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@Sachin-crypto
Created November 28, 2022 13:47
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Random_Flip_Img_Augmentation.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"mount_file_id": "1A2gnOuwesPwb4No_PQAlAAwqjz_5Rf9n",
"authorship_tag": "ABX9TyOL0+5hsHOoPKYfr6Wwo4rq",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Sachin-crypto/2053b9eac356be292a99ef8c5c009527/random_flip_img_augmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 124
},
"id": "PKH1LPo3djxt",
"outputId": "4f633a73-61bc-4ca5-bfda-a3b541a8a245"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 2160x2880 with 10 Axes>"
],
"image/png": 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vMo4+DU53bRK/DJhK31+5j4Zd0h3Ifql5XzLsw5tBj5lKeiJbNc6GSO98BhM53VDn1eKi1V1557ArrhqbG+vzJePDCsmwUW3AaztlzfpvzlL0TloGPqctJxW4vBGjS3EfqoKZEoJhljZFFAn4SvDe47Nw76IwJMakppmmiBCLpAX7KZszkpWibkmwpM3rq7yBfQgRFKJBECF2PMbo34BUewBqs/57Nw4uqlwlR3qWAxdwiIoIEUkKjIEGTVEwDtY04AClopUxU2rUHJ9OA7+aNGw+mHCranhto+L1nXXubo5YH3vWnSLNFMIMnEck5bbG5gkFeqezSFaIJClYpMgQLCm7lp+fYtnS5IChV+MwLbL/paPI/peLIvvPR5H9zw9mVR5vLo9HB6I4aZMhq9p7laRLr0KWb5pz3GfnkyM5pFIoZgSNWDWmHa0zUeGkjTzZb3hwMOHRSWA/jDi2MY1s46lwonhaKmsZ2RQFpq4CBW+Gq3wySFXTLgUXkKtdX3YyeXUbLBrYHf8ZGult71aDrtOEpEe0kqK7AVAIIUfFeo/3KQo2qSZdapp8oQGmCHm/Bkt7HCiSUoHkuiXHUkx/Yb5CMZXlEe9wLl3vvOtXhaqlHDcCWb6ne7u43t6xNPhN92bduaEqWDkq5uW/bBRaLbR6E2i12FKpssWWut62VOGnhZ8Wflr46Xn4vPLTC61gejEm8MAwX/mEobvk9HlBVmdzX2HTSnagrMLLNPCf9qSu6s65tMRTDEXRlF6VubdiUNbgfZdJ32C+pBayoySdMUgzzWbZ+ZTbyeaRzq8ChoJv6FwCMLW88WKHxLU6gQhL5GaLV3bf+vSYYnmCPW3ACCwIkovSx4vGcvTykBZyNtaV42wZceUbCV020rPuY6H8z06HyyVcpa+pEqE16wXPvEadQmUL9evUk17IYlSqSWghaZO+fGcVA9GSuE8BPYL3Ndi8P1WTEtXGSBNCLwidc1TOseaM2gleLG+GGdHsWO16DsncN9ffe4fzKReuqqZlyEB0KXLCRIgCmiNbhvzYhSQ86YRx/+Kr6W9+eqCwdlpax8N6OJZ723K7OTMqDMlUOvVZIzEFmyHMcAZ1ThdwbBVH7ZgP96E+NLaqI+6ted7eqnlro+b2uKYiQlRiyEu1LdXHO0dUy8vKcwSWJWXFSVqC78QhziOtpiX5JJ6vMqSTl48i+58Piuy/fiiy/zSK7H8xqHI7OtO0i0H+9JVPBjOKyzLQOYcX12/obWZpHwbo5aIGTXn9qxENnv2Z8cl+w8dHLY+nkaNQ0+p6flbE0bJmDTGnIwlAEJKcwqgskLbKdlnuZMZwymmU5eTgZz8iBuPnLJk9v08Wxh6WdIZQ1fniAU/UrOcI4CRFZSpoTPqG9w7vfV+u0E2e06ceErR3QihGVCGoMW2E0OktnVNABMHn1Dt+/j5iQOxT3ThNTq/gkoMwtXVyNGFGcIOI6r65Bk6LU/It60eZx1RXxIcLrRZaTc11vWm12FLFlroJtlThp4WfpuYq/LTw0w6vBj89fw+mU7/l9MGz7r3IAOnszAuVufqiU0fPKewyjpPn4WQ5q4yzjN5+SJ8zK7jka3oqnIGuKM/Szl99HYcRzaucTMvXXSc8rT7LjqRV5045mPLMrqxqO/Lgukjdlj4vUv+n0cew7k8r62k4i9bOUxIuwgcGLHip4JVfl56TT55B5MvLTp92zbxOXf2vDtrJilyjJHnmLnPDFsS49P/Nj0Q/GKfMd2VR0ewA7KKCUiOK5FULCOJTfl1lLUVIaMQMohkhRCZEKoGRGCMRanE5isRnBS+VNyJQSUVVKb4yvB8nJZEGdZ4g4E2pITnJfcp9DORcxan+wY/TW9t8M1AHjLNe4xiqtXPFIYWC2eC9hw2WPjzdMu/5uPYmc0U9L6t3alQivapiNnfXm+v6R7Ac1dGYsRsce4eRX+8H1ryws7nBO+uR+1uenfGIdRcYaQuhobW1pERr6me15MD2lpQ0J0nIp/zL3bOycgXohbn980OR/Z8NRfa/HBTZf3ZZT0OR/S8TMafHITluSBGDrjWqHB2bUq2klXNpP+m0H0JKASLUTKEa0biaiY44mAUeHEU+nngOjidMY3JsqDi6yeLOsLXMOJzNvTeCS0Y8KdULklKSQEpFM2ytfqUjEImn5xgFnLl+srrnGWb0EkzmE66z7jukd8/lJ79WHotZXwg+yeyxJYM3CKjzRBoUwfsxvlaqSqmkYmQxpVaROlVMDbVIUGjNaCzQmBAMhAqRGnGSIqKdSxtZE3LbZY2s5w85LQvSp37pU+AAOFAZONtO0cHQ8SS908Gk6xfrb7oon3n+KLRaaDUduc60WmypYkvdBFuq8FMKP81HCj8t/PRV4qefeQ+mZ8aFB9AZ1uZTjNCrWAr7rDjnVebXSDfnLWd36orDKsnRdOrSgTOla6+nOZmGx66bo+ksnOVEOut8dyx9WV3mmcx/xXEjLWvuclo+DTejVec4b6yJnNWEF3zLiwyMG4jhK/UyicGYeso7d9d2nzK4R4Q+6mJ+PpWrebM+AEfECVS+66SkNEUEDZFWFRVhqgZEnERcXm7snTDyFa7bCFJSRFFUJTYNhAYspM1KJdOBzN9vwWGdcx8zGHsKhLx8XG0xL3XfBgPtpsuBfAoDed9fOzztsnqYBXjMSoRl5RvScuqkNKfl784sL8MWMEcU4yTCyf4JD/Za1rxxa81zd3PEvc01bm/c4pa0VBgaGkSn1BpoVJgyQhEMRxQhpjXLSQ21gTL3eRsDRfb3KLL/xaHI/heLIvsvgYHPRqTbj0AIkiI9vXWRtrBmU0YY+ApzNa5aIyLs2jZ7xzMeH8/YPT5hfxqZRkElJHmfy0ybgudUItlJYCaY0Zu18zGdHCvJeB3whb7i2fC2ua7S5Wo/9Yr5ggX3lJAjM5MxmgMks9zLvMQl41xkbmAPaasz5F12yqgFiDNi2xDaFm/p+qpKOolWFTOEqBBiQGOcrwJ1kmS6c4xrj8f3ezqkSmuuQ3L6mFjOSZ/6ySzV0+Vnuvwec13DcntfgCa6cruL569/tSi0Wmh1GdeUVostVWypa29LFX5a+OkyCj8t/JTPPz89fwXTOUbxszoZFu57ShHpWlt9oa269tnq91ze5Rkxdx4lnGewYx1DW8niV/a1cDp9zvDc8JnLjqaFOtp8ueLw93XG8L26ZbDD4933Vc4noBeIp3DGcRkwlsWC5ozgLCy0N2fTwVn3rMKzlnGZyODl4/N7O0Z95pOf/hzrCrjAtWdgeN91p9fLYvl9knIJlpfUG/k/y0vAB4LBWadMAQgu73hZO4/VNYpPC8sN1CLRYhpHbUSCctjusX40ZW9/H6kqbt25y93X7iOhZewClVjerDE7sXM/Ltd/efx1kVchX+u6sUNaLi+DSJMOXmWlKFnNEU8rE1VVzZf+6jxNmJGU8nk75xie/FvJCmXm4Cd+iyOEvWnk40nL+PEJm6MZb40jd7fWuL0xYstX1G6Gi0qlEE0JlpYmO5LSYgaKnjd4XjiK7H8x9y2XUWT/i0GR/UX2X1fZnyKTHSJpI+G0NZr1m34751HvaGXMUXTs7UV2j6Z8MvMcN5GZQStrBPG4yhhrQ7ZGe2dM+p7HaZapnfNo2BLOpRQzThwhhIV6rpqQBeZOmeE5hOiGdDyX05pz8RvDCVqZp/Y/o58WvhuIOcyESoyxRGhbnjx8zO6jh/zkH/+JD371AYcHh0yaKTEmfcU5j1QVIh4nPjkuUBwpnz+a9lBQ7WqY2lFzGsvOSdfzRekM/1ynXv5/PlFoNV9RaPVzjWJLJRRb6sWi8NN8ReGnn2sUfprwqvPTq1vBVPDMSI6m5aOy2r9hIMvEbMPzqwXJwv4AA6dTN+Cuu6Np6FA6L5L5rE3bznOGmpzR1isrcsmKF7yyuOjKi1VDTgA0C2oZiC/VdJxFkhWLC+VIXv5KlAF9G+J82qBRkqiIUbGsFExnU6YPpzx8tMv7f/8DtrZ3WB+PGUmLIuBSTuWkTAzyDw94yeJ7SX+9ik8O8k6Zgz51QHdR55x3/W6Sc8Hdve95/Kl7ftM0vVKw7Oydfxu0qVnmq3kRfX6YiKYVI2IES3l/Z5PI4xOh3puwNYLba467W2PurDl2XJtyBMeAhRZiQGSc2jxlje4YeEEBUGT/RVBkf8G1Q0czInm/BUEsQpwhvsL5CvE1rSqP45gnx8ru0ZS9qXLUQGsOkYgJeS8FS44S6eRiJ/NkQd7P5f5ZPMJoQ+gdJgtVPmMC0gZcZehMCn0eexaUlC6KuZu0zSJypR6zPAEMyYEFDpFR2oAcYe/xA/7j//NX/F//x//J4cEBbTPFLObnubS/hbi0AXgqJO+fEHEo3jSn8InZ+TZ4ri4a7j2cgHO93iGW2lTm6seANw58JOfgojrfS0Wh1UKrK3AtafUMFFuq2FLXxpYq/LTw0xUo/LTw07PweeGnz3GCqWMfrKayheuGn9CzwUF9RZYuWYGrkBWfFaccPliezZ8Ps+7n5fmPo2+2IbNeeFoH7Sq0WEI3GJaY/TB6eWFG9xpj2anURTOvwunUN937d9EMQ8hQqszb/Mx48RV1GxSaBFZ39PSgTeVf77ZeRlILeOoY7sisU0LmvxauOn+wD6IdbiJXsL7vE542rlJg0ulrHEI0S6EGnXBR7Terl14494UMonDy8m9N4kosJAGlEHCYVGmzRRGcT3mTI90Yg9gG9h7vshsjYrPEM4Cq8oxHFSNn1G6uhA3fc5VQ7+M+zPphoSyO0wUJIkv3AfXC+dWKw/x5g0KGsPkV3TjvDmlmA5G0hL6i7cuyHBlj5ggyosU4aQMPm0h1NGPTw91aubuzyc76mHGlONfiQsRUiTlqxcwuwVWuCkX2XwRF9r88FNl/dSiy/zQ05u2OpVuJ6DBxaL2FupqZOg6OA7sHU3bbwHGEoKS9BHwFCJU1IJo2rpYw5xXiEevSyUg/jnun05yzrm6ic5jNabkpaYPw7tbBZ+ivmMNZpu8Bc5eFO1mYxB4+q+M5QY1GYdYEQogoUx7vH2EyzrpI0jNEkl7i6ca7YTGmyE8LVMm1kNqIFEWtziX9R7oc92kc9rzalp1dzHl2dhgu70pxUd542olxodteOAqt9gUWWl16z/l9F7rtpaPYUsWWum62VOGnfYGFny695/y+C9320lH4aeGnn4WfXmqC6XziGhqCT4tuXT24OkbZF5da9pwKnfOIF4RndazIwGu2qoTu2JBpD7wXl3lS5gqDpywRsA3StSwTtWPx2lXRy93xi0Q9vAysZALL7zxwNi1fC6c3K1ucLR7kjF1GOsGlO0pWuVkXfFeLj8hXXSbqYZXgftFYPcu+GsMJ8G4DyO74vIAsYM4sY1DIMt1zNW1wHqyjl7kOs0x5K+8TkV5ZE8CR8gPPeacgZig5iiM/S3S+3FhE5p4857MWKgMa7soyPBFDUYtUVCjzjTydOTY3t9i4e5f1jQ3q0Yi2jTx88Iijg0NiMEJUghohKLPQUItSieIk5Uv2laeuPJWAoCTdQ3uWp8yjj1QHG2sud6FBWKE7O8CT7kPyEu2FTli6p1NwTpHIgBjFDX6nFAdKl44AMJfZr4ATus1VK2swBHWCUjNDmEZhN8Bo0rLup9zZGPHarS3u1eDiDNUGZyGnUbh6ui2yv8j+IvuXUGT/mc8ssn8RPhveihClQt0I9WMetfB4/4gnJy2T6GlYzznhDfGW5DwBwTDnSGlaktbgurHcjUuk37Oga7c571lo2Dk6Pmt2ig6RLn1IHiOW+EdEThmWnb7R0/bQ+O34h5uPFTeQ9U58VkMcwaANgRgjIQTUUsRlay7JU6nwTqi8w1drbO1sc//116hrT9s0TE5OONnd5fj4CFHtdSBHiyckR1TWDjpNKlXEepoTSNG1+c162jHBshfBssxPaY2k56tJj7HkzsovmPZvOE1/57gT5qz8ClBotdDqMq4jrRZbqthSN8GWKvy08NNlFH5a+OmrwE9LirwbgsV+tFMMaB4bsHhimbkt/JbTx3Rgs1/3KOXPinl0wmK79e/dM9p5WqBT17DYfsvtL4P/zRZ4ZcEriEDeznNIB7JET4NPJ3lZvYKZ4hAcSma57j4AACAASURBVE1kTKQWEOeTMhbT5ochCw/JQmy+vDdzCclLjrMGIdAfN1JUguIBj0qVFdCkDEin5FrEBWE0GvPl977CV77++/zu4wf88O//gUcffcjB7hNMDXPCLEYaMxpLY0VniswU7wJbLjKuHKMqLb0Vi6kOzjAVNGncSUBiQFxsJHLkSDdWe4XQaMnKD9Ln262B0bBDLF1jg9kNgX5FTRSla0kzwcSnMS45Ks2MKrelS9pk2tAUQyV/5rzDLrfj3NkvtCZMg2P/RDhYW2P0xW/w2s4mv/vgfcKTD7lTw9rlSKzgc4Yi+58/iuwveJkQKqbAkxaqO+/w5le+zaP9Yz742Y/ZPT5Go8OL4aRlmK4jye9UhrdIF6Wc5EnaIFuHyoSkiMUk0ATQ5LDKlO5JaV76Pcay8Trc7LorrRFos4NEbZBmsruPwVjIDpplX1bSIxxZgUmS1BmuN8w9qkLTRGah5Ug9URVDcH6cHFMClQhj7xFNzqqdu3d47Z13+eZ/9ce8+fbr/PKnP+WDn3zA7GACFjuJjVnaqlhxqIz7SXTHfH2imA10oTxexYGllED9/mm99yzVyUtkTKByDieCaaQ1mJmntSrvE5B0Jnx2Pg2cecNu6/nI8NgZDp0XjUKrhVZvAq0WW6rYUjfBlir8tPDTwk8LP30V+enzm2C6VCTn6msvVcQrCMvOpcTkT587a9r7rOjNU8eNV9MTsorBW8/y+t8dlh1O8xMrjmXGNRTeBacxCJxYPvM8CrmWGAput+I9O73P1LCcrzYpX1CJo3ZG7aVXRpxznAqjkGHOZPqopFW8YqEGWZlMS5KXTyZElGAR81Cv1VTjGl9XjH1FhbC+PmJtc0wgMm0Ck5MZbQhp+a4ZEDi2EQdTRYh4gbqqGXnHZlAqnxTslFc3Lc3VgbAdRhedhU5B7jZINFLEvGTFkCxgvWTFNEfjuPzuLj8LS6IZNEWrLCiDXfvJvB0H4126TUOFvKEoWZFK0WEuqduEEDjUmi9/6T0OYuTHD/b4zd4+W6MFteP6ocj+F44i+18Qiuy/crwKsv/HBxWHTYPbvMU3vvhNtr74Hh/84AeEEMhiiG7j745HCuQNjtMxodvktzMyk4HbXdLfCji6fQaygynTp2R5o9I5mpJDJ3iffSjZoaRKgHmqEVb3xlwGM3+G9G4BnEZ8lnAiHlOIrXEgjiYqbcibNCN4X1NJk+V+0nPqyrO+MWZ9VOHxTI9nTGYt46rC10nnqNdqzAnBIvGMpB2WHUT9ewz0oOUVjt3rZOVjrjOtgMt6hBdB8p4PUR3R8p4A+V8XLe26aN8l6BL/uUoUWi20elNotUOxpYotdV1tqcJPCz8t/LTw01Nt+Arw03MnmC4SxTq/5mLOifmyzdXXvqzI2cs857OlxnmO6KiliyQ4df700bMZlq3sglU9c957XKdI54ukRFnlIDqzhbKQXnV89XuvdjKBnEfyl8Kzpn25zH0vK7XMYmSErTyej5zbn4NCeh606vrrRKsdJDPz5fRUAKYp52nyUVoKTJCUQ7gSo3JClUkLgyiDiJsBTlH7KTnfPTuT6EBvPM/ZqihKzORtmChRA6FtsdhiIeKjUY8dY+dZZ4yvN9nc2iLEwPHJhP2TSNtG2rbFMFo12tDSaMQ5wTnDV+B9VuT6emR211XY5mM75fOVvv7duwgQzWjNsgIu+RmeEUZFUvaRpOxIVux70WaacjfnHkuNZ337JyVBBsI7f+YfXd0kK69dxcR172cEC0yi0vg1mnqHI52ye9Sc6tMXjSL7L3/t87jvTBTZfy6K7H8+9xXZ/2Lwm6MWqcZsjXZo/BqTmAxgJ8kQj9kPNPcp9dZqLy862dFtkt1FOFsez8M39ChOLG/ymw19AemimDuT1CCQIjhVYzYys+MlP69nPZymj35MDURBqnP6jA4ai8RoxACqgqrROg/OIZWnRqjrmrr23NrYYnNjg8p7jo+OiCEwGnuci+isxdoZFpXQtERtMcnGtTOUmNKwDOrXtyEpitg6HSKPySGpLK5GpH+noRNkiKRmpH0fqtwf5qAyo81Rtb0zRHP7O4eIX+zbwTOvg4Op0Gqh1ZtCq0MUW6rYUtfRlir8tPDTwk8LP30V+ekzrGAaUoAs/T5rgMgFrik4hTOaqotm7q4ZDquLN6+t/NphlTD5PODcaOR+XA242BkNekoYCP3AlP6/4cnlAlYfLliF5T44j8+cxY+uR2OLSIrmGPwWyMuMs1KS/5SYBAf0e8iLOLylLMIVaWmrDT57bXMoiM9Qlk63yICvSIpccN1i8iV+0D3Tm+E0QgzE2SwtFY8taooqzKYNlXliUDTC3du3uPv6a6xvboAIYdYymUx59PgJBweHHE8mzNrAVD2QlAKLEdSoFcY4vPd473NeZ3BpK8O+nr3ym9+je1G1FGUDDus2lzQgRhoLOU2Bo3Ke2ju884jLS/vNcLl/xCyr6gsth5n0/dkP70G7ycJ3EDPEJcVC6CLYGpr2JD3HCYgiPnA9UGT/S0OR/c8dRfbfRHw+ZL/4AFLlfOtG254ATdqfgcT/vUtGpHVOIQZjsTcq6UV8J2m6FBsJnRxMuoKIoCJ9mVGFqJE2KkEjakq0dA10ZCxIzume0trMFYiOdId8QXL5Kj47bozYRmKMzFBaB5ggzuOrlDZnzcG4rthcX2dnZ5vX7t1hfX2NalyDGpOTEx6b8fjhQ5oIvnKEWaqvmtJqi2kkNg3EgKgmXaQz2pfHOslRIl0DGovOsQFs8Hem+MrlGIazvKE5KSWJB3yW6SlsG3Cd42Gup0jWTURk3saDPr8qvltotdDqTaDVYksVW6qv1jW2pQo/Lfy08FMo/PTV46fPliKvr8tFHEyvDp6ZJQy8EoJkggEsDW40fY9maF6KOFyiOMfT+6CLIpcVlwtLG44t3bf8dxOwXOdVUQKd4O/PLPid0nB8anTBkq9qKJgVxTvBmeA1RTw4R59Pd96WwmXG0XIPlBE4aIGzlIMrhve+F9I9Tamlpcbdce1jjBg6jpOSaTlKRKidIETMQEX6SIZOUQTm+ZYHMAG/sk1yGZJiINRg5ZpuIIaINQ3aNOisYXpwSDuZYG1DQ0sQpVXBB0c9XqP24CrY2rnFeG0dqdLS9lpqVDyvVWNuvfYG1WiNNgQmkyP29/c5ODhkNm1omoARaFWZBUWbFhGh8p51iVRuUTlSVcznl8nacWpfQUz6KJNu6LU5j64YiMUUnSIR8caoqhg7Ry3ZEMAWlnv3/Shwik1IZwycOpx4fA5JcwKhbTiJxs4b7/DOu1/m8eNHHB08wtrpyj64EhTZvxJF9l8/FNn/KuGay34HUte88YUv881/+ecczBpOfvxDQtsk481J3tS7c/iscjTY6XHbO5wWr3UubYwdDVoVZqo0ocWiZF6iSTeQtF+D70jW5o4Y65xM9A8ADImGc65/nqoSojIxIcSIWTrvXI2IY81X1HXFeG3Ezs42t2/dYm19i7qqCM2U2gvjUUU9HmMViBrjtXW2d3Y4OThG82uHMKHVQBClsRZrW8LJCdODQ2yW9BBrGmI4bfT2vjqk34Ba+uY8TSS6isXJXB1KDpfkVHGStw0XcOJoNekI/V4QiREMVJFOyZLOG9j/vhZ8ttBqodUbQKvFliq2VNc719qWKvy08NPCTws/zXiV+Okz78F0Gfo/69pTg+i6GIPPgOGbPAtzsO6+s5wZy44Pu4Dj4yk4q5YXrf91djTNl1ae30ZDx9PzdNqYdlEey96nMytyZl3PbOWld1x62g2DnOITi5Eow+NnFnHq62ccIs8dji7PcUz9lYU2QyGeFZihYpdgiEAlSuVcHwFlkjYclEEKYqWLojldB4GO4aTfnVLTHc7KgpGUA+ujIgRVBYHpbMJsNmP/+ICjkwk/+sE/MfYVx8dHKJ5qbZ21esTGqObu7TtU3tAwY8MZPrREcUwUMEfTKFW9Bk6p19cZAW+8dpv2zTcwhaaNnByfsL+/z97+HkdHxzRNQ4xKjMqxKlh6eeccVeXxviJtcCqgSREyNUQ76d2lCUifUQYKtpA3/1QsgmtTtFnlHHXlqF36q5ykGBpTRBWsjzNDLKcoMAj5WSlVgUMNokZM8zHnMWpmVlMxphltsv3WG2zcfx2t19HQPi/yey4osn8RRfZfLxTZf9Pw+Zf9UdZw9Tobr7/B9ltf4NHHn3LEmEOr0S7KMesEAnjnctTg3NFTdbaiJdrtUpeICOYcJg4FghptMFqNtEEJqsRsd/YOpDwJ2qkBlqNR0yQ32SliqGM+Yepccpk4IcZICCHpAwDiMOfwVYX3jtFoxNbWJrdv3ebWrVtsbG4wqj3ioKprjmcxOY7MwDuOm4aWCI2y7sC3LRsO7t7ZxFVjQhR25Qm0I0LboHiOHj/mR//f+3wvBtqmYf/RY8J0huXNimPObQ9pc2iRtEl6t8G3SR8rntqiIxizM8eT5b8u0Y1D8A68zB1KlUs6mvSKVofsUbHk4EPnTqbO8ZTkAIjz85RJLxmFVgut3gRaLbZUsaVugi1V+Gnhp4Wfzp9T+Omrw0+feYKpYI6XzgssO5oKrjWGs8cvCzfb0fT5h1hSJlFdENi9ymdZjZEsXLNAHS6lr8TSktmupzvFZMmfmZ6XNwXsHJF9dMzi77lTlvkKCqFP/Jp0SQPn0ByNERyI93zjj7/F9p3bvP3umzz46CM+/flH7D78lPXKMRbj/r07iDZMDp8QpoeEZkZc2+ZEak5OjhnVNfc2NtA4ZeyFuq7wlefx3hNu3brNre0Nbt+7xRfdO4zqEarGwcEhn376kE8+/oTdvcfMZjNUI0GVaaNAyDmuPV4cHsHlZfxdrmbtBK0M3jfzVhP66Ju+a4JCUBxQC4y8Y+SEkXOMvM/tCCJurkxar7EnZcGgjcas1bR6Pvddvb7J5v23efv3vs5ofZPv//AH/PMvf8bxdMYoXpGnqeCpKLK/YBWK7C8YIkZhMp3xk1/8lNs/+gFvfOGrvP2l32e6+5CDhx/THjWgSSZ5McaVo/aSDXVIPZsih1Mu/3laDUNoWqXRlkYtbaBtfeaS+WSw5OjaftNv6WWe5pDeZHxKMoAlaRgxGhEjWksbI2oCuBSpXFU45xmPx9y9fY+33n6LN964z87ONs4JTdsQNG2EPJs17O/v8fr919kUR9sGGlNG9YjDg332Dw7Y2NzEtMVPD0EbNjdq1rdvoW6E1p51EzaCcvf+m7zxtbd5/Z13+PjD33H4ZI+P/+qvMA+Vdo6bbhy6eVr6SN4vYB5ZK4N26satQxYiebu0JsOo26EPSUTy5uuKl7QPgXdCjLms7m94U+eoITkYOsfKPE3OfL+Gl4lCq4VWbwKtFluq2FI3wZYq/LTw08JP588p/PTV4aeXn2ASQbCnX/eK4jpH9g4xnxOe1/lm1PwFQDpBkDCPCr4ZlH5W+p+CzJ9loBlcNaJieRm3JC2IJCsHSowNx2MSDGnZdbccOwtel8oIZAXlnBE8V1xk5fdVqOsR2ztbPN7bp9WcA9ZXSBZYW74mSs373/sHQu1Yv7XO/bt3+No7X+SNd95idnTEwZPHxPEGYxkhJyfMZpGmmXEyCcxkxNHhPl94+21C09BMp0y9Z/3OHerK00ynyLZSO09dV0nwirK2uc7mzjavv/UWb7z1Jr/5xS+YHB0xnc2YTiZMZzPa0DLt8k1jeeNEEA/iBe8cXhyihobIQrj7wDdsA82oU7qiGi0wbSKOlPbKO0ddCVXlqXL7dAqjZuMhqhI1faoZzqXrXOXZ2Njk9u1b/N677/Iv3vsDfDhme2ODk/EI0WuygqnI/nNRZP8NRJH9n1tcJ9lfOcGPR2xvbPDOW2/x9ff+gMNHj9j95Y8Jx3scTQ5QSwaiaqQJLVEd3klKsSiO4LLZboqpEWIkhEgbkkwJllL+dyk0xZ2W7wtZRQanLMshnNCaElWxGLHYnU8Rjc6PWHeeuqpZG49ZW19nbTxmY2uLd7/2Nd54/T7OCzG2TKYTqspT45NDSSPNdMqo8qBweHJAM5tSeYcXYffRI5pZy8QaNiQyqhzjaozf2CJYRbVj3L1zj/HmFlGEn/zq1/zN999nsj+hapQ1GeNrRxPbPCZypLUZtRPu3r7F9OAIbVbL04W2ugwvz5GmXtJ+FJLz3XvAZ/JTukjlLtc+vYNLujI6R4IYpnq5OjxHFFottHojaLXYUsWWugG2VOGnhZ8Wflr46avITy81wXQq7cdTr311cJ3f96y6DY93yzNfxHNeNC6aEuecEnI5qYzhjPnyMz7bc14cPnsb3Bxcti8k3XQ92sYGmyNCigZJJ3I9rT/negGerukEhhvQpwgpbytdxIlBt5x2EPkAK8Z7V6WFCJI8Bkj3npwcE9QQ50EEX48AoaortnZuYeJRdRw/OSL87gnNvQm/sxG3b+2wtrbGxvYtZiFQVzXV2hYns0ATZjQhcjQ55OT4iIP9PVQDh4dHTI6PQAPbW5uE6YTf/fZDbt+5w/b2dtLYvKcNAUGYTht+8+GvOTrYo3ae7Y11bm1tpvfwnsNpQxMChwcHTGdTmqYlENF8vwdq5/OS7hTZoZo2b9QssNXN26f7VINoKUmB5AgfCQY5p7bzHufSRozeu+TQT9YBXa7dToFMClzKsRtCpJlNOTnYp51OcGZUJKPjqlFk/9m4zu9bZP9TS8jlFNl/E3BTZb9oJG1xbbSTSeLxsykhG/TOuW67NUxcchip5Y1+SY4HYkq9oRGNimqOKLYqb+RNH93oRXE6lOup3aKm304E55KcQiCa0sZI28bkqMJwUuG9ZzSqWRuvsb2zw6iq2F4bJQeUpf0cYowcHuzx4W9+hXPG2toIw2ibGcQI0Tg8PGTvyRPUjJPDQw6Pjnn06DGzpiGGhqPDI06OjsAcsl5R1YKvRlTjLVRqZsHY2L5FtbbG8WTC3sEB7c8+Jjx+wni8web2Fm6nRiyyf7BPaAPOedBkwAeNnJwcz/ebwBbGzWJKxvnk8nACt2OTnShciHJGUh/lG52kSGaTfhu99Gk5YjzdNNf9Osdg75AhRRNfAQqtFlq9EbRabKliS90AW6rw08JPCz8t/PRV5KdPmWBasLLzb1s8/hljXxcG93Mo76pwYfN11YV5IJutat+zCrlMO9nCRz9+h78HM6Or8LQZ5euO8+rfv751/bB0zp7SOOfiaX2V+tuGXXQGjXy+YYvt/plpbUUjLnfuFUAwXC8o5+/oupCWAbk4sjJI0hydCJVzOJeFdL8Q3pY+05MWBPkAi47UwXcWyWw2m9GK4cRjFsFgNgk4EW7t3Me+cAtzNWsyYvLbSPPwCJVIc7jHUZhSbd9icnjAdDKhrUeMK4/VI9pZSxMammlD28z49NNPaJq7xBBomxk721vMnECMPHr8kNg2HO3v4esac7C2toEp7O4+4cGDhzhVYlWlzU3NcN6xublFhfLW22/ivvgOUSOT2YwHDx5yeHiYli2HSIwxLUvWiBPBVxXOj8EM1YhoyjWtfU7nLj1BEsbWr2N2iHlMFQsREUUkCV/vKyrvqHzqP+9TVFp3JwKqSWEPTUNzMmF2cgwxIKr4K6HZIvsviiL7rzeK7L/u+PzLfm+WcqGHwOzkmOZkQpjN0OyoQdImy8mcA7UUURjyJtohKjEmh1Tn3Eh0nbYHT3nec257Sbn0O/1CVZNR6T1Sp7Q2ToRoSpOjfMUlx0rtk5wej8ds72zz+v37rI/HeOfREHj44CFmyvHkGI2aoyCVNgROPvoIaxvu3r2DOJhOTxCF2LbMZjN2d59w7949ZicnNLMZR0eHxJhk/pPd3RTp7BuaWqjrEWvViNY8R7sHHLcNa+vreIGjw32ayRSVQPDG2p111r5wn5k1oC2bH0x4dLiP9g4gEDEmkwm1CVWXM4dFShnKo2WnU3dtcjQNmCZ26rdI0tEqM8xZ3pA6ORHV5lpbLjz10fDZ2QF2VWsoC60WWr0JtFpsqWJL3QRbqvDTwk8LPy389FXkp+dPMOUeTXVfRSgFcAmXj2UxMJz9lm7zrTiYMTfmc9/zmy8TRb5YO3qCEcAjfel918r5Dqbh95vicBrWdSGf6opBccrRRJqVd0Ck2wht2PqXe/953w09fAo4zLSvl+FO04ekHK8XeWQZnUsY8K6OYV7lHFOfs1bmwlVgsKnjfGx5kyzI6YV47TzOgYimgJBemCy/1JBfnz6fUxGnJw4iFoZ3p3zPhhtGteSTh08es1OBVGM+eXKAhQjtjP3dh3gfmPmKk9FjYkjRQ48C1HWVhHxomE0Ds2lgVFf8m7/413zjG99gOpnypS99id//2tfYGI/4u7/7Oyrv+b0vf5m2bfnkd7/jF7/4Ob/+zYd88Mtf8fDh4xQpU0GwtFRXVal8RRsapgfHTA732blzm7XNDe7evcPYeeKd+4zX15i2Dbt7T9g/POTo+Ii2bYlZWenapa5r6rrGzPrNTUVjXtacuKl1poF4RHxWauctqr4iSia8rLx5J1Q5z3U6nPMex0BoG2IIWIyI6dUQbJH9F0KR/dcTRfYXXCfZP9+YN6KhJbQNpnHe35aiCwUIpmhMm2AHc0QR1BvSpydZnJAj8w1BEUspNUQEcRVVlSKRu8jcoBCGMq5y1HXN1uYWt7a3uXf7DuN6xGwyxY89mzsb7O0+YXp0wsHeHrPJlLWdTdoQCDGkKGhAo2IBPv71b2hPTvjyV77Ee3/4R3z1q1/lrTffpK5rPvjgA2KMfPe73+Vk1vCzn/+MX//6N6ytr/HjH/+Yv/kP/4npdIJJy6ytODqZ4myPtg24CjY2Njl8/IhZMyXEwP7uEywok4cPmT7Z5e6dHTTMOHzyGGdh4Eoa6DMm3Z7LuS3nY7+PBoVTfGJxDC+e6yI/O11MJEWl1wb47EDKGygrRsxRzAuOLBtI2Vyhq5pgKrRaaPUm0GqxpYotdRNsqcJPCz8t/HSIwk9fFX567gTT0I8wdyqc5ei4mNF9lc6Jq3aMdMxreVkmLLb1c8cZXSZnfT/DEXPq/mvmaFquz0XfYb7Udd5MZ77Zs/j5LoGz6AORC46w54urTA90kWefTYOrqTtFRTyHyj0jvOSNOi0pFsmJ2G2UmI9lJdFBL+xTZIsiolQYzhxIUkCjCdEiASMifR7mwVafC3UQoBIhRsU5SRsnQhIWTtDsjY7kaCn6fTIRUr1cGzj56AGIUDvpFYqgxt7uEzbX1ti47bh36xazuiKasnN7hwgcHh3z4MFDdHrCvdff5d/+d/+Oo+Nj3r17l7v37rF25y7N0R7rO7f4o29+i42tHRDHO1/7Q/74u/+ak+NjfvD+3/O///t/z4cffpiWxMe8uWOIiLQ4hHGrNDajXZvhTdiftBzt7hPbwNad22zdu80br7/Gzp1tQpOUocnJCUdHRxwfn9C2M0KcgfNEc+A8blRRi0BIm5eaJgXfiWBewOWMxJIXjzuXIn3y+BVAnPT95PKmjoLhiEDEScRpxJmhkBSAl4wi+58viux/sSiy//mjyP7nh1Ykp8kB0cTjIeAICIpKkq2KQ/FIVVE5w5OnI81Qq0k7GieHlWCgikRDzQEecSNEHFSOaEYkfXoMNFL5MXU9ZnNzg62tbTY21kGMaiSs12OqaBw9fMTRkz18XRHu3qKNgWYyozmZQYjsHxyh2dFVVWkz6s54fvfdd/kf/6f/mW99+9tsbG4yGq1R1zWYcueNt/nRP/yARpW1O6/x5pcdo53X2Nvd5d/+t1/ln376AY8//pDNeo37r91ne2sTDxzsHeDFMd5YY+9gn8nhIcfTKaGZUZkgMSICx4cH2dlh1P1EeqKdlKLGiNB7TARSGh3mVKJqVN4RzFYMdaObfjaBiBAg6V94kLSbmzOlIhBE8obXScfrZECX4sSg3zjcRHpnjEnWDa6IWAutFlq9CbRabKliS90EW6rw08JPCz8t/PRV5KeX2oNpSAZp0uvlz7JeV6xaVnnetYvXX/YZl2A+Z1z6gn0lnws8H0dTKsXMLthtp51MF6GngtNIDsSrrsUinMwFs1hWOkVIW0F2OW1TZIgACElBEeiEhcuRJmpguIESOv80IatZSbiddsCSBYss0GWv/GD9ctv0ZMlKx/w+67QO0ss4J6xvbvGFL3+JP/nOd/ijP/wGsQ3Mpg1bm+ts72zz6aPHfPjbT/jFB7/iZz//OVGNR4+fMF5by8ISHjzexbdTFMfe4REzBV+NcM5R1WNu313nz//iL5hOp/xv/+v/wt7eHk3TIiLEGNMS/80tNlzFt/7kO3zz29/i3p27bK2t8/73vs/B4SHbt3d4vL/Hj//5J/z2o98yrkbsbN/i3p1bfOndtwE4OTnhyd4uu0+ecHR8QhtaMENjWgovzuG84JzgK0+NY1TV4DyIx0SIZmn3y4yFVRVmWGxS+gNJy9O9B+8k929Siq/CKDobRfYvo8j+zx+K7L/ZuG6yP0qO9jVFxPIG3oP0IwLOV3g/ShOKIqdogZidAGZgEfKG4C1KDBHVLj0GWAw4l+RyXdVsbW5w984d7ty+y8bGBgBHR8ccHR1xcLjPLDR88Z0v8LU/eI9737nN4d4BOzvbfPs73+FoOuHxk8f88P1/4P3vfZ+JBg6Pj5jNZn0dvXdsbm3x3/+7/4E//4u/YDReJ6oyC5FJ0xJDw+T4CBXH/tEJcaYpfYzzGJ5Hu09QKl579yv8/te+xle//Hu8+4W3eOO1exweHHJ0PGG8NsLXFT/68Y/5L3//fT764NdMjo+zIS39psed/pTqlh05Wa9Rsu6F5IjNDAGx7j7OmdRVDMm6FqhJ1pPSd8nOP9cZ9llpSjHOmR9A7wBT6dhJ1uNk7ni6KrFfaLXQ6k2g1WJLFVvqJthShZ8Wflr4aeGnryI/fcoKpvNvfh5RrAtlXCOD8EXidJTqvA3OjiCeezZEFu8xs6f0xeryzrulWehO+AAAIABJREFUX5ooNyMlzkVxKZq2/r/Fa5AzJcByXywudV19z6ro61fPcXQxevzMT7liWpb+LwvqLJQ7pSYJdpkv8ZbBJpDi8M5lsd0JXOsjNJJcSBI8n0EGgniICEkJzRQq3VU2F+Rp48r5syApVF1qry4PdMePnPN869vf5kt/8HW++vvvUd++y6OPPubtd97h7lrN408+5Hj3IRIbtre3Wd++zf7jXX7w/g/5V9/9V+ztHdAGRQTeee0Wzlf89qOPePPNt1hfX2djI0VFVd4zqj1/9md/xt/+p//I++//gLad9PW8ffs27733HqjxrT/9V7z97hfY2d5hc7zGN0cVmzvbbGxsEGPkLz75hO9/73v8l//8nzncP+Dh8QHHBxtUVUVVV9ze2eT+nS3a6YTj42OOJ1MOTyZMmkDTtESEVg2btdQRpuIZjdcYra0zGo0Z+wpzmvtn8U8wojlUU3s6J3ifjI+kLaXIFKlGz58Qn4Ii+18Miuy/OhTZf13x+Zf90ht3DiTxeO9zzvosS51z+Mong1mW/hBEHRoDzWxKM53RzKZEi7Q+6xFZlxiPa9ZHY7Y31tlcX2Nzc5N6bZ02Gu1swuOjQ0IInExOqKuaN+7f51/+6Z/ynT/5Dm++9Rbee05OTjg+OOT1t97i/2fvzb8kSY47v4+5exwZedTZ59wYAAPMEBB2AWJBccnd5RP/Zf0g6b3V01uJXIqiCAEDguDcPTN9VNeVR0TG4e76wSMys6qrz+npnpoO61dV2ZmRHhEe5mbmX/+62bBcMtjbRpKEab4AJfzxj3/kzp07WBtyuSdJwo9+9EN+85u/YDQaIcrQWIvNc8piQVHk3LlzJwBpJuLOwRHew2I+xznPb//5dzTWM97eYTIeI7ZicXRAEQlXb76OyWu+vnOXG1f2eff9n+GjiP2tbf7h7/47ztswurywSuexAiHaMdWBOUKbJifEXC0E0X4WgIkOrHtQ/EZctQYBV+eAAFxJV+g7sIG74bzZpkiAbUTWpsZJAErcuWNftPS62uvqZdDVfi7Vz6UuxVyqt6e9Pe3taW9PX0F7+owLTK/aBPi7JeG5yLn/n5VXD6R4OXK+7x/4P6y9TC8vXM4Dsi9dXAiIum2pGlasEdUGHeI3rnjFKhFE0TKfVGBpdMFQG0GtxvyK+LEOoh6QNrgJ3JoNKLR1MGeqwLTME0W4WO9piznKKkATEbTW7OzskA23cSrhsy/vIM6ilWN27zOOP/k9VDW6qBlLxPXtIU2x5PDwiM+/uMXWzjZ5XjAcDTlQnu29PfLFgunpCUaBTZJQ0DAyKNHs7e3xV3/113z00ceUZbnKCT0ajUiSlMFozGR/H5UkqCShQYiGQ0gSJIpJU81b77zLa6+/yV/95V9y9/YdZrMZ4JnOZpycHHN0cIdqfsyyqjBRQyKarWwLrzR141jWDfO8YJEvWdY1tasp6gZf5/i5wpiIgYlIkoQ4jtFat13qwTu8Uqsn5F1gioQdzB4vAsbgnf3Gave00vv+76b0vv+7I73v/27Ld8n3e2OCLQ9J6xEFSjzOdfoRQCalQnqRTpestVRVRVmWFE1N09QtU9YhyqOVYhhFDLOUUTYgjQyRUcHvYkmNJVE1aToiHu6we+U62y2QA8J4Muba9Rts71/BRBGiFY21kFiioaMRCf6zStja32f7ylWK+YzRaBTS3xBS5IzHI/7qr/6a3d1dtA4MSVeH4uRVWTA9PSWOY7LhkIOjExaLgsV8QVEUnB6fcHh4yCjLuLY9ZCRL9GwGTcTR4msi3aC3b1Bay2df3mF7PCYbbrG9057LuTUjue23ABTRxjJdXBRiF+f9Bkiyjn1WYMd6Pf/sM2w/3FSrDjQJQVCbPkYFSEQ7QIe6DwFoWcuKaU3gRbdfx0qIs5z3L8XvQ6+rva5eEl3t51L9XIrv/lyqt6e9Pe3taW9P4dWzp09cg2n15NvVyGeRTeBDnWlDNn5ffunu81GMyU22ckihImfee/AL4VeHL8mG4Vx9TGfMwvDsln1lo0kv662iTyObjIrVe749D63pfUkPsFs1Z3Xv4YpWrzau/anAN2G1pXPV3ZvnWD2LNQN30/Ctm+ks8SNOJQ9ui36V0uMIrNOybrhjt9EFz8pAXgNNL7+/VDsYVZufV9E6dCXojnnhz6rKKheuCsQBLV36n0fcz4oec7F0rAXOuvCWdeNXDr47zUN7fuMD5yyffvoZN955n6YRTo9O0c2MU7WguPsp5ckBSiAmYWu8w2vpNpWLKIqCg3sHDEcj5i4P22+rJa+nA15//XVODu9TV2UoKgjYpsHaGi3CBx+8z82bN5nNZnjvUUrhnGNnZ4fR9i5N41A6QpQmSQaMnQ8OP1UkcYpSCu88WZZx8403sdZS1zWI0NQVy+O7LI++ZnbwJSfHR9y6fZ87B4ecHp+w9A1jrdlOxtjtCbOypLQNxbIiL5ZUTY2rK+ZLzXw+D9uojSFJEqIoIo4ilCiUVki7P10khJ1ICKQcCqf0hV3/bUrv+59Net//YqX3/ZdfXgXf75RGUG1qGAC3MTkXlFYoUVjrqOqSqqqoqoqmaXBt7QWlLZES4siQZUMGSUyiDZMkCbUHxKNoSI1ha2eH61f3eOP6Pts7e4yvvEa6e5N05xomisF7oigKk0pRaBMjSnDO4YoCasdkNCFJM5plgdIRTePYv3KVeWRwzhFFUai/YAw3btzk/Q/eR0QoqzKk+wHwjqYqSeOI7b0b3D885v7hMXnZkOcF3loO7h1grePqteu89sYNtqIGkx/giwV5Dl9//CGDaznz+3OsGTMaTMBHfPrJZ7jNCe4jHvOKSduCHg8AS/D4mGp1nkfHVh2j3AmIkxbs2rQ/7XsSwCQBvJPVEGg5pS/NJ/a62uvqZdDVfi7Vz6Uuw1yqt6e9Pe3t6Zkv9fb0FbGnT1WDSeTM3Ll97+zjvWjie35y3xUR22z325LvYoqX8/3xKKygS7si3q/AjK5oXGjrbLuby+W+BZo2V5yBVaG1Z+2ZFWjj3UYbvlvff+HSMRI2DbOnzUX5tMDShnSOgGDrNtqGjrHQrfB35zlzDB0OJR0etXE9F/fV48bXy5TNa3neAFfXP6Hts+/7czr+MBuzKeePuch2vQzpnLQSQYsER65AizpbbA9W2tzuFg67UlVw/M51n55x96wH/6Z9uejGOyPQ2Ys1SroOyC7+yoN/w+Cw1vHZp58z/uff8cEvDL6umB/d49bxZyynh2RJSjYcopMxw2tvEekJJt3hqy9vMZ8tuHP7LleuXUVQeB/yRC+LnFGWMkhTtFYh8BZCDmpnGY1G/OpXv+T+/fvMZnO8d8znC05OTnj97R9wcnxMFEekcYIeZOyMt/j0/qekUUykDToK2421zkJhyciTZArnLE1dEVVT3EwzTCPM9pitrW1+/M5bFLMpZeOYLZZ8fe+Qo5NTIlui0pRkb498WZIvS5ZlxfHSki8r6sZSlhXLskQI+WwjrYgig4kzrLPUdUlVlzTOhmBTBESdfxIvXHrf/3yk9/3PV3rf/2Kk9/3fUESFAs74wOytS+qmDDa/qlkWS2b1nNo6bMvAFRGMUqRxRJbG7KSaNInJ0oQsTSiXC1xj2Rkl7G5vcfPqHuNhSmIUg/GEOImIxJIOIuJIMx5mRKMtTBSjlA6MSwStFV4cTd1g64Z6WVLMFlzfv0pDmNSeHB9zcnzM9vY2tz77hPl8gTEGEcV4POJXv/oVo9GQoigQpamVxXkwWjFIU+pmwZdffkVjA0lBUDR1w8Hde8xnC/b2r/La62+wd+M6mZ2yvNtgyxn5YsHBF1+QniyYu4x0N+Hgzl1+/9vf8/lnn2OtWy8iPqA8G3+B9br72lpsWOIVYEF7zIPPcPOz80FQeC2smcwGcBJqLeAF57uIbUUDINR08FgRxLWt+RaUelnDv9fVXlcvga72c6l+LnUp5lK9Pe3taW9P6e3pq2dPnylF3uPYuY/7TATEPfSw77U8wATeYNc+Kv++rAb4mjHbvX/R6+8Tw/W7LBexu898zvqZPWxobLLZL9KN7xLQ9CLkTB9cYL+epD8uOua70I8Gj9IKLaEEohbBKMEgXYpmRHm8d1ivwCt0CyxrAS1hB0hDWziR1nagW6PvCfuyQ95m4GI8s9s5sYGGhlittdHtQoD3nnAZQldM0RPY5StgsGOVCBTlgj9++A8c3v+S8XjMG9d2GVzdZ7K1S1FWqPEO+6+9Q2E1aZJxdXuLm9ev8vHHH/HFF5/zyUf/yng05LXrV7jx2k2uXrvGIBvQiGZZVShfgm23kCuPGPj1r3/N73//IZ9/dgsQvBe+/voe7/60IHI1X936IvQdnnE2Zn/vKvcO7lDXNdkoY0BCrJLAvgEQh1MepRzeNdR1zaJxRHFChqJZ5uzsjvHeM0ggMWOu70TAVTyCF8PB8Sknp3OqpuFtgWkFd2cVp3lFkRc0tsI2Na62NNYzLe5y73TK16eH/OmTfyMShW1qIv3iGXdBDXrf/7yl9/3fL+l9//OX76vvT0wEWtM0NX/81z/y23/5Ax//6U+c3LlLUxREAtY1eAU6jjA6ZpAN2M5iro5jJjHgIYkM25MRV3a2EN8QPJZjMEjZmqRMJhNEhKqqydIhjXfMa4uqa4yriZVDKY8SF/w/gneOypUsi5J8njM9nXL1ynXKumKWz7h/9y5fffEFeE9VV3z99T2UxAyzCPC8/vrr/Po//DmiHMt8Dk4QpUELToRGNBZhPpty7849bn/9NV/dOWA2X5BlQ9588y3effeHbO3sUHuHrzRbk19w/8vP0OaYq0lM7RUH90755Lf/yGw24+DO1xTlAi9+HavAKmNNZwK9tGCN8yi3oQftoNzM77+CQB5mP9t89F4B4vCicG3pa+9ZFQo3+BZgAiseq8Ln1ofvaXGIKLwL73sn1OKxeKwPqUiUSMtef/HS62qvq5dBV/u5VD+Xugxzqd6e9va0t6e9PX0V7ekTLTA9LHXH0wAZZyZ4lwwAeZrUJY/73mYKnTOg27l+fbC/pFuMfSjItCnr97tV4Ke//kfJZQCxntc1PsDCbx/C+b68ENjgHDDYGs/NdmXj/+2rh+rDMzOyL8Hzepg8e3qcpwfJv23pci2H7cct60MELap14h5p8zP7NoDp7EP3dwVKCqtct2eK9K3OtgqbLhR5yGs4d552Z0THuunkzE4M2vRb1jE7OWY2m5MMMurlm9imxtYVznt+8v4NUIpUa0wEg9QwTHewzXVOj+9w9/bnaGq0uoZqr6EqS8o4RmyNL3OUcwieOI2J44w4NozHIwZZirMepQzGGI6Pjrh58ybeOe7fOwjsnKuecZZx8+YVnLMY1WCUAV2DKJTyOG/BWRq3oM5nxMqzMxkSibCYzhllGU1TcTydkS8r8rIhySY0jaMqS4xW3Liyx439HTxwssi5e5LTSGB4DZKYxjZY2+AbT1M3uDKkRbj9+S3ufPElRloGiRIi8zJS5PW+H3rff5FcBl/S+/61XIbn9TD5vvj+eT6nbiz3Dg/54x//lab11RqIdPAJJjKIEbQ2GG1IIs3eKOHq9oDr2xnbw6y9iZBqo2kUcZJgjCJf5kTLCpixszVhlGUo79mZjKm9RytPnc/QbkGsAKVRRuOdgHcYgi/MBobR8ApGC7PFlHv37nH/4CDk49eae3eOiIwmywY416C0MB6PiSNDrBxlmVMtq8DOVQpJMsrWL3of4h2tFPn8hNnpKTeu7fHOW9e5eWMHYwzFsqLxGrzHmpRPvj4M8VEU8/lXd/j4sy8oixxsjXMhoYwKgUkAE87FJCEe8uDXuywfGLuszeSjI6b1Eau2fQBTOmCrYx57NmK29nuqfXZKQroUL7JiKzu/LrbMRjsvQ3pd7XX1MuhqP5fq51KXYS7V29Penvb2tLenr6I9faIUec+amuKh7T1CuV420/BFyMX3+Pj+3fjkQqDpcf2/Ara+Ad5wGZ/PN7lmWS2fP1n/dsetzvmQrzzps/2uyvPWg4ey95EnVtdnZTe/SFEq5FsOTBUfth5vXFPnrEO+1sDMOJOSCcHLepu1oy166NeBTwdKb8rTAuXnn4f3fhUT+A1wtHXz+BWW7XGNxVtLYWt+/+GHfPiHP5CmGT/7+c9ZNg5nG/Z3xhitcK7kJJ9CNWeYKLLUMJsec3J6QjYahtzEAlEcQ2WpTu8Te0uWRJhoDJUwHmX87d/+Tyj1Xzk8PAIvZNmAYj6jKZdMJhPSNCFSQlMvyfOKJI4YxBFGg69yRFTbYw6NRzmLzReopiJWAlFEPp+TL3Km0xlVXRIPMrw4vE7JK48xEXtXdxhEGk1DrEHwTJdjxqMFw1HO7eOcO0czZkVBHEdgPU1tySZbmMGA2ERURcHR8SHlsiC3DWdyyr1g6X3/85Xe979Y6X3/85fe9z+9nM5OwQcAKUsH7O7sEQ8GVE1NUxTQ1JioZf46x3iQcn13zI2dITe2B1zdHjJJIzxCZcFiKGrL6WxOXjUoneIlQnTEvYND4ihhMhkTxRHZaAhKUE2FXkwx3iJKB9Znm2TSe8fAKBoRqrokz+c0tSNSwjBN0Him01OKxZzRMGtTo3j293f5m7/5G8ajDKoCY3OqfEZR1lSiibf2Kb3m+OSE+wcHzKdTTk5PmE2PydKYYSr4ek6THzOaTMiyiDpRHB4ds6wdJ7nld7/7/1gu8za2cXhrEe/atEMPchZWQIb3IAHYkHOfP20M9MDxfh2Dee8JpdfX7yHrxeW1x1vHdqE9WV27SEhH4z3g2/dfUmbcXld7Xb0MutrPpfq51GWYS/X2tLenvT3t7emraE+fKUXeNxWBSzGRfp6yyV5+im+tXz5+ef3xzXyDNjbWhjlvIFafPCHI+Lzl8eftTPyznuDc32dt6LH9/+iUOJeZifw4eeh9r2kgz97GUx7zsqRz1Os3Nuy3D12x6bytd3jReA+WlRcNI9R3rx6tN5sLCOvAZ/29FQtI2i3d3uOdwyvVXWJ7oZuteiJxpEbT2Iay8dSVYjadcuerW2wPIiYReC0kaYxxFcpWYGsiBfOy5P79+4wnEwbDjGK5ZDqdEtNQnxwx8BU+1nhqEiWYYcZbb73JT37yYz788A+A4KynynOODw6IlUI5x1JrtDiaRFMbA85hqyVNXWGsw5YlCk8aR9i6wtYV09kpRTEDLNPplCKvsA5QMafHCwbZkDQVRqMRRiu8rTHKEytFohzz2YxBlPDua1fY3iqpm6+Z5Utq52ispSpLGuswUcR4MuYH77zD9mTMZ599yueffcJsekpdlc+oUc8uve9/ftL7/m9Pet9/+eVV8P3ZICWKY8aTLd56+we8/fY7nExnfPLppxwvCxprQTxxlBBHEcM05sok5advXWNvlFAvA2NxNJ4goqicJzaKq/t71I1jsZiDjjk4XpAmCeXSklcnnOY5k8kE0AwGMybTOTqK0VHMsqpxCDpJaLTCRAk6TkApqqZhWVqW85wqz1nmOccH96nyHGM02zsTwPPee+/x1ltvYIymXOSUp0csjo8oKkshMRERFYblcom1DbPZjPv371OXS0aDGJoaZWuMqzCupMxnVNYzO77Pna9uMZudUldLaCpSLRijWDpHcx6oaNGmVczi3BnGbHg/vN7cNdh91v3/YePMr1jQvgUyVh9gu9MLWO9Caph1ZLQK2mT1RnjRxXsXVBR4qdLraq+rl0VXHyb9XKqfS31X5lK9Pe3taW9PV4f29vQVsqePXGDS65GEv2jfnj8/PM4fsx7Y5+Wiyd73eRK9lpBb0xOSWnbdqjdWWUNRb9eCcfLgGNmQx06a/bnXzzDHFkAR8nKq9toU6hugNi9GtPdh+2mgBqxX1J+lsafox4ey/sOHwVjTPuNWAXz7kF3nAFunKXS5WF8SnfEFyoW67C9eJJezHnt17Orz9UFnv7fx+7KK3/hxvt2m3QZRYes44F1bWPKchd4IsC768f4C/e3aX7V2cf91bSgvjAeG3XGKVor7x6dMiyknd77gcAB3EyFTNVkS44cjqGrEOmxZIU7hHcxncw4ODtje3aFcLhERBoMh9amimC9ISGiamghBCwxHGcZorG1QypAkEaNsQGw0dVliI0M+nyHiaOqIYZoQK0W5KDk8uIejZjGfcmV3l0FlsFXJcpGzWBQMRyngyCYRw62YW1/dZbYo2NvdZ5BEDLOG2ChcvcTEgnjHIIkpizlaa5JYARWTVPPG9T3unCw4yZc0TROel/d41/ZsGpHuTshOx6QHKbapkEH6/JTnCaX3/d+G9L7/RUnv+y+XfN99//bWBC9COhyQ7YxJdydItQy+1bXpVpyjsU0ojp0Y3ri2x1aqiamIY0XpNHXTMBiM8GWF0YrGNqSDlCTaxonBmwGHRyeMBwPeuHEN7ytUpMErjo6nlFVNOszQcUJR1xwcHTMcTVBE7F25ykAZKlezWJZUZU0+X2DrirosiY1mlA1w3lPVNc41RJFmOMqwTYXzQtPUuKqkWJQwThlkQ+qiolwuqaqKe/fuMZ/N8U4Qr4LPbyxUFcvplMViTl5W3L11i8PbX3B85xYsp+wMIvZ3JljnOJwJ06IJRYZXrNgHxdOxV/0DenQ25nmw/t2ZFCwb7UGo3ODxOO/xKhR97uIwtQG0fMdN5EOl19VeV18V6edS/Vzq25benvb29FWR3p729nRTHr2D6cyrh8z0HgkMPeR7Dzv6nPK8KEbni2M2boJyYZ27M37iN4amnDWKj+vFR62+d9/v/j7znbbGfN3GOq/pd1FCn21sj32EM3pUGxfJ83gW3WtpC+p57wA5AyX5DX2Rb+i2nkbHX9TYepKx/lBw9TF98fD2Xq7Oes9qG/HGu2u6i2dF3BbPGhQV8NLl8u3aCKCpJTBpnJczDl7hoc3z2/I/gNA3qv0RAVEQSB8e7wg5oiUUaXShCTrbFQpnhh/pjEEbWIWt3sJAG/a2J+yNBwieKIpJZzne1eSzKXfu3qYqC4ZZxmS8hYkTjk9nNNYjorDWcjw9IR0OmM/mXL16ndgkeITaC3VZM4g1pqqIqopBC4Dv7OwwGU8oFnMiBVopImNIkwgRz3K5wHvLYDBArEcNBiSDITffeJtaKsq6JEsSsBbXNEiWk+04Yg1aw2w658N/+Yi8sgwmWzigKBb4usBVS2yZ42zDMBuwSGLSJCJOB9iqwIpivLVPthQaaymrCmtb/pN3CBblLcoISZoQ6QjxGu/US8nJ3Pv+5y29739R0vv+B6/rSaX3/d+OODQ4EK+ITUSSJigjKCziLXgHKGxjKQm+IRuOGI0GLE/uo3GYdEBVVUzvH1CVFYu8QGmDTjJUnCLRAKdiBpMtZtMZn936ig9++kPG4xHWQrYN3iiSLEMZQ6I18d4Vkigh8jGIUDeevFhSFAVFUVCWS7QOPrRcmuBTBSyO0XjC9vY2ul0wLaqSuqoo64a8rIlGgkcRm4Q0GfD17CtOp6ccT0/QziEoGus5Pp2hlaKpSqazUxZ5ztHxCYv5FHE1V3e32RlnjAchBhBdUNspubU41471jUcbihmHZdwVWCRh2T7EPSEFjFEeaQedc+ERdMu6XWqXVXu09lr8atk3gCjSxl8e1QFQ4ltigOAEXPcdH4pgqy6eWtGqOWOfurH/sjgXva72unoZdLWfS/Vzqcswl+rtaW9Pe3va29NX0Z5+4xR557caXvT5q8FOfry0Qyj8ls50hb+6/bQrGrexD/OFX2cvL0Jk/Yy9Q8v6/RWUJ6x2D3wziOm7Kefzuz7L957ms6c9z7chrsORRdqnHJyh3bAOivZ5BwoOTkIQJaLQgMeudCFsRw4O3Pl14cgOmXbhi+3xrnXgEIlCK1AatPIoFUIn5xQ1UBGCLqdkIwAIWuhXqrv24qJA2iKeg0gh3nEynQXrpmN296+SpinGaE6nOYuiQmtNFN1lNB4TxQmjyYgrztLYkvsnJ9TLnGU+py4KmrIiiTNGO3ssygWVLYmLgnp2jGRDsu2r/NlP3+ezjz/nsLFEOlz/siiJowIloUCirRRFbfG1Rdp7iZOESCUkkUHpCCcOZWBrso+yJcvZCfnpCbP5guFkzFacoo3H4Eh0zMHXxwgNqdE48URGMUgi4iQhjjRaJdRicCrmcHpAUdVh270CxKPEIa4BVyFNjVQ1pm7QVUOErHY2vEjpff/zld7397KW3ve/ar5fi0J5j66CXZeqRpoKbIX4JvgACX7Ue09e1RxO57x1dYt0MCDyDdaYVdzgm+BvlNY0NHi7ZP/qVUoLQxR2NKSplsxmC0wUkU622R5v43RCVVVAyKWfRAalNEvrqZZLxMNiOmdZFFhvcbYG5yjyJcuixDtIjULLgP29K/zsp++TGc1iPqeen1AXBZX1xKMJw509EE1T5lRFEXz5Mkf5mr2dba5c2WE0GTHLc45OjpnPZtR1mNw2dUOaDnjt5mssl0vKIudoumhHSIgxSt8uziphhfzQAhxt/NONKN8iDkrAKIg1RIaNuEewTnAWrBNq7KrOQwuH4FuwoIt9/CruAutZ2XEhgFiaAGx5sTgfCpKvgJQWgAkgTIjTXAvaONbs35chva72unoZdLWfS/Vzqcswl+rtaW9Pe3va29NX0Z4+0QLTowqjPaq+wNPWHtg8z+OAqecFXr3YSecGcOQ94m0AmAQSo0kHGWXdMM+Xq2Jl3fcelavzSfrhZQPr3wd5Ep171OdhtX8NGvnWuA4HwYAsi5yysVhPcGdhlPOi4aUXObaeFWh63PHfBIj6NsV5QbwExoxq9cALToVCfivmRZcmi5A2SyGh8CKqfd3W7LDtVnB/MQzZNReYO6GAo1ZCJBBpRaSFyAhaBVZN7QWjBN14tPU0PmxtXoHjdAUg/SoA8dIxRBRxFCECi7xgMhwQxQnZZCcEVbamKSu0VjivQWkiJdhyyXIxwzYNg8jwZz98Cy1DXhRlAAAgAElEQVTvYEUxyGLwFVWTMyBFdISYBFfVgEe7GleXKFdjvMU1FXmxxDlHloExhqIoEHFEsQHdIDhOjmZYWxLFEc4OaKIYow3W1mij0UqhdRSKb+qYWgxmOObqcJvhIKNanFKXOcqWDKKISMXU5RIroCVsRXb1knzZMIo0ZpByXJR8dfsuR8enVC6wQ2gseE/TNBwfn/DJ57eYFSVumSMROFcEitULlt73P2/pff9llt73P307T3PM9973N3McCokypsucf/n4Yw7u3eP45JimafDeYxvbPnLF0ckpX92+x3uv77NjDL7IyYvAWhbv0UowxmBMRJak1M4Ti8IkMVGSEQ+3WBQ5gqUSQ6JjdJwgRECDdY6q9aFlm+u9LArqqmZ2esogHYC3WGtZViVFsaSua/I8J89zlFLYpkZjUa0P1i6051CISRAd4XBUTY74ip0s5ufvvoV+9w0a7yiKgvnRAdoYIhOBrbFlgXOhELO1AXQYDlKywYB8ekxTlSwWBSKKJFIIdUhXI77DLVD4wByWDlwCCPGJEYi1EBsh0opYQrpS6wKDu8ZT06VwAWlBJLrF/wtkVePBgZg1A1chKByKABp1oI1rqbkBTCJcp/OrdrxrY8KXxS/odbXXVb77utrPpfq51GWYS/X2tLenvT3t7emraE+/1R1M32SyunnuRzGkz8vzBlyeNwPbC6siZ0pgmMb8+IfvcuPqFZZVw73DE/74bx9TL6v1NsnOej7m+i7KJ7opPdD07PIoXX4WHWkJAMRxzLvvvMOVvW3S2HD73gF/+uhjFsuaNmPphs48P3katu/zHlMPTWHzgtp4mePAQGAzCWgERZcSaw0+snLKYYeDIjhMRXDCwZF7FKCQtm5LkJBrllVA0P1V7Y9RglaEYEsJsRYSrTAK8J7KOyoP2ghGhMZ7nFdsJJxqnbesLrbTDi3hp2osySAJFBTRNNajxGLrZctSMdS2Jooi8CmLxZRyWQSuUBzT+JpskDHc2iYeDxBXo9qt5zoZMNjaR5YJXjfoKMFEMU1TUeYzssRQVSVlVWOtxdqGskwR2caT4OoK5cM1Hx3dZ2t7i9rWmHhAHCcYY9Deo7VGN8Hh62zMOBqQlCUKENvQlAWqqWnKkijOyGcn4XyNo3El88UMLZ7BIMFVEXkO/+13n/Dh53epLFjncNaiXHhGWimcsyxJ2H3rJ/zo7Tf57I9/4L/9b/8Lp0f3v2WtfFB639/7/l6C9L7/m7X3JMd+333/rIKt3V1+8Z/+lrd/8j5/+uwLbt07aSfI6/z0zluU1lRO8fs/fYxfzvmPP/sBmV9S2pqiKLFeEBXTWNDeol1JNt6msR4TRygTk2QZ8XiCI7AgdWQoG4enoWrsyjfWTUNdlTRVga1rTk9OwHmausSJ0PjAtDw6OqEoluR5wbIsSeKIYaIpF1OaeIyJYnSU4E1NPB4RpWN0MgAJk35cze54QOVLFqcnlEVOXSxZVhUOIUkHKFE4W1HXNSKCswF806JwXoGEib/SEVVVorXGSMewbXeFtgGPF4XXa92VFvgwIkQa4pbJHIsGERoB5R0S1v+xPnyn2UB6WsrEqtbCGr4KY1S18VwAWVSIzzyEunVdWtHA5D1v1gNQ49dn8i96aXktva72unoZdLWfS/Vzqcswl+rtaW9Pe3va29NX0Z4+coFp9dCegFn8sEn40wBNm8eenwg+SxsXHwDIWYXshvv6twRjI4DfzIX/5LJpmjaGJx4dlNE7ru7t8Jv/8OcYrZgeH7MslmSDhL3dXfKv77T3w1lr1LZy4S2G5eJHrrY/zwn2+X5+2SDWt5mO6VEAU3fXFx0hG79X78n6s/29XQaDhGWRo0h55523eePNN/n7//5/c+fwhEakNeF21aJ/aMuPuYfNa5INHe90fuOqz2qRfziFg6cHhy4CsF4EwPSy9RNgGLV5gAkZf5UASvDi0SKtY/Z4bCgcSdhqrNrgRgt4FFrcivWxDmAIz7Vz3ioEP50T19IxPARRHrRDKYVWnliF72knaARtPdq3LJE2OILNceBBNK6zRQKmvX60wXqwrj2/0iRJQoXHNg2IwTmLdULZhNa9DxvHvWvAWZRyONfQ1DU0lmpZYbQBBL21T7S1yyAGbaDRKcqG3QC//NlPqYuC2/fuE6VDjNF471gsckRBoxRaaTyeYZaxtI5Ye5QXEI11QmNrtHYgCh2BMgnoAaPRNspZXFWi44Qyn7OcnaCShNHuHovZnHwxZz49ZpBkZIOYQRpzcFrxv//jb/nTnRNqFQfWlbVnbHjHslnM5vzzP/+OL7+4Rb1YUDQa65MXoZoXSu/71199Uul9/4uX3vc/5h42r6n3/S9crE8pGs2fPvuST+8dc//ohHy2CMDKmT4B7ywWYV4L//Rvt5jPZvznX/0ZV7aGSFQxLyqK0jGa7JANRwzHI7wY4uGEdLxDko2I0wEqTnBKB1AJS92U2NquJrgiChGN80LtPJUNtR4Ws3nQOhfYzotFHtjEwyFJklIvF9y4ts+///n7DAcJtQ0+WE+uMcmuUVRQoxATkqaUywrXWJq2OLhSDpzFuQAieVQgS+JCqhqv0DrYyigymDSjLJtVTGE9iDYInqiNdwBEBeYwNJ2in3nuCjDiA4u5/TGqW/D1qDYmEu9RjjYmWz9DD+v8/qzHXwCX1uxlLYJuU8ZYNmO4DkxqXRGhToPgQzzm2tQ5WvD65e1g6nW119XLoKv9XKqfS12GuVRvT3t72ttTenv6CtrTJ06Rt/n/Tp4EZHgcsPGkQMU3bcMJiKiVZfCAeEH5rjgbOByIEFI+tgeq9dry5mrsY9OlEIyUCuXI1qu/xBhX8vremN/88ufUTcOiNpwsHfmswCjPW69d4/79A/LS0VjZHEJ478PAOd8/3fWFxdRwfd8QdOn68TuAyz836UC7b8SwB3Bd7tE1xOR5EIsRApMBEbp/AFrBINa8efMaRb7AOqGSGL10xNLwH3/5c/7+H/+JW4c5tUqAavUcfLv5VvwmMPSw+11DnN2W4bPwlMe1tAyNavVHsLLeegy6ZS64cC9PeM4nkW8TMHoebOnnLeOkZbeIBxecuBewStCqZY1AW9BQsG0golUoUqhb0FGp1pGzZo3AGkPvNE3ROXGPUl2RS8Erh1cSmD7Ko3RoW0lrQ7wgGowHuwI2z9o960F5wbVGR+HJ0pR0OKZcTBmOxojWREnC1s42WnbJiwK8p65rqrqi9po0jTFKYcs8BJBGYwYJ2dYEk46QaECkE7QoJIogjjAmJs4SIuNQShBXU81n1MWc16/t4m3NvFFkWcZwmFHVS7IsJY5TUJqyrskmO6TZAOc9RkVhW3Qco0JVSaIkMFYciijJUJEh9g3ReMKyqpHZCcl4gq8LNI5ynnN4cI+t/X3mJ/dpfE1ew9czx1dTy1INcQiRlIiC2gviAkMkSROSLEO7JcXXH/Evf5rjGkvsYPQS9LX3/fS+n973P9AG9L7/Cc75JPIq+f6ReJr5MX/6p79HGc3WaMQ4jrHDjNKDdw7rHKICEIJATYxVEV9NLV/PHcMMrBji4YDd1/ZRZsDelauko4wGhUQDJErJxmFHXN2EFDlSN9TlAkQRJVHwQQTmdFVVmCSFSDMQocgLygaSKAJnqaoloNjdTVksQoqcvaHh9au71PmMqtxmMNxCJRHRYAcaRZ2X0FRAja9rYp2QxANisTTGY12J5Mu2SLPGJBkqSlguKyRKGGbjwCAVIcsGWCccHZ+QNgN8FJNXDbuTHZaLGfl8FoAg1TJmJdS8OP+8hVAnQUvLjlUQaVBKsK2B9rpNVaMcyqtQz0GBtwEJ8R0oJOH4bsBLBzIhAShRKqQxIcRHWgVYSflwDUaHHPeeAJBYB9r5dUoepULdghekm+el19VeVy+DrvZzqX4udRnmUr097e1pb097e/oq2tMnWmD6JhPybyrPjXnbFgTTOCLliVVYqbMuTNgbBFpGgbQK6YVuSIVUJe7Rk/rNPuoKjzkUFtWNLHRTcHVnxF/++lcs8znOJJRVRbksqZsGh2WQDZmMxyyWh11jqxQ4YdX/IUzlhyx7v2z25vdJRM4yfFfP3LPKW3peOrzPdxa2/d5kPAYR6qrCoimXJWWRY2Kobcn/+Otf8V//7h+5czzHmijwmH2Xz7UDgNbP9qLnvPlexxpQrIFLJ2ql79pbTAuMauUQramcUDvBSqgLIU9ArXgeqWq+LZDpZY+FzNDm6AVo/6qwrVurjiHjcM5Ta0XjgiVRIkTaoJQQuYamZZUgYR+rDw8RsRICljNnXf+vY+yIKNZbmxWi1Cpu8sEUognAtfYhHIKQT7gTa0NpSxfiESJR7E22GOzsM48TiqZmYDRxZEAZsskOox2hrmqWZYn3jhrBOY9rKrxJsXhyifCl5vS4IM00127sko5HWA/GCybSIA7nHQ6DmJjIC2iIqTFaSIYjqkWFeE+cJJjIIFrYu3KVZdWwkyQMx0NMHK8YXbZpiNLAyNBaI0oRSYJojTEGPJg0Q2vNMB2QDFK8s+Adi9kUM5izbHNISzLEKCiKkh0Fe3sHFHfvUtkG7wSlI1LpxqHgnaNeLnFlibKWoa/xSlAqbFt/0dL7/t7393JWet/f+/5nlThyIfUHhMLexZy60lgfilWbyKC7hUrv8Q5i5Yi1YW//GjvX30WPYTRIaBwMxxNEa4ZXrkEyZGs8Cc9IaUwUB500gV0ZGYP4FG8j8JZYKay1LcvWE5sB3ju01mRZRZpkVGVJGhvu3LlNlhm00izmC2JjSIYxRgsxDQMNkYlpJMVVFc43IA5jNE0dmMfpeMTp/JS793OWeUFdagqVYdMIhQSQycRMRkKER0mY1EZRhHOe2ekxcWRYiqawDVu7VxiNtyi0olksqF0AE1TrT3VbFFrOPHOFiGoZsrT2XUE3BlwLeOAQCTzdlUmXFmkhABy6jZMEaWO37mQerRRGPJECUZrYhYVbp8KYNcoTtexcUCElj2tT0bQs5vYqzsRaL1J6Xe119TLoaj+X6udSl2Eu1dvT3p729rS3p6+iPX3iHUzPMjn7Jt87fw3PcsymCAolDuMtN3cn/PoXH6BEODia8eXtu9w+OCSvbSjwFfCgdpU5bGv0rFdfnygvPQ7wWAxWwuZNI54ro5j/8he/RGOJ45gaRaQ9cRJTLQUtGmst2XAIB4fh3sLIW4FMF0EZYSH+6frkyUXOMXYvlpcJRD5OVulZWsbCt3Huh13GilDeFQ9sqdTZcIizFq013gtxEhPpwBaIVIzB8l/+4pf8r//H33GvDKwBLyHFksHSwaaPk+586+25fsX4EPFoDwpLFituXNnjjRvX2d8dYZ3nH377IV/fn4a8tl4h8nTcim8TDHpWIOplAk263dTb5ZxVrU2RlgWiFIgonIfKhu3j3TUbHXS48V0AdbbtEPi0wc8D0oLlBLRTvJyt7eGDM7ZtgOPbN9dpoMLv1bZx3wZrPrh3LwKuYT49JZ5ssbWzRRonlGVB0zTcPzxi2cD169e5un+V0WhMksScLBYc3j/k/sFdTuczjo+OWEynLMuc3f2rvP/BB+zsN+TLgihN8YQ+iOO47TtoakteFcyPj6mbhsFojD8uWvaQJzKGqvFEUUycpHhqsuGQwSBrg5Jg07Ux0NkJEbSJ0CbCmAitNXVdY30olBhFgVEiIjhn0fGAchaxTSgmuZgFlscOkEwr3rz1FSezU/JlQVlbRLVbyJVa2SbvXOh7D0Y9Ufbab01639/7/u5uet//+HP3vv9h5376Y76Pvl+MRrN+Yt6Ds2E/otIKUcG2OOcCuxdHEmmyNOXNN97gzXfeZW8SA6CMZjgeUdU1yXiLZLxLnMQopVs74ahrS0u+JY0irFY0TY1talxdIUqtfF5IgWHQShENslCw2kOcRERRQu0rjAlpabRSeNFkozF1U3N8fMxosIeNo1Vco8UHBmhd0zTBd1d1w9HpjD98+CFH9++RJhnDyYSd3T32Jin7V6+zv7fH1jCjLEvm8zknJyfcu32HxfQII45sOGRnd59lVVKVNfPpCbiGSMs6/YwE1uw6uNkEMEKH+NZCWwJLczNcWsVFvlvKlzMHyOpv6x/PP+f2R4vHaMErMKJWcZTWodC4EoX3gnNdoe9wrPPQOAf+zGW9UOl1tdfVy6Cr/Vyqn0tdirlUb097e0pvT3t7+urZ0yeuwfQsAMLj0uo87/M9osEWIArpSd58/SZ721sIju3dXd79wdscnkz5l3/9iC9ufUXtFJYASChhVXAZzm6/fPQ1BmCo+66hYWjgr3/97xkYQUcZ0nhs48iSmEbFYBvKfAYiRMaglMK70FYH8njvwPtzA7iDxDbO3l7byig+5cT6DPv1gnafpc0XLZvM7042r/hp9OwM4AortsmZY3xnRjfe9x1AqVbPLDj18Iw7ozEejhlPtsiyFHEVsVEkRrB1yX/69f/A//x//hOLBmrMxkr9o6/9/PORzoEQnLKIYLwjUo633niNn7z3Q/a2JyjlUbbCo3jz9ZvcPZoGxyFtDz7Hsfk8Uup8W+f7VsSvQTrxah2YEQomKoJuhFBJaIKmhfHfsnOa531J3RjxhO3ZPjBoHGEbdwdKwhqj9ev/gXik9ajL5YLbtz4nSROGwxHew/3DQ1Sc8u+uv8Z7P/0pw+GQyBiWyyXLxhLFMVobjDaoFhB1ztM0DU1jmc6mjLa2KIqC4VCvnJ5u2RtKG2KdkU52ODg64vbBfRoXwNvG2nCM0YwmY+IoRkSjlKIsS6xzK2eslFo5Va01WqvAYHEOYwxxe5wnMI+0Dn3XWI+OIsxwwvZwgvcelU5WEY4a5rz74x9xPJ/y0UcfQdXGwBeo4suB6R8uve/vff/5dp+lzRctve/vff+30cbzlIf1ZFdsWmvNG2+9ybvv/YgrN64zHmarvCJJNiCTAJboKMJavwJWrGvhkXayCyEljnO+9WkB6vLetwuc4XvL5RLd+sA0TYmMZmt7i/l0hiBYazHa0DjL7YP7vHF9n3SyQzzIqHSEWFkRC8Lk1lEUBWVZMp1OW3/e4FyIaZQIRmu0NkRRRJIkjCZj9pMrIX3oYsHx6Ql//MOXuGrJ/v4ewimLxZxyWeLLPOilghaZC/dKAIuQNaARlvxbVqanTUmz3pH4bSyQG7EgYOjsUABiIt3ypW1IeRoAL4/zLZvZu9bIPPdLembpdbXX1e+crvZzqX4udYnmUpvS29Penvb29Akuqbenl9qePtEOpkd9/k0H5zcBsJ70ex5Q3iHiEBFGWzvktUXhSYwijjVXdybs/fLn3L6xz//7h4+5e5ojSkJu1AcxnCe4hrUBM1gGUvMXH/yYN6/vM8+XLGtL3sDRdMHh8dcURUGkINa0ikw7mX/wGUh3U+ffvehxPWHXPndg7xLKk/dBt130nDxN97XnUe05T6dT7p9MGQwG7O1sszvJ8B5SJbx5fZ/f/Nk7/F+//RPer0t+X/zA1/dy9orDObu/SilwjivbGf/upz/kxs0b6MigI0NjLUXtcHjGk51gNFc1GOSJgZrnzWB+HoDUywaZGtc6aYHag0YwCOJ8y2wB3wZhOL8CA7sikl3wCJsgaqd6F9xby3jojEbnhFafEQIx5wKdx3nBeo91Hus9blXrY4UyrnDULmGXIGtHjsNVBfMy5/T4mMo6nBduvHmF4XiE8w6lFY2z1Lahbhrqul4Hp2qdUqxpamazKeP5hOl0itKGNB3gvcdaS13XwcHGISAf7l7hBoIMd/j8y9s0Rc3pdIp1jmyYMRqOzgTWzjpcOxbiOD4TcHdb9JVSGGOCY25fS5tX2TrabfcavEenw3a7skfFWWjfWkZxxI8/+CkHR4d8cesWZVnivAMf+r0LIDqmSCcv0x73vr/3/a+S9L6/9/3fppxfnA2TZh9SkPgwUdxcFA25z1Peevttfvz+TxntbIVc61qjtMLEoU5B0zStkZPAivUeCKxoY6QFdcIk1DmHdy7snqxrAOI4pml9sHOurTUnK184Go6wdUO+yFFKMx6PMYOIN1+/wfUrewx392mUpm4amqrEWou1Fucc1loWiznT6ZT5Ys5sNgvnFWDT5/mQ975uQjxgIovSCucdo/GYbDTi9heHLBZzYq3QKjA1hVC3oksPGmCHkOHfd2a0XRQNzFcJxwogoHxLAvAd/NTFOGuQzjs4M+AvsBFdSp3w06axFGmvEZyE5+Jbn9/hON6zigGcD+xf69vUqp4WjHvx0utqr6uXQVf7uVQ/l7oMc6nenvb2tLenvT19Fe3pIxeY/GpwhUe1qSbSnmRToc7qzpNN5jbbeNR7T3qOi25c2l/Kh+LIcZRR1RDHBhVlpIMBtipolgWv37zO7t4ev/+3T/nDR5/TdMbJe3y7pzLYBgnjTMB61zKOW4X2oSCfE0H5hthX/OSt6/zqZ+9xeDSncRqJEnAOa6FYVpyeTImU48bVfdI0DVtnCfnx5YyDWt3Rg3IOJDm/hfBxIhtHhnN2z8HRMbhX4/hipOslycXXIeGxrf4GcaHGxgaA9xAM8ZHnC+2u+1XOIJEXADzda+9XxfK0DmyRZVFwev8+NQpEYy2gIkQrqrpgOs/585+9x+HxCR9+dpelxJQSo3ybg1TaEaqCUdASivUF29o6BEIhQd9epxHPB++9xQc/eocsiTBJjEkH6HhAXhS4ZUVVWeIoQ7xGtSl6HtZRzwooPez9J33vUTZh02GtHdfq10uR3IL2gnahOKJWQiQQi+CVCvmEPYSQyYffIWnwBX2/4cT9OZ3b7AfWmt4FQKJCAUqtdVtEMQQ1zgcGROMc1ktwugItKYguQy9CAO09qzzEokDEAw2eUEBTCNt5t7a3GE7GOIHaWZx1wYm32+mttSG08x5nw+e0QRseiqJgb1+vWFkdS8oYEwpjiuCiAclkhysmofaKw9sHof6OhKBZKUXd1HgvxGkSthMbg2l/uq3GapVCQKN1hFKKKIpWbXjWJW8cIfAQEcSE7ymEODXYpsE7h1eOK9ev8cP3fswnn3zCR3mOdRbr1nBxyLUrbYjctr3h0F+09L6/9/2977/4fL3vP9/Xve9/nGza8q5Qrwe8dav7WAFMWqOV5uZrr/HDn7zHlevXiNJQBFiUQhuDlwCQmCRBmtCG8+2ytghagWiN1no14Y1atrOzFqXUyn92QE+SJLgWtKrqChGP0SFGEIHt7S2yQcbejStcuXGDJBvgogFO9MrPdpPSjkGttaEoihUAA6wmt7693u766rqitg26aQLIJDCcjJlsbXPPfAW2AR+KR2ta3W9Toawy4wj4jd2mXbIb1/aPEgm2XBRas5pA2xZQ0Q5EtYBC215bJzrIRT7Ps4rDNgdJB644H9i3AM4rmjZgci2QZB1U3lN7CeCJ89g2DnsZ0utqr6vw3dfVfi7Vz6Uuw1yqt6e9PYXennbS29NXx54+eoGpfV4b8/Gw8O4fVJTzq/Sb8rQM2Ycd/6h2Hn0tndEQsJ4yrxiYhDzPWdYR9RhiI0TxAC9C6i2/eO9N9nbG/D+//zdOFstQeE3AeUeXK7IbRCi3Wk31zqNCqWS8QErNO1fG/OYXHzA9OcWpjMFwTGkdxckR+XxOmReIV4yGQ/b39tGRJtIKRVBgTVifV+1ACbcnF/b1+fs/f8wjwQCRVa7+rnBagNg6MxAU4Qnxw++ErAGmFmjpQCa69xRe1szgh/VP16cX6WDnVLlQB8MWUiWsnKPyPuQ51Zr/n703a7bsuO78fisz93CGO9YIgCABkBRJSewOuW3Z6vBTtyNsP/g7+HM6/OJwuCW7w90dkuVuNSmBJFioKtRwx3POHjJz9UPm3ufcW7cmCGChhJ2Iwr33DHvIvXL91/rnGuqq5M6t21yuWk7PN7SbDevVBZu6ZP/OEVVd024uOD894y/++Z+yXq35/OklKyxRFaeBoDERTBrAKBqTUhubE5KjDBQMkcNlzb/405/y8d0jnDPYeoYtajovdM2G84tLYr/G2Ypm00FIUTFGhnmTF9bYy8jm3c+8zesvG9fn/6a/r4+4w54qvFP53fg0j1YEIzH33BCCgNWU2mpzFIlGJcYEjFYMdjSe0tpUTTVRYwY6RUYS7aankJ5TimywYnDWUjhH5SylFbwPdL2CRIIqPsR0fNGkB2RY+0kjWBksC0HEbs8xEqnZWCgK5osls9ksX7fig6ftOpq2pesSkPddjw9hSwiLoShKTE43FoHV6pKiKCmKgsVikUDVemxhUz3aasbMWJb7Ky6en2GdTQSqs3RdS997XFHl64CqqrC5JNkA9sM/Yy3WOIqyHFOUY3ogGLu932HEmHqjGJuUtAhgoKgqFPj0x5/xp7/8JSfPn/Ps+TN8SAnlAqMhwGisslW572BM2D9h/4T9aUzYP2H/NzZkZ55ke826E8VsreXW8S1++ctf8ulnn1HWNUVVMYhZcpYlRzmmTcXkAO4cO4bxWAOR0ncdxigxN/oeHMcx+hFY9z1D1KjvW2LhcM4ym80ojMXZVM5jtlxiixJcQfDgvSfkiM/VapXxvENgdJCLotiRFfAh0Gfs77qOtm1puw5XFBSmAGA2m7FYLnFFSdBAKomSe+MNz19ANZN1Ocp1WOMDuaXkKG9RsAYnBmMsRSE4Z5GgBAn4CDZokvfBnNIbOJSMLZrnPEUpp3MMnwvZXktRtzHjpyKamlaHqISgBK80qvSZYBoidaO+Y2GdZDXd7ySr30lZnXypyZd6H3ypcUz6NN3vpE8nfXptTPr0n6Y+/ca6370JkfGyyMS3IaDe9lp2hwoE4OnpCYcHH9CsN5RVhdtfUJclvm9SOU9X48Twix/c5ke3Fvw/f/Nr/u7Bc3pXstmsKYwiMWCJFC4RBUXhqFxqdre+XLFuNxiBTz+6zX/3Z/8Mp8rT5+dopbR9pKhn3L13h8X+AYv9Ay7PLljOCkrnUppe32dQkW3G0IsAACAASURBVBFAJN/bdh/x9aTIH2q8LVnwbZ37Xdz3LslywycQ0Z3PDd9RfN9RWItV4f7duyz3evYO9rhz+5jFrCT2LeerDaHbsGkvuH3riP/hL/5r/urf/TWfP3xKFJjXFfPlPgq0fU8fPE3T0ftAwKDG0gehms0pfMfPPrrFn//yJ8xnMxp1qC2TzKtSlxUxtPRNQ99uWO5VPDs9IciLuuRtSaO31QmvGu9S1v6xo40uE7cpoiZFiiidiThSBImzqWeHREVjMqwckdKm78Ro8FrQqKHD0GtPEAgiNxgmJqVr25RWbowmnWWEuYGlCdQug1JURDwBaFToc+fJgSA1WfOYTFp6SV1mjDXYaDGD+aeWGFPEEVYolwvKxTxFdECqLxsCbdvS9ymiSMVgXIm1BbYocV1qVNqEwGXTMGtbLs5OESL10RHWpOvQEAntmk0veGexAtaWzGYLqllBiIbFYoH3Pc3mEhGHm80BKKtUt9Y5R1lVyRjaiQix1uJseYVATWvXZAMlZZoM0RxWUrRXinoSjLOoGkIsQZTZbMFPf/4z/u7Xv+KrZ88QjQjpWdvsQEQx2SBLRtDgeHyXx4T9E/a/qzFh/4T978PQnfUM2Q0Wxg3PQM5W1EhQuPvRh/z05z9jNpuDlGBnFCaXrCA572PZkiz3xhhUFI2KiskRpjo6p6au8SERTCYEyBGRLl9TDIGyqujbLjm9jafxDVVZsr+/YLVSrLHMZguMLemD0qw39D6kc4aEydZANJHzzQUX5+c0bctl09CESIiCMxW2SFhvXImKAWPp+kjbtpRlOWKqc45yPqdYLginDQSIweKNAwnEKMSYSZmQqvIbNWOdfoWxXn9UASMUKjhAxOOMo3JQSMTGkDbxjRCcRb0nRkGsQYMSxqMNQ9JngV4FS0GrlrlaYjRECURVuuDxPiZE16EZO/gQCSGRJV0UQjSZZIJtruMffkyyOsnq+yCrky81+VLvgy816dNJn076dNKn30d9+tYbTAPZ8cLr1xy/N4kuhO3EvO6166+/XbRkEmBECKI8Pz/DlT+kLkvaZs2zx57HoacoHIvlgrKe44yh8qfszYV//ee/5O5vn/Kfv/yK8zNlc3nGrcMFd472uXPrmHm94MMP7nF+ekqMPRdnZ9R1Sbu5JHQtR7Xj8ZMTzk7Pac2GaCyrpqML0AfFFRUHy33KwuD7lv3FAcF32/I4sr0LEcl9Gm6enxfmIQvB13XMd0mU6//eN+JzJOjk65NRu9HMN8n8i79v67JuF08yKILvqKuS880ZZeGYY3j+/ClfPX5AYYXSwqIuMTFQxZ55Ybl354gfHtV8eu/HVLMlTdOxd3CAMQX7h4d8+fAx62bFk2fPeXJyzrPzFcf7B+wfHPCzj+7ypz+8zVwaOvX4YkkwFU2z5tnT07SDbgt801HXJa4seH5+Rsg1dwRNITRvMf4x5PObHPt1sj1M+XdFUvsQGSLpjaRIj5iNjqCKi0IIqffL8LqVlKosEZwV1ArRCl6gI/3zQ0bFdZnUXIs16w2bDQdnDaWzVIWhKhyIoTcpKiTESO8jnU+1g1P/mm10yQDq+QwYlVQTFh0zXFR1jN6pZjPqeob3PkX85Igt731KkfeemP/2IeB9ihSZzea0bYcPHmctVVXhnB2f+a4hOoxUrixS1zX7hwdcXlywWMy5vLxEgKpKqftlWVLVNT5HcsUYU1PFomA2m43r24i9Il8pWsQy6N8Y4xhhEkjG7hAlozGmZxk7jN8g3Zp7xwfcOjpK5QswySCQHP00RkNxZZ6+K3p2wv4J+yfsn7D/TceE/dvRd36LKUPZilEmsmMoGe+t5fbxEXePDpBujakKpDd4k5r7qpHcV8AkTLbbdW6NBQugxBiulLJQVcQUY9121dT/gJ1+CHVdp9IiIVKVJW3rUw35xZyua9nb26Oua1RT3fcQYjqngT74sUyOquJcxmxrU1Ro2zGbz2kuVnifoqi9T0TMUIrkuo3Q9z31bEY9m7F6HjGaIlMl31ZUzeVT0pzkO00NtFUJGncwNeEtKgQHqqmsSGFt7mMBXYy0QbE5OjyaVOLGDPbYDXjVS3K5DdALhGyjBcBHpQ3Qh1yWRWKKkNah3Mvwj0SWZZJpeL7vYkyyOsnq+yCrky81+VLvgy816dNJn076dNKn30d9+kYbTDc6gdf+vulEu997E1Jo14F/2fFe95kbr1dT7cEgKbXy0bMntF3HrKooUFabDRhYLJcsFkvKsiZ2oLHCB6WUwL/8408Im1OeqeXWDz/l9tEBZWGxxrDcv8WPPrrPk0I5PXnK3p09YvQ0puAybFhdnnJ+eQ7WEGLA9wHnLAfHh5T1gj5EQtNjiBwfHWILx7yu03rUNNuJqEiK/U3SJ7dz83on/+axG3H78n/fhfGmRMYuySSS0hDf5hwvm9NXz0dKO00c0+73YF7XVGXB8dEhT56dUTjLvft3Kayha1aszk/p+w5nAGs4vzxnORNKG1kuCuqZxeztocDh0QF37t7HBM/luXJvv6b7wT2enpzx7PSMW0clf/GLT2hXp/hoUVtRFhWmnOOsoe88zaYhdJ7lbIarhKbrePTsCdEIoimCIQ4XvzPeZB2+CcH0psTS27yfl8/1S35nQ0VTFIDs/EMImmVTIcZUVslrWuuFTQAajUOtAQLaK8FAj9Jqqtt7s84kAzAZwHNEAikV3JhU41ZzSvFg/PQh0saQIyfSsYbyTkPEiM1zagw4l4wsYxRkCzyurHGupCxLnHMjkO+mxXddl5uN+vz+FuTLMqUbV1WVv9fTNA3OFmihY0PRAUiNMRhrEa3Z29tLut8Y5vM5MUb29/dx5RyxQ1+ZtG5jNgyqqhrr2SYQdyOgQgLt1IBz6yxYa9N1aKqtLBpBIqHvaDYr4voS31xw8fwpXg2Hewtm9YzN5SXeh+Q45OenOhjOVxu/vqsxYf+E/RP2T9g/Yf8/bjRNe0VWjDHZuR7kCEKIGCPM6hmHyyXNyVd4iZjuDqFeYudLqtkCW1YETZGVKoITRgwa/nGtsMuAVUPGWoyRqqpGPN6V4bIsKazDl4bzs8B8PscYw3K5HEkmWxQJM3MfieG8A25vNg1dlxokV1XFYrGgLIvxfKpxbKLsvafLdkDbtjRNQ1mWhBAoiiLbDgWurAnNOjnKoqCpTEuMivdxxOigqUdFJJU1HdsZxICRiARLiJJ1QLKDBDC5FKSgKdrUSDo+WzvqurSrKp0kAsaSbDKMggO1jqiRIMlO6yMYST3Qht4Mg+Ov6I49mPRTssn+8GOS1UlW3wdZnXypyZd6H3ypSZ9O+nTSp5M+/T7q0zfaYLoSHTu8dtPnXvL+m/p31x3ObwMMosCmbXnw4AG//MlnuHlJVZU0Xc9ysWA2WxD7jhgCDTXOGGptcJtn/MtffMxf/+0Zn316H2Mtq9WKLx89opzt0XYNq/Ulq/U5bbNmtV5jclrc7x89pFdHINVOXM7nlLMFUlQ8fPwVJ6fnuCjcu32I6D5V4Tg83B93d4eFODSckzeY0W9i7rY7pd9tkmlonHh9XI/qFkkpxnEkmb65OXrVfFwh69gq1aPD9Kw3XU/TrHn89BRvlKPDfT64d4dZaek2K7pmTSDQ+sDvHz1ERXl+cUY8ec5iPqeq5xRVzX7X0HUNz7/6kg/v3eXu/pIPD2f8w+cr/tkff4zbPKPD0ZgZnhITAjYG5rMFoff4tqMuSxbzOV47fv3rf2DTtkRbYl8xVV+XQPq68vMq3aM3vnuVUHyXchsyEEqyaoAUGRMlNYBUESzJOOpjatpn8zUPNXENBmtS5EZK0U73d9NdJdBVLIyRKSbXzTUCRiNGbJq3GHMN4HRcL7JNCs99ZiSm8xhV7A64exRrU3QEElPfD0lREAeHR9T1bATDEfRCGMEqhjhGXQ2G6VCb2vc9bddxcXHBvtkD5hhrdyIpUkNI1RQZZZ0DlMI5FovFFaM6GchlTp3XEbQVcLlO9BChlSJOEnB778fXgPH33XUvgEaP0UDwDauzE5rVOc2zR4T1GQ8f/A5TH7A/q1EF36f79TvymExcdsD73W0uwYT9E/ZP2P+yMWH/hP1vOgYnLV1DwpS0nnXnMwl3UNif1Tz94u+JzTn60Q+x8wPqW/fxi30WB0eIq1P9+dyvYHBgh3PE3KR3IH+GXgi72CuSmnH7vsfkKMzgfar77sBJpK0qTG64vFgsckRmImWG5sfWWoLfYvfQGLzvE2a3uY69aoqcrKqKoCFfW2qarJoiSgebYLj2ZAvMODg85umjh0RjRyeXbDeEkPoZxMwmhZh0vUIuFwSQFKiRFF0cMslDTBG7MthCMPYgMKK5d1oqY5QimV98tsP5Qn621giFNYmkGhqgA15JvQBNRDH5OpQomigxVchRrokgezfYP8nqJKvvg6xOvtTkS70PvtSkTyd9OunTF8ekT//p69O3LpGnXK1EufOMx7Hrw5m3XCe75NILEYn6+nIvNxIHktR5lNTMTSz8p1/9ml988hmm61kUNQeLPZqm4fTyS8qqTIKogbqylGrYrDZYZ/iTn37Gar2m8ZGmaZAY6C/OefI41QtdP/IQhc0m0qtSFBYjgaAp1c6VNXcP7zBf7vP7h4+xfkMpPb11CDWhFfbv7nFwcAjGQYx5xz47ypkoSTe7+4hTXcQhjU3y+8M8vlGE6HDQne/oeOQdomZo+rWzy54O/26cdzNsV7PThAwQNeMCHu4/LZJtU7hR1q7A/c1jnENNEy+J1UhKbZzf7YJm5yXNLMg4T8ayf3DI/mKPi+cNojXBRko81m8Iq1N+8OE91hfKwy9P6LoGLymNNKUVBwqj1LWwbj335guePH5Ef3mBhECzvkSip8wyK75l4yPl4gDEctn61Giw9XRth3GOe0e38G1PXPf4Av7uV79GLWnNiNtp5PeKuXnFa68io96W8IvX53b75wvj3VL0V8cYpSIJRCSHjKRgjGRo2ZSfTIghAb5N6b+lQG3Bk9KSLYJo+pfW6bBSd+daR2M2/dyJECEToKMiSUIaEaIIQVLmhyGlGm9vIn3Sa65zqzmKJyrGpPVYGIuYVEt407R4H0ZDFxjXpe/71ESx7xKohwSYYoS9vT1EDD4EmqZhXlcYk4zhwaCOMW6/IxGL0HuPkCI+2rYFoCiKDMAp5VisxYiM1yTGjCAuIuNxJachF0Uy5nfLDgz3MRgjohGnntg39JdnaHNGc/KE80e/Y/X8EZuzE8yipVrcH2tpD87H+LxeWCPfDSIfJuyfsH/C/gn7XzE3r3htwv7d+RuQeCuD258gGEorbE6eEFfPeNI3zI/vgTVUVuktlIsDXFHnBtVmS1DlMTiAA7EEmbQJYZyoAdeS85lIDo0R0dSTAUmNtofvQ2o8TMZYjQn7rkcxG2MyRifsbJomk1qG5d4eTy5W+OizIx/p+0RC+b4fjwEpMts5RwiBzaZNusg5NMZUVsaniNrUFDsRQDLMtXJFIKIkMsdm22ag+IRUNkRku/k7RDLLNdsJXizTqvlEkgkkm22zygjOggZoREEjMeTrNIDEsal33EpD6h2R5fod9PnOY5LVSVa/+7I6+VKTL/V++FKTPp306aRPJ336/dOnr9xgepnj9zrh1+Fadp2/NyA5bvrs9UjU3devL/iXnkev/qIKl5sNZ5crPjm+zXqzYV4tOdzbI8ZI51tCbFhUFaV4YtcSrCXEwHq9Yr1u6KNycXFJVRZYlKquObx3l0dfPWF18pyynPHsyXP29/coCkFjoCwL5rMS9S1PHz9kVpZ88vFHqBguWk+4ACOWoJHfPXiEDzfMzc5vOiq/7d/jDd7Ite2QJC+Z76G9nJht1O3QOC01ftvujo50o1yhVv7gw+7Kxa7cZfAVSAAqkj8gqKRNeo16hUhLH702eTfIWXoh/2/cJb5GqnBtEewMH+CLB4/48cc/wIqlKgp++tmP2KscRiNdu0kyUjiWs5K1evquJxpH38P5+ZoP79xKjeIODrh9/wNOHz3GoFRlwcXFBaB4IwiR5WKJsZbCWaqyoKodqzZiTUW5f4Qxhq7rONtsWCxmPHn2lMvNBnXFzmPNd/iax/y66OWbXv9akcUDwXQVX147vo3siDcemQEelmjMczpErRh0NJZiCNleGoy89IYRkyIwSCCfDjh+4urjke2rktfpsJ6TYZWsq3Q9Wx2i7M5lNsh0ax4LpKZ/kL5PinAZyVskEamHhxzs7yPA5eUlZVkypCE3TUPbNaOR2XUtXdemZ2oMm03DkTFEn2o9W+swOYopNQQVrLMZbwSR9LsPAfU9Ra5/G0OPiKGezYi5OSWS9IHvexTFuILYdRhjk8FhUy1baxnTklNN25SJksocGIaUaSPpuH274fzZV6xPn9Gvzzn56hFmfUl3cY52DcUebPqeptkg2YjYTTW+OvvvTk4n7J+wf8J+JuyfsP8bGjedd7v5O6wrVaVtNgTfUwg0XUN7cUZRLXjy+y/wXU8xv2R+2LB/6y5lPccYQXJJERGT1q8RYiaABuwKIRBCDyg+bKOIVZXoe0LvEzZmsgmgntV0TYNqxLoS6xxd3yOOdC6x27sT8MHTdW2yZTJmWzFEH7DG0Gya5NwH6NqE972v6fuOrmtompKu68Zm30N9+v2DfS4ODjk7fYbGVCZHJNkcSmaIcsTyC4SDbP/YRdXB/lK2tlAimmRsGr3Fsh0DazhufoawQ1Cxtc+Qq2eLMRBisueU3D8if9kAOpAxeuUE72BMsjrJ6nsgq5MvNflS74EvNenTSZ9O+nTSp99HffpWG0w3RRW/7P3RuecFTuOF8a2XrZBx7aQdVYWA5fHzE/75Tz/lo/l9vnr0FV89fIotSkJsuH285M7RPk485883dEbRkA5mjKFvNlRVxZ0794hS4qqa47sfcvfDE3719BmL+ZKjo4j3Pc5VKerUOVDl5NlT1BQsD8r0uwg+BubumHW75suvOn774CFpH/fFmPEXFupbz4dgdpeojNOE0WGxbyOXE7mU0j+NIaUf7nxnOMi7oZgY0yF150Ff4xW5sj2fwXxQPANRode+Auw0D/x642XPSjH89sFDvvzqK/qmp7CR9flzvLGIKgd7Cy5XK5qYGtAXzuF7j3OOrus5OjpiPl/Q+o67H/6Q47sfcnlyznwxYzn/gCdPHtN3HdV8Nj5gY5SqsOwf7ePVEp+e8vT5M6ypCX3H4dEBP/2jT7lcX/L4178iYNN06g5d9gd4yK8lgWT43Ku/9zp99S6GaoRswmhQoqQ1peJBU/pvakiZgNEoOdLF4MUSpMhi7MFqCtEQ0DgQnQP1nP5O0TtJ5iXXGR6zILKBFTF4ICB4AhEFVSTmlGnSNatcI5N3jK/hSFaE0rhknBhLXdcsFjOKwuK95+LigpCjPpqmoWvXdN2Gtk9/hxhBDPP9fap6RukqnNgcCSN0vafvA9YWiAElosYg1qXawCGBtxiB0KEaaNeXzJd7iDH4vsOIT7rcWPq+pwgl4hQxlqIQxKVmqts041SHNhkRZpzLRMKn/yLg2452taJdrTAxQh+obMHlZcPl+ZoQOlwfOF+dEoO/IhfbSP7vgkM0Yf+E/RP2T9g/Yf+3M159rSH0nJ+dMS8Cm01H3wlF3bDcuw19wMSYcKZeUbgCWziMFcQOzrbJjroZo4sTIZR+xhjRCMFH+kwsqe/o+w5DhBiSk65QuRIjynp1yWzvEIzB2RIVS+89xhapt4PxKDFjMvR9oOt9InAwOHGUtqSqZ0SF7vkzQow0zYZyVlF2BW3raJqS8/Nzuq7D2mQzFIVluZhRz2rOzyxGIk6UTpK1kmweZVzMo3mzLZoouQSOJKEmongiAYfHsC3+k9fLQHTkiN0o5AzR9P5ABI3xzSbZYmqVaISIQwW8QCQSNaI5YjkRSUrU3SbshhRIruM5VV/U/3/4McnqJKvfTVmdfKnJl3offKmrY9Knkz6d9ClM+vT7oE/feIPp6xBBaTF9+37pG5XZGGoyIiiWKMLJekWwkfXmgubynNX5CW5W8dknH3H/zh6FFbqmIVXu3NY6nM/nXKw3lGVJ3/eY0oErmR/e4fD2h7ji7zAi3L//AScnzyjLAucsrrAU1lKVJRFDs16DRrquQ1U5uTwhoiz9Mu1kkvkBzemcMjyTV8/oy6LAr3wmvbvze/ppR3opvW1Ecl1SzfUxUxO8kZiScWWn770DpsnZxBANKatJB+lwC+Qc1tQsTpKCiyMJajJE7c7TCE0vPeeQrvgm62KIuB8UoGRCK8bA87MTLp9eppTIsiWKUBUlzXrNYlZhKFI0CjDDYK1DxHB8dAvfNLhyzuHtD5kd3oaiQIn0fU9ZlnRdy3w+R0hN6dJ3A1Y8s9mM+qM7VGXFP3z+Jb5pqQthvZnhDTxfr4iSqqOafM1bpunl41snjEk65eumEL9romngOZUcFaLZDJOwJQPzawk0FWJ6ClYDVg1RzBjxsZvCncZgBClXXn7VNWkqLzVEK+xGLXy9aVasdbnB5zLXoE3RVEPK7m4jxQTmLd73xJBqRruioChL2q5jQVq3fd+zMAv6vsc5h4hg80/vPaVLUSR930P0FJKONTQUNaWnKAs0Rtq+RzCUVUk9myPWgZgxXTlFcBSIpKwN59zO3W0NRXQnriZ0mNAyc0LoI0F71ufPOTs/wfuepm2ZKfQ+1Y4e1srL8OsPsJReOibsn7B/wv6bx4T9L5+Xb3u8r9j/uqnZxYIQld4HglOapqWuDWfnJ5jFnP39BZWJWCeY0EJogTo9mqgjsTLI51A6JzUothkre4qiGKMf0YiGhG9du0m9EooCawwhJOzsvWfPpfr0fejAOIx1oOQSIGYkhfyAt8ak/guS1lzb9xRlSe/9WP7G+56ubWmKYiwbUlUVZVkCjOVGhj4QVV2hm4iG/u2fQf553c4Z7J/XDr0uQ9tFsWuLCanUjtGI1bBD3KX6/6Jhx2FPz02VMarZZNvvXYnrJKuTrL4Psjr5UpMv9T74UpM+nfTppE9h0qffP336Rj2Yvrbj+A0skrctmXPzZSSCQRSMGiJCMJbPHzyi8UphHb5Lkcuf/eInHCxKmvPnrH1Hs74ghA7rDKUWYAQfkrJompaqqjGirNoWdRU//tmf8OQ3n3P65HHazY6Ruq5ZLuf0vufZV48Aw2yxREjN4ArnOF81nJ6e4AqHmUXuHe8T21NWrd95yFe9/Dcik3bIkCvlS9CxjcIuyTRELQ/HNCSSyZrhn8npuAKDMhlYE5F3AuTOpl3cgdHUIdogR6wLJtVaVZPTVPPrWRPmPfBxZsefwpZwe8PxcjmUEfxBWdYF9473Wa/POV+v8b3n6LBkb1Fjc2mbGCKr1SUQuXX3PoUruLxc0zQtYgxVNePe3fv8+Gd/glrDqu1AlBg9TdPgrME6i7OG0jmsE4JvuTw7oe57nCv50cd3ODw+4O//46/xXQNiabzn8wePCCbV6DU5PEBFx13xrzMH3ygB9Xqu9aXX8C6JJk1xDWk9WjOCgLlhnY7kp2jqxxIT6CNgBWyuVWtyMnNKs9bxPodjDHCfxkh1bq9JU+PGGHdAfOe93cc2ANbA1w4mhMjwd9YbItR1zfHxEfv7+9nIVZqmIcbIer1mvV6P0SJ936coDJuMRx8D1aymKIuUmu97liO4OmazGc45TH6eIQRC1lGQ/hYNqZaztYQQUl1oY4liqGyBKypcWVGUJSIWu1OHd/g5zGP6fgL0qBGNKfrG5ptuu46+2RB9S+w3NKsLmvUF/WaFKYRqXmJLg3WO0/MLQtwxlPIzv2J4fkfGhP0T9k/Y/2Zjwv4J+99upBuRnTUHEIJyenbBx4s9FnupubYUQr9Z0awuMK5g5gqir+ibDVLOqGfJmQ2DAy5Xo5gBjEk2QlmWhJA2sVOTbo86Cxlbfd+SauEnuQ0hleWw1uJ7TxCLNQkfQwy54Tejs1vXNX3fJ71jDL3vsYWjKAuqWc355UW6Hps2Tfu+p2kaqqpiXRTJiXdubDDuvWd/f5++bXj+7Clt06SIYrZ2RxpZOlVHouTKbOtWi452TtQr0ck7R+GqdtQdW+o6HqXyMUbMuAmfmlSnSFtiZNzkZkcn79haMRmBiMg2Yvo7ZQtMsjrJ6ndLVidfavKl3idf6uqY9OmkTyd9OunTf9r69JUbTMZc9+KunmAbmflmp77i3MnuL3r9xZee8/p53sTPTC57njAFyfX5N53nP/3qc/785z9jbzmnrITl0tF3K/p2Td+3iGhO3zMoSRAslsViyenZWdplnNcc3L2Lq+bszeZ89tOf8zcX5/ShRxBCn1Ljbt06ZnNxTts2xOARU9C3HZ0qUSymKHClRTTwow/vUtkZv/79AzZtnxfd1/OsByJo93kNTdSuz6XkX4aIZBFyaRzB5UVi7JAmmRvkmV2S6Q/PMg270CPJlKMCkmLLSnMgncz2mlNsuF5RcbCdl7SkZPx9ePXtOYqt4hRJDd4++cEH3L+7x7q9xJWOiCGIpet78J5qVhJDjzVQVXPu37vH+dk5oU+yYIylLAp+/NOfcXj7LhfrNXfu3uVs/ZQmdERVFss9rC0Y+j+aoUavRLpmBYWn7yuWyxn7ezP6ThEM/+lXn7PpPCMgDvMKOymsrx43rdOroPnytb77/92vvE62XtRH1/XVmx3nWx0Z7XTnQgOKqhnpO83p0oEE0i5AFyBoysAwkktWSYqWSSEe8HLdcJWY3tUHwyWN0z0YqfqSZ3XlZcnEdDreYBQOcjPUtPXes1gsxiaeq9WK8/NzNpsNXdeNx7I2pS0LyThFhLKumC8XzJcLyirVZu77ns1mkxogiuAqR1kUSUdZQ0BTWnzMhm+RU7c1ompxZY3kerWuLCmrerzmobnoYBh4HzBGx6iUcT4kH2/QMar03rNZb/C9H3XS/sE+MTYEeow1GOc4u7ik7a6mIQ/PZhfY3yUZHnN02QAAIABJREFUOmH/hP0T9k/YP2H/Nz+ubPbecD1t5zm/WGGKI8qqTM1+ZxX7B/sMEb1d3xPXG0w1x+1gdiKYtnUsd53QGCPWbjHO+4RBKdJ5G+1orEVjwHdtMkYAVxRjjXeXI5itcxAipRi6vh+jlwenPMZIWZXMFwuCRtbNhtV6jRhDXdco6V6Gh9N1HZvNBkjrerlcEmOkKApWqxWqSlmU+Z7SfcSY+hkMdk26hR35uVHUrpEVO0EKWyIlz9244F+x8PPcm0zMJdtMULUE9XTZftuENMt25zyqWz0FOXp5VMSTrE6yOsnqS8fkS02+1HvgS+2OSZ9O+nTSp7tj0qf/lPXpKzeYtg2UX7afqld+VV5UnoMDP1zQsLCvl7nYdRBvPMsNCsO8BWYYzU2vyLvLCkT49YOH/NG9PZZVxNY12ne0qxOMixCUzbqj7+GyCbTdGudqjJ2hpmXv8JDD430uLtbcOT7GFQXMZhx/9hk/Ky2Pf/cFp0+fMBfhw+NbFMslZ3c+ouueUxWGp887Wh9oCTg35+jQEboOCcrm8gzv16imEj1DpLAM9X5uIPyuP3QRyaxaRESxmHGeRa9RK3khiygqhpjJCGt6SmuoTEllJNUr1ZDqcZJqiwoGlbRf/bZRv9/EsEiejYjEiMahfZ/BJn4Eb4RWobU9USM+GqIaJIIQIfef2FWGSUFleVUlSEyklJEXBZibDYbd55Xej6h6fH/J5jImwHXKYl6hQBM2KJYDgVt3lrT9nLI85ujgiKV1rJ8+o7OOOx9/yr0ffszRxz+Ceobreu4cH/P079YcHu+zaVtUSrA1fdiw6TZUcQ4OonbM5zXiIu3qhFosZV1gpeH05Ev+/ssvkUieu7Tw5IrsvdmIN4mCvBpq9Bqoj837doyA9JOsSHcAKpOe+TQ3Dnnlu9/+UGGsyUsKz8g/tsZNwtBUJ3gg+Cqn9NEScThCBiyLs+n3EEj1bF8xrkehDGOIdBpAdjdK5MZjMKqLDHwmRx5ZnLNobio6m81HvWRzpEbXdVxeXo4APqT8xpBqP4cQOD46ZnZ0SFVXzOZzZvM5RVnSNC3B+wT0+bjeB1yV5suIZaCGVSHkWrJlWdD7lPosTjBFCVERm1ONjU2NOfMa7bPBnOpX2/Heh5R9I6l/C7qdB2ctRVUzW+6zDp622TBb7CFAuTnh7LKjLCp8iDx6+BUx6g6+Xp3f78KYsH/C/gn7J+yfsP+bGTcRS9evZCSEovLw0WP8Lz7EFQWdbzmoC+r5kmqxh1ehKipmy32Kqs5Nf7MjLQJixgzF3dIfW6fUjFHCiWASokacK+i7jhCTE997j/oOkzMtQROmSvodUuSu14SzQySoSMreXK1W9D5QVCWzMGM2m7Gu1xzfvsXGWp6fPMc6l7A/kwCDU18UBUVRUJbl6BCLCLP5LEWACjjrkh2FATya7Zddwukm9BpkTVV3bJ8Xn4WMPM+Lx9h9nkYZCQRnTc5ChICjjz0br1z2kcsulZpxgy7esfWMDPKbSR70a5eC/MeOSVYnWX0fZHXypSZf6n3wpSZ9OunTSZ9O+vT7qE9fncG0c8DXbVjp4PVduaItyZSOsXUgY/5VhC0xccP1j1+5/t7O9bzuxlXHZDmGB6wxNV87ffKQ1dkhi2WFLeHs2SNqF4kx0Kw3NOuGTdtzenZJWViOD/fxnVI7y3rjuXfrDrZsqGYpnbWqKmbLJXc++IDlfM7lyVOePfgSqQ+gmHPv/idcrPe43Kyg6iiqE2J3ipWQsimLgpPzSzofOD1fpUZ8DDucmUgSXvtAroJapn8yCN3wpMbPSZZMkZTqWFqhssLcRCqjWImpaVgmmBTQEBk5K3k7IuKbGC5E0tZ6RHQgmBQRj8NgDARVrEYSoApBU9M6Mg9nRW7caNf8eiSVi1GBoVn49XHjrm5e5eMzROh7z9OzS7wqpbMc7C0xGtN1SqAo99DqiFCWHB4s2JvfgqJGasvaWz745If8+Oc/Z3awz2yxpKoq+sJRzuYc3rrHrb2ah797SD2fUVuHm+3z5Mma0/U5aGRWFRgihU2K6ezZI6x6fH/B6rLl5MkjQq6tK8aMa3S447dSNDetaW6cvnFNK9sUTbtzkF0AMtuLuXIAeSn87H783RmeKbI+pUWnDOpUoziltw/NIAf9KBgUsUodlX1Na8+I4kSorKW0lqJI3zea1t5upIfN0TWCwPA+Bq/QR6UPKYKmC5E+aja2DEJaS+nTMkavD7oEknFljMGJobQpdd6oAVtQz2YY66hm82RwrtdoNjwvLi7o+54uG7QhRMTYdL1lyenlJcVyyeJ4SVmUzGcLrDF430O+m6jQhcC8rtP1SopOQQWNQtf1SR+gGOuI3QarqdmjxoAt7GhAhuCJIjjrxkgsyI0TrU0RKyY9p2G3wwDGOFQjiEVMQTFb4iNYH3ER1Founz6hazo2bWBxeMSTdeBktUop6LnXznX5GMhufYcO0oT9E/ZP2D9h/4T938wwO2tjvIyXXK5Yw8nlios2cHt5xNnjB8yajotNw+LOh0i9h10cYud7FLM9xBQJgyRhccyb6Zr1HUYQa7CSICcETwhhrOnuQ89QAkMkZS2GPvUNUE3OvbEVAcWHCLGntuVoTyTsjUhR0HVdavxNIn9UA8465vMlZXnBYr7k4vyS08tLbFlCduJDiHRdnwgaES4vLxERFosFYlK5n2o2w9iC+XxJs9lADBQGjAVCRCVsSwKR+wjkOU02VS7zmDfEYwQfk+2DCCEoXVT8eP0RdGg1HbFpIcM1MkQMFIVQWktlLYWkvnVRoVNlHZWVVzYeYj6uGfVyIg5SaZ1sV8iW5HoXY5LVSVbfB1mdfKnJl3o/fKlJn076dNKnMOnT75s+ffUG09atzDUkX/3pwXnTwavmqg847Oypjh8dd52H37/OeNvvjSlzxnDncI/7xwtKv0b7C4yrMWJpNg3NZkPbeRTL/uFxIhcomS8KHj58SGkL9pdHlLf3WB4cEWPa1T84usXZ2QnBOo4/+oTLBjYy4+Jkw4PfPOD52WOa0KOxoBSPE8UZcLMZTRD8quW06bH1krqLrNZNmrBh93ZQdq+Zk0FRWRK5lJTYkDqYBXLnWWRYyPX2oRChNMLMCHOjVCZiVIhEuhhJCZ+GqDnNUyJbtf6HG4X3SAaElKoKEDEaKMRgMESTFJoiBGPwmahT0TwXO5g/zslAV23/RiGkR3FFduE1cpgPIkA9q7H1ktMmcLxfU9Qzaqv4do1EpW09X3x1xu+f9tS24Phgw0effMTebEZ160OOP/oRwVoCwsHRrVxvV9k7OObDT/+IurmgtAXNesP8wx/Q9T31/IiZKKqBtuuxolQW5rMa6QP0DbXpuHe84M7hkq8uAgl735BM2xlvQkK96hi772VMvxLhcMU+2yWpRzrwFdf2jgimYVRFkSIYFHofkiEYU3R80GQYpbwFxrq2PkaCpn9RA5JLVpViKMVQGYvaOK48kS2YRwVj0poYItKjJtK1D0orARsiPgO4qOCMoTC5FnDUDOZboi+daAtmNusVg0AEcZaDwyPmi2VqelgUrNdrfN+zWq1YrVbjfDRNmwzTmBotHt86ou972k1Ls2k4PDjEiqGuahrV3CA0J5UbSx8CNB2iUMxqXOEonCX4novLNVWuByYmGXeDET3Ww40BK6BRaP3WSBVJDVENKesFINqYGyoqJkciqQrGOIwFVylFVKTpqPaUTd9SVDMODm+DKQm25tHzJ6zblqjxBU15Zd3Iu9wGnbB/wv4J+yfsn7D/mxrmpnl5yeVEjazblkfPzzn64R2O73zIwf4+Us1QW1LvHUA5o5wtcFWFMQXGOCDPUV6nAN73qQZ8jmSOPjmoqkrbtjlKE5CEhaBYI6gZ9HfO2hMhRmh9z95ywWw2Q8XQdZ6+62nbjj4GxFiU3LvBOWLUhN1Ng8HQbBrapmX/4JCicJydnRFjpG07UJjPUw+HwZGOMeJyU/K+98wXCw4Oj2ibDo0Bk9epFcl209bRlkxkANhMRogRCmNwxiAqhJgaG2tMRIgPyTYagyCyTnFGME4wYl/ArIihMma0x6xJ5ShjCKPd5mPEByWKoiZHPudjW0kOu+Qed4WzWHnJRuwfYEyyOsnq+yCrky81+VLvhS816dNJn076NM3ppE+/V/r0zTKYtl72S8duFPMuiTQQS+PndKiBefX9byud9cbSMfl1I8L9u7c5OlyyZ0suNj3GCm3bs2562l7BpofQB2h66JxQzWuqg0MKYymXx+zd/wFSL1gHT9f3zBdLqnrB73/3gFYtB/d/wH/+4gF/+X//Jc+erbGy4mjuiC3c/+A+d+/vc+f2PaSo2QShdwvO2i+JfUdVVTRtj3o/EkxDxMH1MQjglfsddjSz0k1RzJJ35xVkqMM6TlhSrEABVAglUEv6iUa8RtwQKaFpX96KJaqkXdM/8LDB591rBQ2J7pS0I2wFXGLVEBF6lIr0MzKQY7slofI8Dvyb5JRV1ZF0TXvn2zHUxLwyj+Ob+RiSPmdtinSPGGxVc/veh9y+tc/MKto3PHn6mLNHZzx6+BhTwck6EHTO7b+d8xf/7b/kzv0f0Krl2fMzfnz7HrPFkvWmow+eeb3gzg8+pX30e+r94wT68z26dYNdzqgLobDK5elTmr7DNT3OWIrCYucFe7M5F6Hk/p07/P+/PwdeTqJ92+t1+3M717tE08uuRfQNSM53aG3WzuQIkWTs9D7QR6GPMUW+GMHlSBEEJAqFzYaRJMMkksk3hVINM5IR5KzfpvXmVOAOIYpNdLDkckdRiZKimTyJO48YRJVCocRQmWSsBu0zdbc7x1vyb3xt0KsodVlx69YtlssFEWjbNhmSTcN6vR6bgMaYjjpggvcpuurjjz+m6zzzeUpjDjGB597eHmVZEFXp+p4ypvJhaoSgkc735PK4uKqk7GscHpX0+RRdkqOZRLCFG8+fond03IAY5Mzk5oqjQRljikjL925yhJW1FiHVyF0eHNKvLM35GYvDW8TK4m3NRRv5/Iv/kNKvxb2W8Py6my7fxJiwf8L+Cfsn7N+9z2FM2P+PG6+bPyOpJ8Hnv3vAL37yCYvlHvO9BWZ2iBQV1XyPYrGXGv/meu0Dbo1DE1k1nK8oikQ0se1BMJQdGfUw4ApH6OKIk4pgrKOoanAFpRS4qsTHFOHc+Z6gEc19zWKMqZcYwt7eHl3XJ9IiY/VsPufevXuUpePBgwd47688U+/9WO5jvV5jjKHS5OArsFwuISpnJ6ds+jZvmO/IANk2uTbXKQRCsMZRGkOJUKgieR4SUQI+pMhdiamU6tC8W63BmEhJas6crjHpCx8cBYZSTbaNkm6xJP1TGENhLIVR1Bgw2whmK5qIJWPSP2dzD4Nhs/zdjklWJ1n9rsrq5EtNvtT74EvtjkmfTvp00qeTPv2+6NNX92AamaLXHyiVExmZpe3rO5/ZphbqCxf4TRNNLzqrL56v7z1f/P4B4b/6CCmUel6j0bLZXOIpcLMZQWoarfji0WN+8+gZXbfhzq0l//xPfsb+fA+3dwuplkTjmNcLANabFiOOxw+f8vzkjLqu+at/+1fcuXfASXCE81N+eFywMAs+/sXP+dEv/xl1WXB6fsmvPv8dl5crQvD0XQdhCxQpZXWYuxcf8E0PfXdGh53cUfEayQozR5dHzfRSWuxODKVJkczW7JBTWYkP7dM1vw5y02V9+yPXgc1Fe3KiYhoyAo5gjaFUoTeKE6Un5t3j3MQup+jGONSuBUQy0SGEfHO7c7o75zeRfENkSUr/TUZADKnmZmEMF5cr7t0+5qMffczh/pKm6/ntX/81X9gVl37F002HObjPrbsL/vLf/iX/+l/9jzw7PaPZdPz05wXrpgWE+XxBbFaYaonbu8VHf/THnK8v+Df/33/kybNLqnLOJ/eP+cGH97CzQ5w2eDytj+zP50jlEPH4Lq0J3/eo2Bfu6foa/abX7O6/fIIr5NKoXG8475bm/u6O2lnQFCUSFAojdCFifcCLZqCRFIMUwNhIXQilNSn9WhWGclkxp1vn4xQWrJUMLOCNQhS8bsF7TDbJRL9qzD1UsjFqwMV0PFXBYnLUypacv2mJj88lG4jn5+dUsxoVoW1bUE1px7nmclEUNE0DIqk+83pNCIGTkxOOj485vn2X41vH7C33OL51zHw2x1nDxflZihCKaQ0hQlkmg834VHO3cJaiLNjbP0BCS7e+xJU1xhWomLHes0Nw5UC+kxqZ5trUQzNFsQkiB2DfHYOMjga+GlxRpnXjA/ODY1Qja99T7M/46u9/xxcPn5CQMr5y7bxrh2jC/gn7J+yfsP/K3UzY/42NV82dyduYv3v0hK/OG44++yHqDNXeEfP9Y2w1p6xqnNvi1fWNt/FYO+8553KFRxnruKd/gagB1YjvenyuP2+swxpD9BZXlJTzJWqr1DshQh8Cvff0waefXZMiPkOKhg4hcnh0hA8RWxYgQr2Y8/zZc549/YqTk5Pxumaz2fjsi6Kg71P0ddu26b4k6SvJtkXasE019W+Sy0FOtiRTzrk0QmEkkz/b94cNc9QwRkCo5j5t6fPOGCqjOGtG5z0EEJVUkkWATNyhKbq0kGS71aUjBCViwJLL4aQNfWeE0lnKoY+DpMjm74pAT7I6yep3UVYnX2rypd4HX+r6mPTppE8nfTrp0++DPn3lBhOvOMlNn726l7z9Le0yZsWaX9heZCrlkv7UncO97tya/xv+unIx6Zhxx2Edf6aLSruCYIqSoMqma6BYcrluuFh5ggEpDE0H//7f/Qd+8+U/ML/7Mz7/8jn1F58T+xP+p//5f6FbHFDN9imLClNVhKg8Pz3li99/ycOHj7l16y5nF6ecPX/CrQM4Klukjnx0a5/YOX76859z/8c/5/Gjh5yun/Pg8VM2TZuaeYXAYlbT9D2b3qOadtrReKP+GWd065+Pjrfkv8m742INhTVUhcPkGo4hxFTzMeYyOYbU5NslJWIQoqR6mk5lnH8h7XqnyInXPLZvYZhUhjKXAhooo/SMx/JANr1aSaRXpTCBLqZmeolsc1hrMCLEqLS90IecPptJqy1htY2WALYN+W5YeGmGDDYDZVEWVLOaVdNB37NpWr58/JS79+5xcGvBDz++T9l3nH3xNxyWhi+eX6LlGvrA2fMnrNdr9vYO+fLhI774/QNMPef48Ih6NicaS+hb1ouWer/m//g3/xt/+bcPaPSATz+s+e1f/V98+tGP+bM//QmLItL7wMUKcA3LZcGma4jMMUVJyjzVlG49rBlJDeSGtSkmg83uuh3vefjrzXfCd7D9Csk0nPu64bA7y9vzfbdHJaSohqB4zSWaBKIxmBwBktKRBcnRLqUxyTDKxlGSPaXXSBsCLTmFOSTDxpgE0N6Dz2CdImIUyYCe5jWX0hroWU0p3CppXahJK9yojBENUQcykLGR+xDF75zj1u3b3L73ASqwWq0oqmoExhgj3vsxGsR7z2K+pM1G7d7eHs45uq7HlQUHh4csFgtm8zn1bEbXNFRVRYghN25MERwYg3GOoiopypK6KjBG6LsO3waMtVjnEOcgpw8bY7G5Nm9Rljn93YyRXSGk76Ga09e3qd0DKT+MwYhPyeQC4nDljGK+xzxGnLWYNvCbR/+e83Wb5jzrg+vH2B3fJIH71mPC/gn7J+yfsH/C/m9kvEqnXdf9RhUV4XzV8puHz/izf/HnLCtLuTigmO/hyhkqLuvWFIm7e4wBo2LYzl2MEY1Dv4GQPzM4q6m8Sd91qLXpnwasdWxrxVvEFhRVTVGWxKjQ9gSgV0VCxFqHc6msTfAeW1iiKtV8hgrseY9xlvOLC/qu4/DwEO89bdtiraUqS9brS5qmGXE4xphsB9VUPqdt2dvbY3+5x9PHD3n29Cl931+bv0HnbTcjhVQSU43u2DfDnCX7ZsQoEj6nSqK5I0MELwlDAokQibl0S6cpGrkNuYdD/k4iphKplaKUI5GU0WhEx/It1gilQCGKI/UwsDbbCO9gTLI6yer7IKuTLzX5Uu+DLzXp00mfTvp00qffR3366g2mnKf3Jge/+srOgs/bkkGSwhgWsqBo9s41Coigso3YvU4b3eRADrVGB8Ww/UMxg7ANu8pRiTvKVQEx0HQ9IUaCetrY8sXj5zz78hxXNNz56BbL5R9zcd7w4z+6w2UXWLcb9pc9H84u+X//z/+df/W//vfY2QFFkdLjYuzYrFv+4fPfIkXBwfFtfvu732GCEldr/psPFvTNB3g54vZPfsJP/+xfcNErp+ue5xcbcBW9GvoAHsFjCDGgsSeS0gUNN83PeOsgSdEa3SH2BNKWvEIGl1nhmBWCk0QW9NHQ9dC1PYJSOagKYVYaapOoA28ghpS2lxRBImWCpoDrcGMk77c7rFGsMViTa26azFpqkjNrBWeVkrQgeyJVgNanRVcWjrJwFCY1rvMqGCnQPkVn5HDm8Z/J4MN/Ye/NniRLsvO+3/HlLhGRa2Vt3TPonu4ZwIgBMKBGBECA5IDEIhkJkx6kF5lMfykpGElRNMhE0gBQkoHQYLbu6q4lKzMjMmO5i/vRg/uNiMyq7mlAM11T1tfLojIy8sZd3I9/x/07Gzsg+6whAck+KUnJh1jQY+gQNECnBnUFL6/XHK5aHjrHt/7+d/nBD77P+Uff5ztfB195vv/sBhOVq8sFX3/vm1wuLvnBD3/Mw3d+iXgIznp8XYCr0E3kP/27f8U71ZLCdVzcbDiYBB7/8n3mn2yY1TPWNz/hxccv6UPFvceHvOdPKbWn18im65L3QPagH+atsZZchTAxe5l0TO1Vulewr+mT2x/cIpTU3OLpBgU3LJSsMSmyQvbm/ivd/SpO/CItNrtmg0rKaRwRYoh5sSJ57mQ5U0BzkXVVrKTcwc4YhrRNIUbWseO66+kCKew795XkqINEukaGfMu7CIQcljyQh1GJGulipFXdhkbHGHKBxj2Fc+eZ9r1D+j7QdR3WWfrQE1SZzWYIbD2ThpzQwzMYk7yqVJV79+4xnU05ODzAFR7rk+fVpm1AU2i1dY6yKCjLEl8WGFfgvMPYXPCQNPeNdRjjsK7AFwFsylVdV1VKMeBLxKaFgIila7udjgL6roOs7IfnBLYk/K5pXlgm7xc1EELEFhXVDKw1zF/OubpZg/VIbDGyU+J5a3DL2CLDYvdnJXh/2zbq/lH3j7p/1P2j7v+ZNHMH64fJKsPm+paRPqcasZ7Lmw3BeOrDo1TUu6jAOqz3eAtozJvquGek0zvvdat3ibt0jkOEmi88qmmjWnhH7y2x71jTpPsMBuuK5EVp3a7umknGW+cz4WXTc2oI9G1H6HuMRpq2QQWsd7jCc3B4wHQ2o21bbm6uCSGtT0LG62EtICL0OWWJEWG1WqEhYJyj6wJ9v8P0/XEdZmt6xmH8I1FiNkArrVGKmHL6q+b1kspuTcRurTSQXRGh6UHpbjkwdNLjLanvYtqMG0Dyes2KYAbHANWEKZKMsQEFzbXsohCtoUeJhjdmYBpldZTVt0FWx73UuJd6G/ZSI56OeDri6YinX0U8/XwD094gfd7vn/tdhvJdYG2yahtVgu42sGhExJKslrtN5e3rvW7C7Sx3u5Y3/wNA5GtoCMSwZwE0htIVhBBYbxoqD/PlNU+ePMH0jntnJxwfnaJGKAulX7ccxL/mm4dXvP/4PmX0/MVf/IBf+0dPOPkHJylks++RqCznCyaTGYcnAXUFqy7yvf/2T3j/3VO8BIjC/fuP+ZVv/wYbDOeXz1mvN6xWa16+vORqPqfre5zziBhEknetJVnLh359TWdvCSZh6MfXj4tFKaxQWMnW6fTl6D19iEgMeGepvKUuLKUVQlSMRMREdFCQMuSOFPoQ6cOXr8YLZ3E5xDTlL02zQTWFxzpjcM5iDUhQWgKrXjE2oMbivMeb5LUtJMt8iLDpXg/yWxklcS4D0fRZT25Fc1isbMfTWk/X91zN5zhnObt3xnqz4fxyTv3wAf/8f/yf+S//91/w4sVTMMovqeVHTy44v1yjruDw+IxJPeNmcY08eLidX13X8ez7T/h//uMP+K3vnPJr70yYPX3GQdfQhRPKwlMUQnl0Snsd+PTpJU+eXHM889ybOjZtk4DSWJqu3S5ERCTbwHPeX3KhvVd7Zzt3B0C62257LutuUaSKamDgL0EwYrYW/XTeYRHwppaL///a5XpXilKFbf7fqAaN+S/50QaVblTwOXLAIOiQozcCnaC9pWsDkeRZIqIYExELXkzCVpIGV0lLG6sGq7IXlSx0UVirZdX3rDulj0ouj4hITIsChttLyL7Nq4vSE1luVvibOZPJNEUOxEBoNrRNR1g3xFzAU6xQVhVd19BsNhTecnJywtnZKSenp7TNhsXVJVXhEY1YMagz1EcH1FVNUXjqySR5oGjSBBZBohK6iHEu8emuBB+wMXvPxGHRHeniBjGWoiiBAMo2p+02tJjkJaYxLWiHtGKpJc2WjgdI6bWsgjMRioJOlNj39PGS9c0Cp33qU5FBfSW5HwREsmAM799wG3X/qPtH3b9ro+4fdf/fpZn98lCvwfdUE21Q/CkdjNGe9c2cPkair6Escb7AmYjVQAzkvhnSCibUG0gSzbnukeSVaEgG5v2UIdt0HkTatknFs/OYOCuIMUTrwFcYVyKahD70AYmKRfCkjWp0FUVRJOKpLFlv1sQQ8voiFRlfXF3SNhvun52mOUnk8vKS1fKasqqoqoq2aRKp0Hb0KqzNNb70SC5E3jQNq9WS5WZFT0ye3MPzhDD0ZvbcJJMeoBg0KH02mFtrcRFK3c1nq4pVJRDRwYCqgqohaKDTiOZaDarJQSIArrBon8iXFFGZ5NSp4NRgNKRIUVVEA4HkDQzQm0gvKaVMKkB+myj7stsoq6Osvg2yOu6lxr3U27CXGvF0xNMRT0f1pzcqAAAgAElEQVQ8/Sri6RcyMG3P/wrx8wW+o0l4hjBEk63FomTraAKAfVIk7yXTRjL/PrzfPu2WbNn9n5rmY/aT6Ows0cMGN8aI946qrtAoLJct8/mauq555/5j6sqzWjds2qd88N4j/vNf/QWnU+HDr71HVU/5ZAXf/t3f43pzSRd6ihhpm4br+SKRTGXN0je8eHnBe9/6ZT78xtf41gfvUc1mTKsJpfOsVmuef/wRl4slz16c89HHn7BYLjHOM50V1HVFYYS+bdAQMdIhXaCPSSHd9c5kX7Z2HbX3fndQ1B1YEBNpFDW9IFn3vRUKC4UTvLFYk/s8pkyNg+JMJBPYXBTvy26lk0wy7dLi5MdC0BSG6hJRpxIoevA2PWOH5MJ2SRZtMi+D7JMhd2X9liBu1wavHJXJLmeE2luq0jOZTJkdHFFEZb3eIKIsbpZ89PETpgczpkfHFMUN73/t63z39/8FTd+x3KzY3Nxw+IMf8zc//JgXLy+oyyrJ2NWcm/mC2dEhxhi6vudmc8m3f/f3ePL8+0wP7vOhm9AtF1wtr/n1v/chlxdPqYqGk9NTqsmMT148ZT5fUlGjLsldjDf0fX/rWZLnQWrbuaV5Xu4/ve6L4F7n6E7hD+/ZI5lUU+l1kZS6yJh0TZPz5Q7E3jak+Qu0AZCH92+6XTcBSMSkkkNXlaRch3vdu00V6BV6jQSUIOCwiFrAEEWIIgRjUnFJkZzfVzBR2NO6e20PO/NYaZb/PsTk6RGUEFKeYBFSwUtjMrmcF7Mkz3LvkzfH4ckxdV2nMPnQ432Jdz4VT2w6upzntprU1NNJTs2VCH/v/Rafp5MJB8cn1HVNXRbYvEguihRmbJ2lqmrKotjdV9ylDhNJHjfeWhCH6WwqehoVa+yWJB5ITNWUWznG5EHlnNsq8X2Dh9kW+NRbodVDbZxh/GL2FDPWYKLDFwU3NzfM51cI4LLXyd4Nb0fmTUbXfV4bdf+o+2HU/aPuH3X/36X5AfPvtNfeV94k9jGwmF9xs1ymVBk2eUImHRQxxm69Ggd8HT7bFveVlCIHK9v0GVsP4b7fbkq7vseIIeQxQMiexYGoOW2HcxgxdDlXPekwvHNI9kKOmqL1YoxMqpqubenaFitCVRScHh9TlyWLq0suXr4kxkhVVXRdhxGhKAqqsmS9XLFZrem0ZSXgg6euKrq+o2t7vPecnJ5QrSsWl1cphWcIhJ1STc+K7u5L06pFbcSL0DtBs/7XnOZz5zn8mnFRQaIlkgpRR4Rgkuk1iiRDvRpELQZLL8lLOWik10gXA8luvYvAUx1Sw2TZJ5Mlb1BcR1kdZfVtkNVxLzXupd6GvdSIpyOejng64il89fD0b2VgunuRL3RBHTaF5I6xKWQwpsLVqXg1oEoqhJzIi4FsksQwJXvc/vU0/f7qXEx263yHGCHnjjcYk4Rm/yR1VVH4in6zxJmCBw8ecHQ048Xz5yw3G9ogiJT83m/9HpQzjh884v67X6M8PMB4j3EeEZjP50jKE8Pp4TFGhRfn52zWN9x79Ijjswe4+oiTB48wCi8++ZRnzz7l2flzfvTRR3z69BmL5RLrPMYb+j4SohAUmk1LaFuswEFd0ajQdt0t0gzShE+CpK/FyO1xqoSY0sQYUmqZiKSJm8NKnTWpDkMuim0kEQJ26E9jcClfzJacMhIxYj77wj+nVrhEMDkzeDEDCL0IGiNWkjezEXCiFEZTwTib0hGFEBP42+SREHql6ZU+/nRiImFBJkB0/3PJYceeUhQNaQybTUsIEFSwvsA5g2hksVzy6afPtjUQNMLDR4+5//gxxeEJz/unHJ094PBizstnT5nYGcezA44Pj9AQadcbmrbFlZ6v/fLXeeeD/4HYdTSLa148+Zir50+hueF68YKX51cUVplWNfcf3KcnIqEn9EJRJ0+SuwKUAC3nCJVEMm6bCjuT9+6buk8y6a4vNb8fXjF7R6imNE7GgGr23jfJi1nu9PEXwZ5fJIJpaOvkZLNFKR2IdHSHZ9t+ClmJC53GFD4tIGoTeU/K6RskErIXTF4fpgURe0Urc3uVlIfU9wPhtyMINR+pMRIlh/pn4lREMC4tLPu+Z3owo6oq6rqm3Mtt23cdm/WKvk2EZVF66rrEWqFrWrqu4/j4mMPDQ6rsxRRCQFSpyyItYDUtJvquw3tPXVYUzmGzPLJnQBiMCd57VNMCOPgUauwMeO9BLKo5vVcuVqra4KzbFlAEbsmOZFJ/yAs9pBrY9wYbImSG72xlToTFYoG9870tOX2XpM2d/4shsbs26v5R94+6f9dG3c+o+79gk7vvh/+2z7KX2gZubRQXi8X2uH29EkLYEkn7qWKGjeY+RuzrtP3+b5qGPvRIjv6T/H2xHudMqgcXwXmHd46+T+fsMgYN17BZNgRD4TxaVtx0NynNDcnTsvCOqizYrFbEEDg4ONgWVF4sFiwWC4rC4cuSuiqJoSd0Hc1mTYwdhbcU3uNsItKaJnl0tlXFfH1FiBHrLNrffu50jxHE3Frb7MvibnCEYeXziobR5CCBpoz2UfJL07pMsw5LpJElSk9PqkfQa6TNJNN2yLNcb0muuFu/mUEQ3kAbZXWU1bdBVse91LiXGr73i7yXGvF0xNMRT0c8/Sri6ecamO5u5GRvUuxbz77IOUQy+AEm5/wUiduJHkMS62Rlk1vAefd162FfueBu+5v4qd252BtkYwyT6ZTH7zymrqeEbsPkZEYwQtcs8UWJ70FsKup1dnLG0fvf4NHXv87Rw2/Q+SMKJ0i7YNn0rNYrXPbOdiKYGDB9y/ziBb4uWC5XdD28fP6M0LY8ffIJ5+cveHFxwdOnn/LJ06dEVY5PTtk0HTfLFQeHR/TrVRrQ7K0QupYo9raHwrYndPvcyG1B2Y1fOqYJQBtQTQXaokIXFY0xEU/ZKzh5+5IBN00mOyizZL8nqaYUhvsmvJhTGhrFELH5vnSoVyH7906ayFZwVrDWQEgFr3tj6CMYUfoYWXVKG8DKTo7YzUkGj9qBDd33sgV2VuTQEzRgh1BmBec8ZT1hvphT1xOq0rO8WfDJ06eYwlEXJdp1hK4jxB5bFPRBWS1XLBYXqWh8XWJiwEkKq22ahiAwdZavPf4ltDik7RXfzXnw4JSnHx0z/9GPIMzp2x4nHl8UqEQePnqEDYpubrD1lMePHzP50QVN090CrVtW81133FI8+y3VWdkp+7uvfeBNgBcxVlDdzdlXrj2c/KdDz/a6vyieTJCKRGrWjsn7JX0uWYnealFTMcP8t8RnSj5OsRIpjFJbhcFLImOQaEprpCr5tMOFSJ7huS/3FZXmOXILYXWHKcO4m0z+YVJeV8mKqes6BIihg5jqj9zc3NA1DWA4PDpmdnhAiIFN27Jc3tA0Kb+tc46DgwPOzs7Ss9mEQRoDfeypfZ0KLRYlokrI13LWgRGcc7fk01qLcxbnDN75rHvSoth5T4zgnEVsVtoqOOfp+57NZoOq4r3fvnZ6LP3c9xK7S2AOityY5MGy6Xum0yllWWWvsxzeTK5n85r2yuL3S26j7h91/6j7R90/6v6fTdO4iwhD5LW4n2zDO50dNVJWFdPplND3lPVuEwhkD+TbfQQ7/bOP15D08/ASSR7D3nv6vmMoqqyhRzTnnu+6hNnG4p3HOcdQAWuQjWEsUyFxTbntuw7R5O1ZOsv19Zy2aYBh7sFsNmU2m/HixYttjvumaYCQyKhJyXQ24WaxYDGf0zYdN4vIbDZL/ZnXQ11Oa2KMoSyK9LtN2Bg149N2ybRjeIZ1jg4EBsMczmTbXi234XrpFRFNhncradAUqKxQGsXJHj0zyOzed2NiQ4aT7uQj3+eQ4nRI8/om2iiro6y+DbI67qXGvdTbsJca8XTE0xFPGfH0K4inn2tg2ge0oQlpELcbt717UHjlwiq6FTzJ3rAGkL1zpGLcoBqysJjcObnAsBm8kHcbUCSdG90BxuC8q6LJ23HI4ygptBGEaAzWGg6Pj/j13/wO3/vDP0DnH7O+mXNceaZHR1zflExmx6yWG5quxVVTZkeHHJ6dMjk+RWxKeSLGp9DI9Uvi1YLN4orV4oqLxRXrzYqLH/01z588paprzp8/RQU8EYtwdXXFx59+ytMXz5nPF0SBajJJQBRajmY1GltCbHHOcnx4CDGw6Ta4CF3ok8etsK2hIORNu5BTJaaxMBkA0OQenkAk0gdlrSmUcAA2tMdacGJT+J9JYY6CpaMnDBOZNJ6q5ALk2QNYXy+UP88WssV8KOKXwElBduGsSpIDRREjWIk4CQiBEIDocmhoKlaeUhEpqmbQRkn56q7uwlDzegDDJNkD2RaxRLwzlEaofA3G0htLH1tMdBzNarq+RdVSTSZ0Xct8vuDHH3+UFK5IHmelw3D+/Ck3Fy95/sPvc9wuWZRCd/Ep3eExk8NjzOExTGdQHGN9SWU7YrRMjk85XC9heYEt3qXfrCh9wWRaYZzhYDZjOZ9z1TpmB2d874++w/nG8+d//hdcX81BU20Ki2DEIkjOIau7OTjIHVnqBIYPNCudlBbrNrE0KN9B/2tU2Hotm1y/QrfkKOY16aHYI/2GlgY8KTJ0SwS++RYGcQIG+BSsvhpGLyiOlOvYicVhsKogAeeUWWk5DQ5nDG0fc1iv0mvywO9jDrk2cue8d9+82gaCep9chXTjEU35msXS9z0np6ccHR/jy4KYc9J2bctms6HrO6wIh0eHTGczZFCmIaRjc+2QQdeoKnVdUVcVghL6jsPDw+T1ESOxD2BMipaICkYxYrfK1rnkEaIxZq+WVMjUWUfbrvOis8fkAooqZC95m0Kac4iwqm6VdMhpAfYV9kDw7y/u9xXvcGyf81BH1VSoVNOckahAQF8jk7eJ1zfTRt0/6v5R94+6f9T9P5sW+277/vUG89xUAYtm/bFardBsSO5DSDWwXqNv9smeu97Lw2vY3A73MJBTzntUA6oRYy0xJM/PEFIdh5T+w0P+fmnM1puz7/tEXLUdQftEPETNBaJTypyULiR5SgpQVxUoOU1kuo+u61ItB42EGDAmYdPhwQEG5Xoxp2sbbhYprY4vPFEj0+k0eU2HyOXFRbp2DAPPsetzhgn702QhTfi7R6T0roo1SmkMziRnAptTcxbOcFgYpqXFubRGswoWk/CUHpeT4OhrcDJIuHXDb1JaR1kdZfXtkNVxLzXupX7x91Ijno54OuLpiKdfRTz9W0UwQSaZeHWi7s+bWxfPDNDAeaQN+fCSVzogbTb1FhCrCsYoQyqO7efE7STYZoYZiKbtJjh5eRoRsJaiqDi6d8Lv/uN/zB/84R/w6OyQ5acOK4HQLJFiwsNfesjNzRK/3LBcbpivVkyrksnRPVw5A2OxkgvMFRW+nrBczJn/zV+jzQ3Pnn9KB8xfvuD86VPufe09Li5e0oQWbXoOZgfcLG84v7zgBz/8AYvra6wvKHyPlQSu7WZN02zQvqNdLzEI3gmnswk9hk3b0UelaXtiKuGHqqQULFEJEpOMk7x8RYb6BALZ65dsVdcYt2NjbE4nY9JLZLBnJgt3zy61zoACqqloXVAh8Cox+fNuAZMIRR0cBDLpJrm+Aumz4acIOJO8s00mL2KfSLstZqlmL+hMYIluSYvMsqXCgMZgjWwnfJofkbJwOCNUhccRaTY9XRNoaWhWN7RtQ1lWWO9YrZYEVdquZT6/4urqEucck8mEtuu5vrlGSsdyfs1yccP502c8rBwvPy5SkcUHj1mUM46++Svcq7+FFCVoIrqiMbhyxuToHvPqx2wuHUfHj5hOK6ppxWw2Y32zILgNh++cMnv8HtPH3+R/+l8e8+DxY/79//bvmL+8JLQpT27OlpSIIchlGHQ394TsnQASzS0w2l8A3X3B/rjtv/ZI5J3I3Wr7HuSyf6p0S3tZb99883bwqSeTX0lRmq0S32GnVaW0UFmLl5TyyyhYD1VhOIjJM2LWKyGk/m1CZBUiqz6w7lIx0Fvk69Axr11oJWyQPKa7uaT5HMPX0kCHGJjMplR1nXIg9z1Ew027wZr0PHVdc3R0xNn9B4So3KyWtOuGEDoenN2jqmZMpzOOjg45PT2lKApEhNJbSm8RMQmnQk+rYKPiXPLaGDxDnLMURUFZlttCiGpMjsYQTGFpNzUa+2yssIQ+0vUNZVWn0GTNESFZxvaVM2SPjz0FPyjpQZEPn9+VaREhauTq8ooYeqxJeBs1sI24UYYZlOfWm98Ujbp/1P2j7h91/6j7fzYthDs1rfaeEQYSJPVvVEXFYo0Q+56rqyui6mvw8lWSSVW33sX7Xs37ns3Gpr8PwOyshbzxbppN1psWNaleQV3X1PWEGMm579nqX+dcWl1kQklVt+RT33eEvk0e3BopvSMV/LY0G2FSV7gH9/HO4p1jubxhs7lhvV7TNg3lzDM9OOL09JjzF8+Zz+f0XU/f9zRtA+JSjYUQqOqKqq65XiyyHOR1TMbBmIUo6Z7cN1u82Gv5OM1jIhkBjSQMNtZSe8vEWSbWUOa6GNZC5YRpYagKg3WgbYqC9CJU1lLZ1Hfhlv5M762k1DsJi4XPEPcvpY2yOsrq2yCr415q3Eu9DXupEU9HPB3xdMTTryKe/p0MTPIakikB5OtTUux/dhtgB4/k5LG83znD+9dZ+wdw1hi2pNd+QFcSu/ROc55MVPGF5/T+Gb//h3/A7//BP+P0/hlWI9XxQyZ1Rbe+RlWIVYWGiq69pr53ijsJ1IeHafYYCyIpP2nosEVJ9BY/q5mvFsw//iHtZsXTxZIfPznnO//Vd/nw27/GTdtyNJ3SSIP3jq7ruL6+JkbN1tNk2Sx8gcZI0/dYYHW9oIhKaQWPIm1HYQXvUv2AUA6emkIbDV1Quj6leAkxgZYVuwWLASOi3OrQWxt5K4K3DmftnofznmDJAL8DiSOEqEkJxS9fkYeYwZsE6hFymOWrStlIKkjurMXbBO5bpUMmS/cmz67gnqRwS9VcvJ5UQNwavBO8NRRmF1poTcRag4QWDUpJIqViUNrrBZOTe/Shx5cF1jmarqWua7QsiFG5vr6m6zq8d9RVRTkp6ZYbvv3tX6OMPT/4z39OTc+jwykfrVccfe0bnE1roreEviO0Dc4CYpLMWk99/IB7psYbSxd6yskBcTLFmAmnRw/x9QGxPMJXM975+iH/4k/+hElV86//1z/l8sU5XduBhlxDZRe2OrRBMcUtFWe3oASvJ5m23x3ey35qrM/Aiztt+Gwgml75+99Kmn6+rXQ7b5AdHya35GzoC0uktIo3BmsDYiJqIk4stbP4GqY+1UAhKiH0rHth3sLlJi0QN20Oac9yP5DGMPSb7u7BCFahMKA20kVDxCAxRYMMNRm3/W1tygsbI13TYsUQJDI5qBERiqri7OyMsiwpyoquDxjZYMTixOGN52BSc3Q4Q2NA+456NmUyqalKh/MOY9NCUozFbnstzVljyPMj5dZNYfxJBsVKJn8NQsT7it73iDEYV+DYKWYRIeY81KlYIsmLKwZCMNvCioMXmM15oIc+HJT54JE1HDss7vsY2SyX2Kh4VSKDAtetEAwyGof+3dODfPmQOur+UfePun/U/aPu/xm1bcrGO89xq3rVnhEeAkYtNirr5ZI+Jl3ivd+mx9nXM/ubzkFPxZi8kIe+7/seJOkpn3O/k69nMJiixFm31W3GtGiMOF/hnUeR7Nm85xXtDKbKBmyNdF0icfbr4UVN41+VRdrIUuKMZbVa06yWSAycHM4wGghtQycdRmxaJ/gC7yyn986Yzg44Pz9HVXGqrK7XqCpd06IxpTIx1iY5zeuo1J8mRSgawaB4EylMIvGM2WHF0HcMFJOklKBRUhykMUJVwMwLx5XlqDDUTrA5FYoRxbuEL1aEzqQ1m7UBbwKVTfcVsHvXSi2Kzeb7Ny+zo6yOsvo2yOq4lxr3Um/DXmrE0xFPRzwd8TQd8dXC07+1gQl9FSiHrpWfQjQNwjmk2bmbW/0uuXTr/HsdlcBDMRJSTsdbMLF/T0IQwXnHZDbj3v37/P4f/FP+0fe+x+HJcQoP7XtMfYArS6rjh+naxmBnG8rDVU7/oURjwBaIcYgYVqslqqnegp8WfO2D95l0S/5f6fmrv/xLXl4t+Ie//0/57u/9Ez55ecXm8oKrly8x4mg2DfP5POcQTYPkvef05JS6LGmbhu6opVnM0eWc2Hts31IYixgFDThjiBIwPoXkRY2s1dB0wkZTmFsnQCaJUp9JJgN3fRQ1py0aQDkqVkwSaEnnFuR2ihMkkwlsCSYleQm/GZIphbFqvr6xiUwbvOKT7KSifNbm8GBRjMSUCiinaRomTtzroC2hmueSZOszGvGi1C55L5ReqHOh86iRGANGUigoJlWs0BCYlAWmcJweH1IeHOGLgqIsWTcNF5cXtJvk7dJ1HfP5nMJ7UGW9vsFZy+zwiH/+3/33/MfTE77/H/53DgvH17/1K3zru9/l9IP30cLTLFfEtqETZVKXSCaZJscPmB2epRyoIpTTCVVdbb1P+qj0pkBMAufTszP+6L/5Y+qy4l//6Z/y8sULVusVfdfnuXx7rLdEZV4tJY7zNtF3t921qA/9PWDDfuH4/UXU3bb77msERHn952+g1VnR3O66IU6AW30kpHBsY24X8owasC7lZa18fm6EPvQUXURtTx8bNEIwSvuasbrbUuoogyd5vmMEKxDUpFRIuQ0eUgCFL5jNZpRluR0z7x3TSc3x8TH37t3DSFqYdn2gDT3eGqZ1TVUUTKYTCueoywJrLZOqyvVU0ngOxgGNg1JVSpMW2EVR5MKNFUXht95Tg2eVGRS4QNtu8ndKQtzVFdlXzCmiI+7q2mTlKbILN3695/1tGd5f0A8L/M1mw/MXz1mv12lDYLMcv2Yc3G6X8cq5v8w26v5R94+6f9T9o+7/2TTnzKvYpvoZWjn1ZAiBzXrN8+cv2Gw2VPU0Ff7tuq2H5L6H4tZQekdP3cZP0L21xnAOK2ZbOHwoDIyx2JwjPsaALyqsTcbtoQjxUEOhKDxQ39J/MUbarkNjgKhEw9YbO5ECyqSqCNMJIQTWznJ0eIDPG2VnDRp6rHccHx5ireXRwwe8fPmSq6sr+qan63qKotjK0Xq1ou13eeaHfPSWTL5JxElKXelJax4xP01A0rh5I0ysMCs8h3XJUeWYeIOzLhv6FUxCxxhD1ot76Yhy2pPdqO+N2ZYi2ROBN9RGWR1l9W2Q1XEvNe6l3oa91IinI56OeDri6VcRTz/XwPTawZbP8Czee39LEPeO2wIiYDQV+jYmkToiOwLp89oWTFWRXHQtZeC/cw+ASkrf0rc9VT3hO7/5HX77d36Ho5MjbOGx1iRvXTmgbTZEAWcNxjpKVyOmpFuvUIlYbxDj6FXRtqVZb+j6HjErfOMxzYpF39PVB8ylYHL/Hd59/wOenV/w4uUll1cXGA30EZbrNYvra5arZc6raphMJqApF+J6vabbNKzml0Dk4KDGa0nXrBJ5oSkcr7A2AXIu1G3zSyLEkIg3FbNVLFuLY95069BnWdmJag4rTal6rKTc+7Ila273L5pIpqhK1ET2hDegwIMqJu48mCOyS5s03O9AYA7PJ+kZTT52p/B3/wtkEjO1gRwVSX1VGKgNTBzUHioxGLGEaOhCSJ7dqkQJWOc4mh7QiWEZIldXl0zU4KuSSUi5OyeTCbHvUFWWyyWffPIJN9fXTOsaZ7KnQ1CsRt79xgd88uMfckWkqw+47nvK1YoYhG6dFLt3DmsFMSDG46sS7SKiBl9PKKYTjHOpGHlIqZImZYUvHB0GCs/RyTG//Q9/h8uLC/7Vv/yXbNrNNvR4v29u9RkxA9FQ9+NVBXW3bXEle5bsF7C8W8jy7rl2ePTZXsyftZz7sltt9+51+zyRIZnPtq9QolqsSQUFTSaLkaTUU3omhyV5+wA0vVAQKHoobcCnUcTkopVDD7xKuCWZNiaFdKsxqIkYFaIaetgSryJCWZb0oUeM0DQN1lrOzs5o25b798+4/+CEd995l9nBbEuWXlxcsl4vsdbyS19/l81mTdf1VFVFWThOTk6p65rT09OkOAn0Ic0f7z1iHUVZUVV1Vt7pp/ce1YiYIWzfYK1ssSqEQOjT4hnvoc+eInuvnbeTbHWU957QhzQv2MnY8PdhATvkwN1f7A/HDwp9tVxy8fIieZENx8jumvvNSE7plsflpy2+vsw26v5R9w/9O+r+UfePuv+Lt2LrHbrD9Ki59tleS0bcnQB3fc/Fy5eslisOj062ZBHwit6JexvU/c/20+RYa7DO3urXod+cc7c2smJtliNL3weMDaSc8OCckAoCG9qu33oR13W9va+kjy1ts0FDT+g7nLW4wjGtp5wcH3FxcUFVei4vL5hOaqwRjg5mVFXF8xfP2ayXVKVjNjvg6OgI7z33Tk548uQJhat48eKc6XTK+fk5TdMgxuC8y3nt252+FkmeoQJOlMKYlNrF7OuzfQJl94kIW2LMA6V1FM5ReIcvLKUr8ngGAoEQewZP1mTnT96ozgsSSc4R3DWYDn64g3y/GTIURlkdZfXtkNVxLzXupd6GvdSIpyOejng64ulXEU//DinydiTTvtX8s4yu++fYWWzBxDTxQh9udeZPm1giZLZDkRjyp2l7uyNN8ptsAZwezPiN7/wG/+R73+PBo4fYwoO1WCvYEFBr2WCIUTE2We4nVc1BNaFvN6xWN2y6DW3fwXKVB0xpmw0hRKre8/LZEz76yROevrziRSfMF3Omf/3XmGLCqm2xRug2K5o+8uLlBS9enhNVOTk75fT0lNnBIV3Xsby+wRqDekcfAkpgvdmg1jA7mNKHDtMpxIi3BiepXkKMka6PWO0RjVjAIqhAlOy9EF9VYkN3KbrNYZ+s/cmzgdzdt8YmD2kkkUuD93JQfWNpcoyJhCgYm+uryVYaYI9kS9SKsKEAACAASURBVIXiE2E01KeAweP2dfeuO5nPCsmgqegfmot/G6ymlDnGGHoBMZYuxORt7gVnPTerhk2IRO/REHDeYY2hD4HppGZ2MKMqPBcXFzx7+pRzMdy/d8bZvVNKZ/DVhCefPOHy/AWxXfGTizknR4f86OUVm588YeNq7j18h80mFU30bkrTbJI3Sd9RiKGaTphMZriiIjhL2/fEoLmwuaQQX5Rok+e1KQoePHrIP/ne93j2/Bl/+Rf/ieX1DRpCFozUzbrXXwyyZGwig5MO+VwSed/bY/uS279/VtviUVbd+7jETgp+IdpsWu9qduwtbraeGIO3gSohprRMlVW8I5PxSXmnwoElvihxvkjD0DWETU/pWgo2+GiwoUH6Psk9wOBTMkyNPD7o4DFBImydQWNibY0KZKWkqvR9j4gwnUyYzWZbbHj//fc5PJzxwTe+hnNpkTe/vGQ+n9Os1/js3bFZragnNbOJoapr6qqicI5JVbJZLYmqWO8ISqpPUxTMDo+YTGcURUlZlnjv9xRnSAteiSnKI4cUD4tsBKyxqEleJLtC8rJdUIMQcyqC7WLdvrpYHxaMdxf6+7K9v7Dvuo6rqyuu5ld7GwTdYtJwjuHzgfTfktk5dPzLbqPuH3U/jLp/1P2j7v9ZNGfN3lza4abknflt78OdbokxcjWfczW/4t79BzjnthvH/XXEVtfBrd/39ZlImiOQvC4HXWas2xlh9/RZIgxyfnch6y+DMRkzjCadK8lz1xhLVVUURUFd1zRNQ9s2LG+uWV4vWIeermuJPYSux4gwqUpC1zKbTLDGsFkXhBBZr1ZURUHbNDSrFXMUYuDk5ISjwxnTyYc49zHT6YwnT54gIsxmM2IIXLfd1rsa0jMYEi4k8iOlMLE2y4vCjtQZ9O5gtBw+E6xz+LqimE0oDyqKaUFVOWpfIkDftXRtQ9c10HWIJMLAO0dVOqJL6yhr4m6jPqwjVLbjPozFQAx+2W2U1VFW3wZZHfdS417qbdhLjXg64umIpyOefhXx9AsZmPYtX/vW1/2QtC9CMqnmInQohSQLcjRCL2SwepXYEpJnbkLklEffxIjJhYZBiCKI8zjngZzaxYC1qVjyO+8+5nt//Ec8/uA9xDskh2FqjDSaPC2rqqJtNqCR2La0IVB4j60nHE6mTELPZr2g2axYXK1oO2W12oBYXs5bLs+vuFx2PD2/ZrlO+fXn82eoWK6XGzZdj3Wepo0srq9Zr1aUZUVzs2bBJV23pmt7qrKmqGterlYQIy4opfXYGNgsV5STkqq2SFRC16UBluTFHNTQqafRQCcRFUW0x6gQyIGckn+qTX13q7dT6hixgpGAtSl0M4iQ7JsJVFSFXgTRFC6bvJj1c4ian29LFvWYvUJSSp9gJHtwC2QQ6hGcJG8EZ3KaJSt0IvS5WPjd86oEVCIgiApGJSlVgU4MRg2FWoKaTG6lvxtgUpeoETZ57KxaSushKCGHEB8cHtL3LZcvn+O9Y32zoblZQ4RVs+LCXtKHnrIwhL6j8o6DaYVooCg9N6uep+fXlMcd7vySDSZ5VWig61YUXjg8mHB8UFFVZymkVxMh2DYNMQTQFE1QlBVBLEGTt4WzlgCIVx5/4z2+98d/xM31NZ88+ZTVakUIPRohavJy6PuO2Hdbpe1jIOYUUxGyt3iql7EvJQNgITF7mQilEdyeR/Nw3Ova60imAaC3UQ/cxrE31Q6OZvgc4i4DcSZC3ENQEdCo9L0S+w6vHYUNScGK4KWkKiYU0xl+UuPqGqzB9i2sOrrrDWu/YiUllV7TL28IfXerbwblcFsZ5YWlCDZCDNCH5PVu4u3FT1Uljw1rLQ8fPuT09JSqqjg8PKRZr2kgLTI3GwrnCGVBPbFMJhPquubq6orjszPqusY5x3RSJdI/17kR51AxlFXNZHbAdDajLCuMdVsPjXQ/qSihicPzkEP9LWg2XETNMrpTssMz3+p00neHFASqSuh16+2xJaTvvB9C8Xen2v2tbVt+8pOPePH8BRpjxs+4vdd9+UyKPW4XVTut+uXL66j7R90/6v5R94+6/2fUkoV3Z5hD837dbAF0P9orkVAGjZEXz5/zk5/8hK//0vuUZQncxud9QmLIwb7/vPuGOutu98/+Oba3OpAz6be0qZW9NBw5DcywSe26Lh+TSKgB6733qdaBZO9HI7Qbg2hETcKTEJOBNcYe7y3eGc7Pz7l//5T1es1qtSKGQOEc7WbDzWKx7YPDg0Patufdd9+lrmuePXtGVdWs3ZLNZnPr+cWASsTYVJTbGMBmfZGFcytHIgxRtZLv3TpHNZ1RHh1QnxwyOaqZHlTMJj7NuRDp12vcaoVdLqFfIZK8U4vCUluLE49xPnmAm50na+pr3RI4mtcUXb8rDv+ltlFWR1l9C2R13EuNe6m3YS814umIpyOejnj6VcTTL2Rg2v8ppDQj2xBLGaxj+krI5/559m/WZIExalKqkgEwP/NOEssUs7Cn+gCk9B8o07piNq1559Ej6sMD8JairIgK09mM3/7t3+Hb3/52Krbl/a7TsjBD8l6uqpJmvabvOuq6TlZB7/FFgY2OFBVqcZuOxdU5y/mCpm359OU5Vy8vuLq4JMSGb37rPXxhsd5ws9qwbHqWixtWmwXNpkFjZDab5iJgBdNJjQBqDM16zQ8++SHGGI6nM6wB3WyIIdVeWC5XSFlR2ESWhdCnwZeUK3VLtKgQUxm0TP4kYdBb/fyqcDhrcMbgciEyMXCHibo1KoN3cBz0p372KP68mmbiKw5eImztra9tiYAUnJX8rIa235802zOzK92dlEIqIp48uFGT+zpZ9VXs1pNbnCMqtG3HstngjSdEsMYxrSpCPePy4oKX5+e8+86jFD4pwrSuiX0PBLy3LG+uWa2WlFXJpCqY1MfMDg6ZTSrO7j2kawPXqyUf/eRvWNxccHxxyuN7Z5RFgdFDpvfPKCdT6npK4SuMMbRtS+h7UN2GFld1nYrNSyJdB1AzxiDeUwK/8ZvfwXrH//Fnf8ZyeYMREjHbBdaLaz55+pSb5ZrlepP6Le4F2IomRfoZs1zJikRy+iIz1AKRW2B7F0uGz4bvGnbH7zyf8zi+Adm826aHs1ys0yclnti1jEO7+RNjpGsjXdNgwxpLi9geFUneIkWJqafY2QF+WqcCgH2HFh2tXbOMlrKLFG2P65qkOGJaKiQM3wuDNQaxDiuW0hhcVGyISB/RvicGIQTACH3fp5y0sxn1tKIsC6wTTk8PeefxYzbrNVeXFyCC956qLFiuVty/f5ZSgy2XeO949OhRVvIrpicneJ9wWEwqZlhWFUVZU1R18oKJkb7rMFkJpgKJedFhhkKjEEMc/GBIwJiKdA7p1ExO4STDn7eKPQHYsADY9+oaclMP43M3HcE2H7XsvJ1C6CkKz6effMyf/dt/Q7teY7IxAGSLmWmxIIkMR7Z4Pdx+OvrNGZhG3T/q/s8alVH3j7p/1P1frHW9bOchkHVPSum465a8Oc3HKQkv2/WaP/s3/5YPP/iQe7/+6xiTdIyK0IWQdNuenho2lgPZs/VKztcVkVzQOxFFGpNxL101sSqqYDRrJB28FyOqKXothph1bU6bIcnLEk3m7FQQPBD7Ho2RuqzwxtAWBW2zptmsk4EzKt4bSm9Z3SwIIfLo0SNubq5ZLm8oipLD0xNuFguqsqDvO9brFagyOzzhmx++xyeffsp8cUlZFSBKs5nR5dSP1lmsdYkAsUrhHKUzFNakQssxIhoQeogp7arJozSsj4wxuMJTTGrK2ZTqYMbk+IDpQU1debzzxBBQWxDUIF2PbDZJx1iDxVH4AmtrfFnii93aYUcWZpJBFY2RELpcp+/Lb6OsjrL6NsjquJca91Jvw15qxNMRT0c8HfH0q4inXzhF3s5T8DbJNDyYarx1qddt6HZkVd5E5ofYnUtvHSvbza4SBaIYEMvs8JCDeoJ3wtnpEY/vn/L+u4+ZTUomBxO6GLlZNxhX8rX3P+SDb36LyWSytf4NVvzd+VPaFMQym83ou26bk9Bay3q9ToDvS+rJIOxg+jUvVpcUpqNwgQ/eewRROZzNePHyglXTExHOLy5pukBQmFQlhXdba6m1lpOTI9bNhpc3l5yfv0zALIaL1ZLjwlIVBdYZYuyxUdi0Heqh9A5jPH3XJVDXXbqaIcfrsK1PoqyoZGWnu7EbmpGU59KbRL5YK8mV4TP25lsySzXVY0g2zs8TqZ9LS9ferwmRPY5fdytJgDGkZ/Qm4rNc3yrwncFVJb2i7ibT1hEFtqRSiEIXIhbBFh5FaLqepuuwrsAYT1U4gnFs+sDVywvUl6hGnj19ytn9exxMT6gPKwyR2aRivV5TupTntlVoup7zi0vun90D4zg4dNy/d8ri5gaMcLNeUZgOCUuOZlMePTxjdnJGUU/BWDZNswXuAXjqusZ5n4kgk8Zvb15Ya7dgZozhV//er1J5x8c/+gGxb5jVJd4YVtcrblYNP3ryKZ8+v+D8ck7XK9erJYvlNWgACXlMdrB0FyfupsoRuY0zrwzngEtboul1x2fi8Y63zptok8kEEYtxDrEOxGTsuX1c3/dEAl2IoC0xZiITiBKIIvTGYozHmwJxFlGD9QbnA8ZbjDeIzd4oe+ffKvGszMQ5rC0R6/E2yYINEek6pOvoWoUuINaAMdR1zdHJcZpHFtpmzXx+gZPkLRFCws6qLFK+2NCjoefs3gmbpknEIYFHD88S1jiXyHSRFI3Qg6439EHpuh5fVhRlBQpGI4LH2WKX/3erm3b/Ysg1fkghyck4MQS9J8+RW2H0RjC4PWIy6QTjbi/at324J3PD75G0GIh90h/r1ZKPP/oJm+trJIa8kBxGYJDR2+R22NuEvMk26v5R94+6f9T9o+7/2bQudfLnHDF4td5OB5g234HN9TUff/RjPvjwA2Q6Q0yHcR4Rtkb6uzppe2bZeTKju428NXa72ZW8OVXu4H2eC8mBNG2KYxzMrumfNTZ5OZu91Dyhp+86Yh/o2pa22dA1G7qupW+b7HWddbTCpCoo7p/RxcjV1RXOCqenx1RlSbPeUJUFZVnQdR2bPpEvN9dz5lcXzOdXtM06pQAycHRyTBd61uv1Fve9t/hCKL2n8p7SptQ5hA4TOkwA7drUn3dN1EIiTqzBeIPxFucLrE9rJnEO1UBvenpjs75KZFvCR1LqE+exRYmvkifq7XHORJPGVNy8t3jvv6h4/UzbKKujrL4Nsjrupca91NuwlxrxdMTTEU9HPP0q4unfugbT0LYhk/nB9tOj3N3I7YdjDoBHymKf6h7kVwi6Pc/+tVUMrigoJhWTuubR2QN+7x/81zw+PaD0hna9ZHMz5+LTH/LJXy0QMfjJIb/8a3+fDx8+5ricgPNJoPN5nXMJXofQsNClDa0qRc6j2DQNq9UKVaUoCvqQQMAAs0mFfecBB7OSg4sL5rMJ69WS+XzBZh25XlzyybNzFIu3Bus8M+soDVSF3wJfjJHl/IpV13OzuKZZbyiKirqq6TYwX1wRioLDukRjoJpM2SyXrJqOoEpZOAKJgOijIWgmfyB7biZBUUm/D+ls8oDcGhcRwaE4SR6+iRDQTL7cVmSDt3BKzzN48sob0eXpuWR7L1YzN7b3XEOLmokgSWlYnKQCgCKS5CB/R1VBdpMsl7HLZJNCBoaokorJR2XTBSrrUKBpO5q2xzhLNZnSbTowjuW64aZtKQ+P8dWU9WZNs95ws7im9J642eAkUhQWJyXTyrNpO5oIGnqMBq4uXjK/eM67D884mDhiaDmaHfLg7B2Ojo+4f3rKweER9aTCkNLhICk8uWkahlyddV0jOdwyAVzybkGSJ4Le6UODUJQTPnzwmO7Zp/z1//VfuFgtUI1Mjg45PXvIb/3atyjqKU0X+eTimn//f/4Hnp4/Z7Ve0642hKbdyt1dEnvAgR0m3C5auf9zO/Z7Hs3J8v6aENO99nmY9mU0MZauT1BtFBCLyI6aHZ6hazs2TaBrG1zosNqnBaczhBDZNA3Nco3FsQmKcZY+RJqu53rdsN50NF1P1/fZU+mzZ6YRQZxDfIm6AhWDhIAaRxQLEhBJ+V+dc0ynU1SVvkue8FVZEkLA+13BztPTFOaewsQLjDW8PD/n9PSEhw8fYozZhjN772m6jpvVihCVsqyYTGbJK0rYzkeRpPDLMuW6vTu3h4X04L31GSMA7PTWTnbYfr475+6Y/cXC8Nm+JwmkujdBk8Lvu452s+GTjz9msbim67pXjh/a61IUvOk26v5R94+6f9T9o+7/2bRdPvXb7afhLEDXdSwWC558/DHtpqEoSqzzqdaaGIaZt69f9nXhqzpNbh1P/uRVnfbZ/Th4St59Br0zj7qwl8JDSJGWMbJer2iaDdYIs0lNXdd0XUdYr7l/do8YI8+ePuPl+Tknx8dYsytcfHJywsVFIpdOTk5TTvkYWa/XdH3Akoz4+17cvrA4bymLgqrwFNYiGpHeoJ0iseWzqh5o1K1Rtul61k3HYp3mVeF7nDXEPtCsVoTlGm1aQkge0RoiIfa0saPXhiBCVIsv/G2D6DDemgg6DQHv7Gfc0c+3jbI6yurbIKvjXmrcS70Ne6kRT0c8HfF0xNOvIp5+roFpHxi3J1eFPQsb5FCqhFK3Ou/uDe06IH3HkgbFhSQcoY9b690wEGVZUtQTJrMJ3/rWN/jub/wqj06OOXBCc/4Rz37yCdeLBW2zYblcYo3h6OQe7334db75zfc5Oj7EeIea296OabJottIn0iBFKu5AuixLYoxsNuncJiZfWUMgxg6spZ7OeITheHrA9fU1xwdHvLy44PhwhsTI9WqDs8esm+SZPKvKRGyRC5gZS1lWtGGNs5b7Z/cpy4r51QLNhcdvlitCs+HocMrVYsHBZMomrmn6ZCn3zqLWoNGgKYFLfj5IlEiymqa7T0eIKrvabemZvXV4s/NiNv8fe2/+ZEly3Hd+PCIy8x1Vr47u6Z4Lx+AYAKKopREkwRUpWxFaSmvc/WdltAWNxl1SK0qUjKuhTASGOAYkAXAGmKO7635HZkT4/uCR+bKqGwNyBU7PCBnAm6p+9Y7ISI+vR3zD/etOEOmJv6cdTk9Y9cW+FSNcPuqWtKTvMerPcG9vN5WS6qhC8K5cr2lk5pxukxZiD8fo4Ur6o2oJ8JbycKgH9Y5t29FG05qtmhnnl5cczA44O79gEzNu1pj2Zso8eOGFUow7EpznYD5jt9sCSqgDICwXc262O0Qr5k1gOas5XMw4Xh0QQsVnHjxkuVxyeHjIrGmolwvwnl27w8WMlX13ZGfauE3T7AGPsjBASiFzjEAbzYNhHjtBqsDq5IgvfOGz6OYxP/zem1ycnXF+85ju4n3qZsbh6oiHL77EL3/2U3z2lf+Nn5yf8xd/+Ve89dbfsr5e027W7Ha7W3qj3jnDgvKw1E/rj47sdNzG5FIqhcdFb+OWiFh4/gh8n2fb7FqLJncBcd4e4vZOHLOLrmvZ7CKx2zHLOyqfIJjmbEqZdrtjl66Jmwj1jc1xoO0i213L5dU1V9c3rNcbYkz7Q4FRX+46JXEOfMCKNXpcUkIFqhEtK7AQrI6H955XX3mFqgos5zPadstut+PVV1/lB3/7NxwcHDCfz/nhD3/Icrnk05/+FKcnx5yfn0PORnCWe9trSM/nc6qqZr5YslweUtUNzWyOrxtA8FWgqmuaphmi68fXMZDDw3MFo0r6tZHldw5Hyt8zVrenf26wE+3Tlm8Tov3r+tbbYOwSKUY0Zd55+x3e/NabrG9uPnRh8SwnPr6W59Em3z/5/sn3T75/8v0/nzbu/0/D9rv96/EqpcT65oY3v/Um//Nvvs0Xv/RlUhcRdVDZYdx4PJ7lC4EBe8abSSNu4mDfd/urxdZzzohzT82rXqLjFmE1Irk6H2jqGlBSu2O33dC1O25uGjbrG7qutb+V4uWHywWqcHNzg6B8/rXP0nWRH/3o77i5ueEzn/mMFWi+uOCzr32Ox0/O6LqOl158kdXRMV0X+ck77wJQ1/WgQe9DRagCzgd8VRfZkozkOLKPfU2G/tpV7V8xJm7WGzR4YlK2beRJU1NXocjqKLQtodvSdDuLslUgZ2KEbdqydRBiIsaKqo24XkqFnmTKaE5ojhZQUOpNfNRtstXJVj8Jtjrtpaa91N32cdxLTXg64emEpxOe/iLi6YceMLW7dvjg/cOIoJyLNI4Iznmcd7ihCNX+BPxuP0SwRLGysa98JgZPFTypsgjKlDNOhLquuf/CC3zln/0Kv/I//VM+++oD7i0D6w9+wo++/U3O3n7LCs2lBAhHy4ZmuWBxfMTq/gn16oA8q3FNxR1sNBAsVqTZNtV9GmlOiZyS/dt5ZosFoYtIuyXGHe2uY72+ZrO54ebmirmYYVehYrk8QFzR+BRYHa14cn5FVpPLOT1ZcbBcknLm7OycFBOXVxesd4nFwQHOeS4vrtjstsTtDrqOyjvamDi7vGZxMOfs4orjwwPQiJe+qF4gquKy4HJJv8uu3KtM1GzyOWXimMbqPupYNINTvDOnFVwfxWxUyvA6kULI5cI39nYhw+8fdesJNXMIlpZq2pFa7GwfdY2KxSQLBGfkhncOcYmkGUWMc+w/V0BEcQpehCpb6qU4Z2RVcDgPPghVFUqEsFI7DxI4u7hivlxydnlNjBnxnrbrwO0IOMI6sDo6JOfEershaMvq4AAfPCcnFr1xfXND+uAR90/v40Q5PT4kOFgdHXFyeo/FfEEVAnHXcdNGHl1esFweMp8vWSwOqBtPCBVazwiVEVcKdDGZPmqoQCw52Dlv9itP309xDm0cqjX16pDD+yesHh8RfGR3syZ2a7ruhqvNOdsnP+bkU5d8+su/zGdf+6e8/vqX+du33+e//bdv8e2//K988MEHtG0LrieYDANC8FTeE7y3OatF3klvY8mefDLN3xhjmbd5RBYWotQJvdzO3ciCj7pdXl2z3e4Q582QnOmq7mvR2Hztuo5dTJAiXhI4I01dcXrrtON6C2tp6RCiQlTToe26ls1mw3a7JW13kKJF1LCPVhLhluPLKZK7jqze9J0zdCkTs4IYATibzVgul5yenhJCGGrJVMFz//4pqevYbne89tprnJ2dsVqtOD095dGjRzx+9AGvvvISn/vsp1FV2u2Gw8NDVITdrqXroo0JhkvOOeaLOaFqyoLHtJBDVQ0RG72zfdbCGgzju/FBSX84Ug45cja7UTV5L1XT8L0VlUU2zBg/V3xF/72WgZNAMb+BsNts+E9/9me8+86PhyiuZ2Gj3plj42t6nm3y/ZPvn3z/5Pv7Nvn+n1+7i/k/67VgJM+77/yY//Rnf8anP/0ZmmZudQyCH3zQ3deP/61lAzuOeB4kbXIe1h29rMzQz6xQgmlzzlTOSIS+3Y2W7H+6cqApQCyY4Rs770uxY/AROdPlhKsCTVMjqlxdXbGcN3zus5/m8vKSdx99wNXVFffv32c2m3F2dsZrr73GZrtDVXn55Ze5vLpBfKDrIi+99BIxRp48ecLNzY1JnoojZsWlzHbXkRxWcyF2uBRxwxpitD6iJ3+UnBKb7ZYWZdt2XG92VFVth6KiBIEKZaEdB+xYkEwGthhrlxLbuIOU6GJL1a9jhuxItajY8tCcaGfPpwbTuE22Otnqx9VWp73UtJcat4/rXmrcJjyd8HTC0wlPf1Hw9EMPmLbr7S2Qss18JhaA6oEshEBVVVTBNrAGeE93wsgnuwHelc8LjqwOsgcn7GIiqHJ4eMjDhw/5ylf+Cb/5z3+bz776ErO05eLtt3jnr/6CJ2//kLbtwFnkbD1vODo5ZTZb0BwcM1+eUDWHVGGOFz9ohMLt01H6njpPViVlcN5T1XaT+noMUhmRFqL99E5xacf6fEdzeshut2NzYYDmQ6CazXHbLQ+OT/H1jKqqOTk55vHZY+bLeyyXB8zmc97+ux9zcnqf7vqam5sNm92Wm3ZLRwYHu66Fqja9y5jopKKSmpv1hvurGfPaozmzIxB1R8iZoGAqp0rKGRAS0KLkDG4ko5NEQDKBiDqH+oDzQpCSVpdcIZMS9kmFdhLBiv71keeUUObn4Mw1QTb3qYL9LqBi5l1K6BmhqB6Sx/tsBJ0X1AvqEp0kIhWow6s5ZFXIojiBGqEqjto7I5eCz4QAVQWzuqEJDmkCmzbx6HKDSs3FTeRm24EIlfdsu5ZmtqAjc9Pu8LuKug4sD5acHByQupaXXn6Jo6NDbm6uOb884/XPv8ZiuaDrWu7dO+H8/An1fI4Pge1uS8yB1WpFUzdszx6xrE9YHiypZgtcPcOFhuwqtCwgfAh4EWLKdGrkoogMQA9Pn4Y755AsSJhT1YfMFyccHhxTC2xmcy7Pn9ButniE3a7jyd99H587XvvlX+fTr36RBy++woOHL7I6bPj2t7/Ne++9x9XVFSJCEzzz4GgqRxWM5BQRUmFFVRP5qVRa+3dKibbt6GKkG9VQ6SNpguzrM4yjIp5Hu75ZD048ixtIvSFKpOBsjIk2Z7xkZkEhOLx4HEbCb7uWq5i4zJ51l+gUEs70j6NFl6SUcCnhtdir6u1FlPRjnG38OqVzFjERewwRoXKBZtHw4MEDjo6OyDkzm81wQYixo65K9LkI6/WaFFvm8zkpJV5++WXu37/PzfUl5+fnLJcLFouFLSgFYlnk9kS2iOCDR5yw2WyoUsaHBue9ZRSU6JBxIdOxpvE4emRca0fBDkJwJG6nA/cktSsOfHyoYvC5t5VxqnP//n6xrn00Sk784Ac/4M2//Cbtboe7hYn96vXpyJC7v4+Y1I+8Tb5/8v2T7598/+T7fz5twPURpv+0jZoOr7N/9fjb7nZ865vf5Dd/85/zT//ZEc67UhR6Hzk89l9jnC5fiHP76+9fn1MqiV4ybGJFBD/KXOyf6z+vfy8wkjlNu26DEAAAIABJREFUtzThezIidh05JVLc0bU7xAkh7G0O9oRX5R2Hh0ukrCXOz8+oqoovf/nL1HXNdrtlPp9zfX3Nro0WIV36nFKirmuOjyu22y2r1YqLiwvef/99drGjS5EcI91uRxDDsirvqDRSa8bfJZlEBryLav1rdy1tTKx30Qg5H/BkKgeL4EkuEUKiqbTIcTpQK6i+jYmkHV05VLWDz/0912wHpK5EM8f004R7/nHbZKuTrX4SbHXaS017qU/CXmrC0wlPJzyd8PQXEU8/9IBpvd3Yh2ofRWjSMr2WXz9I3vthUMU5k9i4+2EiJtbhTHBExJWbAl7tdNmTaHzg+PiYr371q/z2b/82r7zyCgfzOexuOHvvR/zgO9/k8bvvMG8CTeXYtC0+NBzfu8/9Bw/xzYKD4xd5+PKnODw6pmpqi9B0Si4ng/3gp5RuFclTVTPGAt691qidJBawFof4gAsV2VW8+pnP08zmPH78mPOLa+4/fJGcMm1M1LMZ9+7dJ1QN19drPvWpz/Djd3/MBx98wP37D4md8uqnPsVP3nsfHwIpZ5qm4eHDBZeXV6yvrrg8v2TbtXjniG1kF9fcv3dAGzvarmPVmLZohQHhLkXqbMWnM0A2GRlSn4rY24UORJPThBOrv1B5IThKHQYjp/p7/zThWIpcayZlIWWrR/BRt5jN3gRwTknZ4dzT/e2vHyy6oPJC8NhPEQO5QqZlVZwJCtELBSGUCHUllPTg2gt1EGZV4DBUNHXFLkUuuo5WM6mqefL4mi4lQl1xs24R5zicL1gcHrJaWQRzTB0+WBT/q5/6NMvFjPl8yU/efZfXXvscL7/4Mu+9/y6n90558OA+zazBO8/J6X2cdzx5/ITZ4oB7p/c4WB2x3bVWCLIU67NxyOTMAHoiQl1XxJSfBrWcB1Dr57grvwcnuKNjXnzlU+TNJdfn75F2ayrvOH/0AaKZ+dykeB6/9w5UM16rGo5f+Tz/5Iuv8elXX+Sdd97hP/yH/8Abb7zB+fk5XsBVls7sfAAXhgTirJlUgPIuqCmQYqTtOtq2Zbcz59UDvHMOL27ou1iYxHMhmQAu131EhMlZWb/upEtnJeVEVEfjQSXhyDgxErXNyqbLXG2U8xZu2kjGirQnTSS16JKg4BU8DofipH8kvIfKKYIj4tilxI0KbWpJqiaJ5B1ZoZrZ4UFKiayR5XJOFztiqxweHLJYLKibBXVVmVOvPVUVaOqGZjajWSw5Pj2l221pI8guEbxpEQeXSZohBEJd08zm4IQuRhyC5Gx9Dh4fwmCPvU2Oo7cGuy1Eas6WQqwiZGdyVva8jhYPmE2NFtB7R26SW4ywr29jB94/kiayJjabNd/5zrd59OQxSkbFlcV0uctqv6nmpz63vxYnzzfybvL9k++ffP/k+yff//NpQ88LPuZnEU39fRA3XOqApiIomUdPHvPt7/wVn3/9C8wXB2QVm+ej6x4TTL3Ex3DNGUT2Ejn2x31/UozDxlhcwceRxKhhqNlUKpme/d9C8c+35A9DsH7kaAeaKZFjBCfMlnPEQ2xbvCihqgBHbFtiSrQRjk5eoGpmpIIt6jyEQNd11G0mhJq2azk4AOfWXF1f4URYLBvWN5ty/UbY7XadraFShqx4EWqfWEqicuDJOJdJPuMyOMlYlQvB48hZyV1HGzuIES++ECuGF20dkBpmc2EeHDMnOEk4IpqU1Hl2KZGks0NdJ4OvtEy9PPhPzZlWn88adbLVyVY/CbY67aWmvdQnYS814emEpxOeTnj6i4inH3rAtNluB3AU+kN1HVIHx8RD27bDxYUqFCBS67iUU291toEXSGoTaygQLY6mqfjSV77Cb/zGb/DlL3+Ze/fu0dQ1IbekvKW7esz6/H2Cg6auLTVtNsPVc47vvcDB8T1mh6cc3n+FxdE9qmZuG2VVksiQgtf3s6oqNO9T0XrA7E/8gAFwU0rkLmJ6kkLCszp9geAc5+dnXFyvefUzr9E0DVeXl8yXB4UICJzeu8/V9Y/woeKFhy9ydnnF2eUVDx+8iD56zHEb8Ycdq9Uxf/39v+HmZoNzjoSQXGDXbgne0XaZkIX5ruWo8YizDNbG2YHixntqlwmiVC6bATpHzOWgc7iJlMNKMxaPUHtnD6fUDrzsX37XlgYnVu7dvsg2jIMmPqqWMyQx6Z9xf549QXqrtGusHXbN5fpzKvbRD9R4vMRANzihEovKD+KondB4z6x8XkzG60jw3OxabrpMTJnaQ0yZZlaTEbqu44MPHrFczvn8Fz7HbFZzGCoWBwfcu3+P9957l7qZ8cLDF3HB4qdP793Hh5p7Lzxgt91Rz63+wuLgiCePH1M1C46PT6iXmaRg5+JCzmokzkg3N6VkqcJuf/I+gGMhi3vyaQBOMUdfzeYsju5x+vJnqOrA9uoJMWZQyO2G2pUIm13L+vwDuqvHhPwK3i/wqxWz2YyjoyO+8IUv8Od//ud899vfRnMa7l1WpdduVfqaH32ETH9jDAi7LrJrW7q2taKPRdN3iKYhGbF0+3Y+l7ZuIzEmRPKoMzIQgbCfX6pCqECCmuYyWERHzOy6xGaXuNlmbtqIFjXgJBkVxWVbIJVwkD0JK1IeNvcFW3R1UdmlzKaNJDXNZQlmK1vxHK+OLKrHWSH2RVPx6IMnzJoZL7744lAw8ebmmqPVgqZpmM/ngyZtHYIRic4yXGJMbLcbutQym82pZnOaZkaom+I7HK4QjiEEZvP5kMLfP2CvkduP293fx3hPOWQYR1n1Tn9cdHPcZBSo0UeK9XOo/5zxAiLlxNtvv803v/VNNtsNKScsH0SGxULp4Yfa4PPbDlmbfP/k+yffX944+f7J9/8c28/CdjvU3B/49c+lnNhsNnzrW9/iV371V/ncF76IZGfyhSNMHuup9+MAt4Idy7/778DGd0QaDX5xFK08PoQcf/7Yb46DDnp/7b23+1sFnJuRo2c2q+3+tQva3ZZuu7H3+MDy5JAQPCDknEgKbSkIvdvt2Gw27HY7Li5vWC4PaduWw8MV3/nOd9huttx/4ZQU94eks/mci2srZpxzRqNhvBeH1pnaKxoU58uhu+zXSaIje1GTh43YT9GI174aW4YUmKljFzxt5alCKYSuGcmZFDO7DlpRnLs9bmgeLTRsjLvndMA0bpOtTrb6cbXVaS817aVKDz/We6lxm/B0wtMJTyc8taH9Hx9PP/SAKfUDgZ1Ocgf4xilbKSe6FKETkubh9A4YpCq89MSS6XtmNX1K04MPvPb5z/P1r3+dr3zlKyyXy1K0K9Outzz+8ducvf8T5nXFsj5BxJtxKmg1IyxPmJ085Oj+SxycvEi1WCGhKhGMGXVC6iVvys3oI5X7Pg4b0xIV60bg7ZxDqkBOQtdF1DckMtfrNW1SPvu5LxJC4Or6CnxN1cxZLJe26c1wfHoffGAWAi+/8irvv/+IZjZndXTMzWbHD37wNzjxnJ6ekLOWAmiRNlqdCRFBRVGB2CX8vLHzdcmIJoSI04zTjFelEogYoWdEn4xOJi2SAQdOFK9QOaEWI1yqQjJBv7l/tgNTejkaKUXE7fFRt1yIvwxDf5Tb+pfDxC0PsGusepJJbAy6jI1zOSLWQoYK/SQXvCgeTEpIM04FpxnBii+KWDqid57YbUuf+jmSkGiSLiEFFos5p6enbNZrbm6ueOGzn2N1dEwzm7NtW1565VVmiyUks6FQ1Xaa7ucmL+UrEo6Tew84PDrhydkZF+sds8UCcCS1Au7Oe5NBKtfuBkAzBzlOr8zZ6qDcBSrnPQEl49BQUS1WrF54GRc8+EDYRsJmh1Q1lQCq1ItERnjy/k/wh/e496kF/sAA/qWXXmK1WrFcLoldx9/+9V/TRYs6UTVnowUz+kibW6f7GIjHGIkpkkaF2m8tiPrfMYbxeS44Y1RStnkoxUaTqmUL0BO7VkyxEkXFgboegMmqxYlHNm1i22a2XULV7pk6QEpEjDjUybBKsgipopMsWBQGguZEikrXKm3nSJpxwTMr6cV13VDVDRIsIn51fAIou203ONHj42Nyzux226FQ++Hh4ZC6Pmsa5s1stEBRFssDUu5sLHxAvGnYpqyEUOHrBucsOqT/nrs6tHejpsb3vX/ZeKHdL4rdaC7YZ7pbr9n7tf2i6vZnyy3/p6qgpiH9p3/67/nr7/81MXZlfMu24c4i4a4Tv7vwGD/3UbfJ90++f/L9k++ffP/Pp30Ytt/1C73d9a8ZXudM9uP73/8+f/rv/5QXHr7IycnJ0xvJEtGcUqLruj2GieDd3k/289n+xvD7XaKp/9xxRObY/41xtP+970f/8CFQa03OniQQY0fwHu88TVWh8zlWwHmvY9//3Oy26HYLwMHBAW3bWrZpqJjNZiwWCx4/fkzOmcPDQ5YHK0C4Xu+Qsn6p64YuJ2LXsY0dOSa8OIJmUi2oE5sn9JG7Ug6WZTAaVYswTSUbEDUJl6yKFFzYOMeuVtoozHsgVQVNaMx0XaZTGYp8DwfeUGR6pKwVnGnBPIc22epkq58EW532UtNeauj7Hdv4OO2lJjyd8HTC0wlPfxHx9EMPmIYPktEXCgi3v6Q3RE2RhOJzGlIm+0HCCWS318tPtuluYyTUFb/0S7/E1//Xf8UXX3+d2Ww2vL/rEm3XWT0B1XJieEAWu5mNr5kf3+P0pVc5vv+Qxeoe9XKFq2aIs6LjDtN51D5ls2xUVdUKjI2AvFzVrZvTg3HXWjFhFwISKhRY+IbTk1PTZVyviSqoDyxXRzR1KCfCFffuVzjx+MqzbTvWm5bNboci7NqO1WrF+dklOSsnJyd4H+jalrqyMXNkUANGlzOSMr4kcWaJJLqS/pkQNfLNaX8S/fR5pIq5MSvvrFTOlUcvHyOQKVI4t2WRoKTfDRGnhXDi+Wzg7btlFO3aO4Q9GdH/niST1SFq11h5sWsu1290ldWwQHpYvfuFWiR1nL0kZzRBqhy5nPZ7BIkZlxUndu+ceOpKqCtH8I7DQSYnE2Pi+GTFru1QhM1ux8HhioPDIw5XR6Q2MVvMmTU1VW0FsdWZnExSoU2Z+fKQF+cHbKOlbRolZrVEnCrVrCnd3y9g+oiJu6ftMSWkjFl/Ku6dMzss8O/qGfOje/hQUTVzwuyAulmwOX+MpNbmjia2m2so37HrOuqYqGtPCIHlcskv//Iv0zQNf/x//d/81Ztvst215JAtldiLkXM5EXOiTXHoq6pdW0rJinwXIIU7C7fRr2pe8rk1yQlXiGwwTdTyFzRbwc3edtVlxDskB/ri9FmVbZdZ7yLbLrNpM7toKc1B1UhlUSonJCdkMogvKe9qbltMX9iLgApOBSlRTCkpsRSb7FJisVhweLDC1w0HhytcVTFbLIvMVODy8pKu64YFaNe25DwrBwTmuKqqomlmA0novR9IfI9FnqiY81aEEByhqvYLYb3tzHpc7p1oj8+37Jq9890Tqns86KOtemfcf9cY41JKpGiLSOescGk/F8at/54YIz9+5x2+893vstls7J7SH9TsSW/7fj7UDp/XZuhum3z/5Psn3z/+wsn3T77//3/7++C6yHAp+/tV/gem//7d736HH//4xxweHiKjqEl7/20ZwLZtzQ5EkOAGfL29mZXhXt/dRPbEU+9L4bZExrP8711/jZbXaUaqyp7PGe9MSkfUahAo+016l8yXNM2MVPwrmMzjdrulbdsharPrOubzOaujI6qy1vBVxcHhipgucSGw2+1Yr9doShRhe7LLiHqcuhJVWyy8HMr340nuiTPDxC6nsnayQuaCZVHuvLLeKbvak+siIURGckRSRDvDIFJP7AniHD2t6FyZu65HtefXJludbPXjbKvTXmraS9n388nYS014OuHphKcTnvKLg6cfesD07H2a3H7emZxGhqL9n4ZI0X16l90gohlsKkW3Y7JiZqdH9/mVX/1Vvvj66yxK9HIPfj54xAd81dAsD6m8g2DSOE2oWJ6ccnD6AtXBEc3BCj9fgg/WYVFwguLQ0Qnf+KZrzjCKaFa1ye1E7Hpyto14trRA8FTBI86TUka8krrWNGLwhFDRdZFmcWiEj4v4ylOrkFLm5maDiOfgYEWoGsQ1LA+P+ODqmpN7L3B9fcN6vcbXNc18hvPOTszLia79XyF1ePUmDZMdKQtRPap5MBwrhEYpcm5TGLHIUJc9iCcV3Uuc4LydrntvEeJZyn1F6LKQEkNRMFUlZrvn/QmppZQ+B2AkIxbuiqr1qSt9lAEsC/HjS8R1ScP03gq3O2+2YnbsCoGUyc4c8ECiOQPKJOCHSBMb+1TA12vGa7T7j51WC0LOQkZx3tHMZ/i6xoWKxWLBwcGSlCLL1RH1bIn3cHCwQsRzc71hPptR+4CvqrKosAjoLiZ8qABP7BREmDUNiuC9KxEACVXTDpUCiv0cyMVxDFEjzjSXxouNAVBEhkLhFIIKH/DLAxonHIea5cGK6ycfcHP2hF3syO2Gg/kCN1viq8bmcvBDCrPz9vvrr7/O2ZMnvP3227z77rtklOAzTh05J2JMZT4qKeVBMmcgjMt9HtKbxwulpw3mubWaZASvK07IlUggxaLvi8PKWC2UJrhSG8XuS4yJLmbapLRJ2cXENhayPKvZqyjiPZV3Zf4X7LL1oTkw2Rc/d31K9IhYF5Uh2iPGxGa749h5UlIePznj4cMHnJyeoqqs12u22y1HR0cslsshTb53eovFAuc8bdsiztNnGPgQqKQqtX3M34hzeB+s8GhZ3PYat71Njp343QU19ASj3lqo33X842gV8wk2j3tnb9knewfev2+8MB8775wz7733Hn/8J3/Cj374Q4YolTt92/ehuKg7c+zpA4/n0ybfP/n+yfdPvn/y/T+fNt5Ajtt+Uzcmdvqf+vRry6HgD3/4I/74j/+Y4+NjXn7lFWKMT21Mxz6vz9pMOVsNgVGWKewjkftN77OiIG9tQEeb0ruk1N3vDSGQUHLMoA5Vq5+QUhx0NZ1zBF/RqZKiZW2K88QSZbpYLIZDxT6ierlcslgsuLi4YL1ec3h4yMnJCeu244P33iclI5I22x0xGnkQQqCLae9nC3Y5EQtEQPHS+24K/ve+XslJh3oSqOCy0DnT0ncouyRlbWbSmD4EvLM1XBMci6DUCdwomlzEYjDs99Ha5jkdME22OtnqJ8FWp73UtJf6JOylJjyd8HTC0wlP4RcPTz/0gMn9lN3YeNBEBFElY8SSZOilWJxTgmfQRd+/KZOwzt5/8AK/93/87/zar/8aB4eH+LAvjhVjNFB0Fc3yiKMHL6OxpZofsjg6pfKB0BjhpFUNoUHFW6SihZeS6U8adfjcMeCrlLNq5wgFoDVnA+SUbJoriPOEqhk2sDFGfJlUgkdJxWgKOFtAMd5V5NQBYjqQ2y3LgwOaxQG7tkMqx/zoiNn5JapKPctcrzdsdy1dTNRNw83VjpTBxP1LGiWKkCwyXBxWJl3IGkHt1DiLkRqK3Y+s9i5IoBVGz4B6QZwMQGvpovv0yKimgZlSxqmNRy73uJ+QmhXNdpL/UTfXf3+5nya/lInZwBsp5A+CC0qigAZGcnhnUko4A9UcBd+TVtKh+H1th2JTuZwA27g6EsGiaDOQrVKH9JEnhk6kZHZWNw1dSmx3LcsDoZ7NCfWMSoTF6ogwmyFkTl9Y4h3kGKnr2uYRlkqcUlE2Ld5wsD08OZkGrihUVYMGm5tpiFixaAPvPcHd1vG1hcxtcOwjRYxk61OhMxTZJhUPoSEsDqmqhtnykOMHL9OlyPriCd3mCgk19fIIXEXKmYAOBJ844cAd8mu//uvElPj93/99Hj16REqKTwKqgxxOTyr1cjm3gBjwd6JwgP2qbYhLeX6tIhVHusd3wd3qmV2XIEFY1I55VYhtpCxwMl20RUxPhIsypG+LUNKRi4MYIhUKCUe/qDLb6ddTtoAoMmHOiPV+7GKybJLV6oCscHZ2QX3vhHv37nF1dcV6veboaMXJyTEpdSAmJ7ZcHuC8p207nO8dsSs1cBRNlsZvWOtKn8D5gPhSPLE48+D9rYgtc6i9/d9eBKtKIXhvR4GoGh72qQ59OnjO5nQVq/eRktXmodQTcu7Z0SFg82O9XvO9736Xt773XcsAGK1Sy/qofxe3fhsZpN766/Ntk++ffP/k+yffP/n+n0/7sKkh478rveWUa+tfVPrfY1CKvPW97/G9732P03v3ODg4sLeP/CD0sjd2wK2CHTpqLkWm9xtaVAu2lLoCjltk0/AoPe6JpuEaClliZ/ajqGcRImY7EgL9aiTniCAlMtRqJqgIVVVT11Lkfewet11HXVcmHXl+DiL4UHFysgCMRBAR7t27RxcTZ2cXZIWqrtlcXRNLcAOqQ309zYpKHsZXBLwzX+0KYeQGome0sS4b8Jz3G+6cXZHBdLY+iwzrsxCEuki6LGohq0PjPjJ8f9uHu17WKM9vJTDZ6mSrnwRbnfZS017q1m8f073UhKcTnk54OuEp/OLh6d9LIu9ue2oTBwWasN7aKILuT8f7pqqIcySU+/fv83u/93v8xm/8BqvVyjbG/alp3uuJ4iua1SkHBwvTwK/nEGrEOxCP0WEeLzVO/DP72J/yjf82PqG7dQIohXxRHQFJtgheuX2SGGPEYcXBpYDyfD5nu93iq6LbqEpdCK7Q1FRNTdp15GQVocU7FovFoC96eHhI13VsNzd4H2hmDd3G5FNE7MS8rzWQscLW+772xtVfv966DvubGaqRMuYIglgdguBkqMGQsmlyxqykZCfZolbMLadkGpzldTEr+TkVpe0nSSwTsZ8OohnnKUWrgWT9TCX6OnirxRCcSeUEMXBTUpHSyQPg94TSfjKObWf/M2tPQMlQE2IPJI5qVuG9nb6vVisODw8JIVBVFXVdg3docDaNKk/dVHS7Fl/XeKx/oa7N/nJiPp8DgjhXIjUMkIDhtL63/bsRKq4QiuL29RbGf7vbnn0aj8k/SW0RCk3ANTPqg0SVMoujU1K7IanQuRnqqwG0hz44hwRhtVrxta99jVSIpsePHwMyEL5jkunWzejnro3EU/38OEQx9a0S11sHXowYcw7CaLhVS8ZAEJZBOfSJhTPisktKbE0vt0uZnCOVKmgmi9BjoVPBkbCgEV9ks5SQHRVWQyQ4UE2Iy8VZOSNHFZwGKlfhvaOeBbIktu2WWZyxCAG8yX35UHFyekIVvDnkFK32h6upZktCsyCmRFXVoKbmG5xDUy6kradNGecqI3tLlEguJepzLlFFWiJdRkQ+ZU6OF0Q99vUO3ImQin0okEhAQiQhFOJZLCsBL5AdmhJKRnMCF2zx4QEpmss548SBJnKKdG3L3/z1W/zp//Pv+ODdd9HBifuSFp4H3B0WFwUf+sWbjh4fn63R023y/ZPvn3z/5Psn3/8Paz8lhpm9N9hvuFX3P82ezX5UBFfkQTUlPnj3J/zpv/sTHjy4z1e+8hWkrnESEHoZSzsIdL7gRUxojlAODHEOnCDJagiY6SREeqx0eAmDH/XFLpQeY8aE1h5fzAXYBlk1I6WIdc6K4kqGWrCD3mCY2qZM7TwuGdAE50yyxIH3NTELVbOgmnXI1ZqkW1xKqOuogufk9IS2y2zbLXiPC4E2RbbtluwS9Szg147KVaWuXMkwxLT7pWRzijhbGwEhK1EtQ1IwyUcHJttSAguyZIImwOZRl4QYhdhCl5Q5iYVLrHyi84qvLDvUexnGGQy/cu6zRqEPI3gebbLVyVY/CbY67aWmvdQnYS814emEpxOeTnj6i4in/+ADpmcRNLCPeFYY0g5Hc+jWxhLNHB4f82/+zb/ht37rtzg6OiraoPa5d2sl4BxuNif4BcE7Mg68SbwUHCW4YHInzuG83OqfSYFgp99l492TX+OUMrCIa0b/7iOWjWxgIL5ijHRdNxhHsamh/3XdUDczuq6jEc9mu2W73dB2HeqENnakQmIcn56y20Wur6+5vLxku91S1zXeOWLsyGkvfWOdsjHIGBgltaLsvXOy67b+DBvswUKK8xKb+KjVc/BAJVb4OjgBzGBNCqcnS0KJEBdjFbHI3jRE+MogR/RRtizOIulLXwSbvGZQFh0hJQU25QLoZYCCc1TOrj1QpG/6+hUyHiuGuWVRH2WMpV8QaLkP7Mk/BGQUMY8VyIuxwztHXdfDvV4ulxwcHHB8ekos8jptjDiHEY67lvlsTjMz6aSmqmh3W1RLmiTsnTtK27ZURSu0t9G+YHvV6+D2JHD/GSNCrG/jaAvNeSBfwWzdez9I/4gGYgYVj7gKpwJpRjU/QFImRltkjEnkgdAS69fx8TG/9Vu/Rdd1/Nt/+2+5vrgA3c+7vlmdeiOz+0XamBYbz/8xwfy8W+/Ae51Z76UUeFRzDAVIvBdC5ZnXjqZSnLPomZgyXc502dK1jVDsr15vRR081YrDc86iMbwzgtqkhSxqB7DFYIy46GjUCM3VagUwpJofHx9T157DoyM262tmhwvaUitDxDOfz2iqipyiRZYDXRfxPoCIRaJgBPtspP/ck/zcscWBJH3GYcGYHO2fN6h7+p6LOsgmcZb6aS7ltV0EKUMo5oDvDuctibXSp3fffZc/+qM/4q233iKlNERw9XfcPnRPRhsRqh+S8fF8iKWf1SbfP/n+yfdPvh8m3/8Pbx8+N/o+qmoZ577/+w3q+DOcc6SUeOutt/ijP/ojTk5OePXVV2/hWf+accvi8WI685qTZdaJGLFh/A4+FTLLuWd3+66vHX1nfw1j/zi2GZF95mAoeDzYIkAukZsl2CClSFUHvAg5RZoqMJ/P2O22dDmiWZgdLtheXHF4ckR0cFw3PHnyZMhaXa1WvHdzharSxWiY3q+bxDIdnYAbZXJ6pwOuf+gtVZC+ml1Zk3XZ0eVMTLZmc87m7HwmJJeJLtLXs0DtwL8SR3J2mG828DxtdrLVyVY//rY67aWmvdSr6gVzAAAgAElEQVQnYy814emEpxOeTnj6i4enP6MG08/+sGHgMIkU7btdOjvemPdEUzOb8Uu/9Et89atfHaKXfZFmuQU4pTmnOB8gBLJ3w8g7FBVFRC2Y2VOUZG4TYKo6yOEMm/KRMYxBEYo2/Yjo6oEw5lIEuvx7v/kuoO49PntAqeoZihAqoc07Ntst5+cXqCZQyClxc3HFfHHAk/Mn5JzYbreAkQr9d4dQEUJH6kxL3/pLIQ2kkBpGnhj5cccyfoqhqOZBO9RLKXQtQnDgRNFsaY5tFLqkpNwDSbEJcaBSSC0jCYyH+egdupaZ1ydU6jBxwIgwA8aclS4pbcwkr2guOrEOqjIGXnKxqxIp+6zLuTumvW1nO5HO2ksS6X68MJAJwWp19PqYvc1tt1sWiwWP3/+Ak+Mj1utrqqNDc1Zdx1l3gR4Ls/mCUNWIc8zmC7p2W+Rm/KAXK04G++66zoARyMXu++esVww1Ee6STANB1RM15Vrtx2jh4NTmXiF++mh7WyGZ1iou4yVSVjXD0PVR1rb4sD6tViu++tWv8v3vf583/vz/Zbfd3l7IlMUQqn1SdwHGgj3PwK2/D5Z9FE1QpGeAx85XzcM6W3fgnWUV1MHhfcn8UCFm6FTpcjZiGcGpReFY/MtTX3jn3zbW3tkiQrD5buPWG/Yeq2M0WwkhEIK5i9lshnOOey+8gGpiebTCVYGqtvo3q+Uh89kMNBM7Izu3u61JVpHwzqKFRGQgPr33Ayk6jI7IQIgONULY4/WHEaK9HfSvG96XgQiaymJFtETFCKSEI5NTJkUl4QgjuerBbxSfEGPk8vKSN954gzfffNPIY+9vE5uCZTNQrrWgU+8r4Wnb/DgQopPvn3z/5Puf+YV3/j35/sn3/+z2LEx/Fu73h9l2gGxX58rF9S/vx8w06DvefPNN3njjDVarFUdHR/YaJ4NkxxhTUxbIkUoTLu8P7HPZZNp9LP1xFIy9bRfj/o8P7MfX0Lfe/oChILeqEmDA5K7rBluwTTqlqLPh4Hazpm5mxK4DVRazGXJ8xOXNlWWEtpHl0QpFuPfCC7z3k/eZzWYAw5rClQP7/WFlb8M6rIG89PIs7G341g179r2VgodZbE3W5UyndkCf1WoUeK/UQaiioq4fy3LYrZkewcCwRwYM++jbZKuTrX4SbHXaS017qU/CXmrC0wlPJzyd8PQXEU9/RgbTsz7sNsgMF6gGSNbFnm3aT2awDWVVVbz++uv87u/+Lg8fPrwVPfksgsk+O5WPDIjzpm2YMl61pHlRCjX30i1PS3xQwHs8QGOiaQyizrkS5bo3mJwSZItA1Ww3OqtS9yAmNvuMSAg2CRS8D+y6G9abLQpULlA5z9X5FS4rV2cX7NZrLtabQQYE4PLicpDdCSGQQiYVPVFVCpGxN8SUcym6XW7RT7ODYZ+eAdPAD95ROSNZgneI2L1qu47NVtl2kGOm1P8ePiblPKR29hHVz41kAjJWO0KjkvtTcPb3MaVMzIpXWDhhXjmcp1y/mlROqQugScsYyZ45fVYroGuyNULKxY4HsqkQkE7wBQiNmHFcXl5ycnIySMCcn59ztJhzpVBXju3VmuXpMeKUTpXNZsvuoGO2WJBSwosWYN3bXlZFk90756SAn53sZ1Ujo0Y2/9Oil28B30DuPNuoVDK4ZM6mTHkHJBEI3mw0ZdCE04TKbdjJOQ/1E/o+PXz4kN/91/+ay7Nzvv1Xf0WMcbjbw0P3YC2FZLS1wW2Sef++59+cluyJflHTO3DNtpDUXr/Y4UtGgStkacxKl6FTiEBCCqvuQLP96BcnowXprQVqIQC9WNatqprmcN8P9q9zzvRoU860bcvBwQHee25ubiw7owncu3cKmqlDMCzMyqypUU3stmuapmHT7kg5MZvNhkU0WqKGAF8KLvZFSlOJBukzTMZ24bwfForj52FP/vteD5d9zZ1+UaK5vC5GfElJJmazz9jSFUkndTOkmiPBl9RoP/gLVTsIuLi44D/+x//IH/7hH3J9fY33Ac15cOR9UzEcyHLbJofMn/FrPwYbImuT7598/+T7J98/+f5/rHZrszdqGS3b8X4D2tcEsNYTTP3G9vr6mj/8wz+kqqohK7Sq68EuxhtLyQntNsTNFh1Jjnpf1hF485Hih+zPp/CRkT8d9X1cE6vHrpzSLTwdpBtVrbD26PUpWm2GXKI3++d3uy0pWuTvbrdD1dYY27aiqipyhhhNSuXR4yecnT2hbW1DPZvNePLkidX+ChXOtQiytwg14R5XnrV10d6m7Lopa6gCrv36Su11Fk5qEd8JiwjvFLqSMRm8+YjgCoGlSlaLJh0K9okzARlRsvSSpB8fu51sdbLVj5utTnupaS812MLHei/1dJvwdMLTCU8nPIX/sfH0Qw+YnkHV0G/p7/4tS08yjCI3VRHtC2BbUawXXnyJf/G//Ete+9wXqOoZzlvoseJwzqOaSDkZOCW1S3UB6S85Z1DTqY+Fy3J4VAtAqtV4kDIgWgwC6YdMBlvtN6eq/eAJUsBCRUGsUJdmE6WJKRqZECNCpvYeR0K8EU1dZ7USclKyttR1Rbvb0W1vILWm1+gC4isrSPfkjMPDQ2Z1xcX1NTl21D4wq2c4PN02kVKmyx1Z4nDaqCRQQTWQ1IMqsUzs6EoxucKNZPFGAkmHEgE7VY5ir5k7R+UdIQihhso7FM86ey6T5zIlrruERnBpH7ltlrDfuveyM89jM9/pnpgc7nISJO1Jk5yVnA24k3NUyVNnxxJP5SOhhrATKu9wLrDLGcETNBfbjmQJZIL9W0wSKIsQndBh9hgzmKPOoBFbMggqSpZIl4UqVXTbxGLmmdcz6hDIsYPgmdUVjszZkwtOT0/NtpLic4fmlm57QzerzLbaDice54VYCFynlkJae+hSJGaHDxCTSUkZOBtbqGJF7UQsZVeVARjt3/29LGCDoGrkqun89tH//dyz12Ry0fQFSeag7BMdOEvCzamPHrF5b3NfC2EsVLXjc5/7Av/iX/4Oj56c8c7bf0eOEdP1NUzp53NPLO1xqe+3lkL3H5+FppFilAWHPew5X9KQLWXb+/2ipC8umBS6rJaCXAhMwQ8L0Fzu223S8DZxOIyVqKUe99Sw2mMfSZXZbXfE2JBi4vLykqqyRV3XdUb6pYxEE4TSLtGmRIqR1LSklKjrmlgcn/OezWbDbDZHc6aqK7M7JwPxOnba7s4CdDiEGPVxTIze/Wm2tL/24bBAM0lbNO2Q2JLbDXG3oYuJm8vHxPU1UtXUxy9RHz9AJAwLDDC5phQjFxcX/Of//J/5xje+wdnZmb0GAfd0ofnc96X8VC1SCP8YBvZzapPvn3z/5Psn3z/5/n/cdnfTZr5Bb5E75SKHzWQfsemHU1/l7OyMP/iDPyCEwNe+9jWOT47xYe+7VLX47Jbd5ROuzn+Cdi1hccjy6JTKe0Izx9VzNNSkIDgVPP6Zfbz7ex8gMPbNqmqa8aO/QYm2zHuZUjf2mVkR8bStZfhttxu8OFLXkUXIMdK2rUVw71o0ZTSDS4UQS5n1ejNc79XVFZeXl6SYSCmy2+56Bsv62T8wQsWJjtZI5R4Ml9s/x/5QE8GJQ8VWUlkTsazTYrZAA6Cs9cq6zwukfh3oyua+965Fbibf4lQ+Fm2y1clWP062Ou2lpr3UJ2Ev9dPahKcTnk54Wr57wtP/IfH0wyXyfsbzMnpCbr26AE+/vSsEhA+B17/0Jb74pS8xm80serGcvo1bLtGxqiAKUnQ7nbjhlFMEcrZJTr8pzpDK6fDYCEwix8ivHuj2J346gOBYE3R4xGhFrVMcrsn0On0BGqVrd6QUEem/M1PXNTkldtsNIZh0Toodl+sbHjx4aJIojx/z+PFjTu/d4+T4iPfe29G2LXVVEby9B5Eh/c7kTxwi/clniWKmRM1StPbLTbFhVSP7xE5lUcFlITsjSXwfxRzsEbzVK2hjYttF1m3iapdISXBOERnJmsh4gnFrUn2UrSuO8JZz03ynALrd15AUJ55lpbTRs2j0zvWDd6Ugtio+O5OB6c1MCxnZO4Q7Y5/yEMdfFgrYPSuilqZta68IwVIv213Lcj7j5PiIEDyPHj2iaRqWyyUgnJ2fs1zUBO8IwZtNeUddVbRti6oBR+x2+BCoyvzw3pf6GPbdOcWBmHFBkJyJgNN9EXBLq97j322iaZ8J0P/cz5vyGhH6igjOFaei5oi9D6SckVRSwct7e4CEPQjnnJnNZrz++uu8/vrrvPeTn7ArKdY9voyBuyeZRvEpNv7//eb1c21ZzDn3krYW3eIITs2pYYS9944ggsciOgRLHe/JPbIi2Ryx4USmT2nuNWsFZzJYqJH0UqJTiBZ54oIR9qVopdCvdjI+QCbT7nZUwTNrahxKu91QB0dKkfXFBXGxwHt4fHHGwXLOfDYvi0CHkkm5owoBHGi0vva4pCS8r0mqeCe03Y4Uk+FckYJCbYw0p5KhEAcnj3PDYULf+iyQ4L0VPERIWBq7Q1BNEHfEzRXd9QXXjz/g+vwJbXHoxB1utmRVLahXJ3i3RBDLWimpx+ubG974L/+FP/jGN3j8wSOC94Rgi7Cc96ngPe6E4qssEcYWxagO0TBjzBxb7/PcNE2+f/L9k++ffD/lPZPv/+9rY119Gf13zCT0m1RKPQBxe2LJFQzsSSbf+xxnUcExJR69/wHf+D+/QfCer/3mb7JYLtHQ1+my+gJdjuxuLrh8/x3ydg2h4Uk9pw41B8enHNx7gergCO8FqQKiHiu+ZlG2kg0DYpGxGfe9J240Z1LBU0GLjr6UzSxoTnRdi2bFB484bzKc3pFyy601giriwQNd7Oi3v23b4oD19RXXNxsWiyUpwc3FBdv1Fd4H2u0ah0WtthvPbrdFJNv3dBasYN5BUDw4Bw4cCY+tlRApMiUZO4p1OEkmJaq2rsL1kb8gWdFS5y3lTE4JCc5qGgBBhMZbIMReMx9itijgXO67ACnvbeOjbJOtTrb6SbDVaS817aU+CXupCU8nPJ3wdMLTX0Q8/fAMplHE6rhjd38fRwPfTfs08LEN52c+/Wl+53d+h4cPHtBrJ94tTHWbKFD6wmvjk8SeQHKO8vP2ydztU9K+H/sh+unXsNcVjTGSYxo0De1UvEM1I1nB22tjTmg5qQUl5zSkh643azabzdDvlBLrmxvW6zWz2YzFYsHbb7+NiFDN5tw7PeH66oo2RuazhhD8IKGC7PuIyJDaliw0txQNl4Hd2KfoqUnBiDP9TxVc/3egCY7GC7UXau8I3sY+5UyXlF3MbKLSaqEOet1SZ6DpsHRXKE5Rnh37/o/ZWjxZ81API2UrSJ0wEs6clQXA1yhNzHTJ2dhpIZm8K2MgNMGTy7IgqJIdgFpKaHkY2UcBPbMjq8FgY9w7VMa2KAxSSCF45k0DOVFVFaenJ+QYObu+4vr6muPjY5qmYb1es765YdbYQmNcYH4xXxCcI6Y01FLIMdKSSqSys9oMZFQzoaosekQyGi3Wfzyvbp2wlzaej+P2rDnWf86+tsLT85IYbU7dmetjeaweG2KMPHz4kN/5+tf50Q/+lre+9z1yAcAxqb0nmxjuxbP6+nFoSl8oEETMeVVeqFxPylmpCufMtTowDVa1NNohuyOXYowuk7Ro9yZnuq2UeJhc5n9PAGLfGSThxXA0ZWcp+cXpqvZEek9MZnabLWnRkmPHzdUF3W7N8cmKm6sL2pMVVRW4ub5kuWhYHsxJbaRNXVlM2CJ4u42E0JBiB3VFqATNavq33hOTEYQOEPHm+EszXC44M8aXnGFkb8CesFRFcrZP7HExRtL6iu3lEy4evceTH/8dm4snSGrNj2his7mmObrPstuhKZKi6fL2UVHb7Zbvffe7/Nc3/oKri0tqH6hDwDuPeJPJsu/PJCd47/CYv4oidg+xe9hjxi0/K/t7NXJZH3mbfP/k+yffP/n+yff/fNrQrVtd0THHNIyDUGytRCf29wnK3HNWz6sqfkeTEsTRIlxdXPBf3/gLTk5Oef1LrzObzYb3p/+PvTd/liQ57js/EZFn1btf392DSxABkANSoq1slxRBytbWdv+B/Tdl+kWrXWolilxQXJISRVwEsATmwvTd76wjrzhcP0RmVr3XbwagdjA9o8kwq+56VVl5RHi4R3zd/esuOsu9bWnWK9rLE8pyh6AWtEqxOHtJefqKoweP2L91FxMCZrbfb/ZVBA6INhdi3w6b5iEimBAz1sxgP/q1id7WD1pjXYvgsb0sikSQokiiLrHW450lBB91ZpbEjbz1EWBShvm8pKrXrFcLsjTBdo5qeYlWnvPTsz4SGlzb0tY14qXHkQTX972gwKR4pQkqQWswWkhUINZo6NcVEHVn2HJmiqBEIcYjKsQ1lQBBYiarj7X8ot5VI6CSasEQI4HjuPeOesDLRse/KVh0ktVJVj8Psjrtpaa91OdhLzXp00mfTvp00qdfRH36S2owbTox9stHn3H7q2HjqMabEcqy5Jvf/CYPHzwYwaWrIFD/UN5jrY03N26AN9cejhmuMXAebkdDb29cx+Jc1wCwQaFf51K88sxqE1HtrY2FsrTCS8DG4gQopTE6HZ8nNQYF1G1D13Xj+VzPI5pm2XjtNE2p65q6rjm6dQwovLWsFpe4riM4R57nGK1p6zoKlNJoM1C09Cm1MqTnDYqpf85+028YeO57b2kAI4JSQpka8lQzy+P/WsVibYJGdIIYjUqjt3WIhrguG9IrSK0UcgMw+etuoqMfPAwF4aLAAEQaJvp+CQGFIEYjumf3lJjmWaSaWZ5QWE/pVZ+6qjBKRZBJCVoCpu/T6FCPQJIMY0CclApi4UTVLxRCTLc0iSEvS5I0JTiH61pWi0uSg32aag0IZyenQJSNodBhmmUjwDS0ruswWlPmBWnPbTvIvA8RDEUn6CSNtEj9YsBkGsJQU+N1YHZ4Py54rs2pAUgaCjZen8PDPZs+Cn+bZ3QAhE2ix8jpYa7fdA8D2PTwwQO+8c1v8vjDD1mtFijUKIfXgeSPg5J+FT32626jgSVGvWjVR4voTRHAsZ90nI+xxl8sUm8DsZBk6OmXht6Qj9D3KlI5DedBa5RJMWi0JIDHqzgnQk+xhTIE0XTOgQ44H1gul3jvuHXriCRNWCwWPDi6hUIoi5wPFwtmZUaRpRCEdbXm+OgAkQzvNOtVxf7+EUZlZEbRrJecn52Tz+YUsxkQI7SyIlKnDXIz6PW4CFOjXGw7JAZe2xDCKH8qSdBB8AgSPKFrqBenrM5fcPnqKSfPn3Lx6jmqa0g1IP1x/bWMMeRpikk2FAOr1Yqf/OQn/Ns//mPef/dd6Dl9U5P0qfJxbNFCr2QJfWo5Al6bCBJjcSGm/Q/PsZEPNQrxR47pp9gm2z/Z/sn2T7Z/sv2fTFNxisb2EQ4xrRSJSUjTdIsOh95Zr0mMIdWGRPfc8FoRxKCNxjrH3/3dj1jXFf9r97/xrW99i52dnZ5ax6B6TvkIOjmqxTmqp020AZarS7quwjUr3O2anUNHuXeMJKaP7RU80Qk/jKnWuq9N5684H6NcxgCEof/HKM4kIShF0zT9Z4Gmqrio1xweHpIlCa0SlHesF5eonRneB9qm4/T0gvnODihYLS9ZLRc8uHcf11ryLGWxWJCkKc55Tk7OqKoa54XOBjorZIkZ1zhBa6SPKhYUWgyGgDIhRrYqifia0v3g3TSmPTAUoadxfWaDwnrB+QjWDAETQYYsP711DtmsB8c14iSrk6xOsvpRbdpLTXupz9VeatKnwKRPYdKn8YKTPv3vXZ9+PEXe1gbu4z7rZYXtLV7sdCEQC6x9/etf5zvf+Q47u7uwpYiGQdmOfoRN9GSP9VxRVDCAPxuOT7XV+cP1r0ziaxvM7e+232+DVV1T03UdwbvIk0/AuoDtWrq2wTZ1BAFMNkYLDPfmBaxzuJ43dIhGdtbSNBsAyhjDxcUFeZHiXUBJQLzHdS2d7WI0tQhJkmK0wShNmgWMEZTe8MwPYNPGcA2b8CHiOBYFVKIwokkjLEORJZSZJk8NWaLHaOzY4QaVJKQCmXo9WnyIUKAfehEhST5um//raUmicE4wSvVSr0iVYtujPMiJiEIlxBnSP4tWiizR5GlCmSmKEPAw+KzxKiBK0IGYKrzdBVt9HnqgaQC6TBLvI1MaLyEqml4hWNvhuhZJDUhgcXGOSTTL5ZKDgwMALi4uIleoi7yixhhWqxVZlo1RI7apR/kdvNjWdxHQLEqyvCDNcpSKwJAX0CYhU5osL0bA9yYjMry/CsJu5s8AbA0A2DbVlPcerTfzbqN447CIbOb4sJAazrk9n1GKnd1dvvOd7/DBe+/xox/9ENc1VwDPEZjida33D9Fhn0bTQ+QHvQj2oOSQgrzd10N6OUQ+3y5AFxSdRL5bL4ogKi5yYNSXA+g5/K63URilI5ex0ggJonp6KcAHT5ImKHFRR2hDaoQsSWO0lDHUdcPZ2Tn/6OtfoygymrpicXlBlmqKPOPpk8fszEryNOfi7IT93RlGQxsctm0hdBgKzk9ecnp2xu1bt9if51hv4/0lJd47QhBUuuGW3TgEFKqXo0FGBp20zfM8/O0CiAqItdjqksWrpyxPntAsz7Crc1x1SWibCDqHQNV2pPM93rrzgDv3H2GKAheEpqs5OTnhpz/9KX/913/Nu++8A8GTpxlZYkhMlEUfIETUedwoiI7jAIrERP1NX/hegrw2vwbJVMRF17Dg+7TbZPsn2z/Z/sn2T7b/k2lGbSCDTU8SwYmtjZxSg+1NyNMs2mSlGWyIUpFOA4k2IgIXMb5SqQgCtbbj3Xfe4U/+5E9Yr9d84xvf4NatW+RZRlYU3Ln/EL885eTph9j1glkeKT86H9Cuxa1ymosEfMzkTJI0OsdTNTpT1dZ9h7ApfDyM4Qg+0dPGbI2r9x6xDhGPUYHgW7SC/XnORVfxwbs/5/j4iDwvEN9h25pKBYxOcLbj4uyEeVnQ2JanTx6zu7NH21QsFhc0dcXx8TFN3fL0yTPqusGYGHWaJSniPEYbvDiUQJIafPC9w1nHNREJQTmC0nglWOmzIvuwzbhm6ufFYPdCBEs8sQ5BJ3GtZkP8XaTdUSPtyLbTNp4n6n8lm/WhfkOQ6CSrk6x+HmR12ktNe6nPw15q0qeTPp306aRPh374IunTXymDCa4pxhu/37qUUiB9FLM2lGXJt7/9bR49ehSBkr7jr3u8Bw/fttdMNlhA//fwXaTQ2U7ZjBtPkBDG2gXbHbQNMG02zVy57kBD0nVdDwo5uq4hOIu1Dc5a2qaOnPcK8izHe8fF+RnOe9qmobOWNMvxEidU27S0bYu1lraLkZudtazXa9I0pSxLqnU90uuICHVdUWQZLvjISelDTD1Uitw4UuVQOkR6GIQg9C8ZvenDWGitSBRgYrqciYlxaIR5ZigzyNMItBitwPtYuG6IvFWQqoDWpucI7QG7nn5ljDAPgTT7lUXqE2uzPMEq2dSrUAqlNEM9gMHQ+eBxojEGRPuYDgoYbcgSRZ4qytwwV4DxxBJxCk8sPo93jHOy/0+IfR5f9MXtorJJE01hEpRJRn5djCYI5FlGXdfMZiUhRE7btm0py5I0TXn+/Bnz+ZwsTXHO4m1DmqbkeU5e5EAcU9u1ZGlKXhQxuiXLUEDT1KzrmiTLyfMYOZ2mBTrxZFmBNo6mrkmzbCvSv49OGCK/txYRQ79e8WqLxLnGBnQaAdveiIwY5NYk3preV86/GburALTRhkePHvH222/zzjs/p3IWPaR7XlN8H6elfpkO+zSa0WDUECGyxUl7TUcBI8AuxMKPdjDiPtD5EI04MU35SsSLxD4OEotNIgYdhEQCXVC03lObhBAilZQEEOeZ5wV12mG1kBjwWqOCQyOkacre3i4ing8++IDDw318WVJmCafBcbi/y8XZS14+f87D+w9QwNnpCbfv3OL09IREG7r5nPO24ezsjHv377EzL6guz2i6jv3DYzQxy0BrFRd+IldAUKU1zm+ATeidDT1N1PC3Ulsp58HHRerlGadPP2B9/gLfVVyeveTi9AQVAmXeZwmI4uDwDunuMVbnWB+jpJ48ecKf//mf8zd/8zdcXl5iFBSJ6ceuXzz246TpszmUHlO5N8PSF8sc9OXW/8MzGqWvyIMahOANtsn2T7Z/sv2T7Z9s/397K4tidEaOfSuR3nLbsZYkCVmWRUAoy6LT+/rJhg0+MSDR6Lh5HNYUSgJNa/ne977H+++/z+/+7u/yB3/wBzx8+JDdWYnognT3FrPDO5yuFrRdRwiBuu0QvQKlSBJNXdV0naOY7ZAWc9KBenFLNoYi4ta5K3ZrfB5jYsZl2NCPigSMVgQvaAJGPJfnpxR5xu68xLYzHn/wPkdHR/G+1iuWy0uOj29xdnqCUuCd5eXzZ7i24eDBQ05fvqSqai7Ozjhtas7PLynLgtlszmKxxDYNJjjKVGMUJKkmTQzzPENcg/R0LE2AVqD1ni4ErETQKAi4MNR246owCb3LPv4xrM+6oOh6kClu46/asziUg6N7e00YaxuETz8hFJhkdZLVz4esTnupaS/1edhLTfp00qeTPu3bpE+/UPr04zOYtqWJwdt4lRpj8z7SgjB4entPpcJw6+iYb37zWxTFHK0MWiUxsraPXBzadsHfzZPLjdGQwfvxYcdUNUD3XPyKGOVL30HD3Ni+xhBtuU27IyJ45xDnURKLYIsxCGDbhqaqaZoaggNjcMqSGkVihDQxiFe8evmKtnPMd/bJsoy2aVgulzjnaDsX+fC1YbVaUDddjBBwQrVuUGrjHUVBnqdoEUwai8RphDQIqURj4tH4oPBejSBHkFiMzRMQbdBJQmkS0jTDpAlaJxgVSBXMEsOu9pSJJ1OCGsAqQJmASRV5osl0GtNst7j1I3gTo8m1BCR4iiL7eIn7NbS9MgJRtvgAACAASURBVKNRgtKGoHQPhm2iXOO4BpyLhsOogDKGgCaIQYkiU4YyTdhVBikMmfNYAS+a4B2+jzz23iHO4UMsPKckAlFBDN6D1RGoU0BuDFoZ8jwjoHAisTbEODEHeidDtW4pigKdKtbVmhAcqVG0lcdZS54lMUp+dxcVIhftenVJnqU8fPiAMo/GntDhvOCtx3qPtQHxsLObkiUpyvRebVEE5/HajdH3A8gqIleyAYaFBPRgkvcxuiHION8ESI1BdKw3EsE30EZfidiI98gVazsAW+rafI7HKkQJZTHjW9/8Tf7jd7/Lh8sVSvyWVz32pxoQ6WvGcNRZw/FyVbl+ms30PMrRmKs+ffoq6A6biA/YGGPriWnXEgtCijIoicUSR6BNbbpWQsArAR91d+cVnYPGCiulsQhKxYLxmfJ01nO8N2NVVaCFNM1obEdXV3TeU9cVe3u7ZFmCdw4k8PjDD3n01gOSVLG7u8P777/L8vKS+XzGi9UCZ1suLs44PDjk/OwECYEkSWjWK06d5fLshNt37xGcRRKHMkn/HPoKcCki2K4jCKM8jvKiY7zPMOYDJZkKkXZsfXnO8ye/4MXj92nXF9T1msXFOV3TkiUJy3VDlmfcefhlvvqNt9m7+xaNGN772fv85V98l5/85Me8fPmS5XKJUps6Ld7ocS4PyeXD/XyU3Y1FIUMP/m+orwYjntxkxN9Am2z/ZPsn2z/Z/sn2fzJtVpTj/WyDTG4LZIJIH5OmMTJziM68qW0yCuM8BOll1RKcxbtA6zzPnz/nu9/9Ln//93/Pt771Lf7H3/sOX33rPvt33+KrtoGu5tXjD2JWpVZ0XYs/PcF6T1nOWa1rTLmHLveYmwyTpiPAtD22xpjodNxyQjrnCD4WNQZGWx5v10OfsRm8RQfHk/cfs390i7Zt0QROXj5HaU1drTnv7fXp6TlpmvHTn/6E0/NT7t+/T12vWa9XPH78FJOmeOcwWtM0LYvFkrbtoGvJTaBIM2xnITfszEqMdeQ6roFsgM53tNbRWEvnAtYTC3B7H4uXh631GdGxqehLVqsY2RkIOJGeIgecF4KJMFMUxdft+xCNboIm6I0D+020SVYnWf08yOq0l5r2Up+HvdSkTyd9OunTSZ/CF0+f/sMo8rYE7Poxg5d26x8AsiLn7d/+bb78la/EFDJAXQOYtoGr65+zFZM7KLch6liz+d3mN6BV5IgU2YBM3m8U+XU6ju1UNq11jOoUkMQgiSbRmtVyEQvlifSeWzVujkWE5XJFlqUYk3BwcMjjJ8/46U9/yvHxMXfu3KGuaw4PDzFNx2q97pV1fN6u61gt1jjnODs7Y7VaReArMSTGkBlDniSkWqEkoJ1GuwZtPdJHPcdX30c92KR0/L3JI41PWc5GbtdEC4lSpBKYYSmlxRAL63mJQmZMQqFjFG6WGNI03TJuEPr0V4KDEJDgKIr8lwrdJ9125jMSY1A6iVHtevAsb0CmgfO/dTEa2SjHUCA9ENMuyzzFFTmGlB2lcSK4oMbI9rquIm9sL1ch+NGLv93/IqCNIUtTkqQgTwpEaWwQWufovCf4QFVVfPjhh+yc73B0dETTNOzszUnTJAI+3uGtZWc+p8gzLi7OOTg44MmTJ5yennLv7m3u3rmNMQlN09J1lt3dXYzRaO3BxwjjAUwNIbAz3yHJcpSJ6ddJP6bDvBhkyVo7KpZtztHtYyAW2gsSGIKKN5EqEiNrRK4ASEoplN4oPLhqdAddMM6t4HudYfjyV77M29/+Ni9ePMdX9etKbgSdXm/Xj3tjTfWZABqUEtD9sw/PTR9toBRKeTCCR8VIGC8oL6hgSCWQRCiPAdsPClKlUBLTsnuoHR9iNIlB41QEQhvl8Gict3hRzGcldrlibz4nDSnWBYIAaQYCCYZ5XjLPC0Lw1Is1513D3s4Oz54+o6lqtNEkJuNn77zHraMDtBJ815BosE2Nn82YlTPSJEGcp3U1ZDnrzhFWa2ZBkfmASTxkOSpNUShCFymYtDGkxvRRMGo0+MAVmQT6rBRwrsZ2K+rqguXqgvX5KV1V4WwXo3UQsjzl4K1/zINvvo05usMHL0947/FLvv/9H/GTH36Pk1evIl2axGKOkhjIU9ABrQJax5o2kUhYUIpR98AgbsN3BkhJjCZPkp7qbcjCidkP2/PkoyX619sm2z/Z/sn2T7Z/sv2fTCtmBTA4ZjdgTHTSDlQUoHWsp6CNIUlML8c9mLSFOsTHiLSPQ9HqzgVaG6g7T9NanIvAiK07VhdLFmeXXC4afud33uarj+5w6+gOD3/zd/E65fzDn2GtxShwTcvi9Ixm1jAXaKpzbLvEul0k0ahN0tkoC+N4AhJ8zJJUMYLT9rSGenh+a/Fdi3eRbrSq1tSdgyynXdcIQpkXWOOo6irSkbYtL5894+xiQRDFydkFd27fplo3rBYV5xcXIIHzs1PqJlLhzPMCnztC63ACRZqRCuRGk6aacpbQrNfMZjvU1tE5R2IM1jqs1ThHfHmPhEhFBGAQMhQSGUUwW4EVSAysUMGgfCz47QQ8AsahfOipZfqo5tiJKKVBg9Iy0sq8KWfoJKuTrH4uZHXaS017qc/BXmrSp5M+nfTppE+H9kXSp786Rd7WBvA6yCTXJsPwmdaa+w8e8Hu///vkRUFASJJYtG7Y+F6nrLl+njjRNlptON57F1O+ttLRxnNtdeD2Jnlo24rx+sBba7FtF72gCL5raft6C70aQWlNYuJGuOssSkFWlKzXa16+fMHBwSHHt26zrhrOz8/Z29tjPp/z3nvv8ZWvfI2qqnj65ClpXlDVNZ11PH/2gtVqhbV2TD9NtSJJE1KjKfI01haQgFIeEQdO9QW+t0AmeuWlYpHprCiY7e2wtzNnd3eHMo+0KEZFHn/pLImtyS0YG3DiI6WL0qTGUOicJM0o85Q0SzFaM4CIEVwJEDwheAieIv/0o5j3d3fIswy0QWsDuo+2Ho+QaGw7S91anO1Ig4DyI0CSGkOZ5uh0zjwtUVmKKIUXFQGmtmOxzFiu1lQourpGet7UG0GmHqRL0hRJU1AaIxKvJwFrY12Otm1pmobLy0t2dna4p++SpQmzsuTp4pL7d+9Q5Dnvv/8ujx49ommiTO3u7nJ86zYuwDvvfcDdu3eZz+d0zsXra02aJnhR4/2FEKjrmlzAZAC9/LCZV9cXDdfn9jDP/ECdoxUqRAW1HYkTevocY5IRmNosRPQVoOe6R3y4VxEBBToxOOvJy5Lf++e/z49//Hc8ffe98Zw36Z+b2k3Hftpt86yD0d5EtrBliKLeH7JBFC5EGR4iaYwa+jSeV1SfJs8mhT6C+gEJAS2KQCBohXeCVR5jErwPdC4gElOJl9Wag70dLhdrahfIihyTFyR5zrwsqVYrQvAcHx+xt1PStg20HatVFZ9BaxonPHlxSpkn1HXDzqzA9/d/dHTEznyHoiwo8pzD+Ywky9E6ResUF8B1luA8aZrGyH4dU9oFYjSJ0n3GQuyzsNWvQ5MQUK1HNR3d5ZLlqzMWJ5dcnl/iJTCf75AWBbt7e9y794Ds+BEvVo5nH/6Q//KDH/Pzn7/HehkXuF3bjU4JUbH2jDWaxHkS4zG+z1xQA03XTeMeRzVJevBbkpgxsmWbYv+pG505b7JNtn+y/ZPtn2z/ZPv/21u2NTfG+xCJnOdb96W1jntBtSkYPBx6k59syCT0QXDeY118OetwvVMcrenajpNXJ/zVX/xHfvTDv+Uff/2r/NPf/k3uHx5w+6u/xf7ePs+fP2W5WNA1NZfrNaa2eJ+wODqnu79iZ6dDkSG5GSkpYag710MwfTZjCD46xLXGJGa0n03TRAfmIC9pys7uLrN5zv7eDt26omla6qZmVa05Oztjcbng4nLJqmpYNx116xClOT2/5PT0PNqbuIhib3cfp2pOT8/Q2jAvS1xrcQg+WELTkiWG/d05q2bFwf4uTVWjlIx16Kx1eKcJPUgUfMyChLjJTkI00wEh9JmfamtIldJIUON6zQWJ9Qj6A7ezKwfwRinZrAUZQJxPUAD/AW2S1UlWPw+yOu2lpr3U52EvNenTSZ9O+nTSp0P7IunTf1AG00eBQdttEEJjDEVZ8lvffpsHDx+ijMakCUkPVGzzMt60oR0BLa17L+8myhFA6wzN1bTMOBH642Cs9zBs/Ic2RHRuX0tEaJom1ktoO5q6xjmLbWvausbZjqpa0bYNiY5eVWMM1lpWVY3RBrRGlOad997nYH+f/f19jo6OqOuasizZ39/n8ZPHHB4ekWYpz58/5/ziAus8ph+KrutG4Ex5UDbS2Xjb04dInJTRWx5Bnu1nU0qNIFOSGOazkoP9HY4O9jk+2GN3XpKlCYnWBOdpqxq/Nsja4UOLeEBrksRQpAWJKUnzgqLoo5iv0OT0YyaB4C3iPWlyc1rvr7MVec9XawzaREBn6Af6ewwSsFlCkmTY1pB4SKQBHZ27xmiyImc238Hs7JGXZQQ3QqCzjuW6psgSEqNQzhNsh/Ou7+vNvWzL4xClgo9G0XtP8A5nO1xPzzRE/aZpiveeX/ziF6SJ4fDggPt375DnOY+fPGZ/f580TanrmrfeegvvPYvlkovLC46OjkBr6qbFB8+8LEmSBBeEuq7x64q6bqjrliTNyMuSNC9JkpSiLEm9w3tPURSvzfEhknl4Hhg82pFzNB67ZYj6740xsagcVwEs6QHM4f323L8+x5VSmCRGpgsB5zQPHj7kN9/+LS5evKSp6xGMuklX3dTeNGhvVJy3kQ91eH3EvYpCQp+G7AM2CDbEyKXrwF0UROkNeK8DpM8A6e1CjBkBRUD5gPKeIktRRPou2zYc7O1hG8vhwT5J3bLsOhId6Y5evnpF1zXsH+zhgmdVN5EiS+u4MAuBtrM0HgiOy6Xn1uE+i3WF0prZfMYvHj9mf3+PcjFn/2Cf2xyyawx5Mcfkc4JOQRmURCqotm3RWpPn+RhBMTgp6KOHdJ8dM+j0OO8EcY7L80t+/s77/Ozdx9gOzPyQvb19Dm/dpdzZIynnLDrPs/df8Rf/6T/x/NUrqrqiq1t8240g/rac+n7OeudwRuNNrPmyTfn2cfKXJEkvA1eNdYz834DWb7JNtn+y/ZPtn2z/ZPs/mbZtG2AzV/VWNtfw7Ns24LrT73qTfiPofYj1upyLtmlw0rFxrrVti+062rbmb9dr/r+/f4d7t2/z+//sn3H/8JjDr91hp17TrC45P3nJenHJuoOfvfshanbMN8tDDm4XkOoRVRn6f6TXkOEzRjAlhEDbtqPenc/niDIgHh0svl1Tr2vq9ZJXZ+dcXlxSVWsWlwuKLOdyuebpqzMEw8n5JUEZ0DFzL+9tSpqmMWI6NLjgcd5zeXZOlhWUxQylIXjP7nzGXpnjXMvB3h7Neo2SQJ4m5FmCtzaujRjWS5HLXvrOFgRlIkgSiFHMyHDApj9EpF+vSazfECLIMkYoX5cPpTa8+RKvbdSbWQNMsjrJ6udBVqe91LSX+jzspSZ9OunTSZ9O+hS+ePr0Yx1M1xXjTe2mCEKlFFmWsbe3x4OHD8nKfKTjEMBLwFw7fvDCbW8aN5Qs6rXzR23GDUr45ocfzjnUXfDej58P1DtDcW+RvlBXLyiRrsNQljNmZYFIQAVPXdeRa1Tg7PSUuq4JQTi+dYu2afDWMZvNMMZwfn6OUor9/YOYjmpiwfOyLKFpEQdVFWlYhuJhIgZEocWjvEOSmGqKt2jvMB8z0AMVUZIk5GlCmafsljkH84IiS0nTBGc9tVF0WKyraNrIJaqMxuiETKUkaU5eFOSFGfn6N30aQS4kcuUHQIL/pTLzSTcJntTEehPKmB5k0q95axNj0HhaEbR1GHEoJYhSGKMp8px0XpLtzCjnM5I0psw2nYUQqOqUPI31EIwxeK1iFb8bWpBYzyNICz4QgNYFWmdjpHwnWLsBmZRSzGYz0iSlLPJIdWM01lr29w/wruP8/Jz5fI5Siq7rMGnC8a3bNE3L4ydPKcuSg4MDmqbBOUeSZuzu7qJULOtuTF/jI2qJ0RAM14cNFc51wGebW/SGEQA2i5kNYARwHZjeUlg3zPXr0dSeTZR1kqZkZcGDR4/Y29vDOxf5g29o29d8006l7aYI6J7L1AxFFGHUgdt9rPuoAy+RC9iJ4Hhd5w36UPWLlGi81RhwIEifth65dROtKNIEQ0xXNlmKUYrWWppqTaJTCI5ZmaPzjIu2pQlxrudlwc7eLju7u5R5zvnZOb7z1HVLVVW01mJFkSWaIjUcHB2ztztnliXk5R6dX7GoOp6dXnKwqlherrl9u+Puw5zdfE6W56ANYrto7HpZr+s60nulaZ9loWKmiVKRGosNzdMwp9btmndePuNFXbP75a+wU+akWlMtKy6rhu//8Gc8e3XKydllLJpYrVmsl3Hx62NtmW15HZrIpn5PGOr4RCm9Ir/bcrw9XsP7K4D91oZi+zpvqk22f7L9k+2fbP/w+WT7//+1j7IDw99X7cDrANH2sdtjMegv7wPBh1G/3eSwB1AScF1H5z2rdUNTO05O/j2pgVtH+zy4fcyXH91j//5XuP8bM2wIrOqWF01N+vIZX9vbZZ4qEpKtjNJ+3vfO7+j8D2jA9no1SRKKotg8V5pB8HS1ZVU1vHj6klevXnKyWHBxcc68nKFNQVHusLNneavYZbFc8+zkfKyRkCohT1NmsxllGWX8cP8A3bZxLdN1dJ3DVSuUbTnY3aHQCgkOhdBUa1TwzPI4t0eQI03wVvr1WXyeQG/PkbGgd0yWjVG8XBsX6ddqTiTWRZMBSOrtFxubr7VGybA+E3wPOIWt7N1Ps02yOsnq50FWp73UtJca3n+W91KTPp306aRPJ336RdSnH+tgSjX9Fm84a5weYQR9BBhSCOkfOKZjBaUp9nZ59KUvU5bzsYDdMBm3H3KkxLj2AAPoZGJOHUCsE+B9PxHo0zXjhjZiQrGAnibWI1D9/WgjfQFi6Y8ZQK0erCLSmgiKoBwoSBKDy1K6pqZtFTSB4GMUNAJV03F2fo51njzPcV64uLgky1L2dndp2qo/J5gkBWC+s09RljjRnJ0vWa5qCHB5fk7V118gBIxJIDi8EySxSBK9kUYrkhBIxKNwPdAWx+S1sQoB8YFgA8F6nO3w1iAmptMp70nCUHsBtJhx8uu+GJ84i+80Fo1/DXSU4UIxVdfHegWfdquqKlL/+CTKgxqofK4a8xACvguIsxB8T7MUuSS1GLQISYh9okKHOIN4i7eRWidYj7exT8WHK3hmLPCneuCNWAzcgVMOp1t8EDofeqDJEbzCe/A+Rp1U3nNpDAfHhwQPWVayv3/MnXv3aOqa9fIclCIEoW07mrZjJy84OT2n6ywHB/sImucvXpEmhqPDQ+ZJBkFIkmiAsyInz0uyoiRJs1j0O0kxPWgmKLyPqa5a94CPVuOciUUn1TjH6P+P73p6qt5zH732QhCPIdIXCcR55zfe/O12XRdsACgV65aEWHzyrS99mWJ3F7m4jACaeEZZhC2AsTeG/eJhWxzeFB+zHl99xEq/kLmxRWVL8DE6xAbBisS+fg0461Ou6SOjkD4lOUbbDAZ8KOKYmpgO661FmYQiSVAKVm2D1kLnLSrNSIuCo919LuoWCYG79+9hjKZuG9brmtVyTV3XWGupqhgNkhc5eZpErlsEvGNx2XL2asmyWpGUBQfHR3QhRZI5l2tLeHFCG+DgyDMr5+R50dOQdWOx07quUW1LXpZRLoc+2HIgiMQaIk3T8Hc//jF/9Vd/yXq1Qivo2haso16uePrsOauqpqqbfs5GLuCo4gQ9RCchNxpY4IpjJCjQOkbwfFS7uhCAoMIVIx5C+MxE3U22f7L9k+2fbP9k+z+ZdhPo02/B47/XNnPyMXZn+3yyVSh820l/07HD9aJti4BQdXlOc3mOUsKLpx/yXlnw/VnJw/v3KHZ3IE3I8pwg8PNfPKHuLG+//TZFUcR6ddvOyP4Veqqcqq6RECjLcnRwpmlKCIHONlT1mouzc85enbJcWySZ00lN51NefvACVzfsznZIMk2SGTTCraNDXp1d4H1H3XRUVUNrPauqoSxLPAqdKLI85+69ezx5+hyjDft7c0y9xDUN1nYkJtLm7OQluTGxHoZ3JDoW7Tbex7VSD/hAXLeFbRmXnmoU4bozVYhrtTGK2cdjuHk40UqQIYoZGdeJb6JNsjrJ6udBVqe91LSX6m/5M72XmvTppE8nfTrp0y+iPv14B1MyPECv/FQEbnTPoz543HVf8EwkeieDCNms5Pf+8A+5d/8hXWcjp2LvzU76QRk8bUMh4MHLNxby7ik6RClEwlggDxXpc7YfNIThvaAIiIqb2hjRakDFwuBC5CsN0oNROhmVpNYGlCMohQ+eqlqzXi1pmxotARl4TVF0NtBaT17MCXXF8+cvONg/YD6fU1UVr16dUGQZTdsxn8+Zz3cAWK4tHz55n7Zt8U5om466qqlWa1xnozBaB0EITtBaUMYhGryJk08pjVGC6NGfHiOItwQgeI/rLF1V02YJTaqptCfzNWqWEZIMfMDVNaGukK4d6XfEB7yNkQ4WR9c1mCRu9ofnB9Cy2dgPwuyc+5WF75Nq68VqjPzeRN6ryIMJgPReeME7IVhLiiU1fRFpoyMg17WEeoVTAeU7MJrWdayrjmrZ0iwruuWarqpx1hJ8X+hbqS2gLxp+vEeC4MXRSsD6gPVgA1gf02ZF+ggQEZy3VKs1eVGCRC7Ss7NL1uuG27ePOTg8AqBtW9brNSLw6tUJ2hjm8znGpDx//oJbt26RFzNa60ltIMsMsZCkp2kaqrYj7zrmO7vMd3ZjdoFJRo+86udakHhfKPrCk7qnrIop0kJUojHWQvp04WGx1C9ntIKe3zT0ihZ1FUDWWo9jN8zDISpmiJr3PtasCEHoOsu9+w/5n/7oD/nX//Jf0TUNvaqNAQMKYnHBHmgS6SMzBsB5oPT5FATzhjZcP0ZwRIBzE9fyeouiJHgfFyvOBz5q+TFE4QzXGaDWaMxlk4atFEoCRsWaON57dKLJsxRJNG3VopXBBU+7XuGD4vDWXY6Pj3Guo2lrFDpSLzUdVR3pxXZ3d9nb2yVPNcE7gnOslgvWi3NOXl4gIeXBlx7x5S99jdv373Fw65giyRDxFLMCZy1dH1kkRT/+EsFNHwJ5nuNDoGlaslyhTO/U6KOIYhSXo21afvC33+Nf/8t/xbOnT6mqCu9iwcIgARgoBeyYqq0wBKUJaMIvsZ9RrKL98IMR12pcdA79vw2WXm8hfjHOuXExAOMGYzjPm2iT7Z9s/2T7J9s/2f5Ppl23BYPtH+bQoP9E5IoNuCmCefs8QSQ680IY+xr42DUFxPmrlaAlRP2GBxT1qqNrahaLJaD7SEYwiWE2m/HivQ8J/7vjd/7JP0UR62yZxETd0QNX3nts25IYg+kDC0wP5AxRzU2zoGsanHUU8z2CythRhvnxXc5PTjmZP+f9n7/Lz3/+AUpbbt05QJQhOMfOrGRvd5e2CyyWS5bLJXmegzLopKHcLXBBKMqS3/jGNzg9PWV18gJTr8iVIlFxns7nM3I9FOT2EeTo58CGtqYHWaSnNepxIhnXDRvbc23EcT70azaN97IBHW5o/Uqml+OeZugN2f5JVidZ/TzI6rSXmvZS8NnfS036dNKnkz6d9OkXUZ9+rIMJZeinVHxJFP7tW9pOuVJKRc+a1ty5fYe3vvQlsiy7kcd9++aBKwDT9iZUKfBh40nTWo+g1HYa3qiQQ1SWWsUIzM21NMrE/4c+jcWIN4CXczEKt+ta1qslq+WCpq7wtsNo8J0bOSmrqqaqW5q6oW5qkjTn1ckZne3o2pY0MZgkYVYU7OztkWUZzjmePD+laRqePn3K2dkZSqkNrUmSXHl+DaggMcpYCcYAqSGYuNcf+kR6QzNGQEjc9ItzNOsVLZZaWipbkFYZFAk+y1GAsx22a7G2xUo3jkHXeaoWal+D0hgdNpEXQ7/LBlAYrjumzH6KbXm5ek0mIIKi/c2NhsEHDRKYGUhzKLQhiMJKA13AiyXtatw6Q4C6a1k3jmrdUa8a2ss1zbqNdEqh52gdQFiJXmJhO0JfwPsYAe2JBf9C7yXemqxJkvTGtybLM548eUJd1zx48IDFYsGt40cxEyDPsd5TX17StpbO1TStJUtrylnJYrnG2kBRFmid9sXyHEEEIwEfwPlYGDJIBIezLEcptTVXDdKnVCZJSpJEiivVqzulYsSyDrrPaJAbqXUGPTGAxmNqt5dxDo4pt1sp1wNYeJMi1FqTZRlf+tKXuH3nDuvLS1QQYhG7qKeuKD4FajB6A7r0Bj1MMUvAMHDcGq17vl3BjhUjhQRN1L4KFxRBYkR9KkLAMwQjCNEgKBRKDIqBCzaCrBpBBUcqgVwFUhUwKtZToXcgBIG2aRGtkRSK+Yx11dJ6i0tTlNZkfQ0QkyQcHt8hzVLSdIFHqNqa2WzG0eEht4+PyY0iKWb4IMyyjNBVPPvwFQf7JfeOdzjYSbl365Dje/do6kgZNp/PManGB8/FqiFbPqFIC2azHUxWkOU5nXORezY4mqZhZ1aSaI1VBuc9BI9Yx9N33+dP/+3/zXvv/oz1aoV4H2VkUAdqWNzE9HdQWB1lnjBIkUR65Wv2N85zBRKNvQtCG+I816EHNK85QD4yEu2G74YItl/22197m2z/ZPsn2z/Z/sn2fyLtoyKLUeq1uTPan2sg0/U2ZGF2MkTLDs6+mNk16Obt8/re9ilRUQZUnDtJiNtHLaBszNxTEtcW0dwp6mpJ0675sz/+d9zeP+SrX/9HiFI4D4lWZCqCKnXTRCE3Bp1lZEmCdh7f1lT1isY2dConS2fsHuzibSBN13jvOS5TCgJuecq9WztcniRcLir29++isxnFXofRCtdUtF5GvekRip2SvaNDbQ4RLgAAIABJREFUdvb2sJ1lvVxR1zVZmoLWOKPAWnSimZcznO+oWo8KIUbNxoHpI2oDqbLkKhAEOlGITsbizUp6mygBpWJs5wCaQFzGpQLihSBmtGNGhATBE6J8qvg3SiFaR9BvAJo+AxR5V/6eZHWS1c+QrE57qWkvNX5+w3eflb3UpE8nfQqTPp306RdPn36sg8mNiq+XmBHMGW5hs0kcPhqAoP2DfQ72DyJ9SZ8iuQ02bb+2N5MDiCQiWxGxCpNszhGvGTeWVzxsISDeopIUHzyJRHqOIYJVKYUE1SvhYSACXdfRNA11XdM0DU1T07UN4h2IkKZpTJ/MSkSEs7MzOudYVxWLxZKmaUjThGJWsni1IoTAzmyPg4MD9vb3MWnK5WLJ4ydPOHl1watXJ2RZhoiwXq9ZVxUiUWEOaa4hBFAKPygzJQSl8R5ES79Jjh7nYcxjHw4i0IM+zmIbR2cCLR2dSzCNQZIMgCAej8eHTXFACQHrHG3rqLoITGj8FVAvto1aHWTiTRjx1bpGbfdHvCMYGFO3gIqAwWjQmaY0CRJi1IIPAjamyrqmQasIPrauo+s8be3oVi22qSN10fC8PcgyTm4Y7wXVA1tRv0QKGlH4PuVxjDhRagSZ1lWFNjFiRCnFBx98wO3bt3Cu5eHDh+zs7rB/eATa4OWc6vIS6Tr29vep+qiQpu3YEyHLc6qm5ejoKM4B8f1CRLBdx8XFBVXdUBQlRVFQlvH/LMt6MLafK6E3CsJIn4OAD0MdCYsyjODQJiInjPN1mJ/eebzfAGvX9cI4TlugFGz0wpBqfbC/z8H+PlrHiIRNl2+AxvF8qgei6eVU3szGHRhTr43u6Xv6ex5nzdYzKOjlJOC3uJm1oo8g54rCR9RoGFRUH73BUnhULDavNE5puiBo8fgA1nt8iKnOoQWtLGk+g1RThYA2Cc46tDHkSULbtFwuFqwWl4gId+/eZXe+w97OTiwyb0AwHB4ccffWEdKsWT/9BYUSvnJ8wFtvPeL2W4/w+Rxt7Fi7JRZLBFae0NWs1yuqVUValmTzOSZJ0HgSLX1xSY/qI0iC9/jOcvL8Jf/Pn/0ZP/rBD7lcLFASo2T6jh66eKvXQh9dpEb7Bh9vPLedIJFuzRNE9U6L/hrbi/uPMeLXz3vdiL+pNtn+yfZPtn+y/ZPt/2Tar2oDhs9+Gch03QZ57zcRizdQ5XzUtYfAAOlrAQwRqGr8Z9O8D1xeLvjhD37A3bt3me/scOveHUyW4jFoFM57NDGzVRNpNqumpluvsXWNKEGliixNmc1nSIDK1mR5jtKGtEx5661HFK6mqNecpcLe0T6/+Ru/gSrmvDg54/ziDFWklB7SPGdnb4/lekXdNJycnNB0liLPSZIkRk1bR2IMQRnKIiUNgfViTRCHFkh1lHMxpne8Ck5pvEoQFfAEPFF+tm0XQ09d8WmqPiJ5I89e4twXzCY6WF2lNR3pSenXiKII+rMBiI6ff8Rnk6xOsvomZHXaS017qfHzG877WdlLTfp00qeTPp306RdRn36sg6lz/lpkKCA3X0INnYCQJgnHR8fM5rMrm87hRrcjl7eLX20X+x2ApvidJ9gQ6zj0vxtSDofC3GPH+gDSgdYUZYIxulcOQzpfwLkAolFKsLalrmuqqhoLbbdtEwUrRD565x22c7SNZV1VtE3LcrnAe8+6qmnbjur0PHLdZylFuYNShuVqTVU3hBA4PT3l4uKSy4sl1jqqqopFuPOcxeUlzrmx4PLQPwHwSmFUIKh+YoomC5so0CtCMI7FRiEGo7BA6x2dM3QWEgmIj8IiCJH2JKbYivTwTIiGy1lPF4aTy6hkgD5KWL1+I59yq11UZ1fbJiVQkK3OcWQavDGEoMfHivU4IshkxTMkiDrn6Fygc47WOyy9Yg0RXhqmxuvD0Xvge27STgJdCDhReNHIFtChtaZpmvg+Tcl7A3lxcUGaprx69YrONayriuPjY5TWkaJHJ5TlDk1T84sPn+K9ZzaL3vm8KHl1csburqNqWuazGXmRokyCNgnWOvAB6zzODTQ0YQSJsywHUXGuEKOzdeSg6QvIG9rGY22HD4JWG0AvhNDXdbiq8Ky1IIzA71XQmFHuh7k//L2tOwadMZvPOTo+Ik0SWttt6ajXF2YxWocr378JMBTYGHDFyLkbF3qbY8ZFiIoLHi99umsfucD2IkU2RmlMKpBo+BWqB9WiztYBgouRTE4FjJI+zT6gTYzmhwhkV5dLvEnR8xkHBwfku7ukWUaW59RtLJo46Kv5fM6D+/e5fet2nEPBoZTh+PCIu0cH/Oc//wHVy2fcvXtEWi/ZTTSz2QzZP8KuO0LXopSQZxnBd0iw2KZBhRhV1bgGCR1FWSDBo/t5VTlLJvuoJMF1jsX5BX/5F/8vP/je99ECRVbge3olUa/brag1VE9nuwGIrzs+rrfR2PZRZANNQVAbI76h63r9t3B9IXH1vJ8BlTrZ/sn2T7Z/sv1Mtv/X1+Qj9Ok2yHT9+KHdVHthsEm/6jOO/abiBj9OlQEceO1oEq3iRlrg+9/7HgdHh3znX/wRe4eHkPXzZb0kkS5SajoI2tDWNe26QokQFIhXZElJokBnGb4UMlHoLCedZ6jLwG5iSOsl+9Lx/sszHr/3Dv/DP/8jPAqMAjxaJaAUr05OePzsKeu6QpxQVRVFXlCWBUZrbJaREjhbr1guKoy35KlBaUNQAa8V1ns6iYWtvQiNGBoHrYc2CDYAvX0Xkd7mMfaV2nTTFR0ZiGs3L5pAXzhbDeDeZi2g1EBdNABNEMKb169Dm2R1ktX+J58ZWZ32UtNeis0w3Xjez8AS9cY26dNJn/Y/mfQpkz7971WffqyDybowTogrEYU3XGS4IWMMRVly584diqIYAaM0Ta9QacBVT9o2dc7w0lrHSGbFld9sNqB9pG5PwwEQgse7gEmzCBA5F6NH/SZietjEtm03Ri53XTcCXVmaEoLG2S4+q1I4GfhRFVXTsFxXKKXonOdyuaSqKvI8RxsTPZcirBdL2rbl5ORkHKCu6xAB6xzBe1arFd1WceztKOYAiI6phKkOEOKk9xKQoHtl+1EtXs8GReVBdZBoQXlDZ2JUODp6zlOjSfooccVVmiLnPdYrfE8ntD1mQQ1lv/ox/Dhh+jW22sdo9+1JoVDogUuIzYQ0eLQRQlBXoj20MpE+xtlYJ0GINQScp/bCovMsu1iQ24be0Kh47o9qsQ5DoENoQ6ANHhuisVGhL+an9ZWI3c52rFareK991G7XWdZ90bdnL17GWgt5TlHOUMZgfWBd17Rti/WeA3NA3UbKI5NmZEURZUmkL1yoEE2swaDNeA9d123VstDkeT7OFWttP3cUxugrv1FaQzDj/DHGxDnJZs4Bo+ERkSu0RtuvUclt6YnrFDxaa4qiiDqmLHFdG+tGfMTyyA9IIlsK+A1hTGN0yNZ7o2IUR7TBqo8U72tcDJEIvTEXHXldhdhHGmKmA8PClM37EAgyLAbios8itCLUSqHUcB8GI7G+S/ACARyGunOY1HF2sYBlRTmPkfWts4yR+iJkacr+/j4HBwfUdUU+yzl5ecry8oL/48//lPd+9H2+9fAWsyLnxYePaSTha+kO935rj7yY4Y0h1SChi+C+t1QXr6gXS1Kt8d6xs7+H351jmxoFpOUOoTiAYgfXBU5fnfAf/t2/58/+5D9w9uoE19mo33TSG/BrC/ahj/pvNGYE5geg/7oRvy6j2yCq9Bkxhk1E/k0LgeEzucGKx2PfnGxut8n2T7Z/sv2T7Z9s/yfTbtoQRsDihoPV1obu+lfXbEqQjc7YBq1eCw64do5hk6l60GP43cD6fv2XMcpWEbywWq5o2pb/69/8nzRty7/4X/5njm/dwhAIzRLXXFDVUY7TomS9XLG6XGJMgg2Bcm+XrNxBgkd0YDabYwOYNKfrap6/8z7v/uf/wuXjx8zLnOPDPf7yz/6UF6fnfP3b/wTnPbfu3KKtGspyRmctL05e9f2i6LqO58+fkacZEgL1ugJvqTuH7xylMUSfqEKbhE6inHjbrwdEReohL1gfKXKcCCqEvkZC3z9bsgV9/YC+M1U/z7z0QIn0tdf6+aNFEcIGcIq1HiTSsXoZgaY30SZZnWT18yCr015q2kt9HvZSkz6d9OmkTyd9+kXUpx/rYBqFQjZ1FpTasEOOnlzphaTn9PRaUcxnJDpukoGxvsCwiR2K+G574P8re+/2JFmSnPf9POLcMrOqsqrvPZedmb0AICABlGgSuCReZITJaCbxjQ/6E/XAN5pEGAmaSSbiIlDCggJAYLG7szs7M32ve2aeW0S4HiLOyazqmp7Z5cx0D/ZEW3VlZp08lwgP94jP3T8fNtu7Re/yPN+JgvSEELkhjRG8xMJxbVPHSWkF73pUA1mf0bueEATvI0AUlUPkem+blqZtcOmcmjykg2taUIwYmraJiqppubiMdDaS5aixnJ1fsNps6EKPU0euWaQi6TvUCyfHLzg/O9/WWAg+ppSGQK45XRsLYwfvEWUUqAC4NHFjYeUY+SoGipAiAeI03hl8RgHwqiMdi/eBriNG0obAZQulNRgTlUiVC4tCWVRQGUGCQYPBe0sfAo1XWh89y8M1husG8Wgihtymh379rXV+hBdiVDYIZgdk2s4KqzFyeR4s3ls0GCQYnCqN86wbz7oLNL3iQ5TP1gc2PrBxSt1H2hsbp32MPNBtIunupFUGD7LSBWi8iYCHBkjFBDMi/2ss6CZoqgcixpAVOZJbrDG0TY01Fuccj5qG5eGSO3fvpeKOPsqdOrrQc7nZEMSyXB4gWU7d9TS942B/zgyDuEBZVeM9x1GLsh8C9L1HpSaoUlZboElDenYrGKP0fUPf14gYbHDjPCurGXlRgKbi6ikiXjBp7m6zFYa5fr1A/ABWDdHVww+kKGpjqOaLGIEigqpF1Kc05Djkg+IelO0Xje75KptNBjpGimgC7F9eHEZADrwOQK9LqchR3970FGPQy86i06fCgF4Vp2BDBAoHXWgIlIUlU6EqMjKrtI2L+sIIy/0DPFAmCq+hmGjXt/i+42D/gL39ffI8p+976qahUUfnej760Q/54Q/+nN96/23efu9tcuCtew+Rag+3rjG9x5Y5mc0w2tE3TeSTcj312TOOHz9hOZ+zWFRI3WNsQ1hdcn56gpQLFg+/g53t8+TFOX/47/49f/J//QfOT07xXZ8WfDYtesLYP0MXjZFDJI0W5Eb52JWb4WdcwF/5/GYZe+VG4QYj/vJy4/W0yfZPtn+y/ZPtn2z/l9M+69o3fbr72U3fu8kmjc+nV2svfJbz/irIlGhySHZx55IKsTYDIGIwQVHxuK7n+PkL/vDf/js2Tc0/+/1/xoM7S+qzp6wf/wRt1yyPbmHCPlKvyfuG9VnD+WbD7fCAw3vvRFuvGp2dUqAimGaFWzcs5wccvPdtHj17zDtHd6jJ+Msf/DmdzXn4wQecr1do68iynDzP2d/fxxrLxeVFdKzmBV3XYZO9ab2j2D/gvK4xGsG0osjoEJrO4byh7R0Bk2QmxOCEJMNBU3Sxbu0UN4F4ugOkJOCl9w7nwWuc87tjEftYk83Z0uQESG79r79NsjrJ6jdBVqe91LSX+kbspSZ9OunTSZ/GNunTXyl9+koHk7XbP1+fGFduCgWxBBF8CJgs4/DoKEZLpoe4ruiGz4ZoyF2v3E0dMUZ6aryi8x5VjxI3wsH1BO8IweO8Q+qaoqoxtkBDTOcTY64U9PZpAyuyjWw2xsSNaw8+KG0faXja3hMU6rrh+PiY8/NzHj16xGp1ibFwuFxSlCXeK+dn56wuL7i8OEdR8iwnyzJmxYy6i/QkwXmauqGpI3gQ1IMmQSIV2FMYVFDsS9LzXx/9eLCwBaoUSVyQSu8Crldq4zgXYhSqCEVmOCgMYZ5jjZCbKOheIyjVeE/jPW2QkZZot4VkjSSBcvKLSt+X1PrE669JPDQpRqMvFx03aaI0Xug1w2t6ZgdNF7hsHCebnosu0LnknfcBp+ACuBAQDGJjyut22skwYFyF2uJkVd2OiaQJHGQcuijbEj32TV3T1DXVfIbNItXTrKjouh7nHHVT0zxp2Gwa9vYPEGtjoTnvef7imOCP2dvb56233qJ3ntu3bzObzWh7j8k8IoFyZjA2I89LbFakhcdQsyTWS+hMh6JjvQQNkRM0KATX0dQ1vevJbIYEg80y8ixHGaKebSrYF7sh6NXaCsOcv64Pdot836Q3VCMAfHh0iLEZPmgEr1Qw+Kid5doovAEgE4AlYMVgZQtMQgS5DTHqwzIYl2gcotyR0oTBZBkmIWkuDEXbI+CJ6Gi0VeMcDSFRbmlAgsRC8+kKBmXTd1gDeRMLW5ZFhSkthcko53sUszlCzLyYzxcEDRR9xnL5gNuHR9y9dYtbh4ccHh5y++5tHIYX9gkXxy+48+ABy9t3ufPOt6lmc5b7S+YHR5j9JV29oShmSF7h1UAIuPaSzcUx0nRUxrE+e4JbF/SLivWJsL+3j3UtZ8cv8Go5WfX8q3/97/lPf/H/cXl+DgqZmFhkNAGOIgYkZR2oREB/16ALQPp8VLLJoRKuG/GQ5uswbtcMOVsVPUY67QjiVRD66os3aVM02f7J9k+2f7L9k+3/ctpnXTsWQU5t3IQPsnHDXIcrdmbc1O883xDBOdi+qwCTRLDIDMek/orIC8kUbm2kxLktGp3IIzWK97Sbnk294d/+mz/g6eNH/Mt/8ftk55+wfvwRh8t9tNvw9OdPCU7ZrBvavqOq5kjTsTk/Zj6fUdgiOtBF0K6hqzcsDpbMvvNrbC7O8MvbNPWGZ6uOO41n72CfW7dvc+feAzICFqHIs0iL8sEHnJyecn5xQZ4XGDGx0Hc1I69mcb0xW2GCow+e1eWGVg29j7XmYoBssv0pQheNzlVg3PFLmtQx8jjOZZv6NDPJWasK6lKx5fijg65kAJBkHM+hgLYgWBn065tVL2yS1UlW3yRZnfZS015qfH3txZu0l5r06aRPJ3066dNfRX36SgeTyfLx9WcBTFEh6tg5IhKLFA8XSHQY18Gm4fUurcbQGbv8633f470faTqG73rv0sDIGAWcZRmoR7HRs9r1lFUeI3kTsLR7jTCMhhHECCYRUIZgaLuOum7I8pyu66ibhrpuxmcJIYwR1lmWRaDIR1qU1eUlF+cXgFKWJXt7e/Ge0+b4Yn1JvVpzuVrFYnTaY9UmahzdDuoAUDB4xm/o/2EQ4KXBD0HRAD4IvYaYjieAOBSY5RYXMgpr2CsKUItPhe2cehyKI0Tu0xvGXneLAvKSvH6NzV559uF1kJeVdNCouDyKUx+L+Ilg1eCcsGo9J43jpHHUvU8TUUZDayR6+IPoFb6o6xPyprYbaTIYFAAkptgaE+UvyzJWqxViDbO9BYfLJV4hLwryomC1WtG2LWfnFwQMe/v7hKCR8kYMLrhRNiHOs7quQZRqNifPc9abmtlMKcoZJrPRqz6Qr4oQNIxzb5h3eZ5TZBmZGPq+x3mXqHxMKlIP3nnEZoTgQQPWZuP8HXTAkMUwzOVdGpwh6+Elj3z6TETIrKVjq2tOJMXQp3sfsit2m+z2/2tsVjRGvxML/AlKLKguiYdXyRBMAtAj1ZLg1KKkCA9jyE1MrXbBoL3ie49IjOZHIiicRh8gLXqS8VJFiJysAQhi8JgIRqvS9BtQpdpbkpkCMQXnF+fsLeYIhmazIs9ylgdL3nv3W9w5OuLu7Ts8eOctTF7QtvFaL46fc++D73Dr7Xc4eOvbHN26w/LWEWoNThSxQHuO05iSnnvP5vSUi+fHnD8758Xxp/TdmlxyFvOK5dE+bd1hvTILDrk85v/8s7/kr37w11ycno80TcHGBU5Qj8XGLpC4dIwFKGXsmcHQapIZEZKzQdFUq2fQ91F+0vJKQ5wvDHIVUtFLiQtyEQjDNa/K3OBIeOkz3aYuv245nWz/ZPsn289k+yfb/6W0YTyGFsEdGfnotw70z24yeFGTwzmoJGf01kEvJhbsNgns2I1cvimieXvuazZKiDo2/pFoT8GndUlAE8974OL4lL/6wV9wr3L8s3/wkFlwdHVP3R3Tt2vOTy9Zbxp67cmLBb4tYX7MfLYgLw9p2p7cOkx3gVgwh0vK5SFzH8hPTjk9ecGtRrlXLljcusWduw94791vU5ZC6Dtym8X1SlXhQ+Dy/IJms2Gxd4CxBeerDcuDJdY4nPOsVhcgMcuzE1DJCES6l6Rxx810evQEmkRAycj2DxEYsOSZZZbHWhVBhT5oLB6O4tTEQt8hAi2CJ099HiKSh6ZMyAG8sSivy2s/yeokq98EWZ32UtNe6puwl5r06aRPJ3066dNfRX36SgeTmJ0o5qv/DZcebyY9DkYMbROLEkdqmBD5K1NapvdXI0t3leAANO0+VJZlY0HsKxHICWQyEidCZiRttA14Twie3vVY53Au0nQM5x9+W2vBCpnJUWKE6nq9pt5sQCHLCnzwOB/pQdbrNZeXlzRNMxYRK4qSxWKGMZamblmvV/g+FhLLi5K9g32yLG34Q0BdS57n1ICGyGOPKuqvRnGjQ3dvfclJ322NEluBCJq87Xq9b0HEoAQcGvlGNRoMMUIXIgXPINKjgImkVL5IqTPaI5GrG3YdvhlrOnyeofwqmiXe/mAihvrj8dlT/w19a3YMbPpb7Pf4FF4NXRBqL2y8wQhYBAtkqT9ErqYio6BBCaIo16JvGSKdty0uKJJSTdce+HRFIsBZFAUAeR5l09h8jPDdO7DoxSV957i8uGRT1ywWe9giY7HYA2pEYg2Sy8tL+r5nf/+AoqrwPoBYMmvxAc4uLpnNPXt7e9g8J8vzcaEyyPhQM8EYg0uqP1JQBTKzrSWhKjjvUOeT0RCs9WRZRlVVY2Fvxj5nVFrD+Xe97kN2w67OGFJhbZaxWa9p2yYuoIY5sV2HcV1XvfTRa2heo0yEcTkR5W7IWhgikBTBBei8Jv0TTXKeRU7Y3A4ct1EeCX6MlNnK8/a9jvKWbmTHkAx/L/IcKxb1XVxUCTjXs7k4R9VT12uaTaAsct56cJ+HDx9w99497t+5x/0HD7j78CFB4NmjJ8wXcw4ObtHXPWpzvLGR+kugLAvyxEf8yZOPCH1P6Huai0tefPoJZ8+eQLfict3HyBfb0ncGUcOTJ08Q5zisMmxe8fjxYzabzbiIH7NdJHEFq44GmqFXbnKWbP+64xTZyuJ4rvFHGCJPdmV1KKYoxox9/UUM8nW797o3RZPtn2z/ZPsn2z/Z/i+nvUqff2Fdr9tfsX/8lQzQQeatNVyPXr4KLF0PGLgm09cvSJpC18Zm1+Zu1hseP35M/f4Bvl5zdnqOZhl3Dpf0XUfvWjovNH0P9gUv/nPD8YtT7rxzTLW/j8lzTJ5z5+67zGczxAfausFpwBtLyHKWR/c4WN5isZiTZ3D73n2MgpEMmxdInrNpG0LX8/Gnn3J2eoKKQTVweXFOMWzmjYk0NFmBUeh69xKvvcqgi3VcK6nKqAsHXSkCpYV5YZllEotTI2Qe+mDxqQ6g80LvFRcgGzb/CF7jOeKqId5XQAgEvL4egZ1kdZLVb4KsTnupaS91U3vT9lKTPp306aRPJ336q6hPP6cG07XX6b8bL5A+Gh7m4ODgykZyF0wabnbw6olsC1dtN6wve8yGc5RliTEVzieqG5+URHB43ycuRsH1jj5zmFQfIs/zccMaQoB03aCBzvXUbQMiZHlO33WoCF3vqJs2coRay+XlJc+fP49Flfs+FUPO8V6p65audeQ2Iy9z8jLH2Jy262nbNgJfXU/TNNRNE0E45+jaLgEjEXwY+imkSSfpT+PvHWNxbWa+jPGIokYhRPDFqKRzxkLYMoypKCoeEyBDyMWQiaEwNkWn7wJgmsCmgBjG9Em5LjRfU5tZRnAhKmmNykvM9l5HuRNyiamKuZhYB0FBjU/e3NhPVg1WiREhIvH5RVETXgJbdef/7V+SQUrfHb4yYnXGYNJCIH6QouOdpygLsiyjbhqKpgGE3vlY4LosyfKccjbHmJ6+7elah7EtM2uxNifPHWdnZ6zXa8qy5N69exweHqIIm6bF5gVVlaHEOYEIddsg1sSI5rHWiRmzDLaFuWM6qksRzhriPLY2T6B0BKWKLCOzOSHoGAkd+/9qZPIuuDTog+H1MO+HLIcrkTeqHCyXca6HgDF2C5COw7HVG29Ki9RLgrcBK0N0TKzVIcSIEIuACk6FPgh9AOcDYLDWkBslT9EmwcaFSWPiAoFXKP9dg349QCaEgOt7WiPMcsOsLCirAmvBeo36SyCzhoNbh7z18AEfvPct7t2+y/vvvMN8PqO+PGXTbPD1irPnz7g4v6Ca76HWcra6JIhy6/5dytmMcl6xXm/45Ief8NFf/gfOn/2YkAlNvaZfX3CytvzXv/E73L5zm1nRkqnl7OyS58+ecedwjyy3tH1DU7dcRw5DiBEcsbihXgUcr6WfD7j4lSiyaJ9HERoKVw6qVjVGHSlhC2QPhlz8SA8Xl1LbDJ7Pa697I7TbJts/2f7J9k+2f7L9X1277mj7vDY6LPXqxnHbr8khPHL9M25oJQngoEu2Bi69RkdbuHOH7HZqGDeYW4Bp9+7qpqHrG8pc8ZuO42cn5BiWBwcslgvqruTZ8Zo/+rM/5tbCky8OqGYLjFOW977Le7/9e9y+8y7L5ZKmrum6jpOLMy5WKzAZ1XyPi7MLTp8/4+7BjNNnnnk1587hPvMiQ4xiLGjfcX5+xpNnz3E+1lAoZjOsEcqqwPU5XdtT1w0+6Dj/rjy5jI/9Sr+kSMxqLDOhzAQTAh7ASqSNdXHt1gdLF+KazqToc68pOCDdIzAWzPZe05rvzWiTrE6y+qbJ6rSXmvZSnz0+b85e6qY26dNJn076dNsmfcrfS336SgdTvxtxvHv+mzxuAx86rLNWAAAgAElEQVSgwMHykL3FHn3XYbKcYCzBRMoMVR03rPHGt5HNIjJGGyOSNrDbv6lqouOI3I4iKfpz9OaxjWQOQgge7xxYwRpDn4oJK3GjHDs9DnqdIpPruiGEuKH1qjRdx+n5OavLFa6NG35jDE3TpOsrXdfRtS3Be2xmyfOc+XxOXuY0bTve93rdcnZ6Sl1vCM7je4cPIfmKozhFIxAjEUwSHiXye2ZZpB2KUcXRiCikGgkKN5gJRKOwEQEmUcUE8GiMAEBAAiqegI/gCoJNIFMeKSIRBllIxsoIVmLkcjYUCfwchfxVtf3Spn6IT+9CSCm9ZsuhOmATYskSyJSJwQJWIeBR8UBIxbsDNgQsICb58keaIXPDXSR5TvdhZABQIq1Llim5gkhgSIQcopy334wwoQ+RosainJ6cMJvNObx1m8ViHiPQ+575fE5veza6IfRK23X03lGUJSEplKZpmM1mKLDebGh8YG9vj7wsycsSEaHtO3rvmc1m1E0TwS8TgTdjzBhNrapk1qao4jh3jBiM0TTngDT/gwYyiTVZ0EhfNRiPYXFijEWMEJwbQSzVbTTEACjFzzwihhAcwQeCc/Rdx95iwXJ5yPHzF7gByBqoi14CnK4M02trrYvRKZmaVEgxGt4I/Gri8QUrQheUzpOiXwKYON9MkqvxwXQXSBv0ADvvt6938OgrbTA6Pih0HlWHWENWnLPpHM475lXFwfIW7779Nvfu3uZwf8H9oz386pj/5//+C54/fwJG6dXy0acnvDir+d3v/1NOXjxl09Y8fPdt9pYH5GXkSM6zjL3ZEX/zp3/Mf/fbt/jb56f89PELvv3wkMPZPj/96Cm//r1/gvjHPP3kOY8fn6C552B5n8Uio+uVumlG2qVdWqhdYFGGGTd+tPPwItuPd1c26fCtXRUGfF0V0BQFkhbuqmwzGUyyR2k18IsY5zdlYzTZ/sn2T7Z/sv0w2f6vov2iABOwBZgY+jNmLqpu5S2uBSxDBONLtlDimeKbG2/s6nsBdNBQ23senIHA6Ixs6gYxymJRsMTwyZPnfPiTj3nr4RH33rlLtfeAP/1//4jDO/uYcMqPP/6IDx7e5TfuHvIf//SP+a9+91+Q2yzKXlmytzxgsVzy5MUzuq7h7p37/Omf/BHrFx9z8ehvycVDEO7efcCv/9Y/5P7RHl234d7dO6wuV2w2G14cn7BpGrqmZl5kbDZrNk1N0ytdUhrXKYJ2euhaF10/LupdswsApIw6EwZxjGu33se1XOcUMT4WAHcBF0K0AFEpxPmrgvPhjXEwTbI6yeqbKKvTXmraS72qvSl7qett0qeTPp30KUz69O+/Pn2lg2lwVOvO/7Dz0Mj2uTUWwg6mYLa3JDOC6WvoskitYQuMWAoLqgHIUmpXPM8gRCoGk6VIRvUoggb/UqRjXuSops+9w/UtQT29V8QFCD25EYK1mCxDDNjc4PvoIe6B3gWC7+jbjmazYb1a450jryqwNt1LzsHhEV3vePLoEacnJxwfn+B94OjoKCnXddrgGkyWkVUls4P92GO9Q32gKAqsZPSbhr5ucEROyRDC2L8D1YdN7xBPkIAxGYURZpkyEx9BnUTJEhScCH4ALNQPUoZILNomasDsGCZVehHEBiQzIMSxS4rEieIkJM7R6LUegBMTRyRG1BohN0JmDYYINNyksL/qdjQzkdczxBTTGDWgNCFFxxNZPYOCScozCPQScKJj1HNQwIDkivSBXCBXHQ24SIzVNgIxDiEWsY49b/EieIlR1AMolRtlFgI+i8d1Cfw0OjCdppmlGhcPsI3oR8gwLKo5B3sH2Dyjcw4xBltWZGVFFzy9KMHF2hpN01DNFlibc3p6yovjUxSDD/Ctb3+bg8MjTJajYvBRa9M2G7pNzWJvgfoQlWxWkBuDRbFGsAlt1KAE10Lf4Lsab2IUdJ6DsYYiLxGbJSDZ0nfbWg7D/BVjY1ZAKiyuJH5QtsYoZjZonOPW0nlwweC6DroW09dkxjDbO8BJhgldrAoSokrbjcmJIjkYvF399fW3zsWiks77SME0AMRp7qk1qEaaoiYITR/onCd4RYPH9T0mj9HiBnBB6fwAI7/cotFJcz+9vwmLBsZ54mWIWAqoBrzvyW3O4XLJ7VtHzOcVs6ri7tGSTDv+93/1v3L8yYd0m2PyKuPHz9b8/PGa3/29/xFxHRenLygry97BPmrieA+OhfvffZvf/Effpu2f81ePap6s7nPvvfeZZ6esT4WuU+rVCRcX51TlnFsPD1geHmB1Q2XLGOEe/AhUDmnIxtpYXyc9mxEhvGTEdXwtklIhrvfIzmIgRocMcmTGSBFN/M1BI3WB9zLyNscr/PJG/HVF4E+2f7L9k+2fbP9k+7/c9l8CemlaJyjR8RaCH2sHQKq1QKTIQXY3tNfP9LKdi3p5AKHkynG7hCljfQci1ehIfxo81mbMqhIrPcvDA95++21OHl9wfnFOcW6Z7T2g7YXZrGDd/zo/ufwZa13xwd0Fv/mPvsO977wdz+UjX78aYW+5z6Zec3H6gtuHR+zllv/jD/433nu4x3fuzekbx0/nt/nJ3/wV//xf/i/cOVpy/PyY+bzi9q0jnPP0vcP5HtVImRNU8cSoWqPbNcDVHon/BSDVQGeXJme3eYTOK1YgM/E7fVBc7wjOI6r0ztP0QkFADahIrBXoh81+7O+BwtQHopP2NbZJVidZfZNlddpLTXupV7U3ZS81tEmfTvp00qfbNunT2P4+69NXO5g+44SD1/wqLUUqGOV7jvYqbOjYXJxS+kCxB1lR4XtDHyDLzMjxvytNIhD8VS+fMYIGQ0iDPtDquL4nqKfrOnzf4boW1RgZjAbU9+RZhgklwTtyW5B2swQfcL1L323pu4626/CpcLERQ1GU1HWN7x2u67m8uBwLLFfVLNHeBPJUsHjwUlpryfI8gWRKWVX0bQtETv0ss+zSAo3dN/QBIEn4BBMjhY0lN4ZCSAXUdvt/SJtNEc+yHR9jLFaUzEBmszHqO/hAFzKsQGUkgVaJazNEz7pTJUhMy0UEzDYywqRxMTb9GENmUpG31wAy5WWFisTU0qAYEzBeMV5BYprm2DkhTiqVqNBdel5J9RkyY6hMzn6e4TMojMPYSGmjqjg/8ImaFEWuY/R0BKp0HBcRid5wYyhEcWZQlBrnS1IaGnRHncQ2AjIiZCkyPqDxdVmmKOJI6WRTEW1jDM45bPo91C9p25bVasXlxSWHy0N87hCFqijpmibR0DjarkOsJahi8yiLwVqwEfAyIvS+JwSHdx191yE29nGNItKTFR6bFxRFgZHwUsTLWOdBzBXKrG0EzhZkEokLgkjJA3iH7xq61Tnt+hwbHEd7M/B9ip6+ap2uRgjtcJd+VYL4BZoPA9gWjbZN6wshZgX4ABpizkDjA22vdA4cCYzrHf1IYyT4oHS9ixEvwRJXMDr+BGJxyjAI2GcY8NjSOGMQY7HGkhHIUTILuQmI77i9P+NwXqDO8aO//E+c/uQvsHnPX3z8GF3c4+7BArUbDo/2OTt5gbqe73zwPrN5iTGg2tM3Lb5vkeaY//b3fp8/+Df/ms6dMS8qzlfC4+cv+PY732FVr1jM7vLue4eYoOwvK+ZlDn1HFgxVniNikDzKmFWbIjdi+MZgS4SYxbHthOQukeHJedmGv8KoD3RhOjhidPu5asxEUBlyFOTKOcaz36ArX7qF16BPYbL9k+2fbP9k+yfb/6W1lE33RfS7Xtm4bV97dNQtg51Bt7YHiBl31+qEfe5GUMFgxtfXNH9ceSQnelQw2zEbbW0IVEWGNQZrMuZ5wbv373BY7RGMQJ6zqlfsL2f8+O8eMb97xLwo6VzLo3aPf/4//D7SHONrA67ElHGtUM1LvvPB+zz7+BPOTl6wPDpArWAWc/7sUYtZP+P734PTn1zwox98lwe/8Tsczgtu78/42LXkJpBbEK9kBKyxiMmJpaPTA39Gnwy/wzgMMfMzvknEoEFwzlOr4jXDGmGoFea9I6QebB20vcb6ezZmigYvKdty62D2GvWEvzauX2ubZHWS1W+ArE57qWkvNZ79Dd5LTfp00qeTPp306a+iPn11DaadE1xXVNe9WUEENLBcVLz/8A6b06eELBbvFmOwRUmWGwSLQa5sJoc2eG11V4kSUZPdKOaxyJ365MX0KVJS8d4hGqk0gveod7RtE+s1aIxc7tsuRn0mReB2eOVd7yjKimazod7UXJ5fcHl5iet6yqLgk7MzBtob7z3rzYY8FTLu+34sZjzUeSjynCLLeP70Gc+fPqOvN6hGMMol2p7Yf1GPC9tUQUOitkn9JQoSQLIkMAyGJgqnSnopEcAQA5lAaeIkNEYISUEYjZO1tEKW6gEo4DR6nl1Q+hCjgQMKEr35QWIUc4bQGTuCJUEjH+ZnOKu/0tYm8NBrjChwKnQjgDREeydwJ8RI7C4E+mDis2qcCCKxL0oLJYEgSm7BWkl9pzHCXASvMo7T2O8MRl9TTYck50ERHcYvGqahXkT81haoGpqIjF7vFy9ecL7acPf+Pe7ev48KKYoljCmYIrGmQtM0rDebEci8vLxERLh9+w6u6zk/PSM4H8FRjdQ3bdsiJhYGdy6CatbmkY6mjVH1BIcRcN5hfJxb3jkMgorBZjbSS3mPWE/bthixGGPHNGozLFLYiWhO8z8ExRrz0uLIDIsc9bhuQ7+5ZHNxwub0GY0LvP/gNgfzkotNHbMOdvrwpoih1502H8IgK5CgyTEyRjAEMQQNOAKtjxEgfYgRNwqJnzcWYJckk1EWALFb+ePKOmmcl8Olb1p4DnompkYLfdfT1g1ZlpPnObOy5K17d1jOC+jXfPTjv+Wjv/1bLtYtK7/muDHYcs7dYsHyljCfz1mvL3jrrQe8885bHB0tQZWmrgnNGuNaivUFm/OG/+Yf/mNs8UOeH68pcsv73/093n3rHqFdgY+ZEouZcDCvEDxFUVE3Qug7JEUFDaAl155RIhqc0tblpWe+DvB+VrvaZwM9wbVzDv2fFlDXTfj2uvr6NjxfoE22f7L9k+2fbP9k+7+k9gteW8fJpDufXdWPAwXkVp8y/v7ForW3dI26c+XdW9/V2apXj1FVxEDoO6wIs6KiUziYV+Ac605xXqhy5Z/+7u/wrccP+dnjY5bv3+Hu7ff47d/8dTbnNfcOL/BlSd+XmLAgLytuHS0Jbz/krYcPOD49YzGfs7x1FykOOOvXhMbwyckle2bBj/7mh7RZSVXmHMwL3rp/h03dxFpj3tPWDX3Xg8YAByuKcjXQ4cpDx665MgrDWkHToiog4EK0JyEVXB4oYxNgIAp9gM4HWhGsput6Hdd6wyV9WjEEfmGR+fLaJKuTrH4DZHXaS017qfiNN3svNenTSZ9O+nTSp1ee51dEn77SwXS9vWqDFsQgBN59eJd7ByX9xQtm+wvay1NEDPlsTmcNlAXWxDTOceN57dwDkDS89q4HvVr81yTufw2CFDkGpW3rWPS771Df44oct17haFjsHZBnBbm1+CxLFByCSTmQXRsLcllrODs9RRXOLy54/uwZZ+fnbDYbqmrGrVu3OD09RVWp65oq8dn3KZLUWktZlpRVhTERZDPAwcEBL549x4eoRq735fB+N3Jcktc2ECMTnBH6EPn8GfyPEqNpo2WJUqUmbtq9xv7DKy5I8tBGD7ULSm41UcOkzb1EsLBXpfOBputpekVNVA4RHFSMKE6jh9pZQ55ZrJHE2/mLSNSX0xqXKJrSPfXO0/tAH0JKO42FzwIKHkQ91gpdkdNrjNZmMMzGENRHGh2vqAejkXIo1iAI9Agh1XDQyJmTfiRFkGzpb1Q1AVlx7PoQaw2Ea+Z8NN47imJUBt5TiHBwcECeZwSgTJHMg+w55+j7PimsyP85RDYfHR1RVRVnp6d0bUuz2YAq/uAAESiKnJCOLYqCsqqwJie3ljzLyK3FAH3fsV5dkOHAdbiuQbzH5AUh5JTlDFvkqcZCjDcY5rKIjPVVrDLO+10dMPQDsAMmB1wfqax8W7M5P6G9PEH6Nf3lmnsHFd96eJe//MnHcbYMbvs3tUkWcfMESEZFn2Lbd8BKFwJdCHSBmFFAnNNogCH7w6f5rcOiNC5swo5Jug5cDu26wUtHjHpg1LPWkBUFxmbs7c0RdXz60Yd83Dc8f/GE508uePx4hSkh0wJ3esGxcXz/H/8TFlXJ7VtLDg73CKFnXpVs6o7NZs0ch7Yr3OUxj/7ur+lD4Pu/9Q+43DQ4p1Q55LSs6nNUO6pZTplV9H0bs1JmOZnNePedt/nx85/Qe/2MZ/pFF9xfrO1m2oxtyJAYHSTp4xudNfrFMj5egz69qU22f7L9k+2fbP9k+3+55gdL/AVU/u4h1x39Vx3w8WAx283qjXbpv7BdP9/19zGbM+fdd97GmgwNgaZuMDajzAxt19A0a4KUzMqc9+4vuX9rSZ4Je/OKj3/2IZfW8s6tQ+xihjGWzWbNsqyYVyVee+49vE01K2k2Dd//77/Pn/zpHxPONmRS8PMTJbQrjsPf8OnJp9y78wDJK0SFvb059uQMKQqc+rFPY3bdNrPtetstZD709e5RkQoz2XAF9YoP7uoaJK3VjAhOA10Q8gClGGzSHQNgpSMBKRGMeY2Gf5LVSVa/EbI67aWmvRTwpu+lJn066dNJn0769MYu/3uuT7+wg+nzov8CMCtKPnj3bejWrNc1mT9AWk8536PdXNI6z/LoCJ97FD9GWo6dL2DEjGDSEKkZhgLdOwATxA4JgOsdaCxKZiRSu3jv6NsGo0IXHGVeURVVpMAJ4HqPBIemwuB5ntOw4fJyRdf1VNUMmyKn682Gp0+eIKKJ6ia7EoGZZdl4T/P5nNlsFulLrKXebFitVhwfH8do0WGy6bWJliaw6m5fKw7ifYolx5CLjB7RzFhE4zFGA07jOUJI9CIhEILQisWE3esKAU9llUosmgAWQ4xwdkqKYE5RzMmhaQBLzJYNQQhGY8G6EMgzm4q8fVGJ+vJa48JYR6J3PoJfKarAq+IDKWoYJMS+6oPQh9hnnsgZmpzjdKLUeJoQxn4bvMFBLbH+R6yHEFRQY9KYxMjjLIv8pS7EaOZelJZAEwJd8CkK5NrETv120wJDENq25fj4GIyw2NujLMsIYKY5tAvKdp0blcwQVf/JJx8Dwv37D1geHIxUOk1TUxQ5i709ijyP2QIh3p8VQ5FFeRcNbNqWro3FHEPXELwjs9l23mnkns3LbCx+OMzxXcWmRPm11gIvG5Sr89/jnGN1cQ7dBnUt67MTtD5jfXEB+Yz3332bH378lLoLiVf3zW3eZnH2JX0VjXYYAWPFEFRpVemAllgzxieJEU1UTMMJdZAdYYibUUl0WAzHXQUzP8vYDeEqko7zPkajF2WJb9ccP31E7jZUVnHtBuc2LA4OeG//DpieX8tybi3v8/Z777A3K/noZx+y/M4H3L61pG3W1OsVRbkgtxn9+pzTTz6kalbUF6d4r+jmkqLvaVeXrI0iwWONpyoz5lVOUebUnaeue1YXazo758mz56ORHOfLV7DQvrm7rgLDu9FjunNP41glP0BsSkrA/+zzD6vQ19wm2z/Z/sn2T7Z/sv2/fAtX5vzn3Kdu+2TY7APjpu+KnWM02+NnX1W7yQE6tKDKk2fPOTm9zcpvICuZzSyzMmcePL1z1G3N+fNH0WkdhPnePrrpaS/O8FboVidcfNJx691fI1/cpshz6vWKrtnENcT5GU+ffMz33v82D/6n/5lHH33KyflTatdDyMmlo6svefLYk5VzGi8cH5/h2w3WxGy9oSZYpP5hjCC93oYMQr02boPFNol+c1graTwgAi3pc0NciylCj9Ki5AiNxghTIwYvUefG/EgTdVm8MZTPWKd9xW2S1UlWvwmyOu2lpr1UbG/2XmrSp5M+nfTppE+HZ/xV0qdfuAaTDP8NCu9aJxkxzMuCB7cOsL7hxfNPIXQsTIn4jvbynGJf6OoCa4SsEIIBazOGlMIBgMmzfBvlmIAkn1Lv8rQRdt7FqGEDPTF6NYQIhkBMVURj8ekqy+n7jrquyfICIBYKF6DzEYyCkbrGeUfTNngNBA1Us4pqXvH8yRNESBt3oSwLyrKM58tzyrJkf3+fxWKBGEPXtuR5xma94uzsFFUPKcI4EAGQMPZuGnwDA2diIHKuiiomhMj/LwZrIM8MRWbxPuA10PsYRQxxEx9BJqV3igtbwd4KXECs0qnQaaxFoMFgJMOKwYohM4bMBgJRKYvE8RgqCIgqGkIsbNeHJMSfL3Rfdmv7PoFzScGFeG/CAIpJ4q4FNRFMy40hS89pxKLBxaJ06uk00AZP6xXVIcp+C5RkJpBnYGXwzjMWxcutUGYGaw3iPNZ5VCLv5VDfQhOYagblKmnCMox75Ga1DEXVBVXP+dkps/mMw6MjhAho6g5I27YtbdtSViVIfI8GTo5foAp3HzykmlUEosw0bRNpb1yM3hdAE2BYFkVMLybWQXB9i+t7qiJHQpf6WQET+z2AD6kouIlFvsUImY2AbN/3QJzvxsYo5zzPsSaWtR+NkCqghOAIvsd1DX29Rrua7vIc8R19W7M+e8HJ8XPu3H+HB7cOmJclbd9CilQZ2rhISLrrdUNQfZahGpDhJ0JuiJhYeJI49m0Q6hQp0qtE1mAF0ZiafeU50huVaDCCaipmqaMu+bxIpPThMBSQNHJTN8wLw9FyQRYcfbOJNFtG8AhlmXH/YMnRUcHebMH+/DazRYWrN7THjziphHe/9TYW5fz0mFv3ZxgjXJyf8OinP+L2fkXve+bzfTbrS7Lc0NSndH3gcLlPWeRUs4pyPicYg+YFuJyuu+TpxZrn5yu63jHU9fhCz/kLtpvOsbtg2L7e/m038mlMO9fxP0Cvj+IN1x0H42tvk+2fbP9k+yfbP9n+L6eFHb3/eX6wLYHF1SaaHmXHvnwWwPQqm/Wq9nn28qbsyyG77/nZmqena+7vlRT5HppnBBso5nNmHoI21G3P+dk5RW7Y3yvZrBuq+YxNfcn56pTjx48pDu6yv3+HoIHz02MsivGOk09+Rnv8mNl7D9k/mnNUvMPlZsaqXnN62nF2fkrbCxqEdl0TgCz0HM0Mp+crmrphtMoS6Ws+y7xejx6Pn4GXQZASSMWwMR+Mf/rOeJ6kGDXQBaUOMbvPS6yxFzA4k/QTMYBAxaCSCra/hjbJ6iSr3wRZnfZS015qePNG76UmfTrp00mfTvr0V1Cffo6DaevFGry9cSt8w0P5wNHeHvulpVs9Y15mFFXB/rzCbS4R77EGfGboDdgsAzWoGnxKrbty7qCojzUWVD1Zlo188yEEMptHPsgQ4gQNIMZGz68YjLEE77AIxhrIcsQoSCSaVPVAQJ2jsBYnpE6NYIkLjnqzoetbVpsVWZ5xuLfHyekJtixRAWsNRZFj04Z5f3+fw8NDiqJAJBYjb+tI3VNvVmiIka99cLFgtIbIXykm1jhIQxxk4KkMI4iRpidDUe3CGgorOITcC5lAt52BKCYCWaLJkw4jEgMY9fQCnRda73GaEZISKURYGKHJBPVROWSYBFINp4l0OSIaERaJ9/g6NvG6A4DZNFEi4BT5Vnfv2REQhXkmzI1QJO7+oIJTpfWBznv63uEdhOuiLoIXwZKiDGSQWiWTWIg9t0JmBTSOVcSAos9+iGoI6bdAokKKUQ9BomESDeAdmSi5zVDv2Gw8wTvaekNZHrGYz1GNkfWDsVdNgJbr0eARBd913Dq6RZZbVpsV1bxis1kxm88TMJjALIHCGnAOipDmiIBEnt2iyMF5QhA65zDGMkRbiLHoDshrbYZJ6bJZlmGtpe97QvCogrWAjefdzjwIwcXYDfVo6OnrFX5ziV+f4dZnaLthf1bRVwXzMqNbnXIwv8vR3oKT8/pGnac7C7svstD6KpuzJhpWjYsTDSlCBIMDCOA10AZD4x2djxRLETiN5/A6rDavnluHH42aY4xQuMExcLNxi/N4S/UUZevOco/bh3NEDG3nsEUZU6PVYtoN0iq2yzlbP2dTXPD+t94h1JfMs8Djn33I3uFt7n/rW1hb0B62uD7K8NnxU3w3hzyjcZ7Ge0K3wuaGo8Uei70FeW4oZzMky1ExLJd3WH/6AnJYHC45unvG44tP47jK8KhRDw4L8le1K/1w/VAZ1zOf/X0G4P4qgrlrxEM615WFK1t+488892sU1cn2T7Z/sv3XLjbZ/sn2/5Jt67D//HkS7fY1W62kItPXn0Nu5G+/6SLjkuEVN/BF+ijqp/QcAmKio/bw3gP2Du+BBLxULG/foVm9wJhAOZcIrBQBEUPTbbhYXWDsjMZ5yDKeHT/n8nJDW6+ZOUfbtmxWK54/eszTn/+cxx99yOGsQJszyDxPn3xC151Q5gbanr6r6bF4jdW7fN9y62COasAiXG46fOeSXtCtvblJbnb6YeuojDo0CIju8Nhf77PU0aPuCaAGOq8pEMBEPSIGDHhAJep7MRFgQuzXEul6U5tkdZLVb4KsTnupaS8V377pe6lJn076dNKnkz4dHvhXR5++0sH0WR1wPV0Sotfw4YN7ZNbQ9Y4sK+ianma9IigcVDN831KvLjB5Tjb35On7IQ2AINgdr9sQnWlt3KSKxGLEW253cK5njPQMQp5lYJR1vabrPDNSweRREccUvZHixtpYEFwjXc5isaBpWy4uVtR1TV3XdE3LyYtj+vV6S+1h7bixn1UV8/mcxWJBWZYYY0ZO/EizU8cI6aGouHM45/E+XNn8DpPwJqUnqd+HNMKRv95f5QsdIsI/bzwDMerU+YDzkVomqj9HbgJVJuzl0TMdiKDKdZApGk5BTUynDKk/vu4mmvj8U2SCpJ408vI9R0ocZS83VJmQG4/BoWN/eJyPFDsBuTrxPsNbvIPdjS2OD6PnekzNvaFtUxaJoCJ7mNAAACAASURBVI1GiphBLYsQI8sT7dKQ+ui9H6Pn9/b2xkjhdTrGWIs6j7WWi4sLau+5c+cO9WZDPZ+T2YyDgz2qJLPDeQcZF4lzJcJwsR+NtYQeur5HEWZFASbS4oiJz+hcLHjv8JhURH4Amrz3+B1O0uGaYfCs78xN52KGQb26wPctmSgX60u6zYqu6chsge97Cmt4+OAeP318/FLxy3GMrvX162p+XJ4JJFBcx0mvBAaaJ3A+x7uAhIBJ34tRH2FH3gZjIfgh4h5JC4WQ+kNfkt3d9NntmQaYW9L5Y/RKlu0xW+yzaVc0Tug2NXt7GfM8pxDBKzx7vsZ1LWXZsFwuuDi/YKPQecfzT37G2eNPKJznzu0HONfx4uSEvJpzdnLBxdkZR8sl+IbcCLNqTlFYyhzKogAP6gzl4RGSR7vSd4bDe2/xnbcu+euffoIPEWQ2qokvOGB36AY+r5kdsRhNxeeKioy9v7X4V/t41OnXmm5XHDvnuKm9HnmdbP9k+yfbP9n+yfZ/Oc1/7rW3rvvrR8a+eVnOBpqcl87xRR5Tf3nLEiSMJwgS65tlRvnuW2+xPHyL1bNH5PRIXlAujmjPTsHDrCgwNFAZcjPHBcX7GgktF+fnzMqSav+A5ycn7L3TQ73h9MOf8MM//zN67+i8Y6M5j05OOHA9J88f0bYNWVGhJqfMLKKGTe9YrRxFYclnwrxcYlcGkXPi2ine/wATXe/Fm+RkGAMxkSrGJ30DYK/E7SaABlCNQIhR0CB4k9OJiTXeRLEWjERH7TDXxQzrgpcLrn9dbZLVSVa/CbI67aWmvVT8xpu9l5r06aRPJ3066dNfRX36C9Vg2uXwuy4AZZFxsL/A946uacmygKPl3Fxwb7GP955ZnlPNZ5EGZwQA4iSPXr7t+WFLR6Ma0uY0UmB4H7nZUY/rOvquw/dtnNASo4IBXIqaDD7ggsNKJB7xQen6CCxkWaTpqaqKvu8xxtC1HZv1ms1qTde0oJEOpmkaFKWazchsvEZRFMxmMw4ODiI9TgKB+r4fo667vkvPtK0tMQJCem3sP0uzXOkvEhixHZst2LE76K+QRIlCF1QIGgGWoIrBY0UpLBQWKhtBJrMzNsM/r5GLdGcH/7Il/Dpauq4wgEwxMthK2PaZGQBGMGyfz4oieILaVLch9onG8N5XzKFrIIbKOA7DLQ3yPNITDWhXPGJ7jt1hGiZ+GsuYguyxWTx/13cjaNP3PWVZoqosFosR4Oudo65rSGBV0zQIQjabgSpd07JZrbFiqMqC+WxGnufM0u9hTnRdR5FnoIHgPd45Mg0j7U2WFwxR4q5rUASbl4yLHbFkWVQx3vsRvMoyy5ACfEWXqCZQKvadMRE0ns1ntL6j3kQO3fPzC5pNh7YdzvVkznGwv0dZZLRNf21c9Mr71918ArSH4R/mLUl+QtAohzu0Xxq2SmL46u6UI359JxV/57y/cEtGnNh3bdvys08e07iau3f3cV1L6D0WocgrcmtjOrrN8dqyqTc8efqUzObYPEfZEELMCvjw737IvQ++i1rD82fPcJsG13YYMazXK/YXMyQzYDJCWoAohmq2wGYFWb7gYtVxcVnj+sDiXuA3fu0D/vA//oBV08dnli3hVIwF+/yl2k1HfP73drcEcvWjL9B2gU94GcDe6pHXL7OT7Z9s/3ityfYz2f7J9v+iLVxzft2k719lD663z/r7q+3Wjtz+kiDG8L20ZEE1RrnOipzf+N77KIHL1YasNaxWjoPFAl+2iM2o6xUadIzoDsHjXWC9XmGT7lXb0D17xrvthrPNJT/50Q/pm4Zg45rE5jld73jy9CmbegNiKGyGUyEvS/CetmsIvcOhqBT87NOnPHlyTtu2ca5ywzz8os+vw/e201ZgBJx2h2U4+7CWijXyor5FFJWYaxr1QwKZUgQx8vky8FW1SVYnWf0myOq0l5r2UvDm76UmfTrp00mfTvr0V1GffmEH087lxpOPm2fAWuFwuU/wPevVmqqaU9g5xWxBtdinWhxgigrJSvKqoiiK+BBpYxmSV3g3kjJGLCuqAefcuOnu+x40oL6nrmv6tkaDo8zzyIUY4oa2bXwCtzJU7dA9WGOxGXHjHEIqeNyM19AQKLIc7xx919PWDZmJ3w8+4L1jls+pqooqRTDPZjOqqoo1IpwjyzJevHjByclJ5P8c+ovrWEwStTEi4frgAmkO7wImEaTbGfSXFGcyajuSNYKE6ZqBVONCJYErgIlRyRgDKlHpkRSEbg1EBHWIdEYoxhoi2crXrxiFWFvBaBwfAcTIdqJoBB8H0Gic5sagJlLWhMAIMEVfuYnflZcntLw0gQejsx05keS1NtfAQa4aonSJeE4ZzpEUaZKTYexVlaZuODk5IS8r7ty5g4hQVRUhyXHf93R9H4saOpdomkIsQG4sbd1Q5gXeOYosRxPg6RIwlWUZNsuwIhhrU52ECO5am5GJ0GzivCorSwg+9kAItF2PdF0CgANic5xzY+0U7/0IvFrLCDrpIEsm1YLQaI6KokCrGX3bYvKKarFPcD3FbMH67Iyu7mjamvKW4/BgH2vlMwzzLor3epvzAXRHVkZgOEaR+6FAfQhJFlPUQ/xS1IHCldk+nuclI643OgR2jxna1WN0B/iHVdvz7PSC9957m7CI9UOyvKF3DiOGzFrEGvb3Dwjec3FxgesdxmQYY6LObhs++eSn/OSHf823v/c9FmXBhUY6paoq6bpYhDN4B0ERybBZyd7BEUW1T++Un3/8nA9/+gjXtNy+cws0UFnh/bcf8J9/9CHeGIIY/n/23vPJkiTL7vtdd4+IJ1JWVVfLEdidVcDAdg1cLgkYSDOCBjP8xTR+AAESILgKY7s7unt2ZlpWd4nUT4Rw98sP7hHvZXVmluyq6p24ZlmV+UQIj+v3uh8/fq7BYPJg7bodHf09X9cGT9q98Ez2nF9/3aDo123M/WPuZ8z9wJj7x9z/PHZTPr7RXsJtXJdPHn/9SXlHSOOSKIkRbGPkn73/XSYuoSiunHB0dMzZj37B7/2z93jnzh7T6Q62SD4R/JK29cNOuKhKVVVY60CFeVUhvubXH33EF599TCFgc3xdr9cslxe4wjGf72KsJWDQACEXFK9Ky52DORFlNtvhwckXLJou+9dGePRZ7vnG9ts6mmz9b1QHCRIyyBJUEzghJjFZ6WP5Bmzq2/i16jox+uroq2+2r45zqXEu9bT2Jsylxng6xtMxno7x9Hcpnj5BIm/rOq64kN5BVFOB38JZrHimkwnWFuzvHzLbu4WnoImCdEphK7AbpmPPLpUtp+tlcCCtdCfwJw4SM12XNObVt/iuxRoBDDEEog9UVSpSXDiH9wFjDKUtUTHJ8azFWUvtu2HV1jlHURTEGAdde4NQFQVHbZuKHXuPdRbnkjTJZDKhKlOx77IsM+va0LaJaRpCYLlYpgl/CJvCzs9gPYwxABWXfp7iALIFLukGwEjHVvpyXkrP3rUEiUQiGIfiiUreHqqb2hwGjBoMOuiQ9gziV23Sn1tSse0eiIvbiTnLtWiMGXByRAxBLEHsAOiktui3F14Gk4bO/BTBv38+jz+zPqw8ezslf2qahuVySQiJ0RtjHMCaMvtiVZYDK9+5gs4m3/Vdl5jJZZl8UfWSz/d+H7xHrKW0ZUqOIb0vapCgGThK/cVaR9O0GCEx+43gu5YaEBcQY1PdlFxHpes8zqV2adt2I/e03UYiaespArYk2oq1VzQaPAWzvVvE5YqTeslUYiqw7iw2A4uPB+dte93jTB96QJLhYrYTcVDJOwuEoKkYYn5UaOaBbPzz6cadz5KQUtuRi/8ldn7CYy239g/Ztbu0bcPKn+BMqrMxmc5YnJ0gsaMoHL7rWK9riqJitVrTNC239/bwvuX00T3Wdw/RrkU01a9p2xYBVqsV02mVme8GVUtQx8Wq5f6jUx4dL5nNDwhlx2S+x2y6Q1wtuDWbYzQQSNJW5nKYu7FdvmmmkMjzzw9eF4MZxtw/5v4x9ycbc/+Y+1/cXjSWpzjAN75W9lQTx1yAIOYdgEYjh7MZNhhmsxmTnT3mHdii4IuvjmnahrfvHOCkX+w3OOeom4Z13SBA27bs7xdEDPiW1ekjTh99ie9WWFfx8Ksv8b5jNpvSdQ1TJul7dQOmYGf/kCYsKaspPkZ2Z4eUZUWx4xDTL2ZC3wdVN2OdJ7XH47vhvvYZ4DK8lCzQL7unnXn9Qv2weN8zlvtv9ucQ2RrhvXobfXX01W+Dr45zqXEu9fTffX1zqTGejvF0jKdX2xhPr2+Xfwrx9Bl2MMnWz9dXHxOotI9rj5hMS6rJjGo+oYkds8ISjWE236Ga7yCuwMe0ymtRRBJTOYaYCwHrsLqYHDAiudiwcwYxBagl+MS0jMEnBnQIGA1oCEQVqtkuIgZixIcGcQXOGHzwKcjEFAA0prsqCktZOGoUJOLV04aWtl6zOj8HjVhTMJlMKcsJZTmlquZMJhP29/cHqZKu61gu1yyW6ySto4GokU6VqINiZWrLvgnjpp2FHH/EEIkDA9cgOAwWJUEkbEFEKYjFvEqOpvY1gMqmy+vwnYyVREGCYKJi8BhVnAYMASOp3Y2SjyOIGGJCrhCJGEkyOj27OZUKf7UmYlKgE8W4dAWp8zgg8ZFNZhFHNDOMU/s5NVhN9yCqSJDUJgqyBSZtFz4zpLZFSdt+zfYW0BRiDREH+VmllXUkMcQjml5RQR6PxrnwdT4jiiGooYkx1ygJ1OuaxXJN1wVmM8fu7i7GGJbLZZbOmVM2nqrsmEymtHVN0I7V+TlGoPUNXqepvUQpC0dRWFDNfcEgUdHgiQLOGGLwqO8oJCJiqaa7CZSMAWcdiEWsRQUK67CFw7oCxGCNQUzfnr1EVMzMZk+MgjEWQypymIAuTeCmK6nmc6p6h1VXQ2FpYke1M2GnntHUiisMe7N9jC0u+cUmeW0Hw9eIMrFdNqVn2G/eU91sow6RoTaF5k/3vweVS9/ZOsLVqwFPadd9U4h874P3eO/uXR52pyzrjsneLXarAqORtlkxm+8wKS2L87O0CKAJjBQxnJycMnGGyazkwb1PePvOIaGpWa3WXJw9IISO3d2dtLCgm3ZousDRyTltdKy9sHdwm9JVA5D/qw9/y2w25e1bh1gCXgxR0vZr6dvmG55XPCnRDh4ozz6YenNszP1j7h9zP4y5f8z9z2cvEu9FNmDEa08LfW4l9zkBS+CdW4ecPbrgy/UD9g8PuPvuu8QYaX3D2jc8PL6gNJ7Y+UFeBRKhoChLLi4WfHnvS3YP7jJtao7v3+PBvU9wVliuFpycnLC/vzfsNO28pyhLbt2+Q90GgsKtW3eIYrhoOroL4aCa8dbdA77//rv8+PRXVz79F25O1U34/trxdIglkmNMGtwI2yvyl56p9GDTmwuIjr46+mp/gNfpq+NcapxLPc33XvdcaoynYzwd4+kYT38X4+kTFpge8/78d38xPdPYGEM1mWBcQdeAlBOq3X2K+Q5773+H/dt3qeZ7lPN9pJigYtGsdZ/0SUPWm/eA5qLDqZC3c0nSBsBlKRAbI77rEFcgCJ2mzkwGmuq6ToXB85UH7ymnc1Rs7hiBVIQtfcdZh1QVce2TNmjwiXXsLCFGJtMJi5NTRKCsqrQ67gqKoqQsE5s5MTpTMfKdnR1Ozy44Pz/n/OwUYkDQzJRNrF/JnZKsY9rLsqTg3bd5D9xsnoSQ6ggIGeTQdNyoaQ1Z6Tu2bI6x9RgzRDgcPWrCt6LGVNRZt8HENPlHwJkEMgWR4Ts9FDKoSaq8ntiYHV6ylqnJwcyQpWpEsAZQJWAx0kN5+Uc395/aIrdRnwQ2v2yfFNhI8QwAX34mqG5BRdvf6C0/A2HT0wHJEjHkIoEbdn8GaWLg/OyU3fNzFNjd3R3Y80VRMJlMKMuWoigpXEFZJn/t2gZiZDqdEGLEOEPIOwRiDBiRtFXZuM1AYgB4HdZYxIBfLwEwuVPW65qymiHGJraIgCsKrHOIMbgskeOcG4p7Cz2rJPXxGFP/t+pQ0/um5BhhcdWUw7fuMp9VNMtdXFlw/kWgavZpY6CLYF2691Pti6RvBUK53PKv0zYFP/VyAtYEvsUYU1/O/Tnmfp7kwtgk9OtOcB3bRriU4Le59Nsx4aoDOwvfee9trBiCepq244tf38Ph2d+Zcftgjw/efYfV4oxF3eJ9wBqDkUhRwN7ejLZbMxdHvTzn0Vf3CE1HRGjajsODXabTCaU1zGapxo33kc4H2tCxaFpULGigaU6xzjEpJ4h1LJc1+ztzdqZTWu+3G+Jrg6ShKbbboQfHH2O+37Ql+Wm3B19KxNsDi/79K76jj734+iZHY+4fc/+Y+8fcP+b+l2GXdxJuvX5FKtl+6Srm8rPknxeRxrnuu5cyg8DOdMrezpzlssYUjlXTcHxxRvCeqipBInUd2KmEMpMJnDPMZnMUQxtSRDk5vWCO0NQ1D+/fo15eYE2kbdfs7c1xLi0OYwxt54nrlt3DktsH+3z+5X2+uP8FZ8sVHsf7h+8RNWDF8J333+Hnv/wVnb98H5vb061/L/82PICnfAbDeIKtOBm1Vx2lRykkIxVK9o3eEV4Mh3kpNvrq6KvfBl8d51LjXGp4/4rvvClzqTGejvF0jKeM8fSxO/xdiKdPWGDqlzQvH2gzd+tlKVKTtUHZP7yLTie89cF3sdM9Jgd3kckexc4huAlebCqyJYq1lu0tiP0F98WwnXMJuDEyFDxWVbquSyATpElyiFnz3hA8rNdrqqqiKBKrsWka3GRGUTha77OsSJLv6NnSMUaapiHGAORi3osLVCOLi4s0Uc66jdaaNIkvimESvX3tPp9jOqkQlOg9oorTxLaNRlLtA0kL2gBB49ceoNHMIJaekdx3YZMKUUMGmLLEDf0Pw//pM48ltnRVmSmdtjq2Ck1UPEKreSVaDMaCBQqTuLfBpIASBkAlnzODKubp/PulmsmBWTSDSuS/JcnmGCNYASHSRTMAeUHTvUpIK/Odpq2tmovwpY63YWUP7SiPt3Vq76GGg+a/Bfp0Y9DE2u8TjGyCKPljomDzSyZfuzWCEZL2p8Yk82MLppMKay1d1yXZm+yDJgM7SfamxFqDsRnkwXBxccHurQOctUwnE0CJMcnvVNUUZ9Mx+u9AkuMpnKNrPU3TDJfc5XoPZTVN/UhTIUDvfWqjEFByPQXVQRJHowz9ZJDJ2WoLkVTIPIRA0FTE0RaGYsfQBpgcACEy3z8gfP4pZrLHxToODPX083jCYnhSV0b2V2QxXDc4iUMs3AxUUp+Kw2u5zz/FeYZjMXwtxWnJTH42o9ftZGdEtwbEJKeMnrOzU86Wh7gKVGpstHhjiG6GnR9w7+icdr0imIpy4qhMoDAejZ44dbnQu6Zi7KsV7773HdaNh2PHZLbDbD4nhMBPP/o1f/rDHzJ1wqqL1BLAllhXUExmzFzFxfkp94+OmJQl89kMpy1//Ic/4C9/8ssEuCqgeYh3RRJ8UhK+KlFfN0l4GjPb7pf/G0LDYxZ5nd65bWPuH3P/mPt7G3P/mPtftglcvedPt3LEY67yLLbd958EIj11XtPUhgbBqkVC4I//+Q8SAFQULFcr6tU5B7dvcbj3NtE3dPWK6DvqrgWNzCYzGlV++ouf8vu/9/vMrEXFoRcrit097r7zDve++JRZaWlUmc4MO9amvm0cXXQ00dJheXC6omwEOz8gLjwej42SxigT5Wx5wdnZKUQPSH/5GTtKO+WuvE10iMmqbBaDH8tX1zZT+tTQtprjUx+Z+9wXY6q/cNlnN/++KTb66uirb5qvjnOpcS717ZhLfd3GeDrG0zGeMsbTK9rmJvu2xdMbF5j6yVr/Y4wZCkz3OvMhREyihXK+rvmTP/oTHJGD229hJzvY6S7VdIYtK4IaROxwkb0MTt/ZhpvOE8+e9diDS33j9rqIPTBkjcH7gIaIb2uapqEoCkJmNBtrIXdvay0hKj7r2PeT85iZj0VRsrOzS4gXuKJI92lMOuYkAUrWWIxN37PGDCzS/tpFhKZZc3Z6jGjExIBFcvHspMUYRfD5fyCBN+iGUZyfdtpNmXifVlInw5hB1iVmKZ2gOuhjRiAg+VhXu4Q1CTyyZKAqKl2IRIQQ0zMxKC6f04kSNRV1DkKSh+mDRIwJ4FEG8OtVmpEscZOvBZP+NkSsSW2XGM2ASQXqMqk5gUtRCT7m+86gmqT73HLLwaJCFCFkCKoH+UJOWlFMYkJLeuZGAlbScV0fXAWQJGNkjEn/IxuQyQjOJYAs9S8DMaAaEY2cnR7TNOtLCcpkX7Q94GRNkp/pfbJumOzOE4hTFJRl8vWyLNN9xZiKyOfPhxBwVhIYTPLDznsWi8VQXLxpGuq6xkWD2PTTNA1iDJK3ixa5H/X93YgbmM2X2jU39vY9KWlgoSrYasb8wOKqGdPpnFAvkNkBHsOv/v7niEBRWmJMQHACQbdY/jHm154vGL8Mi1c5VLbtJK6qQ/J+Wdf6NMfpGSj9wKpvu9PTc9rOoyJMJjPee38HOykorGG1XLI8P0U0UBiwxlA5y3tv3eWLLz5lf3+fyXSOEYuKYT7boSonlOWEw7vvsgyB46MFj05OOT7zLH/xGf/2f/gzdHnGJC7xNuDthCiWerVgsViwqtesViuapsVVwvvvvc/0o9+y7m6+x+dtyz7/9Pa0bLjtT+ljr8ljWXx4/9WH0K/ZmPvH3D/m/q+fb8z9Y+5/EXucOQhfn8speum15+lVTwMgPc1nbspzRmFaVbz/3vus1mu6ZsVqvQIjuOUC6xxlNcFYS+nPcbFGxdJNb/Hf/vvfcXzmWfz2S+4cHlAVllt336MsKsqiYj7boWtqdqY7HO4H6vWSi/Nz3n/7Pe49PMW3ShOVi8USXdbM9w64c+ct9g9vE+ok56gIbddxenq+tcMw/7DZHXhd27zssVfyxbTL8vFjv06fvM5GXx199U321XEuNc6lvg1zqd7GeDrG0zGeXn/8J35mjKfXfu9Njac3LjBNJtUlgKkHlkxe4lKNWJsmb+t6zcliweTgLtNpRbmzTzGZb016TWZ/5toAulnB3QBKOkhmwAaEiuoHZ26ahp4RGbccvG1bmnVNu17QNA3GGHZ2dlgul4gxTOZ7VGLAJBarSJo8R5MejnWOyWSC9x1dm9iZy8WStu1wzuV7NxTO4YoC5xxlWQ7FlSeTydBGXS6o7H2Hb2sKcgHqvGqZdPsF5wwx14BQlWH7YcgdRwHNbVfYxGiV3PYx97AYdWAwB9WkkZlBjz6gPp6lRIQScCIUCDaS6NQeBI+JEauegrS9UyRJzajmbZQhM32VoZbAICv6OBX7FZhoYgf019Brn1pRLIIzkguAg8mr8RawKpgIEgwEQWJqiwKhEsGr0lyxYty3a9TEejYRgrJhMudnkK8msamNUFiDauo3IjH3JcGKGeR8RNJzT31CMCZ9BpKsVFCla2u8733MD2x/Ywx1XVOWqZh3k4vXF84hudC5dY627VguUwF6kb1BXidJS8kAVkEKLAPLv665uLhguVxSlmUOog3nZ+eU00g1nVBNJ0NfNRlYapom9bW+v8vlIJju1dI7an8+kQQQSmYuGAxSlIh1hOmcrl6yW85Yr2tOL5as63UGr1LbieSYsgUsbQPbr8OuG1j0APp1P/lTz3yOLU7CU9xzHjgYu1W7JfX7VV3TtB1np2dEDJ0PPPzqhNA1FFYoLcwnFSZ6CB17O4fMd/bpouV02VEFT9Os2N3bZ/XwlIsWvnzwiOV6ycPjEx6dnHF0tmK6u8+ptNiff8y//N4dZqYjhJa2awgB2npF2zZY53CuYLFuqYDJ7j7v3H6LT+7dByRLhuVRyFO22TYT5Kok/fhnersuoT/pM9cO/rd+f12yDmPuH3P/mPvH3D/m/pdrl3KCQs9YfpbvPctnXgRguu69iOa+r7xz5y5VWbK+OKNpYDKbJf9sGlarBT5GbGwoQos1yioafvTzj/nNacf5eeDDex9ze2/GW4f73Ll1yLyGYCwXZ6fEABfnF1RVSVN3xGCY7+yzt44sH55gTYEUjmXd8PDhEV14hCsq9nf2sM5wfHLK3sE+q7reGgZsQIoYI72Y5VX3/XVfuTyWevrcvAG4uARwXT8WfBNs9NXRV99kXx3nUuNc6qr3L72+9fvrjqtjPB3j6RhPx3j6uxRPb1xgKsoeXEkHSiBJWoVNBaU3hbhDCBwdn/Dg+JTvfv+fEd0ULSY4ExEksSOBtN0usUchTTB98GjU/N7lVVTViA9dkszYkqAxGQQQEeq6pmtbQvA0bQsk5nNf+Pjs9Izdg9tMZnNCBrBCDKkgNokxqqoggvdJMsSHgCscVVWyXq0QyTUhrMW5dP6+9kIPQvWSO0VRUK/X1Ot1Yjmr4iQBBgjEKIktrJqlPQST2cdRSPUiyGxnTW3nrGSwLgXHLgRiCDSdp/WKDzEDTJEYE5g3sIwfcxYxhgKhAEqgULBBkaBYlwqqqwWrqSOIMWAsUcGHmMCbLE3kMzASM8iiTxloXqYV1iQfIxceNIIzSmEUZw3WCs6aLDcT0FwXw1mhMMmfQ0htUGhqk7SJUWhF0MdW9hOYtGHHBqOEaPAh0vpAYzKANAAraeW8cAkw0SgYMUk6J68VG1Ih91QILhXgtkYGoAlNfgNCNCb5V72+5HuqOgBOhXMYkUs+6wXW6xVvV+9SZBmapmmoJlUCgFUHNr73PjOa0z3Y3M/OTs+IMfWtvt5B07bY0tO2bSr0vSWLk/qUZ71eJ8DZWpwlA0DJQgiIhASEmfQkB0azEdwASqXC52IEbwqij2jRcf+L+zw6PsnX0zOVJQNNeRCRk7vFvHaQ6Sp7cgJ/dtseGPR/b5/vqt+N9J/fcBlUwLqSumkpiorVYs1q3XH71h3uvnWL2aRCu5quWRPaNVJfMNvb53jtuKI2TwAAIABJREFU+eSk5uMvPydEZVZNmO/MiUDTJYC0blo6HwkYoik4P19z3sL9rx7w4P5t/uKHP2A6c/iuRm1kMinY3X0HV1Ss1i33Hzykbs5wbcetvX0+//w+QTQzXCJXDXyelHSv2oZ83evXffa69r4psecx6BthY+4fc/+Y+8fcP+b+b876eP94r7lqcn/d+1875nMCTU//voKAqGIVbu/u49uOum0pJwfcvnuH2bTEdw1dV+P9Gg0ttTiOlx1/85Of8OG9YzpbJh82BfVpzVenK4rPHjCpCgr3S8qiwADLxZJVU2ON8P137/Be7Znt7bHfBXSyhy0nFNUUKSYZbDrm/OwcMy2ZTqbUTYt1ZdpR2NNedTPeSmng6+Ojx9tBNcNRLwAAaX/uK0CmN91GXx199dti41xqnEu9SXOpq2yMp2M8/bbYGE/HePq88fRmiTwFNDFW0xQ+BZiQGa2aH7BisAL3v7jHRx9+yFtv32Uym0AQumgRMdhEXcTHtH5n8yQzatzcmEbIk9Oeydi2LTF2xAwyhRDAWnwu+q2qtE2DkAAiYwuKYoLvOlbnK7qmw9nIer1kL+xQFBWTckLjoekCoamJHkKEGA3T2S6KYbFcsVNNWFiDNYqPDaGzhNARfYtohBgoC8ukmlCWJc45vPd472lXK7qLZaK6ChgbcBJQEYSYJFxiBJvuPUgq+G2HFe/NaruIUojJkjYOnxnHbTCsomUdPXVUOh+IMX83hqTr/zUHU0xUrEBhlJKOSiJWIsYUGHVJ79QKjoBqAuEkUdcJYgiiBCGdMyZwK8nrxGt1Tb9Jq4wfwCVDAmcKI0xyzQxrBZv1Z1SEKDYBP9ZisaBgjMdKRyWBhkAQJUZJdRNiAiA3loBTDaAmSel0PlCLRSJotARvKBV8FFQdlo6pKJ1E1GRmLpu6AZAglKKntkhETECMYowi6vFC1u5RusWSdrlKNQ+Aqqroui7XHzGQ5XSibwmhI3QtPjbMZM7EWubVhKqq2N0/YDqbE6NJfQBFrMFWE6rCUjkIbY3vGtbrJe26w4dACCuqSUU13aHrAt4HXAlt0+CKYrguY0zqszESrSVYizdxqB3R93UlpoaIeSU+t0kgICo4Y0E1S2ZFUuO3rNdLfvXLD3lw7x5WwA+7JYSg+TAah+iomTb0ungir3Ng8eTBZh9zdEgomsFUV5R0IRB84Kv7Dzi5WFEdVVycn/H2nVu889Ytprt7NGtDNRNalP/rL/+Wj4+WLGWOaORiHQjrc8TIRiYquhxbBFCsFTrfEiP89LNHfH58wb/6F3/Id98+xGlAil1EoG4bvEIxmeJsB8Cdg0OsZq1Yuer+rh/IvEibXjUouIpNctO1vGk25v4x94+5f8z9Y+5/9XZTXrour9z0vWd9/boceUmGQ1P4un1wCKpMZzOkmOBVqduGovdzv8Z7z2/un/Cjn33E2bLJkpIt1pq089JYOpR1UE5rDxoQrdGYFgVbmaFqWHxxzKL5W/73f/MXHNzao2FGNd2lCZH79x9w/9ExDx4d09QNh7szppP3sWJxRbGJq6qP/X4VzLe599cxXvu2gU/X2eiro6/+rp17nEu9WJv+U5xLPYuN8XSMp6/L3sRzj/H0xdr0dcfTGxeYNmdmABk2DzZNvPvLCCFwfHTET3/8E957/33m83liZ5YzMHmel/RLMGLAf71wWC+f0YNJXZfZy74b5HO2i3N3XUfXtqkxNE1oq0mFs5Z6XbNer1kvVsxnMxbnF+ztzJnNItZYrCSpGwmOGCPz+TwdrytZLpd474dr2KwegrOWskxFvpNETpLKscYOD2W9WrNcLPC+hagJiEAI5CLPfZuKQejbcaugNJsV9qi5eLUoaCTGQNcpIXhahS6kmhJB45YuJmTO+eXH2N8HqZ0z7pcBj2SWXgtfk/4/mpm0KRhHSTI/QQSr0Gmq25AY1Bv26au0mUvApJXEFrZGKARKEazbYgKj6foHP0y1GrYtSbJkaRpJEkAAPNZZZXg5BbyoqVi7D4HOQ6MB9am+RYwCGlM9C5vknczQ/nLpSQkxA7uyAUY01+cgFxaPiu86losF6/U6X7fgrKMqSyZVNfhoURY4azcYmUa6riXmHQGqMJ/v5MLg6cc5h3UOKwq+IzRr1qsVF+fntE3LcrViujPHOsdsvoOxAc1RU0RS8W82NUn6OioxRkyIWJdW1vtdACZLV/W1UPqdEyKCsTZ/N8kgaeoGdG1DW9f89te/4ac/+QnHR0eEGDa7LrZW7wUZ7l9fBwr6lLaJ7ympJe/UnFrl8o6EG9gJm+PdMBC9NqGnnRRRUi0XkxvOh0DdtJyenLBYXiTpsdmU+c4u0/kM37WE1RpnAnu39vk//8tf8/GjBbWUKQ+IJA55rsPTSyiJGEzeHTPUUsl9KmA4XrT8v//9p/zzH3yPH/7B95nJmqBKNZkym00pClhedLRtoJqWYCMaJYHdQ3XOm9vkqjZ60jbkp7GbEvjjf/fHNXrpET9++a/extwPjLl/zP1j7h9z//ObZFcTtuL71vs3TbBfZOL5rADT9nvX5au0tzGhTNWsBCNMJ1Pmu3Pm0ym+XePrNbGpqZvIT3/1CT//9afUATRLFyZJS5PaI/t7FIUc41W1L1uXxgpATcHHDxf81T/8jP/wv/5PHB0vWF94tJgync+Y1x2T1ZqmrVmsLnh49IiDw8Ohvlw/ponkXZdD97/ifq8ZX20/jxtButxvN/E9ETUMPWDRH+Ox9es3wEZfHX312+Kr19k4lxrnUm/KXGqMp2M8HePp48cb4+nvQjy9cYGpl8zYPomkN4ZJY28hJNmZe/fu8Y8ffsTbb93l7bffRqLBWEPwaTVZTJLNsEqe6KdOjyohJKkc7/2gl951HRoDxmwAjJ4p3Mt89DUOiqJA0MTaDImBe3Z2Bqo0X7Q4Au/cvc3EWUxhIPbBbCOd0Wa5nel0ypkkIAhIRZPtBkiy1uZJeUlhLWUvV6KwvLjg/OyU4H0Ch8QMsiuiWZ5HIeMJGeiJQ9bpQQfJ7ZMkU0xm6aaHH0IqWB1CJMSYZYZ0YGlqD0gkb/n6w+0BDhme6uA4w0uDZEvE5ReTjA+IiQNLOooSTGaCv4aAObVgjKbi5ZIAHCeCFc0SK33tEMVLnyQZgJ7LrSNDuzzeX/VS7xpS08A216iEGAkBIont3adSm6qMI1GJanKI7s+c+1EPoqSvQcKm8qp6kk5CQIlE33F+dsry/AKjUJhUpC5Yl3wyAzh97Q9jU3F6JNcnEJhOp4QQaNsW59ylvkCMGImYbk19dsyDh0d8+cVX+HXH2fk5k/mMEBLwW7gi+ZsmaaauaYa+0rdZjBFrbfqOdogIbdsOBb/FmAHYM2xqsIRAuraYYkEMgRgiXV3z8P59fvXhR3zxxRcpZmgqVD4AVBnk2qbWb8e012NXd5DNwG77VUPs2d35M/3bT9/N5Go/Hs7zeGzYGtCK9Hx9QojUdU0InoPDAzqF6bTCWiB2aIDKKTuzGX/z41/y4af3aaVCFSptc0yzw+nSoNtAP8jSfK3kPyRJWQng1fDjDz/h/lcP+bM/+X3ee/+9pO/cNsToMeopC+FssUIlEMWgaq5tp6sS+de2BF/zmcdfv2kb8pNss3hx+Rgy/P/6ZkVj7h9z/5j7Nzbm/jH3v4jJdj98fDI3vPz0gNDL+Oyzfgb6mAJRIiqRtl2xP9/BqCd2K9ahIXhP6Dz3vviKv/vFP/LgbA0m7d6EJBGSK2zRA05AiimYITb2ZnMdvhZLKxUffnqf2z/5kD/7oz9gsaqpQwMRrIXZtELYoxAIwVPXNTHEzSJtBoDSPfc9eNv6jv/1PP8sqbiPvyl09qAMmG0yQY7/6f83B2kafXX01W+Hr45zKRjnUtvneBPnUmM8HePpGE+vPt8YT6+4/8fv+lscT2+WyHvsxgZ2IDpM4gawSZJMSlPXfPLxx7x16zbzasLuvO3pyVTTKWJSqLHVFCKIs1iBEGIGmMKwGtd1XWI+Chn8Se/18jjQFwk2EBUfPIWzLJZL1ut1ZjsHLi4uMLXwWbOA1SkFyuyt71K4Eitk9nICpqy1zOc7xBBYnJ+xu7tLURT0SEI/+RWRoYhyYR3OWDrvMSIszi9YLRbs7e5w+/YtRITl4oKmbtBmlXT98wqmGda14xCVNrhP6rQ2F6q2GRTpJ+MaenBCh4evfeTqgaxrHKxndkoGmzR/NwzBJAeMLDuC0QySJdkkY1J9AkdarVdNINnrmMM7o4ikAvJOTGInSwYUcpFoMf0qu6Qi5fRM8c39Qg+8yQZsu8q221QY/GH7PSXXIVAwpELvCdkiScGgOd1sgMFkqVhHAl4l9RFjMOWU6aRivrOLqnL06JjVYsnyYoERQwxx8MUiF/gedE5j7DMqzjl2d3fZ2dlhb2+Pnfl8YBJvgNMCYx02rFkcP+CrT37DZ1894mzVEbvUB6wxqbZC4TjYP0wyObbAZupJX+C7B7D6aymKgpglrspcryEVK7dgDdZYQCEEEAj1OvlmVJr1Ot1HVBbLNR/+/Od8+vHHNE1DyOwXkQ17egDG8zU96yr/m2xPnzj06hDwGLicP3q1z+c2i7n9dvd22Tu8zd6sQmLH1Jkkp9R5PvnyEX/9s49Za4nHIoTNwW+4l0tMrf6cefCV0ovh4fmK//w3/8D3vvOIP/mjH3D7cA9rlGmRKppcnJ3kuGWIYjD69Nvcn9c3XoZPvYl+Oeb+MfePuf8KG3P/mPufw7bz0PMCQU/6/LMAT899bhGiZPaxBi7OT/je3X2ESNRI2ylHJ+f84sN/5JPPvsCrQUUSY1hM8vh+nv7U17B5z2NZa8lf/fS33No/ZH9nzqTIz35/xu3Dfc5XDecnRzSri6EW3XUgUcYOvv7qFZ+VrX9vsued1L8pNvoqo6/+Dtk4lxrnUt+kjfGUMZ7+DtkYT8d42tvTSeRt2XXrVkm3MLGZP/vkUw539vjgnXcJu2UCAJwj7uzQ+o7Z7j7GpCLaJk8+rRFiSDfUtm2a6BqDMULwcWBMJmbjRg5jMplgRFgvV9R1jVYFZ6endG1H6YqBOVlWFe++dYdKAvX5KW7nDqF0BA0DeNWzOKfTKW1Ts7e7x0N3H+fcULRYNcvSBE/XttR1zcX5BUePHrFYLDg9OaVZ13zngw9weW9sWU3Y2z+gbTuOPv+U5cVZAg/6Ruv/lcstm7iuqRh0Apc0/ySdSJHrnsbzm1ebileHTed3KCVpy2ACQCRvj5Shdh7yGtCl3jIrFyElNOklZSQX0CbJFWmkDQYfIK2eC5bMnn1MLueFL2kL5DCk57apM9jLEvXgYI6eulUoXUmJ2cBkOuf2+9+lLJM0U9vU7O/v4zUV/P7w57/g4PCAnZ0dyrK6VPjeB5+AtAwKO+dwzrK3u0dVVUym00ss/r5v2aC07Yrm/JRKAu++dYfFZw9YhwZrTao14jtCDMxmc5qmY+Ys0+ks+U/uq3EAf3JbGIt1djhn13WUZdqqak1aFxcRsELTtPjlOauLM0pXsFwsiN6jKhxftPz6o3/ks08+TfI6QmbHXPEseNm95OXbVVvht6/5WQYulwa0W8e/9Ppwvs15RVJMSr4gw7FiVDrvB6BusbgA63A6ZeqEtguos3Rq+C9/+/cso8UPvt/7881J6uuJPNfpgWErdCeWFstHn37JZ19+xbtv3eI7777DnVs7RIVPP79HyPi93gCwP689S7K9ik3yTZ7vVdiY+8fcP+b+p7ikMfePuf8ae1FG4av63g0HHPp+iPDpZ/d45/YhRuDh8QWff3mfLx8es+6UIEUeU/TrpYPAzjMATKRPS4qFQcDjWEbl//mbf+Df/y//GufXqQYdlnVXc75Ys1hc4LKu4mZXbD+m2cqtV2JPcol1PizWsrWQz9Pn9O08vn2uzYL2m5Pjt2301dFXt4/7Jvvqto1zqXEu9SLn+6ZsjKdjPN0+7hhPN8cf4+mL2ZsaT29cYFIfkuZhnvqWRYGxaXIYujSBhTw9V0Uj1F0gxppPP/2MT3/7jzQ7MJ2mAnDznT3EOqxG6rZjZ2cXxCDG4soK0VSAWhXqtsO3DRo9fQFwzTI5wXusc8QYAEvTtiyXC9q2BQJd1yZZDd+hJHa1aGC1uGD/9h6Htw4pZlPWYvFtyIXnBOtKCk3yJbPJlIvCcXt/jz//s3+Jb9esljXrpkURfLPmwVf3ePTgKwpVxAhVNaEsC966fcCkgMX5KednZxw9OsK4gt29A3b29lkul3Rdi9GB4I21m2LEZnhuW0zM7NYW3TBy++ckmmtcgNC/twnl/WdTiL+iPkP+CSrEkGoqdD7VdRDABcXbmBnKJtWHiLmmRMx6o5gBfHrVFnouuCptiOTLTKChgokAuYaFV7zmLasiFGqwpgd/vt7ve4Cib7v+tWQ9SJSTVQaStr9sBGxQcinr9PIQUNP3o26eUIiW3KxEUQpXsLO7j7EFJyenRN8xnU7Y29/nYO+Avb1DNLTcv/c5nzZN8ntJklLRt8wKy/ztO8y++x7T+QRXTpnOdigLx2wypXQOWxRYV6bnn9vGFZapm1IcHrI6P2F1eo5oSGxha1PfiqmmQ9PUNK1HlwoGXFlmsMoQvKfIEjyIEHyX65t4XFllhjeIRnynuc8H0MhicYHUC07vf4kGz3JxjhNhva65v4DPPv2UxaqmzRJdQiCKYHKccNZhC5ekuEKg8z49d5Kc1euwYbBxQ4LpAb9v6tz5jyt7qvQxp8+9muLKarnEvvNWAvuxtE1LN51QGkVDi7g5//kvf8SjRYe6AkscMHPNzPynSWP9YC7mSzCkXS+iCTiOBiKW2EU+vnfEp/ceYUxAjKVTwWPzBo74VG141eDpeT7zpHO8yu+9DBtz/5j7x9w/5v4x978cexks5hdlI7+McwCoRKImRvGXJwv+j//7r9AYiNESETxCEJufB4mtKaDD4jT5GTzdg0hROf1rNORJuvBo0fGf/vJH/Lt/8+e03ZpoK7oATdMSoxJI0oyr5fLyvUkP8HDlqqQAzzHnfkrTAeS6yb7tu+1GXx199Zu2cS51s41zqRf/3suwMZ6O8bS/mzGe3nzu/McYT/mnEU9vXGBqO0NnlM4mHXc33aUqC0xXE/2K0KVJZzBQSARTpIb0gaOjrzj56jfcuVtxdhqJUqL1HUwxZWIt1c6C45MHSDlFigmz3QMmpcP7AOLoOk/X1RAanBS0TQskffbQdjTrNT4mPfd6teb0+JiqKFlEj4aO1aqmLCoQofWeZtni9+d0FKw90LWoyYFLDKhJhbmzxEp9scB0LW/vT/FVx/nJBVwsaesFbQDvZ5iioq5bCA1l1r5HYDadoSq0nUc0MC0MD48e0TQt9fKCVlObEXv3BhuvrnlhiamANVvSLUoGIiIxwzqqEcEgovn9raQmqVMoYHP18FRvTyAX6vYqdFFxMdBqpAmBEBNIY1E614NbSiR9x8bUUaNmgIVLkvevzFZdYngLCfgyGfAJhly7Ir2nMeK9pmJ/kt5TgSoaPOBVkkxQXmZOIFoCmEImShslB6f8EIbnIqhGFEskbgoJCggR0YhGCEEJmorUDUI5W88q0AexhECqRo7Oz5j4SLM8563bh4gG2s5D9CzPHrBar0Ch7Tq6rgVbMZmUxLYhtktKK0yLHW6Xjt3DCW4yRbqW+mLB7u4OiCaZG5d2FRg86gNd7FgHaCnwQWmWC1pvcGVJ2zS0XcNsNuHo4QPEWI6PWw6aW0xmU1QVZwqcdXQkBnWgo6pKvHZgK9RYqsLh6xXiLHXrWV2col2NtmusRJrFisXxEdqtWZw9wmiLNZaT+zVHR/dZ+VTE0YmiwdOpYGMq+F4UJcVkgi0mrNqWZVgQQ6AM4F5HwZBXbH0C7m1IRteMotKYKzNrenpPHpCdX1ygqpRliY9CNamopjOMJGmy//bXP+LB2Ypgp9i4HoDyiCFekcRvHMQAGjdgeZLn6hMzBAVyspYcizQD4ro5wEshibzuicnrGmyOuX/M/WPuH3P/mPtfjg3Mz2tyyasAmV7WMYiKisGLIURYA6IFVlOMUIGgueaCMixcar/Q+niMetI10dcwSKMJctwJdsrDsxX/39/8d/7nP/9XdFgq65jUDbGtcSbJYJ5fXGx2fGo/xmH4edwEcoz8+vW9CUz4b9pGXx19dbTLNs6lnqvZLrfJ7+hcaoynYzwd7bKN8fS5mu1ym3wL4umNC0wLhenuIX/0x39MMd/h0dEJF0cPYHmMb5okL0OaTHsjWIVCOsrY8sH+Ie/tGmaFsK4Di9UZXxwfs7N3SH1xwnxnB4yjmO0x3TtA1yu66RRTVkTjUO9xWduza2u6ph2YkWjENzVNs6RtG0Lr8eslYb0ixAR8LS5WNM0xYPHec1GvEOv44Hvfp6wqtFsT/QXdeknbCb6FDoMUSQe+Cw1Nu8YvF/jlBWHdoCFkxmXA1ytcjBQCbdewXC+xNp3r3DmKyZyu8dTrNb5tiDFwfPwIBpAGiAlMMCqEbZmWLZAp1Rbo8SBBAzjN2wSjIEGQKEg0RNXMME6uH3MwTwF+iJnJQeiZtYagSc4kREEwg8yJDzFfG3gBiYmxHjXVa5D0RzoncUgmr9ou2pjaSnrQkATQmMSKN0IukA4xpLoHUXLaiqkgdyCmNtCY2dgxP5G+RkVutZzg+gLaElNCElVcNOlZhPReJIFdPkIboY1KGxSv/ZbhbNtJLDM2tA+gCKu6ZlU3zArLcnGR2L+u4vTkiK5eEHzAOUcI6f/SOWKzxrc1hogVi4aAXzeszDnOC25umcQmDQbaFu3WQKRdA4Vip3PUOcqqopju8Nn9D/ny0RnFZIb3gfPzU6qqBCK2rrHGoijrM6FdX1CWFVRz3GRK1zSoJkaJQbFFGjBosyQGRxs9ddvQrtc06wXr81O61XkC0RYL1ssLFucnTCvLzrRkWlje2zV8sOdYrU5oTZkGHTH7uya5rqZuksrqrUPm73+PD24f0i0XfPzLX7I4PX0VrvlC1rvFiyQRhWGrRIZE8+Dq66yNPomn7238M0Rh3QY++eI+3/vgHZwos4lhPjF47/ivf/133D9ZEE1BihaWfhszbG1FfuL9bu7zUmHUreIuJuaO0YPr9IBw/kDsey1XxqLHk+JNbXvdZ5/1GFe9/6RjPA2b6Ju0MfePuX/M/WPuH3P/y7HH4/jzgj3Pkg+eJ189zflSrs369cYMI4bYZ11NfW5w5N7bY7w8kX/KaxDIkqJmWJhNUS4QjOXz4wX/9Uc/5l//xf/I3BnCxFDqFK/CJ59/xboNKebSx8NNuxi5/jqGMZBIupWoTzmSueJYeUI+NMkbbKOvMvrqt8RXn9bGuVR/gHEu9aptjKeM8XSMp18/BozxdPse/wnG0xsXmKw0TG3gD777Ht//k3/BRx9/yo//9q+4OLq8xUtEEGOwRpg7+OH3vsu//Ze/xzSuWZ2vWNcNqsLUlTTnx/jVOatjx2z3gGnTEJo1TTVnfus2ahxRoKxKbFFQWItaC6qEYJK2vA8YUcrMrj5rFlQ2SaUEZ/GaJHuapmW1WrFaraibhsW6ppjO+N8OD7k1KYnNmnB+n/PTJU2w6GSPYu8QjFBOSoyzuKIgGkeMBoxFjEMkqfwXliQFYpRoFNSDenyb5HlUUxFzNUkKRINHraVTHcqLSczwj/Ranxs4SBCMCE6EECCo4lGqvEcvRCFGgWDQqAPIFDIQkkAmQBU1bMASIQNMkr+TQKOQV1oTaJSBqnwNAUGwhPx+UNCYpHRiTNcWMuD0qm3ZJWDJGrBiMAZMFEQMSpaq6VtVdCj+F/t7IbGHg27aMHMwUmPpJqBpBvC2u6Bo+tH8LKIIIQot6aSNKp1X2ghdFLz217DVh/LqfKI+J0ARTZ24ACR4TGnzPYLGQFu3hLbO30uxzhqlcgbVSJC8wm4cGEuMBmMcrigwzlJWZZK6ikp3dkzTXNDZwOHBHFe+S1ntcnTe8KMf/5xfffwFTdsxqVtmsxmzWcV8PqOqKpwIVhNo6Zua+XQfZwUjChqwVrA21USZTkqEQAwtoetYNEkuSqJneXxE1yzxqwXrxSmri1NC8ATvmTrQdsWqW6Jtxa2i4D/8mz9l56e/4aeffMXSCxGLhDBEb1UlamR3d8af/ukP+YPvf5ePf/Ez7v/qZ7TSfHMO+RT2IgO/pzn2jYlDrtH+veISNIUmFDg6Puat24fcvX1AUTh+85vf8tE//oZV0xExKfEKwCbpPu946tL3+v43XN92z9n67Sna8FlYSDcN9J9Hg/lZjnHdgOFV2Zj7x9w/5v4x94+5/+XaizCNnxccehbG8LOeT2PcTDivnDZfzt3Pk83kit9Sr0k7DSPCw6MT/uN/+s/84Q9+j3fv3mWC4cHRCUfHx5v+e+XtyJVMZh3evQZoe8l5+U1kRo+++uw2+uqrt3Eu9YR7eOwixrnU67Exnj67jfH01dsYT59wD49dxBhPr7cbF5h2S4iLY/7+v/xHvvztR5j5nAktK5PAhr74tS0siKG0wg//8Hv8uz//FxzaBtbKoiuY7+4RglLXLU3T4ZzFVRVdu2LXHRJDRwwtzWrFcr1CCFRVxe7hLaYHh0QcwVmCEYIRSucoC4fvChqzxt0qOD87YzqZ4jWwblsEw+GhoapqrLWJQWkNqyZQzfdwrmDZdYSuRXxNu2jwTYuZTLDVjKgCpuD4Ys36osaaEjtzFFJAkepAFEXBerXC2JJCUkFxY1NRY2MsBqHVADEQQ0fpLKtIZrFuCt4l5mViEse4DT4YjBicUUoVghW8gJdUjDlEoQtKFxNT1mticvYAUw8yCRvwp/dLhaH4XiJUa5bdsRlgMUQ0r/BuNEu3a5GrJKZ0ECVoKsIXXmIwelrzgN3eYkm/lfLSS31aomdw9xqaAwt7qy10i92wzQRP2yEvg0w+l9CwAiKKBogSsfm5dip0AdoXdeyXAAAgAElEQVSQWcwxSRwx8KQFY5KUTA829RUzVJM0z8xZYuggOtCAswn0k2KSAoIxOGsxJvXF2XyHopqmOgiFw06nNGJYXdRMZc2dnVvEjDyGds36/AjXLpjsVISuwHcd1pVUsz1WbaQsK5wrmM1m7O3tMZtNmE4ritIxLUucWNb1mr39fVxZUE2nuKLEWZdihLVYYyidw6iyWJxxcXJM0zQolvl0RgwtMXQ4J7Ttitm0wjeKl0hVFUwmu1grxODZKSx7013+3b/9C7T6GX//q0+IQbHWQhcGR7fGMqHl+JNf8pc//xH3P/uUuDhmt/zm/PF125NYC/JYEr/28zlAScK0aduW3/zmt3z+uaNZr2h8SGAzKQ/A5fjwsux5GV/P8vnrkuXjiynPYzcl8hc99jdlY+4fc/+Y+8fcP+b+l2N9rH9eAOlFctyLAFvPcq5XncM28SjVD1vWLT/+2S/58MNfUU1nNK2nbdsUxfpLu+E2n5SjH3/9TcvZL8tGX335Nvrqt9PGudSzH2+cS122MZ6+fBvj6bfTxnj67Mf7NsfTGxeYcDuYqGgHe9M53/3B7/PZtCJenHPcdviuwziLOIcRw639Hd5/5y7zSYlfLylcyXRS0nWBLjZJ7997osIqBjAFrQbqpsbXLeH4FN803DnYYbeySGgJbUO0CkSsgcIVdF1HUUzoigpjU4Fw4yrq1RoQrA0UsxJVg/eB2WxG5dLc07oiFdsyBaaoCKYATIJUfIOGDoOhdDNUSk5WLR/9+hOOjh7y1uEh777zDge33sJZS9c20HS4aooPgdh5nEua9st1TbNeIaHFoMxnU04uVjRdwIfEApeMXKgmXf6oiVU8JKTMtXUxgUchM2CbVLmaGBPQFEN+X3smsWaQKDvIFY926MgGVOPAZh7YzSQQSbO2qtWshqoMbGiVTW0IMSBRE3P1FZsRTddhtvVVFaMxSeRoZjGr4nugSXoWs+R71qENMCYxk6/pVz3glJ5dTIxjoJMEVnWAVcXkatIxGjofaYPSZTAQenXZ9CyMph/L5nmpKhIiSse0tMxnM9BI29Q0x0dU0xmTyQTrbAKqCoezFmyBLSdMdvbxIXB6esZvfvUJD09PuH37Lf7wj/6YO1JSuikGgw8t6pvsMYZgCkwxIZoCLxHjCmbTCYUFW84oy4LpdMpsNiFqqpuiYjm4fZed3V1UhLIqKawQY6AoCmJMoFoIbSq8F1pKPMvlBY9OF7iqwlpwEplYpe466tjhQiQGjyscUQxFUVHNLOJbOu+ZT3f54N27fPrwlEdnC2LWN41ZOujg8IDf+953+M77H/DpR7/mqw7ETFHzT3uA8DSJ7SYN156XRAZURRVFWNYN6yYxwIPY7Pu5LXX4h6ujzsu3l8WueZpB4/Zg+mnPe9N24icNpF6nxu6Y+8fcP+b+r9uY+8fc/zz2LKDPTe+/bBbysx7zScd5dcDL1jWLoGIZJCa9Ul8s0yI7aeyylWlvHJk8Tc79pw4wjb76sm301W+zjXOpZz/OOJfa2BhPX7aN8fTbbGM8ffbjfFvj6Y0LTFFjkhApHaF0xKJAXQGmRMURNSR9zKgYJ8zKgtt7O0hsqddrOiL8/+y9WZMdyXXn+fMlIu6aC4AEUCtZpESxRVKUxGlN62F62qzf9A3a5tONzdO8dZt6zMas29palHoosUlJZKmKJS6qKhSWRCZyu2ts7mce3OMuicxEApUAElXxN7t5b94bi4f78XPc/378nFRTlsF7uXKevHYYUWiToW2Hg6MJTqfktTAfjelnhuF7d+h2Utx8zvFkjlhN1uuhrcUbQ1HmZGmHDimdTrYIaaKsYT6fo8VjtKXbU5RVxTyfk9eeeVngD/b5p48/5kd/+kdIZ0gy2CbJc9L5jPF4hBwdcKO7gc1S0m6XTm9A0umBTjk4GmNNhtWG9995i5vvvEVdFYzHJ0ymM46Oj3m894Tdx3vgHTc2+gz7fQTFwXjOvPI4HwgmWcT0DJRFE2olfBOIHSIR5bVaeMo6QMW4j95LDI8ThKB5Dx6cPnY+lt7HkYzRKpBBRin0Sil8zAcRDw2/qUDIxBpGsdxkuPTulYVX9Cvqu2vQqsm1EKK0aiKxpNQikfqCtotKRxMVU5TxVa9yjcLEOtKRsApVEB5Oy6qnuSzqrsJTexXCvujo5R+bo3ZLD/OQKDF4SquFkly2UYOQKDzkxJhXii2l2Rz2UQjjecHB/mMwlru3d7hze4cbW5v0+z2Gwy1skvLk6IQvHjxif/+Ig+Mx6JSk06PTH5B0u9gsBXFMjg6oJiOGww5Jt0My3EY6A2a148OPP2LvYJ95MaebZgw6kHUyur0uxibga0yaBtKp26Xf7Sxi8Fa+oChzjO6Ac/i65uRwhqo9qYFuJ6Ue9vni/iOmB8d0N4Z0rGLqS5Tt4Eso6hnOOYzz6KKKFZOG/CuqIsv63Nzo002ToPQciCi8aETboKtsgk8S6iTosXom63FUWzwDstgKIErj4s6G1ajKwdhEI/c6lMBLxosOFi4aHLwu76/LoLX9re1vbX9r+1vbfzW4DMn0Mr0hr6ON+TII/Tr2bFGLFWFZ/I2dSlx8b8d7l0Urq1eLVlZbLNHOpb5uc6lWn14tWn3aYolWn15nfXrhApPChYTJylPWFUVe4GvBYxBlUCpM4a1NSNMQZ302nTDpOPqdDJyjyOekacZwuMWsqNhSmtoJOulQ1h6vLLO8Yj46YaPX5d23bzMZH1PMJyCK2bSg3+8ivR4my5iXFftHR/QHG2gSbu7cpjsc0Ot3wChMkqDGhrIsyYuKqqpx3lMJeDSj8Yjjk2McIbeATVOSNCVLLL1OEogYPGVdkhdzBsMBW5tb5NM50/EJgscaxdbmkDs7N+ikCdPZhFle8unn9xnPK+TJMU8OdinyGeX2Js57Dsc587LGx5W/yNus6ENZvliuvgcyJBBPXhS1j+63yEJvSvR8XjMqzWp9/KNZZBUIBBNgGrIFFchCCTyKEkHHcjXkkY/HoRQLN2aah1ghS16DF7NaIWvWVqkb1kutE2Eq6iQd673JeaAkXEWjYv1ED+lwlfhSUUbWISKxjkJb4QiJ0OORXmK7S/C18NKQTI2XRUN8LK+sVLyuh7mreHJ8gncFRmsODk8Y5RU7d+7SG25y585dvvWNd+l2Uvr9AXlR4bzn0e4uTZLtjeEmW5tbDAYD8mJOWRd0kpREQdJJyBJLkqbYNKVGYVAcnxwzHo/Q2lIJoS/VNXlRYZOUTqdPf9gnyxJ6nQyrFfPxmIP9fTwV08mIne1tummCKwry2YzpdE6vn4ESqtrxjffe5v7DPUajE3o3tuh2++hORmo1vspDSCDx9LKEYj6hyudkWYoxhslkwnQ6xxpDlqZARVWH7OuCwSuDr4UiL6hchSiH0v5aLTA1PWg1sWRs/Oe8xvLzZc585qD29DUX/SmS3Ke2HqvVvvclcB08zZ513Jnbis8/g4vr5Lzfn3Xey0Nr+1vb39r+1va3tv9qsEIxnWMnzvv+2b+faTlOPeOrsqnPc58vN3lVi/FG7EGLPtVoJcQTdmGulO8ZV32eMdF6aZ4DcXy31FbLBe7rgFZWn0Yrq82510tWT6OdSz1fuV4W2rnU+p2bT60+DWj1aXNuq0/PPKfVpy903+umTy9cYDo+OSFJMoxJmR2NmG+OkHkV2zEImtYaYwyCYl5U3Ns9YLP/Nskgo6qmaB/CVcyLktIrSudRJqGal0wmEzpZSj6bcrOfgc958ugevV5KsrkBWG5ubzAcbmKTFJ2mdMqazeE2NkuptcEkKcoaMp2gEoNNHCIaNx6TZDXl8THj2Zy8KDFaY4ylqmom4yndToJWgrUJJs3okjAXz3w2RbBknQ7pfM7Ozg6T8ZjZ9ARRHpOliDWQpnQ2hqi0Q+aEmU85KuBwLjwZzTgqcqb7Y6zRFGUVvI5j8unzmibE4W+4IVmTjCWRtCSVmq1q53ksNNSLVwqURy/iXIJWKnjpsnx9XbFaBzrWzaKetI5EkI4e3OpMk3/aU2UZT/SM7YQqtFMg+M4vV+OV7sUzmXsqJ9TOUzqF6Wywfed9br71Pnfe/xZbOzdJjCLrpOQyRqwOsqo9SsNwOOT27dukaUrWCfkb5rMpiKfbG2BSg7UJOrKLk/GUunIYY0EUeVGilKLT75NkGSZJ6Q2G9Ac9so4hNRa8J+t3uZPexXpHXdxCI3RSi89K6m6PTnrCPJ+A1MxGI+azkkTgZt+Qj56gen3yomQwGJBYS1FWpAZUUZJaS5HPmFaexHQ5yQu+2D1gXlQIId+D0xrvfdBRgOQV88MRs8MR+SRnNp1TVq8v0fdZcEoR6ccQMuscGbsUliOtZ3bqcz2qiASsEMulQ1gsovSLoEWfOuv0/19dnFVvopsdH2eesfbf04OAp68Xjnk9A5rW9re2/+uC1va3tv9lw63uTjtPp690wjPt8hmdVAkskqx97dD0SGh2fAbIci1cKUQ0glv0J3nK9sazLvDoXNzoS/IUQrNjMpAhSilEKcxrsvNnoZXVl4FWVl8V2rnUm4Wv+lyq1acvA60+fVVo9embheukTy9cYJrNC5iVTCZzDg9P+OxfviDrdCldCQLWGKw1OO+o65qp1jwZ53zy+S5vbfXY2eqz2R1SOCidx2Epa8fJ4RNq5zBK6FhhZ7tPOZ+RdjM2hkM2tzfpDfqgM7q9Dbq33yLr9VHaIEpDXJmu8SiCV3RZVRRlRZJ6atGUzuG1Ztt7RrMZk8mc8WwCeD755Ne88847fPtb36DT6WE3BUWCKipSZUg2NynEUOQ5E2MZDofcunWLo6MnVB6wCd4k1Dql1hnJYADOMyzh7jslu/tHJGkH5z2lCEUtiDRppVdbKfxpmlNpjfI+eALLCgnxVDxEOfX/2VCNpkWx5nmrlvH+lYDRGk3TQaOTtGquzyLUTiC3nmvx+rVDoiJaeFfLytprrJ5G9YTwOBrvw+8GtaiH5vjQS5fk3nn3POszLDtv0zQLD2ytl6SUUmcoX0UlmrpWKGXBKpK0w2Bjg7vvvMdw+xbpYAtrNLWvqHWBNymYhMpDkmXcunWLwWCAtZZup8PGxgaZcpRUpOLoZQm9zQ1Mp0deOz7//As++eSfOT46AXTIZ9LrsX1rh85gQNbt0BkMGGwMSRNNliakSYI1CsFjmyBMSlDiEe8oZlMGe4+Yz0bgSzaHfU6OThiNx5RlwXC7z2RWUBZz9vMZ1iZsDgcYZSi8Qwwk3SEnecW9B/s8Op7xZJwzzSuKokBphbUhGToC49GIX/3TryjyOUeHBxTFHOdqLmT2XiIuinsaj/iSN+CyzgUX4xLVc26M3CjHr8vb42Xj/H5/+SnMMwe0rxmt7W9tf2v7w2+t7W9t/5fFZcLkXPb39YM5t1NeZ/vyZXDWwvr672cNgFYZvC9z81OfX+Balxmevc62a2X16tDK6stDO5d68/F1mEu1+vTq0OrTl4dWn775uG769MIFps3hFlVdU3lhVlWMdh8hIhiEBEU/S7GJQdngHTya5ZRVxWQyZTrpMB732Or3A8ehNM45nHNkWUaSKMoiR4kBp7l9+ybWpNgkIe1kzMoKm6ZkJsP1N6m7PbQyaG0QrxDxqLpinufUlaB1Rq/Xx81mVH7EJC+Yz3Ns1qE7GDL59AuOj47xvubw6AjvHbf/j/9A5+aAuhDohbwNmTGorAuVZ2t7O3i1ArPJlOHGNscnJ0xzgWSA7W2TY5lPS+qqQFtLxyi2e5Z/9+c/wiQpn93f5Xef3aOYT8FViA9ZIxqCp/FpUEqF0B0rJMSq8bhsg1+8Ch89c+NxIWeBatbUAwGjGg9pAqEiguDx3qO1ikVaKiLvlwmyPcSEzq8W3nvQSzIseB6zqMuGmPM+bJttetpa/ghhQbJpQlihUFcrne1UD33eTnhasTUezqy0CTS1qxbPolBoo8EkdLp9vvXN9/nmu3dxVYn3QscqtDEcjOfYNKPbybC9bUgmTAvPLK/Z2txmc3OTjY0Nbu3ssLm9TZZldBJNZg3aOUCoTYpJu4wPJvyX//Jf+Zd/+RTvBK0tXuDdwTexWYfJPMeh6A4Em3To9XrUrmZeOmyi6HZ7iElAaZQWnHd4cThl8eaA0gl1VZJ2Mnr9kDy8diXHxyOUlOByelkX5yoO9nYxxoTdEhISkhxPpzw+mfHwKOdwWpBXLuqXGqk9deWYFiUVgotErdWKNEmD/rEXqr7Xhi9j+CQyqJe5xlmD3lXpu1yZ5Knx7XUc2L6yEAHPOXo6b+fJ6u+vqz5b29/a/tb2t7a/tf1Xi8ssTD7X9ZBzLc5V2703wbafV8TLjGGeh3hY68svyJi8ScToZb5/5vVaWV37v5XVl4t2LnX1aOdSL45Wn14tWn36atHq06vHV12fXjjTGvT6YAzDmze4/e67lF747a9/zfGjXer5nPl8jpvWiAZjE6wJCX/FO6xU5NMJn3tIE8v25oCd7U00HldO8UrodTr0OhnDjQ28wGQ2Y2Nzi6PRmEoUG9sDkt4Aq3vgM1AaXzcR94VaPLW3zOYzRseH3L59l35/g9t3w3awe/fuUXvH9o0b1LVjNpvHFW5hPJ5QljWl15ANSBMVCCyjQq4EXVKWJRASajvv6Q+28aScjAs++3wXbQdsbW9TCUjl6GqHcQUfvH2DbppSiUYbS9LpMR5P2H/8gNHJEeL9gtA43aAN2aCaf2T5+5o38+q5z2zmU9dWKoSBYUk6Nb97aUimoHB9JMIUgngfCT4QD44VkomwW/e1kUw0xFx4RtcQRZG3U1ri83iQZXrzxgmk8WRW0hB+8Ty1JAAlnnMRVrvx6S79VKdt2mDlkqc9mbUCpTXDzRvs3Hmb4XDAe3du8P7OJonyzMsS43LwjtyFsD5lXXN8dMSnn+9yMi7Z2NyhP+jjvMdLKFWaBrIly1J0p4dygvcOtFB6KMuayWTCfJYDCpGKwXAj9CXnUFpx6/YOt+/codcdks8r9vb22djaoGd61N6QkgAqpI7XBsRjNSS9IeXRE0bjKYkSLJrJbEaaWoYbQwShKgvm+RgkBCcS0TzaO+BoNKGsatBwUggHk4qTacl8Pqd2Ja6uUB6Mtjgg7XbZunuX3/+D75Aoxd79+4wPDsG5FxG1l4ar8qo4fQ2J/be5x1nHrX9msfGBU8efPr/REc1vy7BQy2c6r1wX4UXPuw54lmF+3vNe1/O3tr+1/a3tb21/a/uvBmeGrXhRYmmN4Hiz8KKT/LPOW/VmXurIEL5luVvw1LhKxYVzacY6Zwd7eXqsI4uF6NXvr4K0ULFM1wWtrAa0snrOva6RrJ6Fdi61xHWYS7wovipzqVafBrT69Jx7XfN+2erTJa6DPnlRvA59euECU1FXaMCahO9+57v83nf/Ff/0y1/yjz/5W548us/k5JCqVlS1x5WOmjnFPGd8otmzhm4nZbtj6GYpT8YlD55MyOczxNVsbW5wc2uDt+qUeQ5poukNN5gVJYlyDHp9kiSh1gnKa6wPOR+8BILGGI0xGR0MiU1JkoSDgz2++cEHmGQLJwonsP94D4vl7bdvs7t7n3w+RynN/fv3+elPf8pf/MVf0On1UNqANoFUcSV1PscgDDc26PSGDG/c4v0/8Jwcn7D/eI8HD3c5PDzm7ffe59bdu/T8iNHub1HlBDedsl/kdDZukqQ9/vCH/5pOd8A//cPf8+HP/4Z8NlkSIqwqvNiIIgtSw+twjBIWZMQilqKK5wgL5fkUtCBKoPFZFkHTkDIWUYEgqgmxNZ00ZBGLcoGOcTdZvLwIThTeBxLBSSDizotx+jJRowJJojVGhYTojhD7VvvoIewUIdppKJ+P5JHToCWEDfLx+2CkQOFiovVYf0oQ42NS9DOeMz57k3AQYtPEihRCcu9Fgm8v8ZRQRi1L3SlKLZq0k/X57vf/jO//8Z+Qzyfkh/fIx084Hh3QzTr4esLj6RGdu7/HbO54svuIh198QZ7n3H37XXbu7LC5tUkn0WxvbZLYUBNWHJ00BZOiFeAd4h35fMbf/d1PuX//PrP5FBFPp9Pl7bd36GZdTJqwc+cOt27fYWtjE4vm4f0H3Ny5Sa/fxyQWk1i8hJ0LAmjReC/UXlNrS5Ik9K2mmM+YicGrhMPDEWXlGc1yHu2NODgecXwyQhlLp9tjlpfM8oJ5UXKUO+Z5SVk7nPMLbx6jDUmqSaxlZ/MGt956lz/+8z/n+3/0A37zya84ePSYyjl8Xb0scby2ON9wP23EgyE/e2C32GbslwO81WtdR0+Rl4W1Z/dLtdDUwVlG+HT9nGXAX/fgpbX9re1vbX9r+1vbfzV42tv2aT1/kV049zxZ7/pfN9u7+mqgtLrQjsolSKbV63/d0Mrq1aOV1a8W2rnU1eOrOpdq9enVo9WnXy20+vTqcR306cWxIsTHBMcKYyxpkpHYLEzkbEKn22HDpnhtKMuKqgqx0Ou6Ji8r8rLkZOrQWpFYS78bQnhkxlJNCg6ne3z28DFaHFlq2Nza4u7tm7x3d4dtlcDAMZ7O6KQn2CRFREiTJCTzrTXGhs9KKazL6Az7HI1P6PX7JGnC5vY2VVnxu3/+NZtbmwwGfSaTMd57yrLgZz/7Of/23/7vbN+4iQe0SamdYzbJmec5iPDOO+/w5OCI4+MTRDzWWu6+dZd8PuPx7i7T2YR6fsTNtMLOj8mkoJ/AzTvfoHP3A6rHE5xNuHXnNj/44x8wPrzPbz75GO9CuJz1+j71DtAQEqgFAbFcSlcNi7H8/3QTNhdTauW6snJs48kbPJLrhmBakEzLzXVCENLgtSyI14GQQhavS7hUXzkWZYwaKDwPeO1DyJvGKzk+bahHhVLBS1uLLAgdiXWyThNFrNThmYpqpV1Wf15ygioQVauXXa3cdRcJQGGM5psffJMf/PD73LxzmwcPCoa37vDu7QH57qfkh4/R1ZSirjl59DkHpeXTew/J5zl37t7l7lt3UFojEnKWDAZ9bt3c5vjgCfM8p9Mf0uumWGPwrkQDT/b3+NnPfsbBwQEigtbhvK2tLY6Pj/n2H3yHze0tkjTBeWE8GdEd9kk6GTZNAhlcO1ydg3icc5RVhVKKuirJpzOKyjHNK46Oxnyxu8/u3gEnx8cUpcMrQyUKJ4pxDUWRMz88YTrPqWoXPOddyCSitabTyUjTQDSnaYL2jrIuSZIk6KokJU0yrDYhLJRIEPDXgOausrpFgYvjCl8GiqAGXLj4Ogca89aw+O203ml6RuxLSi0+K31+csTTvPZ1GpC9zLIsBjmw1mdP887nleFZZbsW1dja/tb2t7Z/eaPW9re2/wpxlo6/jM16ygtUrXe7VW1w1VPpF/WAfJl4mrw7/9hAPPjlYrmsEkxqvR5P6ZPVMRKwCMmpT/fdFyh/KMdq4uwXDbzzctDK6tWgldWrRTuXejVo51JXi1afXg1afXq1aPXpq8HXSZ9euMCkvUPjo4cjgF4SDyJ45/HGY3RCt9ul1+sBhEllWVKUBfOqoqor6tKTlzPUyRSjNZ0kodftMOx16aSWpNYc7x1zf++ADz/5DZ1Ol87wBkl/ixs7d9na2mZjuAEKhsMhd+++xdbObWySoIxG8JBoxpMRRodEw95VWKN5sr/HfDJCa01VBe9F7z0PHz7k448/4t333iPNOojS1M6B0tg0Yzydc//+fXr9PrdubXM0nqO1Jp/N2Lm9w5P9PfYf75LqCruzwdBYOt0uvTThzre/h9+6y8Dtgk6wVhBKPvjgG/zu1/8cSSYuJGVUZJUWBBPLVdpFg0d2IiiqCy4mF2tDkRDuxnmFE4kkU8y7IMs7iQqiICzD6YQI/iocf5FAvSR4CfXjVwyFICgfPLQX4XKAhrVTSsILMKLQWp6t2p/Ru1aTsq8bYWnuHNszmJRzK2ulqbQ2fPDBNxAqrBU2b2yifI/Nd+6y3e/y2HuKsqKcV4zHEx7sj9h/fMDW9g1u394hSQydXo9+v8f2sIvWcP/+fawx9Pp9lApK2liDNRlVkfPRRx/x6NEjyrJE6+CJrLXm6OiQvKr5g+99F++qhcfzeDoi63XxeIoyR5ynriqO9vd4vPuI8XgMAqPxiOPjIw73d6mmR+TjI/J8TlELDoNoQ+kVRVkzns2ZzXPyqgre8SgEjagEmyQMeglZGsglY0xsHomkVoV3HvECUUZBE0LuBJ988a8nRJ5vGlYt/gRE2TrLK+dSkKUhX/QB1fxpRqJqneBcQ5DLZnC1YLfPulUsm2q2YsTvLhp4XhdvsquAALIY2yyf+SoGhnJ+A71StLa/tf2t7V9Ba/tb2/8l8LT4fLnesqYHzhJdf/Uk0+vAZcis5/ayjMyRRL24yGRxzrho9XtRsljTb0JpPkO9nlne5rUo77r3wGsdAbSy+mJoZfXVop1Lvf55wpfF12Eu1erTF0OrT18tWn36+nXFl8V106cXLjCpugJtUD70Iu/DhF7rprghebLyMUxFJEC01oF06va44TXeOcpiTlnMqfKc2jmmvmJW1hyOpmiEJEnopZZhv0u/28GlKWXhqGYH3H+4R13V1HXNbDbDJpbhxiY/+l//jB/96Ee89fbbYaKZ51STCcnmBkVe4IuCkydPONrbQxnFZDKhit6UAJPJhB//+Mf86H/51+zcuYvSoezGWNKsy8YmPN59xHE+55133qHyin6/z2Q8ZnM4ZO/xLvcfPODxcYebt27TG+7ARp8bd3YY3nmXw1lFZgxvv3OX46NDZpMTDg8PQ+gQadaJVxVOszoeJsO+6e+qSci97AxN91HN6vc5nMXiHixX3pWKHTQqEhGPj1sKHQbnJArTKskUvZWFpeeERMKpeUfFDNuvGNog3gePZMCp6F0QniB+r1gtmQKQaDCMwjgfvBwEUHpRPwtFFZ87mKSzu+sid8PKEaEaw3+hTWNDxTZe9U5fKLgVheec4+jwkI3bx2h/l2O4bQgAACAASURBVA/evcvDBw9xTrN555tU3vLo8R5uNGN8NObx0SOmsxm/9/u/z/vvv4dJUwbDAQph58YW9x/cR2vDjbtvkWRdtLForREf8jAcHBzw4x//NZPJBO99TI4uTCYTiqIgn+9x8uQJg24HnxakWYdqMiHVCjGGPHc8eviQn//s5/z8p3/HeDSirmp6vR7WWmxisYkhMVD5lGlVMZ3njKcTZmVNVVV41CIfSOIgVQlJp0OadUmzLtoYRPtF32nKGPqUxLwc0dBoFWTWAxI9mOs66LavGU5vF26wNL5vvoF9k3FdJkTQ2v7W9re2v7X9re2/Klw0eb0mDsFfS6x6Ml9HL+3XgVZWrydaWb0+aOdS1xvXaS7V6tPriVafXh+0+vR640X16YULTFJXYBOamCnOg3ORkFid4NVuTVOuKdQajFJoBZ0so5NYyrqiwuNiyAtBKAtHUVQcTXOUUiQ2YdDvsr29zfbmDTa3+qACUTSdTth7csB//E//kZ//z//J977zXW5ubjE+PmFjYwP1oz9lms85ODrgw3/8JZ/+6hNmUjOZTlFKYYxBRKjrit/+9rf87d/+Lf/u3/97sqwXcwloOt0+NkmwRnPvs09xdcWtnRt4D9Yojp4c8MMf/oCPPvqQ2eiY0XjMzq2b9Ldu0R1u8/jhLtPZnO0sozza53cffcTP/+HvefDZPbx3ixX0hjhSSi3rVAJbsfTJVSG2aHP8CoESVnUlnn9GG9Ik847klFom9w6fifRLSAJdi8f54PurIHiARkXsJRBWfmVhXySGzFEN6fXq0fBgTU4LLc0KeSDydOR1RC1qoaHmQDyiwCrBKBW8epv6IdZPJOWW9bhKIy2hURBzKyjVHNcs1C/JqgXHF8P3aLVMvN48UfAID8TPL37xC56cHEFV8oM//D7bieb44X2qXpfhxjb9QjicPmI8HjEbH2Os4oc//AFKw9bWkM2tLbQGV+WIc7zz3vt0+0OsTRClKcsSpzVFMeMnP/kJv/vdb6nrCq01SimccxwfH/NPH35ITyVsdHv4vODm9g36nS6//PnfMxqNGG5tcnByzEe//oQvHj4gsxmbGxvcuDmgPxiACNPZlKOTQ46OjphMZ1R1HWTYCwqNUhqDItEKYw0JmtQmIVG4gqoscCJrmmttQCAStkJHr37vBeeC7gpsqAfngm675jjtMXJhfNTzrnEe+3zOdZYXOrs3n/YGOe/zVxsNCR9wmfjZz8JZdfc6PWpa29/a/tb2t7a/tf1Xg2cRGFdhM54eD3z17fFF44/z63SVzKDRBs8+V8k5Nfp844HrPk5qZfXloJXV14d2LnVd8TWYS7X69KWg1aevD60+va64Xvr0wgUmI4IBtNKIqDBh8yEOfzOz93WNr/2SgPAxnIpEr9elCyHL4P4e7SKZ0hAoSqOsxYmEBMGVozoZc3R0jDEPSZKUfr/PYDCg2+2xdfMWSarpJimff/opHx0cMzk6xiSWv/kff01R1+T5nNHRMVI7ikTjkeBJaUNYDe+F6WTKf/7LvyTLOvzwT/6Efr9PlnZIkg5Ih0zDffFsDvrYwSb7Tw7AOxSeWze20L7m4NEXfDjaZ/feb9kY9NHA+HiE1oZON+N4NOLg5JhpXlDOC5REQkERk0YLXoX6EIAVEgIaD9xIQQR319jKsc5FMDoQHKvNvhSMcLZWrLzC9XRUnF5U9B4Nr8BzhffQlo1CViuxOiMZEkkdUUvv4VcJHziKRTJ0r1jzNl4k0IboORxpJmmIHoVXKuZsAFHhuQL5I/G9iVG69IU+rUSVVjgv6KZdY/WHewiCWiPjGq/yQOCF83TcNtpsIfVOmIzHfPq737J3/wt++ld/xdbGBvm8wItjuLmBB0aTKfv7+0xGY26+/R43b2wxnU3BO4wSdm7epJ4cs4tnazigNxiCCmGjyiJnNJ3yi3/8e/6fv/zPTCcTlNKkqVmU33vHZDymqjx//d/+G7/4h7+n0+mSWcv48ARf1Qy2txjc3KLb6fDue+9Rlx7xiv2jEz774gHT6ZSqKnGuAG1wogCDwmOMgtoHb3QvOARXKnKjoCwiMxdbT2m0jn0iVrOOJKxWLBLZI8GD2TlwPtS/1goTCcivEs4leJ/rMaM+bgjRZ+JUvpFLGPG17f1fsTb4MljWxfUYCLW2v7X9re1vbX9r+1825HoV5xrgeciAp0mEy41dlmOcc0dOT+OcQ78+zdfK6mm0svrVQzuXerNx3eZS56PVp6fR6tOvHlp9+mbjy+jTCxeYknhhD4g2eDGAxWMRdJy8CwZHLZ7KOWrnqX1I0uu8gKubYq4p0/DZE6iNEMlflyGhuLV2kcAbY6ikpioqZvmU/cO94OWcJAz6fTYGQ25ubdPfuYkdDDAdw2DY5/jwEK+FtOhS5HM2NwYhH0Rdo7UBQh4JqeHRvS/4v/+v/5O/+5v/zvvvv8fvfevbvPXWWyRJwqeffop3jkTB7HCfh//yG+59fo9Ot8NP/uojDvYeUpMyrxy7B084HI3QYqjLGmUV/bqHTlK6GxskvZrD/SOK2kOSoazlxo0NpCoY7T+hKstYU0sopUKeAB/aN4SUb/IuBHIFrajlrLV4WNIrgdQwCBaFUaHdjPhALClDjUUEnLgFAegjweQC67XW8Xz0FEVFIZTgsf6q4USi5/XSeDTeweHLpfIwotAxHn+Iy69DewFaebQ4DAJojBIsoc6WpJHmLAUnQC0SwrIs7rm8b0OAoVXwAhehyQSgCJ+TJGFw+xbKZhwejpC6hqogs5qt7W2stbgkZX88ZTqdIbVwMMnxylFWJWXlqEk5ePyQ//r//ie+973vsXf/U77xjfcZ6N+nl6XMTo75+U/+hg8++ICqqnj06BG//Zffce/zL/jss8/Z3z9AiyJLDNoEUiexGmstiU3IRxPSTpe01yHr99i6sY0dDnCFI+tmzMuSgydHjCZjJtMpVVktPRVifSQxb4IhJAGv65rK1QuZEwwSMyaoWmjovVCVsU2Nxeggx1YLidFYY7DoOHRQkRA14U5i8NoQ0p2H5O6vEy9iwNa2Ea9+z1UY8OfHaaO9ukPideC6eKld/pimps5vzdf1SK3tb21/a/tb29/a/qtBc0ulVu3AZezB+ZPj1xnW5XWHlFksuK9+p56HgHhBnHPpVau99vmSsnadPJ1bWb1atLL6ctHOpa4e7Vzq6tDq06tFq09fLlp9evX4uurTi0PkqehdbAzaJtgkRWmz7MwKfO0Wa8EasEqB8sGj1nucrxcP0GxhC8mFbSysDknO1DL0TlVViyTDxhiMthhtUJFcqeuaqso5zguODg754v4XIXdCJ2NjOOS226HT6dPtb7B1Y4f9vT06Wcp0OsUnDoXCe0+la3yquX17hxs3tymc45e/+hUffvwxrqjIi4KjoyNu3rzBf//rv2Y8y3m0u0td11hrOTo8pKwd3d6A4SCj30sZ9gf0ugOK2jOtSjrdLsPNDY5HJ8zmOc5Z9o9O6Ozc4sa7b5FLgfYVw1p4srcfJ9pNEwvaO0QUKk6eTzf5gsSAhXfxOtTK+7phaEgQFYXFe0/lhco5YuqNRUx8v3rXeE+/ShrGa563kfRloiEURJZJ+IBlAkRpJDQ8j1axNiUmsVeBHBPNWp08bbCa/2Odn1Ji+gzDsNolFYQQLkrwyqzVlVaK4fZN9Lt3EJ3w9jvvcnj/Efn+E7a2N+nfukmv22VrY4PxyYhsPqefpGRWM5uPGU+mTOclSMF8fsL/+P9+wse/+ueFrL519y7DXoe9vX0ODw/Z3t6mk2WYLEGUotvpcue9d0l6ffb29tHiSZocDQhGh8TgedZn5/ZttDXUznFwPOLx3h7j8YQyL3CuxjsfnzV4gFtrYz6EEPan8jXOuZDDJdaZqKgHGnf4hhyVGhG/ojsiWagEozRWK6zSgfrzQo0LZ1obdJdSKGOxaYqxFmUMEkMhXSec3nLcfHfmsc0HtVTyHiJV/+WfS4J7/8o3QU9Do7sb7xB/xmDv9Lnn4yUPB988CDRyL/D6ZkS0tr+1/a3tb21/a/uvDFGUwjra6kRXzpmBfz1x6apQoCSEpFx3VRUUze47QSSE/ISlHgB1qUn3eaVbvVJc+19qh1iU84iV0+O7Vdt4bdDK6qXQyur1RDuXanGd5lKtPr0cWn16PdHq0xYvqk8vXGByKiS+xlqyfp+018NmWZikaw1CmCyuCJ9WkGlFx+jojWhxzuN8mFR65/HiaeLfh9AhodBa+UX7NzHgRQSpKpyq0Sp4OXesBQVOPE48pasoXMW0nHEyHvPw4S5pkpJlGRsbGyRJQhdNv9tDJOSOcM5hvGd46xbf/OAbZJ0UEU9VFuAcygvj0RibpXgvdHp9Sq8YDIeURclgOCTNMnZ390izlNQaEvGoqiDpdend2CSpBGUttjdgkGTUJyPU7jHWKfzRnFn1GKMFJTXTeUnS7YMIRVHEDu3od7sYJ7hiGTd+VfibOjr9eaEAmo6+1q+W+QgadRjqRai9UHuPb76L11qQTIEPhNhmK5QLIk32hlcLQUXCa71MgVuKntax+DoUHR2pKS2C8iFMjoiKCmhxBdYrrkkmvexfC5JvRXGtfT5V1izrYA2M5xWoQNhmWQZKMZ2XbH5xDMoy8wo/mWOdAjGkwy0GmxvYJKHrodPrMbCKanyCqkoSPKk1pJ2U2mXcuXuHwaDPZDwhzVKyTpes10PZI3bu3mV7e4vhcIhoBcaQphkozebNHVSSMn5yQBJJ3qYvKjQVms8fPGI0GlEUBWVV4vB4qVHRvKfaYpTC2KAjQn+rF3pC9Hr/Du2iENFE7jq8xINyISSOMRitF+9N1orQTzy+Bo9DqUAiWmPDeVqTpClpt0fW64O1iNb4a2zUTxvztd+aD6f7dSPiTz3X85jJZ9VJaJmm3dRlTrkAb64BV5cdp1z6euufz1TarxSt7W9tf2v7W9vf2v6rwso9V9mIq7yDOnWPNxTPQzSd+5NSsZ9eZkzzPFBrb8L6OGjRtHIx0XS9iaVWVi+LVlavN9q51HXHV38u1erTy6PVp9cbrT697rhe+vTiHUw6hA/xKJJOh97GBknWwdpwmm9CkwCIx2gdQlfE14KMYimYtXPUtaOqQ2iTWsIKp48SEXIyqLUOaFaexYvDO7d4XmstNrGBcPIecYI4R+XmlMWc0egYZTQdZUiShCzL6Ha7ZFnGYGOT997/Brdu7qCNwrmKPLcx6TAknR5Zf8De/h7d4RCT9UAbptMpvV4PpQ2jyZzBxpDUl6Q4jCupiwnZoEdmLMejE6y19PoDOt0+E12RHPaYn8xwZYkezzB1hXNVIHOcg5gIPLGKXq9PPhrHxw1kSuNp29Tr4v3Ud+HzukysbiVtyJemqkOib6iiQojZM+J1lrRU8MKI+Rfi/0RyAG0uEqmXA21ARRpMls+vGiJMlqSQRAOgWMnJICxzgiwMRJCB4K2vFnXYEEwL3bliLFY/r8rwknwLfaDXGzAvT6jqQIq4qkQbg/OOyfExzib4fg93I6O7uU12Y5u7t9/CiKeYTpiNTtga9tFSUedjjCtJEWprGGx2QQkbG5v0BwOsTen1+2xvb5OkBtvpcHvnNv1+nySxoc60otPpYkyC7wuuFu6VNbPJhNlsznw+pygKqqoiF4dEL2UV6yExoKwN/V9p8IKva2ppAgGFig5e3mrpXc6KwfWCUYKWQFRbBUZrEpthrcEas1an3ofE9M4TX0GfKBVzrEjwL7HWkGRRd3W6eBS1gHodcsr5nh/PcYWFnK9fb1mpr3M77mVw3ct3lXjeZw1t+/rrp7X9re1vbX9r+1vb/3IgUZAuM0173SFpXjVW+/B1w3ltcXqhf/nLiz3DdRojtbJ6PlpZfX2y2s6lrn/5rhJv6lzqNFp9ej5afdrq09eJ616+q8Sr0KcXLjDVXiiLkvFsxoNHu9TmEz67d4/jkxOmsxnOOZAm0bQmtZbEhNjowUvUY30z4dYoDaI1JAkeoXSe0ntKL1ROKKPXLJzqwEqWq3IrfVYB4mpUDYlSpITJo5hAGjgEJ0LlSqaioCrR+Qw9PkFrTZZ1ODga8fbbd7l9Z4fNzSFaa8q6pPYeEY9oTdrpUtaO2js6vR6Vc9g0xYlw49ZNev0+PV9h8zHiS6QucLMJWqdU42MenZwwd57tnTt859vv8b/9+b/hwf1dJocn/PTHf4VUM2wTc8Z7rGqYH+Ho6Ajr4bwp8enti6ufL1TSKniBevELEkZEcChcJI8EWSSmbv4qWSZX9guX00gMag1an3fHlwcdksSL9/H5V0gl4rMt/b5RSEy8HYrvWKlHH8g3pfQz7cNTHfQSg4GqKpkfHaEUpBrAgw9beT0w8QXK9PizH/0bBtubvPPuXR4/eMDj3z7g6MljukaTasGkCudLxJWkGrJORrczZKYT0jShFsGmKYn3dHo9au+ghrTTQbSm8o66FKzWpElKPp1zcrLH3uN9Hj7c5ejkgKLIA5kTk2+DRyshMdFLmUAkKyHUvfd4cYgi9PW1ullW0elIqEoptIZUKRKjSLUi1ZrU6IVXfOOV0oTMqZVHlMJrjRNF5YSirnESMji42jGbTTk+PuGze/cYfHKLx492Gc9mzMuS1L+hhmRNlle/bqT5euPrZMCfF0sD/vrbsbX9re1vbf/5aG1/a/u/NCT0sdev7a8n3hRP34UnMyuL/sSF5etf/MuhldUL0crqG4h2LvWVxXWaS52JVp9eiFafvoFo9elXFi+qTy9cYDJG6Hc6fPfb3+FPf/DHfPpwl0ef/Yb5/hfYMg/eiyvex8FzebUIS89NvAelYscTjPLYRNNTSYjR6IUyhmgpa0/tPU5YeO0iauGBGi6tYqLxOEkl0gfiQQnW6JATQhsEg3gVkwo7fF0DQlGVPJyVPN57jDGaNE3oD/psbW6xubFFv98lTS0b/T51VTEtQs4Jh6asarrdLptbm4CnqzNMN6WYTjgZj5iXJ9QOjo+OmVcVk6rk4GCPJ5//js8GA0pXU5UlfeeonUKIBIlrQgUJ3oXnFAjhTAAVPY+F4Mm52il8JIUW3syxBVZFQkJVhs8LhahxArUonI/Xjl7OggJRy0TXSi2uqrQC3XiWKtAxlv4rhsR2bggkJApOQyQ0ciMNcdZkbgiezM5DrUJyeo9C4WLdrHvcLupSxZwXa/UcyA0I9eq9D6FgmtuveEI35dPxquJ9DN+jsE5jnePBh78gSVPuG8t0MuF4PsPlOYMkpZskmMphteBdxcZwg6w/wCUpykO/16UsSsqqxqEpnFC6in7m2egP8GXNySRnOp1zcnLM8eiY6WRKWVYhpJXzaJ+DODQKqzU2NRiToLQEksgHQRHvUDFheiDnVKhjicnhG8ITFXNkhNBEWoXdCdZoUqsD2dXoEADxKO8Q0SAK3/SPRXuoxV+jQBmFURqJbS4apJyS73/Bw89/wx/8q+/yp3/0Q44//x3/uPsFfl5cjfB9RRDCIL1aA9ua8+uL1va3tr+1/cv7tLa/tf0tXj5eNRXR2LCWXGjxvGhltcVZaOdSLVo8P1p92uIstPr0zcXFC0ySo6qE6d4u4wf3SMuSgSqoVUVJhcehtaBReA1CZChUTLwM1CokX1aKRarqhghQ3qNUmGxboGsVgsElhgpF6TxFXSNe4WMYjEUeYAETQ2IsFtZiSBOtBNXE8JAQ7EV5ITMaZRMgEDS1F+Yi1HVBXQlVqZlPp+zvP0FpS5pasixluDFga2uTTndAai1UBXhFP7V0MoM3BuUFJ565g6OjCV4meBT5bE5el9TekXQSBjdv8r0f/CF3397h8999ym8/+jXjgxGTyYiiyEEvyR8d6yn4gxO9b5vwNae6gFonRNZ+WniONqRSCC+iVfQORVF7qEUHkm7lWIiNp2Ls+9UwRlohWsUmD/k0/GtYqfYNGaT1yvZjWRJOkdQRFSjCdfURvGNr0dRe4XRDVoKT9VpuPGrPquezFFJDVGlAlDQ8V0hQyNKbV2uNVsGrfjDYYHhzg9///nd4/1sfsPtwn48+/JjR/TFFPicvS7ApT7xHE8iapL+BtRaTWvpaoWvIRVOUOTihmkNZ1zzZm3B8fMJ4NKEoSsqyRnyN8iE3SpN42xpL12isNmthrryvI4kYiGKIZI6KnVLC103CcyUxtV/83mgdiDctZNaSGk2CBJKIQMw12xgWXuVR0j2CV0uSdE3OJJB0RgfS0CNBN1GRKsOAgqScMHpQMN3bRVdzlOSXE65XgIvi2p4+bvH5Cu+vdMM6r/T7i7pxlN8zZf6Ccy513BsBuXCn8KXGq3Lmx2uD1va3tr+1/Uu0tr+1/S8Ljb1YE61zutKqbVldzz09flArf980rBJNi+c6Z/H6rG/DGv0FVnVt8BIWf5VSiwXKF8HpM1fL/yxP7OscFug0WlldRyur1wvtXOpNw1d/LnURWn26jlafXi+0+vRNw/XSpxcuMOFBqorH9z/jw5//LTfu3KVnFJMkJc9znI9EjoqhSS5509WdVmvC63xI0qtC+I0kUfSSNHgge0flQqgaLz54nC5IpqaTNq+VPA4CRHLkdAxNazV9pYAEEcE5h3MVhfeUQDFXTHLD8fiELx48oqMhSyy9bofNjSE3b9xAiSPJEsQLRT5nPD5hXszRBozVWOtJvKJ2mlQlqCTB9rp0hkNUlqLS8DLWwCnHylDcUMdeQDfFP6eDaXmaAFFrRikoVBHBS0jkriQkTK9FRfKq8e9VLNxylUahF/XavEQv2/B1Kkrn3FNti46poBuSSTWEnSytWOREGxKvFqHygfQQiImpIYQBWhkMrFpBVr47E8uwPYEkaerq6WRsxpqFPKg0pTMcYrsTVJKQklCJJtEKaz2onKr2eAfj0Yi0m9GNXuVFUZHPcg4ODzkZjZnNc4qqJvcAHudrRBwoIfGQojE2einHQmkxIZRQ4+kugtZ6qaAaWWJJXYIs+h+AFR9CZqlAWCXGYLSJntCCFo+OBKAXeYqgFM5RiLJOsi7bPiSk95EgRINNUnpGMX78gM93d3n84DOkqhZk1nXCasir84y6F4k5ayIWo5nlPxf1wSYHy5q2Vkv9qQnhobwi9H8d8+A0bS2yRlhfdhz7Zhvtl4FYqRAr55rVUGv7W9sPre1vbX9r+18mTpEdZ/zwtcR5pM3lTgx9bLFAqcKOOqcJO2M9oBRah91xi3usRfgMevDZ5Eq4z/o4rCmGLBZc14p4apx3Xcmlp9DK6ploZfX6oZ1LfZ1wzedS56HVp2ei1afXD60+/Trh6vTpxQtMzkIMPaFQJEkPSEOcfglkhPMSyAaRtQZVcVYeOmCM1c5S1tYSRzd/RcI0URHOYSlYVkFiFYINCamBUgzeu6A0EJYeuOsr0qvJl5tOHTqJhOj3En5LEgWJpUdMeu0EV4PUDudrcm3IS2E0r3l8OMU+OCBNNBs9Q7/bw1rLbDpDpylpZtA6hAOq6jx4m+oEpQ0mzcBYRGucUiGfAeudTyIz4Qle4tFXmCZ59elGV6vvK4SfWj0yCotC41XIo6CAWoJvr2uuraI7aNMGWqPVSiYIpRYdevEelY5+DXkYmrA0oWgrddiwjgKRcgp102jB6BIuKJxSOIJcNZ7dfmH3/Rp711xn8VmtfH4KDUHVkFxBtnS8xFpicEKbOKXwgaXEZClKGxKToFXwAs46GTrTGK8oC8doOqXeU9R1zXQ+YzRzlJWnrqpgaH2wrIl3GK1QOhBa1qooW7G+vAvHRqERWe8zzTPKCqOsF0bBR2+DkFNBa0OqBBuPCTZBUFLjm1hMsS6Cblj2gwWFJGpxv4ZUkqYuCW27KnvNu/eh7QUVIyVlpEkvHO8FRAfdds2x1FM8bdTV8pinvjzjOk+drJ5m2c4lSt+MMdA1wZrG5eLKWx2BXbNKbm1/a/tpbX9r+1vb//Jwhl0GLm8PTtuaFufinKpSq+TeapXHFfSzknmfefHFfHyVZVqep87Q828WWll9ZWhl9crRzqXeRHxF5lJnotWnrwytPr1ytPr0TcSr16cXzrTeGyRMygJVjUhcTs9orDJ4UVRekBhqZVFm8UsP11PC1yyESSy8LCb/sHTnNPg4GVdNbA0BidHxVZjDBsKGGK/dGEQHL0jxnpplIJRF1cTJPSvezWplQhvnqwsYDykGZRTKBs9N54Sp0pTOU9WOWqCsHIXRTCclimNCwmJNkli6PqWTJViToCwoX2HTBKOTkCwbBV6hMSzTGZ/quCzJh1htNNW18Kg9U2mdb3hC9YaE3uHRZREix8cVYpSEcDhar+RsWL1GnMxfUwPXkF9nQhuUNkFh+eC3DY0Xc8j/EURTrSQAf/oy63ZJrdqZ8M1CzlgKYpR3FWX/9LEQCFWNWRJjojHaYpMEZRKUTXAmo6gdeVExn5dU1RS/d7QgYzwpznkUwSM7sYY0SRiIQZuG9PKIFxwer1mWdfUJTxsKWfi3Lx5JAUaFnQeBjFz2MaNiUnWIoXKasDeNblCIhAwqIcRS04ArJGlgMcNZaim/stIJlkTTghLEe/BOcKKwyoQE6S4nrUZs64LBIH26UV8hnnfbcYPzVP0iF8qZ3595wtnXvsLx+WWe8cue96L3eF6s3Ued8/0zBv1PHXtB2V/Vc52H1va3tr+1/a3tb23/1eC0Pj+r7y6OUax1uvNs+OrurbOOfWpn30vC89znRct05c+yEOSndxMuDzj1zYp+Pn3sWVrnTO28Qjid9dvqvV4XWln9cmVqZfXVop1LXc157Vzq5aDVp1+uTK0+fbVo9enVnNfq02csMH1voyJXmuN6zOzeLxkbzVDXWGuJc7/gKUiMeR8fznuJMrLqYRgLF6+9GhKj+eQlxvrHh1eTQ4EmhAshrUL0lLXOr19Aa0qlqKIyaBJhn6vg1erJS3gdiDSUB1WDErQVNpygjEIyg0dT1o7CVUy8xblAuWgDuXeMx0QyTgAAIABJREFUyzlW5WQ6hBtRWpHXFa6qqPKKKi9RXrDKYDjb8zf0S8XCA3flhzP7WSTohDChX9T3qQ7rvcdLzIrhPZUnhsnRKKNjeXWIsS+BwDtPYV43rJbJn1FokehVqxUKEwhMFbbL1uKpojc0eilDT8nIan0oFep6hVxZ/qTWGMFVT+DzOrshELnKQZWXVHlFXdbkrqJGGM0LTvKSwjtqiSSsgHeBlDLGMNAVWaJJrUHjURK8mWujqH2j7BVhX7Ai0LKhZGt9o+mzZ/QfHQlVpRSJCOmig8siwbqYmA0j6gOJxJmPlkJCJonwEqGJXbN6O72Q6RhuSDUkYsxMIktCORynEAneywaFtZahrhh9/itm937J++mYrZ6mI9WZ9X/toRSn3TkuIi3P+j9++/TASLGia65f374uWOEzT/9y3g/Pc5Frgdb2t7a/tf2t7W9t/2uAyFmq6byDv/wlvoZovJeVepoeCr+dTQJeROI9PdH/GrRAK6svHa2sviS0c6nXjq/DXOq50OrTl45Wn74ktPr0teO66dMLF5gERwfFbavw04dUHz9haDK+lQkbPTiaeebOUIpFVJy6SkxAHCfiLoZXUSpG+G+2vykNcSKoRKJcRo/HKJSNz2S98KJk+S4rnV6WP9nFQzVhNxSihJIVL8nmMhLCkqwwBkCMEINfXL/xuPaLrXserRXdjqFDQl+grmvq2lHXBd4LtWgq0UzjZN5oRbl/wPHRjEf3HrCzcxObGKqywlsBZVjkQFAGEY+mwkiNUobgsx3zTjQenTQcRjPTjqFiCMQQEBJxq6WXtBNDjgGvYuJrGxMnSyTyfOQXHOJCC6wEyFlTpLqpsuar/7+9s/2R40jS+y8iq3pmOBq+iKKkXe3Be7e7d4s7HBb+YhiG//0D7AMMw2evjcP5zjB8u6uVRIkiRc50d2WEP2RmVXVPd8+QHHKGq3iI5vRLveRLZETmk1ERUvrzfaOjeOPOy9HIl4YNRdbkpXowuJS6ryWRpSs1MJCaWC57rl80mbSRSNG2O++Oi1bDJeMYbV68pQ0zjuGeyXQYPSJaxbn0u3XOcrnkn//X/+Yf/+Ef+frrp/zw/AV5OGfIVnKfePFQXojRSc1dctTRdYmu6+ikK/JrlSQby6gluXsbO1j1Hq493IyDM47f2ni1rrCopC9SE5/XsdiiUrVzvAyu0dhu8FQ+kaolGfvQThrlOo+kdW13l2l8AGKFqip0dCOrShUWZO53mUf3nE+Ozjn7w39h+Nclj2yFduXoA37udxJzgnIXedoavpngfd4hJQSUbxw7YmO8vE1pAx86wvaH7Q/bH7Y/bH/gTw2zfV9gnxdzmR/t8ywe7cOWLG0+kRiTqMDbIWT15hFrqUDgx4nQpzeP0KeBfTi4wZS9ES5O52uSZ8Qu+EmX+OxJz9IWPD8f+O7FS56ulJcZBgOXRNYOEDpbQlswaknCW0iAlpuh0BpaSaYCmRbGu+BsMggbv02L45YY211ITGTJnKtatxAh4391gS2UWO6F9QIoXr71XKOtycsSXZOwSB1yXJKGrw1WJqxWA+s8YBkGE9aDsFqv+e7bbxFx0JIIOQGeOkyK17WJ1YV7qlRbjZlf71nq77TYIe7OmKnOZSIMRo/dQpo4innNn7HRvDUx3qxxrjOOCw0zkRO3MfhF2JCHKWvF7JhdJ3qL918OMGrc/tZ07qTaZsUhuf5gOravMyMpPVfF2FiuJsc6kjmO4tIx1L9ePYFdhRfLJc/+8IfqfS/gUj2UM+Ir3L3mI0ksFj0LdXptpFZTzLbh2etVJhqpVguK6jT+xu9H8g06m6o1bzttRtkrQcQm8TgfW/t3wueEX33SoH40CuE5dYNNsmhN/pVBFuUIG1Af6BROEzxeGI/OTrl/csKRGmov0XVJBJ+9EVMTKfa+scvzf/tJi+1QY80gt8+XJi/zS0rVf+168wHZOu61C715me0rbFfJdx51xS1u4YmIDbk9qLek8cjlWHaYnzZwOFTz+ez28g3v0lMhYfvD9l+FsP1h+8P2vxkOh0SZ2Ym2YbkD07J+GrDzY9uW+OREesAyzX56XyFa3jZkzvZsZtsXYfx+15fXu1O9yezkrXtvtNserbnLa3eXN/Q+D+nbRshqyOp0ybsjq7GW2nOLWEvdKf25jdCnoU+nS4Y+nd6HPt11zw9Znx7cYNKkdVFZfGgVQT3Trc9JqeN+1/H5/Y780YLn1vPswvj2hyXPLta8WK1ZuyJSyIyM4p5qRgXoq+di+9yWo/PXtFhn3DXeapKdaEmfoQ0Ap/OpcccH7WZKaYtvmTq1aqjtY7YH2PZA61TKwrfrMXpMe84ePmZNz/lyyYvn37NaXuBDCVFionXwKimlkl/Ce9buiGUUI1XvVbySTLPFeeE0ZCpzK5fKGFZobJ8dYtYUyVVytNkHd9eIl2K+vtLeljHDZ+7aczNyWVVJJf6mcVq8brMUkilLCa/kmmoS8ppgPWd8KGSLNk90SSyOjjm7/4CToyN61rx49hS1dU0S3iTSd46NXeGhShCZWbNIIWJ145jycw8zp+bJsLb/5tffG1e2FGSjTNOxtezjv0k5tk/isJYe95YkvI4Bz/R+QS+Zs4Xw8ET5+PSIh8fKfV2TNJPzkjwM5DzgclQSp1PDbTWC9g5hrkdaO+ls3E7hxnwkz+fn7jOcM9vC1JOvWbbZpafrzcfDrI/f4Pq3DadOyA8Y8r186SUqWzisRN/PBP5tEbafUfDD9s/bc3bTO4qw/WH7PyTbfxmTFjxY1AOL8vY02Mah++DNmeDDgl+idWRjMf66G+abmGnKdrKDzFpVZu8KF3W5LxohMx8nc7ux/duHh5DV6yBk9f0h1lK3h1hLvS1Cn14HoU/fH0Kf3h4+dH16cINpWse2WPw15Eo6KaFVzBFf04vwk/SKL+4r6wfHvMzKs/PMty8u+P0y8XKVWbqxdsUkFS/hFt5e6uJXS0Lt1gDt/xLOg41BrKp0qUNFGIZCVs2FfKMK467zPJfAJJGd6WUCSRzTutR1H6N9lHjx5ZhtpXGJdIIa/mddNL52PHz8hF/97W/4m7/+a759+g3/6e/+jn/553/ixfPnvFpekIdcki+nNBJOKh3a4uVLVXLWAVbUYJMurSF/KENrVF7Szmvt0Qb95uK//XYdXIo5eodx3bKWdtkkQpxC0pUmnshQREEbKTeFXFFPjVkBKbkKyrFKCUpTSFYzMF/j1YPXcka05FA4OT7m7P59/uKXv+Lf/4f/yKPHj/mfv/0t//Q//hsvn32D2pokXjygZTYZ2VPf8b0wEljqVUYAHT2DS7nbWBCfMqVcMuQ7xtg22dr3PebGkPMG6WuVGN32Omikm9djpfJArlqfchjoMI4UTheJnx5lPj67x8OTxGkyel9i2VhZYhgy5oJLD6kvnKzV8bLP1eUWsa1Ltg36/P0u8nAD2wae3cTxNgkbCGwgbH/Y/h0I2x+2f7PtwvYHPlzMCYoJe+ZMO4+d/b7tBHFNgulDIJkCt4+Q1asRa6lAIHAdhD69GqFPA2+DwxtMM2j1soWShlvqiDM3Bnc6y3Q2cJSMhfY8frDg5w8+4hfe8/2rJU9fLnn6asn356+4yIJJTxWx4uFZCROpZFaJgVkWsIm64K8CbmZkBmy24N0n2G1A2KUsDLVes/PGseSOm9fdwyk2/LotwrcUxHxgjX8p+SXUS8iTwYWlJ+g6Hj55zONPHvPdt0+xYc2z777lxXff8MOLFyWfQ87YkGsoD8FUWLuDKtolknS0WPib47AmSpZGJBXawCthoJVgusSqBfbC3IsMWCEbS/8r0sLPFLfbcuzcH9hLb7iUPA42DGBLkghYTW8toCnRLUr+hLOzMz569AkPH33Mr3/9a371V39JFvCuZ2kdgwu9GSZewik10pHLhmAsRpVN8ZKvohBIk9fK/DHfjTG0IwEiUAnP/WRuwzAMOD4STPMxkmljaPq+hBuqxquWF3fuDT9wnJwHJ4nH9xY8Pj3iwb0jHsi6pGkfVkheQx4YTBhItR9qaCIvdREpuWF2efDfJTTvkLHfdvTlLn0jvntI70hTP8OutqgE9IyPu3TWSNxfn6u7CVL6da6xz6No9zUOkeyHa7lxvSuK97blvy2E7Q/b/2NE2P5NhO1/c2y30XY/HcI+EmJ8GksmOTx8LOwyUrL1zjf04m6befV9rj72qvPe9BpX9XIZtlUR7rMdey6y7aE73k82y3mIRLrr5FLI6mGErH4YiLXUzVwj1lJvh9CnhxH69MNA6NObucaPSZ8e3mCadaJXskRwOnE60RLLnZJ+dy3HmCYSIGbY8oJOhc/kGZ+d9qzOFpz7Mc8vBr5+mfn9qwXPX77iIjuDCNnLsrd47tYFsNjGLqe7IyiGk7OTqpBLXaD6WOzLC+/tx0Zb9dSaQMoktHWB65TFeHtELdeE0GOBpNZ+tlieCIdKbnktv3SQjkj9gq7vkVxiww/DgA0DOgwsqHH1tcO6hHvxAF27s3Jn5cZyVdpEJCHSBn0iqZRUx1LqYswHu9cQLiXckc/q2Xiq0rbXeEyxVb293aM83jc2ylDtR+FBvfbXFUasnldIuM12cC9e/OZek7772PYiWhKme8nIkc0xy7XtwT3jDHQCC3UWAn0C1YRIQqW0uuBIlYVhGDAvYaokKWmxgG4B0pEb6VXLq00ByUzht2QS7mCVYAQ6b+fALGX22HiT8S2pJnaNl/G9zI36eCXcrBKbTq51UwT3ieTVkRxt+Snqfd1JGJ07x0m4f3qPL+6teHKaODvuOJGBhZ3D8Jy1HzOY45JwjskKmUzyXMMIGWKOmDGMScJnlukuCO0WtonCXUTe9qud49bG+CbUZ+N942K7y9BCKU3+7Ptx9RF3C4cMo++tzDVrebtrmJtH2P6w/dsI2x+2n7D9dw7XNsR7jf7+M26ZnHtdXKe0RVfXcC+vce19RAkiJRzp+FEuvTYP3ySiflQIWR0RsvruEGupd4tYS90RhD4dEfr03SH06bvFn6o+veIJpoTRwmpU7kXAeljXeOhdTSLdaSVppCSudisL8rXcQ7LTmXHfL3i0UH5+khiAZ6t7fPnS+P0Pa55eZF4MPevqKuqe6wLayaLQSCJpRIqVRMwG6oqlRFYBL4tUmHeaoHMP0zmZRCEEyqpZpq/bIU0RORzP+zIPhXwAVl1PK1pbpHfmmMJSQVF6B7VMYoHiDHlJXivDoAw+sJLE4CWsjrYyi9MlYyGJE0lkF9bmXBgMtsbMRuLDRBBPpJRQLbRCUWJO8RstRIh4SRg+SPlOAbFKtrkz6GZAodLWPhF38/+9sQUTMbNrl/9dQ70kpReYSAT3UjEm0hFodM5GJwtOsiIDroJr8wcXOk8TUSdN0aZipKyEyDHzkktBlhvKNanSJeVYE70KSWqeBc8jsdJkyF1ZSUfvA8Og5LWQ85IundCxQC3TOaxFMckc1T4znUjS4nns9EORISkFnio6kkLMSFnbyLfQyq6etsZJe2ubXwBZAFE6c9SMLIYp5KIQsKoh2zhK1bO5hK1JQCHgzro1j48TPz3r+fye8nABHQnPRh4ucFEG73DpR12gqmXcUAz9YKUegxkuivcdvp54YXewW7Q815m0zSch2+fOvUOaXBZy0Jq4b8BmxPe1cEXbzD1EYP+lrz3Ze0tcdY3m8bKBvRO7rQNns5+Dd3nLSfqlY+ZD9sqz3xXC9oftD9sftn92ibD9b4xJG7XPl+3SdTyD95ISda25z9xsnHXJRfey7qs3vnTYGNl+z412le917fx1rnET848mk9cuF5TQl9v3UkFU2UUeXUUk3UUSL2T1+ghZvT3EWurytd4GsZZ6Nwh9en2EPr09hD69fK23QejTKzaYhrrgtErAqCgqhuc1Scpn8xLuw8yKkhOH6t2czUmpDj4pIUHcDIYVvWWedAs+eXLCLx4vOB+M716u+Or5Od+8HHg2LHjpR6xkQaJD3ehY0/maxEAGLrSrNFQNOYJXb8ntHVZnns645SkorMvuATMeu2cH2ut7QeisDayp2cXL4FKHZKV8ojV5uio5Gzln2oltgY8XSqj5nrYU60gCVZIK91Iq9fYShiTnXF6Dk4c1GR8JBhVFNeEImhRTxWiD28fHFKUSFNYIlY26zoVZZp9m39djh1tQmkMl2nyjRJtlbv2yURefvJW9hoFyangmKERMKkPEzbBcesVsjdVk694IFBG6VEi+QvRVkg+KxzrOUAkmXMYyjV7I7oXAqe2X2/20yItokYRkXsTBneSTF34tLgBJ00QKtj50P6C82Dh2kvnNEFAFdukccRvH+ICQ6cjASR5QnEzPQEemx0RZy8DCV5zKBQ+7V3xy2vHp/RMenZ5x0gkn6sjqHFYrTBMuCe0S2Vq/lfZxwNwwc8wF8/ZdaVlzyJYZpMfQ0mcyG2sfGEavmKrj2qTS8UKOAqNRH4lRGZ+in/f+nGhrTSGVdG6DQq3kvGkhucxsTO54V1tv3q82ifGlSf6OM9ldqzS/+I7fb5axvCvtGrY/bD/jJ8b3YfvD9s/PCdv/ethN77wtZPfFx59nhrBtOG+VyXaVZKfd3EzkfFteuNftwRamUVxQ1/KUXVGg5XcmvTCvyryOo26RdkbzTi5fSnWwmDah69xMZo4NHyBCVm8GIat3D7GWuhqxlrpZhD69GYQ+vXsIfXo1foz69OAGk+hAW/dqGTWgMhITmrQyFGWgOoyLfbS0nFEGX0lKXb4WSSAJcadbnZPymgdJ+Py+8ssHx7y0nqcXwlc/ZL5+/oLvl4mVGQOKaWKpxxiQxEkqYBmzySv3Og0x3+08pCi3d6Hni+5GMi18uucGteVO7yX+ewJQ6LoOcyfnoZBMXgeiGS20ClISojfiQ0TrLrmiIrUNS+ndHe9SuWYjnMzw+r54gBYSZjArO+5JUZfxsc9GEJQd1WaEZPZvUwu4z0ZHRR4y2TaTOr8vvHx1jqqSNJG6+aCbvyny6I1IohFM5TeTNBEyNQdH8Q4vbSjmSK6PekpG1UldQjSRVAu5pKV/ZMxZ4tVrtsUttRLWpSb4FreqO6wJQTWAkHNmyJmFO12XQCEJ0OTJnW4HpbZBDvrMK1kng3eZOJowJ1H3usTM4F6IMs8lLwopkbRkTllKV4mxTG9LTjhnocqDo8yT+yd8enbG4yPnVNf0PkBekZeOpp7sjqfFqIDNfZwQWO0bb0ZMmu7RsZ9xsMFqxKABrPS6eRH6D9H+i5QKK0yzHpklWJT5I8qMskQ9r11j7FVp5OPsizbl8qoB2vkV80ef7xrmMj2a5K2iHpboffVq7fdu671Rtltu4rD9YfvD9oftP4Sw/a+BPWrm7a3KNc4ebfiepexskXvoEu3NvMwfynwAZMrxV78u84M5fdbmWDSOhPYUaxvTI5Gy5zWH1et/cM5MIavvHSGr7xexljqMWEvdIEKfvneEPn2/CH16GD9WfXpwg+mbC+fkaEHnmR6jw8BrzoQam8SFQvTUOPA+clGCpjJgpXo1Q0sMLrj0JIFeaqgWgTys6TTzSAcen8Lf3O9Yfap8uUp89dL43YsVX18Iz2wBrhwNK1y1httoykN2dtT2wntsJ7l8TFPHzUt4bOQtZTEdLyO5NcaadOhESl4KSht4yV6MMJEI5fpTGBok4Zpw7Yv3pgiqoNWLVSvRUA63cn4lHlwcSUJKCq6YK57BTHGc7CXptK9LaJcWWqQJ+7gDX6ml1pbitV5zG+WFiLHsDHkgDwPmrxfX9KawXmecjMpA6jq6rhtzhNCMRkXJm9HqNlFNeMaL+2upXg2BgwoqQhIl9aWnVaU4ldfwTcUrvoSIKcbGK6lTLFVSKV62aPG4teZFnnFbIzZ5s49jZBjIeShfC7gYnTIlvYcScqd5Fc+8AazK4D55be+bl/XYNnMluOfcXfayEZFFvteoDXRmXHQLEOOsX/HpkfPFWceT08TnC2fRZdbDEnOwbJhB0h5PsNaOtUsJfeRrVBxG4k4gO9oJuZGBtVzmTnbIVv+6kw2E6kWOsEYZJHF+sTogUe8ObzLhmOuuOYnYftt+PBmKR8dkzOeeI01e2vntvzbOX68O2wb9fU2otu9z3fuWw3ZaiKtOulY5Dt/7w5lshu0P2x+2P2z//Nyw/e8W1wk9c5UN2bfAnhbrhxilyz9cZ70+X9jPN+DfFK9jJ99m/jFOfSbGjEkJTNefXopUXdk2bedP/rW52L7yfEj2/yqErE7Xuy5CVm8WsZa6GcRa6vYR+nS63nUR+vRmEfr0ZhD6dMLBDab//JXy6cNj/vzzx9zvndUPz0jDBScMIJM3c9lNrPHZjcqElI/jrqSA16TDSR3RVVmaipJdireh9OBGyk7nkH3guFP+/Ej5+cMzlrrgu/PMl89e8uV3r/j6Fbw0YyWJ7B0iJT6+XbknPxZvo+tGQqkOjPERyysVpo8JoJuDrzgkt5LgrCZellRDBVESfOdhGAcbXggR1YSnHpcFqkpXk50nHJXiDd0i4ZsZmE3Kkcy0PVwCA3kSRJ0koJJQ6fCaN2DImcEGBi/Jo7M7Tr+hWEu4FzaUqruzHgaGdS6L+7Gd9Jotf7Noj6Nmd/J6YMiGCHR9ou97RHVSbl4IpEnJVU9f1oXQQ+ikhLzpUkdKCVGpib6N7I5IJQWbF3KzVF7krynF8ghnCd+UBcyFrFLyZLjillAFyS03t49yl2vCb9xLGVIhGankV3sUdZS3mQzubactRd9C+bRzrjMx2HWMUkhmJ9PJQO+Z0155cm/g80f3+PzhYz4+SSxsheQVnpX1MGAGg0EmgWglnwE1klvxjrbaZ26gqYi3lDo0UskqqWROIfLw6kGiIM4rjsj9MfrRQ56vhf/z5VO+fjZcWdd3gV0G8JBy3zDg7T2XTc52v6SUqmzbqBKaenOvjy2PemN+f9lxvV13vFyft8HbXOedTRxucU542xPSsP1h+8P2h+2fI2z/m+PQht/7K0S7+Tu49Gx+0j6/Dt60Pa5/n81513Te7KnLSsKJCGqtPmXMbhJNmyTK4bvtJuF24TrHvA+ErB5GyOrdkNVYS+1GrKW2bh36NPTp7F6hT3cj9OluhD7duvVr1OngBtNz7pHkPn/26V/yy3/7t3z/9Zf8yz/8Patnv+MewjEZ8QFyxmrsFoGx8t5CUxioUjxBVVB11Je4CyJdCd1Sw4fghXgaRMgirF05Wq+R1TlHesGf9Ymff9az/uxjntoRX/3wkt+9OOePL+D7CyevMxlnkB6hhDWx0fezRr/3ulDfaLXpreDVC1unujR/V4ExIXj9QnRHo4tvDg1NiBSywF3IGbINuGfcpAwwawTGACkhVpKpl9AroGIghpLGPArgY31ARo6h7YZWaqWUEyMhdJ0i/WIkTQYzVsPAOhvZ2g5zqfpQHWy1hoLpulS9bDPmVjy4685+0sTJ8fEhkXonuH96yvnFBdnyqJjMnWGArl+gomNYopEQqy+leIgn7eiTsug6OtUxz4i7lfBCk7/sjMcp/eJe/XhHsgbwkoheRcBziQHrinrxtk1SlKzmoeQm8SIDboJbxmygRFESJJXxIZo2VK7MtvRLd9cnCax8Myri6t7cCOHiilFFuYXmqeezeUr10BYmRa4oeQw3VPKiCKlTHhzDZ2cdX5yd8elHpzzWC3qMbBeszzNmjouylGNMDNfq+exWdIco7hnBwAdUHEtHmElNpm7VA7ySrCOxJFNuEcvVp7rjgsQrdy4e/oy/+M2/48Enn/H3//W/8+0ff8vzrXwSt4HrKOptL5hdXhnzSdPlCZAwhmXS2WPKMvHR4z1GwnIy5OW3W5gQX4EbNdyjYt/3492r/7tG2P6w/WH7w/aH7f9TQu3HnabT39rMHfIevQuYz5+K88NmnTc213e+r08m7sAuD+Z2z/b3qjnLbROhdwshqyGr10espd4csZb6MSD0aejT6yP06Zsj9OmEgxtMR1ygYryi59Xpp6zklG9Of8d3/++PnCx/4It7iU9PO057EK1esO6kVAalNQHDR2JGXBhMUBZlke0tMZeXhb0q4oaKkURIYnjSuqAsXruDZcSXfJ4u+OKTxG9+csYLO+Lrl8ofvn3F//1uyR/PE3kYEHNWJLBVIZ2khIbZ3g3dDoczdpu07yC3Rb0UoqgdUIiGTaFyBJPiWaqiJOkQ6ej6hGqHu1JyHmTEajJvB/KA2RKTFUgJ8CF0dF1CeiV1TkvW55RmbR6bLezLXmUnYOJkMZLU5OgOgiKpK23thRQsIXVKmJHy13EM86F6QFfv6k7ptKNPCRXlpO+vELmbx0lfvN/NjXXODJYZBmPIxmq1JqWEWUkIrVDkSutfKWGIRIROtb6geeVmHKuMS2nWzURy7s1glfA7RanOwu8UKqeEE1qvGYaMM5Tv3QuZogm0B7TKQgn74yiqHalPCB1Ih4liUuRTXWYlqXfbUvJSQzMhkLzI6hwOdTwUjInytoxHITIFdEFPxlVIXcdnJ8K/eXTETz6+x5NT40yX6HpNvvie1dpYiuIIgzjelVwiCxvIUmpoCKI1j0ijfl0w7wot6jVht1cv8HpMMUQyyma5TrnXqzV89TLzu1crzo8+4tHPfsrPnvyCVycnvKJDxTji4s2E7Yawa4zuMtD7frvq3DZBAsPcCxE68xgpROzckLOxQfAm5T9Unpu45qFjb2ZSe7eM9W1OOsP2E7Y/bH/Y/rD9N4K7QcAcWqi+Hd7GVr2LucJ1rznuw8r0UoHE5fA4KkVXX4cw2lXeXUTLvrrcJkkXsrofIat3S1Yh1lJvcs1Dx8Za6t3dO/TpJkKfhj4NfXodfJj6VO7azmkgEAgEAoFAIBAIBAKBQCAQCAQCgUDgbkNvuwCBQCAQCAQCgUAgEAgEAoFAIBAIBAKBDwuxwRQIBAKBQCAQCAQCgUAgEAgEAoFAIBB4LcQGUyAQCASBq6Z4AAAAaElEQVQCgUAgEAgEAoFAIBAIBAKBQOC1EBtMgUAgEAgEAoFAIBAIBAKBQCAQCAQCgddCbDAFAoFAIBAIBAKBQCAQCAQCgUAgEAgEXguxwRQIBAKBQCAQCAQCgUAgEAgEAoFAIBB4Lfx/f2T+C4Dhvk8AAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"from keras.utils import load_img, img_to_array\n",
"\n",
"# Preview of the image we will work on\n",
"img = load_img('/content/drive/MyDrive/Sample/resized_cat.jpg')\n",
"\n",
"# Random flip\n",
"pic = img_to_array(img)\n",
"pic_sample = np.expand_dims(pic, axis=0)\n",
"\n",
"data = ImageDataGenerator(horizontal_flip=True, vertical_flip=True)\n",
"aug_data = data.flow(pic_sample, batch_size=1)\n",
"\n",
"fig, axes = plt.subplots(1, 10, figsize=(30, 40))\n",
"\n",
"for i in range(10):\n",
" # Accessing each sample\n",
" aug_img = next(aug_data)\n",
" # Converting to unsigned integer\n",
" aug_result = aug_img[0].astype('uint8')\n",
" # Showing augmented images\n",
" axes[i].imshow(aug_result)\n",
" axes[i].axis('off')"
]
}
]
}
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