpOTYx2xyXj66aeBJODaWrYmEo3ewNSp75Gfn9/IySRJknZvQNssHjz0GE7u3I3DgoW0DYoBSEyJcMEj1/DF4AEOdXxp1Zxp7K7zEX6fouWzKd24rpGTSZIk7d6QEYdw7l1PkTXkYJLT/0ZC0u207rSAIadcy8gJtxBJSIp1xCbDzidJkpqrdt0PYPSVv6PnwYfZ+b6CnU+SJDVXdr49Z+eT1FIkxjqApMbTp08f7r//fu6///5YR2nSCgoKSEjoQDTapo49+m7dr2fPno0XTJIkaQ9UlbciXD+AFAIAOnbPZPyj1/L6RsjJznWo40uVZZsJgizCcPedr7J0M2ltOjReMEmSpD3QulN3uoy5mJ6nXx3rKE2anU+SJDVn6e06M+j4bzLo+G/GOkqTZueTJEnNmZ1vz9j5JLUU3rFDknbSu3dvqqpWAHXdkeMDEhIS6dGjR2PGkiRJ2iMfLgmorK4Z6ug/Yj8uffpHW4c6emWlO9TxpbS2HQmjq9hd5yNIILVN+8aMJUmSpHpk55MkSYp/dj5JkqT4Z+eT1FI42CFJOzn//PNJS2sF3AaEO21dT0LC7zn77LNp394iKEmSmp6q6Lbv73j+e7TunAkBRILYZWqKugwcTSQpFfgltXW+ILiXTgeMIjmtdQzSSZIkqT7Y+SRJkuKfnU+SJCn+2fkktRQOdkjSTlq3bs2DD94H/B9BcAbwOjAH+DMJCYfRpk0xv/3tb2IbUpIkaQ8kpyXFOkKTlZiSxqDjLwP+ApzO9p0vCA4lIaWIA8Z9I6YZJUmStG/sfJIkSfHPzidJkhT/7HySWorEWAeQpKboyiuvpG3btvz857/kiy9OBiAIIpx88mncd9+97L///jFOKEmSpH3V46DjSExJZ/7kZygpOPnLRyO07zuSgcfdSKvMrjHNJ0mSpH1n55MkSYp/dj5JkqT4Z+eT1BI42CFJdTjvvPM499xzmTVrFkVFRfTt25du3brFOpYkSZLqUZeBR9B5wOFsXpdPVVkxae06k9o6K9axJEmSVI/sfJIkNQ/LN8Q6gZozO58kSVL8s/NJincOdkjSbgRBwNChQ2MdQ5IkSQ0oCAJad9wv1jEkSZLUgOx8kiQ1XWEIHywJ+DAv2PpYzzEHM2N9lGvufj2GydTc2PkkSZLin51PUjxzsEOSJEmSJEmSJEmSJDW6qmp4e17A/DXbhjpOumw02f0HMfXu14kE0DMzPYYJJUmSJEmSGoeDHZIkSZIkSZIkSZIkqVGVVMDE3IBVG2uGOoIAjv/xOcwZegBT353tUIckSZIkSWpRHOyQJEmSpDgRhlAVjXUKSZIkSZIkafdKK+HZjwM2ltUMdaSmJ3PWPVcwvW17pmbnOtQhSZIkSZJaHAc7JElN1ubNm/n444+JRqMMHz6cdu3axTqSJElNVnUUJs0LWLe55mB4cnIEgCemLyXny4PhUlNUVVHKxlWLIQxp3bk3SamtYh1JkiRJ9czOJ0na2fIitg51ZGWl8IvnbuaBFWxdx3KoQ2p+7HySJEnxz84nNSwHOyRJTU55eTm33norjzzyJ4qLNwKQmprOFVdczt1330VGRkaME0qS1LSUVsKruQErNmyb3jjmR+fw/bdXMyV7lgfD1SRFqyqZP/mf5H/yDtWVxQBEElLpduBRDDjmEhKT02KcUJIkSftqTzrfgveeZuGUZwA46SfPfK3X+eAfv6QwfzaZPQdz6MW311v+WFj++SRyJz4MwFHXPkRau05f63lmvvxHVuS+S2qbjhz9nYe/dp6CvFl8+M/bABh10W1k9RrytZ9LkrYXhtu+P/vcvvQ7sCesyHcdS2qGXOeTJEmKf67z7T3X+fR1ONghSWpSotEo5547gVdffYNo9GbgIiCRsrJn+fOf7+Kzz2YyadJbpKSkxDqqJElNQmEJvDwzYEPpl3fqSE3izN9dyowOnZniFQ7VRIVhlE/+83vWLZoJ4bbOF61+lmWf/o5Nq/M59Bu/IJKYFOuokiRJ+pr2tPNJ9WnNgo9YMXMSRSvmU1GykcTkNNIzu9B5wOH0HHEiicmpsY4oqTbeaVZqtlznkyRJin+u8ykWWuo6n4MdkqQm5ZVXXuGVV14CXgJO327LL6iuPp5p08bwj3/8g29961sxSihJUtOxogheyQ0or6o5+t2uY2vOffga3q5IJsehDjVhaxd8zLqFM6it8xEez4YVY1gx6z16HHRsjBJKkrSj5UWwcG1ANPzKXetddbTxX1OqD3va+RrD67+dAEC/MRPY/8jzG+U1m7p4+zupKi/l85ceYO2Cj3Z4vLJ0ExtKN7FhxXyWffomI879MRkdesQopSRJ8cd1PkmSpPjnOl/TFm9/Jy19nc/BDklSk/LnPz9OQsIhVFefXsvWI4hETuaxxx53sEOSJODNOduGOnoN6srZj1zHf5eXkpOdS68sBzrUdC377B2C4GDCsPbOR3ASyz6d5AFfSVLMhSF8nA/TFkViHYXIdleyzpmUu8PPUlO0p52vQ99h+/xah158+z4/R1PR/cBj6H7gMbGO0ayEYchn//096xZ9CkCbLn3pNep0WrXvRnV5GWsXfsTSj16jpHAVHz19J0dc8VuS09vENrTUwlVUwdxV28qMtUZqvlznkyRJin+u8309rvPtPdf5IPZHoyRJ2s7ixUuprj6kzu3R6CEsWZLXiIkkSWq6Sitr/tm+fQq/e/VHtOvREQI8yU9NXmnResJwVN07hKMo3bCu8QJJklSL6ii8My9oEkMdAKMvOJIZ66Nc/buJ3plNzYKdT41l9bz3tx7sbd/7QA679Nd0G3Ikbbv0I6vXEAYcexkjJ/yEIIhQtnEtC3Kejm1gqYXbVAbPfxKQV1CzgJWQEBCcdDrXv7aUnOzcGKeTtLfsfJIkSfHPzqfG4jqfd+yQJDUxnTp1IBKZTzRa1x7z6dixQ2NGkiSpyWuVkUR661QojHUSac8kt2oN67+AsK495pOU3roxI0mStIOySnh1VsDyom0Tsxf96GQOPWloTPK0apPGHfMruevu1x3qULNh51NjWTEze+v3g068ikhC0i77tO99IF0Gj2HlrPdY9ulb7H/kBSSn+f8/qbGt2QQvzwwoqajpWOltUhn/4FW8VZbIlOxce47UDNn5JEmS4p+dT43FdT4HOyRJTcxll13MO+9cAXwCjNhp6yIikee54oo7Gj+YJEmS6k23oWMpyHuIujofPE/3YRc0fjBJkoCikpoTDotKa044TE5N4ozfXMIBZxxKUYwyPTB9KVOyZ3myo5qVPe181RVlO2ypLCsm78OXWTXvfco2rCVISKR1p970HH48XQePrfW1PvjHLynMn01mz8EcevHtWx9/9+HvULZx7dafF055hoVTntkp59EMO/17e/znWjz9Rb6Y9DeCSALH3vgXEpPTdtheXVXBO/ddQbS65haLR3zzLtp07rPL8+T86fsUF6ygy6DRHHTWTVsfX/75JHInPgzAUdc+RFq7TrXm2LxuGYvff4GCvFwqSjaSnN6Gdj0H0nvU6bTtun+d+evj72TVnKnkf/omm9bkUV1ZRmqbDnTqP4o+h58dk4OoG1YtBCA9swutsrrWuV+HPsNZOes9wmg1a+fPoPuBxzRWREnAwrXw5pyAqmhNx+rcqz3jH7mOVwuryXGoQ2q2XOeTJEmKf67zuc7XWFznc7BDktTEXHDBBdx77wPMnn0S1dW/B84DEoAXSUz8Ad279+Sqq66KcUpJkiTtiy6DRrPkg1cpXnciYXgf23e+ILiZlNbt6XHQcTFOKUlqicoq4blPAkora044bNshg3Mf/jbvVCbzwO8mxjSbJzuqudnTzpf34Stbf6ekaDUz/vX/KC1ave2JKsspXDqLwqWzWPPFBww78/tEIgmN/cfZKmu/wQCE0WoKl82lY98dD2ZvWDF/68FegIKls3c54FteXERxwYovn2/IXmdYNWcqM1/+4w6vU7ZpPatmT2H13PcZfNLVe/2ceyIMo3z+0oOsnPXeDo+XFKxkyfQXWfPFBxx68a9IychskNevS2XpZgCSW7Xd7X7bby/MnxNXB3ylpiwM4ZN8mLooAGo61qBD+3Dag9/mxsenANAry44jNVeu80mSJMU/1/lquM7X8Fznc7BDktTEpKam8s47b3DJJZfz+uuXEgRXAAFhWMXhhx/NU0/9jXbt2sU4pSRJkvZFQmIyoy76OZ+/9BDrF18KXEHNyR1VtO0+hAPP/B5Jqa1iG1KS1CIVFLN1qKN793Rue/nHLGvdgZzfTfSEQ2kvfZ3O99l/76N0wxp6jjiBzgOOIDElnU1r8lg8/QVKClayau40UjKyGHj8FXuU4ZALbyVaXcXUx38AQM8RJ9Jz5Ek77LO3vbNN5z4kJKdRXVFK4dJZuxzwLVg6e4efC5fOoveo03baZ9bW7zN7Dt6r19+wcgGfv/QgYbSaSEISvUadRsd+IwkSEtmwYgGLpj3P7Nf/TEaHHrX+/r78nSx4798ULZ9Hp/6j6Db0aNLadqS8eAP5H7/G2oUfU1K4irlvP8FBZ924V3+mfZWQlEpVeTFV5SW73W/77ZvXL2voWJKA6ii8+0XA7FXB1seOPvdgFp9xDDc+PsXBVSkOuM4nSZIU/1znq+E6X8Nznc/BDklSE9ShQwdee+0V5s6dS3Z2NtFolDFjxnDQQQfFOpokSZLqSXJ6Gw654KdsXr+cwqWzCMOQdt0H0KZz71hHkyQJgFGHd6Hzfu1ZVhjrJFLztbedb+PKhRx45vfpOnjs1sfadu1Hl4FH8ME/fsGmNXnkfTSR7gcdS+uO+33l67fK6rZTnrZ79Hu7E0QSyOwxkHWLPtnl4C7UHOAF6Lj/waxd8BEF+bMJwyhBENlun5rfS27Vts4Ds3WZ/fr/EkarCSIJHHzBrVuvLAjQrlt/Og84lOlP/pxNa/Jq/f19+TspWj6P/Y+6kH6jz93h8Q59h/PR03ewfvFnrJ73PhUlG0hO3/GqeqVFa5j86Hf36HV2Z9RFt5HVa8erH2Z06E7R8i8oXre81tfeojB/ztbvyzau2+csknavrBJenRWwvGi7oY7rT2XxYcOY+u5shzqkOOI6nyRJUvxznc91vi1c52tYka/eRZKk2Bg4cCDXXnst3/nOdxzqkCRJilMZ7bvTc8SJ7DfyJA/2SpIkxak97Xwd+x28w8HeLRJT0hh88rdrfghD8j95o4GS7pms/WoOOG5ctYiqitKtj0erKilaMR+APoefTSQxmaqy4l0Ovm65kt/XuYrfxlULAeg5/IQdDvZukdq6PQOOvWyvnndPtenSl75HjN/l8SAI6D3qdADCaDVFy79okNevS8f9D6l57TDK/Mn/qnWf4oKVLJ85aevP2//vJqn+FZXAsx9vG+pISoow/vdXkHf4QQ51SHHMdT5JkqT45zqf63wNyXU+79ghSZIkSZIkSZKkJqD7gcfUua1dt/5kdOjJ5nX5FCyZ2YipdpX55YHWMFpN4bK5dOw7Aqg5IButqiAxJZ123frTrlt/CpbOomDpbNp07gNAefEGitcvB7YdON5T67f7c+/u76rTAYeSmNKKqvLivXr+r9J18FiCIKh1W5sufbd+X1K0ZpftKa2zGH3lvfucIa1tp10e6zniRJZ+/BrlmwpY9ulbVFeW0+ews2jVvhtVFWWsW/gx8yb9neqKcoJIAmG0mmhlxT5nkVS7NZvgv58FlFfVvF+0bZ/B+IeuYVJ1CjnZuQ51SJIkSVIL4Drf7rnO5zpfXRzskCRJkqRmJhqF9xYEVEVrPmgnRGr++cT0pVsPkEuSJElSc9Oma7/dbm/bdX82r8unuGAl0epKIglJ9fbalWXFlG1aX+u2SEIirbK6bcvZpS8JyalUV5RRuHTW1gO+W6/Q12MgQSSBzP2GULB0FoVLZ9F71GkAFObP3vo8WXt5Jb9Na2uuCBgkJNK6U68694skJNKmc++teepLq/bd69yWlJax9fvqWq6SF0lIpHXH/eo1z9bXTm3FiHNv4eOnf0NFyQZWznqPlbPe22W//kd/g7wPX6aiZCMJyWkNkkUSfLR021BHz56tOOeJH/HiyjJysnPpleVAhyRJkiS1BK7z7Z7rfHW8tut8DnZIkiRJUnNSUQWvzQ5YWrBtemPAxSdx/WtLmZI9y6seqkHkF5YQDWOdIv54QoskSdKOUtLb7nZ7cqst20Mqy4pJadWu3l57zRcfkDvx4Vq3pbbpyNHf2bYtEkmgXfcBrF/8GQVLtx3A3fJ95pdX6MvabwgLgYL82YRhlCCIbD0Im5zehoyOPfcqY2XpZgCSUjMIIgm73Te5Hv9utkhITKlzWxBEtn4fRqP1/tpfpW2Xfoz+1t0smvo8q+ZNo6J4w9Ztbbr2Y/8xE+i4/8EsnPIMUHOQWFLDqKre9v0v7ziUpT3aw6rlXohEkiRJkloQ1/l2z3W+urX0dT4HOyRJkiSpmdhYBi/PDCgorjkSnpgYcNqvL+bTnj0c6lCD2TLUMXbcUC4/rGGuvNESbX+HHf+9lSRJ+lIzOuk3a78hrF/8GRtXLaKqopRIQhIbVnyxdRtAu279iSQmUVVWzKY1ebTp3Gfrlfwyew762q8dBM3oL+pL0eoqigtW7PPzpLXtRGJyaq3bUjIyGXTilQw68UrKNxdSVVFKcnrbrQd3yzauJ1pVCUBGh7072C7p60lJ2f3JKZIkSZKkONWMlq9c59s7rvM1LAc7JEmSJKkZWLURXpkZUFpZ88G+dWY65zx4FZMjrZjiyeFqIFuGOkYfPZhjEsopeOndWEeKG6cO3B/GDSUnO5f8whL//ZUkSQLKizeQ1qZDndu3XZ0tqPcrsXU/8Bi6H3jMHu+ftd9gAMJoNYXL5pKYnEZ1ZTmJKem06dwbgEhiEm27HUDh0lkULJ1Nauv2bF67DNh2tb+9kZSaAUBF6SbCaPVur+ZXUVy018/fkMo3FTD18R/s8/OMuug2snp99d9dSkYmKWTu8NjGVYu2ft+22/77nEWSJEmSJEm1c51v91znc52vLg52SJIkSVITN38NvDUnoDqsGero1q8j5zxyHa+srfSK/2owW4c6xg5k4GuT+cvfp8U6UlyJRODEn51HOG4IU7JnOdwh6f+zd9/xUVV5H8e/dya90ksgFKUTqiBSlKAgiKCIgmXXtirqrm1dyz67666u+zyrC7qKa28Ue1kboCBq0BBEQJCEXkIIhJoEQjKpM+f5Y8gkkYQiSe5k8nm/XnmZzL0z8zMkk9+cc7/nAAAk5e3ZdtwJ38N7t0qSIpq1kcMZXF9lVSumbRc5g0PlLi1W7s51Cgrx9nJN2/eoMhHbrENv5e5cp9yd647+vxnv7fG9Tvk5o1t20N4NS2XcZd6VAducUe15Ho9beft3nPLjB7q9myre07TpOczGSgAAAAAAAAIb43zHxzjf6QnkcT6CHQAAAADgp4yRVmZIy3c4fLclDOuii566RXe/nCxJ6tiMC8FxcjJzXSd9rsc7BqWnp52rhfe+okXfba6jqhovj0f64h8faPxvRsgkDlPKdxtO6d+IEAgAAAhEu1OT1Lr7kGqPHd6zVfkHMiVJzTv1PaXHdQQFy1NWKo+79HRLrHhMh1NN2nVX9o61ytm5XkEh4ZKOXaGvWYde2iYpJ3O9QqObSZKCw6MV1bLDKT9ns059pG/fluT9XtU04bt/8w8qKyo4fv118D05nvAmrTT2j+/Xy3NVJ/9gpvZuSJEkNe/UR5HN4myrBQAAAAAAINAxznd8jPP9coE+zkewAwAAAAD8kNsjfb3J0qZ9lu+2C646W1suGqm7X05mlw6ckvLdN0YkJpz0fSa0DtHbV8/Qrq37JUkOy2hwR6PwkLqqsvHIzreUmuX93V7wWrIG7jioZ2bcpHc35Jz0Y7BbDwAACEQHtq7U3g0px6yyVlZSqHVfvOT9wrIU33/MKT1uaGRTFR7eL9ehfbVVqiTvKn3ZO9Yqb+92OZxBvtsqi43rKoczWGVFBdqz7jtJUtP4nrIs65jHO5EmcV0V07qz8valK3P1IrXpMVRN43tWOac4P1ebvp5zwseqq++JXYqOZCssunm1xwrzDmr1h/+S8bjlcAarx5ib6rk6AAAAAACAxoVxvuNjnK9mjX2cj2AHAAAAAPiZwhLp83WWsg5XCnX84RJtGdBTKUvWczE3Tkl5qGN4Ym9dN7idBjV3nPA+ackb9M8pr+lIrnf1j7Bgo4sTjNrG1nW1jYVRq2ijbzZb8hhLP369UQevfkIPvfM7te5Q/SBVZSuzPZK84Y7MXBevBwAAIGDEtDlTaz99WjmZ69W6+zkKCg1X/v6dSv/+YxXkZEmSOgwcp+hWHU/pcZu0767Cw/t1YMtKZa7+Uk3ad5cjKFiSFBQSodDIX9boNu3QS5JkPG65PW4FhUYopnWnKuc4g0IUG9dVuZnrVVbs3aHt55PCp6Ln2Fv0wxsPyXjcWvnuo+o4eIJanjFAjqBgHcraovRlH6nElafoVh11ZH9GjY9TV98Tu6z/4mWVFOapdfchimlzpoJDI1VSmKfsHanatWaRyooLJctSr3G3Kqp5O7vLBQAAAAAACGiM850Y43zVa+zjfAQ7gDpQUFCgzZs3KygoSD179lRQEL9qAAAAgabIXaYsV74clqX4iGg5HSe+WP5k5LqkeWstHS7yhjpCwoJ16b+u04rmrZTCCv04RZVDHcPX/qR/3TRdpaWeE97P7Ta+z5tGGE3oYxQbXpeVNj4920ox4UYL0qTiMks7N+3VtIEPyeE48YoukZFBGnTzOHlG9lLKkvWEOwCgDhUUFGjzuu0qysmUp0kXORxOu0sCAlq/Sb/Xyrf/rswfFyrzx4XHHG/dfYi6X3D9KT9up7Mnat/G7+Vxl2r9wpeqHItLGKk+E+74RfXGtu0iZ3Co3KXFkqSm7XvIquZ1olmH3srNXO/7uml8r1/0fJJ3Nb8+E+5Q6vxn5SkrVfqyj5S+7CPfccvhVM8Lb9ahXRuPO+FbV98T+xgdztqiw1lbqj0aHBalnmNvVtuew+u5LgANQVlJkVw5e2Q5HIps0Z6eDwAAIADR8wH1i3G+E2OcryaNe5yPq82BWpSfn68///nPev2VV3TE5U3kxbdtq3sfeEB33333L9pyCQAAAP6lsKxMb6av09dZO+TyuCVJLUPCNLFDN01sf+Zp9Xy7cr07dRSXeR+jaatoXf7cbVpcHKRkQh04ReWhjpcfHK8BUUWacsPCkwp1VBbf1GhcL6PQ4DoqspFr10SaMtDos1TpcKElY6qGamqSl1eqr5/8TCMvz5ImjFJKyiZl5rqqPZfXDAD45ZasWa//6dZLRwoLJUkHIpuq/TmXquOg8YzzAXUkoklrDb3xce1Y/qn2bf5BRXkHZTmcim7VUe37j1Fc73N/0ePGtO6sIdf+r9J/+ESHdm1SScFhedylp12vwxmk2LhuyslIlSQ1rWGFvmYdemvb0vcleSceT3Ulwp9r22uEolt1VPqyj5WdkaqSwiMKiYhR03bd1fHsiWoS11WHdm087mPU1ffELp2HXqaIZnHK3bVBRXnZKi08ouCwSIU3aa1WXQerfb8LFBIRY3eZAPxMWUmhtix5W3t/+lolZd6LdyLp+QAAAAIKPR9gD8b5Tg7jfMdq7ON8ljHmhFcM5OXlKTY2VocPH1ZMTOB+M4DTUVhYqNGjRmntypW62+3WJZIKJM2RNEvSHb/7nZ75z39srREAEPhOp28rv+9b505URBBX8ALVKXa79fCab7Uz75DukTmm5xvf7gxN69b/Fz32+j1S0mZLHuMdPOzUK06XPn+77n/jB0lSx2ZcnI1Tk5nr0rDEBF1/dgcNiCrSpDa/lyQFOYxOdK2/w5I6Njc6q4PkrJ3NaHAcRaXS9+mW9uWd3PkH8iXJ+1rR8+zOGj9zmj7clld+UxXJ3xAKC0RlxS599e/r6fmAOpB1SPrvGu8fvyxt1mVmra/nm330o8PAcep54U32FQkAaBTo+dBQfbbWUkaO9w3q3HdHa8uASZqzcrdSktL86r2pu7RYP771sIr2btfvjYeeDwBgC3o+BLot+6WF671jbb+Z1lOT/nmn7voiUylL6qc3pOcDAPiDU+n52LEDqCUvvfSSfvjhBy01RmdXun2UpEGS7nj2WV1/ww0aNGiQTRUCAADgdC3KSteWvFwtlarv+XZv1/ltOqpLTNOTfkxjpJTtllZnVlyRPWh0L+27aqzuf+MHLshGrWsRJV0x8MS7QqD+hAVLid1O/t9k+wFp0QapzGNpww/pypk6XZNf+K1admlz7MlGSk5KU2aui9cSADhFVxqjv1b6epSkwZLu+PELxfVJVGzbM22qDAAAAKdr15rFOrxnm1J07NwuPR8AAEBgoOcDADQ0BDuAWvLKCy/oclW9wK/cbZL+FRSkV155hWAHAABAA/ZV1nZNVs093+OWpS/37Kg22FFQ7N2Vw1VSdUn9XJe061DFbROnjdRP5w7Rsm83EOoAUK0zWkqTw4zmp0oFJZb27czR7Cse03mj4uSotGW45ZDOuXicTGJvLU1aR7gDAE5R22puu03SPx0O7frpKyZ8AQAAGrA9qxfp8p9d4FeOng8AACAw0PMBABoagh1ALdmWnq6bTfUrrDolDSkr07YtW+q3KAAAANSqPYUuDavhmFPSOcZosyv/mGMHjkjzUi0V/CzUUZnDYWncQ1O0ttsZSklaR6gDtcZ43Pp81lK7y0AtaxUtTRloNC9NOphvyeUq0xfzdx574qcv6pJbR8qcN0Qp324g3AEAp8kpaZjHo29y99hdCgAAAE5DweH9xx3no+cDAABo+Oj5AAANDcEOoJY0jY1Vxv79NR7PcDrVsXnzeqwIAAAAtS0qKFgZpcU1Ht8hS5HBIVVuSz8oLVxvqcxTc6gjqkmELplxg1LCY7U0KY1QB05bZq5LHiN53G79+K/3NO+Vb33H2jWxry7UrqgwaXJ/o8Ubpe0Ha36N+fTFJRqcflBDrxyrZd9vUUaOq9rzOjbjdQcATka65ZAzLMruMgAAAHAaQkIjlOHKq/E4PR8AAEDDR88HAGhoCHYAteSqX/9as59+Wn9xu9XsZ8eWSfrB7dYfr77ajtIAAABQS4a3idfsXdv0F2Oq7flWyOiPrdtLkoyR1uySlm6zJHkvuO4+qJNuemSSnMHOKvc92Kad3k49oGRCHagF5aGOZ24fqcUPvKZ5i9f7jg2MNzqnc/U7DaJhCgmSxicYHS40Ki6remzPYe9rkMdYWrFonTpnHdKM525TbFyLYx5n9vKdvAYBwM8UVnPbMkkrjUf9e42o73IAAABQi1r2Pk+vr1ygvxhPteN89HwAAAANHz0fAKChcdhdABAo7r77bik6WmOcTi2VZCSVSnpf0qVOpwYPHKiJEyfaWyQAAABOy8T2XVTmDNJoWcf0fJfIUreoWA1u3lZuj/TNZktLtzlUHuo477KBuvz1u1XQvbvyzuhS5eN3z3yj5KQ0dWwWwQXVOC0ZOd5Qx/RfDdY7v3pCq46GOhyW0fndPRp2ppFV88YOaMBiw6VW0VU/+rWXJvY1CnF6wzzpabs1e8p0Wat+UrPM9CofU7rEakRigjzGGw4CAEjvWcf2fBMsh5q27qyWXQfZWxwAAABOS8dB41UUEqbzLQc9HwAAQICi5wMANDTs2AHUkg4dOuirpCRNnTxZI7ZvV/OgIBUbo3y3W2NGjtRb776roCB+5QAAABqylmERemTAuZqRulwjigrUzLJUbKQCGfVv0kL39j5bpW6HvlhnadehiqvnR955kdKH9NVbM7+u9nFZIR+nq3yXjhGJCbqqV3O9cvE/dDDrkCQpNMjoot5G7ZvaWyPsEd9UumKg0bxUKa/IUu6+PD185QvHnBcUZOm8uyfIM7KXUpasV2aui9clAI1eSUS4RhRIzZxOFXk8chmjlh16KeHS38vhcJ74AQAAABoZt0dyldhdxckJj22pAdc8orSPZmjEoX1qYjlUIsllPPR8AAAAAYKeDwDQ0HCVOVCL+vXrpw1btmjx4sVasWKFgoODNXbsWPXr18/u0gAAAFBLOkc10TPnXKifcvdra16unJZDA5q3UueoJjpcKH2YainX5Q11BAVZmvjYdVrdNk4pSWkEOFCnRoxK0HWD2qnZrgxfqCM6zOiSvkb82DVuzSKlKQONFqRJe/Kq37KlrMzo6yc+0wVX7ZMuGqmU5I017tzB6xiAxuL6cefpoavv1Wcpa/Rx8jb16z1YMa072V0WAACAXyoqlT5fZ+lAvvd9Z3CwQxt6jddbK3Yr+ei4mL+Jad1JQ2+dqewdqTq8Z6scjiA179yPng8AACCA0PMBABoSgh1ALXM4HLrwwgt14YUX2l0KAAAA6ojDsjSgWWsNaNbad1vWIWlBmqWiMu8sdWzzKE3+zy36xhPmm7zmYmjUB8+6Zb7POzYToQ5IksJDpEn9jdKyjLILql5NU1ImbT3gve2rd35Qws4cPf3ULXp/y6FqH4vXNACNhmVp9Pmj1HTA+fouf4FimvG6BwAAUJ1DLmleqqVDhRWhjktn3KC31h7w+/eQluVQi8791KIzC/UBAAAEKno+AEBDQbADAAAAAE7Tpr3SV5sseYx38rp919a67IXb9eA7qyRJHbkIEIAfcDqkfu0lyRxzbMt+o8UbLLmNpbSUrcq5eob++vbvFHdmqyrnrcz2SPKGOzJzXX57YQ4AAAAAoH5kHZLmp1kqrrzYybPT9I071O9DHQAAAAAAAP6EYAcAAAAA/ELGSD/ssLQio2L1+/4ju+vCJ27SXS9+J4lQB4CGoWsrKTrUaH6aVFhqKWvbAd2b+A+1j4+scl5oqENn3ThJJrG3liatI9wBoN64PdLqTCkj26omnlZ7Ssrq8MEBAAACzNYD0qL1FYudxHdrrUnPs9gJAACAPykolpanW8px1f9zF5bW/3MCANCQEewAAAAAgF+gzO3dpWPL/opQx9jrhmnDBcN114vfsRohgAanTaw0ZaDRvFQpx2XJ5SrT5k2Hjzkv9feva/i0MRp23kClfLuecAeAOldcJn2xzlJmrnXik2tRcLBDK7M9mrNid70+LwAAQEOxbHtFqKN/Yndd+MTNem9jjiRCHQAAAP7gYL40L9VSfnH9jqtVp3ysDQAA1IxgBwAAAACcIleJND/N0r487yCoZUmjH7xMGxK6KWXJekIdABqsmHDpioFG32yWtu6XjKqf7Fn60pcamrVfQyeP1rJlm5VxCkt98RoJ4FTkFXonn3Nc9Tv53LZzC7W47krNWbFbyUlpctg/9w0/dSp/A4G6xAXUAOxQ5vb+NyrM6KE3pmltUYRk5dA7AQAA+IH0g9KiDZZK3fY3Z516xSny6msYawMA4AQIdgAAAADAKcgukOattXTk6Mo2YREhunTGDVoe21wpRwciuWAZQEMWEiSN7WV0YU9JMlWOpe6WvttqycjSsnk/qeuuXD3xn1sV06bZST327OU7lZyUxi4fAE7KnsPSgjRLhaXeviu6aaT+Z9Zv1Ht4jzp/7pXZHs1dmeWbaOY1Cz+XmeuSx0gjEhN0/ZAOdpeDRu6WxxcoI8dFuAOAbZwOKSjYKRXZXQkAAACMkdbulpKPjuVLUtcBHfSXN29Xk1YxttS0MtujW2csksTCBAAAHA/BDgAAAAA4SRk50sJ1lkqOrmzTvG2sLn/+di0qsLjoD0DAsapZMatveykm3GjheqnUbWnLmp2aO3W6rrx3rJzBjhM+5vlt4+QZ2UspS9YT7gBwXJv3SV9ttOQ23hej9l1aadILt+ulfSXSwl11/vzJSWmSmGhG9SqHOia0Clbu/G/tLgmNmOWw9MS1Q/RRZgHvSwEAAACgkfN4vIszpWZVDPAPv6S/dl52gf62Ok9Sni11MdYGAMDJIdgBAAAAACchdbf07ZaKlW3O6NNelz53m/4wZ7kkBiIBNB6dmkuXDzCanyodKbZ0MOuQnr3v3ZO+/7jrh0nnD1dK8kbCHQCqdeCItGiDJR3tu/qO6Kqx/75Fd7/0nSTJUU3wrLZxYTRqUh7qGJ7YW5fFR2rmqIfkdpsT3xGoQ1FRQbpz6eMy6q2lSevosQAAAACgkVqzS1VCHefePlYZw/pr2bfr62VMrSaMtQEAcHIIdgAAAADAcXiMtHSrpZ92V4x2Drmoj7KuGKM/zFnOQCSARqlFlHTFQKMFadK+I6c2G/TF7BT135GtmU/cpLte/E4ZOa5qJ5R4bQUar0OFUnmoY+jwNrr/g7t071dZ9F3wGyMSEzRzXLx++M9rhDrgF/Lzy9Rm6ce6fvSVsixLKUdXQgUAAAAANC45rorB9lt/11ut756oOSt3M64GAEADQbADAAAAAGpQUuZdLXpHdsUg6GW/O1+rzhmkZd9uYBAUQKMWGSpNHmCUkW3kKj3x+YUl0ooMSx5jac2STTp49RN6/Pnb9dm+4mrPT05K43UWgHr2bqqgYKfdZQAn1Km5UafmhDxQvzbttbQnz8YlVwEAAAAAfqtP3+bab3cRAADglBDsAAAAAIBqHCmS5qVayi7wXiTjdFq66JGr9GPnjkpJWsfFxgAgyemQzmh58ue3a+Ld5aOozNKuLfs0e+p0/WnOzeo1tHuV81ZmeyR5wx2ZuS5ebwEAfq91tFFCnN1VoLHZf0Tak2d3FQAAAAAAAACA2kCwAwAAAAB+Zl+eND/NkqvEG+qIiAnT5Jk3Kzk4WktZQR5+rrTUbXcJQI3imkhTzjL6bK10qNBSXk6B/jjhaQUFVV1pOiIiSINuHifPyF5KWbKecAcAAAAA+BmP8X4AAAAAAACgdhDsAAA0Gj/88INeevFFbVy3TlExMbpi6lRdffXVioyMtLs0AIAf2XZA+nKDpTKP9yLj1h2b6/IXbteCHLeSCXXAD2XmurwXUhhp36bd+vD/VvuOOR321WWXzXk5WrQ7XVmuPIU6gzWsVTud2zpeYU6GQPxFbLh0xUCjL9ZJuw55X2vLyqpeDZSXV6qvn/xM5122W7rkfKWkbFJmrqvax+M1GQCAxoeeDwDsVVImLVxvqbDU+54uPNb7vmz28p2+8TMAOF2HsrZo15rFKjqwU47QCLXqOUxteg5XUEiY3aUBAACgltDzAVUxwg0ACHjGGD3wwAOaMWOGOgYFaWRZmfZYlqZ9+aUe/9//1ZfffKNOnTrZXSYAwGbGSD/ulJalV1wJ32vIGRr/9DTd8+pSSVLHZlw8DP9SHuoYkZigYa5DmnPrayrML5YkRYUa9YlrPEtnGmM0e1uaPs7cog6ylCijLEnP5e7XRxmb9Lf+56p1OIFefxEWLE3sa7QyQ8rI8b4GlzOSDuZLkqVvP/pRPXbl6t8zp+nD7XlSNRcHJX9D6A4AgMaCng8A7HekSJqXaim7wPsGzem0NOz+K3XX4r1amrSO92cATpsxRpu/masdP3ym9pZDFxuPdsvS1zvWamfKhxpw9cMKb9LK7jIBAABwGuj5gOoR7AAABLzXXntNM2bM0JOS7iork1OSjNEmSeN37dKlF1+s1ampcjga4ZLWAABJktsjJW22tGFvxRXDiVcM0vYJibrn1aVMSMMvlYc6hif2Vo+NW/TO/34gj8d7rFW00cUJRpGh9tZYnxbvydDHmVu8PZ+Mt+eTtEnSRUWFemxtip44e7QcFsuG+gunQxrS2WhI52OPbT8oLVovlXksbVyRrpyp03X5i7erZZe2x55spOSkNGXmunitBgAgwNHzAYC99uVJ89MsuUq8r7ORseG67OmblBwcraXsdAugluxe+7V2/PCZt+cznqM9n3dud2xetn56/58acvMTsizmdgEAABoqej6gegQ7AAABzRijJx5/XJdZln5vqq5Y3V3S62VlGrl+vRYvXqwLL7zQniIBALYqKpUWpFnKOlwp1HH3xdo+OEEpS9YzIQ2/VB7qGHZuTyV8vVTzX/3Od+yMFkZjehoFO4/zAAHGGKNPd27SJEm//9mx7pJmyWik64h+yt2vAc1a13+BOGVntJAuH2A0L1UqKLG0PzNHs694TInnt1fl8VtLls4ZP1YmsbeWJq0j3AEAQACj5wMAe3kD+JbKPN4xtDadWmjy87dpQY5byYQ6ANQSY4wyv/+kxp5vjvFoZPYuZe9IVYvO/eq/QAAAAJw2ej6gZkSZAAABLSsrSxu2bNGvfxbqKHeupPigIC1evLh+CwMA+IVDLun9HytCHSFhwbr83zdqx9l9CXXAb5WHOp65/Ty1nP1ZlVDHwA5GF/VuXKEOScopKVJmYYGureH4uZLaW5Z+ytlfn2XhNLWMlqacZdQyytvLu1xuLZiXofmfVnzM+3SH3rntRfVNStGw83rKY7y/IwAAIPDQ8wGAfdyeqqGOXkPO0K/fuc8X6ujYLIIxNAC1ojg/R3m5e47b88U5nMresbY+ywIAAEAtoucDasaOHQCAgOZ2uyVJoTUctySFWZbKysrqrSYAgH/Yfci7U0dxmXdCOrZFlC5/dpq+LgtllUHYrjy8UZPpvxqsd371pDI27JEkOSyjxG5GvdrWU4F+xnM0xHu8ni+00nloOKJCpckDjBZvkLYdtGo877OXv9Wg9IMaetVYLVu+VRk5Jx/u4PUeAICGgZ4PAOxT6pYv1NGpc5Qe/ehurXWFKPnVperYjPdTAGqP8XgknUTP53HXV0kAAACoZfR8QM0IdgAAAlq7du3Uvk0bfbx3ry6u5niqpC2lpRo6dGh9lwYAsNGGPdI3my15jHdCukOPtpr03G164O2VksSENGxVHuoYkZig64d0OOb4rtVbNXvKdB06cESSFBrk3aWjfdP6rtR/NAsNV8uQUH1UUlxjz7fNGE2ObVbfpaEWBDulixKMDrmMin+Wx96XJyVv876er1y8Xp2yDmn687erSbsWJ/XYs5fvVHJSmjJzXYQ7AADwc/R8AOAfmjUNVXBosMRmiQDqQFh0M0VGNtFHBYdq7PnSPW71a9e9vksDAABALaHnA2rmsLsAAADqktPp1G/vukuzLEvzf3bskKRbnU61b9NGkyZNqv/iAAD1zhhp2XZLX21y+EIdA8/voavfupdQB/xCeahjeGJvTe4YpRa7d1T5OPT5d5p77UxfqCM23OiKgY071CFJTsvS2PZdNFuqtuebJqlFSKiGtIir99pQe5pESK1jqn70bS9d0tcoNMi7MveO9VmaM+Vfslb9dMzvT3Ufl3WI1PDE3vIY7+8fAADwX/R8AAAAgc9yOBU3aLxmqfq53VsshyIim6hV18E2VAcAAIDaQM8H1IwdOwAAAe++++7T8mXLNOGzzzTG4VCix6M9kt50OmUiIrTwk08UHBxsd5kAgDpW6pYWb7S07YDlu238b0YoLXGY7nz+WzkssVo7bFU51HFx1nY9de17OroLbbXiYo0uSjAKp42RJE2K76oth7M1IXuvRksaJWmPpDdkqczp1F/7DFWQg/UtAlH7ptIVA4zmpUqHiyzl7j+ih6984aTvP/rqITJjz1XK0k3s3AEAgJ+j5wMAAAh8nc6eqLzdmzRh6ypdYFk63xjtkTTXcqgoOET9L39ADieXOwEAADRk9HxA9fipBwAEvODgYH340Ud666239OKzz+rJjRsVFRmpm665RnfccYc6duxod4kAgDpWUCzNT7O0/4g31OFwSBf+6Qqt69lFKUnrCHXAduWhjpcfHK+zmhr9ZdRLxw119GhjNKqbkZNr1nyCHA490Geovt2XqS93b9O/Co4ozBmkxNbxGt/+TLUK43c8kDWNlK4YaPT5OinrsHXiO1Sy+O3l6pV+QE89PU33vLJUGTkuOWp4CP5WAABgL3o+AACAwOdwBqnf5Pu1Z32y1vy4UEuzdysoOFQteo1Qh7MuUnhsS7tLBAAAwGmi5wOqR7ADANAoOJ1OXXvttbr22mvtLgUAUM8O5kvzUi3lF3uv0g2LDNWkJ2/Q91HNtDQpjVAH/MaIUQm+zz3G+D7v0dpUXGRuSe2bGHVtJVmndu16o+C0LI1q00Gj2nSwuxTYIDxEurSfUVqWUXb+iX9BPJK27JfcHkvrv9+u3Ktm6P+ev10LssuqPT85KY0dPQAA8AP0fAAAAIHPcjgVlzBScQkj7S4FAAAAdYSeDzgWwQ4AAcvtdsvtdiskJMTuUgAAgE12ZEsL11sqdXsv8G0R10SXv3C7Fh7xXqBLqKPhMx63jPHI4Qy2u5Q6M7KbUbDT7iqAhsHpkPq1lyRzolMlSX3ipPmpkqvU0p70g5p95Qz98bXfqF9i7yrnrcz2yMhoadI6wh0AYIPG0PMBAAA0dvR8AAAAgY+eDwCOj2AHgIDzzTff6PHHp+vLLxfK4/Goe/feuvvu32natGlyOrkiDgCAxmLtLum7rZaMvKGOrv07aOKzt+neWcskSR2bcVFuQ5adkab07z9VdvpPkjyKaNZBHQddqPj+o2U5AqDnO7lr0gGcptYx0pSzjOalStkFlgoOF+rhqc/pzC4xqrznh8Np6fypI2XO66WUb9cT7gCAehLwPR8AAA0EwxSoS/R8AAAAgY+eDwBODsEOAAHllVde0bRp0+Rw9JfH829J0dq8eZ5+97s79NVX3+jdd98m3AEAQIDzeLyBjtSsiktyh03sp8zLRuveWcvYpSMA7PrpK637/EXJ6ifJ2/O5cj7ThkWvKSdjnfpdeneDHQA0Hre+nJOsDRsO+W6zaj4dQC2IDpMuH2C0cL2UkWPJ7TbavOnwMedtePgTnTM+XUMvH61l328h3AEAdSyQez4AABqSMre0ZHPF6ITD6f189vKddpWEAELPBwAAEPjo+QDg5DnsLgAAaktmZqZuvfU2GXOr3O6Vku6SdKOM+VDGfKgPP/xAs2bNsrlKAABQl0rKpHlpVUMdw28do11Tx2nZss2EOgJAYd5BrfviZUnTJLNK5T2f9F9JH2rfpu+1OzXJxgpPXWauSx4jedwepc38SM/8/h253d61MLu2NApiHBOocyFB0sUJRgPjjYIdNa9F+/2CtQp+6j09cd0QeYyUkeOq9iMz11WP1QNA4AnEng8AgIbIVSJ9tMbS1gPesTbLkjr96hLd+cVOJSelycFqFDgN9HwAAACBj54PAE4NO3YACBgvv/yyLCtC0nQdm1ubJIfjYj3zzPO66aabbKgOAADUtbwiaV6qpZwC74xyUJCl8Y9eo586xCslaR2hjgCxa81iSeGSZqi6nk8ar52rvlT7fhfUd2m/SHmoY+jQbmr3zuf67/y1vmN92xmNOLPmC8wB1C6HQxp2ptHQMySp6u/ezlxp4TpLJW5L21N3ac7U6Xrk+dsUl9DpmMeZvdx7gRM7egDALxdoPR8AAA1Rdr53rO1IsXesLSwiRJc+cYOWxzTX0qOhDt7z4HTQ8wEAAAQ+ej4AODUEOwAEjDVr1sjtPk9SVLXHPZ7xSk29U8YYWRZLCAEAEEj25knzUy0Vlnr/xkc3jdBlM2/Wt45IJpoDzJH9OyQzUjX1fNLFOnLgiwbR82XkeFf0f+L6c/TZ717Qsp8yJUmWjM7tYtS3vZ3VAY1XdS8dHZtJlw80mrdWOlJsKXvPYc295t+65sHxim5W9e/L+a3byjOyl1KWrCfcAQC/UCD1fGicjPG+Tz1cWLfPc4hNwgDUkYwc6Yt1lkrd3r+zzeOa6PLnbtOiAsu3UwfvdXC66PkAAAACHz0fAJwagh0AAkZYWJgcjt3yeGo6I1ehoWE0gQAABJgt+6XFGy25Pd6/8XFntNRlL9yu+QdKmWgOQI6gEMnK+fli+pXkyuEM9uuer3yXjhGJCbowymjO1OnKzjokSQp2Go3rZdSxub01AjhW80hpyllG89OkfXmWilwleu1vH1d77thrh0qjRygleSPhDgD4BQKh50PjVeaWvt5kafN+fj4BNEx5Rd4FVDzG+zp2Zt/2uuS52/WH2d9Lkjo24/0Nagc9HwAAdWvD+lw1H2V3FWjs6PkA4NQQ7AAQMCZOnKj3379O0gZJPX92tExBQbN1ySUTbagMAADUBWOklRnS8h0VW7YmDDtTFz01TXe/nCyJiWZ/lpnrXVr2VC92btXlLO3b+B/V1PNZjllq1eWsWqmxLlQOdQzJy9acW2apyFUiSYoONbq4j1GLmhasAWC7iBDpsn5GX22UthyoeZJh4dxl6peRrZlP3qy7XvxOGTkuOao5ncAHgIaqvJerK862faSNL6mh9nxovApLpAVplvbk1e/FCBERQdoz9FK9vWKXliatq7bvsFNdv2YEKndJHW/5AtQgr1C+UEdC32b667w/aF1JmCTG2lC7Gvo4HwAA/qhJuJHk7eWefTpVo6wv5BnUWx5j/3szxsMbJ3o+ADg1BDsABIwpU6boL395WFlZl6ms7H1JfY4eOSjLulPGbNd9971pZ4kAAKCWuD3eFVA37au4WuWCq87WlotG6u6Xk9mlw8+VhxskKSPHdUoXBbTuMVRbvv1AxUcmyZgPVLnnk+6QMdvVachNtV1yrSj//x42spe6pW3Se4/9V+bo96F1tNH4BKPIUHtrBHBiQU7pwl5GvXKNDv3sWruiUmlFhndl25++3azsq2bo8Rd+q8/2FVf7WOwsBaChqRxSrUtlQ7vq/bUL5MqdJONpWD0fGq+cAmleqqW8Iu/71NBQh6Zc1UWRUcF1+ryOTr0UPLC33lmf7Qt1+FNvUV+vG4GoxJWvTa/bXQUau+49miosMlQqsbsSBKKGPM4HAIC/GhAvHSo02rjX+970m6fmadTUfdL4kXIE1+370+NJTkpjd+tGip4PAE4NwQ4AASMsLExffbVQY8ZcpB07+srpHChjYiQtU3CwQ2+88bYGDRpkd5kAAOA0FZZIn6+zlHW4ItRx/h8masuAXkpZst7vLmJBVRk53tWAXrp/rCRp2vSFpxTucAaFaNDVf9LKd/6posN9JWuApBhJ38vhkPpMvFuxbc+so+p/OV+oY0QP9fryO30xO8V3rEtLo9E9jIKcNhYI4JRYlhTfTIqv5lj7pkbz06SiUku7tu7X7KnT9afZN6nXsB5VzluZ7ZGR0dKkdUxoAWgQKl+cfd3gdhrU3HHiO52GPyR8oDGXXq29uxtOz4fGKzPH+z61xO19n9qsTawuf/42te1dXbdQuyyHU7OX7/TLwGj568bwxN6aOa7uvxeBJi/viObYXQQA1KGGOs4HAIA/czqkC7obNQ03WpbuHbv55r0V6rUzW3+ac5timtuzbfzKwe1OeU4QgYGeDwBODcEOAAGlS5cu2rRpnT7++GPNnz9fxcXFOuusR3XjjTeqRYsWdpcHAABOU65LmrfW0uGjK6CGhAXr0n9dpxXNWynFDy9iQVUZOS6NSEzQhFYh+u8NTyn/sEsP/eVKfeMJO6WLkCKbttW5057Q/s0rdGDbj/K4SxXTZora9RmlkIiYevg/OTXlYZYX77tQi+5+UV98keY7Nqij0ZBORpZV070BNDRtY6UpA43mpUq5Lkt5OQX6n0tmKji46gXQ4eFODbxxrMzI3kpZsp5wBwC/Vvni7ESrSC+ee78ey61+N6LaNNh5trpdeoU+yVmvfbsPKrzlJPUecqFf9nxovNIPSgvSLBl5m/ozEtrpkudu18eZBUqevrDe6vC3C2Mqh/qLlqzU7X1nqrDQbXNVDUupp9TuEgCgzjW0cT4AABoCy5LO6ijFRni0eIOlMo+l9d9v1/U9H5TTac+EVKeEeP37P7fqw/QjfrkwAeoWPR8AnDyCHQACTkhIiKZOnaqpU6faXQoAAKhFu3K9K6AWl3kHHJu2itblz92mxcVBDAD6ucqrO4+US7OnztSR3AJJ0hvXPa0J/7xWSkw4pW2YHc5gtek5TG16Dqvr8k9LZm7FxUxnFufq0aOhDodldH53ox5t7KwOQF2JDZeuGGD0xXopM9eSMVJJiafKOSUlHn3z1DyNuHS3zKTztSxls+8140TcJYV1UTYA1KjyTh1Jt/xD+/bV3+vQugU79GPGc/qpMEK3PL5A+4qleNp++JH1eypCHWef00rnP3+v3ll/UClL0vwubFFfMnNdGjEqQdcNaqezYsv024ff0+7dJ9fnoEKZIdgBoHFoKON8AAA0NF1aStGh3h2mXSWW3G4jt9vYUsvmHzPkWrpa1106UpKUsiTtBPdAoKHnA4CTQ7ADAAAAgN9blyUt2WLJY7wXy3TqFadLn79d97/xgyT/W5kUFSqv7tx/1y69+ec3VFZWMWhcWurRR/fN1sg7L5JnZN+AXLV+xKgESVLZ6m98t3VqLkIdQIALDZYm9DFatdMo/aA33FHOSMoukCRLyZ+sVvddOXrymVv13/Qj0kksmFbiytem1+uocACowfVDOuispkaLiitW3G8aYVRXCz0eKpTKPJbKyow8Hu+L6IhRCUpJYuIf/sVT6W/8Hff01dbI0JP6e95YmFWLlJ9bIMmSJaOIELsrajhKjZFK7K4CAAAAQEPWOsa7w3TKdunommv1qrhMOlLsfZNcvCVNg5qP0pz6LwMAgAaDYAcAAAAAv2WMlLLd0urMiqtiBo/prb1XXqj73/iBXTr8XHmoY9h5vRT/3Wp9/MJC37H4pkbRodL6vd5/2yXPfK7zdu+XJo5SSsqmgAt3/BzXeQGNg9Mhnd1JOrvTsaugpR+UFq2XSj2WNq3KUM7U6br8hdvVqlvcCR+34MgRJr8A+IVL+xlFhdbNY/93taWsw3Xz2EBdsWj0jysiRLpxmD2rwzZErjKjBd/ZXQUAAACAhi46TBrby573Ylv2SwvX82YZAICTRbADAADUi+LiYq1bt079+/eXw+GwuxwADUCpW/pyg6XtBysG+yZOG6mfzh2iZd9uINTh58pDHUOHdVOHDxYp+ZPVvmMJcUbndTGyLKlppNHSbZYkS9/+d5V6ZOboqf/cqnteWaqMHBe7sQANTKnHrZ0Feeoc1UQOrmw8rs4tpMkDjOalSgUllg7sytXsKY9r1Oj2cjiO/70rKi2upyoBAACO5SkrVf7BTEW37iTLYpwPAAAgENHzAQAABD56Pv9DsAMAANS54uJizXziCW1NTtawqVN17XXXEe4AcFz5xdL8VEsH8r0XtjoclsY9NEVru52hlKR1hDr8XEaOS5L05I1DNe+OF5X8Y8bRI0YjzjTq175iJdsB8VJsuNGi9VKZx9LGFenq8tJ8vfTglZqzYreSk9ICItxhjNGiL3baXQZQp0o9bs3fuUW5h7OV0aqdEtt0JNxxAi2jpSlnGc1PlQ7kWyosdGvBZxknvF+ZKa2H6gAAAI7lKSvVrh8+U9iuDTrSY5ji+oxk0hcIIG6PtGHvse/jZi9nTAMAGhN6PgAAgMBHz+ef+BcAAAB1qjzUsWvBAk3weLRs1izNnTNHHo/H7tIA+KkDR6T3V1WEOiKiw3TVS7drfbcztZRQh1/LzHUpI8elEYkJ+selfTR36nRtPhrqCHYYXZxg1D++ItRR7owW0oQ+FVtA52zcpEHNHbp+SIf6LL/Wle9a4ikp1Xd/nq1339rqOxbXxJ4tr4G6Uh7qKM3epwky2r13p5L2Zshj+Fk/kahQ784dZ7bkewUAAPxb+WRv3LYfNdEYRacmKSt1iYxhnA8IBEWl0qdrLW3aVzFwEzrmQt35xU4lJ6XpBBsLArYoH48EUHvo+QAAAAIfPZ//YscOAIA8Ho+++eYbbdy4UVFRUZowYYKaN29ud1kIAJVDHXfHx+uMmBi12b9fr86aJUns3AHgGOkHpUXrLZV6vDPFreKbafILt+uLQx7fBDKhDv9UHmIYkZigYa5Dmn3rayrML5YkRYV6Qx0to2u+f0x4PRVaT8onlJ+6abgW3P2SkpZvP3rEaNgZRn3b1X9NHmOUmntAu11HFOYM0qAWbRQTHFr/hSDgVA51TAsLU4egYLUsKdbcvTuVJLFzx0kIdkoX9TY65DIqKjvx+YVuj5LW1HlZAIAGiJ4PdaXyZO/VMc3VNjRCTV2H9V5qkrIkVvQDGrhDLmleqqVDhd73bsGhQbrksWuVEtFESxmTg5+qPB7Z2MaOjfEoJ2OdCrJ3yxkSppZdzlJI+HEGX4GTRM8HAID/oOdDXaHn828EOwCgkUtOTtZvrrtOW9LTFWxZKjVGocHBuuPOO/XY448rKIg/Ffhlqgt1SNLgVq0kiXAHgCqMkdbskpZusyR5J5C7D+qkCc/cqt+/liJJ6tiscUzKNUTlk6jDE3ur56ateucf76t8Y6aWUUYX9zGKaiTXklWeUB7fzKm5V07XvoxsSVKQw2hMT6MzW9Z/XesPHdSzG1Zqd5FLwZJKJYVYli5qd6auOzNBTv4W4xeqLtQhSf1CvL/0hDtOTZOT/FPnOonwBwCg8aHnQ12pbrJXkrpFxGqqxKQv0MDtPiQtSLNUXOZ9zxbbIkqXPztNX5eFNrqL5dFwlC+q8vw9o5V/4LB0NNyRmesK+J/X3MwN2jDvPzpyeL+CZKlMRk6HU/FnXaSuo34th8Npd4looOj5AADwH/R8qCv0fP6P7zoANGKrV6/WhaNHq01GhpIlFRuj/ZL+XFqqp/79b9115512l4gGqqZQR7nBrVrppqZNtWzWLM2dM0ceD9u4AY2Z2yMlbba0dJtD5aGOcycNUOHvrtDvX0uRwyLU4c/KgwzDzuupPt+k6PO/V4Q6zmhhNHlA4wx1TO4UpbnXPOkLdUSEGF3W355Qx/Yjh/TImmR1LnJ5ez5J+yX9xRjN27VVL2/5qf6LQkCoKdRRrl9IqK4NCtbuvTuVtDdDHmNsqhQAgMBHz4e6UtNkb7luEbGaGh6p6NQkZaUukTGM8wENyYEj0ic/VYQ6OnRvo+vfu19/X7xFyUlp6tgsIuAvkkfDkpnrUkaOSyMSE/TcnaP0v73v1tOJf1WHZWs0PLG3PMZ7TqDK25uuH9/5u/rmHVCypBJ553b/5nFr54p52vjlq3aXiAaKng8AAP9Bz4e6Qs/XMBDsAIBG7JG//U2dysq00OPRcHkvpW0p6SFJTxijF158Udu2bbO3SDQ4Ho9Hzzz5ZI2hjnKVwx1vvflmPVcJwF8Ul0rzUi2t21Oxivt5vxunjCsuVErKJlYE9HPlQYZnbh+plrPnad4r3/qODYw3uqi3UXAjWyxkRGKCrhvcTpGLP9KRo5PIzSONpg40al39n8Q69276enU2RoukY3s+SQuz0rWnMN+e4tBgeYzRgp1bawx1lKsc7vh27856rhIAgMaDng91wRiPdq2YV+Nkb7nKk7571n1Xv0UCOC1ZhyWP8Y7L9evfXI9/cb8+3VMkiYVW4L9GjPKOvx1etNx327f/+VzPjOugEYkJ8gTwuhLbk9/VGR6PvjTmmJ7vSUm7Vn8pV+5eW2tEw0PPBwCAf6HnQ12g52s4CHYAQCN16NAhfTZ/vu5wuxVezfFbJEU7HHr77bfruzQ0cMXFxdq9fbtaeDxqE3H8iZ9O0dGKKi5W+qZN9VQdAH9yuFD6YLWlzFzv5HFQkKVJ/7pOGcP6K2XJekIdfi4jxxvqmP6rwXrnV09o1eL1kiSHZXR+d4+GnWlkWSd4kAA1qLlDleePu7Q0igqzp5b80hKtyN6rO2Vq7PmiZOm7fbvquzQ0cKUejw4VFailjFqeYLvn9s4gxXjcOsDFpAAA1Al6PtQVT1mpPIf2qqUxahp8/K0YW4eEq6m7VKXZWfVUHYDaUHljxTFj4xUZ4/1L4mikYzpoWEq3px1z2/VDOthQSf0oLSrQ/q0/6m7jqbHni7Qc2rN+aX2XhgaOng8AAP9Bz4e6Qs/XcBDsAIBGKjc3Vx6PR11rOB4hKd7h0IEDB+qzLASA8PBw/f6hh5TTs6ee3rhRrrKyas87UFioJ7ZtU8S55+rO++6r5yoB2G3PYen9Hy3luryzxDHNIvXr2XdrTbt2Wpq0jlCHH8vMdSkjx6URiQn624XdNHvKdGVs2CNJCg0yuqSvUa+2NhcJn4KyUnmk4/Z87S0pr7S4HqtCIAh1OjW+Uw9lREbrVVe+Cj3Vb8Wb7XbrxcICFca20EXxNf0kAgCA00HPh7riDA5V62FXaE2L9vpvdpaKPO5qzztcVqK3c/dqe3xPxQ25pJ6rBACgcSgtypeROW7P186yVOI6XJ9lIQDQ8wEA4D/o+VBX6PkaDoIdANBItWzZUqHBwfqxhuO5kra53erQIXBXtkHd6dChg37/t79pf48e1YY7ykMdIcOH694//UlNmjSxp1AAtti0T/pojaWiUm+oo32XVrruvfv0j6RtSk5KU8dmEYQ6/FRmrneXjhGJCRp0cJ/mXjtThw4ckSTFhhldMdCofdNaeCJz4lP8np/8P8QEhyrEso7b86UboxY1bLUKHE/LsAiN79RT22sId5SHOo7ENteEjt0VFRxiU6UAAAQ2ej7UpfDYlmo1/Aqtat6u2knf8sneLe17KG7oZAWHRdpUKQCg0TF+MgBXT0IiYuR0OI/b8+0wHoXHtKzPshAg6PkAAPAP9HyoS/R8DQPBDgBopKKionTlVVfpmaAgVbcnx+OS3A6Hfv3rX9d3aQgQNYU7CHUAjZcx0vJ0S19ucMhjvKGOvud20zXv3Kc/vusdmujYjAuN/FV5qGPYyF46Y1WaPrj7NZUUlUqS4mK9oY7TyeNUfnO6atVBff/ZqirP3RB4js4lZ+85pLfmbPLdblk2FSQpPChIw1u110xZNfZ8ZZalxDbx9V0aAkRN4Q5CHQAA1B96PtS1miZ9mewFGraD+dJPuyoGLZzdBmhldvW7MQL+wmMkGcmVm6/Zr2064fmBJCgkXK17DddTlqPGnq9UltomnFvfpSFA0PMBAGA/ej7UNXo+/0ewAwAasUf+/neVxsRomNOp1yXtkJQi6Vp5G8FH/v53tW7d2s4S0cD9PNyxMz+fUAfQSJW5pUUbLK3IqJgsvvDXQ3Xo5kt114vfyWER6vBnvlDHiB7q8tnX+vrJz3zHurc2urSfUfhpXrMdGSq1a+JNRhQXe/TPG19VyssLNWxkL3mMf4c7MnNdyshxaURigsZEenTfmMe1fbt3J5Ngp1HnFvbWd1XnXnIFBWuoZVXb813VuZeahITZWSIauJ+HO3aXlRHqAACgntHzoa79fNJ3f0kRk71AA5aRLX242tKRYu9YXYu4JnL37q45K3YrOSnN5uqAY1Uef7u4ZbDeuvoJFRdXrC57RpcYG6urP11GXKnDoREaYjmq9Hy/lrfnO/O8qxQa2cTGCtHQ0fMBAGA/ej7UNXo+/0awAwAasU6dOmnp8uXqOnq0brIsdZY0XNKStm314osv6n/+53/sLhEBoHK443+3bCHUATRCrhLp458sbdnvnSi2LGnMHy/TxnHnKSV5oxyWFH86Wz2gTmXkeEMdT908XNEv/Fdfv7vCd+yczh6N7mHkrIV3lpYlTexj1LWVN9xhjPTl4x+rxxffatiIHn4b7igPvYxITNCQvGzNvebfyt5zWJIUHerdyaS5zeMercMj9c+zEtWkSUvdJPl6voUhYbq9+wBd0bG7vQUiIFQOdzxNqAMAgHpHz4f6UHnSdxaTvUCDtXaXNC/VUqnbO1bXpV+8rn3vft3z6lIlJ6WpY7MIxurgVyqPv53nKdCcK2coa3vV9Yt79mpqU3X1K7xJK511/f8pv1OfKj3fx5FN1WvcNJ0x9DKbK0QgoOcDAMBe9HyoD/R8/ivI7gIAAPbq0qWLFnzxhTIyMrR582ZFRUVp8ODBCgriTwRqT4cOHXTvww/ryy+/1OTJkwl1AI1IToH0WaqlI0XeieLQ8BBNmnG9ljdpoZSkNEIdfqzyhOnFLYL05lUztCf9oCTJ6TAa3cOoa6vafc4gp3RhT6Mm4fLt7rLojWXqm5Gtp5+8WXe/9J0yclx+s7uLbyeTkb3ULW2j3nvsIxlvLkWtY4wuTjCK8JNr2ttGROmh/iO0v8ilLNcRhTmD1DW6qZwO1ntA7SkPd/yUu1/ntIgj1AEAQD2j50N9CI9tqVYjpuhg+lrFdR/CZC/QgHg8UvI2S2t3V+yoO/Tivtp1+Rj9Yfb3jNPBL5WPvw1P7K2+O3fqrYfeUlmZsbssW0U2bauBV/5FhYcPqCAnS0EhYYpp20UOh9Pu0hBA6PkAALAXPR/qAz2ff+KqXQCAJKljx47q2LGj3WUggMXHx+s3v/mN3WUAqEc7c6Qv1lkqObr6X/O2sZr8/G36ssChZEIdfq3KKnjuAs2+8hXlH/LulhERbDS+j1GbmLp5bsuShnQ2ahJh9NVGSx5jae13mxX58Bt66d/TNG36Qr8Id/hCHSN6qOei77RwTorvWNdWRhd0Nwryw3G1VmERahXG7x3qTsuwCI1u28nuMgAAaNTo+VDXwmNaqH2/8+0uA8ApWrNLVUIdl995gVacPUjLvl3POB38UuVQx/mOYr3+P2/6jnVoZjQg3uiTn7wB1vRteSp2lUgKtana+hce21LhsS3tLgMBjJ4PAAD70fOhrtHz+R+WaQIAAABQ69J2S5+trQh1nNGnva599379bf56JSelqWOzCCaL/VSVVfAydurNG5/xhTqaRxpdcVbdhToq695auqy/kcPyrsC3LfknDWru0MsPjteIUQnKzHXVfRE1yMjxfo9m3nqumr32aZVQx+CORhf29M9QBwAAAAAAaLxyXBWhjltu76Xed14mh9NBqAN+bURigp4Z10ERyxb7buvWymhCglGzCPnGDtevy9WfJj6pvL05krzjdwAAAAAANDQEOwAAAADUGo+RvttqKWmLQ0beyeIhF/VR6T1Tdd/c5XJYsn2nBdTMtwvFeb101rIV+vRPb8rt9k6OdmxmdPkAo5iw+qunbawUVOldqykrqb8nr0H5pPDjV56lt65+QmuWbJLknUQe08OjIZ2NLOt4jwAAAAAAAGCvfv1b2F0C8Iu1a2LkcEiRodLFCUbBTu/45ZY1OzV36nQ9OjFBIxITlJHjsnVxGAAAAAAAThXBDgAAAAC1oqRMWpBm6addFVe1X/a787XnmvFa9v0WVv/zc+WhjqFDu6ndO5/rv//5ynesbzujixOMQoJsLNBmmbkuZeS4NCIxQX8Z1UWzp07Xri37JElhwUaT+hl1b2NzkQAAAAAAAEAj0rG5dPkAo+hQb7jjYNYhzb76SZ2Tn6MRiQnyGBHuAAAAAAA0GAQ7AAAAAJy2I0XSf1db2pHtDXU4nZYm/ONq/TjsbKV8u55Qh5/LyPGGOp64/hyFzXxfy+avlSRZMjqvi0fndfWugtdYlYdeRiQmaETpEb1x3VPKyymQJDWNMJoy0Ciuib01AgAAAAAAAI1RiyjpioFGraO94Y6igmK9d/uLGrhvj4Yn9ibcAQAAAABoMBrxpTkAAAAAasO+POn9Hy0dLPCGOiJiwnT1q79TWudOWpq0jlCHH6u8C8XfJ/TW3KnTtWXNTklSsNNoQh+jvu1tLtIPlIc6rhvcTjtf/0BlZd5J4vZNjK4YYBQbbnOBAAAAAAAAQCMWGSpd1t+oS0vvuJ3HI22Z9YmeGdeBnTsAAAAAAA0GwQ4AAAAAv9i2A9JHayy5SryhjtYdm+uGd+9TcnC0kpPSCHX4scq7UJyTn6M51/xbB7MOSZKiQ40uH2DUsbm9NfqT64d00KDmDpWVeXy3nd/dKDTYxqIAAAAAAAAASJKCnNKYnsb3tfvo4izXD+mgEaMS7CoLAAAAAICTFmR3AQAAAAAaHmOk1ZlSyvaKrHivIWdo/NPTdM+rSyVJHZsR6PBX5aGOYSN7qfv6zXrvnx/KczSv0DraaHyCUWSovTU2CJbdBQAAAAAAAAAAAAAAACAQEOwAAAAAcErcHmnJZkvr91Zc1Z54xSBtn5Coe15dyi4dfs4X6jivlxK+XqoFryX7jnVpaTS6h1GQ08YCAQCAX3B7pI17pRxX/ScZD7nq/SkBNHB5Rd7XrOKy+n/NyuE1CwAAAABwAqVuaf0eKa+oca0axjgfAACnhmAHAAAAgJNWVCp9vs7S7kOVQh13X6ztgxOUsmQ9oQ4/Vx7qeOn+sSpZ+qMeqxTqGNTRaEgnI8tPx5Nz86U1SzZJA/vW6/Nm5laMOO/cuEebNh6u1+cHAMAO1fV8drG/AviDL9/8Xq0nJ9pdRhWlxaVK+mq33WVA0q5c72uWHaGOn3P0P9/uEgCgWodc0u5DFV9bvYfbVgtwqlx5hUr+NsvuMgAA+MXyi6R5aZYO5tv/vtVOjfv/HgCAk0OwAwAAAMBJOeSS5qVaOlToHXYLDg3SJY/9WqtatVVKUhqhjgZiRGKCBjV3aMHK5b7bBnc0GtLZ2FhVzeKaSDuypVK3pUeuekEX/W2qTJfO8hhv6KIuf+bKgzAjEhO07bs0Tb/7VbnyiiVJMWFGUSF19tQAANjm5z2fnUJCHAq59DLd+cVOLU1aJ4f9JaEexcVKWUcztS/+8QNN3H5AnnOHyGOkDJu3SLjizFg9dNnTWr98j++2trE2FtSIrd8jJW225DH2v0D0PLuzNlkxmrNit5KPvkcGAH+w+5C0IK0iANcirol2x7TUW7xewY+V93uXtgvXg+NnKGNDtiTJYRm1ibGzMgAATs3+I9L8VEsFJY276WKcD9Wxe4yP6xsA+COCHQAAAABO6OcTwLEtonT5s9P0dVmobwKYQY+GKybcP0MdknRhT6MvN0jp2ZY8HqP5f3tXl96WKHPe2Ur5dkOdhTvKQx3DE3ur97Z0vfXwu/J4vN+nFlFGExKMHI5af1oAAGx1TM/XPEq/nTFVTVpG21LPgRZt9cG2w77JXvrNxuXszkZuI63O9P48fvbSEg1OP6hnHr9RYTGRttV1YMtuzb1yuvZleC8uDHIYje5p1L6pbSU1SsZIy9It/biz4kqQgef30NR7x9qyAqgz2KlDHTpp2vSFkqSOzXi9AuAfNuyRvqkUgOvQo60mPXebfvvMN5J4vYL/qbzQygUhJZo9ZboOHTgiSQoNMrqot1HzKJuLBADgJG0/KC1ab6nM4+3FWndoptv+NUURUWE2V1b/GOdDZZV7vuuHdLCtjlseX6CMHBfviwD4FYIdAAAAAI5r417p602VJoC7t9Gk52/XA2+vlMQEMOpWSJB0UYJRyjZpzS7vz+AnLyTp7PSDGjr1Qi37fkuthzvKBxOHnddT/b/7Xp+8kOQ71rm50ZieRiG8mwYABJiaer6QDq1k17ppHyzfSYi4EXNY0vAzjZqEGy3Z4v3ZXPHlOh3IelJ3PHmVwiND672m3Vv3a/bdb6ngcKEkKSLE6OIEo9asGl2vSt3S4g2Wth2siHBc/JtzNeC+K1QYYs+2erOX71TyB1/yegXAbxgjfZ9uadXPAnBjZtykO5//VhJjevA/lS/wG3Rwn+Y+OFclRaWSpNhwowl9jPgzCwBoCIyR1uySlm6zpKPLD/QY3FkXPzNNatHEtrE2OzHOh3KVe76p3Zuq1d6dttXy/D2j9eaavfxsAvArXIoCAAAAoFrGSMvTLa2sNAE8YJR3AviuF5gAbuhycortLuGkOSxpRBejphEVF/X9sDBNffKL9NLr92ja9IW1tppK5Z06+i5Zpk9eWuI71r+90bAzDdtDAwACzuZ90uKNFVtR9U/srgufuNnX89mJfhO947w7zH2eJpW4Le1Yl6X7xj5pd1lqEWl0cR+j6Ma3yKbtvlhnKSPH25Q7HNKFf75CaT266MV/L7a1Li4AAOBPfr6r0cW/OVepiUN15/Pf8noFv1R5TG5IXrbevfs137G4WKOLEozCg20sEACAU/DTLmnptoqxtvMmn6UdE0fp96+m2FiV/RjnQ+We7zxPgZ4a9rhKSjy21dM8rolu/uxPkhKUnJRW64sJAsAvQbADAAAAwDHK3NLijZa2HqiYAL7oxhFaN2qY7nqBCeCGqHygzGM8eudfn+m9t7f6joU1kHeG5Rf1LUiTSt2WUpdu1cMRxXr5wfGa/cNOpSSlndbPZfn36OUHx+uspka/fXDm0SNGid2MEuJq5/8DAAB/k5lb0fONvSheg5/4rd5YvZeeD34jvqk0ZaDRZ6lSXpH9KduOzYzG9mIXN7vszPH+NzTUoQdeu1mOIQO08YedvGYBQCWZORWf3/K/k9V2yvlat3I3r5XwW+WrNs8cF6+XbnzHd3v31kbndzdyOo5zZwAA/MzOnIqxiyuv6aJuf7tBO1dl0Yuh0avS8/3mX7aGOiQpO+uQgj59V9f96kZJUsqSNFvrAQCJYAcAAACAnykolhakWdp3pGIF1DF/vFzrenVRypL1DDo2QOWBhWHDu+uMj7/SWx+s9B3r2caoU3MbiztF8U2lllFS1mHv18aYWn38EaMSvI9bVqKSIwWSLIU4RagDABDQKv81nTips/YHOSX7r50Hqmga6Q13rN0tHbFx87k2MUa92opd3PxAfHyUBo/rr1W5dlcCAP7L6TCacPN5+vGI0+5SgBO6fkgHSUam0juUvu0IdQAAGp7KY22XTu6sTU4u0QTK+Xq+SnO8HZsZhYfUXw3Z+dKBfO/gnjHSoOYOzam/pweA46JrAAAAAOBzMF+an2rpSLF3ICMsMlSTnrxB30c1U0pSGqGOBigjxyVJeuqm4Vpw90tKWr7dd2zoGR4NjJcsLkoDAABAAxAeIg3pXLvBXgAAAAAAAAD2ObuTUeuY+nu+lRkVwQ4A8DcEOwAAAABIkjKypS/WWyp1ewcxWsQ10eUv3K6FR6RkQh0NTvkuHSMSEzS+mVNvXDVDe3cclCQFOYzG9DQ6s6XNRdaGOryur5Y3AwEAAAAAAABwAozJAQAAAAAaK4IdAAAAAPTTLil5qyUjb6ija/8OmvCfW/WH2d9Lkjo2I9DRkFQOdYwoPaLZV72qgsOFkqSIEKOLE+p31ZPaVnmHkRf/5wOd/aerazXg4XGX6ePnv9HBvGOfDwAAAAAAAEDtycx1+T5fu2Sdvv1mt+9rxuUAAAAAAI0JwQ4AAACgEfN4pO+2WkrNqpghGzaxnzIvG60/zP6eXToaoPJQx/DE3kpI36G3//aO3G5v6qFFpNHFfYyiw2wu8jR1b220+5D3Z/bLN7/Xvp05mvLkzUpOkjJyXL8oiFT+ffOUlmn5o29p0RvLpKNBpx6ta7F4AAAAAAAA2C4jx1XjMcZE60/lsczV7yVrwV/fUlmZdyyzZZRR80ibCwQAAAAAoB4R7AAAAAAaqZIy6Yv1lnbmVIQ6rrhrtH4YfJaWfbueCcwGqHwidNh5vTQw5Qd99OzXvmOdmhtd2NMoJADeBfZqKwU5PPpqoyW3sbT2u83KvmqGHnvxds3bV6LkpLRTCneUT+Q/Pe1cLbz3FS36brPv2NmdPBrcsdb/FwAAAAAAAGCDyjvdXj+kwzHHZy/fqeSkNGXmuhgbrWOVxzIHfb9CHz7zle9Yx2ZGY3sZOR02FggAAAAAQD0LgEt6AAAAAJyqvCJpXqqlnAJvqCMoyNL4R6/Rig7xSklaR6ijASqfCB16Tle1fWuBPvo81XesX3uj4WcaOazjPEAD0621FB1mtCBNKiy1tHvbfs2eMkOT/3OzlJig5KS0k/o5Lg91PHblQL199Qzt2rpfkuSwjC7oYdSd3ToAAAAAAAACQuVQxyVtQnVkUcox5/ymZbQ85/VSyrfrCXfUId9Y5tBuavfuF/pw3k++Y33bGY0408hBqAMAAAAA0MgQ7AAAAAAamb150vxUS4Wl3qv8o5pEaPIzN+tbR6SWnuTF8PAv5eGEGdcO0ae/e0HLU3dJkiwZjexqlNDOzurqTttYacpAo3mpUo7L0pHcAr3zm2d0R9I/ZNRbS5PW1TgBX3kiP1GFmj1lho7kFkiSwoONxicYtY2t7/8jAAAAAACA03OkSMovtrsK/1M+FjQ8sbcStqfr2eveldttqj33qvvG6ob7J2ra9IXKyHGd0s6wOLHyscyX7h+rH/73bX1xNNRhyejcLkZ929tZHQAAAAAA9mGNAwAAAKAR2bJf+mhNRagj7oyWuv7dP+hbR+RJ73AA/5GZ61JGjksjEhP0yMW9NPfK6dp+NNQR4jSa2DdwQx3lYsKlywcatY72TsQXF3vUZvk8XT+4vUaMSqj2PpUn8vvv3q03rn/aF+poGmE0ZSChDgAAAAAA0PDsy5PeX1Vp7K9LG6065NTs5TuV/E2azdXZp3wsaNh5vTQw5QfNe+idGkMdkrRh8QoNau7Qyw+Or3F8Cb9MZq5LI0Yl6OUHx2tQc4d2rljnOzY+gVAHAAAAAKBxY8cOAAAAoBEwRlq1U/o+vSLbnTDsTI379y2655WlksTKcw1M5R0nhhzO1txbZqnIVSJJig4zmtDHqHmkzUXWk9AgqXWMtO/Iic/1TeSP7KUOS9fo4+e+8B2Lb2o0rpdRaHAdFgsAAAAAAFAHtu6Xvtxoye3xhjradm6hS56Zpjkrsxr1gi7lY0FDz+mqtm8t0Eefp/qO9Wpj1DzKG/Bwe6SU7ayLaacOzeyuAAAAAAAAexHsAAAAAAKc2yN9vcnSpn2W77bzrzpbWy8aqXteWdpoJ3UbssrhhK6pG/Xe4x/JHF1ksE2M0fgEo4gQe2v0R77v27Du6vjBIn338Wrfsd5tjc7rauRk/h4AAAAAADQg1S3o0nvombroKRZ0ychxSZJmXDtEn/7uBS0/utOtJe84UJ9KO92WlEkp2+2oEgAAAAAAwItgBwAAABDAPEaal2opM7dSqOMPE7V1QC+lLFlPqKMB8oUTRvRQz0XfaeGcFN+xrq2MLuhuFOS0sUA/VT6R//w9o/XRTU/ru+/LZ+qNRpxp1K+9ZFk13x8AAAAAAMAfJW+z9NOuSmN/Vw7W1vGJjXpBl8o73Y6J9GjuldOVveewJCnEaTS2t1HHn+0O4fbYUCgAAAAAAEAlBDsAAACAAHa4UL5QR0iIQ/c8d53CE4dozuMLGu3EbkNWHk6Yeeu5WnjvK1r47WbfscEdjc7uZAgnVCMz16URoxJ03aB2apq5Q+uPhjqCHUYX9jLq3MLmAgEAAAAAAH6htN0Vn1/7p4vV6fpx2r4qq1GM/WXmuqq9vTzUMeRwtubcPEvFhSWSpOgwowl9jJpHVj2/oFian1YxqBYS4tDKbI/mrNit5KS0RrvjCQAAAAAAqF8EOwAAAIAA5qm00tx5iXEacdnZWpXr/TrQJ3YDTXmo4/Erz9JbVz+hXVv2SZIclneXju5t7Kyu4ShLrdjhpEdbEeoAAAAAAAANmsd4/3vmmdGa8oeLtSq3caz64duVY1TCMcc8Ho+6rt2g9/71sczR70/rGKOLE4wiQqqeezDfu+NxfrH3+xYeFared//aF+pwNI5vJwAAAAAA8AMEOwAAAIBGwmIrhwbJN0mdmKBEq0izp05XXk6BJCks2Gh8b6O4JvbW2FDxGwEAAAAAAAJFYxr7K18A5aX7xx5zzF3q1srH3tHCuct8t3Vt5V0YJchZ9dz0g9Ki9ZZKPd7vXcv2TXX5C7fri8PGF+pgcRwAAAAAAFBfCHYAAAAAgJ+qHOoYuG+P3nhgtsrKvMsMNo0wmtDHKDbc5iIBAAAAAACAelIe6pj+67O19dX5yt+8scrxLZsPacO6XN/Xgzsand3J6Oe5l592SclbLZmjS390G9hRE/5zq+593RsI6diMQAcAAAAAAKhfBDsAAACAAGWMtGFv41mpL9CUhzqGJ/bWlC6xevK6x+R2e0Md7ZsYXdTbKDTY5iL91Ndf7tJZYz2SqXSjkTxuj77+cpdtdQEAAAAAAOCXqbKrrQr12qTHdCS3oMbzHZZ3l47ubY49luuSvtvq8H09/JL+Ou8f1+l3z3zDLh31aNMPW7RzZ77dZQAAAAAA4DcIdgAAAAABqNQtfbnB0vaDFcGOXhefqzu/2KmlSevkIO/RIIwYlaDrBrVT22/f94U62sYaTexr5HSc4M6NTNtYo7W7vT/Yn8/fqYMlL8p91Vh5joY73IVFWnjXi1rx5c4q9wEAAAAAAID/KA9wVGd4Ym/1371bb/xprm9X2+qEB3sXRYlrUv3xwpKKz4cOb6P7X71Zqw87JRHqqEu+f1sjrZu3Qp/+ca5KisokSa2jGe8EAAAAAIBgBwAAABBg8oul+amWDuR7L3J3OKQL/3yFPm7ewRfqYIKy4YoOFZOc1ejaSiop82jJFkseY2nFl+vUKStX05+7XZL0yW+f14p1WZK8KzaO7GrUtZWdFQMAAAAAAKCyyrtyXD+kQ5VjHneZkp6er4+f+8J3W3xTo8EdjaxKi9hYklpESUHOk3vO1m0i5HAw2FbXyv9th43spc4rUvXBU/N8x+JijS5KYAEWAAAAAAAIdgAAAAAB5GC+NC/VUn6xdzYzPCpUk568Ucsim2ppUhqhDgS03nFSTLjR52lSidvSjnVZmjN1uiQpd1+eJCnE6Z0ojm9qZ6UAAAAAAACoLCPHJUl68Q9j1O7QPnn2Z/qOGWP0zvQv9N3Hq3239W5rdF5XdnloCHyhjuHddeanX+ub91b4jvVoYzSqG/+OAAAAAABIBDsAAACAgJFXKH242lKp2xvqaNmuqSa/cJsW5knJhDoatJycYrtLaDDim0pXDDSalyrlFVm+QIckxYQZTexj1DTSxgIBAAAaMLfbo0OHS+wuAwAAHFVQLBlZJz7Rj1XepWNcrKVXxz+qrO0HjnMPoxFnGvVrryo7dcA/lQd2Xrp/rL6+/1V980lFOGdoZ48GduDfEQAAoLExxiiX+W8AqBbBDgAAACBA7MmTL9TRpWusHvrkAf1tdZ6Sk9LUsRmBjoakfEJbRtqWvEEfPVyxil1YsH11NRTNIqUpA40WpEl78ry/E21jjcb3NgoPsbk4AACAWpKZ66rX5ys+4tL//fY1bdxwWJJkySjEWa8lAACASg7mS/NTK66Ij24fp5XZHs1Zsdu3yIs/qal3KQ91DHMd0uxbX1Nhfs0XeAU7jC7sZdS5RV1VidqUmevSiFEJuv7sDhoYXawnFqdKkhyW0YU9jbq0srlAAABgm/oe1/L3xQ/r+/thp7KiYs284y2lJO/13RbKVcwA4MNLIgAAABCARo1up6atYyXl+d0kLo6vPNQxPLG3em3Zrrf//p48HiNJahFlNKijsbnChiE8RJrU32jtbu/3q287yemwuSgAAIBaUr7y8YhRCXX/ZEaaFB+hd699UulpuyV5Qx2juhuFMMMAAIAtdmRLC9dX7NzbPK6Jznng8iqhDn+6eM23K0c1vYsxRj03bdU7/3hfHo/3tmaRRi2jqp4XGiT1jjNqzk6sDZa7pFSSpdhwEeoAAKARO15vWBeSv0lTZq7Lr/rjyup1nM9ORprStYk+mfYfpaVs9d08tLNHTfzznwYAbMG0CwAAAAD4ifKBzGHn9VS/b5fp0xeX+I51bm40picXz50Kp0MaEG93FQAAALXHN/GdmKDrBrfToOZ1n1zdumanHp0yXbn78iRJIU6jcb2NOjSr86cGAADV+GmXlLzVktHRnXv7xWvis7fpD7O/lyS/27m3vH956f6xx/QubrdHr/7pPc175VvfbWe08I6BBbMzGAAAQMCpvMDddYPqZ2xr5aB2mjZ9oTJyXH7VK9sxzmenrG379ferZihr+wFJktNhNLqHUVcCvwBQBZcEAQAAAIAfKB+8G3pOV7WeO1+fLlrnO9a/vdGwMw27rwAAADRilSd7x0YZLb73ZX24I6POn3frljwVF3uXz44JM5rQx6gZK2UDAGCL5K2W1uyqGCAaOqGfdk0erT/M/t7vdumQKlYfnv6rwUp5+A19uHZjleN5h0uVmVng+3pgvNHQM4wsxsAAAAACTuVQx8zRbVS69COV1MPznjV8ol66f6xfhTvsGuez0470fBUUlEmSwoONLu5j1CbG5qIAwA8R7AAAAAACQF6htCqjYsbT4bC0MttjY0U4FeWT3DOuPVuf/PYFrUjbLUlyWEYjuxr1jrOzOgAAANjt5yv4LfjVw1q54mC91tA2xmh8glF4SL0+LQAAOCqvUFVCHVfcNVo9f3uJbn3iS78LdVTuXS4IKdHsKdN16MCRGs93WEaJ3Yx6ta372gpLpO/TK76PToe0MtujOSt21/2To15t3nxYX72ZrNhxw+wuBQCARu/noY4l01/RGy+nqqCw7p87MnyxbnjiRr10/1jNWbFbyUlptoY7/GGcz07NIr0Lx8SE2V0JAPgngh0AAABAA7f3sDQ/zVJhqXdCMrpphEIuu8I3MMUuD/6r8sDd6HC3Zk+Zrtx9eZKkEKfRRb2N4pvZXCQAAAD8wohRCbr+7A46q6nRO3ml9fa8DsuoZxvpvK5GTke9PS0AAPiZUnfF5yPOa6vr/jZZq3K9A3/+GuoYdGCf5v5xrkqKau5dYsKMzu9u1L5p3deW65LmrbV0uMj7fQsJC1aTqZcxjhpAnA6payujLfstlZUZPX3XWxpx20F5hg+Qx3h/Pv3p9wUAgMZkxKgEXTeoncyqBXrj5VTtP1w/zVdBifTWI+/ruTVnyxrSQclJafXyvMdj1zifnSwZndl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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "knn_classifiers = [\n", - " (partial(KNeighborsClassifier, n_bits=4, n_neighbors=3), \"3nn\"),\n", - " (partial(KNeighborsClassifier, n_bits=4, n_neighbors=5), \"5nn\"),\n", - "]\n", - "\n", - "# This step takes between 30-40 minutes on a desktop machine.\n", - "# Extended execution times may indicate a silent notebook crash caused by memory exhaustion.\n", - "# To keep track of the progress, consider setting the 'verbose' parameter to 'True'.\n", - "\n", - "# pylint: disable-next=undefined-variable\n", - "make_classifier_comparison(\"KNN_Classifier\", knn_classifiers, 0, show_score=False) # noqa" - ] - }, { "cell_type": "markdown", "id": "1aecb3bb", @@ -248,12 +208,11 @@ "source": [ "## Conclusion\n", "\n", - "In this example we showed the results of four types of classifiers: \n", + "In this example we showed the results of three types of classifiers: \n", "\n", "* linear (Support Vector Machine, Logistic Regression)\n", "* neural-networks (multi-layer non-linear models)\n", "* tree-based (Decision Tree, Random Forest, XGBoost)\n", - "* distance-based (K-Nearest Neighbors)\n", "\n", "The accuracy of the **Concrete** classifiers is measured on encrypted data. These classifiers \n", "work with parameters and inputs that are heavily quantized and, thus, show accuracy loss:\n", @@ -265,19 +224,19 @@ "mode in FHE on encrypted data. Due to the particular computations in tree-based models, performance \n", "in FHE is maintained at the fp32 levels even on data-sets which have a much higher number of \n", "dimensions\n", - "* K-nearest neighbors: nearest-neighbors classification in FHE is challenging and requires more computational resources than other classifier types. Therefore, it is recommended to employ it on small data-sets (up to tens of examples) with strong quantization (n_bits <= 4). In terms of performance, the decision boundaries look stair-like due to the quantization effect and are generated using the `predict` method, as the `predict_proba` method is currently unavailable. Overall, Concrete KNN aligns with its FP23 counterpart\n", - "\n", - "\n", "\n", "## Future work\n", "\n", - "In future releases of **Concrete ML** we will improve the K-nearest neighbors classifier to consider more features and larger data-sets." + "In future releases of **Concrete ML** we will include the K-nearest neighbors classifier to this notebook." ] } ], "metadata": { "execution": { "timeout": 10800 + }, + "language_info": { + "name": "python" } }, "nbformat": 4, diff --git a/docs/advanced_examples/utils/classifier_comparison_utils.py b/docs/advanced_examples/utils/classifier_comparison_utils.py index 5c5426a08..3e49eed9b 100644 --- a/docs/advanced_examples/utils/classifier_comparison_utils.py +++ b/docs/advanced_examples/utils/classifier_comparison_utils.py @@ -11,7 +11,6 @@ warnings.simplefilter(action="ignore", category=FutureWarning) import time -from pathlib import Path import matplotlib.pyplot as plt import numpy as np @@ -21,18 +20,15 @@ from sklearn.model_selection import train_test_split from sklearn.preprocessing import StandardScaler -from concrete.ml.common.utils import get_model_name from concrete.ml.sklearn import DecisionTreeClassifier ALWAYS_USE_SIM = False # pylint: disable=too-many-locals,too-many-statements,too-many-branches,invalid-name -def make_classifier_comparison( - title, classifiers, decision_level, verbose=False, show_score=False, save_plot=False -): +def make_classifier_comparison(title, classifiers, decision_level, verbose=False, save_plot=False): h = 0.04 # Step size in the mesh - n_samples = 25 if get_model_name(classifiers[0][0]) == "KNeighborsClassifier" else 200 + n_samples = 200 X, y = make_classification( n_samples=n_samples, @@ -123,16 +119,8 @@ def make_classifier_comparison( sklearn_y_pred = sklearn_model.predict(X_test) # Compile the Concrete ML model - if get_model_name(classifier) == "KNeighborsClassifier": - n_compile_samples = 20 - else: - n_compile_samples = X_train.shape[0] - - if verbose: - print(f"Inputset has: {n_compile_samples} samples used for the compilationg.\n") - time_begin = time.time() - circuit = concrete_model.compile(X_train[:n_compile_samples]) + circuit = concrete_model.compile(X_train) if verbose: print(f"Compilation time: {(time.time() - time_begin):.4f} seconds\n") @@ -190,14 +178,6 @@ def make_classifier_comparison( np.c_[xx.ravel(), yy.ravel()], fhe="simulate", ) - # `predict_proba` not implemented yet for Concrete KNN - # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/3962 - elif get_model_name(classifier) == "KNeighborsClassifier": - sklearn_Z = sklearn_model.predict(np.c_[xx.ravel(), yy.ravel()].astype(np.float32)) - concrete_Z = concrete_model.predict( - np.c_[xx.ravel(), yy.ravel()], - fhe="simulate", - ) else: sklearn_Z = sklearn_model.predict_proba( np.c_[xx.ravel(), yy.ravel()].astype(np.float32) @@ -249,14 +229,14 @@ def make_classifier_comparison( if i == 0: ax.set_title(model_name + f" ({framework})", fontsize=font_size_text) - if show_score: - ax.text( - xx.max() - 0.3, - yy.min() + 0.3, - f"{score*100:0.1f}%", - size=font_size_text, - horizontalalignment="right", - ) + + ax.text( + xx.max() - 0.3, + yy.min() + 0.3, + f"{score*100:0.1f}%", + size=font_size_text, + horizontalalignment="right", + ) if bitwidth and framework == "Concrete ML": ax.text(