{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Decoding with Clusterless Spikes" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import logging\n", "import os\n", "\n", "import matplotlib\n", "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Make analysis reproducible\n", "np.random.seed(0)\n", "\n", "# Enable logging\n", "logging.basicConfig(level=logging.INFO)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Simulated Data ##\n", "\n", "Instead of using clustered cells, we can directly decode position from the multiunit spikes and the associated spike waveform features that would normally be used to cluster them. Here we demonstrate on some simulated data, where we mimic recording from tetrodes (four wires) and collect the max amplitude of the spike waveform feature at the time of the spike. So we have four spike amplitudes and position." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:replay_trajectory_classification.core:Cupy is not installed or GPU is not detected. Ignore this message if not using GPU\n" ] } ], "source": [ "from replay_trajectory_classification.clusterless_simulation import make_simulated_run_data\n", "\n", "(time, position, sampling_frequency,\n", " multiunits, multiunits_spikes) = make_simulated_run_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we plot the position at each time and the multiunit spikes and associated waveform features." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 349.999)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wzoHhe38ajXVH2lFNlOJ//7xKSQuI29ZMl7wfCIbxDOPDD7izy8A8t016862syMa8yRmSz+ZMcmFlRbbkM9ZvWqUhm/dPykjGBcQo4+w0Oz6/ZLLks5d2NiKYQF7/f29rQDB8clW1W824ljA2kixm3HhameSzDw+3UU5XI/P+Qfr33nw6PfL5/wjnxNG23hEbjBqJgyc81O+9+fRyyYY7+lkZYj/y+kP47/4WFa6QDdz9QcrJfO2KUjiSpH2Vrlo+RVJGLAjAizsSxzkRiQh4htDlF84rRBHhfP/MjDxM+19GnMgLCZY5QUa45092YRnRL2hqXhrOmSXN7vr39oaEcsiTZXnZqTZcRkS10x1J+NL/MuJEXt3dlFAZ8i/vaqKczF8+tVRyjNlswv+dIV0HNx7tTKhhGp8caaeczF85g7YNvkrYBk09A9h0LHEmDh7v6KOczDedVgazWWob3HhamSTz2x+KjNh83Ej0B0J4mWgrcvWyKXA6kiSffW7RZKr3cCJlCwqCQK15q2fmozxXagecUp6NeZNdks+eTyA5AcA/t0htqGl5aTiTKBmenJmCi+ZJ98jPb2tgOkOeO7sMSm1HH7WR/PKpZbLH3kB8vruhJ2FGHvcHQnib2DivXVkCq4V+NK5fKZVTR28A66oSIyNAEAS8srtJ8tnliyYhO81OHfuFpcVIiWlwHI4IeHVXE3WcUXlll9T4WFaWJcnqEjlzei7VuyuRnBOvEvdTocuB8+cUUMeV56bhzOnSxTaRnBNv7W+WNMe2Wcy4ZsUU6rg0uxWfXyzNgntpR1PCZAR8erwLJ4j+lDecRq95ZrMJ1xF9TN4/2MZ8Gr5SNLsHsJmYQnnDaWWUkxkAvkzI6XCLFwcSJCMgEIpQ4+m/tKKEcjIDwHUrS6UOeV8I7xxIHIc8ub5/dm4hCl3J1HGXLJgEV7J0I072ADUyrxBymjMpHUtLM6njlpZmYlZhuuSzF3ckjpxI2yAr1YZLCSczABRlJONcwmZIpMmx7x1sRV9MuwyzKZpRSeJIsuCqZVKb4bXdTQiEEiNYv7/Jg2Pt0ix3MigPRKudqB5n1e1ocSdGn9juvgDWHZEODvnyqfK2AXmf1Xf141OGW9ZwZ5dBIb392ak2yjsrcuaMXMrrnyjOiXcPtEp6K5lNkF1UgWikeyExSS9RDLV9TW7UEIvFFcTGWiTNbsX5c6Re/0Qx1Lr6AviYcIB+fvFk2WNNJhOuIP7tjT3NCZEREI4IeI0waC9bOEnWyQyAKmXcWtuVMBkB5Abp7Jl5sk5mAFT2aYvHh41HEyMjgFyzZuQ7MVfGyQwAF88rgi2mLD0QTpyMgNd3n5CWvditOHc27WQGgBXl2VRZeqLo8nVH2tHTL+2tNJQun5SRjFMrpP1PE0VOR9u82NfklnxG6iERR5IFF88vknz20s7GhMgW7PWH8O5BqQP084uLZTeSJpOJkuHb+1vg8Rl/Iqog0MHRi+cXyTqZAfqZ3NfkRhXRXNuokHI6bVoulcksQtqa3f1BfHg4MUr0SBuqOCuZmnwqcv6cQklZekQAXt6VGLr8zX3NVPXORfMLZY9dUJwx2DNWhOU1jzu7DIggCJThfvGCIiQNsZG0Wsy4ZIHUwfP6nhMJYYCQEaTTpuVKelCRkAvGh4fb0B8wfv8gcrGYkpWCRYTjLxZSTlWt3oTIFnxz7wnJVBy71YzzZLKVRC5fNFmSEdDrD2FDtfGdE1tqOtHqkZZ6kuVBsZw9Mw8ZKdKMgP/ubx7iaOPQ2N2PT2ul0bKhnPEAMLMwHXMmSTMCEkFO/lCYysK5dOEk2Y0kALhSkigHz1v7jC8ngNbl588tGHIjaTab8DlCl/93fzPT5QpKQW4kl5ZmojgrZYijaQfP5mOdcPcb3znxKjFYJddpx0rC8RcLKaeGroGEyBZ8Z3+LpNTTYjbhwnnyG0kgmgUXO+nTH4rgo8NtQx5vFHY39FBTYodb806flov8dGnwJxHWvI5ePz4hbMXLFhYNcTRQkp2KZaVSB08itIMIR+j98KULhrYNkm0W6rn87z7jywmg17xzZuVTJbEiJpOJcjS/d7CV2dY+3NllQI629VITzobbSMr9e11nP9Wkzmj0+kPYRIzgJadMkFwwt1DSmM8fiuCTI8Z2TgiCgHeJJo3DbSQBYHlZFvKcUgMkEco6yGaWwy0WQDQNf2mJ1ABJDDlJf+PsonRMI0aux2K3WnDuLKlzgrwnjch7xJQlV3LSkBm6IhfNkxq87x1sNXwp4+ZjnZLms0B02vBwkD0nth3vosaSG436zn5qpPhwG0kAuJiI7LZ6/NjT2KP0pTGFLxjGR1VSx8JIcjpnVj41xOaDBMicIHX5xfOLJDYSydxJLpQQ5fuJsOaRWV2rpucOmaELREv3Tp0qdRqSU/eMCGlDleWkYv5k+QxdIOo0vGCuVNcnQlPxDw+1Sdb15CQL1swaOrAKABcRa+KHh9sMX8q4s74bHb3SwCqZ3EFyEZF9uq/JjRM9A0McbQzavX5sr+uWfDaS3+BCQk7ugSAVnGUF7uwyIO8dkir6QpdjyHIOkdlF6VS5ArnRMhrrj7RLeuEkWUw4e2beMP8FkJFio9JfSSPGaFS1etFEKPrYiXlymM0mqrmx0Q0Qry+IrbVS5yk56ECONbOlcnr/UKuhxx0LgoAPDkk3kp8dhZzOnSOV0476bsMPPviQiOSvnpkvmRIrB5mx1NEbwK767iGONgaknBZNyRiynEPkjOm5SI7JaIoI0WfPyJDOl+xUG5aXZQ9xdJSpeU5qip7RdfnW2i5JewOTCThviFJPkRSbFadPkzqije7EqZcJio6ky00mE6WjjC4nXzCM9UQWzqjWPEJOHx9uM3ybgw8IHXz+nIJhA6sAcC5hQx1q9hi+zQGpyz9TmYvUmPI7OdYQNrnXF6L6NxoN0tasLHBS5Xcky8qyqN6C7xpcR5FZo2l2ej0jmZSRTPkWWNXl3NllQN4nnFSrZ+aPuFiYTCasJhw9Rn+4PyAe7uVl2cNm4YiQBsgHh9qYTd1UAnKxmJSRjBnDZOGIkHLa09Bj6EaPG6o7JPXuSRYTTp8+/GIB0HLq7g9SERYjIec8XT0zf4ijT7KyIgepMYMPBMHYDvlefwhbCEOU1NFylOakUs8nqwaIEsg5T88exf3kSLJgFfF8Gn3NI52Cn6nMGzYLR4TUUYaXE7HhXlicMWwWjggZuFh3pN3Qzgmy5092qg0LijNG/O/ITfeR1l7UdvQNcbT+kXOefmaEDF1AtN1Pvu8LhA09lVHOeToaXb6kNAtZqdK+w0Ze8/wh2nl6duXIcspPd1DPp5HlBNA6aqSEBiA6VZ48zugBHtJ5esb0HElf06EgHc3vHmhlsgUSd3YZjHavH7saeiSfrZ41shKUO25PoxttXmM6J8IRgfJkj0YJAqAyltwDQewhZG4kyA3S2TPzRnSeAtHmxk6HNNL0yRHjTq8knacryrMljS6HojgrhZq8tM7IcpJxnk7PHz7SBkSdE2dWSp9RcnKMkdhQ3U45T0+bNnQvnFhIA8TI99OR1l7KeTpaXU5mC2461mnYsg455+nZlaOUE+HsqunoM2zmhCAIlC4fzYYbiDonYn2HvmCE2bIOJSDldOaM0TlPF03JRA7hPFxXZVxdPl7naa7TjsVTpNMajTwBfLzOU4uZDtYbec3bUkM7T0dqbyBC6vJ1Ve1MOieUoKGrH0dapc7Ts0bhFARAlYRur+tCn9+Y/ZnlnKejlRN5P7V4fJTMWYA7uwzGhqPtkklLqTYLVpTLT50gWV5Gb87JnlZGYU9jDzqJ/iyjyS4Bon2WKgukmROkojAKXX0B7CRKoM4a5QbJZjXjNKLnxHqDToaLRAR8TBjro5UTEE1Bj8XITerH6zwFgM/MkMp007FOw5Z8kk7B0WaeAqCcgkdae9HqMWbggoxIjjbzFABWTc+TZE70B8KUvjMKE3GezpvkQjaROWHUNa+6rReN3eNznmbJbM7XVxtz0y3rPB2lnMxmE5VVucGgtsFEnKdANPsyFqPaUMD4nacAbRt8Wttl2KzK8TpPAdrWbOoZoAYCGAWyJFZOPw/FadNyYI2594JhgWpTYhS2TsB5OjUvjWqBxOKax51dBoN0Tq2cmjNijxcRm9WMFeXS/h1GNUA2Eb9rWl7asJOWSE4nNgkbDSqnzcc6Jc7T5CQLdY8MB1nzvelohyEneR1u8aKjV+o8HYuz67SpUjntP+FGtwGbZff6Q9hNZEGSxvxwkM5Try+EvcTYeyMgCAKlU8Yip3mTXFRWpVEdqKSczqocvfM0K9WG2UXSrEqjyolcy5eVZY3aeWo2m7CSePY2HGXPoFUC8u8/FucpEJ3oHItRnYLbarvosv1ROk8B2obaUtNlyHYQ9V39lPN0bLaBVE417X2GbJbtD4WpLMixyGllRY4kq9IfimD7cYMGLmTWvNEyI9+JXGJ41AYGnRNKsIHYD585I3fUztM0uxWLiKxKo+py0oaaPzmDyrwdCpOJ1vss+g0M7ez65JNPcNFFF6GoqAgmkwmvvvqq5N+vv/56mEwmyWvFihWSY/x+P2655Rbk5OQgNTUVF198MRobG1X8FaNHEARsOiZ9uE+tGL1jAgBOnSo9ftPRDkOmuJJNGcmpNyNBGrS7Gnrg9RlvzPjmGqnSWlqWNeSYejlIJdjZF8ChFuONGScj3MVZySjJTh3iaJpFJRmSZtmCAGw0YG+Obce7JBOEkiwmrBihQXYsBS4HphHNRTca0ACp7+rHCaK/3Rlj2EhaLWasrDB+4MIfClMbmtFmKw0eTziajZo5saVGupEkf/dInE6skZuOdRpyyidpG5w2NWfUzlOAXvMOt3gNOUiDXPMWFGeM2nkK0DaXXCDECGwmbPKcNDtVGTAccya5qGbZRnTI767vgT+mhNxkovcjw+FKScLcyRmSz9Yb0CHf5vXhWLu0vx25HxkOk8lEV1wY8H4KRwR8SmRijcUZD9C2hBGfO4Be88ZiawK0nLbWdMEfYiur0tDOrr6+PsyfPx+PPfbYkMecd955aG5uHny99dZbkn+/9dZb8corr+C5557Dhg0b0NvbiwsvvBDhMFt/SCC6QSJ7l5DR2JEgleAJt89wjUPlNkhjyVYCgGWlWbBZTj4+4YhAbSaMAPmbThmjnIqzUqgx40ZcMMjFYqxyslstWE6UGxtRTluO0RukZNvonacAvbAa0TlBbiRz0mwjThAiIQ3gDQYMXMhtkMhpuSNBGsD7Gnvg7jdW4KLN68NRovHzKWMMhJHPXU9/EAdOGCurMhwRsJV49lZUjO1+WlCcQbWDMGLm90TXvFwn7fQx4qab1OUryrPG5Dy1mE2U08eYa57U1pxZkI6MFNsQR8tDOuQNaUMRckqzWzGHyE4eCXKft9mA7SAONXvg8Ul7bI11n0euedVtvYYbsuXxBbGfqI5YMdYkmYocSTuIgWAYO+t6FLg65TC0s+v888/HPffcg8svv3zIY+x2OwoKCgZfWVknDRu3242//e1v+M1vfoPVq1dj4cKF+Oc//4l9+/bh/fffV+MnjAkyqysnzUZlQYzE1Lw05BEprkYz1OQ2SKPtayaSbLNgcYk0xdVoclJigwTQCyt5n+oduQ0Sl5M8E90gAbRzYld9NwYC7AUfJgKZDbC8PHtMGySANvzbvX7qedY7SmyQFpdkwh4zdSgiAFsM1ptDiQ1SUUYyynOl2apG01FKbJCSLGbKnjDaBD3ZDZICunyzweQkCAK15o1HTmQW5uZjxgtckFUE47KhiPvpwAkPevqN1Q6CtA2WlWXBahnbVp6Uk9cfwv4Txqq4IOVUmp2CQlfyEEfLI9cOgrxP9c622i7EJmjbLGaqfHMkMlNtmFPkknzGmi43tLNrNHz88cfIy8vD9OnTcfPNN6Ot7WSDxB07diAYDGLNmjWDnxUVFWHOnDnYtGmT7Pn8fj88Ho/kpRak4XlKxdjS74FoiiuZXr7FYNOESONjPBskgE6x3l5nLDkpsUECor0UYtlZ122o8hclNkgALaf6rn60GaipuFIbpGVl2ZLeHMGwgD2NPRO8OnaQ2yCNxylYkp2CIpdD8tn2OmP1MFFig+RIsmBJqdS422EwOZHZJUtLM8e8QQJAlcZuP260NW/iGyQganvFYrTnTnaDVDK2DRJAr3l7Gt3Mlb9MhNqOPrR6pCWs49FR5HPX0RtAnYGaivuCYeys75F8Nh7bYOGUDEngAoDhBo5QgdVxyCk/3YEKInBhdF0+nufOajFjeRm55hnrfiKdggunZIypVY0IZRswtuYltLPr/PPPx7/+9S98+OGH+M1vfoNt27bhrLPOgt8fXZxaWlpgs9mQmSldxPPz89HS0iJ7zvvvvx8ul2vwVVxcHPffAUQ3SOTDTd58o4UsA9lxvNtQUSTy4R6PEgSApaVSOR084UGvgUbTKhFBAkBtJL3+EKpavBO6NpZQaoM0o8AJJ1H+ss1AC6tSG6Q0uxWzCKerkQy14539imyQTCYTlhA6apuB5CS3QRqP4Q8AS0qkciIbJesdsnxYqTVve123oQaOKGcbSPVaTXsfOnuN07dLqQ3SoimZkvKXQCiCfY3GKY0lgxa5TjvKc0bfy1OkJDuFahhtJF2+q74HgZhqC7Mpam+OFbvVgvnEtD0j2VCtHh9qiLYy43EKAjK63EByCoUj1Bo+fjlJdbmR5ATQWezjXfNIW3NXfQ9TA0cS2tl15ZVX4oILLsCcOXNw0UUX4b///S+OHDmCN998c9j/ThCEITOm7rzzTrjd7sFXQ0NDPC6dorF7gGqCOtbeJSKkc6LF46N6gemVQCiCXUQT1PFukOYXZyDJcvI+iAjREkmjQDZ3HGupp0h+ugNTiEmXRsqCo/qajXOxsJhNlPPHSAbtVsL4GO8GCaCdE0YyaMnI7Xg3SICxDbXdDfQGaek41zzS8N/f5DZMaWybl94gnVI+tl6eIqRB29MfxLF2Y5TGRiICPj2uzAZpVmE6UohehKxFuicCqcvHKydXShI16dJYupzueTrWagsgGrhYVmZcXb6VsDVnF9FN+UcLveYZx4YiA6vpDjrwN1pIXb69rsswSQ2Hmr3wEokH493nkTZFVavXMD09Pb4gDhDlq+PV5WRbn4FgGAcZKo1NaGcXSWFhIUpKSlBdXQ0AKCgoQCAQQHe3dFFpa2tDfn6+7DnsdjvS09MlLzUgU3WzUm0oG+cGqTwnDRkp0oXGKGUdB5s9kg0SQG90RosjyYI5k6R1ykZxTrj7g9TEl2VjmJpHQjpQjWLQCoKA3Q3S30KmPY8FylAzkFNwVz0pp/E9dwD9zBqpNJbU5cvLxtbQOBbSoK3v6kerQUpjdxGBhZmF6ePeIC2YkiEZSR6KCIaZDEfKSS4zcrRMykimSmONosuPtffCS5Sjj1eXWy1mLJySIflsm0GyBQcCYRxqlm5iyOEqY4HOMDGGnABgF2EbjCdbSYQO8BhHTmSG7oTkRNxPexrc8AWNEbggdfmS0izJujUWlhFy6ugN4LhBSmPJ5640OwV56Y4hjh6eOUUuqjTWKHb5noYeCES1xQIiM3K0ZKXSQ5RY0lHc2RVDZ2cnGhoaUFhYCABYvHgxkpKS8N577w0e09zcjP3792PlypVaXaYsOwln1MLijHFvkMxmE5aUGDOKRG64K3JT4UoZ3wYJkCvrYOfhngi7iR5INqsZswrH77gl5bSt1hhRpMbuAXT0ShugjrW5YyykoWaU0thgOIK9RHnKwnGUMIoYuTSWNGgncj9Nz3dSDVZZMkAmAqnLJyKnNLuV0m9G2XST99P8Yte4N0iATEaAQeVU5HKgwDW+DRIg45wwSMBw/wk3QjGBBbMJmD85Y9znI3W5UUpj271+NHRJKyImoqNIG6qmow8dBiiNjUQE7FZQl1OlseEI1StUr5BVKYsIh/pYKM5KpoaRGcc26JG8n8j9ZLPSDiCjBHhIOc2elD7uaguADtazdD8Z2tnV29uL3bt3Y/fu3QCA2tpa7N69G/X19ejt7cXtt9+OzZs34/jx4/j4449x0UUXIScnB5dddhkAwOVy4cYbb8R3v/tdfPDBB9i1axeuueYazJ07F6tXr9bwl9GQkZHx9MKJZXEJ6cQx5sM9ESUIgHIKslanPF5I5+ncSS7YrONXF6QSNEppLJmFk51qQ3HW2Pt1icyfTJfGkpt6PXK42SuZgAoACyawQZIrjWVpYR0v7oEgqomJiWSGyFiwmE1UerkRAheCIFCG/0TkBMhknxpmzVNuIwnQupws/dMrZDbAwgnKicxOOdDkRn9A/4EL8n6aUZCOVKLX5FggnTjugSCOGqA0lswMTbFZMKPAKX/wKJhZ6KRLYw2gy2s6+qgBPxPR5a7kJFQWSAMXRnBO+IJhHDwhddpNRJebTCbDZlWSOmoigVXAuNmnlJyKJ7ofpvvAsZLUYGhn1/bt27Fw4UIsXLgQAHDbbbdh4cKF+MlPfgKLxYJ9+/bhkksuwfTp07F27VpMnz4dmzdvhtN5ckH67W9/i0svvRRf+MIXcOqppyIlJQVvvPEGLJbxez+Vpj8QwkEirVxpw7+qxQOvT/91yqRzYqIGLbmR7A+EcbhZ/xkmSkaQAKAiNw2ZBiyNJZ2nC6eMP6MSAJJtdGmsIeREbCTLc1KRmTr2CaixkDrKCFOX9pIZlRbzuEvOREhDzQj3U1MP3aNyorqclNMuA2SYhOQyKidsG0jl1Ng9gDav/ktj5XT5RFhQTJfGkn8LPbKzrkfyfqJyKspIxqQMaYDICDqK3EjOn5wxoYxKq8VMOTeMEAgjf0N+uh2FE8ioBGiHvBHupwMn3AiGT65HJhMwb5wlZyJGnELc1UeXYy5UWE57m9xUOxy9EY+AIWlDdfaxMzWWSWdXQ0MD1q9fj3feeQc7d+4cnI44Vs4880wIgkC9nnrqKSQnJ+Odd95BW1sbAoEA6urq8NRTT1HTEx0OB373u9+hs7MT/f39eOONN1SbsDha9ja6Jf1qJppWDvwvkydm8l5EiNa+65k2rw+N3dJsook+3Nlpdqo32h5iw6o35NLKJ7qRNJlMVCqwEQx/KjIyQTkBdHTFCHKiyqyVkNMU48lJLq3cbp1YYIU09A63eOAP6buHCSmnjJQklGanyB88Ssi1wOsPobazT/5gnXC4xYsBol/NgglGb6fn0xkme3VuG/T6Q6hqlQapJmobpNqtVPN10pmtNwRBoAOGE9xIAtGeebHoXU6A8s5TuXPo3dYE6MDqwuLMCQUMAVpORryfZuQ7kTaBjEqAtqFqOvp0n9RA2uSOJDMqJ5BRCdA2eSAUwZFWfSc1HO/sRw/RaH+iOqo4KxnZRBCbFR3FjLOrrq4Od955J0pLS1FaWopVq1bh/PPPx5IlS+ByuXDOOefghRdeQCSib29qPCCNj5mFE0srB6LN12cSGQV7m3omdE6tIReLVJsF0/MnpgQBYN5kaSbOHp03NlY6rVyEHAmtdwPEFwxTk0yUMPznF0vvp72NPcykAo8XpSNIAF0GWdvRp/spOUqXnAHAHEI/BcMCDuk8+5TaSE6gR6VIQbqD6mGidx1FPnel2SnImmBGpcVswtxJtI7SM3uJRr1JFhNmF7mG/g9GCanL9+jcId/s9qFN4YxKgNbleg+shiMCtclTQk5kEHsfEejWI1RrkZKMCZ9zHiGnNq8fLW59Z5/Gw3k6s9ApaZshCMA+nfc3I+U0b3IGrJaJuTpcKUlUUoPeB9iQtmau005l2I4Vk8lE7YdZCUIz4ez69re/jblz56K6uho///nPceDAAbjdbgQCAbS0tOCtt97Caaedhh//+MeYN28etm3bpvUlM4XSfahE5pM3rc4NELpR78TSykXIhZWVh3u8kEqwIN2BQtfElCBAG2r7mzwI6bi/2QGiUa8SaeUALaeO3oCu+5t19vqpVGYlDLUZBU5J9imgb4d8PNLKASDdkYSKXKmhpnfnhNL9lQDRUMuQfKb3TXc8Mk8BOnCxW+9rHvHczSpyTahRrwipy3X/3BE2VLrDivJxTv2OhdwgVbV6dT1B70irF/0BMqMyY8LnnUc4T/sCYdTouL9Znz+EqhayBcvEdVRZdiqcRMCflQyT8aJ0fyUAsFstmEkMZtH9mkfZBhmKnJd24vQocl6tiEfAEGA3qYEJZ5fNZsOxY8fw4osv4rrrrkNlZSWcTiesVivy8vJw1lln4ac//SkOHz6MBx98EHV1dVpfMlOQN5NSDzcZvdW/xz8+SpB0Cla3eXXdiJbq16VApA2gF4uBYJhqxq0n4pFWDgAl2SlwJUv7m+nZgUpGwJKTLFR5z3iwWc109qmO5SSfVq5U4CJD8l7PBq0/FMaBJmV7VIpQAR5GDLXxsjsO2QCAvOGv5+xTeiOZoch5SedpQ9cAuvoC8gfrAFJOC6ZkwqxAwHDOJBdiTxOOCFTWtJ4gbYPirGTkElmj4yHP6aD6Wek5W3BvoxuxiWlWswlzFMioNJtNmGugiosWtw8niMw07sShCUcEyrZRwikIGDCpIQ4BQ0Am+7TJzURSAxPOrl/96lfIzc0d1bGf/exnccUVV8T5ivRDm9eHVo80rZxUXuOF9NA29QzodtRxJCJQ44eVUoKzi6Sj3CNCNGtJr5BGgRIRSSDa34xMk9Xzwko6cZQyPuRSgfUclSTvp7mTXRNOKxdZYCCDlrz2XKcdRRNs1CtiJIP2cLMXgRjjyWSi16rxQmZmHjjh0e10XfdAEDUd0p5jSq15pEHb0x9EQ5c+s08FQcBucoOkkC6fnp8GRxKRfarjZ48qzVPouUu1WzE1L036XQbS5Uo9d4CxsgXJ+6my0IlkmzLDv+gME/06J0g5Oe1WVOSmyR88RozkxKlp70WvX5poMNHhWiJkICyavanPpAZfMEy1slBqn0famr5ghImkBiacXZzxQ0a4U2wWlOUoowQrctOoRrT7dKoIj3f2oY9IK1fKKZhss2AaYajp1QCRa7xILoYTgVSoeo5KkpFnJeVEGbQ6zsTZT8hJqUUVoGWuZ6cg6YyfP1mZtHKAduIclTEK9cJ+Yvx6WU4q0h1JQxw9NkiD1h+KoKpFn/3NDhByslnMqCyceEYlAEzOTKZ6f+n12Wvz+qkg3kQH/IhYLWaq95deN5ORiICDhC4ne5JNBCM5cUgdpZStCdCljHp2CsqteUohl6Wr1+zTA4Sc5kxyKZJRCdAyl5t0rBfI564g3YG8dGUChkZKaqhq8Up6/ZlMoDIhxwurSQ3MObs6OzvxjW98A7NmzUJOTg6ysrIkL44UcrGYVZiuSB8qINqIlkwp1qtBS264c512xZQgIFMmpFOD9kirVzLeGABmEaViE8EoGSZeXxC1RNaEEun3IqSc9jW5EdFpI1pSR81W8H4iN1utHj9aPfpsREsaanMmKSenWYXpsMasC4Kg38AFaWAq+dxlpNhQQkx11KtzggyEzShwIkmhjEr5RrQ9ipxbbUj95LRbMSVrYpM9Y6FLiHsUO7eayAUMFV3zDJKJIxcwnDMpfk7BQ81eBEL6zD4lA4ZKyokMhHl8IRwneofqBVpOytkGU/PopAa96nJyzVNSTkZKapALGCrRgkWExaQG5pxd11xzDd577z2sXbsWv/71r/Hb3/5W8uJIIftoKblYALS3V68bJCoyouCGG6CjbXpVgmQ2QGl2imJZEwBtgBxu1mcjWjIF2Go2YXqBMhmVAJ2C3+sPoaZD+1TgsdLmpad3KTHlTKQ8J41apPW4mYxEBMpQU1JOjiQLldWjVx11MI5OQUCurKNH0fOrBanLlZaTUQI8pPN0ZlG6YlkTgPxERj1mmMQ/YCiVU01HH9wD+puuG++AIWmTB8IRHG7RX4aJXMBQyUBYocuBnDRpnzQ92gaAXCBMOdtAPqlBp7r8BBlYVXY/zKITZzyQa57ScqLasDDw3CnnylOIDRs2YMOGDZg/f77Wl6ILyKgk2VR+otC9g6KGmlLlNWoRz8UCoA3/us5+uPuDcKUo5yhSA0oJxsF5ajJhcMx7KCLgcItX0dI2NSCfu+n5TtityvSaAID8dAcK0h1oiclS2tvoxtQ8ZcqQ1IKMSEbLrCc+vUvEbDZh7iQXNtd0Dn62r8mNNbMLFPsONWjo7oeXKCuMhxMn9vneq8OBI8FwBIeIskIls0uA6Kb7jT0nBt/rNcOEdE4obdCSTpwD/8s+VdJRpAaUbaC44Z8hed/R60eLx6fIhGM1iXfAsLIgHTaLWdKP70CTGyun5ij6PfEm3gHDdEcSynNTUdN+0lG0t9GtaBsFNZANGCowuEbEZDJh/mQXPjjcNvjZ3kY3Ll04SbHvUAO5vszx0OWfHu8afL9PhwEeQaCHWii9z5s3OQPPbWsYfK9HOQEygTClkz8IXVTV4oU/FFZ0jzRWmMvsqqysxMCAPhudqk1nr5+a0BGPhzsW0VDTE4IgxN2TPaPACRtRInKwWX/Rtngb/ml2K+XsOGQAOSkZkRQhnR16lBO5QVKyzFqElBPZV0YPkEZadqoNBQpmTQB0IESP99PRtl6qZEfJrAmAXkPlvpN1+gMhHGuXZoIqraPItaEvEEZdl/7KhEh9obSTuSQrBU4i+1SPz168syZsVjNmFEidHbq0oeJsawL0s6dPOUnvp2n5TjiSlN0Mk7pcj88daRskJykbMATk5KS/PpUNXQPw+qQBQ8XXPGJtON7Zr7vep8FwBIfJgKHCfoPZhJxCEQHVrdpWpjDn7PrDH/6Au+66C+vWrUNnZyc8Ho/kxTkJGbl1JJlRkausEpQz1PS2mWzsHqDS4ZU2aJMsZqqMTW8GSCgcoYyBeDhxSOOPjDLoAbo3gPIG7axCwomjs/sJkOmvFAc5kfeTPuVEbCQnuRTPniXvp9qOPt1NEyLlNDkzGRkptiGOHh8zCTkFwhEcZWCa0Fg41OxBbKWcxWyiftdEyUuny4T0Zht09QXQ1CMNriqto8wystebnOSzJpS3Dag1T2dyAmScgnGQE2mXGUFOSmeXAHQg5GCzR3clxOTfdlaR8gFD8rlr8fjQ2auvJvXk/ZSVakOhQtOsRabnOynZH9aZvSkXvFN6n5fuSKL6XmptlzPn7MrIyIDb7cZZZ52FvLw8ZGZmIjMzExkZGcjMVG58rxEgDf+ZhemwKtSAVsQIhhrpTMlISaKmRSiB3g21mo4++ILxVYKA/uXkC4ZxlMiaiIvhTzkF9WeoHWgmMrtUMGib3T509QUU/554QpecKS+nGQVOxNppgqC/CC614Y5D1oQrOQnFWdL1QWtDbayQcpqam6Z41gQgt5nUV+CCtA3sVjPKFc6aAGg5kX8f1mnqGUBPvzRgGI+MJdIxpLfnLhwRqIBhPHQUeT8dbvFIpqvpAdLuU8PWdA8EqWoY1iH3efFwCpbnpsGRpO/KFLlBSEoHDB1JFkzN1XdSAymnSRnKBwwB9vZ5zDm7vvSlL8Fms+GZZ57BBx98gA8//BAffvghPvroI3z44YdaXx5TxLtflwi5sB7SWTNMueld8eg5pvdMHPJ+KnI5kE1E7pWANtS8ujLUyOs1mehsECUgjb+e/iCadWSoufuDaOgisibiYPiX56TCZpUuZXoqVxAEQaYfjvJyciRZUKFzQy3eTddFWDPUxgqdKcjlJAfVnD4OAUPACLaB9HpdyUmYnBn/gOHRtl5dDbCpae9VJWBI2hu+YIRq9s4yvmAY1W1kwFD5NW9yZjLSHfquTKEzBZWXk8VswowCnevyOPfrEqECPDqTkxoZuoBM9inP7JKyf/9+PPnkk7jyyitx5plnYtWqVZIX5yTx7q8kMpOY4qW3h1uNtHKAzsQ52qavkdDxbk4vQhq0/YEw6jr1Y6iRG8nynFSk2JSf9TE5M1nXJcSkY8JmMWNavnITK0WsFjMqyV4vOpJTi8eHTiITTTUDREdyikToUqp4ZJcAwKxCsjRWXxlLavQNAvSfsUQPromXbSA9b11nP7w+/UwaJCegxiNrAgAqCdsgFBF0VUJM3k+FcQoY5qTZkZ8uPa+e2kGoFTA0mUwyOko/cpILGMbDeQro2yEvFzDkcpKHzhRUKUnmhAcRDZMamHN2LVmyBA0NDSMfmOC4B2SyJuLmnJCeV09N+aLN6dV5uCsJp2AwLKC6TT9lQmo5T3OdduQ6iV4vOlow6OyS+MjJZDJhJmPRkbFA3k+VhU4kxSFrAtC3AUL2f3M6rFS/A6WQ62GiF2o7+9AfkGZ5xC9wQTsF9VJC7A+FcaSVnFipjuHf5vWj3aufXi9Uc/o4rXnT8tNgJXu9tOjJNlAnayLNbkVptlT36ck5oZaTGdD3micXMEy1Kx8wBGQCFzpyyJNtIGwWM6bFaSK3njOWWj1+OmAYp2ePdKIdbvEiFNZHUkMkIlB6Qq0MOK8/hMZu7YYPMufsuuWWW/Dtb38bTz31FHbs2IG9e/dKXpwopDFrNZswNU/5rAkgaqiRTfmqdFLK2Ob1o6OXzJqIz8Mt25RPJwtGJCLgkErprYC+y1/kymLjhZHkFFfDX8eGGukUnFUYn6yJ6Lmlf4PDzR7dGGrkBinPaUeeU9kGtCLk/eTxaWuojYUjLb0IERHUePTKA4CynFQkE73A9FJC7PUFqdKveOkou9VC2We60lEqZU0AOtflZGA1njaUjuWkVoYuoO8ADxkIm1HgpFo2KAX5TB9r108JMfncOe3xCxhSA2xCEdTopIRYNmAYJ11ekO5AZkqS5DMtM+SZc3ZdeeWVOHToEG644QYsXboUCxYswMKFCwf/lxOFjApW5KbFTQlGe71Im7bqZWElDe9UmwUlcVKCgH6jbY3dA/D6ybG93AAhCYUjqCKePVUNf53ICaCvNZ6GP/k3OKojQ43uoRC/544sSfeH9NPrRY2GxiJFLgdcyaShpo9njzQoy3JS4XQkDXH0xLCYTVRGs17kRA5nsJpN1ERlJdFrOVW71482IluPZyzRCIJM1kQc5URNIdZR9ilZFqumbSA3nZ1VSB0RzzWvssCJ2BhbRABl67IK+dzNKkqHWeGJlSKZqTYUEVMe9bIfJm3NXKcdeenxCRiaTCZZHaUVzDm7amtrqVdNTc3g/3KikJlVMwrik9oqQhsg+lCCZAbc9AJn3JQgoN9o22HifspMSaJ6QigJuWjrpdfL8c4+BIhMmHj0mhAhn7v6rn54dNDrxR8KU06UyoL4yWlGQbrEUAtHBOrZZxXSoIzn/ZSdZkcBYdzoZTNZRfw945WtBPyv14tOsyrJQBjZz05p9Con0oaampcGu1X5iZUienXikHrUkWRGWRwmVopQvV6avZr2ehktzW4fvD5pwJB0BCsJeT919gV0UUIciQg40irtwxbPNa8iNw02on2CXrJPqwg5xXPNS7FZqedaLzpKTRsK0G/gglzz1JaTlvcTc86ukpKSYV+cKOTDHW9nF/lQ6EUJkob/jHy1nYL6iLaR99P0fGfcSqkAWk7R6DH7kwbJ+ynPaUdmqvJje0Wm5zuRZJH+HchyUxY52tZLTdiMp46K9nrRX/ZpfyCE+q5+yWdxd07o1CEvp6PiCWvThEaL2raBbg3/Vm3ldKSlF0EdlBCTa960PCfV1kJJyGyAXn8IDd39QxzNDuRz57RbMSlD+YmVIlOyUpBqkzpn9RA0bOjuxwCRdR3PZ89mpQfj6GHNC4YjOEYMZ4j3mkfa5XrR5WSwPv66nBxgw/79BABVLdL7KZECYcw5u+6//3488cQT1OdPPPEEHnjgAQ2uiD0EQaAWVrU3SFUtHmozyyJaG/5enfR6IQ3/eN9PJdmpSLGRvV7Yz8RR+36yWc2Ymqe/MiEyG2ByZjLS4tSAVkSPmRNkhNtsQtx6L4roUU7ugSCa3VJneDwzBQH9OgXJZ09tg7amow/9AfYH2KjtPCXlFAhHcKyd/UmDalcR5DntyCYCSHpw4pA21PSC+AYMzWaTLoPQpPM0MyUJuXGYWBmLHte84x10FUG8dTlLZWejxRcM43in1BmueqWTTkqIq1oJXR7vNY+woU64fegmBgmoBXPOrj//+c+orKykPp89ezb+9Kc/aXBF7NHi8cFDpEvH21AjF1VfkP1eL+GIgGoiMhJvJVjociCDaMqnC0ONNPzjLCeL2UQt3HpYWNV2MgP0wqqHFHy1S6kAfTonyI1kaXYqHEnxK6UCZDKWdCAn0oGTZDHFtZQKoO+npp4BuPvZLiHu6KUHssyIs1OwsiAdsYk+gg56vQiCoLqOykixUZk+enj2yFKqeMvJZDLJlDLqQE4qB8IAva55tJzi6RQE9Lnmkc7T/HQ7MlLiV0UA0PfT4Rb2S4iPtdNVBGpnfXf3B9HiYbsypdcfQkOXNPEi3jqqPCcVdqKXuFa6nDlnV0tLCwoLC6nPc3Nz0dzcrMEVsQdppKXZrZicGb90aQDISbMjzymNvrAeHTne2YdASBoZibcn22QyYWYBmQXHtuHvD4WpaSJqOCcqCSeOHnosUdHbON9PAN1UnPX7CVA/awKg79mqVi/z0TYyrVyNDRL53HX2BdDRy3avF3LNK8+J30CW2O8gS4jJ5581yOfOkWSO21QqkWSbhSohZl2Xt3jo/kpqPHuULmdcTpGIgGoN1jxSl5PPP4uo3TIDoLNbWb+fALkqgvg64wF6zTva3sv8FGItbKiZxHPXHwgzX5lCykmNKgK572DdLif1uBpVBFaLmbpvtdJRzDm7iouLsXHjRurzjRs3oqioSIMrYg9aCabFPTICyDUOZdvZRcopJ82O7DinSwO00UymjrJGTXuf6pERQH8GrXx/pfgbauTf4khrL/PRtiMaRLnJ7/D6QlTpG2uQukGN525KVgocSdKln3VDTYv7yWY1ozxHagyyvpkk/47x7q8kQv49WNflcgHDePZXEqEMf8bl1NDdT42qVyMQRq95bMspJNNfSYs1r7ajD/4Q21OItXDikI7HQChClb6xhhbZ8blOO1WZQvbDYg21W7AA0aSG6UQfONZ1OXl9pTnxryIA2FnzmHN23XTTTbj11lvx5JNPoq6uDnV1dXjiiSfwne98BzfffLPWl8cEtOEf/w03QG/syetgDS1KzuS+R29KcFJGctxG1cdCGiDH2thu2Fvd2ovYRCGTCVTj03hA3k8DwTDTDXvdA0GcULm/EhC9b6loG+ObJC10lMVswrQ8fTkntCgRkvsesuyUNViRE+vOCa0ChvT9pC85ZaYkIdcZ/4AhuV7Ud/Uz3QdObkqzGpld5IY7HBFwrI3d9iJyU5rV0FGZqTaqMoX1Z4/UoWrs80wmE3Xf6k2Xa2YbsC4n8n5SQT8B7CQ1MOfsuuOOO3DjjTfi61//OsrLy1FeXo5bbrkF3/rWt3DnnXdqfXlMQKdLx3/DDQAzCvQd5VYjggTQ/a6Od/bDF2Q32kbdTxotFoFwBHWd7BpqVGREhf5KQDTalklF29h99kjjyGqOf38lQH/RNvn+StyJQxLtr6RuY9XB79GZc+KwRgYt+T2sy4mVgGGz2wf3ALt94NSe0iwyLT8NJqIPHDnMgyXUntIs4nQkURmJLFcSHGuTqyJQa/+inzVProog0ZwTo0WrfZ7e1jxWnIJHWrXpA8ecs8tkMuGBBx5Ae3s7tmzZgj179qCrqws/+clPtL40JgiFIzjaTqZLq2OokUqksXsAvX52o21apLcCtJzCEYHpqUt0BEkdOWWk2JCfLo22sbywahUZMZlMutp0k9dWkRv//koipC5kWU7khttuNaMkO/5OQUDGUGN4I9nq8VMDWdTSUXJZuqz2gZPrr6SVQdvRy3YfOK0ChmU5qbASZaUsZ06QzlO1bChHkkwfOB3pcrWeO0BOR7Gry0lHnFpVBIDcmsfw/URUEZhVqiIA6GA9yzaUFlOaRUhbs7qN7T5wWlU6kbqwPxBGU4/6feCYc3aJpKWlYenSpZgzZw7s9vinTesFuabrat20FblpVP8PVg216Dha9dOlAfmBASwvGJTHXyUnDqAv54RWkRFAX4aalnLSU1SSvLZp+bR+jRfk36Rao2jbaCCzulJtlrgPZBEhAxceX4jZqUuN3QOa9FcCgJJseuoSq7pcy4ChzWpGRa5008qyjtIqAw6g1zyW5aRFfyURPWUssSUndu8n8rlTq4oAoP8mLPeBk5vSXJ6rUsCQrExhuA9cR68fnX3SKgK1MuDyZPvAqf/sMeHs+upXv4qGhoZRHfv888/jX//6V5yviF3IqI1a6dKAGG2TTnZiNdqmVX8lEb307fL4gpSXXV0njn7KzrQq94x+F3cKjgZyAT/GcLSNyqjMV28jSeqn/gC7feCoMgUVRtWLyE1dYnXTTToFM1TqrwT8rw+cTnT58c5+ekqzhptuVm0ouSnNZCuLeKKnQT9aTGkW0bMTR91AmHR9rWO4Dxy5xqh5P5HfFYoIqGlns70IKaeK3DQkWdRxa2Sl2qj1ldXkD7kpzWpVEcj1gdPCIc+Esys3Nxdz5szB+eefjz/+8Y/Ytm0bmpqa0NnZiaNHj+L111/HHXfcgSlTpuDhhx/GvHnztL5kzSBvEjUXC7nv04vhPyUrBSm2+I6jjUUvzQvJsher2URFnuMJ5cRhVE6dvX6qLEfLDRKr0TZBEDQr9wRoJ04gHKEyPFmBdp6q99zJ9YFjdZOkVTk6IN8HjlXnBO08Vc8pGP0+fTjkyevKddqRpVLAENCPc0K+v5KWThw2y/O0mtIsQsrphNsHj4/NPnBaBsKm5tF94I62sXlPkY5dNeUk2weOUR1FrsVq6idAP5UEVBWBSlOaRej9sPrPHRPOrl/84heorq7GGWecgT/96U9YsWIFpkyZgry8PMyYMQPXXXcdampq8Pjjj2Pz5s2YO3eu1pesGXSvCZWdXYRBy6onW87wVxNWxq2OBHk/leWkqtZfCaAXC1anLpEbbpvVTPUUiSd6mbrU6vFTDZfVNNTkpi6xaIBEIoIm05ZEok4cfegoLcusAf1kVWpZIiT3fWS/J1YgA4Zqy4kuz/Mw2QdOy/5KgFwfOD86GewDp3UVQXlOGt0HjkEdJTelWU3bINlG94Fj0TYAtOuvJKKXYL2WzlNAbp/HZvaplhmVct+XsJldAJCXl4c777wTe/bsQWdnJ3bu3ImNGzeiqqoK3d3dePHFF7FmzZoxnfOTTz7BRRddhKKiIphMJrz66quSfxcEAXfffTeKioqQnJyMM888EwcOHJAc4/f7ccsttyAnJwepqam4+OKL0djYONGfO26orAnVb1oiys2oEtSy5AwYYupSP3vRNq0Xi6l5aTDrYOoSKadpeer1VwL0M3VJrr8Sed3xRg9lQk092vVXGur7WHROhMIRVLdp019p8Pvy9dFjSa7cU0300gdOy8xTgJaTxxdCq4c9Jw6ZSaW2firNpgNvLDqatZrSLKKXPnByVQTlOeo5BQF9TNDTckrzUN/HopzkpjRr7RRkce8CaDelWYT8u9S0073H4w0zzq5YMjIyMH/+fKxYsQJTp04ddyp+X18f5s+fj8cee0z23x988EE89NBDeOyxx7Bt2zYUFBTgnHPOgdd78sa49dZb8corr+C5557Dhg0b0NvbiwsvvBDhsPolRFqnSwP0RoPVqUtaO3HKclKRZCGibW3sLRhaR5D0MnVJq4mVseghZZqU0/QCJ8wqOgUBfTQ2Jq8pIyWJykiLN3rIWKrr0ra/UvT7pHI62s5eHzh/KIxaor+S1oZ/fyCMxm71py6NhNa2waSMZKTapM4QctPGAmT0XW3nqcVswrQ8og8cgw55rZ2nAP23YTEILddfSc0qAkAfkwa1nNIsogenoNyUZq3LGI939mEgoL5vYDi0nNIsMk2mD9yxdnUdg0w6u5Ti/PPPxz333IPLL7+c+jdBEPDwww/jrrvuwuWXX445c+bg6aefRn9/P5555hkAgNvtxt/+9jf85je/werVq7Fw4UL885//xL59+/D++++r/XNk06Wn5qkbGZmSlUJNXWLNOdHdF0CbV+qAU9vwt1nNVNSKtU23XH8ltRcLQB994LQuHwb0EW3TupQK0EcKPrWRVLm/EqCPPnBa91cC9DF1qaa9DyEN+ysBQ01dYsuJ0x8IoY4IGKpt+JvNJl1surUOhAH6WPO0dp4C+giEaZ15CsgMjmLQNtBySrMIeQ839Qww1weOXFvS7FbVpjSLTMtzUn3gqhlLatBySrNIukxlitoOeUM7u4ajtrYWLS0tktJIu92OVatWYdOmTQCAHTt2IBgMSo4pKirCnDlzBo8h8fv98Hg8kpdSyKVLJxMRwngjO3WJsQWD6q9kUbe/kgjr5VRtXj96iNJKtTMFAZm6d8bK8yIRQfOad7nvZO1+AmQMWg2cguQ9zGIfOBacgnroA8eCnOSmLrG26SavR+3+SoD81CXWMkxk+yvl8U03icenbX8lET04cbRumQHIZ+Kw1geORedpu9ePrr7AEEdrg5ZTmkUqcuk+cGR2kNbQtmaa6gHDZJsFJVkpks9Ysw20nNIci9ZJDQnr7GppaQEA5OfnSz7Pz88f/LeWlhbYbDZkZmYOeQzJ/fffD5fLNfgqLi5W7JpZyC6Jfi/b5S/k9VTkpcGq0jjaWFiPSpLXk2KzqB4ZAWQMf8amLjX1DKCPioyob4DITV0im8FrSTgiyPRXUl9HyU1dqmaslwILZbF66AOn9bQlEdadE1r38hzqe1lzTpBy0iJgCLA/wIZ87rTorwTQcmKtD5zWU5qH+k73QJCqbtASrac0i5RkpVClk6xln2o5pVnEZjWjLIftZv6srnms6XK5AT9qOwUB7de8hHV2iZB/dEEQRrwRhjvmzjvvhNvtHnw1NDQodq0sbJCi38t2ZhcL2QAA+1OXqKbr+er3VwLYn7pEyindYUV+uvqREdmpSww9e8c76aaTWhi0clOXWDJAAqEIatqlGVRaBS5YdzQzY9AyPnWJhVIque9l6bkD5LMBtIBq5t/GVh840oYqz1V3SrMIGVTqC4TR1MNOHzitpzSLyPeBY+fZ03pKs4jVYqb6wLGUIa/1lGbp9+pLl2uX/KGvQJhW+2Ha1uTOLlUoKCgAACpDq62tbTDbq6CgAIFAAN3d3UMeQ2K325Geni55KQUL6dIA7aE9wljKNDtOQbanLlFOQY0Wi5LsVKoPHEsLK71YpGsSGZGbusSUnIhryUmzIztNfacgwHaT+mPtvXR/Ja10OQMjoYdiIBDG8U5tm66LcMN/dFBTlxjrA0c7BTXaSBJ/n0AoQvUS0xJWNtz56Xa4ksk+cOw8e1pPaRaR7wPHji5nYUqzCMs9PVmY0jzU97K05rEwpXmo72VJPwFs9MoD5PvAeVXsA8ecs6u1tRXXXnstioqKYLVaYbFYJC+lKCsrQ0FBAd57773BzwKBANatW4eVK1cCABYvXoykpCTJMc3Nzdi/f//gMWrBSro0IB9tY2XqkiDI9FfSyPBnfeoSK05BuT5wLC0YrGRNAGxPE2KhJ4cIPRKaHTmR1zIpIxnpKvdXEmHZoD3axkZ/JYC+n+q6+pmZuuT1BalsF1YCYeGIQGUxagkrUe7sNDty0tjtA0e3zNAmA471PnCs2FAA21m6LExpFmE5EEZeiytZ/SnNInQvXXaSGliY0jzU97LUB84fCqNG4ynNIuW5qVQgQE1dblXtm0bJ9ddfj/r6evz4xz9GYWHhhDIoent7cfTo0cH3tbW12L17N7KysjBlyhTceuutuO+++zBt2jRMmzYN9913H1JSUnD11VcDAFwuF2688UZ897vfRXZ2NrKysnD77bdj7ty5WL169YR/61ggDSG7RunSQDTalu6wSsa+Hmn1opho1KcFTT0D8Pqlzai1UoJitG1Xfc/gZ1UtXpw5I0+T64klLJsuraFzIj8d+5tOOgJZMvxZiYwA0YXqjT0n37MsJ03vJ4Z7B5HXolUpFTB0Hzgym0ILyMBASVaKJv2VgJNTl0RbX5y6NG9yhibXEwupx61mE5UBqhZiH7hY51tVixczC7WJusfS1RdAO9HHSKsecEBUl284evJ6Drd48dm5hZpdj4ggCMxkwEW/24lPj3cNvmdZl2sZ4GF50A8r/YYB+UE/kYigmfMtFjIbb0aBNv2VADqpoac/2gcuP92hyfXEwsKUZpHS7GgfuFjnW1WLF6dUZGtyPbHUtPchrPGUZhG71YLynFRJRt7hFi8Wl2Sp8v3MObs2bNiA9evXY8GCBRM+1/bt2/GZz3xm8P1tt90GAFi7di2eeuop3HHHHRgYGMDXv/51dHd3Y/ny5Xj33XfhdJ68GX7729/CarXiC1/4AgYGBnD22WfjqaeeUjTLbDSQEUktxtGKmEwmzChwYtvxk+Wdh1u8OHumfGmnmpCGv9NhRaFLO+VcKePsYoH6rn74GYmMRL+bzT5wgVAEx9qlEVJNM5aG6AOnlUEUCwsNaAe/e4g+cFqVVcbC0kZS7AMXW1ZZ3erFklJ1DJDhYMl5KvaBq42Jkh5uYcPZRW4ky3K06a8kMqPAKXF2seKcIJ2n0f5K2gXoZhQ4seFox+B7VnoHtXnp/kosZemyUp4nN6VZS+cp1QeutRfhiKDZPiEWlnT5UH3gWAjWV7WyY2tOzkxGis0iKas83OJlwtnFkpPZajFjam4aDjbHBus9TDi7WJjSHMuMAqfE2aXmmsdcGWNxcbFiqZJnnnkmBEGgXk899RSAqNPm7rvvRnNzM3w+H9atW4c5c+ZIzuFwOPC73/0OnZ2d6O/vxxtvvKHohMXRQjdW1e7hBtgtE5KLIGnpCJBLBWYB0mDMTrVRZRVqQm74jzAydam2o4/ur8SQQctKHzhfkO6vpKVBW5pNb/jZefbYMdRsVjPKc9mcusSS8xSgM/BYcU5QZfsa3k9y38+KbUDKaZpGU5pFWG1sTD7/KRr2VwLo+6mmnR6EogWsTGkWIe8nfyiCuk7tS4hZmdIsIlamxMJKEJq0y7W0Nc1mE6bJ9GdmAVZa1YjQ05rZKCFmZcDP4PdrWELMnLPr4Ycfxg9+8AMcP35c60thCpY82YDcdCo2lCBLESS5769u66XSSrWAlWEHIuT93M/I1CUyG6DQ5dC0xIvVPnDVrTL9lTQsz7OYTdTUJRZ0lFx/Je0DF7SjmQVYyoCT+35WnRPcNpCHNecpueYe7+xjog+c3IZbyxIvUj+GIgJqOrTfTJL3tSs5SZMpzSKs9oFjZUqziMlkopySLOhyuSnNWutycmgVq4EwLVuLyH0/K9mnrO+Hj6jYB445Z9eVV16Jjz/+GBUVFXA6ncjKypK8EhGWxtEO9f3H2nsRZGB0NktZE4D81CUyA0YLWOrXBQB5TjanLrG2WMhPXdJeTqTDbUpWClJs2lbJszhBj3zuLGYTKvK06b0oQupIFp677r4A2rxsDGQRYVFOgiDQhj9jThy1py4NBWsBnmn5aYhNOheE6FAGrSEbm2ttQ7mSk1BEtKJgQZfLOU+1bifAoo5iaUqzCIu2QU0HO1OaRejJldo7cVia0ixCO3F6mWjmz9p+mHQyd/cHqT6a8YK5nl0PP/yw1pfAHCyNoxUhnTjBsIDajj5NDe1gmO6vpLXhL0bbYidpVrV4NWsgLMJSw1DgZB+4T2tPNqKtavHgnFna9oFjzSkIRP9Wkj5wDEQlKTlpfD8Bcqnl2suJ3EiW56TCbtWm6boIVWrd4tW8Dxz5t9K6vxJAy0mcuqRVY1zxGnr6yf5K2gbCKnLpPnBHWtVrRCuH7JRmjXV5is2KKVkpqOvsH/zscIsHcye7NLwqekOrtQ0FRDf9J9y+wfcsOCdYC4SJ1yDpA8fEmsfWhhtgc6o1eQ1FLodmU5pFWOwDx9KUZhHynu71h9DUM4DJmdrZLCxWEQzVBy5PhT5wzDm71q5dq/UlMAdL42gHryElCQXpDrR4pAaIlg9TbUcfgmGpN11rwz96DdKpS1UaT13yBcM43sFOfyWRStLZxUDdO2tOQYDNqCRrpVQAvbCzMHWJKhFiQE7k38o9oP3UJfKenpqrbX8lgM2pS3L9lSZnatdfCYg6Jss0nLokR2M33V+JhTVvRr5T4uzSWpeHIwKqGWqSLTKjwImPq9oH32stJ7lrYOV+ioVFOWm94Qboe/pYey8CoYimgz1YyzyVuwaxD1y5hsF6lqY0ixSkO+B0WOH1hQY/q2rxaursYmlKs4jYB25PQ8/gZ0davThjem78vzvu3zAOwuEwXnrpJdxzzz2499578corryAc1r6XgVawNI42FtaiI+T3F6Q74ErRNjICsOecONrWC7JtGAsGCJ1hom3KdK8/hMZuaWSERQOkuq0XIY1LiCmDlgE5DTV1SUsopyADz518HzhtdRSLzlOrxSzTB05bHUU+d9M07q8kQpV1MGYbpDusKGBgqhhr2afHO/uYmtIswlp5ntyUZhbkJNcHzhfUdu9E3tMs6HK5PnC1Hdq2F2GtRyUQLTnNSZNmLmu9f2HRyRztA8eWjiK/vzxX2ynNIlr1gdP+lxMcPXoUM2fOxHXXXYeXX34ZL774Iq655hrMnj0bx44d0/ryNIFFwx9gzwBhccMNsDd1iZRTcVYyUu3aJ3mS95PWU5dk+ytpHBkB5PvA1XX1D3F0/JHrr8SCjspPp/vAaWmoCYJc70Xt5SQ3dUlrJw4pJ2Z0OWNTl6iNJAPOU4BB24DacKfzgKEMpFMyJ82meX8lAJiRL934a90HjrUpzSJkH7iIxn3gWJvSLOJKTkIh0QdO60E/tBNHe1sTkFvz2NLlLDgFAfamEJO6nAX9BGi35jHn7PrWt76FiooKNDQ0YOfOndi1axfq6+tRVlaGb33rW1pfniawuEEC5Jw42i4WrDoFWYu20Y1V2VgsSCWo9dQlUgmXZqfAkaRtujTA3tQlqr+SxYzSbG2brgP/6wPHkKO53etHN9FfiRVdTmWYtGj33LHYX0mELhNibYPEhpyoLF0Vpy7JQQfC2NhIks9dm9eP7r6ARlfDZikVAFTkpVJ9go5o6GgmHSNFGk9pFhH7wMWipaOZtSnNsbDknJDrr8SMXc5YaSyLPeAA9kqIWd0Pk9dR3eZFmCw1igPMObvWrVuHBx98UDJ5MTs7G7/85S+xbt06Da9MG+TG0bLQNwigF4uGrgH0+UNDHB1/SGcbK3KSm7pE9sVQE9qgZcP4SHewNXWJXlTZMD4AtjInSDlV5GnfX0mE1FFayon87uQkC4o17OkQC0tTl5p6BuAl1hFWDDWWpi6FZac0syEnUlf2qDh1SQ4WS4QAoDSbLi3R0iFPyYmRDbfdakFZjjSAwpJtwErmKcCWQ57FKc0iLLUXYXFKswgdCNNOTnJVBKxkLJFryrH2XgQ1ai8iN6WZlTWPfO58wQjqVahMYWNHEoPdbofXSz9Mvb29sNm0m3qkFcfa2RtHKzI1Lw1kexCtoiN9/hAautjrrwQMFW3TzgChsybYUIIAW84JVrMmALZ64rDYk0OEJTnJleax0F8JoDdI4tQlLSDlxEp/JYB24sj19VOL+q5+JvsrASenLsWilS6X66/Eio6yWsyYmkv2gWNHR7EiJ4CtTByWbQO6D5x2gVUWpzSLkNeira3J3pRmEXJ/oGVlCvk3YmFKswh5PwXD2vWBk5/SzMazl5NmR3Yq2Qcu/vth5pxdF154Ib7yla9g69atEAQBgiBgy5Yt+OpXv4qLL75Y68tTHXJRnZSRrPk4WhFHkgWljETbyEXVbIo641iBVIRaGWru/qBkgibAjhIE6IVVK+eEXGSElQgSwFYfOD0Z/uLUJS2gJ3sypJ+GmLqkBXKlVCz0VwKifeDSHdLMBK10OWkg5qTZqPJmrZDvA6eNnGT7K2k8qj4WVgI8cv2VWAmsAnLOCe0ChiwHeOieOFpmdrFrG5DX0tg9gF6NKlNYnNIsQg5l0bIPHLnWTmOoisCVItcHThtdLjeleVKGtlOaY6GzKuN/P7Fxl8Tw6KOPoqKiAqeccgocDgccDgdOPfVUTJ06FY888ojWl6c6LC8WADvThKj+SjmpTPRXEmGl7Iw0EJMsJqo8QEvIkkqt5NTe60cX0TuFJYNWrg/cQED9aJtsfyWGnILkhlvLPnCsllIBbPWBY9l5Gp26JP27sWLQsuSMB+hm+VrZBuSaV+hiY0qzCG34a+OcqG6VTmk2mYDpDDvkq1q06QMnl83J0rNH2imtHj96+rXpA8eyLq/ITZPpA8eGLmdl0AgApNrZ6QNHBwzZkRPAzkR5qsyakSnNIlq0zWDO2ZWRkYHXXnsNVVVVePHFF/HCCy+gqqoKr7zyClwul9aXpzqUx5+xh5vs6aDVBonVZnwirExdIjccFblpSGIkMgKwM3WJ/Ps4kszUgq8lcn3gtIi2nXD7qP5KLBm0rmQ2+sCFIwKq29jWUaw4mll2CgLs9HphtV+XCJfT6GClDxxpG7DUXwmg9WV3fxDtver3gSPvY4vZxFQVQWl2KmyETafFs8fqlGYRR5KFKoHTQk6sTmmOhZUSYnI/zJqcWBn0w/p+WIsSYnZ2uQTTpk3DRRddhIsvvhhTp07V+nI0g1S+MwsZu2kL2Og3wWpjVRFWpi6xHGkD2Jm6xHpkhJU+cKTx4XRYqVRurWFh013f1Q9fUFo+yXrgQguDNhim+ysxF71lxPBn3qCVkZMWfeBo24AxORHX0+sPUZPZ1ID1wGpxZgqSiWx9LXQ5+byXMdRfCYj2gasgnG9aZFXKTWkuYWBKcyxklq4W9xPLU5pFWOhvFnUKSm0Dlso9AXYG/VD9YRnT5VRlSkf8+8AxEba57bbb8Itf/AKpqam47bbbhj32oYceUumqtMc9EMQJt7S/EnNKkFgsOvsCaPf6ketUr3eI/OQJdiJtwMloWyBmOkdVqxcryrNVvQ7WnV3i1KXYLKWqFi8Wl2Sqeh2sb5CA6DXVdZ6cYqKFoSaXVs5KfyWR6QVOfFTVPvheCzmRG8nsVJuqOnI0sDB1qbajD8Gw1CHC2rMn1wcuGI6omiHrC4ZxnGh+y7pB6w9Fpy6pXTbPeiuIQpcDTocVXt/JDNmqFi8mqzyplWxkzprz1Gw2YXp+GvY0ugc/q2rx4vRpuapehx5sg8oCJw41n1xztHBOyE1pZqmKAIjqgjf3NQ++Z8GGSrGxM6VZhIVS66YeuqcaazqKXIMbuqLXnGZXz9UiN6WZdTmJfeDmTIpf9R4TmmfXrl0IBoOD/3+4VyJB3rBWswnlOWw5caZkpcCRJL2N1I50d/QGqP5KrJW+yEbbVF5Y5ZyCrClBgI2FlXaesicnFvrl0ZM9uZzkINPZWZQTGSXVYuoSafiz1l8JoA21YFhATbu6zfyPtkn7KwHsObty0uzISVN/6lIscv2VWHv2on3gWNBRbJcIAWxk6ZIZ1HqQkxaDfljPPAVkeiy1qt8HjryHpzFWRQCw0QeOlBNLU5pFpubRfeCqVdbldZ191JRm1jLgUu1WFGdJG+bHW5czkdn10Ucfyf7/RIdcLCpy02CzMuGfHMRiNmF6vhN7Y6Jth1u8OHVqjmrXwHp/JREy2qa2QXvC7ZNEjwH2nIJAtDnnm4iJtqksp4hsZIQ9ObHQB04PBi1ZnidOXVIz2kams7O4QZr+vz5woq2vRrSNhNyUsebAAaJ94ApdDjTHZF1XtXpV/ZuSz/qUrBSkqng/j5bp+U509HYOvj/c4sV5cwpV+35Sj1vMJlTkshUwBKL6YNvx7sH3auvynv4AWj3S/kosZizJOSfURBAE5rPjAflpzYIgqJp1zXofKoC2V7r6AujoDaiadU0FVhkaCiFSmpOKJItJknVd1eLFchUrU1ie0iwi9oE7FhP8qmrxYuEU9SpTyOeOpSnNsczIT0dD18lAVLyTZNjynAC44YYb4PXSP7qvrw833HCDBlekHXqItAHaT6AgI23T852Ud50FtI5KkhtJp91KNe9mATknjprRNtn+SoyVxQLa94GT7a/EoFNQrg+c2s8e61OEgKH6wGkrJxadp4D22ad6yDwFtG9sTE1pzk5hakqzCOWcUPm5I7/PZjGjlKEpzSJk0EntPnDtvXR/JRZ1FPnceX0hqiVKPGF9SrOIXGWK1s8eizZUksVMBQnUdjTrwXkK0NeltQ3FqpxIvRlvOTHn7Hr66acxMEA35xwYGMDf//53Da5IO/QQQQK07/Wihx4KAH1dR1R24lCj6hmMjABDTF3yqjd1iZRTVqoNuQxGRmSnLqlogBzXQX8l4GQfuFjU1FFy/ZVY1eVaBy70kAEHaB+40Ouap7bhT8qJxQxdgN7gin3g1IKa0sxgfyWAfu58wQgauvqHOFp5yPspOYm9/krAyT5wsaipy5t6Bpie0ixi/l9lSixqDvrRQ38lEeb2eazq8nxthx7IDddiEbUrU5hZzTweD9xuNwRBgNfrhcfjGXx1d3fjrbfeQl5entaXqRqCIOg2yn2ktRcRFaNteo1ye/3qRtv0kikoO3VJRSeO3EaSRaeg1n3gSP1UkM5efyURLTNM9NBfSYTuHaTeJNQ+f0iS1g6wq6NYc+IwKycNpi7Fohs5yfSBq+1Qrw+cXmzNnDQbslKlfeDUfPbojWQac/2VgGgfODpbUD1dTsqJxSnNIlQQWkXboL6rn+qvxKqO0rJthh6mNIuwls3Mqi4nr6vF44ObyJpVEmacXRkZGcjKyoLJZML06dORmZk5+MrJycENN9yAb3zjG1pfpmrI9VeqLGTUk03ctAPBMBq61Ym2yfVXYnWx0DrapheDVpy6FIuaC6te7idA/VTgWPSykQTknBPqPXeknIqzkpnsrwRoW56nl/5KAC0nsQ+cGrj7g2jxSIMkrOryoaYuqYHcQBZWncyulCSq2bKaulwPvfKAoZw42gV4mF7zNNTldB8qNgOGgLZZunJTmlnsrwTID/pRqzKlpl0fVQQAfT919gVUq0zxBcM43klWEbDpNyj7Xx+4WOKZ1MCMs+ujjz7CBx98AEEQ8OKLL+LDDz8cfG3YsAH19fW46667tL5M1SCVoNPBZn8lAMhNsyOTyOhQy1CT66/EqgEiZ6ipJadgOEJNDGPVoAW0NUD0MG1JRMsokl4yKgH5+0ktQ41ynuazaXwAtAGp5tQlvfRXAqLDYsg+cGo9e+Rzl2QxMdlfCdBm6pKI3JRmVp2CgHbOCb1MaRbRcs0jv0tPNhQPhMmjZWWKvpynUrvF6wtJhrTEE1I/sTilWUTLPnByVQTT8tgMGMr2gYvjmseMs2vVqlU488wzUVtbi0svvRSrVq0afJ1yyikoKirS+hJVRa6hMauREZPJpJlzQi/9lUS0Ggl9vKMPAaIHCNsGLVH3rpJBG42MSLMSmTZANOwDp5e+QcAQfeB61Ym26SWjEohOXaL6wKmko+gNN7tOQXHqUiyqyYkwCCty2eyvJEI6d1VzCsr0V2JxSrMI3RNHnQw4+SnN7Ooo2omjjlNQvr8SuzqKXI+j2THq9IHTSykVoG1lip6qCIpcDjjtZGWKNmsey05mi0wfOLX2L6StyeqUZhHKb2D0zK69e/ciEokqYbfbjX379mHv3r2yr0RBT5ERgF701Xq49dJfSUSrsjPye/LT7chIsQ1xtPbI9VFQY+rSsfZe6ntYXljl+sA19dADPpSmzx9CfZd+nIKyfeBUM9T0o8uT5PrAaaTLWX7uAJk1TyNdzvJGEtByzSM3SGz2VxKhN0jqOHGoKc0M91cCZPrAdfar0gdOT1UEAH1tgXCEGpQSD/QypVkkN82uWR84PUxpFjGZTFTfLrXkpCfnKSA3XVcdXa6XvswiaibJMOHsWrBgATo6Ogb//8KFC7FgwQLqtXDhQo2vVD1093BrlNmll+ldIqRBq9bUJb1tJLWaukTKaXJmMtIYjozI9YFTI3Oimui7YzYBUxlNlwa06wMn11+JdR01g5CTVgYt83LSaM2jswHY3UgC2jU21lPJGUDfTw1d6vSB01MVAUD/HcMRgXKuxAPyvs1OtSHXyW4VQUaKDfnp0utTQ5fX6mRKs4jJpI1toKcpzSJalRDrqWUGoOV+WB9N/EXk2vrEqzKFCWdXbW0tcnNzB/9/TU0NamtrqVdNTY3GV6oOeouMALQBUtvRB38o/tE2PdW8A3Q2QDAsqBJt01NPDgDIddqRrUG0TW9OZq36wJERpNKcVGb7K4loYYDI9VcqY7S/kgi51qhRat3u9aNTR/2VALlMnPiXEMtNaZ5RwK6TGVB/6pKI3pynU/PoPnDVKmwm9ZYNkGa3YnKm+n3g9BYwBGR0uQr3k56mNItoUZmipynNIlrYmnJTmpmXk0Z94PSmy6nKFF+ICg4rBRPOrpKSksFIUklJybCvREBPkydEyJs2HBHiPnVJj5ERraYu0U3X2XaeAjKbSRXkdEhnGyRAGyfOoWZ9OQUBbfrAkc8d6/2VAG2mLpFyciSZUcxwfyWAllNXXwAdvfFt5t/UMyDTX4ltXa721CUgan/oqQccoF0fOL0FDAG5/mZa2FD6k5Mqtmaz/uSkjQ0llRPLU5pFSDkda4t/ZQp5z7JeRQBo0weuqy+AVo+0Dy3rdvmkDLpyJl46ijmr++mnn8abb745+P6OO+5ARkYGVq5cibq6Og2vTD3IRbWI4ckTInLRtnhHkY60enUXGQHUL+twDwSpyMjMQvblpEXK9MET0mdvZiHbGyRAG8OflNMsHchJiz5wlJyK2JcTqZ+8vhBOxHnqEimnyoJ0KsuFNaZkqd8HjpSTKzmJ2SnNImpPXQKA2o5eqr+SHte8eDsnfMEwFZTUhS5XsbGxyAE96nINAoYHm/UvJzUqUyg56eC5I23NQDiCus74VqYcPOGWvJ+al8Z8FUFumh2ZxJ493rqcdJ7arWbmqwjULCFmztl13333ITk56jTZvHkzHnvsMTz44IPIycnBd77zHY2vTh3IrAk9REYA9aNIpOFflpPKdH8lEbnMiXhCRtqSLCZMy2P/nqLvp/hukNq8PnQQE/pmF7ni+p1KQGZ2xLsPXCQi6NKg1aIPHLVB0oFBWyTXBy7eulyH95NcH7h46yi5DRLL/ZVE1HZOkM9dQboD2QxPaRZRe3Ll0bZehAiHf6UOdBSVpRtn/eTxBamBLHrQ5aQNVd/Vj/5AfPvA6XHNk6tMOdYWbycOKSf2bU0t+sDp0SloMpnoYH2c5XSAcApWFjhhZbyKAFCvbQZzkmhoaMDUqVMBAK+++iquuOIKfOUrX8H999+P9evXK/pdd999N0wmk+RVUFAw+O+CIODuu+9GUVERkpOTceaZZ+LAgQOKXoMc5E2rh+wSgI6OkE47pdHjogrI1b3Hd4NEymlqnhM2K3OPPgWZYVLb0RfXqUuknFJsFpQwXkoF0PdTMCygNo594Bq76cbJejDU1O4DFwxHqE29Hpw4WvSB02OmIKB+5oQeMwUB9cuE9Og8BeTlFM8SYtLWLM1O0UXAkNRPze749oE7TNiyVrMJ0/LZLqUColkwZILskdb4tRdp8/rQ7pUGDPXw7Mn2gYvjNFRBoAOGs3UgJ4CveaOFLJs/HOfAhX7lpI6tydyONy0tDZ2dnQCAd999F6tXrwYAOBwODAwMDPefjovZs2ejubl58LVv377Bf3vwwQfx0EMP4bHHHsO2bdtQUFCAc845B15v/G5aQRCom1YP2SUA/XAdPOGOq6FmFIO2oWsA7oH4GWp6XVRJgzYiANVxNNTkShhZHlUvItcHjkxpVpKDzdINUlYqHe1jFfLZI58NJalp70MgJM2w04sTR005DQTC1EAW3egoQk6HVA5c6OV+Ig3aQ83euDbs1avzlJRTZ18AbYTzQEn0amuW59J94OL57MmVUtmtbJdSAf/rA0eUMpF/cyUhA9zJSRaUZrNdSiVCPnvxlFNjN917US/7F1qXx09OoXCEcn7oIbAKyNgGcbyfAH1mwAG0nKrbvJTdrATMObvOOecc3HTTTbjppptw5MgRXHDBBQCAAwcOoLS0VPHvs1qtKCgoGHyJUyEFQcDDDz+Mu+66C5dffjnmzJmDp59+Gv39/XjmmWcUvw6RVg89lUovhv8cwlDq6I2foRaOCJSS1ctiMT3fSRlq8VxY9Wr4p9qtKCcMtf2E0akkel0sAFpH7G+Ko5xk7ic9lFIB9N+U3MQoCekUnJSRjIwU2xBHswW56SUzQJSkiui9aDax30xchJRTVUt8DDUAcPcH0dQjDfjpZc0j5dTrD1FlYUohFzDUi5ymZNGZVfF89vQaMEyymKkMk7iueVTAUB8bbkBdXU71Xix0Mt97UWQWIaf9TfGzycmgRUZKEgoZ770oQt5P8ZRTtHcaETDUiY4ibc3azj6qIkIpfMEwjrVLqzn0Iieyci0YFlDdpnxCEXPOrt///vc45ZRT0N7ejpdeegnZ2dkAgB07duCqq65S/Puqq6tRVFSEsrIyfPGLX0RNTQ0AoLa2Fi0tLVizZs3gsXa7HatWrcKmTZuGPJ/f74fH45G8xgK5EKXZrZiig1IqQN5Qi5cBUtfZh/6AtKRttk6cEzarmfJmx8sACYQilOLQixIE6GuNp0FLRl704mQGgNmT1DNA9LpBAoA5aspJh8MORMh7v7YjfoaaXO/FZBv7WRMAfe8Hw0Lc+iyRz53NYmZ+KpVIntOOnDSpozdegYs2Lx0w1Evgwmw2UdcaLx0ViQhUJo5e5ATQwVXSgaAkel7zqECYinLSkw01h7jWA3GsTNFr70UAmDNJKqcWD93rVilIORW6HMhK1UfAcEaB1NErCPHLgiOHLZl0FDB0JSehhJhCfCAOax5zzq6MjAw89thjeO2113DeeecNfv6zn/0Md911l6LftXz5cvz973/HO++8g7/+9a9oaWnBypUr0dnZiZaWFgBAfn6+5L/Jz88f/Dc57r//frhcrsFXcXHxmK5JLmtCD6VUwP8MNco5EZ+Hm1SCOWl25KXrIzICALML1THUqtu8CIalC7aeNt2UcyJOcurzh1Dbqc/ICKCuoUbeq7oyaGUMNbLHiFLoeYOkpqFGZsCREXaWkTPU4pWlS95P0wvSkKSDBrRAtA+cWhkBpPxTbRbdBAwBYPYkdQI89V39dO9FHekoUpfHS07BcARHWvQ3sVKEdAoeavbEbYANmSmtl5IzgA4YenwhNHYr3zoHkCsf1s/9VJaTRk0hjtf+Ra9l+0C0hHgaEYyKl46iAobZqUjVQe9FEdohr7ycmLSUenp68Jvf/AY33XQTbr75Zjz00ENwu5X/8eeffz4+97nPYe7cuVi9ejXefPNNAMDTTz89eAzpbRcEYVgP/J133gm32z34amhoGNM16XG8cSzkTRuvjCW9y0ktQ41UgsVZyXAlJw1xNHuQhtrhZg9CcTDUDrd4EesbsphNVJkEy6hlqHX1BdDs9kk+05MBIm+oKf/sCYLADbVRotcyaxE1DDVA/3Ii17x42QakU1AvvRdF1MpYIuWUnWpDnlMfvRcBes071t6LgYDyA2yOtvUiQNgcenr2SP0UCEWoHolK0B8IoaZDvwHDIpcDmSlS2zhea55eW7AAUdtYrYoLvZaji6hVSUCuETN1Jic6EJYAzq7t27ejoqICv/3tb9HV1YWOjg789re/RUVFBXbu3BnX705NTcXcuXNRXV09OJWRzOJqa2ujsr1isdvtSE9Pl7zGwgEqyq2vm1Y1Q03HkRFAPUNNz32oAPrv6g9FqNp0JSAjkhW5qXAk6aOUClDPUCONNLvVjLIcfTSgBaKG2sxCsoRYeR3V7Pahh5gOpjsdpYIuD0cEugGtzuUUL8OfdA7pTZeTtsH+pvhkn5Jy0t1zRzgFm3oG0E2UZSqB3EZSL6VUADCzIF0yaTAixKdJPSmnyZnJcKXoJ2CYmWrDpAzppMF4lAmRAUOziR4yxDImk0mmkkB5Xd7TH6B7L+ooAw5QJ6lBzxMrRdRK/tD7Po987g41S8sylYA5Z9d3vvMdXHzxxTh+/DhefvllvPLKK6itrcWFF16IW2+9Na7f7ff7cejQIRQWFqKsrAwFBQV47733Bv89EAhg3bp1WLlyZVy+3z0QREOXVAnq7uFWyVDTc9YEoJ6hRstJX4uqnKEWj82k3hcLtQw1qgFtgRNWnZRSiZByiocBQsrJ6aBHm7OOGtmncr0X9fbsqWGo+UNhHG0jSql0VO4J0HLq7g/iBJElqgR6zwaYmpsGu1WqU+PhaNb7mpdss6AiV5p9eoDbBrJQulyFNa88N003vRdF1Ci1pnovWs0oz9VPwBCQC1woL6dWjx9dVO9Ffa951W298AWVTWqI6HhYmwjp5xgIhlHboWz2KXO7lO3bt+P73/8+rNaT9aZWqxV33HEHtm/fruh33X777Vi3bh1qa2uxdetWXHHFFfB4PFi7di1MJhNuvfVW3HfffXjllVewf/9+XH/99UhJScHVV1+t6HWIkItFksWEaXn6iYwA6hhqbV66IaLeHm41DDVBEHTddF1EjTIhvY5gj4V8BlTZIOnwflLDUNNzA1oRNQw18h7Nc9qRq6NSKkAdQ626tRchwoFWWagv22ByZjLSHcSkQYXXvF5/CMc7pVMe9bZBslrMqCSb1MdhzaMyBfWoy1UoE9K78xSQydJVYc0zgq0Zj96n5P00I9+pm96LImRSQ31XP9wDwSGOHh9kL0+nXX8Bw5mF6Yg1+8IRAVUtyg6wqevqp4e16ezZy0mzo4Doua20LmfuCUtPT0d9fT31eUNDA5xOZY27xsZGXHXVVZgxYwYuv/xy2Gw2bNmyBSUlJQCAO+64A7feeiu+/vWvY8mSJWhqasK7776r+HWIkMbH9HwnbFbm/kTDYrWYURnnSYPkBinFZkFptr4iI0D8DbX6rn54iQa0eqvlBuQycZSVUyAUwSFiAdJTE38RNcqE9jXpu5QKoDcr8TDUSDnp8X5Sw1Ajs8X0KCc1DDVSTlOyUpDu0E8pFTBEk3qFdTnpPLOYTZiWr4+JlbGQA0eUzqps8/rQ6iEChjp89uIdCItEBOqcepSTXL+8iMLZp0bQ5aSt2dEbQJvCA2yMYENNy3PCRjjolB7Msq9R370XASDNbkUZsTdVWkeR91NOmg15Tv0MaxOJdyUBc56UK6+8EjfeeCOef/55NDQ0oLGxEc899xxuuukmXHXVVYp+13PPPYcTJ04gEAigqakJL730EmbNmjX47yaTCXfffTeam5vh8/mwbt06zJkzR9FriEXvfahEyH5UShu0exvoRdWiMyUIyESRmpV9uPc0Ss+XnWpDkUv/SvDgCY+ihtqRVi8CIWkD2rmT9JUNAMTfUPP6glRj27mTMxQ7v1pMz3ciySLVF0obansbeyTv503W3/0kZ6gp7WjeYwA5AfE31Eg5zTWInJTO7NrbSAcM9dR7UYR0CiqunwgbKsVmQXmuDp2CxJp3pNULf0i57NPazj54fdKA4TwdrnlkIKwvEEZdV/8QR48dfyhMlVLN06ENVZKVgjRiip3SupzUUXrU5TarGTPinNRglDWP3A8rbUPtbeiRvNfj3gWIf49Y5pxdv/71r3H55ZfjuuuuQ2lpKUpKSnD99dfjiiuuwAMPPKD15cUV8uHWYykVEP+mfKSc5uvQ+ADov29VC+10mQh7CCU4b7JLd6VUAG2o9fpDihpquwk5leWk6qoBrUi8DbV9TW5JA9okC93sXQ/E21BrcdNZE/OLMxQ7v5rQgQvl5BSOCFQGlFF0udLR2z2Ec2K+Tg3/ePcVJG2DBcV6lZPUhqrp6IPXp1z2KemMnzvJpcuAIZmlGwwLqG5VroSYlFOe044CHQYM89IdVHm4krbBoWYvguGTxoHJBMzRoY4yy04aVG7T7e4PopaYWKnfNS9+AR5BEAwRMAToLF2lAzzUflintqacbaBkZQpzzi6bzYZHHnkE3d3d2L17N3bt2oWuri789re/hd2ur14eY8E9EKSmzC3Q601LGP61Chpqckpwvk4NWjlD7UircmVC9GKRodi51SQv3YGctPgZakZZVM1mE5USr6ShRkYkKwvSYbfqL2sCoHUUmQo+EUjjwymTIaUX4llOVdPei16izHqeTnU5HeDxKGao+YJhVBHrgl51OekUbPX40eZVrkk9nSmYodi51WR6vhNWc/yyT8msb71ukNIdSSjJTpF8pqSOIp3Mer2fgPjqctKGKs9J1V2ZtUg8bYO9TT2S93KBN70QzwqeE24fOnqlzen16hSkBti0eBEMK5PUEApHDBMwJAM8Xl8I9QomNTDj7Orv78c3vvENTJo0CXl5ebjppptQWFiIefPmISUlZeQT6Jx9hPFhs5h114BWZEaBtExIEOjfN16aegYMowRdybShRhrr40VOCerVeQrQipA0riYC6cTRs0FLNg5VUk5kpqBencwAbagppZ8AmayJyS7d9ZoQIQ21w83KlQmRG+5Cl0OXvSYAWk5eX4iK4I+XAyc8kumOZpN+SxXKclKRQkxoU+rZ6+oLUNOs9Rq4cCRZMC1fav8ptekWBMEw5cMA7Zwg9cpEoKsIdCwnQmeQds9EoDNPMxQ7t9rI2ZpKBS5Imc8qTNddX2YR0nl6rL1XsaQG0taU2yvpBTIQFghFFOt9erS9FwPE0CC96vKCdAeyU22Sz5TUUcw8ZT/96U/x1FNP4YILLsAXv/hFvPfee/ja176m9WWpBrmozizSb9aEI8lCZZjsIpTXeCFvfj0rQYB2QO2q71HkvNVtxlGCQPzk1B8IUdl0ejZoKTk1xM9Q07NTcAFx7TUdfegmxlyPF8rw17GTee5kl6RJfSAcUayXApWhq+P7Keqok2afKqWjSDlNzUtDKlGurBcsZhPlqIuXnBxJZkzP12fAEKBLMJWSU0PXAHr6pZtSPT97tG3Qrch5g+EIlU2nZ11O/o33NPZInOgTwUjOU/Jv3Ob1o9mtTPYpFTDUsZxmFaVLmtQLgnLOCbn7SY8tWAAgI8WGUmKPqtR+mLyfJmUkIztNnxVwJpOJevZ2KqTLAYacXS+//DL+9re/4S9/+QseffRRvPnmm3j11VcRDis76pxVyL5BC3W8qALxc04YpQ+VCPl3VspQIw1/PStBAFg4JVPyfm+TW5H+ZvubPIi19yxmemKYnlhEyKmrL6BIKnBHrx9NPdKsCT1vkCoLnbATEdXdCmTByZZZ69igTXckYSrRuDpuulzHmYImkwkLp2RIPtvVoIwup9e8DNnj9AKpy5WSE7nRml3kQpKFGRN3zCwsJuSkkG1AbiSzUm2YnJmsyLm1gHzujrR6qfLo8VDV4oWfsDH07MRZQMipPxBWJMOk1x+iBtfM0/H+pSw7Fa5kaQmmYmueQcqsAcButVCtWBTbvxgoUxCQWfPqlNLlZGBVv/oJkNsP9yh2bmYsgYaGBpx++umD75ctWwar1YoTJ05oeFXqIAgC5ezS/U1LPNy7G7oVyTChG9BmTPicWkLK6Vh7H9z9E08F3k0sFnqXE5mJEwhFqOk/44F0TEzPdyLZps+MSgCYnJmMnDRpKrASCwYppxSbBVPz9De9SyTJYqY2LkrI6XhnPzwGmN4VC+XEUcCgjT6/ZEZlhvzBOoEyaBXLWDJOpiBA3097GtyKZJgYpfeiCCmnE24fWhTIMJGTk54DhnMmuST9zSKCMuX75HNXkp2CjBTbEEezT06aHVOyyAyTievyfY3SwTVWmd6hesJsNsUlW7DVIze4xlg6Sok1LxIRqJJto+ly5SqdpOcxmg118IRHsbYZzDi7wuEwbDbpQmK1WhEKTTxCwzotHh/avYQS1P1NmyF539EbQGP3gPzBoyQcEaj+HnrfSM6UqdlXIsPEaIa/KyUJFbnSJt9KGCCUk1nncjKZTFhAZAQokQpMOk/n6HR6Vyy0c2LiciKfu1ynHYU6nN4VSzycOIdbPAgQTVr1OlpchIxKHm7xoj8wMfvF4wuihpreZSw59fpDONo2sQl60T5UxgrwVOSmwUmUq+5WwDlBZQPo3IZyJMllmPRM+LxGy6gE4uOcINe8ykInHEn6DRgC8XFOkPdTmt2K8hz9BgwBuSzdibfNqOmgB9foPsBD2OS1CrTN8AXDONxsjME1IvOK49c2gxlnlyAIuP7663H55ZcPvnw+H7761a9KPjMiu4kFJ91hRalOp3eJTMlKQRbRbG6iC8bRtl70BaReXr0b/jarWaaHycQM2v5AiEpP17sSBOQX1olCGnvGkFOG5L0SBi15T+r9uQPoTffuhh5EJphhsrOOlpOesyYA+n5q6hlAm2diGSaknMpz9Tu9S2TuZKkDWC44M1bIZ9dmMaOyQL9ZE0B0uu6kDGnZ3EQd8o3dA1TAUO+63Gw2UaVnE9XlwXDEMNOsY4lH+Qt5TxpxzVMiwEPKSe/PHUDbmvsUaJuxk7gn507S7+AaEfJ+6uoLoK5zYm0zdtb1SN7np9uRn67vgGHUAUwkNUxw/7K/yY1QjL1qMtHDFfRGuiMJ0/Li0zaDGWfX2rVrkZeXB5fLNfi65pprUFRUJPnMiFCLanGG7pVgNMMkQ/LZRBfWbce7JO8nZSQjT+dKEFDeUNtd3yNRghazyRgGrcKG/4meAaoP1eKSzCGO1g+knA41ezAQGH8qcCgcoZwTRpDTIuI3eH1075Gx8ulxqZzI79Aj0/KcSCMyTCbqaN5G3k9T9C+nFJsVlcQY+YnKaTux5s2d7NLt9K5YyOdCadsgK5VuCqxHlM6qPHDCA19Qumknsw70iNJtM7r7Aqgmsg2NuOZNtG2GIAjYftx4upzcuyjRNoPU5Ua4n6JtM4jBLBPMPiV1+ZKSrAmdjwWSLGbMm5Qh+Wzia570v5+R74RT5wFDgO47rFQfOGZG+jz55JNaX4JmUBskAywWQNSJ8+HhtsH3EzXUyMViaalB5DQlE0Dt4Hsxw2S8Ds9PCTnNKUpHio2ZR33ckM9FfVc/Onr91GI7WrYTG+50h5WKKuiReZMzYDZhsPF+KCJg/wk3lpaOz2g43OKlMioXG8AAyU93oMjlwImYPji76nswbZwT3Dy+IA63SA3i8cqcJURn+cajnYOf7arvwbmzC8Z1vugGidTl+pcTEHU0x6bdK+3EWWKUNa84A2/sOdmPdaK2AWn4LynJ1H1GJUAHLvY29SAYjoy78T753E3LS0Nmqn77UIkM1TajOGt8Ds8dhG3gSDLrenCNSGVBOuxWs6Tx/q6Gbpw5I29c56vt6EMnUY5lBF3uSk7C1Lw0SXn1zvrucZfT+YJhqgecEXS5OJjlvYOtg5/tqu/BZQsnj/ucpF1uBDkBUR0VuzcjM/3GipFtqOe2NQy+N1xmV6LS5w/hANGMb1mZUW5aqZI6cMI9oQwTyqA10MMdi3sgiJqO8WeYkJE2o8hper4TKUTzeDLjaCyQi8WS0izdZ1QC0V4Q0wmHDWm8jwVyw12Wk4pcp34ne8ZC6qiJlFPtrOuWNOq1WegSZb1CZn9M5Llr6BqgGvUaxqCl+uWNv4dJIBShSh2WGsDJDNBrXnVbL9wD488wMarhTw5m8QUnlmHyaS295hkBubYZE1rz6qRyWlCcYYiMSrm2GRPZdJO2Zn66HcVZ+p3sGQtZcTEROe1rckt6VJpMxsj6BmhdPpHnrt3rRy3Ro9IoupyU0+6GnnEPZolEBMopuNSgfoOmngG0TrBtBsCdXZqziyg5s5rpEeZ6ZcGUDEkPk2BYGHeku0mm5MwoTsFClwMFRDnmlpquIY4enlA4Qm3YjZIBZ5GZkrO1dnxyAmjnqVEWVYA2pMhNzlignKcGMdIA2gCZyP1EymneZJfuG/WKLCrJkLzf3dADX3B8gQvSeZqdakNZjr57VIqQz52c8T5aDpxwUyVnRih9AYBZRfRglm3jfPbkSs6M4jzNTLWhnBjMsnWctoEgyGyQDCInk8mERXHU5Ua2DbbWdA5x5MjQmadZhsioBOTlNN7ABSmnyoJ03feoFCErLg41e8YduNhBOJlTbRaqNYBeIZ04vf4QDo6z+frRdjo4ZBRdPjU3DU6HtBJpywR0lAh3dmkMVXI2yWWIkjMgmmEyh4gijfemJSO3ruQkTM3Vf8kZEDXUVpRLjanxyulQsxf9RPacUaK3ALC8LFvyfvOx8clJvuTMGIsFAKwol8rp09ouhIjpd6NBEATKUDOS4U/KqbajDy3u8UWR5Ax/o7CkNAuxSY8BGaf6aNleR5fmGWWDVJqdgvx0adbj5nGveVL5GqXkDADsVgvlnBivnIxaciZCrXnjlFNNRx+6DFhyJkLq8vHaUNGSsx7JZ0bS5cuJIPGu+vEHLijnqUGc8QAtpzavn5qMO1pIXb7MQLYmmfUYEcYfuCAD0ItKMmEdZ8k2a+SnO6ig3nh1lFz/6kKXMTIqzWYTlpUqsx+WnHfCZ+BMiE9rpX9Eo2QridBOnPEqQbpflxFKzkROqSANta5xRZFI52l5Tuq4e1qxCCmnQy0e9PSPfYTvDrLkzGrGXANMWxJZQeiRXn9oXCN867v60eY1ZskZAMwsTEe6AlEk2ZIzA8kp3ZFEBy7G6WgmswyNtOGOBi6UcciTutxIG24AOKU8R/JeKcPfKCVnIuSat22cgQtyA1qQ7sDkTGNskADlAhd7G90Ihk8aB2YTKMesnllapkzgQi5r1Ug6qiwnlQpcjEdHRSJ0j0ojycmRpFzggpKTQcr2RSjbYLxrHmVDGcfWBOT3wxPFOBaBDvGHwlTzNdKjqXfIh3t3Q8+4+naRN7uRFguAllNHr39ck+E2H+uQvDdK2YvI/GIX7DEbGUEYX7kCuQGdP9kFu9UYJWcAkJfuQAVR/jKehTW2KTlgrJIzIFoau0yBbMGd9d2Spr+A8Z49OnNi7M9dq8eHY+3SDZLR5HSKjJzGGrgIhSPUxspoBi0ZCDvYPL7AxaZjpJwMZhsQgQvvOAMXpJwWGyijEpAPXGyu6Rji6KHZeFT631QWpBtiypmIUoGLTYStmWanp9HqGaUCFwdOeODxhSSfGSlgCNCBi/HIyd0fxD6if7XR1jwlAheCIFC63Oj74YlUXIhwZ5eG7KiTbpBMJuMpwSUlmZK+XeOJIp3oGZBMRQHoh0HvTMlKQaFL2rdr8xg3k8FwhNqAnjo1Z4ij9YndaqGekfEsrOurpYbaKRXGkhMgFx0Zu5w2HG2XvF85NcdQGySAltN4nIIbiPtpdlE6MlKMUXImQjpxdjV0jzlwQcrJ6bAapom/iBKBi71NbniJDdJKg+moBVMyJhy46O4LYP8J6QaJfJ71jhKBi0hEoJw4pxrsfpILXGw5NnaH/AZCTisNdj8BtC5XYs1bXpZlmJIzESUCF+sJG6o8J9UwJWciZOBiPBUXm2s6ECGqLYzSxF9EicBFdVsvVW1hNB2lVOAiFmNpJp3xyRHpH2/uJJfhNkhOmSjSWJ0T5KLqSk4y3AbJZDLRC+sY5bS7oQe9fukGyWjOLgBYQRq0YzTU2r1+aqLV6dOMJycy2rattgvBMUSRwhGByuw63Yj3E2Go1Xf1U8MwRmI9sUE6zYD305LSTGrgyFgDF+RG8pTybMNtkEqyZQIXE1zzpuWloYA4p96xWy1UVt9YdfnGYx2ScvTkJPqcRmCi/agOtXjQSfTrMuSaN8HAhccXpMrRjajLJ1pxIQgCpcsTQU7jCVyQutyIclIicEEGoJeVZhlmwI+IXOBirLqclNOkjGRDVVsAygUuYjGWlakz1ldLPf5GND4AejO57kj7EEfKQ20kp+ZINl1GgVxYNxztGFOKK6kEKwucyHUap1+XCGnQHm7xom0Mo2nJCHea3UpNeTQCy4nnri8Qxs4xjIXe3+SmJr4Y0VCbWZCOjBRpmcr6Megod38Q+4iGxmdMy1Xi0phCLnDxyRjkJLdBMuKaJxe4WHdkbFHJRNggAXTmxFjuJ0Amu6Q8y1Dl6CLkmre1pmtMTcVJOZVkp6A4K0WRa2MJ8n6q7+rH8TE0Fd9yrBPhmPQSm8VMDQgwAkvLsqjAxVg23cfa+9BMlBUZUZfLBS7GossHAmGqOf1pBgwYylVcjFmXJ4DzFKB1+SfVY13zpMefZsBqC0BeTuOdhgpwZ5dmtHv9VPqiETdIALBquvR37Wtyj9o5EYkI1MNtxEUVoJW7eyCInURPt+FIFDnNL86A0y5Ncf2oqm3U/z3pFFxRnoUkg2WXAEBOmh2zCtMln304BjmRxkd5biqKMoyVfg9Ep7+QJT0fHB69nDYdk6bf261mQ2aXAHRm31jkVNXqRTuRfn+aQdc8UpdvPNoxaudEnz9EZcwZVZeTcjrW3oe6ztE5JwRBoHS5ETeSQLSENTa+NxAMjylridpIGlROlQVO5KRJqyM+HIOOIuW0uCQTyTbjOU/T7FYsJAJ8Y5ITYWsWpDtQYZDp6LGYTCbqWfloDHL69HgXAjEBa4vZhBUGKzkTOW2qdC3/6HDbqJ0TDV39qOvsJ85nTB1FyunT2i54fcEhjpYSCEWojDmjOgVJm6fZ7cPhFu+4z2e8HZ5OIHvhpNosWDjFmBukpaVZ43ZO7GnsQXe/8bNLAKAoIxkzCefEB4dbR/XfdvUFqPT70w26kUyymHEG4UD94NDo7qdwRMC6I9JjjbqoAsDZM/Mk7z8cpZwA2vg1YgmjyFmVUjltqB69c4KU07Iy46Xfi5D309G23lE7J0g5Tc5MRmm28bJLAODMGXkwEc6J0WZOrK9uRyjGe5pkMRkyuwQA5k/OQHbq+JwTR1p7qXJjo655Wak2LCLsw9Hq8l5/CFuJXp5GdZ6azSZ8Zgax5o3yfhIEgTrWqLYmAJxF2gZjcE6QQY7TphkzuwSg17yttZ2jdk6QjrEFxRlIN9Cwg1hIOZ0Yg3OCfO6yU21UoNYonDYtB7aY4HowTAdthmJLTSf6Y8qNTSZjtqoBoq0byGnBY3HIk3Bnl0a8s1/qxDilIsdQ47JjkXNOjPamfeeAVE7luamYnGnMDRIAnF05PufE+wdbJdklyUkWLCsz1oSOWCjnxCgzJ3bWd6OjV9q75EzCODYSpJyq23pRT0TQ5Gjz+qjsEiPL6TOV43NOhMIRvH9IqqOMLKeJOCdIXX7mjFzDbpDknBOjdciTclpamoVUIlhkFMxmEz5Drnmjvp9aJO+LXA5MzzdedonIeJ0TH1e1SbJLkiwmrDToBgkYv3PiYLMHjd1S5+mZM4zpPAWAsyvzJe+begZQ1Tqyc8I9EKR6EBpZTqdNy6WcE2RZsByCIOBdQkedOd24cpqIc4LU5WdMz4XZgK1qgGhWJdliZPS2gVRO8yZnICvVWH2+RUwmE7Uf/uDQ6JI/5DCmd4Vx+gMhfExkl5wzy7gbJGB8mROCIFAP93mzCxS/NpYgDdrROidIOa2anmvY7BJA3CiffN8fGJ1z4p39UjnNyHei1GDNHWORc06Qzhk53j/YJmn8nGa3YuVUY2aXAON3Tmw73k1lnq6ZlT/E0fpHzjkxGjm1uH3YQ2Senmt0XS7jxBnJOREMRyiDzuhyIg3aLTWjc068e1Cqy9fMLjCs8xSQd06MJnOCdJ6eUpFj2OwSIOqcSLJI+1GNJnOClNPkzGTDZpcAwPT8NEwi2hKMRpd/XNUmyTy1Wc2GDvDIOSfeH4Wc9jW5cYLoa3buHOPqcjnnxGhsze6+AFWad+5s49pQAL3mfVTVJukVKEckIuC9g6RtYHA5zZT+vl0NPejo9Q9x9PBwZ5cGrKtqhy8oreM+Z5ZxlSBAOyf6AuERa9+r23pRSzQXNbrhL+eceGPviWH/mz5/iGrif+4cYyvB7DQ71XPiP3ubh/1vBEHAuwm2WMg5J97cN7ycANp5euaMXEM2fo6FdE78d3/LiAMiSDnNLko3ZOPnWEhDbXNN54gGyHuEY8LpsBq2NE9k9UzaObGLcPiRbKnphMcnnai7xuA66vTptHPi3QPDb5Iau/uxv0na89TocpJzTrw5wprnD9F2lpGd8UDUOUEO+xlJTgCoLJxzDe48NZlMWE0EV9/YM7ytCdBr3mlTc5Bm0MxTEXLNe/dgy4jBelJOpdkpmJZn3MxTADiLdE7U96Cxe/hg/QeHpY4eu5WuBDIapBOnqy8w4sTm3Y09aCN6nhp9P7y8PAspMT0TBQH47yj2L3JwZ5cG/If4Yy0vyzJsKqJIdpodK4jNzau7m4b9b8iFt9DlwLzJriGONgYWswlrCAX26q6mYTMC3t7fgkDo5KbcajbhrEpjG7QAcP6cQsn7t/cPb4DsbuhBfZd04SVlbUTIbMgddd3DZgt29PqpiZVGX1QB4Hwi6trR68fGYQyQUDhCOQ7XGDxoAURLDJJjskbDEQH/GWGT9Npu6b+fXZln2LJ9ken5adRI8Fd3Db/mkXKaP9mFQpfxhkLEkma3Ur22RrINXifut4yUJCwrNW7ZPhB1TpA66tXdTYgMkxHw0eE29PpPOk9NJuM7uwDgPEJO7x1qhWeYbMGqFi+VJZcIax6ZaXS4xYtDzZ4hjgY8viCV/ZUI91M0a/Tke68vNGywPhIRKB1ldOcpEB32lO6QOj7JNY3kNULXnzE9Fyk2YztPi7NSMLtImjX6ygi2weuEHKfmpRlyKEQsdquFCkKPJKehMLa1ySDdfQG8R0QtSQPGqFy6sEjy/qPD7XD3yxsg4YiAl3Y0Sj47b47xFwsAuGzhJMn76rZeHBzGAHlhR4Pk/WnTcuBKNm6ZgsjFC4okBkivPzRs2vQLxP1Ukk0vOEbkjOm5yEyR3g/DbSZf3dUkKVNwJJkN3ZNDpDw3DfMJZ/pwzol1R9qp6YIXzDO+Lk+1W6mMyFeGMWhr2nuxvU7a/+2zcwuHONo4mEwmXLpAqsv/s7cZwSGyBfv8IbxFOE/PTwA5AcClxJq38WgHWoeY2CwIAl7cLtXl584qgNWAE3VJSDk1dg9gB9FbMZYXCDktLclCXrojLtfGEhfMLZRkCwZCEby9r2XI418kbKg8p92wE3VjWVGWjUKX9H4Yzjb4z55m+InA6jkJ4OwqykjGcqIH7nCb7q21XWjokvZ/S4Q1z2614IJ50n3eK8ME65vdA9QE1AsSQE4Avc97e38zBgLywXp/KEw9l4lwPwG0nHbW94x6KFIsxrcOGOPV3U2SZqE2ixkXEsrBqJw3p1DS6DEQjuCVXY2yx2482kHVu1+xeHJcr48VlpRkUuUK/97WIHtsQ1c/thCTlhJFTvnpDqwkxjg/P4ScfMEwlSl4xaLJCeE8tVlpHfPijkbZHgGCIFAbpM/OKYTTwD1eYiE3k2/vbxnSIU/KaX5xBqbmOeN2bSxBymlPQw+qhugf9CLhZM5OtVGltUaFDPB09QWGbLL61r5myaQlswm4nJCzUTlnZr6kFCoi0PeNyM76btQQ7Q2uWJIYa97sonSqFGoo26DN68PHR6RTvxPFNshIsVFTGZ/fLi+nYDhCOS4uXzQZFoM2yI7FbDbh4gWEc2Jnk6RSIBYysHr2zDxkp9njdn0sQW66P6pqQ5tX3iFPymlaXprhq1JESDkdbesdsnz/5Z1Nkt6wTrs1ITIqAeCi+UUwE619hmox8sGhNvQQdugVixJDl8sF60nbezRwZ5eKRCIC/rmlTvLZmtn5yDR4CaOIKzmJmpTz5KbjspvupzYdl7yfVZiO2UWJsViYzSZcQhggL+xolN10P7nxuOS9KzmJ6hVjZMjMifXVHbKb7hd3NMLrk5ZzfC5BDH+Adk7Ud/VTzS4BYNOxTmoiU6JskADgwnlFkk3OQDCMZz6tp45r6OrHe4TT4vMJJKfTpuYgh9jk/G1DDXVcfyCEZwn5XbpwEpISIAsHAEqyU7FoSobks8fX11LHCYKAJwhdvmp6bkJk4QBAss1ClZ79ffNx2U03KafS7BQsSYAsHOB/2YKELn9t9wnZTfc/NtdJbKvkJAs+Oy8xsgEAetO9o64bu2Sy4N7Yc4Ka0Pz5BHGeArSc2rx+vLmPztTdVd+NXfU9ks+uWFwcz0tjivPmFMJulU5l/OfmOuq4Nq8P/9kjdVp8fkliBFYB+WD93zbQa14gFMHfNx+XfHbh/EIk24zdG1YkP92BU4mpuE9sqJXNgnuCkN/ysixMyTZ2b1iRJIsZF82X7of/tbVuyCy4oUgMi5MR3jnQgmPt0ojklUsTZ7EAgLUrSyXv6zr7qebFh1s81MjaRJPT1cunSDbd/YEw/rlVurD29Afw3DbpRvKyhZMMPYWR5KL5RZTX/6/rpZvuUDhCfXbGtFwUZRi7F04si6ZkUCWbf/nkGLWw/mndMcn7kuwUqtmvkcl12qn08Kc21VK94B5fXyPZSKbYLLgoQTJ0AcBqMePq5VMkn7266wRVevbvbQ3UtMpE0+XXnVIqeb+9rhs7iLLOT6o7qF45Vy6VytfoXHdKieR9q8dPZePWdfZRDWqvXDolYTaSAPCFJcWSfneBcARPE8HBPn8Ifyc24hfPLzJ8I/FYVs/Kp0r0SDsgEhHwl0+kny0tzTR8L5xYKgvSqX53f/mkluoF9+d1Ujnlp9sTor2BiCs5iXIM/mNLHfr80oEiT248TlXvXLYwcZynZrMJ1xK6/L/7mqk+sa/ubkKrR9oGItHWvGtXSOV0sNmDjUelfWK3H++i2kB8cVli2VDXEHLq7g9SpecjwZ1dKhEIRfCb945IPqsscOI0wrNrdJaXZVGb7gferhqM4AqCgPvfOiz598yUpISKtAHA5MwUqpfbnz4+hs6YqWePfFAtKXuxmE248bQy1a6RBRxJFmrBeHlnIw6eOLlxfPbTetQRC+3/nVGuyvWxgslkws2nS3/zzvoeycSg9dXt1Ij2m04vhzkByjliIZ+hVo8fT2w8GVmr7eijsr2+uHQKXCmJUeopcu2KEmrT/et3qgbfuweC+N2HRyX/zWdm5GJ6fmKUeopcMK8QBUSG1n1vHRp0NIcjAh74r3TNK8tJTYheOLHMm5xBbbp/826VJIL7wNuHEbsHT7NbKaer0cl12nEZkdH8tw21ONFzskfQHz4+CveA1Ml88xmJZRskWcy4ngiuvrWvReJofmVXE9WY/itnVKhxeUxx0+nSe+NQs0dS2rmjrgtvE9MFbzytLGEydEVuIGyD7v4g/vjxyQDhiZ4BPLlRmoXzucWTkOtMjFJPkauWTZFM0YsIUd0tMhAI42FiP7ysLAsLiAnrRufsmfkoJTK07v/vocFAqiAIuJ+wDYpcjoRpfSQyPd+JVcSEzkc+qIZ3mKEjJImlqSbAH/7wB5SVlcHhcGDx4sVYv379mP77v6w7hqNtvZLPvvGZqQkVkQSim+7/WyU1Jmo7+vDIB1HF98quJqwj+kxcv7LM8NM55Pg/wujy+kP48Wv7IQgCth/voiK3F84rRHFWYqS2xnLtKaWS6XARAfjBy3vhD4XR0NWPX8VswAFg3mQXTqlInGwlkQvmFVLp5T974yA6e/3w+IL48av7Jf+Wk2ZLqNI8kQXFGVhRLt10/+6Dozja5kUoHMEPXtqLYPjkjttqNuHG0xNrIwlEN92fI/pGvLCjEeuro/r73jcPorNPWh701VWJt5FMspipzeSOuu7BlgZ/XV9DDSD5yhnlCdEziOT/Vkkd8ifcPjz4TtTYf3t/C94imoxfvXxKQgxjIbn5jDJJvxdfMIK7XtmHSETA/iY3/vqJdMO9emZ+wvQTjOWLy6bASUyH++HL+zAQCKPV48N9bx2S/NvUvDScnSD9BGM5e2Y+KnKlk2Pve+sQWtw+9AdC+OHLUtvA6bDiqmWJ5WQGoptucjrcX9bXYH+TG5GIgB++sg++4MmsLrMpGjBMNFzJSbiauD/e3Nc8GFx98J3DVE/mryWgbWAxm3AzEXg/cMKDx/+XgfrPLXVUFvgNCehkBmjboKM3gHvfPDTE0TQmYagxCZxBnn/+eVx77bX4wx/+gFNPPRV//vOf8fjjj+PgwYOYMmV4he/xeOByuVB8679htp90RMyd5MKr3zg1IQ3aSETA5X/chN1E08LVM/PxyZF2SQpwntOOD28/M6HS72P5zvO7qeapp0/Lwb4mt6Rhoc1qxge3rUpIZxcAPPpBNR4iIkULp2Sg3etHY7d0Ks5zX1mRUKV5sbyx5wRueXaX5LOpeWmwmk1UhPv+y+cmpEELAPsa3bj49xskzVML0h0ozkrGtuNS4+MrZ5Tjh5+dqfIVskGb14fP/Opj9MVk3zjtViwpzcRHVdKgxeqZ+Xh87RK1L5EJ/KEwznnoE9R3ncwwtZpNOKsyD+8dapXcZ9Pz0/Dmt05PSINWEAR86fGt2HRMWsqxemYeNhztkGwkM1OS8NHtZyIjJTF6npLc9co+/GurNMP0lPJsVLd5JT2orGYT3r719IR0dgHRkvN7iE3R3EkueH1BHCcyvp+8fmnCDM8g+ehwG7781DbJZ2U5qUi1W7C/SeqM/9EFMxPSiQMA1a1enPfIekkbg5w0G6blObG5Rqq3vrR8Cu69bK7al8gEPf0BnPnrjyX7lOQkC06dmo33D0nb1KysyMa/blqecMkfQLTNymcfXY8jrSeTYcwm4JxZ+Xj/UJvkPpuSlYJ3v3NGQrWqieWmp7dR987liybhoS8sGPG/TTxrahw89NBDuPHGG3HTTTdh5syZePjhh1FcXIw//vGP4zqf2QTcc+mchHR0AdGa7p9dPBtW4ve/f6hV4ugCgB9fOCthHV0A8P3zKpFORCbXV3dQkzm+cebUhHV0AVGHA5kOvKu+h3J0XbqgKGEdXUA0++/UqdLff7Stl3J0LSjOwBeWJFZfgFjmTnZRkckWj49ydBW6HLjlrKlqXhpT5DkduG3NDMlnXn+IcnSl2Cz48YWJ6RAEoiPZ7754luSzUETAuwelji6TCfj5JXMS0tEFRDO/f3rRbEl5LAC8f6hN4ugCgB+cX5mwji4A+O6aGchJk/7+zTWdVLP1G08vS1hHFxDtmVdZIP39+5rclKNrzaz8hHV0AcBnKvOo4Ua1HX2Uo6uywEn13k0kpuU7qVYHHb0BytGVk2bDd4m1MZHISLHh++dVSj4bCIYpZ4XNasbdF89OSEcXEO1/Gv39Jz+LCMA7B1qp4W0/u3h2wjq6AOBHF8ySVPEA0YmeoyExLaoxEAgEsGPHDqxZs0by+Zo1a7Bp0ybqeL/fD4/HI3mR3HXBLMxPsNpkkvnFGbjrguE3P9esmEJNYUg0ClwOPPzFBRhuHTh9Wg6+mcAbbiDau+tP1y6W9AkgmZqXhnsSNMomYjKZ8PCVC6keQrFkpdrw2NULE9YZL/LjC2dh7qShJ8DarGb8/kuL4HQkXhlVLDecWorzRhgX/sDn5qEkO3XYY4zOWZX5VCo+yW2rpye0Mx4AZhQ4cc8lc4Y95rKFkxLaGQ9E9fSjVw2vp5eUZOK75yTuhhuI6uk/fGkRVc4Yy5SsFPzqivkqXhWb/Prz8zBlmKCp02HFH760KGGd8SK3r5kx7ARYq9mER69aiKzUxHXGA8AXlxZTTf1J7rl0TsL18SRZWZGD21ZPH/aYr66qSGhnPACU5qTiwSvmjeu/TWyNNQo6OjoQDoeRny+NeOTn56OlpYU6/v7774fL5Rp8FRefNMjMJuDO8ytxw6ml8b5sXXD9ylLc9dmZssbadaeU4O6LZmtwVexxVmU+fn/1IsqjDUTLO/587eKEd0wA0alC/7hxORXtBqJ9up65aXlCZwmK5DrteO4rK1CeSzsfJmcm47mvrMDkzMTNEhRxJFnw9A3LsKwsi/o3V3ISnrx+KRZNGdrgTRRMJhMe/uIC2cCEzWrGrz8/P+GDFiLfP7dS1uFlMgHfWT094YMWIl9YWoxfXDoHSRZ6Xfv84sl48Ip5CZsJEMvKihz89brFsuvaaVNz8MSXl1JZcolIeW4anr15hWyQp7LAiWe/siLhBozIkZFiwzM3L6cy4YBoGf+zN69AeQJNqhwKm9WMv12/FKdPoweMOe1W/OW6xVhZkVjDx+QwmUx44HPzZHu/JllMuOfSOQkftBD55llTcevqabKJDV9dVYE7zk3soIXIRfOL8OvPzx/zusZ7do3AiRMnMGnSJGzatAmnnHLK4Of33nsv/vGPf+DwYemkBL/fD7//5MQ8j8eD4uJi3PX8VqxdNRPTEtyDLcfRNi+e39aA2o5+5KfbcfmiSVhcQm8wE51m9wCe/bQBh5s9cCUn4bw5BTirMo8b/QTu/iCe316PnXU9sCeZsWp6Li6eXwRrgkcjSXzBMF7e2YSNxzoAITpy/cqlU5A8THZcIhKOCHhrXzM+PNyG/kAI8yZn4KplUxI+aksiCALWV3fgrX3N6OgNYEZBGr64dEpCl1cPxd7GHry0oxFNPT4UZyXj84uLMYuYUsyJllE992k9ajr6kJNmw8XzJyXkcJGRaPP68OzWBhxsdiPVbsWaWflYM6sg4SbpjoTXF8S/tzdi+/EuJFnMOG1qDi5dOIk7BAn8oTBe230C66s7EI5EsGhKJr64bAoPFhJEIgLePdiC9w62wesLYnaRC1ctL0aec+jM+URl87FOvL7nBNq9fkzNS8OVS4tRlpPY2d5yHDjhxgvbG9HYPYCiDAeuWDwZ8yZnaH1ZzNHQ1Y9nPq3HgRMe/P2GZSMez51dIxAIBJCSkoIXXngBl1122eDn3/72t7F7926sW7du2P9ebFDvdruRns6NWQ6Hw+FwOBwOh8PhcDiceMLDGSNgs9mwePFivPfee5LP33vvPaxcuVKjq+JwOBwOh8PhcDgcDofD4cjBc1JHwW233YZrr70WS5YswSmnnIK//OUvqK+vx1e/+lWtL43D4XA4HA6Hw+FwOBwOhxMDd3aNgiuvvBKdnZ34+c9/jubmZsyZMwdvvfUWSkpKtL40DofD4XA4HA6Hw+FwOBxODLxnV5xxu93IyMhAQ0MD79nF4XA4HA6Hw+FwOBwOhzNBnE7nsMPaeGZXnOns7AQAFBfz8aocDofD4XA4HA6Hw+FwOBNlpCGA3NkVZ7KysgAA9fX1cLlcGl8NJ5HweDwoLi7mWYUc1eH3Hkcr+L3H0Qp+73G0gt97HK3g9x5Ha5xO57D/zp1dccZsjg68dLlcXAlwNCE9PZ3fexxN4PceRyv4vcfRCn7vcbSC33screD3HodVzFpfAIfD4XA4HA6Hw+FwOBwOh6MU3NnF4XA4HA6Hw+FwOBwOh8MxDNzZFWfsdjt++tOfwm63a30pnASD33screD3Hkcr+L3H0Qp+73G0gt97HK3g9x6HdUyCIAhaXwSHw+FwOBwOh8PhcDgcDoejBDyzi8PhcDgcDofD4XA4HA6HYxi4s4vD4XA4HA6Hw+FwOBwOh2MYuLOLw+FwOBwOh8PhcDgcDodjGLizi8PhcDgcDofD4XA4HA6HYxi4s4vD4XA4HA6Hw+FwOBwOh2MYuLMrzgiCAI/HAz70ksPhcDgcDofD4XA4HA4n/nBnV5zxer1wuVzwer1aXwqHw+FwOBwOh8PhcDgcjuHhzi4Oh8PhcDgcDofD4XA4HI5h4M6uEbj77rthMpkkr4KCAq0vi8PhcDgcDofD4XA4HA6HI4NV6wvQA7Nnz8b7778/+N5isWh4NRwOh8PhcDgcDofD4XA4nKHgmV2jwGq1oqCgYPCVm5ur9SUNSUtLC84880wqG228r+XLl+PDDz/EwYMHEQqFtP55ihAKhbB37178+te/VkRGSUlJuPTSS/HQQw9h165dhpLTJ598glWrVil2P61atQotLS1a/zTFCYVCePPNN5GRkaGInAoKCvDzn/8cvb29Wv80RQmFQnjllVfgcDgUkdPUqVPx3e9+Fz09PVr/NEUJhULYtGkT1qxZo4icXC4XfvzjHxvufgKAnp4efOlLX1JETmazGd/61rcMpccBwOfz4Y033sADDzygiJzsdjvuu+8+7Nu3z1ByAoDe3l585zvfUWzNu/zyy9HR0aH1z1Icn8+HRx99VBEZJScnY9WqVfjkk08Mdz91dHTg85//vGL3U15eHnbv3q31z1Icn8+Hf/7zn1i4cKEicsrPz8d//vMfw91PAHD8+HHMnj1bsWfvc5/7HF544QX4fD6tf5qiNDY2Yv78+YrIKSkpCeeff77h9i+hUAiffvopvvKVryimo5xOJ374wx8yZW+aBD4mcFjuvvtu/OpXv4LL5YLdbsfy5ctx3333oby8XPZ4v98Pv98/+N7j8aC4uBhutxvp6elxvdaWlhYUFhbG7fyLFy/Gli1bYLXqNyEwFAph+fLl2LlzZ9y+Y9GiRdi6davu5bR48WLs3bs3Ludvbm42TDlwKBTC/PnzcfDgQcXPbTKZ4PF4kJaWpvi51SYUCmHu3Lk4fPhwXM7f3d2NjIyMuJxbTUKhEJYsWYI9e/Yofm4j3U9A1NGVmZkZl3MbQY8D0U1kZmZm3DYyRrALRHp7e+F0OuNy7vb2duTk5MTl3Grj8/mQnJwcl3PPmzcPO3bsMMT91NHREbfg+K5du7BgwYK4nFttfD4f0tLSEA6HFT/37NmzsXv3bkPcT0DU0VVWVhaXcycnJ6OrqwsOhyMu51eTxsZGFBcXx+XcRtm/hEIhLF26NG7Oc5bsTZ7ZNQLLly/H3//+d7zzzjv461//ipaWFqxcuRKdnZ2yx99///1wuVyDr3g9bHL84Ac/iOv5d+zYgZqamrh+R7ypqamJq6MLAHbu3GkIOcXL0QXE/15Vk5qamrg4ugBAEAQ8//zzcTm32tTU1MTN0QUAv//97+N2bjWpqamJi6MLMNb9BMT3b24EPQ4A69ati2vE3gh2gUg8n4177703budWm3Xr1sXt3Hv37jXM/RTPv/nnPve5uJ1bbdatWxcXRxcAHDhwwDD3EwDcfPPNcTv3wMBAXJ9tNbnlllvidm6j7F9qamrimiXKkr3JM7vGSF9fHyoqKnDHHXfgtttuo/7dyJldS5YswebNm3UdIeGZXaODZ3aNHp7ZNTp4Ztfo4Jldo4dndo0Mz+waPTyza3TEM7Nr/vz52L59uyHuJ57ZNTp4Ztfo4Zldo4Nndo0Mz+ziDElqairmzp2L6upq2X+32+1IT0+XvNSioKAAzc3NWLVqlWLnXLZsGT744AMcOHBA944uINp/bevWrdizZw9+9atfKXbOSy65BL/5zW+wc+dOQ2yQrFYrduzYgXXr1uGMM85Q7LxnnHGGYRYKEavVij179uA///kPXC6XIufMz8/Hz372M2YWCiWwWq3Yt28fXn75ZdjtdkXOWVFRgdtuu80wji4gKqft27dj48aNOOeccxQ5Z3p6On70ox8Z6n4CgIyMDHR3d+Pqq69W5Hwmkwm33HKLYfQ4ADgcDnR3d+P111/HL3/5S0XOabPZcO+992Lv3r2GcXQBQFpaGrxeL2699VbFznnZZZcZytEFRO+pgYEBPPLII4qd74wzzsC6desM4+gCgJycHLS3t+OKK65Q7Jy5ubmGcnQB0b9/b28v/vGPfyj2u/Ly8vDGG28YytEFAKWlpaitrcWsWbMUOZ/D4cDll1+Of//734ZxdAHA5MmT0dDQgHnz5ilyPqvVivPOO89Q+xer1Ypt27Zh69atimYMpqWl4c4772TK3uSZXWPE7/ejoqICX/nKV/CTn/xkxOM9Hg9cLpcqmV0cDofD4XA4HA6Hw+FwOIkOz+wagdtvvx3r1q1DbW0ttm7diiuuuAIejwdr167V+tI4HA6Hw+FwOBwOh8PhcDgExsntjBONjY246qqrBmvvV6xYgS1btqCkpETrS+NwOBwOh8PhcDgcDofD4RDwMsY4w8sYORwOh8PhcDgcDofD4XDUg5cxcjgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMA3d2cTgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMA3d2cTgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMA3d2cTgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMA3d2cTgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMA3d2cTgcDofD4XA4HA6Hw+FwDAN3dnE4HA6Hw+FwOBwOh8PhcAwDd3ZxOBwOh8PhcDgcDofD4XAMgyGdXQcOHBjy395++20Vr4TD4XA4HA6Hw+FwOBwOh6MmhnR2LVmyBL/73e8kn/n9fnzzm9/EZZddptFVcTgcDofD4XA4HA6Hw+Fw4o0hnV3/+te/8LOf/Qznn38+WlpasHv3bixcuBAffvghNm7cqPXlKUJHRwfOOOMMmEymIV/p6en44Q9/iJ6eHhw5cgQ+nw9HjhxBKBSSPWcoFMLevXvx61//etjzmkwmlJWV4b333hvyXCzg8/nwpz/9Cenp6cP+ltTUVNxxxx146aWXsG/fvhF/k8/nw9NPP42lS5eOKKfMzEz84Q9/gM/nU+lXj4/GxkYsWLBg2N9isVhw2mmn4fjx4zh48CAOHjw4rKxCoRB27tyJH/7whyPKyeFw4OOPP1bvB4+TUCiE559/fsTfc+655+L73/8+XnrppVH97UOhEN5++21UVFQMe16bzYbvfe976O3tVeHXjp/e3l587WtfG1FO06dPxz333INdu3aN6rl744038Oijj6KsrAz5+fnDnvvaa68d1Xm1xOfz4dFHHx1RTi6XC1/84hfx3HPPDaujRB3+0ksv4YEHHsCqVatGPPe8efNw/PhxdX/4OGhsbERJScmIcvrd7343Kj0OROX/6quv4kc/+hGysrKGPfesWbPQ2Niowi+dGB0dHTjttNOG/S1OpxM//vGPx6RHQqEQXn/9dTidzmHPXVRUxLxtEAqFsGnTJlx66aXD/pbk5GSsWbMGzz777LB6PBQK4ciRI+jo6MBPf/pT/OAHPxjxuSsuLsb+/ftV/NXjw+fz4b777hvx9yxduhTf+973sH379hHtgiNHjqClpQVr164dUY+np6dj+/btKv7i8dHT04PLLrtsRDktX758VHICorJ/66238NFHH2HNmjXDnjcpKQkPPvgg87bmaNe8oqIiXHLJJWhpaRn1eZ999lmccsopw57XbDbj+uuvH5X8tSQUCuHNN9+Ew+EY9vecffbZuPPOO7Fly5ZR2eQHDx7EK6+8MuJzZzKZ8M1vfpN5W1O0nYuKiob9LdnZ2fj6178+aJOLekhOXqKcPvzwQ5xzzjkjymnu3Ll4+umnmX/2WlpaRty3ZmVljcmGEm3O3//+93C5XMOeOy8vT7v9sGBQmpqahNWrVwvZ2dmCw+EQvva1rwn9/f2qX4fb7RYACG63W7Fztre3CwDG/EpJSREACEuWLBGCwaDknMFgUFi0aNGYzzl37lzqXCwwMDAwLhkBEBYvXjzkbxoYGBDMZvOYz+lwOISBgQGVpTA6GhoaFJdVMBgUFi5cOObzffTRR+oLYJQEg0Fh+vTpY/5NycnJw/7tg8GgMHv27DGd02QyCV6vV8VfP3q8Xu+47qVFixYN+9w5HA7Fz6slSuuo8epw8VVbW6uNIEbBeHTUcHpcEKLyt9vtYz5vQ0ODir98bIzVNhitHgkGg8LMmTPHdG5WbYNgMCjMnz9fMT0eDAaFJUuWjPu527dvnwZSGB3j1VELFy4c0i4Yr6y2bdumgQRGR3d3t6JyEoSo7JOTk8d8TrvdzqytOd77qbm5ecTzWq1WReWvJcFgUJg1a9a4ZDWcTb548eIxn49lW3M8tjMQ3Y+JsiD3w+OVEzCyra8lzc3Nit1LIuO1ObXYDxvW2VVfXy+cccYZQkZGhpCUlCT87Gc/E8LhsOrXEQ9n16233jquBzH2VVVVJTlnVVWVYudigbfffltR+Shx3rfffltlKYyOSy+9VHFZjfd+ysjI0EACo2Miz8hwf/vxnvfxxx9X8dePnscff5yp5y5RdNRE7k8AwurVqzWSxMiMV0cN93cfr/wvvfRSFX/52BiPbTAaPTLee4vF505pPT7R566yslIDKYyOiegoJe0CAMLkyZM1kMDouOeeexSVkyAY09Yc729au3ZtXM5rRB0Vj2ePVVtzonKSk9dEz8nqs7d27VrFn4947YnigSGdXc8++6yQkZEhXHTRRUJbW5vw7rvvCpMmTRJWrlwpHDt2TNVrYTGza+nSpTyza5gXz+wa/UsuS1AQeGZX7Itndo3uxTO7JqajeGbX6PW4IPDMrrHoEZ7ZxTO7xvLimV0Tk5Mg8Myu2BfP7Br9azibnGd2RV+xmV3kfphndp188cwuxklJSRH+8Ic/SD7r6uoSPv/5zwtOp1PVa4mHs0sQokbt6aefPuwN5XQ6hTvvvFPo7u4WqqqqhIGBAaGqqmrImzcYDAp79uwRfvWrX414s5aWlgrvvvsukwuFyMDAgPDHP/5RcDqdw/6WlJQU4Xvf+57w4osvCnv37h3xNw0MDAhPPfXUqIy2jIwM4fe//z2zClCkoaFhxA2A2WwWTj31VKG2tlY4cOCAcODAgREV4Y4dO4Q777xzRDnZ7XamHV0iwWBQeO6550b8PWvWrBHuuOMO4cUXXxzV3z4YDAr//e9/hfLy8mHPm5SUJNx+++3MGh8iXq9X+OpXvzqinKZNmyb84he/EHbu3Dmq5+71118XHnnkEaG0tFTIy8sb9tzXXHPNqM6rJQMDA8IjjzwyopzS09OFK6+8Unj22WeH1VGiDn/xxReFX/7yl8IZZ5wx4rnnzp3LtKNLpKGhQZgyZcqIcnr00UdHpccFISr/V155RbjrrruEzMzMYc89c+ZMph1dIu3t7cKpp5467G9JS0sTfvSjH41JjwSDQeG1114T0tLShj13YWEh87ZBMBgUNm7cKFxyySUjGuXnnHOO8Mwzz4wYsKiqqhLa29uFn/zkJ8L3v//9EZ+7yZMnM+3oEhkYGBDuvffeEX/PkiVLhNtvv13Ytm3biHZBVVWV0NzcLFx33XUj6nGn08m0o0uku7t7VBmoy5YtG5WcBCEq+zfffFP48MMPhXPOOWfY81qtVuGBBx5g3tYc7ZpXWFgoXHzxxSM6umLP+8wzzwgrVqwY9rwmk0lYu3btqOSvJcFgUPjPf/4zYkDmrLPOEn7wgx8ImzdvHpVNfuDAAeHll18e8bkDIHzjG99g3tYUbefCwsJhf0tWVpbwta99bdAmF/XQUI7BAwcOCB988IGwevXqEeU0Z84c4amnnmL+2Wtubh5x35qZmTkmG0q0OR977DEhPT192HPn5uZqth82CYIgwGBUVVVhxowZsv/2j3/8A9dee61q1+LxeOByueB2u5Genq7a93I4HA6Hw+FwOBwOh8PhJCKGdHYB0QkBH3/8MY4dO4arr74aTqcTJ06cQHp6OtLS0lS7Du7s4nA4HA6Hw+FwOBwOh8NRD6vWFxAP6urqcN5556G+vh5+vx/nnHMOnE7n4FjeP/3pT1pfIofD4XA4HA6Hw+FwOBwOJw6Ytb6AePDtb38bS5YsQXd3N5KTkwc/v+yyy/DBBx9oeGUcDofD4XA4HA6Hw+FwOJx4YsjMrg0bNmDjxo2w2WySz0tKStDU1KTRVXE4HA6Hw+FwOBwOh8PhcOKNITO7IpEIwuEw9XljYyOc/8/encdHVd39A/9MJkMyRJiAypKIMQalhBhAEOOGcYOfpiK1T1U01rVPiwtSHrRYxIiAUEstqDW27jWVap9WRVNEHhVcalzYN9EiBAxQQJgkxkmYTO7vj+FM7szcOzN3ljt37v28X6+0Mlnm5OScc8/5nq1XrzSkiIiIiIiIiIiI9GDKYNcll1yCRYsWBf5ts9nw3XffoaamBpdddln6EkZERERERERERCllytsY9+zZgwsuuAB2ux1fffUVRo8eja+++grHHXcc3n//ffTr10+3tPA2RiIiIiIiIiIi/Zgy2AUAHo8HS5YswZo1a9DV1YXTTz8d1113XdCB9XpgsIuIiIiIiIiISD+mDXYZBYNdRERERERERET6Mc1tjEuXLo35aydMmJDClBARERERERERUbqYZmVXVlbwWfs2mw2hv5rNZgMAxZsaU4Uru4iIiIiIiIiI9GOa2xi7uroCH2+//TZGjBiBZcuWwe12o7m5GcuWLcPpp5+Ot956K91JJSIiIiIiIiKiFDHNyi65srIyPPnkkzj33HODXv/ggw/w3//939i6datuaeHKLiIiIiIiIiIi/ZhmZZfc9u3b4XK5wl53uVzYuXOn/gkiIiIiIiIiIiJdmDLYdcYZZ2Dq1KnYu3dv4LV9+/bhf/7nfzBmzJg0poyIiIiIiIiIiFLJlMGuZ599Fvv370dRUREGDx6MwYMH48QTT8TevXvxzDPPpDt5RERERERERESUIqY8swsAJEnCihUr8MUXX0CSJJSWluLiiy8O3MioF57ZRURERERERESkH9MGu4yCwS4iIiIiIiIiIv1kpzsBqfLOO+/gnXfewf79+9HV1RX0uWeffTZNqSIiIiIiIiIiolQyZbBr9uzZePDBBzF69GgMHDhQ962LRERERERERESUHqYMdj355JN4/vnncf3116c7KUREREREREREpCNT3sZ45MgRnH322elOBhERERERERER6cyUwa5bb70VL730UrqTQUREREREREREOjNlsKu9vR2PPPIIzj//fNx5552YNm1a0Eem+fzzz2Gz2VQ/rr76arjd7pSno7OzE4sXL1ZNh8PhwMMPP4z29vaUpyXUd999h5qaGuTl5amm78c//rFu+VRfX4++ffuqpuWWW27Bd999l/K0KGloaIhYnu644w5d0tbZ2Ym33noLgwYNUk3L+eefj4MHD6Y8LUq++eYbDBs2LGLa9u3bl/J0fPfdd3jwwQdRWFiompaSkhL8+9//TnlalBw8eBDnn3++atoGDRqEL774Qpe07Nu3DyNGjFBNy4gRI/DRRx+hs7NTl/TI7dy5E2VlZappy8nJwYsvvqhL2nbu3InTTjtNNS19+/bFE088kba2/K677lJNW58+fbBu3Tpd0tLe3o77779fNS15eXloaGjQJS2h3G437rzzTuTm5iqmLTc3F7/73e90+Ru2t7fjySefjPhcufnmm3V5/oZyu9246aabIqbtnHPOwTfffJPytHz33XeYNWtWxLRcfvnlaXnmdXZ2YunSpcjKylJNW//+/XWrezt37kRJSYlqWi644IK0tOWi31JQUBCxXXjllVd0SdsXX3yB/Px81bRceOGFaal3gL9vcN555xmmbzBmzBjVtJSWluIvf/lLWp55brcbN9xwg2ranE4nrr32Wl3ahe+++w533nlnxLSsXLky5elQ4na7cfXVV6umLSsrCw899FDK/4adnZ149913MXLkyIj59NJLL6Wlr9ne3o7f//73EZ8zs2bNwsaNG1OePrfbjZ///Oeq6ejRo4c+/RTJhCorK1U/LrjgAl3T0tzcLAGQmpub4/r+zz77TAIQ08fhw4eTm3gZr9crnXjiiTGlIycnR/J4PClLS6jW1taY80iPfCotLY0pHTabTWptbU1ZWpR8/PHHhkib1+uVhg0bFvPf7MCBAylLi5Ldu3fHnLa9e/emLB1ay/ZXX32VsrQoOXDgQMxp27p1a0rTsnfv3pjTMnz4cMnr9aY0PXI7duyIOW1DhgxJadq0pCU3N9ewbfnatWtTmhaPxxNzWj7++OOUpiXU4cOHDfM31JJPQGqfv6G05BMAaffu3SlLi9a2XM9nntfrlYYOHWqYuqeljdKzLdfabxk6dGhK07Z161ZD1jtJyty+gdPp1PWZp7WNSmW7oKWNeu+991KWDiVa8imVY1Cv1yuddtppMaflBz/4ga59Ta3P41GjRqUsfUbqp5gy2GUkiQa7TjjhhJgLy9y5c5Oc+m7btm3TVIHeeuutlKUl1NNPP60pbUbKp6effjplaVHSv39/Q6RNaz5NnTo1ZWlRMnHixJjTdsMNN6QsHVrL9llnnZWytCiZOnVqzGkbMWJEStNyww03aMqrbdu2pTQ9chdffLFh0qY1LUZty08++eSUpuWtt96KOS39+/dPaVpCzZ071zB/Qy35BKT2+RtKaz5NnDgxZWnR2pbr+czT+jxOdd0zUnsppzWfUp22ESNGGLLeSVJm9w30fOZpbaNS2S5oaaPy8/NTlg4lRnnmGa0NCKX1eZzK9BnlbyZJDHalHFd2pR5XdsWOK7tiw5VdscnU2Vuu7IotLVzZFVtauLLLGM/fUFzZFRuu7IoNV3bFLlP7BlzZFVs6uLIrtrRwZVds6eDKLg1+9KMfxfShp0SDXZIUPeB11VVX6fIg83q90qJFi1TTkZ2dLf3mN7/R9UEhtLa2Svfff7/Us2dP1fRdeeWVuuXTm2++KfXp00c1LTfffLPugS4hWsDr9ttv1yVtXq9XWrZsWcTVi2PHjtU90CXs3r07YuBy7NixKQ10Ca2trdLs2bOlgoIC1bScfPLJuge6hAMHDkhjx45VTdsJJ5yQ8s6ssHfvXmn48OGqaRk+fLj04Ycf6tr5EHbs2BFxoNSjRw/pz3/+sy5p27Fjh1RWVqaalj59+kh/+MMf0taWT5kyRTVt+fn5KR9sCx6PR5o1a5ZqWnr27Kl7oEs4fPiwdMcdd0g5OTmqHf6FCxfq8jf0eDxSbW1txOfKTTfdpPuAW5L8+XTjjTdGTNvZZ5+d0kCX0NraKt13330R0/LDH/4wLc88r9crvf7665LNZlNNW79+/XSrezt27JBOPvlk1bRUVlampS0X/ZaBAwdGbBdefvllXdK2detWyeVyqablggsuSEu9kyR/3+Dcc881TN/gjDPOUE3L0KFDpbq6urQ88w4fPiz99Kc/VU1bbm6uNGnSJF3ahdbWVumOO+6ImBa9A13C4cOHpauuuko1bTabTZo3b17K/4Zer1d65513Iq6szM3Nlf7yl7+kpa/p8XikRx55JOJz5r777pM2bNiQ8vQdPnxY+u///m/VdDgcDl36KTZJkiSYxE033RTT1z333HMpTkm3lpYWuFwuNDc3o3fv3rq9LxERERERERGRFZkq2GVEDHYREREREREREeknK90JICIiIiIiIiIiShYGu4iIiIiIiIiIyDQY7CIiIiIiIiIiItNgsIuIiIiIiIiIiEyDwS4iIiIiIiIiIjIN0wa7XnzxRZxzzjkoKChAY2MjAGDRokV4/fXX05wyIiIiIiIiIiJKFVMGu2prazFt2jRcdtllcLvd8Pl8AID8/HwsWrQovYkjIiIiIiIiIqKUMWWw67HHHsNTTz2FmTNnwm63B14fPXo0Nm7cmMaUERERERERERFRKpky2LVjxw6MHDky7PWcnBy0tbWlIUVERERERERERKQHUwa7iouLsW7durDXly1bhtLSUv0TREREREREREREushOdwJS4e6778btt9+O9vZ2SJKETz/9FEuWLMH8+fPx9NNPpzt5RERERERERESUIqYMdt10003o7OzEPffcg++//x7XXnstCgsLsXjxYlxzzTXpTh4REREREREREaWITZIkKd2JSKWDBw+iq6sL/fr1S8v7t7S0wOVyobm5Gb17905LGoiIiIiIiIiIrMKUK7vkjjvuuHQngYiIiIiIiIiIdGKaYNfIkSNhs9li+to1a9akODVERERERERERJQOpgl2TZw4MfDf7e3teOKJJ1BaWoqzzjoLANDQ0IDNmzfjtttuS1MKiYiIiIiIiIgo1Ux5Ztett96KgQMHYs6cOUGv19TUYPfu3Xj22Wd1SwvP7CIiIiIiIiIi0o8pg10ulwuff/45TjnllKDXv/rqK4wePRrNzc26pYXBLiIiIiIiIiIi/WSlOwGp4HQ68eGHH4a9/uGHHyI3NzcNKSIiIiIiIiIiIj2Y5swuualTp2Ly5MlYvXo1KioqAPjP7Hr22Wdx//33pzl1RERERERERESUKqbcxggAr7zyChYvXoytW7cCAIYOHYq77roLV111la7p4DZGIiIiIiIiIiL9mDbYZRQMdhERERERERER6ceUZ3YJq1evRl1dHf7yl79g7dq16U6Oqs7OTqxZswbTpk2DzWZT/bj66qvhdrvTndwwBw8exOWXX66abofDgauuugoHDx5M+L3a29vxhz/8AQ6HQ/X9jjvuOGzatCkJv1lytbe3Y+HChRH/xuXl5di5c2fC79XZ2Yn6+nocf/zxqu81ePBgrFixAp2dnYn/ckl08OBBjB8/PmI+DRs2DC+88ALa29sTei+RTwUFBRHf70c/+lFSym8yfffdd/jVr34VMd2FhYX44x//mHA+AcAXX3yBE088MeL7zZo1Cxs3bjRUmers7MTzzz8fMd3nnHMOFi9ejO+++y7h99u3bx/GjRun+l5ZWVm45ZZbDNmW79y5E6ecckrEtnXdunX48ssvE/obd3Z24v3338dFF10U8e8yduxYPPbYY0n5uyRLLO340KFD8Zvf/CYp6T548CB+8pOfRHw/cSmP0fz73//GCSecELEu3HDDDfj8888TLk+ffvoppkyZgvz8fNX3y8vLQ0NDQxJ/w+Rob2/HjBkzIv6NS0pKMH/+/ITLlOhD9ejRQ/W9+vfvj2XLlhmqHQcAt9uN6667LmI+XXTRRfjoo4+SkvZvvvkGZ555ZsT3u//++5PyfE0mt9uN66+/PmK6J0+ejLVr1yYlnzZt2oRjjjkm4/pQsbTlAwYMwIMPPpiUtvy7777D5MmTI75fVVUV/va3vxmqTLW3t+Opp56K+Df+wQ9+kNRn3qRJkyLm0+DBg/Huu+8aro364osvMGjQINV09+nTBzU1NUkrT3fffXfEfBoyZIhh8+nYY49VTXdubi5+8pOf4JNPPklO2iUT+s9//iNdcMEFks1mk/r06SPl5+dLNptNuvDCC6X9+/frmpbm5mYJgNTc3Kz4ea/XK40cOVICEPPH4cOHdf0dIjlw4ICmtB84cCDu9/J4PJrea+PGjUn8TROjNe07duyI+728Xq9UWloa83uddtppktfrTd4vmwCt5cnpdEoejyeu99KaT4mW32RqbW3VlO7c3Ny480mSJGnr1q2a3m/UqFGGKFNer1cqKSmJOd02m01qbW2N+/327t2bsW35jh07NKV99OjRcf2NvV6vVF5erum9Ev27JIvWdjzRdGttDz/77LMk/raJ+eqrrzSlfeTIkXGXpxEjRmh6r48//jgFv3F89CxTWt+rrKzMEO24JEnS4cOHNaV9+PDhCaV99+7dMb9XTk5OQs/XZNKaT6effnpC+bRx40ZN72eUPpTebbnWPlsifdtkMvozr7y83DBtlJZ+st7lKVPzCYA0YsSIhNNuypVdd955J1paWrB582YcOnQIhw8fxqZNm9DS0oIpU6akO3lBvv76a82rzv7whz+kKDXazZs3L6VfL7dq1SpNX/+Tn/wk7vdKNq1p/9nPfhb3e3399dfYsmVLzF+/ceNGfP3113G/XzJpLR8ej0dz3gpa8wlIrPwm08svv6zp69vb2+POJwCYNGmSpq9fvXq1IcrU119/je3bt8f89ZIkac5buRkzZmj6eiO15VrbnM8//zyuv/HXX3+NDRs2aPqeRP8uyaK1DiWabq3tzY9+9KO43yvZfvrTn2r6+rVr18ZdntatW6fpeyZOnKj5fVJFzzKl9b02bdpkiHYc0N5Wrl+/PqG033nnnTF/bUdHR0LP12TSmk9r1qxJKJ+09rON0ofSuy3X+r2J9G2TyejPvA0bNhimjdLST9a7PGVqPgHAunXrEk97ohE6I+rdu7f06aefhr3+ySefSC6XS9e0cGVX8mZ1uLIrNlzZFRuu7IodV3bFxkoru8444wyu7EpxurmyKzqu7Erde3FlV2zvxZVdsb+fUfpQXNkVG6M/8zJ1xRJXdsWe9mSs7DJlsOuYY46R1q5dG/b6mjVrpF69eumalmjBLknyd9ZWr14t/fKXv4z4B7/qqqsMNTgSDhw4IP3whz9UTXd2drb0k5/8JCkPOY/HIz3++ONSdna26vsde+yxhgp0CR6PR/rtb38b8W982mmnJRToErxer/Tmm29Kxx13nOp7lZSUSG+//bZhGkDhwIED0rhx4yLmU2lpqfT8888n3BkQ+TRw4MCI7zdx4kTDdNKE1tZW6Z577omY7oKCAunJJ59MSqdp69at0qBBgyK+33333Sdt2LDBUGXK6/VKzz33XMR0n3322dKiRYuSElDZu3evdMkll0Ts5Nx8882GbMt37NghDR48OGLbunbtWmnbtm0J/Y29Xq+0atUq6cILL4z4dznvvPOkRx991BCBLiGWdvwHP/iBtGDBgqSk+8CBA9J//dd/RXy/3r17GyrQJXz11VdSYWFhxLrw05/+VPrss88SLk+ffPKJdOedd0oul0v1/Xr27GmoQJfg8XikX/3qVxH/xieffLL00EMPJVymRB/K4XCovle/fv2kf/7zn4ZqxyXJH8i59tprI+bThRdeKH344YdJSfvu3bulMWPGRHy/WbNmGSIoIXf48GGpuro6Yrp/8YtfSGvWrElKPm3cuFHKy8vLuD5ULG15//79pdmzZyelLW9tbZV+8YtfRHy/yy67THrllVcMVaY8Ho/0pz/9KeLfeMiQIUl95l1zzTUR86mkpER65513DNdGbd26VTrhhBNU052fny/df//9SStP06dPj5hPp556qmHzqW/fvqrpzsnJkf7rv/5LamhoSEraTXkb4xVXXAG3240lS5agoKAAANDU1ITrrrsOffr0wauvvqpbWngbIxERERERERGRfkx5Ztfjjz+O1tZWnHTSSSgpKcHgwYNRXFyM1tZWPPbYY+lOHhERERERERERpYgpV3YJK1aswBdffAFJklBaWoqLL75Y9zRwZRcRERERERERkX5MF+zq7OxEbm4u1q1bh7KysnQnh8EuIiIiIiIiIiIdmW4bY3Z2NoqKiuDz+dKdFCIiIiIiIiIi0pnpgl0AcN999+Hee+/FoUOH0p0UIiIiIiIiIiLSkem2MQLAyJEj8e9//xterxdFRUXIy8sL+vyaNWt0Swu3MRIRERERERER6Sc73QlIhSuuuAI2my3dySAiIiIiIiIiIp2ZcmWXkXBlFxERERERERGRfkx5ZtfJJ5+Mb7/9Nux1t9uNk08+OQ0pIiIiIiIiIiIiPZgy2LVz507F2xg7OjrwzTffpCFFRERERERERESkB1Od2bV06dLAfy9fvhwulyvwb5/Ph3feeQfFxcXpSBoREREREREREenAVGd2ZWX5F6rZbDaE/loOhwMnnXQSfve73+GHP/yhbmnimV1ERERERERERPox1cqurq4uAEBxcTE+++wzHHfccWlOERERERERERER6clUwS5hx44dgf9ub29Hbm5uGlNDRERERERERER6MeUB9V1dXZgzZw4KCwtxzDHH4OuvvwYAzJo1C88880yaU0dERERERERERKliymDX3Llz8fzzz+Phhx9Gjx49Aq+fdtppePrpp9OYMiIiIiIiIiIiSiVTBrv+/Oc/409/+hOuu+462O32wOvl5eX44osv0pgyIiIiIiIiIiJKJVMGu5qamjB48OCw17u6uuD1etOQIiIiIiIiIiIi0oMpg13Dhg3DBx98EPb63/72N4wcOTINKSIiIiIiIiIiIj2Y6jbGm2++GYsXL0ZNTQ2uv/56NDU1oaurC//4xz+wbds2/PnPf8abb76Z7mQSEREREREREVGK2CRJktKdiGSx2+3Yu3cv+vXrh+XLl+Ohhx7C6tWr0dXVhdNPPx33338/xo0bp2uaWlpa4HK50NzcjN69e+v63kREREREREREVmOqYFdWVhb27duHfv36pTspAQx2ERERERERERHpx3RndtlstnQngYiIiIiIiIiI0sRUZ3YBwKmnnho14HXo0CGdUkNERERERERERHoy3cqu2bNn4/e//33Ej3RwuVyw2WwxfYwcORLffPNNWtKZLO3t7fjDH/4Q8+8cz8e5556LxYsX47vvvkv3r5sQt9uNCy64IGX5dPLJJ2Pu3LlYu3YtOjs70/3rxqWzsxPvv/8+KioqUpZPTqcTt9xyC/7+97+jvb093b9y3L755huMGjUqpXVv5syZGZ1HALBv3z5cfPHFKc2n66+/Hm63O92/akIOHjyIH//4xynNp4KCAjz44IMZ3Za3t7fjgQceSGk+5eTk4O67787ofOrs7MQzzzyT0nyqqqrCrFmzMrrudXZ24tVXX0XPnj1Tlk/Z2dmYM2cONm7cmPF9gzPPPDOlZepHP/pRRpcnQJ+6N3Xq1IxunwD/M2/SpEmw2+0py6dhw4bh/fffz+h6t2HDBjz66KNwOBwpyyeXy4W///3vGZtPAPDdd99h3rx5GDp0aMryKS8vDy+++CK2bNmSsXnV2dmJ+vp65Ofna/rdR48eHfVn88yuFBNndsVj9+7dOOGEE5KcotRrb2+H0+nU7f1sNhtaWlpwzDHH6PaeyeJ2u9GnTx/d3u/000/HJ598guzszFnU2dnZiVGjRmHDhg26vafT6cShQ4eQm5ur23smwzfffINBgwbp8l45OTlwu90Zl0eAP9A1cOBA3d7v8OHDyM/P1+39kuXgwYM4/vjjdXu/TG3L+cyLTWdnJ4YMGYKvv/5at/fMxLrX2dmJ0047DV988YVu7zlq1Cg0NDSwbxBFJpYnQN+6l6ntE6D/M6+8vByrV6/OuHp35plnYs2aNbq959ChQ7Fhw4aMyifAH+jq1auXru+ZqW358OHDsWXLlri+P1ooy1Qru2w2c53Xdeedd6Y7CXFZtWqVru8nSRJefvllXd8zWf7whz/o+n5r1qzRdaCRDF9//bWunVkA8Hg8upfjZNCzzejo6MjIPAKAGTNm6Pp+etfzZJk3b56u75epbTmfebH5+uuvdX/+ZGLd+/rrr3UNdAHA6tWr2TeIQSaWJ0Dfupep7ROg/zNvw4YNGVnv9Ax0AcDWrVszLp8ApKUeZGpbHm+gKxZc2ZViXNmVepk8i8SVXdFxZVfsuLIrNlzZFRuu7IoNn3mx4cqu2HBlV2y4sit2XNkVG72fecOHD8fnn3+ecfVO75VdpaWlWL9+fUblE5CelV2jR4/Gxx9/nFF5xZVdGnR1dRkq0BWvESNGZGygCwByc3Ph8Xjw+OOPp/R9zjnnHCxatChjH6oAkJ+fj8OHD6OysjJl71FcXIw5c+ZgzZo1GRfoAoDs7GysXr0aq1atwplnnpmy98nNzcXNN9+M//3f/83IQBcAnHDCCdi9ezdOP/30lL7Pr3/964wNdAHAgAEDsHfvXlx00UUpfZ/q6uqMHRwBwHHHHYcDBw7gyiuvTOn7DBw4ELNnz87Ytlw882pqalL6Pj169MD06dMzNp+ys7Oxbds2PP300yl9n8suuwz33Xdfxta97OxsbNy4Ef/4xz9SGkS12+148MEHsWHDhowLdAHBfYMxY8ak9L0mTpyYseUJ0K/u3XXXXRnbPgHdz7xrrrkGWVmpGyKXlpZi1apVGRfoAvxl6ZNPPsH69euxePHilKa/d+/e+N///d+MDHQBwDHHHIPW1lbMnTsXP/jBD1L2Pj179sSf//xnbN68OeMCXYC/TK1fvx5vvvmm5gVCo0aNivo1plrZZURiZVdzczN69+6d7uQQEREREREREZmaqVZ2ERERERERERGRtTHYRUREREREREREpsFgFxERERERERERmQaDXUREREREREREZBoMdhERERERERERkWkw2EVERERERERERKbBYBcREREREREREZkGg11ERERERERERGQaDHYREREREREREZFpMNhFRERERERERESmwWAXERERERERERGZBoNdRERERERERERkGgx2ERERERERERGRaTDYRUREREREREREpsFgFxERERERERERmQaDXUREREREREREZBoMdhERERERERERkWkw2EVERERERERERKbBYBcREREREREREZkGg11ERERERERERGQaDHYREREREREREZFpMNgVoyeeeALFxcXIzc3FqFGj8MEHH6Q7SUREREREREREFILBrhi8/PLLmDp1KmbOnIm1a9fivPPOw6WXXopdu3alO2lERERERERERCRjkyRJSncijO7MM8/E6aefjtra2sBrQ4cOxcSJEzF//vyI39vS0gKXy4Xm5mb07t071UklIiIiIiIiIrK07HQnwOiOHDmC1atXY8aMGUGvjxs3Dv/617/Cvr6jowMdHR2Bfzc3NwPwB72IiIiIiIiIiCgxvXr1gs1mU/08g11RHDx4ED6fD/379w96vX///ti3b1/Y18+fPx+zZ88Oe33QoEEpSyMRERERERERkVVE2z3HYFeMQiOGkiQpRhHvvfdeTJs2LfBvt9uNoqIi7Nq1Cy6XK+XpJBJaWlowaNAg7N69m1toSVcse5QuLHuULix7lC4se5QuLHuUbr169Yr4eQa7ojjuuONgt9vDVnHt378/bLUXAOTk5CAnJyfsdZfLxUaA0qJ3794se5QWLHuULix7lC4se5QuLHuULix7ZFS8jTGKHj16YNSoUVixYkXQ6ytWrMDZZ5+dplQREREREREREZESruyKwbRp03D99ddj9OjROOuss/CnP/0Ju3btwi9+8Yt0J42IiIiIiIiIiGQY7IrB1VdfjW+//RYPPvgg9u7di7KyMvzzn/9EUVFR1O/NyclBTU2N4tZGolRi2aN0YdmjdGHZo3Rh2aN0YdmjdGHZI6OzSZIkpTsRREREREREREREycAzu4iIiIiIiIiIyDQY7CIiIiIiIiIiItNgsIuIiIiIiIiIiEyDwS4iIiIiIiIiIjINBruIiIiIiIiIiMg0GOwiIiIiIiIiIiLTYLCLiIiIiIiIiIhMg8EuIiIiIiIiIiIyDQa7iIiIiIiIiIjINBjsSjFJktDS0gJJktKdFCIiIiIiIiIi02OwK8VaW1vhcrnQ2tqa7qQQEREREREREZkeg11ERERERERERGQaDHYREREREREREZFpMNhFRERERERERESmwWAXERERERERERGZBoNdRERERERERERkGgx2EREREZHu6hoacc6Cd1HX0JjupBAREZHJMNhFRERERLqrXbkdTW4PalduT3dSiEyPwWUiMqpUtU8MdlFKJavgWuEBbYXfMRmSnU/Md0qmKUvWouTeekxZsjbdSUkq1pPYMJ+0mVxZgsJ8JyZXliT8s5j3lExmLE+pCC6bMZ9Swcz5xLEeJYNonxYu35bUcsBgF6VUsh6s4ufUvL7JtI1gMjshZnxgiN9p4fJtSe2scWWBNYnyNGXJ2qTWlfoNe+CT/P9vJslug83aRtW8vontSRTyv311RRE+mnEhqiuKEv55yX42pJs8n8xYX4xOlKeFy7elOylJk8zgssA+VGxSNZA3gmSP9cxcltiWqxPtE4CklgMGuyilRhX1gd3m//9ETK4sgd0G+CQECr/ZGoxkdkJEJ23Wa+YJDoqHYLPHi3ynI2mdtVR0/tIpVUEcsxHlqX7DnqQ+VIcVuIL+3wzqGhrR1tEJwN8GJ6NdMWOntnbldvgkwG6DadqTVBDPp3n1WzBi9tsYMfvthMpTqp4N6SavI5wM01ddQyOaPV4AQLPHa5q8qq4owuTKEtSu3J6032lyZQnynQ60dXSaJp/qGhqT0jbJHZvXAwDQdqTTdM++ZPWj5T/HrO2UGfs+ySImv6aPH5LUcRmDXQZhxkpd19CIN9b7Vzm8/+WBhH5WdUURZl9RhsJ8J0YV9THlLK6o5AASKgt1DY1wH+2kSYBp8kcEPCUAeTnZCa0EkEvGygIjEQ/SN9bvSeqstNnaKNGpGlbggg3AobYjSfndvm07AgDYdeh70+RX7crtgTYFSLxdEcEzpyPLVAMkMbkzrMCF2pXbkxJwNlu9k/N4u+D2eOH2eBMqT2IyLdnPhnSbXFkCpyMLTW4P9re0JyWQx9WHsalduR3S0f82Uz8KSM1gu7U98XpsJOKZ5/Z4E+5DiTZ8Y1MzAMDrk5KyCMAo6hoasXD5tsCEWCKqK4pwbF4P3PfaJsx+Y7Np2in5czxZgUEz9w2SjcEug5DPdJql8Mo7C26PN+GOvwhKrG48jCa3BwBMtSJHSLQjIv8+G8yzwqC6oghV5QVJCUyY+SEhZllF3evo7Er4Z05Zshb3veYfIN1nktWCoj35tu0IJAAery8pndpDbR2wwZ/vZumoiUBz6GvxEgMJEey477VNpjjjbHXjYfgkYGNTc1DAOZEyIJ4HZskjAJg+fghCilNCQc8VW/6TlJ9jRB6vv/32dvlb9EQDeWZefZjM8xInV5YEyqiZ+lF+/rK0r9mTlDOWZr22CT7R4Qj0PDKXeI4LiQZxxPhOnjM+yf+8MIN59VsCgcF59Vvi/jliNd0GWVDQLCt15c/xT3ccSsoEuxmP96lraMTQWcsC443Zb2xOys9lsMsApixZG5g193jNNUCSS2S7kHxrlhhMjj31eFOsyAnddnZsXo+EZn1EsMPpyEKuIwsLl28zTUO4uvFwIDCRSNBFPCTm1W9Byb31mPDYh6YKfrW2d6/C6fQlFuyqa2jE0vXB50+ZoX0C/L/b3mZP4N+JblepXbkdHm8XJAAdnT7TzN5WVxQFbcu0IbFBt1KeLF2/J+Pr36iiPrABQStCEumsy7ePAsAb6811DpxcIqtCPF5f0M8xy5k4qTgrStQ9nwS88tnupP/8dBHPKZ/kb0uKZ5jvkpBkqGtoRJO7HYC/DCRSxkSgSx7EET87k4nnuODtklJSlswQxAEQlFfy/9YqdAU5gLB/Zyr533rp+j0JLf4QY0bR30i0HhtJWN3zJSd4zmCXASgdZGyGRvDTHYeC/j3AlRvXSiz5svul6/cEBpOJbo00CjHrs/ToKoANTc1xz/rUNTSiduV25OXY4fF2BVZOmCE4ETrwA+Jv4MUyYo+3Cz4J2HB0JYYZVi2JmXvB2yUldO7E7KXhMyvi7IlMJtqVLlleSUDcM5Oh5bNLMsfsbehsKwDkOhLrOqjlSaa3UyIYL5fItjoxYy5IQMa3T0Dwqm+5ePs9jqzudWLivzJ90lB+HEG3xDv+8oDphqZmU5SnuoZG3PfapqDXJCQWHF64fFtQ0Nos55+G1olEVi0p1WN5XcxUkytLwn6P0Ak/LcaeenzYa1m2xFdpGoFSnYi3nqi1/5ncjss5Zf2mpQms+haT9Su27JPt4PCZYseKUhlIxu9j6WBXbW0tysvL0bt3b/Tu3RtnnXUWli1bFvi8JEl44IEHUFBQAKfTicrKSmzenJwldUJdQyN6ZIf/GUIDRZko9OHQ5G7HqKI+mg/GDB28C8nYnmUESr9HvKsBRCMYOrsmzjnL5EZw4fJtirM+Q2e9pfn3kp+PpvQ+mUxpy1kiAU9vV3jlkwc+MpVauxLvzKTSrCSQ+Su7lH4vj7cLQ2ctiyuIqhS0BsyyVSi8QCWyrU6pLGZ6QL6uoRH7W5K7+iMvJzvw3yIQm+nbX5Taa7cn/rIkgtahJdQMQRy1Z1siQfmOTl/Qv81yblfo88jbJWHCYx/G9bOU6lfNhGFx/Swj+XTHIcV+T7yUJua7pMyfuBAThqHirSfVFUVh29vNst06dMWSoPV3m7JkLfa4PbAhuH/Q6ZNMcfB9dUURQuPlyTjCwdLBrhNOOAELFizA559/js8//xwXXnghrrjiikBA6+GHH8YjjzyCxx9/HJ999hkGDBiASy65BK2trUlLg1oFyPRr69Ua8Xii2UqDd8C/dSHTHxYAkKMQ7ATim/WRX9sqt2zT3oxvBNV4vD7Nv5eYATGrLFt4hYk36FJeaJ5bBeXU2pV4Z6bFkvJQmb6yS63cxLtqVCloDQAupyOjZ7rl24Pk4jngWLRPakUxk9vx2pXbVQeS8Zw9UtfQGBSYEOVSvpU7E6kNgmYv3ax54koMSpXqnRmCOEorcQBgZlWp5p8lgoLJGJga0Yot+8JeM8PkVTIle/wVGjgVMrneiTZFacIwkXpSkJ8b9G+fBMx+Y3NGj/XUJvgA7eO8+g17ICF8Ws3bJeHYvB6mOMdaqduTaJ20dLDr8ssvx2WXXYZTTz0Vp556KubNm4djjjkGDQ0NkCQJixYtwsyZM3HllVeirKwML7zwAr7//nu89NJLSUuDWqGsKi9I2nukQ6RGXGukXtzEqNTxz/RVOID/sN5Q7jjPDhLXSofy+qSMbwSV8gkAHHab5t9LzIAoUVpynknUBpPxBl2uOmNQ2GuFIR2STCQuPAjl7ZLiqnvvf3kgqVuzjCJSuYln9YzaitwT+/bU9HOMJpnPItE+qS0uyOQyFSntPkn7AFBtwjCen2Uk1RVFihMN3i5J88SV2ipWIVk30aZD99EN2WGfiyd4rrZC1wzqGhoV64ozzhVwSmUwk+ucID+fUi6eXQQAkJNtV3w9k1d9izZFaSVWvNQmjLxHVy1lqmS2KVXlBap5vKGpGZMrSzJ60hCA4rNKrU7GytLBLjmfz4e//vWvaGtrw1lnnYUdO3Zg3759GDduXOBrcnJycP755+Nf//qX6s/p6OhAS0tL0Eck1RVFyHeGP6QfnTQy/l/GACJ1aHvlOjT/vOqKItUVUGYV7+BpXv1Wxdcz/TD/6ooixdnbvB7az8SJ1MkQh0dmKrW6F+8AWamTYYZDaJUO3heS2bHK5DoHqJcbp8OO6eOHaP791NpxM68uUAvUq4lWVzO5TCltVRG0ToRFmjE3w+UQ37YdUXzd6bBryiex4tvpUB50x7M62ihEYDhZg0lxwY/ae2UytfTHu3VffmOlkOl1DlCvd1rrSfcOAuVI8xsZfClL6K3fgjgsPZ5jUyKNeTJ9gkdpsYbS2F+NKEtjivti+/wq1WdoprdRamVGrU7GKiOjBy+++CLOOeccFBQUoLHRnzGLFi3C66+/rvlnbdy4EccccwxycnLwi1/8Aq+++ipKS0uxb59/qW///v2Dvr5///6BzymZP38+XC5X4GPQoPBVEaFa28M7a5naAApqs5JA/OcHKT2QM301AKDeOKktfY5GfjOVYIIzQ1HX0Ki4YimeG/SirXLK5G3EagPheAbIkQaTmd5GJbtjpRbQyPR88k/IhA/+PF5fXAH5TF85qUZrQCsStcA+YI4DoNUWGVWVF2hqpyLNmJvhcgi1wMGRTl9c7bnazbyZfL5ZpHTHuzperY3K9ItZkvk3rmtoDDrEX8j0Ogeo55PWXQTdgVjlPlQmbyGurihSXE0J+Fdvx3Nsilpf0+nIyvgJHqVV2mrlQon8PK66hkbVZ2imtuOA8kUjQqK/V8YFu2prazFt2jRcdtllcLvd8Pn8A/v8/HwsWrRI888bMmQI1q1bh4aGBkyePBk33HADtmzpvo3LFnL2jSRJYa/J3XvvvWhubg587N4d/WrnAa7wLUGZ2gDK7Tr0veLryexYbTTBagC1vOiM48pVtRVJZjgMU21gHU+HQe2MD8C/IiDTtxEriefvr3a+EmCONkqJDcldOWOOfEreYb1qgyGH3ZbRbVSkMhNPGVA76DnebbaZQOsNy2rn7gGZHcAR1OqK1i0dYqCkdlbauppxGTuYjLRSMN7V8Wq3OG7ek9n9zeqKIsUti/G0vWp9g0zeEitUVxRhwvDwPmC/Xrma6smooj6w2yJvE83kNko97fEdm9KpeilA5k/wqB39EWtdEatzJ1eWqPYn7Bl+w2ekftLC5dsSalcyLtj12GOP4amnnsLMmTNht3cvyR49ejQ2btyo+ef16NEDgwcPxujRozF//nwMHz4cixcvxoABAwAgbBXX/v37w1Z7yeXk5ARudxQfasRBmEpbgjK5ARTajihHrZvjXG6uFJvIVVmWn0nUGqd4boOJtCIpk883q2toVC038Z5FppS/jiwbts+vyvhtxEp1RW17ayRqdRjI/O0KaitxLlfo5MZCrX5lels+ZclaxRlIh90W12omtW1CmX4uRyTxlAG1gSmQ2W05AMWBZDzEeZ5K4u1nGIlaG6t1S0emt9XRnKayiyDeG7vVbnE0wyRYu8IOCa9PSlqb4vH64uprGEldQ6NioFlrIG9142H4JOCISjnMz/BLWdRWIOdk2+M6NkWt75XpR9j4y4xywC7WPo+4QV6cy6zUx1e6mCqTROonJXKjPJCBwa4dO3Zg5MjwgWhOTg7a2toS/vmSJKGjowPFxcUYMGAAVqxYEfjckSNHsGrVKpx99tkJvw9g7oMwAfWVSfEu3Q2NTdjgbwQzfRYJUA5OqJ2vEYkZOmNKalduj7hsV+tDVa38qS3LzjR2hYdePLeXRlpdaIbtCkodtTHFfeP6WWoDq0zuzALqAXRvHCtPAfX8sMGcg/JEVgqqHWyc6VY3Hgp7Ld/piCt4qrYKI5O3CAlqbazWemKGtjoStV0E8Q6SZ1aVKgaaM30SDEjeGt2xpx6vuqqyXeEojUyidoGR1jO7xGqcqvICxT5+Mre+p8ulpw1UfD2ecdmjk0YqhoQy/bgatfKk9YxKQW1bpPrKuMwQ6fiGRFdqZ1ywq7i4GOvWrQt7fdmyZSgt1XbN8K9//Wt88MEH2LlzJzZu3IiZM2di5cqVuO6662Cz2TB16lQ89NBDePXVV7Fp0ybceOON6NmzJ6699tqk/C5ihlvpT5vpM7d1DY2qs2PJ2l4gIb5r3Y0otI2y24CZVUM1/xy1h0VhvjOjH6yRtqvEM6CZXFmi2JnN5DwS1M42A7Tn1eXDC2CDclAo01csqd1aGe8AWWlglawVLOkUactUsoIJNvjb80wflCttVchOYHum0tlBNmR+OxW6mt3pyML08UMC55FopRSgNsM2RrWgltZ6It+2n9lz/9o0e7yaL5sRtzuaNdCsdii21jZFrFpS6kfFuzraKNT6m1ovhhCrcR6dNDKsf1Be6Mr4iTBAeet5IqtwlMaNmX5cjdJFDgAw+4qypJaBAhPckq4UsLMh8a32GRfsuvvuu3H77bfj5ZdfhiRJ+PTTTzFv3jz8+te/xt13363pZ/3nP//B9ddfjyFDhuCiiy7CJ598grfeeguXXHIJAOCee+7B1KlTcdttt2H06NFoamrC22+/jV69eiXld6muKMK6mnEoyHcm5ecZidp14BOGF8RdaLXcXJFpQgdJ8TaCagcXmuEmxtlXlIU9MLQeGCr/eVvnXBr2+qc7wlccZBq1LQQ2aA9QPTppJArynWFBoQnDtR0kbURKAc94Z9oA/2AhdHtevKvEjERpy1SWTfv2YXGbUF1DY1gQJ9eRZYrghFIoIZHtmUpBjTkTk9tBTgeloKD8AF6tlCa8MvkcKkFpIKl1wA34n3f9evvz3OV0BLV7JrjvQDVQI0H7ZTNqqzBMkE1Hhf8m8aw+FauWZlYFLzIoL3Rl/Ao4te3RffN6xN2mhG4f3bq3Ja6fYzRKF2kl0o8KLU8AkJ3hjVR1RRFcR/uGTkcWCvOdmJvgc1wpyGyGW9KVAuUuldtxtci4YNdNN92Empoa3HPPPfj+++9x7bXX4sknn8TixYtxzTXXaPpZzzzzDHbu3ImOjg7s378f//d//xcIdAH+w+kfeOAB7N27F+3t7Vi1ahXKypTPh0iE0mHZmT5zKx6E8k5tvjM7oYeg0q2Vmb5iSTgkG1Amso9faaAQ6XDMTFJdUYQ5E4PrX1eXlNADI3TlTSbfwigobSGwIf5BslKnJdNX4AD+8tQ3Lyfwb0eWDb1y43+oKt1OlOnbqIDutlz+jHrwijLNAXR5MEOUH7vN3955vF3Iy8nO+OBEaF3JdzoSCuKJ1d8i7+PZ2m5EH824CDsXVAWCwznZ9qADeBNlhhWVShxZNmyd8//ibsfznQ60dXQGDbylzN75AkCcbxdcN7Js8V02I8qhGfqVsYpnJZb8DCF5H3NDhq/CkZPvvEkkgAOE53E8Z/IaUegKSLst+SuWzHC8iJgMFc86AIHJv3jMrCo1UQC+26OTRga15U6HPSltcUaOgn/2s5+hsbER+/fvx759+7B7927ccsst6U5W3OSzbjZA8fDeTCMO0QNsgQrp9nQmdL5WVbl/S5X4eeWFroxfsSTIO59q117HInTbgw3KMyWZTN6xSvSMstDgqxnOPAvtVCUS6ALCZ3yTNSA1AnFb0oThBejXOzfhQzDFzysvdJkmn8SgRnQ44w3Gy4MZ4r9nX1GG6eOHmCqvREfN6bBjXc24hFYYidXfNROGwW7TfmaM0YWuhoz3eS5+jvPoCkEzrKgEwvsC4ibOeAZJIhjv7ZICq7/ttszfcibIt4nZbf6AfDyXzciDOOWyg+/Nkk+hZSrf6YhrElpeDpVWyWc6cdtk7tGVOIkGcB6dNBJzJ5YFVlKq3c6XacaeenzgqIt8pyPhfAp9viUr2JFOYmt0R2dX4OgdMflX8/qmuMfFuY4s2OAvS6IfawaXlPYPlKlkXU6QkcEu4bjjjkO/fv3SnYykEJ1/l9OR8IDLKERllkJei9ejk0Zix4Iq7FhQhZ0LqrD0znMTT6RByDtSiayaEd8rgqZiJVQiMwhGIrbHFuY7sXNBcm5NFMEzpyMr45ffA92dKrGqJBnbnkTHrDA/1zQBZsC/Tcgn+f8/GStLxDkm37YdMVU+AQgEpeLteMoHkeK/AX+djueSCaOaWTX06PYe7WcuqqlduR0+KfHVBUYjAjCJ9nnEz/F4u0zTfwKU+wKJbPcUW7dt8A+MzHDzsCAP4lSVJ2eb/dI7z8XOo/1Ns+STKFP5TkdC7XloOZwwvMBUA24h3psFlVRXFGGgSxxbY451OasbD0NC8g5HFytQxcTFzKqhGd83EHXFc3TXRUenL3AunE+Kb1wsxkIS/DuDzNSWizLl7ZKS9jzPiGDXyJEjcfrpp8f0kalE599Ms9zy38EffTbH75UKIkCRaB6JAfuciWWBFQWJdI6NJplbXYSZVaWKZ09kMrEiJFnn1nw04yJMGF6Afc3tmg/8zRTyYEy8UlE+zWzh8m1ocntMccmIkIxyFEq+Ei7TO/6hklVnxCDJHGe/+Ym8KS90BQIJieSXOKtyzsQyrG48bIoJMEEeGDTDNvtUkW/TTKSdCi2Hj04aaaoBd6KTO0rqGhrR1tFpujbKbuu+MCzRcYbou/bNyzHNxIWoK2JiPSfbHjgXLt62XP49oefBZbrQgGcy6opNkoy/Y3/27NmB/25vb8cTTzyB0tJSnHXWWQCAhoYGbN68Gbfddhvmz5+frmQqamlpgcvlQnNzM3r37q36dWKZo5lmuAFgypK1qN+wB1XlBaZ5CGYas5Uts/0+maCuoRH3vbYJgH91yfb5VWlOUXKwLMVuxOy34fZ44XRkoW9eTlLyTPzMfKcD62rGJSmlZHSsd+l1zoJ30eT2oDDfGVhhmenqGhoxr34L2r1duHw4+5tkPGasd4C/7okJq+njhySlTTfj2DHZzz0z5lGqZESwS+7WW2/FwIEDMWfOnKDXa2pqsHv3bjz77LNpSpmyWINdZm0ESRsOAqJjXdGfyHPAv7qAD1ZlZq6/IjBlg38WNxn1z8z5RepEe5KKw4wpOrPWO/YNyMjMWu9SgXWZkikjtjHK/e1vf8NPf/rTsNerq6vx97//PQ0pSg5ufyEgsfM4rIJ1RX8iz+dOLGOgKwIz11+xrePy4QVJq3+p2PJHxpfoeSWUGLPWO/YNyMjMWu9SgXWZkinjVnYNGDAA8+fPx0033RT0+nPPPYcZM2bgP//5T5pSpizWlV1EAGd+iDIZ6y9RbFhXiIiIKNUyLti1YMECPPDAA7j11ltRUVEBwH9m17PPPov7778fM2bMSHMKgzHYRURERERERESkn4wLdgHAK6+8gsWLF2Pr1q0AgKFDh+Kuu+7CVVddleaUhWOwi4iIiIiIiIhIPxkZ7MokDHYREREREREREekn4w6oJyIiIiIiIiIiUpOd7gRolZWVBZvNpvp5n8+nY2qIiIiIiIiIiMhIMi7Y9eqrrwb92+v1Yu3atXjhhRcwe/bsNKWKiIiIiIiIiIiMwDRndr300kt4+eWX8frrr6c7KUF4ZhcRERERERERkX5Mc2bXmWeeif/7v/9LdzKIiIiIiIiIiCiNTBHs8ng8eOyxx3DCCSekOylERERERERERJRGGXdmV58+fYIOqJckCa2trejZsyfq6urSmDIiIiIiIiIiIko3wwS7Dh8+jDfeeAM//elPI37d73//+6BgV1ZWFo4//niceeaZ6NOnT6qTSUREREQGUNfQiNqV2zG5sgTVFUXpTg6R6bHOacc8I0ofwxxQv379epx++unw+XwRv27Xrl0YNGhQUMBL/rkTTzwxVUmMCw+oJ0o9diSIyAzYlmlzzoJ30eT2oDDfiY9mXJju5BCZnhXrXKLtshXzjCjZ4q2Hup3Z1dLSEvGjtbU1pp9TXFyMAwcOhL3+7bffori4ONnJJtJdXUMjzlnwLuoaGtOdlIxRu3I7mtwe1K7cnu6kEBHFjW2ZNpMrS1CY78TkypJ0J0U37CNExzxKHSvWuUTbZSvmGVGyxVsPdQt25efno0+fPqofY8eOjennqC1E++6775Cbm5vMJFOSJaPzYfYOTF1DI2pe34QmtwcLl28z9e+aKHlZiKcjMWXJWpTcW48pS9amMJXplWh9qWtoxIjZb2PE7LdZDilhZm+/k8GKg6J4y4VVV8HF0+G3Wt1LJDhhtbzSqrqiCB/NuNBSdS7RdtmKeabVlCVrUTyjHkNnvcW6F0KtTTJzW6X0u8VbD3XbxuhyuTBz5kyceeaZip//6quv8POf/1x1G+O0adMAAIsXL8bPfvYz9OzZM/A5n8+HTz75BHa7HR999FHyE5+AaNsYrdJZE0Ecn4SElvGKpcB2GzD7ijLT5Zn89+uV64Db49WcX1YpU4kuCy+eUQ8JgA3AjgVVSU+fESSaR+L7gcTqLZlDIm1Lsp4BmcAqbXCyxNtOjZj9NtweL/KdDkwfP8TUeS4vUwA0/65W20YVTx2sa2jEwuXb4PZ4AQD5TgfW1YxLZTLTKtH23Mz1TRBlAgCmjx8S1+9qlbxKVMm99fAdjUhYpZ2KlVr7beZ2PZnj/aSt7Nq9ezduvvlm1c+ffvrpAIDzzz9f8eOMM85QXbUFAGvXrsXatWshSRI2btwY+PfatWvxxRdfYPjw4Xj++eeT9evoRsw+1by+yZSRWcDf0M96zT/IsQGaI7KhK3jsNsAnwZTbPI7N6wEAGFbgwvTxQzRFsMUqnPte614ZZmajivrAbvP/fzxyHXYAgASYtu4lmkeTK0uQ73Qg3+kw/UoTeTtj5tmyRCSyWmLh8m1xPwMyDbcixq6uoRFtHZ0JtTHNHi/m1W8x9XNv4fJtgd8vnlUiVlkxKPpB8+q3oK2jU9P31q7cHgh0WYG8TGkV2saZ9Zkpgp9ujzeufKpraAz0yefVb01BCo0hkV0AouwMK3DBBsDpsJu+ndJK9MUPtXVg6KxlgXw2c7uezPF+0oJdhw4dwgsvvKD6+WuvvTbiNsMBAwagpqZG9fPvvfce3nvvPdxwww1YtmxZ4N/vvfceli9fjj/+8Y845ZRTEvod0sHswRvA/3uJMGauw645OisPCH664xB65Zp38L15TzMAYENTM2a9tgmjivpEzC95ByO0o9bs8Zqu4yG3uvEwfJL//7UQeXZJaX+Iay7MOkASefTG+j1xdUKqK4ow9tTj0druxac7DqUoleklysPspZuPdki3JDQIMDPRsRpV1Idb0iOQd0Dj/T3FNusJj31o2nwCugMMzUcHk1p+z7GnHg/AP2Hh8XYBADo6u1KRTMPo6PTFVR6sso1KlCePt0tzgEIMKB1ZNtjQXb7MqK6hMdBfdHu8QQPoWIQOsq0Q4Hd7vJr7UfL88Hjjq7uZQNQ7t6wdj/V3FWXn27YjmDOxDH2PTvqbUV1DI4bOWoaTZtTjlF//M+Z6V11RhLycbHi8XYG2bV79FlOvGKyuKEJVeQFsAA61HUmo3sQc7Fq6dGnEj/feey/i9//sZz/DlClTVD/fv3//iMEu4bnnnsvoWw1DGwDxx0xk9YXRyYNSnb4uzZ1/8f0+CVi6fg/cHi/ycrJNV7nrGhrRI7u7SkrwBykikXcwxKqwLJt/9YQE8wZQpyxZG9het7+lXVNHTeTZ6sbDcDkdqU5q2ogVE6Is+B+O2mYWpyxZi6Xr9wTq3oTHPkxJWtNJlAdvlz8k7/F2oe2IthUBVjj/DQA+3XEITW4Plq7fgya3B7Nei31Fsjwwcd9rm4KCi2ZTXVGEyZUlmFe/JTCrr7UtfuNovdvQ1GzaQaRoo4DuNkpLcOL9L8MvK8rJ1u0oWl2NPfV42G0AYIv7vK4pS9ZixOy3NQc2MkloP9od46Sf2K7W0emDt0sK9L/MmEdAeN9QDKC1lKtDbR2Y9domTFmy1rQrTKaPHxL0b615NLmyBI4sW+DfZpxEk7fjANB2pFNT8FOUHUAy/c6U2pXbAxMz3i5JU70TwXjB4+0ybd9gypK1OGlGPZau33N0Msunqb8ZKjvWL5w4cSJsNlvErYY2m031c4m48sor8fzzz6N379648sorI37tP/7xj5SkIVlEA7Bw+bZAgGJDk381z9KjgY1HJ41MZxKTrrqiCPe9tgmAv3LPem1TIBATLWAlVizJmXEbjPw8GzmxxU4tnyZXlgQi+zWv+/O4SwLyndlwezqP/gTzqd/QHQT0dkmBh0YsZWpyZQkWLt+Gvc0eHI1vmHIGV2lLhphZjHUmSJ7PAAJtlZmMKuoTCJwKXp+kqeMu2u6l6/fg/S8PxH22h1GJdjg0nyQA8+q3xPS7rtiyL+jfIrjY7jXnSpyFy7cFOrUAsL+1PWJbHo3ZnnkAcP/rmwJtsJDIyiynwx42ODWL9788AJ/kb8MB/5EHsbblYiuWvP7G+rzMJHUNjYoThGLrZyRKz8tY+6mZaFRRH+xxe4J6iFq2j8nbN/H8M9uZQUq0jj+qK4owr35L4HlnRqF1x+uT0OT2xFSe5OeZiXEiAM1bkDOFUn/TdvT1aO25eF2eT4A5+wahYw8gsfY45imwgQMH4u9//zu6uroUP9asWaP5zWPlcrkCgTSXyxXxw+hEZFZ0PEIHj0p/4EwXutpBNPmxrGRTGmABMF3nQ5xno/Y5NfKtCcMKusu/P9AFNLnbk5pOoxBLW+Vi3doqyo687xE6EM9kYhb/WJWl4Fpmgga4zH/DrdI2WIfdFggkR5pJEnktJ5aXm2m7glo7DPgHzbGsaFMKatltwOXDCxJOn1HIV/h1dAZftuP1SYFVENHKxpQla006TRFMafzn8fpiXiF5Yt+eQf/2eH145bPdyUia4YQO/pKx4s9sgyT5kRlysRzpoPa8NOuOi9WNh8PyqtPXFfWZp2ZpnEclGJk4b1iuID9X0/hjypK1QZMeQPhqsUyn1o4c6fTFFGQW7Vi+s3v9jbdLMlVZEkJXIzvsNsyZWIbVjYdjas/NuIpLSVW5cr+wraMzrnIRc7Br1KhREQNa0VZ9JeK5555Dr169Av8d6UOL+fPn44wzzkCvXr3Qr18/TJw4Edu2BQcWJEnCAw88gIKCAjidTlRWVmLz5s1x/y7RKr7aHziTqQXw6jdEXiJe19CI/S3hwRoJMN1DNZJYZ7p3Hfo+7LXUrLVMv/e/3B/WUVtXMy6mlYJDZy0Lm8E10+oS0XkQ57+FCg0KRtpWvMekwVI5pcGMCExE63yIvJZvUwDMt7xcbDMoL1SeUIo0SSPKV0F+eOC0R7YdY4r7Ji2d6Va/YU/gjLzQAQ7gf3bVb9gTsWzUNTQGVkrImW27Z6Tnd6Tt+/L2Smml6YamZlP1DcTBz0orQ2JdOaHEBvNNGk6uLEGWQqcnliMd1J6XyzbuNdXEBRB8DISct0uK2jaJvAgNNAPat/gZnVLwtMndHpiwiDRxIfIqtC0zY71T+318kv/Wc6XJC5E/o4r6wOnIQpPbE5ikF8xUloDgc/IEr8+/dfPYvB7IdzoiBnNCt4sKZssnABhT3BdOR3iIKt42JuZg1913342zzz5b9fODBw+Oem6X0axatQq33347GhoasGLFCnR2dmLcuHFoa2sLfM3DDz+MRx55BI8//jg+++wzDBgwAJdccglaW1tTkqb3vzxgqodq6DlUcj4JEc8Qql25XXXpb7w3oxiVUsdBiHYGiegMK90iZLbVAVOWrEXxjPqwhyIQ242K8v3ychLCVyBmKhGYqCovCNrfLyfvnKidraC0uqQwP9d0HX+1Cw4kRN+yIFbqKrVTYnWYGYgVpN+2HVH8vHxVaShRvvY1hwdOPV6fqTpq4vzNbKURN/zlqaq8IOIWWbVnosfbZaq6F+nvHulEjFgujzBTmRJbEJV4vNFXTqh9v9n6BoJSlzGWLelqE80iAGSm/makyYlIAVTRlt/32ibFQLPZjhhR+13EmZWRJi5EXoUWRwkw1fmeSqvb5cQETyj52bnqk83maqUitSGiPkUK5qi15Waqc4B/7HHfa5sUx2p2W3y/b8zBrvPOOw//7//9P9XP5+Xl4fzzz9ecgFiMHDkSp59+ekwfWrz11lu48cYbMWzYMAwfPhzPPfccdu3ahdWrVwPwr+patGgRZs6cGwna0wABAABJREFUiSuvvBJlZWV44YUX8P333+Oll16K63cRHVWVvrDpZkZCzy0J1e71qX7OrMvHlajNKgL+lV2RBjjRrss2y+AI8D801R5/sXRGIzWS0S4DyBQiMPHopJGKZ5G1tAeXFbWDZZVWl7R1+Ey1YgmIv51RugFVzuuTTDeDq5ZXuw59rxqIEeVLLSBmpo7ao5NGYvv8KtXPz5lYhkcnjQy7FU9+gLgnwjPRTHVvcmWJ6srjSJsExErnSM88K/Ud4uWwm2vdt9KWMy3GFPeFybJEVaTJiUhbz8Tt8WqyTZaBkZ7fdlvkiYtIbZBPMs+RNZGOOBCUAsnyfqfa5FCTu91U45dYxHPJw8LlX5hqIixS3agqL0jtmV2JaGlpiflDycSJE3HFFVfE9JGI5mZ/wKFvX/+2ih07dmDfvn0YN25c4GtycnJw/vnn41//+pfiz+jo6Ij4O4nBUaSzCs3U+Y8m0nktaisuAP8Mkpn2vSudQSV4vL6IgZxoHXszzUjGs81XvvT+0x2HVL8u12FPJGmGM+GxDxUDVqFtj5Yr6Zs9XtPcuCTKhdKNbkKk7S/ROnmFCtv2Mpm4mVONWiAm2qqwefVbTdNJA/zlSuthxKIsRQu4m6XuAf5ykauwTQGI3C+I5bbFaEckZJLp44cobucQov2e08cPOXrTWbBLywYmnDYjUTuvC4gtSFy7crvqualm628qHXkBdAdw1ISeDRvK65NME4yPZliBC6sbD6seKB5p/CK+3wxCbwgMle90KF66FtTvjBAjNVN5mj5+SMSjZcaeerxiX1z0VfNylMcobk+nqSbCIrVBS9fviWtVpC7Brvz8fPTp0yfih/gaJTU1NTF/xEuSJEybNg3nnnsuysrKAAD79vkPre7fv3/Q1/bv3z/wuVDz588POjB/0KBBQZ/vvmJVmSPLZqrVAJEq94ThBRFvnozUqc82WT4lcm5NpME64L8G2CwenTQy7HwkQa0zKt+mF2nG4JLS/qqfyzRq59kI8Z55J8F/kK8Z6l4sM5IAcKjtSMQVS+qdF3PNckeqO2JAHW3Lp5JEr5Q2mmhnvCkRZSlawD3WW1Qzh3IdifQ8nD5+CPKdjoi1yyeZZ5BUXVEU8UzJaL+nGFSGWrrePAFBIPqkX7QgcaTPSzDXOUtq58DGcoZipF0IgPlWVartwol2QcTkypKIQWq1yZ9ME61exBIk7lSJMsd66VSm8E/wqD/j1SZpRF810oVjZsqrRyeNjDhZHM+qSF2CXe+99x7efffdiB/ia2L1+eef48UXX0RdXV1g22Ei7rjjDmzYsAFLliwJ+5wt5AAJSZLCXhPuvfdeNDc3Bz527w6+GUh0PNQaQbNdT1tdUaR4MDEQPUhTXVGEuRPLFD9ntnxauHxbxN3pag+MuoZGNEfYzgGoP0gyldrfPtLSezEQjzSb9oaJOv/RBkDRtkvXNTSqtlGRgmiZRJSLaJ0xtXOlRFuuVrvUgmSZKtLNnJ/uOBR1dWCkz8VygHSmiDTYE51R+WpT+dXrM6uGqgbzAfPkkdDpUx50R/o9qyuKsK5mnOrqL0eWzVQr4CLdzBnrAEetHTLTqu9oK2lqXt8U9zlJ8lvizEBtdaTH68N9r0XOp2g3NEf7O2SaSEONSOcHVVcUISdbPbBhlvYJQNjNw0KsizdOU7n4pq2j01RBZkD9mQeoT9KIvmqkvkFeTrbJ8kr9d41nh48uwa7zzz8/5o9ovvnmG5x33nkYM2YM7rrrLkyZMgVnnHEGzj333LDAUqzuvPNOLF26FO+99x5OOOGEwOsDBgwAgLBVXPv37w9b7SXk5OSgd+/eQR+h6hoaVRvBSIU5U0WKRkdTXVGkeAOYGfNJTb7TodqIRVq6L0TaEpKJ1P72Ex77UPF1+XLpSLNpZhpwR+tIhR5CG3ojo9pB/mYS6/bNSIfuRgpmme3wdaUD5oVI2xvlZUvtNkczHWysNomTZesO+MlXm8r/u7qiKOJEjlnyCIi83TOW1SFqg+qaCcNi3padCdRmsZ2OrJhvIL4vgbOsMkW0lbbRzkmK1FbHeiN2pog2wRMpnyI9B8wUZAYiX1pktwGzryiLu50xS/sUSWeMixLUttWabVEDEPl3Ugueir5qzYRhqt97bF6PpKTPKNTaEbsNEXeEqdEl2BXqgw8+QHV1Nc4++2w0NTUBAF588UV8+KHyYFXu5ptvhtfrxdatW3Ho0CEcOnQIW7duhSRJuOWWWzSlQ5Ik3HHHHfjHP/6Bd999F8XFxUGfLy4uxoABA7BixYrAa0eOHMGqVasi3kwZSV1DI2pe36R+qHGXZKrVAEDkwFS037WuoREbFVaS5OWYa6YtUucj0udEB2/CcPWb9+JpGIyqrqFR9QEay5Xzo4r6wG6D4iGrZhpwV1cURTxHoW/IVsTQGxnVBpt2m3/7sdmonavrdNgxZ6J6h3Ze/ZaIP9cs5QmIbzYN6C5bC5dvU2zLAUTMY7OQT3DJV5uGXhChFhB02M21dT9ScCHa6pC6hkYcautIdpIMSW01crs38sU1gtrqrXynw1TnUFVXFOHYvB4RJ/8itWGRAqxmm/iprihS3J7nyLJFPbcrWh6aqY1K9KBstVvWzTZZr7Z4I9Fbzs2WT5EkGjxV61tlGvntnkq7S+Lth8YV7HrxxRdxzjnnoKCgAI2N/oftokWL8Prrr0f93r///e8YP348nE4n1qxZg44Of4eltbUVDz30UNTv/+CDD1BbW4shQ7of0kOGDMFjjz2GDz74QNPvcfvtt6Ourg4vvfQSevXqhX379mHfvn3wePznuNhsNkydOhUPPfQQXn31VWzatAk33ngjevbsiWuvvVbTewmRDsGUf42Z1EwYpvhgjeXmSaWVS06H3VSdNMDf+VDbNhZta5C4eU8pAOg02aHr0VayRStP7395AD4JinXw8uEFqF253TTBZqU6kmVTnn0NHXCrDTZnX1FmquAp4H+49spVDgxGupkKiDwIirQiMxNF+rtHamfk51Sq1V0z5ZPas0m+dUi+qjB0heFVZwxSDL7m9TDXBE8857sJkVaemq3/pLbqQW0lcugqXbUtRh2dXaaqd4D6Fnunw465EyM/u8y2/S4apTnDvJxsbJ9fFTGfHp00EnMnlim2UWa50VqINLCOpbyonW9mtsl6pVu/BXEOVaTbAsU5jKHBrUgrmcwmlkBXpGeb2mUvmUY+8R66otZui/98a825U1tbi2nTpuGyyy6D2+2Gz+d/kObn52PRokVRv3/u3Ll48skn8dRTT8Hh6B5gnH322VizZk3U7z/xxBPh9Yaviurs7ERhYWHsvwj8v0tzczMqKysxcODAwMfLL78c+Jp77rkHU6dOxW233YbRo0ejqakJb7/9Nnr16qXpvQTR8Y82ODAT/9714KJWmJ8b05Jnpc8fUem8Zb74ZzHUZrrNdOg6EPnq61hWZql1/CcML8DqxsOmutGkuqIorETZVc4aDB1wq81yR1vJlInEDblKos0iiQC1mBEH/OXQbKsmBKVJi3ynAzOrhqp+jyhbapeVmO3WSrUOa6zlQW1CzGzlqbqiCA6FxjyWIPHkyhLVp6XZ+k9KnI4s1f5T6CpdtX6Fx2u+fpTaqshokxZA5L6FGVczK4kUtJCrrihCVXkB7LbgZ0K2yVbiPDppJHYuqAr7+8e6C0Cp/2C3ma8tjxT4qyovUGiTgolzGGsmDIPTkQUb/HXObMF4NbH+rmqXHvj7YKWpSJru5BPvoQH5RC6e0Rzseuyxx/DUU09h5syZsNu7AzajR4/Gxo0bo37/tm3bMHbs2LDXe/fuDbfbHfX7H374Ydx55534/PPPIUn+nPj8889x1113YeHChbH/IvBvY1T6uPHGGwNfY7PZ8MADD2Dv3r1ob2/HqlWrArc1xkN0/JWCEDYAc026nSP8NiFbTOdqVFcUYcJw/0NVDIrMdNOSnAgIyhuzWJfxqs10m222srqiCLOvKAs8EMVgyYbYtkKpLbcWV0ib7cyJy4cXBA11vF1STAE9UW5CO/+RbgXLVEo35M6dWIa5E8uwuvFwxJV+l5QOgN0GZNuzAgGK0wpdMZ2lk4kevCL82RfrwajVFUVh5RGIfAaMmcRaHqLd2Gwml5YNDHstloGgvCw5HXZMGF6AwnynKftP4qZTeVeg3dul2n8KfY6pHUYe6aa4TLX0znMV606ki2kEEcCRKy90YeeCyCudMpV8wl0ULS39RbFKXj4gNduKJcC/DS90O2Os2+7FKji5AS6n6dootUCxI8uGRyeNjLlvvXD5Nni8XXA5Haasc0Bw4HzC8AJN7YvapQdmOpxefntw6Pg3kfGZ5qfdjh07MHJk+B8mJycHbW1tUb9/4MCB+Pe//x32+ocffoiTTz456vffeOONWLduHc4880zk5uYiJycHZ555JtasWYObb74Zffv2DXwYVV1DY6DxFGfgFOY7TX1uyeVHA1blhS4U5jsxqqhPxGWtco9OGont86vQ1tE9E9nW0Wma7WaCWMqbk20PdEQ6YzzDTW2m20yBG6G6ogh983IgofumSVeMW8ZEHjsdWch3OgJ1b3JlScwHlmeSRyeNxI4FVUHbDiLdICSIzknoIMFslx0A4TfkOh1ZqK4oijobCfgHB/4i2N3jj+XsuEwVehac1nPuVjcehgQE6qAN8Z/BYGRKK0FiLRPd5TG4U2u2VZXyfhAAzbP5oix5vD6sbjxsurZbEOVBHmiOtGUl9DkmgmWi3oqVp2ZZCRBKaeAd6WIaOXmwx27zbyk2q5lVQ5HvdCDf6cBphS7YbbFdDKHEzKuZ6zfsCVppW17o0tTOhB5RYtY++ewrysK2Iorgpxn71vESAdDCfGfcW/IEtWNJzKB25fagw/wTPb9Ncxi+uLgY69atQ1FRcKFdtmwZSkujPzx//vOf46677sKzzz4Lm82GPXv24OOPP8b06dNx//33R/3+WLZKGp3YpiAOghSrSszcEDw6aWRQ9PqcBe8G3UClhQ3d532ZKc+qK4qwcPk2uD1eOB1ZsNu6V7HFsgIOQOD7AfOdGSQ3ubIEtSu3Y1RRn0D9iYU8n9o6OvHG+j243ALLpasrivDpjkOo37AnpoNVxVlC4qBIwayzbQAws6oUtSu3B8qSKGPRzhaqXbkdbR2dQSsrzdY2yU0fPyRw6PX08UM0/Z7yPDVr/gDdzztxIU2s7bjcJaX98cb6PYEwqtlWVcr7QfEczDu5sgQLl29DR6cvMPll5jIlv8kznsHN2FOPD9wUqrXeZhL5M76j04ecbHvM+SXKVLPHG1edzSTiGQ/4++M+SdvKLvEcEHls1jI1rMAVdBZcrIHTYP6ButNhN2UeAcHlqa6hUXM7JSaDzBo0Bbrzpa2jM+4x7PTxQzDrtU2QAPTOdQRWQZmN6Csem9cDm/c0I9ueFXfMAIgj2HX33Xfj9ttvR3t7OyRJwqeffoolS5Zg/vz5ePrpp6N+/z333IPm5mZccMEFaG9vx9ixY5GTk4Pp06fjjjvuiPr9N9xwg9YkG468wx967bhZyRu/6oqimAaSod8P+BvCsacerynAkYlysu1hg+9oxMMmngdNppH/rlq3aoae0VS/YY+pgziCWIWkJb8mV5Zg9tLN8HZJquehmIW8s6b070jfIw9qxLJyLpPFki+p+N5MlEiAQqxccjqycKSzy3Qr4BINfMoD8lboQwHx1R/RxwT8Ky2skFfxtjNW6kPJae2PA9apf/LgVrzP9pzsLHi8PtUtxWYTbzvl9nhRmG++bZ6CaIvznY64V2QlOumRKeTti0/y16G+eT3i/p1tkjj4SoOnnnoKc+fOxe7duwEAhYWFeOCBB3DLLbfE/DO+//57bNmyBV1dXSgtLcUxxxyjKQ379+/H/v370dUVPNtZXl6u6eekWktLC1wuF5qbm9G7d++wz4cGgcxKPBAL851xRaIT/f5MYZXykCzxlIu6hsbAyq7OLgmXDy+wRLCLZSu1mL+UTFYpT+L3lK/S1fL7WiWf4iWedwCCJgqZV5QMZq9/8voT7+o1s+dRMlghj6zwOyZbsvIsrmCXcPDgQXR1daFfv35xJ0Cr1atX44YbbsDWrVsRmnSbzRa4HdIoogW7rCLRBwYbCVLCchEZ84eIjExMWIht+2af0EoHq0wWEhERhUoo2BWPtrY2LFiwAO+8847iyqyvv/464veXl5dj8ODB+NWvfoX+/fvDZgs+tCz0LLF0Y7CrGztcRPpinSMiI0t0ZRdFx0kPIiKyqpiCXSNHjgwLKqlZs2ZNxM9PmjQJq1atwvXXX4+BAweG/dy77ror4vf36tULa9euxeDBg2NKT7ox2NWNHS4ifbHOERERERGRFcV0QP3EiRMD/93e3o4nnngCpaWlOOusswAADQ0N2Lx5M2677baoP2vZsmWor6/HOeecE1eCL7roIqxfvz5jgl3UzWqHExOlG+scERERERFZkeZtjLfeeisGDhyIOXPmBL1eU1OD3bt349lnn434/cXFxfjnP/+JoUOHak8t/OeE3XDDDRgzZgzKysrgcDiCPj9hwoS4fm6qcGUXEREREREREZF+NAe7XC4XPv/8c5xyyilBr3/11VcYPXo0mpubI35/XV0dXn/9dbzwwgvo2bOn5gQvXboU119/PVpbW8M+xwPqiYiIiIiIiIisLaZtjHJOpxMffvhhWLDrww8/RG5ubtTv/93vfoft27ejf//+OOmkk8JWZkU782vKlCm4/vrrMWvWLPTv319r8omIiIiIiIiIyMQ0B7umTp2KyZMnY/Xq1aioqADgP7Pr2Wefxf333x/1++Xnf8Xj22+/xS9/+UsGuoiIiIiIiIiIKIzmbYwA8Morr2Dx4sXYunUrAGDo0KG46667cNVVVyU9gaFuuOEGnHfeebj11ltT/l7JwG2MRERERERERET6iSvYlQxHjhzB/v370dXVFfT6iSeeGPH75s2bh0WLFqGqqgqnnXZa2DbIKVOmJD2tiWCwi4iIiIiIiIhIP3EHu1avXo2tW7fCZrOhtLQUI0eOjOn7vvzyS9xyyy3417/+FfS6JEkxHTBfXFys+jmbzYavv/46pnTohcEuIiIiIiIiIiL9aD6za//+/bjmmmuwcuVK5OfnQ5IkNDc344ILLsBf//pXHH/88RG//6abbkJ2djbefPNNDBw4EDabTdP779ixQ2uSiYiIiHRV19CI2pXbMbmyBNUVRelODhEREZGlZGn9hjvvvBMtLS3YvHkzDh06hMOHD2PTpk1oaWmJaQvhunXr8Mc//hGXXnopRowYgeHDhwd9xGvjxo2YOnVq3N9PlMnqGhpxzoJ3UdfQmO6kEBERgNqV29Hk9qB25fZ0J4WIiIgoo8Uz3tUc7HrrrbdQW1uLoUOHBl4rLS3FH/7wByxbtizq95eWluLgwYNa31ZRS0sL/vjHP2LMmDEYPnw4Vq5cmZSfqxcGKChW0coKB1VEycX2mRI1ubIEhflOTK4sSXdSTIF1koiIzIjPt9jEM97VHOzq6uoKOxQeABwOR9hh80p+85vf4J577sHKlSvx7bffoqWlJegjFqtWrcJPf/pTDBw4ELfddhsuvPBCfPnll1i3bp3WXyetGKCgWEUrK6OK+sBu8/8/KeODhLRg+5y4KUvWouTeekxZsjbdSUmL6ooifDTjQm5hTBLWydjxeUdElDn4fItNPJOImoNdF154Ie666y7s2bMn8FpTUxN++ctf4qKLLor6/RdffDEaGhpw0UUXoV+/fujTpw/69OmD/Px89OmjPlDfu3cvHnroIQwePBjXXHMNjjvuOKxatQpZWVn46U9/isGDB2v9VdKOs74Uq2hlZXXjYfgk//9bnejkT1myNqizL3+QcCBA0Whtn1mmwtVv2AOf5P9/gflE8WKfKXYcOBElH59flCpqzzd5mWP5i28SUXOw6/HHH0draytOOukklJSUYPDgwSguLkZraysee+yxqN//3nvv4b333sO7774b9CFeU1NcXIytW7fiD3/4A5qamvDII49g9OjRWpOfNi9/tiussAKw9KxvrJWWlVu5csuDOm0dnXA6stDW0WnJfJKXEdHJr9+wJ6izL3+QWGUgwLqTPNE6HFYpU7EQ+TOswAW7DagqLwh8jvkUXV1DI0bMfhsjZr9tmbrLtip56hoacaitAzZwtTegra9ptXpH2sTy/GJbFh3zqFu0mIC8zFm9/xRvudF8G+OgQYOwZs0arFixAl988QUkSUJpaSkuvvjimL7//PPP1/qWAICioiJ8+OGHOPHEE1FUVIQf/OAHcf2cdHn6gx34T3tWoICKwmqlQFddQyMWLt+Gjk4fcrLtAAC3xxsxH6YsWYul6/2rAma9tgkALJVnkYhGr8ntCbzm8Xah5nXr5JMIbrV1dAbKkghmARKa3O04Nq9H0K1oANDW0Yl8p8P0KwTkD8ZYyoPIp1FFfbC68bClb5ELzbvQTkZovopyZ/YyFUlofQSA7fOrAh2UUUV9LFP3ElG7cnsg/6zST1Bqq0JvsxRfs3D5Nixcvg0AMH38EEvkjxDLDZ+1K7fD4/UfK/L+lwf0TJ6hKPUPIpUVK9Y7Qf7sF2UmUt2asmQt6jfsQVV5AR6dNFLPpKaFPH8ARHx+LVy+DW6PF/Pqt1j2Nl61dkqpTgKwdL9TrZ8u8urYvB7Y1+zBqKI+GFPc19L9TK1jGsEmSZIU6xd3dnYiNzcX69atQ1lZWVwJFb7//nvs2rULR44cCXq9vLxc9Xs++ugjPPPMM/jb3/6GU089FdXV1bjnnnuwYcOGoAPzjaSlpQUulwt/+r+NeP6z/Tg2rwc2NDUDAJwOO2ZWDbVMpT5nwbtBgRlHlg39eudGbNhK7q2HT1ZC7TZg9hVlps0zLcGGuoZG1Ly+KSh/hMJ8Jz6acWGKU5t+Q2ctC3TqAX+ZysvJxvTxQwJ5YwOQZQN8EpDvdKC13QufZI08EgFmILzjqtQZEXXUfjS/rJBHoeQBdnl5AhDIr093HMIb6/fAZgMkCbh8uDU6/KFCy5foiOQ7HcjLyQ6UrdByZfZ2XG7CYx9iQ1MzygtdWHrnuTF9T6R6a1ahk2FK5Uk8F+XBVKu1USNmvw23xwsb/O2OUj+hrqERs17bBAn+59+cidaoa3LydtzpyELfvJyog+gpS9bijfV7kGuxvrlaX1K+Ej60T1o8oz5QvnYsqEpHsnUl6h2AQN0LfeaLPtWhtg54vF2wAZBgvTYK6M6v0Lon+gLyPsK8+q3weH2B77VCfsmfdwACzzygu58pnn+h/Sb511ipjUokIKop2AUAJSUl+Mc//oHhw4drTiwAHDhwADfddJPqzY0+n0/xdbnvvvsOS5YswbPPPotPPvkE559/Pq699lpMnDgRxx9/fFzpShUR7Gpubkbv3r3DgjeAfwBu9g6tvGKL4IR4YITODsk7HKf0OyYQHBTM3BCGBgSVOqqhq5TkQZ3sLBs6uyTLDL5FhytUYb4zEFh22G3w+iTYbUCP7KxA+SsvdOHbtiOmf2CIMiU6rqIetnu7IMHf/ggn9u2JjU3NgSCOy5kNt6dT00A90ym10aFtTmg9BYAJFqlzcvJ8UBoYif8/Nq8HNu9pxgBXLprc7YGvN2s7LnfSjPrAf4u6Fkvg2UrqGhoxe+lmeLu6K568PInBoxg4jSrqg2Ub98LbJcFht6Hm8mGWyDd5EEtO1CV5OXrls92BvpMNgMsC/UyhrqER9x3dCSDE0s+WT55ZoV8uyAM5gjyY2uT2BAI3ok86r35LoE5unXNpGlKtr9A8stu6Vy2HBifynY7AWMeRZQMAS/XL1erfuppxis86+TPSKhNhSnVu7sSywKpA0f6I/pQ4/9SKE/bylYDyfoGW/pLmYNdzzz2Hv/3tb6irq0Pfvn01J/y6667Dzp07sWjRIlxwwQV49dVX8Z///Adz587F7373O1RVaZsh2Lp1K5555hm8+OKLOHToELxeb/Rv0lFosEs+2yQXyyqnTCaf2RcDnvJCFzbvaQ4EagqOFmK11UriYWvmgbfSDJsNQK4jCznZdow99Xi8sX5PoLOb73TgxL49sXlPM3pk2wOzI1ZoBAEo1id5ENUn+Wd1j3R2oaq8IDBAEl8ngj3rasbpnna9iO0GvXL9gSs5uw3olesImrFUeyDstMDsbV1DY6ATLzdheEHY8nGlr5troRUUoXklgn3yNkw+Ixn6/1bo0Cp1+gH/qu6tc/4fAOU2TDzjrBIECw0eOx3+42TFbLcYAKgxexsuKAXZAcBht+HSsoGBvoF8QCRnlX6BWj5FaneU6qHZ80u0L3ubPehSefA7j/Y92zo6A30nx9FJVausgKtraMT9r28KyqPC/FwAtsAgXPTTO31SUNBeTgTIzExtlaDolyttkT1l5j/hPfoNZh7fyYXuShHE5Lx8RRyAwEpv+YIRKwTk5UFBh92GoQN6ByZxtPQjNQe7Ro4ciX//+9/wer0oKipCXl5e0OfXrFkT8fsHDhyI119/HWPGjEHv3r3x+eef49RTT8XSpUvx8MMP48MPP9SSnIDOzk4sXboUV155ZVzfnyryYNfSLYfDGsxQZn24yjsS8gG1eGhmH63gIngTuppLzswPDLXBtiAGi3KhAQqrbVsI28potyGvR3ZYACfLBsW6Jx94mpFaxx9AWH1TyyOrbFVQ64CIjod8+f3+1vZAB03OzAEv+VJyEUyWk89M+leT+AOsIuA8wJWLPe52ywySlGZvge76JLY4RmP2YE5ooMGRZQualDit0BUxn7JswECX0/RBQbXJUiC4b+DIsuHS0/zBLyB8AsPMq1Bj6UPJB0gjZi8PmwQSzNyWA5H7BnL5TgeaPd6wcmSVfkGkfMqy+fNBaYI+lJnrnaD2zAvlyLIh225TrKdWmFiNlE9il45S0DS0j27WmIGg1icXYu0bab6N8YorrsD06dNx77334tprr8UVV1wR9BFNW1sb+vXrBwDo27cvDhzwR3lPO+20qIGySLKzs+MKdL3//vu4/PLLUVBQAJvNhtdeey3o85Ik4YEHHkBBQQGcTicqKyuxefNmze9zySOrMK9+a9hA8ugKVwAw9aG9qxsPB/5bngXeLgkSEBg0Nnu82HXo+4g/S36zl9nID5ZVohSICH1Jgn8WwMw3CokDr89Z8E5Yfnl9EpplDxGRP2pB5k6fen6bweTKksBS+lBujzdoEKmWRxJgiZtz1Oqex9sV6Oy2tnvR5PYoBroA4L7XNpk2n8Q2jTfWhwe6AGD20s2BupfryAoMIj3eLvgkoMndDgmAx+vDvPotOqbcWAryc2MOdAFAR6e52yh5/wBAUCdfArB5T+R86pK6L4wwq7qGRtRvUA50Af4V84K3S8KY4r7IdWQprtSN9HMyXbQ+lE/yf424eVEt0JXvdJg60AV031Ct0j2AeNmtEOgC/HVzypK1KUqdcUQal3VJsY9JzB7oAvyXP8XC2yWp1lMzj12EE/v2VP2cBP+2VyWhL5v9tl1xmZ0at8eLCY9FXySlOdj1wAMPoKamRvUjmiFDhmDbNv9yvBEjRuCPf/wjmpqa8OSTT2LgwIFak5OwtrY2DB8+HI8//rji5x9++GE88sgjePzxx/HZZ59hwIABuOSSS9Da2qrpffY2twcdwCfIC25ru7G2YCZTrBVSAqLOCqxuPGzahnByZQlU+h0A1LeYydlt/jx0e7yBpa9m030TZbvi57UsV1Vbcm4W1RVFMf+OYvuQEisMJmMRywyuWfNpcmUJ8p0O1folJi8A9cAhYvy8GeTlKHfUmtztMQe6/MzdRkXrH/ik7hUU+U71S8TNOlkI+NuUSG1P6LPwvtc2qdaxYQWuZCbNUCZXlkR8jgFAW4cXs17bFLGvqVZ3zaS6oggfzbhQdUAZumNAqe6prTS0CqcjK6Y8mDDcvJP0csnoT8tvaTSrSBM4DrsNpxXG1kaHThSZzfTxQ1Qn64VY+lKag10nn3wyvv3227DX3W43Tj755KjfP3XqVOzduxcAUFNTg7feegsnnngiHn30UTz00ENak5OwSy+9FHPnzlVcFSZJEhYtWoSZM2fiyiuvRFlZGV544QV8//33eOmll5KeFjHjZEbJrJBmHnRXVxTF3MipiWUwnunEjGQyRGtIzSBa5198TWeUwmPWwaTa2UrxsNvMm0/VFUXIy1EPNlAwtWC8VtFmNzPdmzGsNBLb89VW4gDdK3bMSASak+HbtiPRvyhDVVcUoW9eTsSvcXs6o4aPk1V3ja6uoVFxIj6UfyJaue6Ztc4B0fsGsU7avP/lAVPnUzKZeZcT4C9TWTb1cYfXJ2HrvpaoP8fpsJs6n4DIfU4xrollBKc52LVz507FGxM7OjrwzTffRP3+6667DjfeeCMA//lfO3fuxGeffYbdu3fj6quv1pqclNqxYwf27duHceO694Pm5OTg/PPPx7/+9S/F7+no6EBLS0vQR6zMPEhK5lJLszeE0bZsxKow3xm4ytZsxIxkMmTbNTeDGcXfmY3eITvS2RVxVs4GmHZbRzKD52YPNkdry7NssQeQzd75T1YY3aztOOAvA7EsBuiRbY+4Utlht5l2IkyclZes7axNbo9pt5/VNTTiUFtHUn6WWfNILhmr/826gwBIXt/ACquVrFBfkqF25faoK+DUjsmQy8nOMm2fXK5FZdebGNfE0uWOeZS3dOlSLF26FACwfPnywL+XLl2KV199FXPmzEFxcXGsPy6gZ8+eOP3003Hcccdp+r5///vfWL58OTwe/zkqGs/Zj8m+ffsAAP379w96vX///oHPhZo/fz5cLlfgY9CgQTG/n5lvp0r2Ukuz5hOQvDPJRhX1MXU+Af6bWxKVk23uYFesHdFoz9bLTbwMP9nBczN3/qO15TnZWTFvZTBzPgHJ2XzodJi7QxvrANDj9UU8DyY7yxa4ltxsxLb9WFbgxOoNk24/i3ZmlxZmzaNk6+hMXrk0mmRO1O9vbTf1BE+yzgI0e2AwWc8oM9c7cS7zlCVrY5oMiybm/QgTJ04EANhsNtxwww1Bn3M4HDjppJPwu9/9LurP8fl8eP755/HOO+9g//796OoKfii9++67Eb//22+/xdVXX413330XNpsNX331FU4++WTceuutyM/PjykNWtlClhtKkhT2mnDvvfdi2rRpgX+3tLTEHPASHX8zdmwnV5YkbZuQ2Q/rTZY31u8x9YGYdQ2NSVkFZ+ZVE0DsB4ZG4nRkmbosiTY3WW2UmUVry61wFlcskjWoMfsWxmPzesR0IxwQ/TwYs95KNbmyJHDLabLkxrC1PRMls69p1jwCulcLnti3J9wqZ96o3c5sJcmcqPf6JCxcvs2UYzzAfxagtrMo1Zlx0kKorihKShtl5r6BmODZE0PfIJbz8GJuybu6utDV1YUTTzwxEKQSHx0dHdi2bRt++MMfRv05d911F+666y74fD6UlZVh+PDhQR/R/PKXv0R2djZ27dqFnj27bzO4+uqr8dZbb8X668RkwIABABC2imv//v1hq72EnJwc9O7dO+gjVmaOZldXFGna0hFpF4xZV+KISHayDvyUYO5tQtEO7I1FYX6uaTsegtqtLlp4vF2mvyGnuqIITkfinQcbzB1ArV3575i+LtpWRqfDbvJ8St6z3Mz1bmOSBkfRzhvMZMk+K89ht2FmVWnSfp6RVFcURew/aumHXlI6IOH0GJUYTKoFJ+waAl1mrnvJPCsPMPdkfbLOAsyymXPRh5Cs53mkGx0zXbTLkORiCUhrjhrs2LEjsOWwvV37AY5//etf8corr+Dll1/GokWL8Pvf/z7oI5q3334bv/nNb3DCCScEvX7KKaegsTG5HcLi4mIMGDAAK1asCLx25MgRrFq1CmeffbamnxXLDJHZz6LSItJD1qwDJNH5SPbPNKtkLC+3wiG0ydp+aOZgvNDpS7wjmpuEgJmRaakzhflO1csR+ub1MHWHNlnbX8xe75JVX8x+q+6ooj5JOwOuq0sydd37YYSjILJDImGRLm95Y/0e0waao7VPWqqTt0sybT4lO9Bs1sl6IHKZkte6aMePmLwpT9rzfENTM+sdYlsFqLnWdXV1Yc6cOSgsLMQxxxyDr7/+GgAwa9YsPPPMM1G/v0ePHhg8eLDWtw1oa2sLWtElHDx4EDk5kW9gUfLdd99h3bp1WLduHQB/MG/dunXYtWsXbDYbpk6dioceegivvvoqNm3ahBtvvBE9e/bEtddeq+l92qNs7XBk2bCuZpypOyDRbhmMtSNn1jwSNwwm63ZAM194APhvt0kGsz4shDHFfZNWpsxcnoBkrYLzmTo4UZifG9PXieCD2ky22cuS1vbJBuXVcDaYO69mVg1NysqJWG6czWTvf3kgKWfA2ZC8c0GNKtJMf2hQ9EiElTYSzDthGG01REF+rqbgqlnzCfC3v8m6tHvsqccn5wcZUKQyJcHfRtsAnHRcXsQ+qdlvSJ9cWQJ7hF9Ry+9v1npX19CIto7OqG2Q02GPKSaguXcwd+5cPP/883j44YfRo0ePwOunnXYann766ajf/z//8z9YvHhx3AfKjx07Fn/+858D/7bZbOjq6sJvf/tbXHDBBZp/3ueff46RI0di5Ej/eTTTpk3DyJEjcf/99wMA7rnnHkydOhW33XYbRo8ejaamJrz99tvo1auXpvdx5UaOUFrhOvdIS1ztNv8KFNEY5jvV88OswQlxw2DNhGERv84hayXLC12YO7EM+U5H2MPYzBceJJNZHxbCwuXbIq56yHdmw27zl6VIDxZHls305UltFZwN3VurnY6siJ0Rs6/Q/WjGRarBidB2u8ntUZylFd9/zoJ3Tduea5XrsOPS0waGve5yOkxd77TM4EYKipl5y1myOB1ZcDkdGFPcN91JSRkxSIrWRjsdWch3OjCsQHkS1pFlM3VbHm1l177m9piDq2YPyFdXFGGgy6n6+XynI/ARTbIv6zKSaCu7jnR2QYL/IPuaCcNU88vs4+HqiiLVCQcbgKEDe/sXPkSIiGXZYNoLWQAEzqjMPdpOK7HbgEtKlY+UCqU52PXnP/8Zf/rTn3DdddfBbu9efl5eXo4vvvhC8XuuvPLKwMdHH32Ev/zlLygpKcHll18e9Lkrr7wy6vv/9re/xR//+EdceumlOHLkCO655x6UlZXh/fffx29+8xutvw4qKyshSVLYx/PPPw/AH0x74IEHsHfvXrS3t2PVqlUoKyvT/D49ZZVXaWbczNF+YXJlieLsqw1Ar1wH3v/yADzeLricDrS2dx+qXRgyw2T24ER1RVFY5S4vdAVmAuRX0ooAYmu7N2hQmW/yARLg386q1qENrWN2m/Ihhk6H3bQPi9jZMMDlxFVnDMKciWWqAa9krHoyujHFfRV//4J8Jx68ogyF+U7MrCpV7YyVF7pMv0IXUL8FyO2J7TKE6eOHBLZtm7U9V9pub4O/HRLtu5jcAfwrAkNXg+U7Habdti8ntugpNeeF+bmB4ASgvgWmfoN5t5wB/vJUmK8+4AYQccBtt/nPXjT7ttjaldvh9njRr3euYlkRbfTWOZdiXc04xUnY8kIXvnroMlO35SLoIia6QlWVF6Aw34kJwwuiDrwvH15g2nwSIgVy8nKyFS+PkOeY2YOnQPTVzMMK/OMYEejJy8lWbPOt8MxTC3pKADbvafYvfLh8WGDcF5pNvXMd+GjGhaavdznZdqyrGacYO/BJsQePNQe7mpqaFLchdnV1wetVvinG5XIFffzoRz/C+eefj+OOOy7sc9GUlpZiw4YNGDNmDC655BK0tbXhyiuvxNq1a1FSYtxG5NbzilGY78TciWUQxTbf6QgUZDNH+4XqiiJsnXNp0Gv5TgdcTkfgQSE6c/LzLvc1t2POxDLMnVhm6ki23PTxQ4Iq97dtRzD7ivAg66iiPooHtVsheFpdUYSaCcPCAl422f8KPbLtirPZOdlZqF253fSDJDGolgdN/Sso/QMjEXSorijCnInd5czpyMKE4QWBlZdmV7tye9hstg3+eiZWXlZXFGH6+CGKg8pk3A6aCcQtQPJgjRJHlg12W/CKryybP59HFfUxdXuuNGkhwf+sF4GLmVWlcMm+Rr7l0+nIMvVgW25142FIUDurxX/EQ9+8HLg9XtU65pPMPxEGdLfhoQEKu83f1ocG4sXzsUd2ViAYZtY6B3QfBzG5skQxkBX6mlJebGhqxkkz6jF01lum7RuIfKoqLwirUzYAj04aiY9mXIhHJ43E5MqSsLPO5KwwflH7HcsLXRhV1Ad2m7/fPXdiWeC5KG/O+vXOtUx7rkSCv+5tn1+FRyeNDEx2yTd52W3A3InW2JESqQ2Wrzbtleuf6Ak999vMh9MD3ZM708cPQV1Do+JRUFqO6tG8VnDYsGH44IMPUFQUXBj/9re/BbYChnruuee0vo2qd955BxdddBFmz54d9rnHH38cd9xxR9LeK5muPuNE/OyissASa9EJ9knmP1spVHmh/3ra8kIXlt55LuoaGrFw+TYA3fkgBkP1G/YEOrFWiGID3VdCz6wqxSuf7T56W46E2pXb4ciyBW1JW914GJMrS8LyywqdD8BfLrxdEuy27gBpdpYtkCdtHZ1we7yBc5QmDC8I3HYpbt6TB3rMqLqiKOh3m7JkLeo37EFVeQEenTQyUN5E3auuKMKnOw6hfsMenNKvF1Y3HrbMltjJlSWYV78FHm8XnA47crKz4PZ4w+pTdUVRoM2ywX8e4eY9zaY/C0cQK7NC2+vVjYcxqqgP3li/BxL8M7frasZh6Kzum5J75zoCF3F8NOPCdCRfN9PHDwm7YvzQ0cG2/HeveX3T0faru20387XioUR7fWxeD2ze04xhBS7sOvQ9Ojp9aOvoRF1DY9Bz7v0vD6CtoxPeLgmOLBuy7TbkZJt7la78Apvt86sAACNmvw23xwsbgo8tEG3T9PFDAttBxAy52YU+7xYu3xZYiapURsTXzl66OWy7v+g3mPHZJ/LpnAXvBsYhA1y5aHK3h52vW7tyOzze4EB837ycQJtv5nonyNuf1Y2HA33LXYe+x+Y9zYF+tzyQE/r9Zjd9/BDMem1TUJBv54KqsD4mgLD2XHy/GetaKJEfE4YXBPpKcrsOfY9zFrwbKGNifON0ZAXqodknVkX7VNfQiJrX/WXKhu7L/nKy7ZrKi02K8fCsm2++GYsXL8bKlStx/fXX495778WDDz6I2bNnY9u2bfjzn/+MN998E5dcconi97e3t+Ptt9/GBRdcEHbeVUtLC1auXInx48dHPWQ+Pz8fK1aswBlnnBH0+qJFi3D//fejpaUlll9HNy0tLXC5XGhubkbv3r1xzoJ30eT2BGaeRANghQoeiTxf5IMAeSNplTyS58W+Zk/Qqq18pwN5OdlBnYxIgQyzE+VDPsDOdzoCnXp5IFWpYbR6+VILNoivEQ/ZSF9rNrG20WKgKS9vVqNWf0JfL55RH+iszJlYZqk6N2XJ2rAOrdpzTnRubfCf1WWFzn+kNlhLW2X2Nkopn2J5flnxGReNUp6INkrO6bBjZtVQU+ebPC9EkEb0M0X+iH5UR6cPOdl2nNi3Z2Byxwr9TCWhbbbd1h1wlvdLlfrpZlbX0Bg0wWOVlVpayJ9Z8rEL4A8698p1BPqW8vGeKGuA/zgEK9Q9+VgkkUn3mINddrsde/fuRb9+/bB8+XI89NBDWL16Nbq6unD66afj/vvvx7hx6h3+xYsXY+nSpXjnnXcUP3/xxRdj4sSJUVdmPffcc7jnnnuwatUqlJaWAgAWLlyIOXPm4M0338R5550Xy6+jm9Bgl5U7HpF+dyvnSyh5Xny64xDeWL8H2Vk25OVkRx38WKXjD4SXGZah2GgZIFm1sxZLOWJ5i729sVoQXkm0wLv4GvkAygrteKQyxLaKEqVUhpTK3NBZb8Hj9a8As+oAPdb2p+Te+sBqMLHK0EpCVypZvR8QSqzG0TpRapU+lfyZJXbjyAPMgHKZiqUPYTbJihvEHOzKysrCvn370K9fv7gSPGbMGMyaNQuXX3654ufffPNNPPjgg/j000+j/qyFCxdi0aJF+PDDD/Hyyy/joYcewrJly3D22WfHlbZUCg12WZmVAjHJpCXfrPKwAFietLBSuSD9sFylhpXyNVkDRz4PSIlSuYh3lZxVRMsLq09esK2JLp76ZLV8jWfVktXyKBIteaEp2PWf//wHxx8f38HXffr0wfr163HiiScqfn7Xrl0YPnw4Dh+O7ayhe++9F0899RR8Ph/eeustnHnmmXGlK9UY7OrGzkR8mG/KmC+x4wOSiIwukXaKzwNSwnIRH+abOuZNalgtX+P5fa2WR5GkbGWXy+WCzRbp7iXg0KFDiq/36tULK1euxKhRoxQ/v3r1alRWVqK1tTXsc48++qji9yxcuBBjx47FmDFjAq9NmTIlYvr0xmAXEaUbH5CkN5Y50oplhsgYOEFGRGahKdi1aNEiuFyuiF93ww03KL5eUVGBH/3oR/jVr36l+PkFCxbgtddeQ0NDQ9jniouLY0kibDYbvv7665i+Vi8MdhERkdVwsERElJkYeCYis8jW8sXXXHNN3Gd23XzzzZg2bRqGDRuGH/7wh0Gfe+ONNzB37lw88sgjit+7Y8eOuN6TiIiI9Ce/yZKIiDJHdUURg1xEZApx3cYYr+rqarz00kv4wQ9+gCFDhsBms2Hr1q348ssvcdVVV2HJkiVx/2yj4souIiIiIiIiIiL96HYbo/DKK6/gpZdewldffQVJknDqqafi2muvxVVXXaX6PdOmTcOcOXOQl5eHadOmRfz5aqvD0oXBLiIiIiIiIiIi/cS8jbGrqyspb3jVVVdFDGwpWbt2Lbxeb+C/1UQ7PJ+IiIiIiIiIiMwt5pVdFB+u7CIiIiIiIiIi0k9WuhOQiN27d+Obb75JdzKIiIiIiIiIiMggMi7Y1dnZiVmzZsHlcuGkk05CUVERXC4X7rvvvsBWRyIiIiIiIiIisqaYz+wyijvuuAOvvvoqHn74YZx11lkAgI8//hgPPPAADh48iCeffDLNKSQiIiIiIiIionTJuDO7XC4X/vrXv+LSSy8Nen3ZsmW45ppr0NzcnKaUKeOZXURERERERERE+sm4bYy5ubk46aSTwl4/6aST0KNHD/0TRESU4eoaGnHOgndR19CY7qQQERERERElLOOCXbfffjvmzJmDjo6OwGsdHR2YN28e7rjjjjSmjBLFAbcy5gulWu3K7Whye7Bw+TaWNSIiIiIiMox4x8MZF+xau3Yt3nzzTZxwwgm4+OKLcfHFF+OEE07AG2+8gfXr1+PKK68MfFBm4YA7mKjUC5dvQ5Pbg9qV29OdJMOKtQFk4FDZ5MoSFOY7AYBljYgMg202JRvLlHbMMyJKNxEn0DpGybhgV35+Pn784x/jhz/8IQYNGoRBgwbhhz/8Ia688kq4XK6gD6Phw8JPLR844A4mKjUAFOY7MbmyJM0pMq5YG8B4G0qzEnURQKB85TsdLGtRsC0PxvyI35Qla1Fybz2mLFmb7qQYEtvs2NU1NGLE7LcxYvbbrIsRsExpxzxTx+cfJRv7BcpGFfWB3QYcm9dDU53LuAPqM404oP7nT7+Pt75qAeAPXHw048I0pyx9zlnwLprcnqB8qGtoxMLl29DR6QMA5GTbMX38EFRXFKUzqWlV19CI2pXbMbmyJJAPSq9Rd/kBgBP79sTGpmZkZ9mQl5MdVI6Yf8FEXcx3OtDa7oVP6m6fmFd+Svkgb8MmV5ZYPp9EfgCA02HHzKqhYXnB8qSs5N56+CTAbgO2z69Kd3IMR5SbUUV9sLrxMMuPTGidGjH7bbg93sDnJwwvwKOTRqYxhcbCshSZvDwBCCpbkT5nVaLf2ezxQgLHdpQ8ol8AAHMnllm6nsmJvqbdhqDxSjQZH+xatWoV2tracNZZZ6FPnz7pTk4YEew6ceorsOX0BMCCq/TQ3N/aDq8vuCiyo+Ynz6+Fy7fB7fHCBmDO0XLEQSQw4bEPsaFJ/SZWpbJk1XyTd/jf//IAOjp98Hi7Ap/PdzowffyQwEyulTtwdQ2NqHl9UyAYMfuK8DrHfPLn032vbQr8224DhhW4sHlPM6rK/XVPaZKDutuu8kIXlt55brqTYwh1DY2YV78F7d4uXD68AGOK+yrWQ6sTwS3RH5hXvyWoLQf8zz6rB3aUghKiP9XR6ePk6lHyNhpAYCIsLyc7KEDIZ56ffJJH3ien2DCAGkyeH5/uOISl6/cAYBBVPmZZsWUf2r1dOK3QhV2HvgeAmNrujAl2/fa3v8V3332H2bNnAwAkScKll16Kt99+GwDQr18/vPPOOxg2bFg6kxlGBLtOuft/cSQrF05HFi4pHYD6DXswrMCFb9uOWLJyi8Lb1tEZNBMZigGv4NU3orMG+B+uuY6sQOc23+nAuppxaUtnOp00oz7sNUeWDd6u7uZtwtFBk5WDFHUNjZj12iZEa/S5Yslv6Ky34PH6Av/OdzoCwUHH0ZWDY0893vKDScC/7F50zuTEiiWrBpfl5CtQRbkRz0AxqLRy/gCxtVEiIC/y0qqBitCVXGK2W4mVnnOh5EEJwL/6NCc7KyjvrJw/QiwT0ewbdAud5GFgOZx8106nT4K3S4INgITu9ko8+6zWHw8VumNA3ldYsWUfPN4u1ZXzZha6mgtAoAwBgNORha1zLo34MzLmzK4lS5agtLQ08O///d//xfvvv48PPvgABw8exOjRowOBMCO6e/wQOB1ZaPd2Yen6PfBJwIamZkvugRed2Sa3B20dnRG/dun6PZbfszy5sgT5TgfcskAX4K/o8llcsQXUisoLw8/ou/S0gXBk2QL/fmP9nkC5W7h8W+CMOCudT1W7cnvUQJc4s6u6oggfzbjQUg9VubqGxqBAFwC4Pd5AnfN2SXB7vHj/ywPpSJ5h1DU0YuisZXhj/R7YbcGfswHokW3HlCVrOTiCv/65PV64PV4sXb8HTW5PYGVOR2eXJfsDoWJpo9weL+57bVMgL62aZ9PHD4G8yvkkBP4dUhVxqO2IZc8UGlUUvOvD4/XB7fFC1j3AHrfH8medVVcUBQbZ8+q3oK2jMyjQ5XRkocntwbz6rZZvywF/fjkd3cNo0abPq9/CM5eOErtRPN6uwOSzKFGiaHV0+izZH5era2hEW0dnoP89r34r3B4v2jo6Ub9hT6Df6fH6LPe8E2VjWIEr8FyT9xFCVzMryZhg144dO1BeXh749z//+U/8+Mc/xjnnnIO+ffvivvvuw8cff5zGFEb2j9VN8Hi7wjpxdlv4g9js5J1Z+cobNfUbwlcLmJ38wMtPdxyKuPpN8Hi7LNdRE/l01RmDkO90BH1u6fo9QeUry9bdQHZ0dlkymBNLW+P2ePHKZ7stfdCx2L4YCysHKUQ+iWebfFWJw25DQb4THq8vMAiwYh4B3e2UWv2TALQfDaw2uT2WHiBp7Q9Z9UINsdUztAclhfy/YMVBEuDPJ7U+pLz7KQGWDpzWNTTilF//MxBE9ni7gvqdWTYEDbjFqhMrEhM8J82oVxxoe2SLGt5QWO1sFXUNjWiOcewCwHL9caC7byCCgnk52aiuKAr0B7xdUthqXavFDACgraMTG5uaFSfC5Isa1GRMsMvr9SInJyfw748//hhnn3124N8FBQU4ePBgOpIWk817WxRf90nA6sbDOqcmPaJ1+KN9r5WILXazl25W3Bqkpub1TZbKK5FPNa9vwol9e0b8WvkDIyc7Y5q+pIq1rdnQ1GzpVROzl25W3Q4UyuP1wenIQltHp6XqHuCvf2r55PVJQVuHAP8NOlYk2qlI9U+ejVYeIGnpDxXm5yIvJzuFqTGu2pXbY5rRFmyA5YKCYptZrG25DdYcSAL+8hRp8jmGeWnLUDobT012DANxsxHBwPtiODJDmPWatcYuwrz6rWhye9DS7g8KNrk9OPne+oj5ZpWYgSBWxEsIX7EMAL4YTuPKmBHf4MGD8f777wMAdu3ahS+//BLnn39+4PPffPMNjj322JS9/xNPPIHi4mLk5uZi1KhR+OCDD5Lyc63UAVm4fBua3B4sVdjuEolP8j9crEQs24xl5ZucT4KlghOTK0sC+7g3RjigPtTYU49PYaqMa3JlSUyzIHJW6/zXNTRqrndiFtwqdU9MXISvH4lsQ1OzJTu0ot6FBv/USLDeBA/QvZUjVk3udsuuGNTaLmdr6XSZhNbVRxKseXSG1noHIOrkoplpCTJbsd5pDcQD/rpnxXZcHJUh73JG635arU8+qqgPbPCv4FLKmli66xkT7Jo8eTLuuOMO3HLLLbj00ktx1llnBZ3h9e6772LkyNQcZP7yyy9j6tSpmDlzJtauXYvzzjsPl156KXbt2pXwz8512C23bBNQP0RVTbvGhjPTiS12+U7ts9ZWCZ4C/nyafUUZ8p0OTcNuK56zJA4K1RrIsVrnP5EOl1Xqnpi4aHK3a/5eq3VoxRmVWuvdvPqtKUqRcYmtHFpZpd7JaX2GeX2S5epevOeYWm1lpVg5oYVVJy60/s452fYUpcS4JleWBJ1lFisrrvyOZ+Ff/YY9lqp7qxsPQ0Jsxx6pyZhg189//nMsXrwYhw4dwtixY/H3v/896PN79uzBzTffnJL3fuSRR3DLLbfg1ltvxdChQ7Fo0SIMGjQItbW1Cf9sK22nmn70kP54nKZwALkVNHu0zbYBsFzwtLqiKLAEmNTNXro5roEkYJ3Ofzwz3MKE4QWWq3vxsFpgIpYD15V4vL7AuY0UmdXq3YTHPmRQMIVy4+ynZqp4gwxW23EBaF8taMUVcNUVRTilXy/N37ehqdlSz7y6hsa4tgf7JGsdWTO5skRx+6IWGdWi33LLLXj11VdRW1uLAQMGBH3uiSeewI9+9KOkv+eRI0ewevVqjBs3Luj1cePG4V//+lfY13d0dKClpSXoI5Kxpx4fdBi5mVVXFGHrnEvDDhKPxUYLziLVNTRqHiTFG0zMZBMe+1DzA8OK2xgTmRXJdVhjdjKeGW5hTHHfJKfGuKxYf+IVb4DB6bBbaoteXUNj3CtxrNY32KBhy76clYKCdQ2Nce8ImFlVGv2LTETLERByWreqWdHmPfHlbaaLt42ywjNPfih9vKx0ZE11RRFcccQN5Kw3Mtbo4MGD8Pl86N+/f9Dr/fv3x759+8K+fv78+XC5XIGPQYMGRfz5S9fvCWwJsUrBnT5+iObvseJ+7tlLN2v+Hit2PuJ5qFptax7gP8w5HvlOB2ZWDU1yaoxJnJUXz/ZhK7VPiRyQaqV8qmtoRO3K7ZoneBxZNsysGmqpq9jjOedF/r1WUdfQqPncRUD5YF8zi3dFZZbNWkFBwJrnSsUjnoD8sAKXJRYzyMXbRgGA3Wb+Fajiwpp4dxE4HVmW6hsA/rhBIq0Ug10xstmCs1mSpLDXAODee+9Fc3Nz4GP37t0x/XwrFdx4OxJWyR8gvkOyAX8jWHJvvWUCOYl0INSuIzerto74Vk0A1un8i7Pyxp7aT9P3OR12S7VPIigYDysdrio6tYC2VbfeLgmf7jhkqavYJ1eWxLXqG7BemYqnb2C1Sw9EG6V10G3FWwfzesR3o2k8k0KZbOHybZoD8pv3NFtqMUNdQyNqXtd+RmWWzR/oqio3/3EQom3qjLOxuaR0gKX6BkIiTTODXVEcd9xxsNvtYau49u/fH7baCwBycnLQu3fvoI9opo8fYqmCG2+Hyyr5A8Q/U+3xdsEnWSeQk0gHoqq8IIkpITPRfkaZZKn2SQQF42GlyyFEp3b6+CGat1RZpQ0XqiuKsK5mXPQvVGClA3sTCapbZcAN+MvT5MoS5OVoD8hYZbJQiHfVhDuOM2WtRlzGZZWAfO3K7ZovIAOA3rkO+KTEVo1nCtF/ivcs6mUb91putWAiWz4BBrui6tGjB0aNGoUVK1YEvb5ixQqcffbZCf3sfKcDcyeWAYClCm48HS6rnUUlBklzJ5Zp3n4mZkesIN5bXwrznXh0UmpubzWqeM9ZimfbcabTekaZx9tlmfZbrtyiF4fESnRqqyuKoLAQPKJhBdbIW/mZpfHWIaudX+KM8wxFqwy4hdlvxHcpixUDzXMmlmkOeMW7VS1TJXLJlhWCOED32EVrG9XR6UO+02GpFfK7Dn0f1/d5uyTLrRaM1I7HssLUWhGEOE2bNg1PP/00nn32WWzduhW//OUvsWvXLvziF79I6OeOPfV4VFcUBbY6WKXgxhOgsNqBoWJWsnbldhxqOxLz900YXoDt86ssE8iprihC37wczd9npQeqIO9saQlSWGnFknBJafiq3Wis0n7Lae2sOew2SwZP47l16VsN7X4mk/d/4qlD5YUuSx0DASDuMxStMuAWvBqXmDiybJaaLBTE2YJaF+TUTBiWkvQYVbz9TSu1T2KCZ2bVUGg5Cs7j7UJeTrYl+5taWe2ZF61fEMsKUwa7YnD11Vdj0aJFePDBBzFixAi8//77+Oc//4miosQq5dL1/qX3IhJulYJbXVGEnOzYo/7lhS5LNoBiEBDr9pd8p8NSN8IB/k5aW0cnnI4sy63+00q0MxOGF+DbtiMx55cVVyyt2BJ++Ug0Vls1EY9+vXIt25bHygZ/W97W0WmJuifv/3SvCoitbSovdGHpneda6hgIwN+HmjuxTPMzzyp9TEHrytOhA3tbarJQEH1NsVIrlt0EE4ab/2wlJVrPFrQBlmufAH8bNfuKspi+1pFlgw3W60PFs3043+mw3DNP1Dm1laSxtPMcHcbotttuw86dO9HR0YHVq1dj7NixSfm5tSu3B211oGB2G7D0znPTnYy0EB3/y4fHNsvo9ngT3tecaWpXbofb40XfvBxsnXNpzMvqrbgKR6wWfGP9nsCh2WrkuWjFvIrnynqrrZoAtG3rsNoh/nKRfu/QNivXkYXWdi/cHq8l6p68/9O9KqA04iCgMN+JnQuqLNs3APz5tnXOpTF/vdORZbk+5tI7z414kUZo27V5j/abnc1A9DVrJgzD3Ill2NfcHvY18mZq7sQyywUEBXG2oFLAy4bgfAIAV5yXbliF02FHv965kGC9PlR1RRFyY+w/iUkwK66MF3WuX+/wIHxhfm5M7TaDXToZNjD4oHqrLUMMNX38kLCHxdyJZUfPqHIGZpascm6JEtHxH1PcN2LHv7zQZblrxYXQVZHiMFpxNe8ElUChVeudfKtCpICOy+lA/tEPK+ZVtACzvL45smyWzScAONLZXY6ybModfqfDjplVQy032BaqK4oU2+jCfGdQB8529H99kjWuYFcjzhAKJW7sstoKACXirLNIs9qOo/uI7DbrHQUhyFc0h9bB0Jv1rLZ9UZAHnNUOGM/JzgqcI2vVdlxu+vghYRMVlw8vwECXM+zrrCrSZI3oN82sGmq53U1yobucbAhfWWm3AXMmlmH6+CGoXbndEiu+lYhyIs+fJnd7TBci2CRJsuBFu/ppaWmBy+VCc3Mzlm45jNqV2zG5soQPi6NGzH4bbo8X+U5H0E1M5yx4F01uDwrznXHf+mUWIi/EWRJLQ26Ks9uA2VeUsWyh++wJkQ8i7wBxiKG/czJ9/BBL5lNdQyMWLt+GZo8XEvwdDm+XBLut+9YgUZ6smD9yoXmlxOrtk7x+Af6Zx7ycbDS5PbDBf1W0+H+r59WUJWtRv2EPqsoLMKa4b2AV7thTj8f7Xx4IlDORh1ZvywGgeEa9Yt0L7S9Ykah7YtKwraMzcJW9yDOWpeB69+ikkahraMR9r20K+zqrt09A5Gee05GlaSWhFYQ+/2zwTxSKunj58ALLroADuvvjo4r64P0vD6Cl3Rs4u5L1zU+eR6sbDwfOahZte15OduBzbR2dcHu8ls87+Zh4WIELm/c0Y/v8qojfw2BXismDXb17947+DRYTGpyI9rrViM4H0D1DNK9+C9q9XXA5s+H2dAbOLaFwU5asDQQHxXYGBlG765d4eMpXWVo1EKhG3hlZsWUfPN4uOLJsyMvJtnxeKXXUAP+M7rF5PbCxqRnZzCtF8gkdAIHOGwPNfnUNjYFn3WmF/g6tCMgz2BXehgP+c5TkgVTWOaDk3vrASkkxIAoNPLOv6RcaQO3o9AVWvzmybPjqocvSmTzDEXXw2Lwe2LynGVk2/+ShDf6VOFYvT6FEXQTAFYIRqE3ac/LCL574AINdKcZgFyUidIWb0gDJ6oGbSOQzALOvKMOnOw4FzfJaHYPKlCryWW+2UeHkdQ8A62EI+bNucmUJFi7fho5OH3Ky7QziyMhXKskDOuQXurJLjs+/YEp5ddKM+sDndy5g2YpE7FQB+MxTEqkukjq2U4nLTncCyNpYiSMTS1rFgCj03/L/pnDy/JKfR2G1gzDViEOhiZJNBCjEf1Ow0LrHehhM3naLi0g4gAxXXVEUNIlDwR6dNFJ1YC22C4mLoqxudePhsP6R05EFj7eLt13HYPr4IXzmKZCP8xjk0o799MRxZVeKcWVXZDybi/TE4CoRUeYI3crPdpuShf2BYEr5wTyiRHGcpw3rXPIx2JViDHZFxkpNRERESjhQIiLKXBznacNnXvIx2JViDHYRERERaceBEhERWQWfecnHYFeKMdhFRERERERERKQfnjhIRERERERERESmwWAXERERERERERGZBoNdRERERERERERkGtnpToDZiSPRWlpa0pwSIiIiIiIiIqLM16tXL9hsNtXPM9iVYt9++y0AYNCgQWlOCRERERERERFR5ot2CSCDXSnWt29fAMCuXbvgcrnSnBqykpaWFgwaNAi7d+/mTaCkK5Y9SheWPUoXlj1KF5Y9SheWPUq3Xr16Rfw8g10plpXlPxbN5XKxEaC06N27N8sepQXLHqULyx6lC8sepQvLHqULyx4ZFQ+oJyIiIiIiIiIi02Cwi4iIiIiIiIiITIPBrhTLyclBTU0NcnJy0p0UshiWPUoXlj1KF5Y9SheWPUoXlj1KF5Y9MjqbJElSuhNBRERERERERESUDFzZRUREREREREREpsFgFxERERERERERmQaDXUREREREREREZBoMdhERERERERERkWkw2EVERERERERERKbBYFeKSZKElpYW8NJLIiIiIiIiIqLUY7ArxVpbW+FyudDa2prupBARERERERERmR6DXUREREREREREZBoMdhERERERERERkWkw2EVERERERERERKbBYBcREREREREREZkGg11ERERERERERGQaDHYRERERaTRlyVqU3FuPKUvWpjspRERERBSCwS4iIiIijeo37IFP8v8/ERFRPOoaGnHOgndR19CY7qQQmQ6DXRmAjSAREZGxVJUXwG7z/z8REVE8alduR5Pbg9qV29OdFCLTYbArA7ARJCIivXCCJTaPThqJ7fOr8OikkelOChERZajJlSUozHdicmVJupNCpCs9+psMdmUANoJERKSXhcu3ocntwcLl29Ly/gy2EVEkbCOiYx5ljuqKInw040JUVxSlOymUBEaoe0ZIQyz0WNDDYFcGYCNIVpQpDXW61TU0YsTstzFi9tu65xX/RrHjYeaxS3ewjSgd2J5GJ/JItBHc8aDOCO1oJpRpPpsjy4S/odGke0dWXUMjal7flBFtpB4LehjsoqRJZ4OYzgG/FkZ4aBghDbFgRy26KUvW4r7XNsHt8cLt8er+UBMP9JrXNxk2j4ygrqERS9f7DzNfun6P4TvVY089Hnab///1VtfQiGaPV/f3TYTR2wkjSGceZcpgNp3PPNGHGjprmaH7UeKZA4A7HjJAugf9sXhD9mw2arlPJ/E3XLh8W9qfc5nwrK1raERbRyfynQ7d2yf5ZIBPAuw2GLaNFGkFkPIFPQx2ZYBMqNxAeh9qC5dvS9uAX4t59VvQ5Pbgvtf0DQ6IMjRlyVrMem1T2oNI0aR7wCs6/vcZPK/eWN99C1w6HqyTK0tgA+CTgPte24RTfv1PQw6U0h0MD22T5H83I3r/ywPwSf7/19u8+q2Qjv53OoJt8UjHsy/dZToW8r5LuvoHU5aszYhAc11DI9xHn3luj1f3v6noQ3m8XYbuR40q6hMIxKdzx4PR++UiXflOB6aPH5K2NKRr0K9FrsMe+G+9y31dQyOGzlqG4hn1mPDYh4YsU2LlDQA0uT2Y9dqmtPaljB48FW1pOsYwoZMBs68oM+yuMPl4ONXPZQa7DK6uodHwwQnx0B9V1Af5TgfaOjp1bwQ7OrsC/72/td1wDwuh3dudzlk6BrxEA/jG+j2BgWRbR6cu762VWH4r0nli3566p6F25fbAwAOAYVea5Dq6m/C8HDtqV25Pa9n3dkmGHCiJv6fb49U90Az4B2hyNpuub6+JfNCdjjbC4/UF/nvZpr26v3+spixZi5Nm1OOkGfU4Nq+HbqtM5DO3okwbtW8gXxGQrkHv0pDAcv0GYwaaQ/+G6W5DjRqcWN14GD7J///pMuGxDwMTYfPqt6QtHWrqGhoDK747On1pG+yK525eTrZhB9wAcElp/8B/hz6rU6125XZ4vF2QAGxoajZkIKe6ogijivoE+sESkLZ+ntHPsJb3nySEt+upJsqv2+PFobYjur63Vh7ZeDjVz2UGuwyuduX2wKA/HbN9sRAd2qXr96RlddWUJWuDBkhen2TYzv/lw7uvqNezIRQPiOys7lG2t0uK8B3pM69+C3yypG1oatb1/esaGnGorSPoNSPmVF1DIzplGdXkbte9oyRvnwQjzuKGpkfvTlroCimDVj0AwW1Sp84JnfDYh0H/9vokQz7zxLZUYWNTs26rTOQzt4JRJy6OzesBAIF+gdvjxac7Dun2/kplZ1iBS7f310I+Yed02HVvQ+Wrf2yAIYMTU5asDZT9JrcnrL3Qi7xPIp/ANAr58y2d6RP1v8ntMeyKSrHyU9B7giU0uGbUQE79hj1hfb10bNETEydGNa9+a9C/Ozp9Kl+ZGvJJAI/XZ7jAqZxDNh4d4MpN6XtZOthVW1uL8vJy9O7dG71798ZZZ52FZcuWBT4vSRIeeOABFBQUwOl0orKyEps3b9YtfXUNjdjf0h6cZgMWXKUGT89GUCkiLO84GknoFfV6pVNccpBtD15SYsQOiFLnTM8Br5hpk3M6jNdU1q7cHhaw1DvQpDQLuq5mnCEHSnKh7arejFiehLYj3R3J0wr1DQwoBbaNeB5c6HNYgn5tlJi4yMvp3npj1ImLjQp/Tz1XVin1l7416Gx3p6/7mdM3r4fubWhoENJodQ4ILzt6T4QB4fmidxsZC3G8AOBvm0rurU/L31P+9zHqeVihRwp4ffq2paFlenJlieH6T3UNjcgKWY6ud0Bc7PgQkyZ67ozRot0bHNzKybarfGVqhPb/jbrTacJjHwb1W/Y1p7ZPbtwetw5OOOEELFiwAJ9//jk+//xzXHjhhbjiiisCAa2HH34YjzzyCB5//HF89tlnGDBgAC655BK0trbqkj6lwazeS2xjodTg6TV7W9fQiB7ZSsXYmJ3/0EYnRzHtqXvv0CCOEc8Okq9+E/RcqacULPJ4uwz3wFBKp97bLVds2afr+8UrdKuJ3sGB0LOnZlaV6vr+sZqyZG1QZ1/vwEBhfvjsnk8y3iSP0nNYrzZKbClpcgd3Do04cSFfSSykegZXLt0TcbGasmRtUJt0qO2I7s8b+aA7HdtvYmGEVXmzlwZPeO869H2aUhKZ/AknztRMdx/GiGUqdAJYb6GxNSPmkdJYVM8JHsC/YkqeV0Zto0LHL21H9D3WJ3Q87vVJhus/AeETFVlZtpTmk6WDXZdffjkuu+wynHrqqTj11FMxb948HHPMMWhoaIAkSVi0aBFmzpyJK6+8EmVlZXjhhRfw/fff46WXXtIlfUqdsnSeU6CmrqExaDkioN/srdIqHED/aHosxDkKcnoeHKrU4MkP5jSK0NVvelObrTLiAyO0m6ZnB2DCYx8q1j0jSvdWk9BtjK98tjtNKYks9HwjvQfdbR3hS/6NeJtQOg7ul1OapAj92xnVHrd+qyqV2nKjrZoAwvtLHq9P94FcaBBSvsLTKJSC73oHcEIH/UY8XkStr2LEPky6KQXk9fx7hr692+M13CH1kytLkO90hL2uZ3kKXTEFGHP7fuj4xQjH6hit/wSEj11SHZSzdLBLzufz4a9//Sva2tpw1llnYceOHdi3bx/GjRsX+JqcnBycf/75+Ne//qX6czo6OtDS0hL0ES+lTpkRV3YpRf31mr2V3xIiZ8RbvEIrsiPLpuuB4kplR34wp9Hp+fBX3mZmrNWCC5dvU0yRXmcEpGMLSbwKQlYM6T2XG7pdOVPyLh2D7lA9DDZxIT+AVk7PiYtcA2+DlVM6803PtBtxtZuSqvLw1cx6nvVS19AYtlJQ7+1csRCDbnmAYPYb+h4tosRoQSS1cYJe4wdxU2yodN0KGUmnQjnX8+/54BVlYa8Z7ZD66ooixb+dnkEUpR0fep8pGqvQxR9GveDKaFLZPmVGjynEiy++iHPOOQcFBQVobPQ/fBYtWoTXX39d88/auHEjjjnmGOTk5OAXv/gFXn31VZSWlmLfPv/2nP79g4MB/fv3D3xOyfz58+FyuQIfgwYN0pymSIy4skupgKZ6/60gzqIKle6ZdyWh+eTtknR9qCmVHSOWJ6UOpZ43jilt9wQQNhgwKr1WNZYb8KwSJUoDOb2X4IduVw7tDBmFUrr0PP9Q6eZVox2yqpYWvVYM1TU0GnLlshKlAcop/Xrp9v5KK8yNGABTXs2sXxuhVKaN2EZVVxSho9MXdMGHnkE5tbpvtJUTav06vfrFobdZC0ZcVal0pIGef0+1I1+MtrBB6dZRPf+eY4r7hr2m9HxJt9At6UD6p8nTPWGpROmsw1Qei5Jxwa7a2lpMmzYNl112GdxuN3w+/+xXfn4+Fi1apPnnDRkyBOvWrUNDQwMmT56MG264AVu2dFdqW8ihfJIkhb0md++996K5uTnwsXt3/NtVlAZjRmsAAeUHqxHOVjAapXzS8+YVpfcRt+UYSbobZrUOrdE6/9PHDwlbgWaDfrOnS+88N+w1Ix68boQtHaFBnGx7lqG2KQjZ9vSuaFQ60DwdN9NFopQWPcu92kAy35mtWxpipRTE2bxHv1WNSiumjLrdM7wM6VfvlMp0Z5cxb0JN59Z5+cHvghFvrkx3e6n2/um6PTNWNkBxu16qhN7qK2e0iWileqf3xVGh3v/ygOHaKKUJFqWzSFMpdKjSbMCt1kpnHabyuBHjjUyieOyxx/DUU09h5syZsNu7ZzdHjx6NjRs3av55PXr0wODBgzF69GjMnz8fw4cPx+LFizFgwAAACFvFtX///rDVXnI5OTmB2x3FR7yUKrfRGkBAOQCn58HGSpXYiNsYlTpKet68Ul1RFDYg0nPgkQi7Tb8gzuTKkrCHBQDUTBimy/vHqrqiKGyFR0F+rq4db0fY4a6pPWQyHkodb7tN34mD0HpmhO2BSpQuzNBzFZHS+SnpuJkukuqKorDAhJ4D8MmVJVA6U3n6+B/oloZYKbUFPbLturQRdQ2NWN14WPcty/EKLUPpXr0nwXjb85ToGWiurijCnInB287SvWpDSXVFUdgAW8+JMKU2EjDm9n15Pknw7yLQq9xHep90ByxjoWf7oNRf0/NvFSulI3w+mnGRrmkIXaxoxLZcaZt+KlfqZVywa8eOHRg5Mny2MCcnB21tbQn/fEmS0NHRgeLiYgwYMAArVqwIfO7IkSNYtWoVzj777ITfJxaZcpOQUgBOz4Gk0qDRiEHB6oqisMqsfwMU3PVXmvlON7UOmZ5BQaWjAIw04BZCHxh6b7UMDU4YbcsZoPx380n6thFKHSA9z+SJVWjdc9htup6zkpcTvjrJiM+8dN6mWV1RhNkK57wYrd4BymnSq42oXbkdTW5PWDDCYAt0VaX78hrAeHVPKUh6SemANKTE+I7Nywn692mFLl37MH0Vdg0Y7egDpSMOAP3GL2pnDuc7HYbrb05QCETo2T6o9deM1kbpdYRPJEqrT42WT0qTOam8nCzjgl3FxcVYt25d2OvLli1Daam2Duivf/1rfPDBB9i5cyc2btyImTNnYuXKlbjuuutgs9kwdepUPPTQQ3j11VexadMm3HjjjejZsyeuvfbaJP02kVVXFAVtncp3ZhuuAQSUHwzpPjPLiNs9AWDFlv8E/Tud2widDrviPvh0U5qVNGJQzgjSOftf19CouOzYaA9VIHwLqp7bhwHlDlC6V27Eol8vfVcKhq7ILczP1fUSj1iFnrOi9zaF0L+JETuzgD9NoXUv3+nQJa1qK+AMeqZx2GBSz3qn1F8y4vY8I+x2CE2DUYOnoauo9F5VFRpEmjuxTPHog3RSC/LqVaaqK4oU20IjHuQfGohwZNl0bR+U8qlc5wBuLJTGKnr3X0IfcS4DBk/1LuMZF+y6++67cfvtt+Pll1+GJEn49NNPMW/ePPz617/G3Xffreln/ec//8H111+PIUOG4KKLLsInn3yCt956C5dccgkA4J577sHUqVNx2223YfTo0WhqasLbb7+NXr30O2A1W9Zba/YY75pVQPnBoOeqhenjh4RFstMdbFPjCbk+V+9thNPHD0FhvhNOh92wW6n8uv+iDrstpRF/JaEDDyOeRQX4/57yMyb0PFesduV2xS0cRnuoAuErhvTcPgyEd4CcDrshO7ShnX+9Ayihz5Imd7vhbqZSOmelyd2ue4dWXtdzHcYNnIYe1puXo8+kndoKOIPGJtJKqQ9nxMOfJ1eWhD2L9W6jQt+vS9J/MBuLdK+iSvf7x0IpGK/3GZGhfXAjruoC/GVcnlNGuAlRz+NyYjWmuG/YM0bvcZb8eBEbjHmsT3VFEeZODH8+p4oxR3AR3HTTTaipqcE999yD77//Htdeey2efPJJLF68GNdcc42mn/XMM89g586d6OjowP79+/F///d/gUAX4D+c/oEHHsDevXvR3t6OVatWoaxMvz8OEDz7b9QOrVIHRM9VC0rnKBhVaD7pvWJJzCS1e423hUpOXqays/Q/zPvRSSODOkFG3SohbqcSlLaBpYrSEnylpe5GEBpY0jt48uikkUGd/yMG3MIIhA/k9O50Kw0y9F6FF40RLjwAguu6EbcPA+F5YrfpG5yorigKa5PSP0RTJj/YWO9AgWjLxQrF8kKX7hNMsaiuKELfkO15erdR1RVFYWdVGq3u1TU04tu2I0FlX+8Ju6vOGBQ06DdaHgn9eudiwvCCwCpQvc+IlPffjDoJBvgDNvK2U+k2vVRSKj9G6hcIYhLYbvP/PdPh0rKBgbonwZjH+gD+tlSkM9WTUBkX7AKAn/3sZ2hsbMT+/fuxb98+7N69G7fccku6k5USYuVGvtOBmVVD050cRfIOSL7TgcJ8p+4Ntnzrm56HmWs1s6o0UKnznY60dCjljbFR80l++LreA7m6hkacs+DdoJvpjPqwAIIPNtbz71ldUYSPZlwYeKA7HXZDDpCA8AFROjpJV50xCPlOB2zwnxlmxM5/umeUQ4MTjiwbPppxYdrTJae0GgDQf+u86Bs4smywpeH9YxFazwa4nLr/LUO36ht1xYn8XD+9VyyItlwMOYy4YkKQ1790/S29vu5hv17bcrUQ59W9sX4PnI6so+MHfc8ZlAdHjJhHQHc+rW48jNlXlKVlYkX0c52OLMVzzoxK7zZicmVJ0C4Guy39/RUlYuJg9hVlmFk1NC3j4dWNhwN1z6hHHAiXHw00p3olcUYGu4TjjjsO/fr1S3cyUqq6ogjTxw/RdcVGPEQFnz5+SBoHJ/4OUDo61LGqriiCS8erjZWMKuoDu82/qsyo+QQAHZ3dQRw9G2vRAcrJzgoEmo38sBAztk5HVlr+nuKBbtRgvCAPyqUjn2pXbofb44Xr6ISAUcuUmOVO1yo9eWD50tMGpiUNkfgvsPB3JW1AYEWA3gHx6ooirKsZh7ycbEgw5tZ9/w3A/uddujrd8qDyhOEFhjs3SNgjO+MoXW2D6BsYMXAqVFcU4auHLsPOBVVp+VuGrjLXa1uuFuK8Ogn+ybB0pjHf6cC6mnGGyyOge9wijjVIx9hFHC2Sk2033JZ9OZHO8kJXWtoI8bwT/ZNMOMc3XWVqcmVJYFGFEc/rAroXFYwp7ovt86tSPlFu7AjKUSNHjoTNFtsitzVr1qQ4NfoTg+/aldsNWWgBf6VOd9omV5agduV2ww4ihenjh6Q1nasbD8Mn+bdNjCnum/a/m5qc7Cx4vD7dzzCQlyOj5o3czKrStJYnI9T9WMysGprWfMqUcvXopJFpXaE3ubIENa9v0v3GTC2qygtQv2EPqsoLMKa4b9rKVV1DI5o9Xt3fVwv58y4d5T5T6l2uIwseb1faJi2A7r6BUeudEYhghA3+gaQR+5ui/IizgtKRxnT3c2Mh8kn8TdNR70T/qa6h0dD5JdJ5zoJ309pGpLt/Eo0Rxuvycm3U8qR3PtkkSTLqEQYBs2fPDvx3e3s7nnjiCZSWluKss84CADQ0NGDz5s247bbbMH/+/HQlU1FLSwtcLheam5vRu3fvuH6GvBE0cmeNMkNdQ2NgMFmY7zy6fcF4WO5jx7wiM2F5js05C95Fk9sDuw2Y/f/Ze/vwqIrz//+9SZZkQUigykMiLjFqSkAwgrgVxYgCVQQpvX5W7Fqs2of4ECilfqCAkfJYSxXRNrVWrXW/Uv1+PxWCkacWA6Ju1RjAAIKNuNAEigJJaNyEzWZ/fyyzOXt2NsmGc2bmhPt1XXtBzmb3TObM3HPP/TR3DKe+4mCVsaRCO4vWVkaMuCpvKGWiwnMijIPJUJV1YZWg8d8+1D+dg/XTKGdfVPhOmd5fljB2aXnggQcwaNAgLFmyJOp6cXExjhw5ghdffFFSy/gYYewiCKMhgdy9IIWNIMQjW47Kvr8VINnYeaiviPMNkqEEIQ9Ra47ljF3p6en46KOPcPnll0dd/+yzzzB69GjU19dLahkfMnYRBGE2pLARhHjIOKA+JBs7D/UVQRAEIQpRa44lanZpcTgc2LlzZ4yxa+fOnUhLS4vzKYIgiO6LVepmEUR3wip1Is9XyHiTGLSOEARBEKIQteZYztg1e/ZsFBYWoqKiAi6XC0C4ZteLL76Ixx57THLrCIIgCII4HyDjgNqoUCyYIAiCIAh5WM7YNW/ePFx66aV4+umn8eqrrwIAhg4dij//+c+48847JbeOIAiCIAiCkA1F3hEEQRDE+Y3lanZZDarZRRAEQRAEQRAEQRAEIY4k2Q0gCIIgCIIgCIIgCIIgCKOwXBpjUlISbDZb3PeDwaDA1hAEQRAEQRAEQRAEQRAqYTlj1xtvvBH1cyAQQGVlJV5++WUsXrxYUqsIgiAIgiAIgiAIgiAIFeg2NbteffVVvPbaa1i/fr3spkRBNbsIgiAIgiAIgiAIgiDE0W1qdl177bX4+9//LrsZBEEQBEEQBEEQBEEQhES6hbHL7/fjmWeewcUXXyy7KQRBEMLxeH0Yu3IbPF5ft74nQRAEQRAEQRBEZ7Bcza6+fftGFagPhUI4ffo0evbsCY/HI7FlxuPx+lBSXo3Cghy4XU7ZzSEIQlFKyqtRU+dHSXm1MFkh454EQRAEQRAEQRCdQRlj16lTp7Bhwwb84Ac/aPf3nnrqqShjV1JSEi666CJce+216Nu3r9nNFAptJgmC6AyFBTkRw3h3vidBEARBEARBEERnUKZA/e7du3H11VcjGAy2+3uHDx/G4MGDowxe2vcuueQSs5rYJc6lQD1FdhEEQRAEQRAEYQVo70IQREeIlBPCanY1NDS0+zp9+nSnvic7OxtffvllzPUTJ04gOzvb6GZLxe1yRqInqC5OLFQziCAIwnhItqoNPZ/uCz1bwupos1IIgiB4iJQTwoxdGRkZ6Nu3b9zXuHHjOvU98QLR/vvf/yItLc3IJisBLRrxob5JjKK1lciZX4aitZWym9JpSPEnCPGQbFUbej7dF3q2hNUpLMhBVobDUiUOSNdUG4/Xh6sWb8FVi7dY4hnReOoYvZwws8+E1ezq3bs3FixYgGuvvZb7/meffYaf/OQncT8/Z84cAIDNZsNjjz2Gnj17Rt4LBoP45z//iauuusrQNquAleriiA5dZn0zytkXVy3eAgCYOymXwqbjULanFsFQ+N81M/JlN6dTMMW/eH0VANCzVQirpSrIaq/V+gkARjn74li9H9/o1QNjV26zVNvPBwoLcrBq8wE0NrfA4/Up/2yK1laibE8tJo/ItMzaIws290Y5xdWgtaKMIjqP6OfrdjktN45I11SbVZsPoM4fAABL1LGmmtsdo5cTZvZZQpFdfr8fO3fuxL59+2Lea2pqwl/+8pe4n7366qsBADfeeCP3dc0118SN2gKAyspKVFZWIhQK4ZNPPon8XFlZiU8//RQjR47En//850T+HEvgdjnx7rzxlpgsoj2SrG92HPwSdf4A6vwBrNp8QMi9rcjkEZlItoX/tQqFBTlItgHBEMjT3QGiPUmrNh9ATZ0fi9ZVWcJ7JStiQqtEW6GfAKDCdwrBELC3tp6iTBTE7XKiV2oK6vwB5Z+Nx+tD6e42R4vI+1rRs87mXoXvlLB7Livbh5o6P5aVxer2RBtWiy5hyFj7rDb/ZOmaRWsrkT2vDEMXbbJMX8mguaWtnrcVgj8KC3KQ4bBHHFJELHoZYWZEaKeNXQcPHsTQoUMxbtw4XHnllSgoKMDRo0cj79fX1+OHP/xh3M/ffffd7aYZDhw4EMXFxXHff/vtt/H2229j5syZ2LhxY+Tnt99+G5s3b8Zzzz2Hyy+/vLN/jiWwmhAc5eyLZBuEeiStigxFYEx2PwxMd2BMdj9h9zxXSsr/hWAISLaJX+CsoqyxdjLjk+jNbwiwhCGHLaSjnH2FPlerGWw9Xh8am1uQ4bBj8ohMIekobAyPXfkPDJlXhqnP7DT1fkYhMzX8G716RP2rKtox3yMlWdi8s6KR2eP14WRjMwCgps4vZFx5vD74A60AAH+g1RJzjxmdLv/lW8ieJ27+LSvbF3GsWkGWM0SnFRatrcTCdVWoqfNbxgHtdjkjDmGRe5iyPbUIAfAHgpYZU6J1Y62MsifZLBH8AQCnm6wnK0SiN8KbGdzTaWPX//zP/+DKK6/E8ePHceDAAfTp0wdjx47F4cOHO/X5H/3oRygqKor7/oABA9o1djFeeumlhE81tCLMG8qEoBUWjB0Hv0QwBGzYXStUuRx3xUXc/6sMM0wsXFclTKEtXl8l9J7nisfrQ01dE4CwoUDUAscU6UVnlTXVFyq2YLAQb1GbX+1cC4agfFQAW0grfKciEWmiPPQ9UpJggzUcASXl1ZEN3cZPjqKxucX0ezJ5yOb7npp6Szh5WGp46e5aoZtuj9eHPTX1AMJ9pXI/sY22w54EfyAobP1hG/tgCFhooehTtqkDwuNKxD21sHGlMkxGBVpDCEFcxKD22VhBlgNhWcFSnkWhfR4i73suFK2tjESgitzDDMtMj/xfdccFQ3RU/7Ky/ZH/B1pDlti/LCvbj+DZZDWRDlarOOkBsdFvnTZ2vffee1i+fDkuvPBCXHbZZSgtLcWtt96KG264AZ9//rmZbcT06dPR0NAQ+X97r+6CfuNY7w9YYvAC4UgPkQYCbbj/1n3HhN33XNAqACIUtVWbD0QELyBGiT5X9AZeUQscqw3Aukt1pVbvrd1ba/5mxeP1xYzbJs1GQFW0kRMhQIjXbdXmA/AHWhFCeN6pLse14ynQGhKaHp5ka/u/yp5uplBqNyqinq/H68PCdVVR11TtJ6DtVGmtfBCx5umdI4s37DX9nucKL/LG7PEk457nAos81SKiNIO+T3YcjD0VXjU8Xh8WrauKOC9YPSqz0crFQGtI6fHE2KDRiUOI1T/NwOP14RONcfkTxQ3NzBHMHKui+skfCEb9LDIdvqs0adpcurtWmOPcSuVF3C4nGs+0oM4fMN0h1Wljl9/vR0pKdD373/3ud5g6dSpuvPFGHDx40PDGMdLT02Gz2SL/b+/VXdBvHEUbkLrC3Em5sJ/drYj0UGiNEVbYcBetrUSgtc3ylJRkkyKUVBeEekQscB6vD/VnF3KGFZRajY0gStE0i5Ly6ijjKQBcmaW+/GWGJ4aM9FjVo3TdLmdEjoti7qRcOOxJaNWNKVVrc7BoysMnv+a+Z/a99ahukF+1+QC0j9bsNY9tyrQE9AJLMTxeHzc61uzxxIuYVllGsaguLVv3/cd0fUbfJ3X+gPIRJvp5FwxBSJqqXi6qvncBoh0tImCGSO3zSbMnVEZbOIs37I2Ze9paWmahfzZWqDus14dF6Joery/KEGmFeaddl82M+u70zPrmN7+Jjz76KOb6M888gzvuuANTp041tGFaXnrpJfTu3Tvy//ZeibBixQpcc8016N27N/r3749p06bhwIHoBS0UCuHxxx9HZmYmHA4HCgoKsHev+R5C3sZRVcUfCE+yxaV7I0YcUakVHq8vyiOTkmRTvnioPqoqEAyZLpR46Z2qC0Jem0UotGpviWLRt/lE4xnT71lYkAO9bijivueCVhFgmJkey6J/LunXM+p6nQWidHulRju2zE4Pd7ucONMS7aiwQd0TsVhqnlbRtwFC6uLwvt8KBnktZq95PIMIIC46uCvoUxgZZhsyebJIxAa2q/DGv4goUF6fbFA8Qp7XZhFpqnqH4cnGM8qveXpbuNlrXkl5dYyu2U/xNEaew6BFgBOhnbPrlIM5WvTzbPKITNP1mVgnhfodpzdkmhUd32lj13e+8x2sXbuW+96zzz6LGTNmtHuaoops374dDz30ELxeL7Zu3YqWlhZMnDgRjY2Nkd954okn8OSTT+LZZ5/Fhx9+iIEDB2LChAk4ffq0qW377Hjs96uq+ANhwR3QueVFeAcXl+6Nms4s7UZVQ068SWz2BomX3im6UHei6E+jklXgW2+sUA19SoeIKA+3y4mU5OhVSmVjPCA+WoGFk/M2F6rKJ4CfJiTCmMKLSFRVNrH6b80aA10I5ten8Xh9So+dePA2jmbKi3jfrXL6S2FBDjei0uxTGfnjSXCYSwLE04PNXn9SU5JjrqWIDgdKmNj2JdvMl6v6naDKKekA3whu9rzj6WmsZqWqjOAEYej3fWaQmRF9uJ3KZVjiOVpE6FB647bq48nj9cVE8wPm6MedNnbNnz8fb731Vtz3f//736O11ZwUsvz8fFx99dWdeiXCpk2bcO+992LYsGEYOXIkXnrpJRw+fBgVFRUAwlFdq1evxoIFCzB9+nQMHz4cL7/8Mr7++mu8+uqr3O9sbm5GQ0ND1Ksr6D18WRnxT7JUAVkb3XiCVtWNd7xJbLYhk+cx3nHwS6ULsPNSYc1Oj507KTfG0yCiBta50KKbA6KOrFc9LUiPKtEKGQ67svIJ4DsuRPSd3sGjehh+0drKGEXNbEcLS5/Uo7JBnh22IxK3y8ndmA1MV1eP4ukAIlJfeJvu1BR106l4hhp7svkntM2dlBtzTe/wUY2WYKzeJ8NpqPrhLDwjuNnzjmf8UHw44c5rBku5b63iRhstvKwHQExEv4goOyOJJ4fMmHspHf/KuZOIwYd30uK0adMMbE186uvDm9p+/foBAA4dOoRjx45h4sSJkd9JTU3FjTfeiPfeew8/+clPYr5jxYoVWLx48Tm1gzchTiqeIuR2OWOK5opQwO1JtpiNmcOepGwUXGFBTkw/iVjfwidhRSs+jc0tQo+jThReRIwIw5N+A6vyBgkIpzxr++r46SZ4vD7hc6CkvFrZeRePqSPNq/0wd1Iu1zgxd1Ku0v00ytmXY1AxX0rxDPKqyiaAv0Ey2zjBfzZqG+TjKbQy5MWxerU3TXpdxsy9C4sS1Ecj2pNtXMOOKvDGU0pSkulr3geHTnKuqm2d4DmDbRAvV0NQO9V6YHpaTBSMjDW6h8JGZkBeLb803f6FRSeqqEexNun3eYD5a56IKDsj4e2Hp440J91TyMzKyMhA3759232x3+FRXFzc6VdXCYVCmDNnDq6//noMHz4cAHDsWDj1a8CAAVG/O2DAgMh7eubPn4/6+vrI68iRIwm3hbeY8zYCqiOiNkDx1GEx13jh5ioTgvlh5Qsm58Vca2kN4d1545VcMOJhdvF13txTfYOkj4gRUQOON15VNkzEY82MfNO+m6W6OXRFZ1Uu/gzwNyUqR3rIglck18wacED8qE2VC/bG83SbLS94+oeIwzvOhQxHrP/ZLHkRL0owEAzh9Q8T11tFUViQExN9LSJNjmfcVl0uOuyxuvCSacMtpfOJgJfuZbZOzjMo+wOtyqbux4MXQWs0+v1LMKS2HiUr1ZqHynUqef30xVeNnN88d4RI6rfffhvbtm1r98V+p7N89NFHeOWVV+DxeCJph+fCww8/jD179nDrkrGTIBmhUCjmGiM1NRV9+vSJeiWKFTeNgPhUS4/XxxV4VvNKtnfdKHhCxQqn5+nhnX5mJLy5p/oGSUZEDG+8qrxBkom+8HpDU2w9B9UREaXLWz9UTmNcMyM/ZtNttuJfWJCDDIc95vqY7H6m3vdccLucMTV8eJtwI/F4fdzT1VQ/RKPeb27NNy3skAVePTURjsqu4nY50Sctdg6YnSbHMyg3t6htnFgweWjMNVmGLpX1ch5mG1Pi6Usqr3m8Z8irL200VjPOxpMJZv8dPB3KrILvZmHW2iPE2HXjjTd2+tUR//73v3HDDTdgzJgxmDVrFoqKinDNNdfg+uuv71IUFQA88sgjKC0txdtvv42LL744cn3gwIEAEBPFdfz48ZhoLyNxu5wxiprydTAhPgJm1eYDMYUAbQgvFqpObl4RWlFH0upRXfGXMebdLmfM81G9n/RkOFJMX1R50Roqb5A8Xh+aJEXH6tNgVY805ym0Ik7XbWyOrQumquOHnbQ5XGcIL33kelPv63Y5Y07KBNTeIPEwOxKnpLyaO89UHU8MXsFzs4wELPJUVI1HszE7TW7NjPyYyDvVC6/rkbmNUNlgISI6SQ9PX5KRYpoIvGcoQq+a+szOmGsqG095MkEf4W8O/BluJRllFlJicN955x243W5cd911qKmpAQC88sor2LkzdkDrue+++xAIBLB//36cPHkSJ0+exP79+xEKhXD//fcn1I5QKISHH34Yf/vb37Bt2zZkZ2dHvZ+dnY2BAwdi69atkWtnzpzB9u3bcd111yV0r0TRe65U3yABsREwZntveYQApYuuu11OfLb8tqhrZqe+AHxhp/KiCvCPGxaxwN165aCon1XvJ72idrqpxXTDhNvljIkMlKEwdhbeMd+iIlH1xVV5J66pBM/gC8gpaqwqLAVMv2ER4WTRR7A47MnKyygeZp/GyIuAUx29ITPJZr5uwHsOYjZmXUfWgQy9UqPHlOrGCb3MlrWNMLM2phHwHJpm65o8fcmKKaZTBDxblR2pPHhRphPyBkq5r8r6AU9fMktWdGlFe+WVVzB27FhkZmbC5ws3dvXq1Vi/fn2Hn/3f//1fTJo0CQ6HAx9//DGam5sBAKdPn8by5cs7/Pw777yDkpIS5Oa2CaLc3Fw888wzeOeddxL6Ox566CF4PB68+uqr6N27N44dO4Zjx47B7w/XMbDZbJg9ezaWL1+ON954A1VVVbj33nvRs2dP3H333QndK1H0glb1DRIQu2DwQqiNZO6kXGQ47DGbIpWLrgNiNkR6eEJQ9UVVv4iOyEoX0ma9p1v1fip95HrYNcf4iDptSV8U2+yolnOBt/mtqWsSUs9An/HeKzVF2chThtbg67AnCZGp+jVP5dMY49WhEtFefQRLaoq6B7Iw9MYTsw+Rcbuc2FU8MUZxVnU8MfRz4HYBtdj0z8EGfo1PleAdyCDCEabXo6aYVEzZKGTpwdr9SrLN3NqYRsDLuDD7ud55zWClHTrxEL0XjacrqSzLeVGmIg5o4EXp9uvVQ1kZpU0VtifZkOGwm1aSIWFjV0lJCebMmYPbbrsNdXV1CAbDqQcZGRlYvXp1h59funQp/vCHP+D555+H3d62+bjuuuvw8ccfd/j5Sy65BIFAbM2TlpYWZGVldf4PQfhvqa+vR0FBAQYNGhR5vfbaa5HfefTRRzF79mw8+OCDGD16NGpqarBlyxb07t07oXudKy2tIeU3SFpFQIQ4ZCkdWm+Vw56sfNF1vZAWERFjtVQFj9eHCt+pSHSgDeKOPdaOY7vqZ0GfpVePcESAKMMEEB3JyU7HUZV46V8bdscWHTYabVRuhsOOOn9AaUUNiJYXE/IGCpepSTa1nRZulxPpOuOpKA9qc0tsuqfKeLw+9OuVKiW6Q7/uqTqeAH4NUlHrtnYDm+6wK60/Afw6mjIcYSqfMMhD1BzUrrVWyEpxu5zo30dszeFVmw/ERNqpXHQdCMso/Yl/vIMbjCSerqSyLGfYIDbD6Ru9ekT9LKJEjmHYgDp/wLQ5kLCx65lnnsHzzz+PBQsWIDm57SGOHj0an3zySYefP3DgAMaNGxdzvU+fPqirq+vw80888QQeeeQRfPTRRwidzXP66KOPMGvWLKxatarzfwjCaYy817333hv5HZvNhscffxxHjx5FU1MTtm/fHjmt0Ux44cdW2iCFIEZws4gNe5INNgAT8syrpWYUeuFjdk2oorWVqNWdusQ79UklWJpQakoSkm1ixz8bx8k2oHhK7GmfKjJ3Ui6yMhxYMDlPmGFCO25FRZOdC7xFn1cjx0zYc1JdASksyAGz84racGvHT2sIyjst5k7KjTh1Mhx27F/ybSHt1Z82zCswrhJMlpdqDMuiTh3TOi5ERQZ3lZLy6kgNUhvCY0qUnCieOgwZDjsyHHala+EwZNXRtFp6rH5NFhVhNXdSLhz2JNggJs3NCLSyQmQaL+snK8DT8cw+CbiwIEd4ZPC5wvS8JdOGY8HkocjKcAiRq/qI18V3qJ0Wq+2TQNBcq3jCM/rQoUPIz48VmKmpqWhs7PjIyEGDBuFf//pXzPWdO3fi0ksv7fDz9957L3bt2oVrr70WaWlpSE1NxbXXXouPP/4Y9913H/r16xd5WRltmoTIaI1zgZ3uI3KhYOkKLMLLCp42t8sZZe03+7mW7amN8SCdbhJ36lNXYEplc0sQPVKShCr+bByrvlBoYcWGRbXX4/WhsbklcoiAPdmmvHxyu5wxGxVetJfRTB2ZCRvC0ROrNh9AYUGOJcZV7zS70HmnTxG6avEW5aMFl0wbLkyRZWiNbID6UbtMnuoRnfKp+kEjbM1z2JOQftboJEpOMD1qV/FES8gmNqZGZKUj2SYuYsntckbKZ1jBMKiV3aL18v1LbsWhlZOVT2FkaJ2cItJ42ThKTUnGlJGZwteRrsBkFNP7RmSlm/583S4n+vVKjbqmepq1Vh8XqZtrDY9TFU+xBsL9NHVkJpJt4bFk5hxIWNPPzs7Grl274HRGd+LGjRuRl9fxAPzJT36CWbNm4cUXX4TNZkNtbS3ef/99zJ07F4899liHn+9MqmR3gA3SkvJqy2yOWBtXbT6A1JRk5QW3TCbkDUDZnlpMHmG+QJo8IhNle2qRZLNFQpDN9sacK26XM8rT3a9XqlDF3wrzTSbaZwMALcGQJfps7qRcrNp8AM0tQWEyas2MfFT4TqGmzh9JYVS9r9jzzcpwCGur3mhjhb6SISu06yygfpoC66OitZXYsLsWKUk29EpNEd5uXt1KlWD9NHbltsghOyqPfZnIXKNlyMauot9HEPEpLMgRut9iOm5NnR8VvlN4d9540+95rrB+WbSuCgBw+OTXQu5bWJATWe9EOgGshlbXLNtTizHZ/ZTvqzUz8oUYxBM2dv3iF7/AQw89hKamJoRCIXzwwQdYu3YtVqxYgT/96U8dfv7RRx9FfX09brrpJjQ1NWHcuHFITU3F3Llz8fDDD3f4+ZkzZybaZMtixU23LEVg7qRcSy3oFb5TCIbEeOWZMPF4fZYynrIFrrkliMbm8AmDVmj3+QBTDI83NCHQGkKa4qd3MbRG1DMt5h+ZzdAqa1aQUVrFX/Q9Rzn7RiJyrNBXMrCibiBKqdUyd1IuitdXCVtrjUDG3CM6j9WejyxZYTV9U0Y/Mb3ASvot72Rrs7HieieLwoKcyJpHDpM2bCFW+CoBnn/+eSxduhRHjhwBAGRlZeHxxx/H/fff3+nv+Prrr7Fv3z60trYiLy8PF1xwQUJtOH78OI4fP47W1ugNy4gRIxL6HrNpaGhAeno66uvr0adPH9nNMR2rLXCyoH7qPMzTnZXhEOL9omfTeazYVx6vL6IMiBpTBEHIwYoyiiCsjmi9zapYrZ+0B2lQlJWa0JoXS5eMXYyvvvoKra2t6N+/v5FtapeKigrMnDkT+/fvh77pNpstcjqkKpxvxi6CMBrRgttqygeROKQMEARBEIlA60bnob7qHNRPBGE+52Ts6gqNjY1YuXIl/vGPf3Ajsz7//PN2Pz9ixAhcdtll+J//+R8MGDAANlv0ORb6WmKyIWMXQVgLUj4IgiAIQm3IEUYQBEF0RKdqduXn58cYleLx8ccft/v+Aw88gO3bt+Oee+7BoEGDOv29jEOHDuFvf/sbLrvssoQ+RxAE0RmoPgBBEARBqA0r8C2qNo3V6nURBEEQnTR2TZs2LfL/pqYm/P73v0deXh6+9a1vAQC8Xi/27t2LBx98sMPv2rhxI8rKyjB27NguNfjmm2/G7t27ydhFEARBEARBEOchoo1P5AgjCIKwHgmnMT7wwAMYNGgQlixZEnW9uLgYR44cwYsvvtju57Ozs/HWW29h6NChibcW4TphM2fOxJgxYzB8+HDY7fao96dOndql7zULSmMkCIIgCIIgCIIgCIIQR8LGrvT0dHz00Ue4/PLLo65/9tlnGD16NOrr69v9vMfjwfr16/Hyyy+jZ8+eCTe4tLQU99xzD06fPh3zHhWoJwiCIAiCIAiCIAiCOL/pVBqjFofDgZ07d8YYu3bu3Im0tLQOP//b3/4W1dXVGDBgAIYMGRITmdVRza+ioiLcc889WLRoEQYMGJBo8wmCIAiCIAiCIAiCIIhuTMLGrtmzZ6OwsBAVFRVwuVwAwjW7XnzxRTz22GMdfl5b/6srnDhxAj/72c/I0EUQBEEQBEEQBEEQBEHEkHAaIwC8/vrrePrpp7F//34AwNChQzFr1izceeedhjdQz8yZM3HDDTfggQceMP1eRkBpjARBEARBEARBEARBEOLokrHLCM6cOYPjx4+jtbU16voll1zS7ueWLVuG1atXY/Lkybjyyitj0iCLiooMb+u5QMYugiAIgiAIgiAIgugYj9cXOW2VTkElzoUuG7sqKiqwf/9+2Gw25OXlIT8/v1OfO3jwIO6//3689957UddDoVCnCsxnZ2fHfc9ms+Hzzz/vVDtEQcYugiAIgiAIgiAIguiYsSu3oabOj6wMB96dN152cwgLk3DNruPHj+Ouu+5CeXk5MjIyEAqFUF9fj5tuugl//etfcdFFF7X7+R/+8IdISUnBm2++iUGDBsFmsyV0/0OHDiXaZII4ryHvCEEQBEEQBEEQVqCwICeydyGIcyHhyK7vfe97qK6uxiuvvIKhQ4cCAPbt24eZM2fisssuw9q1a9v9fK9evVBRUYFvfvObXW81h08++QQvvPACVq9ebej3nisU2UXEQ5QRirwjBEEQBEEQhNmQg5UgCJVISvQDmzZtQklJScTQBQB5eXn43e9+h40bN3b4+by8PHz11VeJ3pZLQ0MDnnvuOYwZMwYjR45EeXm5Id9LECIoKa9GTZ0fJeXVpt6nsCAHWRkO8o4QhAaP14exK7fB4/XJbgpBdHtovhFWxuP14arFW3DV4i00hjtAlG5LyIPkOWElEjZ2tba2xhSFBwC73R5TbJ7Hr3/9azz66KMoLy/HiRMn0NDQEPXqDNu3b8cPfvADDBo0CA8++CDGjx+PgwcPYteuXYn+OQQhDVFGKLfLiXfnjScPWyew8gJu5bbLgBRyghAHzTfCypSUV6POH0CdP0BjuAPIwdr9IXlOWImEjV3jx4/HrFmzUFtbG7lWU1ODn/3sZ7j55ps7/Pwtt9wCr9eLm2++Gf3790ffvn3Rt29fZGRkoG/fvnE/d/ToUSxfvhyXXXYZ7rrrLlx44YXYvn07kpKS8IMf/ACXXXZZon8K0Q2w8gafjFAdI/r5WnkBt3LbZUAKeftYWbYS6iF6vtH4PT8Q9ZwLC3KQ4bAjw2GnNaMDrK7bkuzoGNKfCCuRcM2uI0eO4I477kBVVRUGDx4Mm82Gw4cP48orr8T69etx8cUXt/v57du3t/v+jTfeyL2elpaG/+//+//gdrsxYcIEJCWF7XR2ux27d+9GXl5eIn+GMM7Xml1Uj6p9qKZB5xD9fIvWVqJsTy0mj8jEmhmdO2FWFUSPKY/Xh1WbDwAA5k7KpXEcB6vOdVFzj/XPKGdfVPhOWa6fCDWxqm5AJMZVi7egzh9AhsOOXcUTZTeH6AaIkB1W1QtEQ/3UOazeT2a3P+HIrsGDB+Pjjz9GWVkZZs+ejaKiIrz11luoqKjo0NAFhI1Z7b3i4XQ6sXPnTuzYsQMHDx5MtNmWwspeBdb2ZWX7UFPnj2yGzcKq3gWRUThWHk/a52v231G0thKlu2sRDAEVvlOm3MNMRHtTKa2jYzxeH4rXV1ky4o5FMjQ2t5gqO1ZtPoCaOj827K61ZD8xrCxnRSIyEseKugFAY0lV6Ll0Dqv3kwjZwfYAxeurLNtPIp5zd8hYoH7qGKYHLlpnznxIyNjV0tKClJQUVFVVYcKECXjkkUdQVFSEW265JeEbf/311/j000+xZ8+eqFc8Dhw4AI/Hg6NHj+Kaa67BqFGj8NRTTwEAbDZbwvdXGfbQF66rQtHaStnNSQjWdn+g4/pt54qVLdlsI3mysRlDF200tegpE4JWHE+MDw6dNN1oULanLTX7+OkmyykgbEEtWlspRNEc5ewLGwCHPdlSG0qP14fLf/kWhswrw9Rndpp6r5LyagRDQLINluojABGZWucPYFnZPtPHVAiwZIoQm3ds7TNLPnWHAtkijb9WTqWy+sZFFGweZDjsmDsp19T7hJ24+4U4ca2MVR08og10hQU5sAEIhmDJ8aR9zqs2HzCt7woLcmBPsqGmzm+6vmY0IuUG08dPNp6xpH7Q3BIEENYDzTAAJ2TsSklJgdPpRDAY7PINv/zyS9x+++3o3bs3hg0bhvz8/KhXe4wdOxYvvvgijh49ip/+9Kd4/fXXEQwG8eCDD+L555/Hl19+2eV2qUrp7tqOf0lRbADGXXGRad+vNQrmzC+z1AR3u5zolZoCf6AV/kCrqdExo5xttfC0Bh0rwJT+DWcjrmwwz2gweURm5P+BYMhyCgibD6VnI2TMbv/GT44iBKAl2GqpDWVJeTUCreHs/T019abei3mIF98x3FJ95PH6MHTRRtT5AwCApkCraZuXuZNywdxV9WfvZyUWb9iLmjo/GpoCpkYDaCMprSabGMz4CwDf6NXDtPuw8Zs9r8ySDh7WN2b2EcPKRlQ2J043mSs3mB7iD4T3PvX+gOX6ChBj0FlWti8yx82OCjYS9owXl+7FwnXmGevYM3j9wyNIqIaQQjBDF3vOzS3m6QcfHDoZpa9ZKWKwLfgjLDeYQccMKnynEALgDwQtZWTmEQzB8L8h4TTGhQsXYv78+Th58mSXbjh79mycOnUKXq8XDocDmzZtwssvv4zLL78cpaWlnfqOCy64AD/60Y/w/vvvY+/evRg1ahQWLlyIzMzMjj+sOB6vL2ZCWGViA4jyroVgXjqYx+uLbMSA8OSwUjiwx+vDycbmqGtao5SRaJ9Bj5SEp7xUWAQcUwrSHXZTjAYerw8VvlPQxoiauTCZQYPJCr+WorWVEQWE/WsVREYOfXDoJGrPKtBW2kyWlFdHReem2ZNMi7pyu5xId4RPeA7BeCXHbAJnNf7WEEyNMtb2fZ1FN9vaNc4sQzPbiPkDrQjBmg7DvbXhvtlTU2+a3GBGrkXrqiyZju7x+tDY3AIgrP8tK9tn2r30upmV5BQz/A6ZVxYx4phpLNeuG1YaU6OcfZFsi9ZnzFjvmFFNK/+aW1otJc9XbT4QMXSFCZnm6Nmgk99WixjUkpqSbMr3erw+HG9oAgDYk22Wi47XY0a2SMI73zVr1uCdd95BZmYmcnNzcfXVV0e9OmLbtm146qmncM011yApKQlOpxNutxtPPPEEVqxYkfAfMHToUKxatQo1NTV47bXXEv68aug3GYA1Q1wZZnl2eMLOSuHAqzYfiHnOZhkGtULDH7DWogpER3ucbjJnk8cUEO363dxifiqukehtTmZFVbLaZgx7knXSyFnqsxYzQ+M37K5FCGEF2kqKP0sdYPgDreiVmmKaIeeSfj0j/zfL6G8W9uS2flpculeY53lZ2X7T72EkHq8vZuNiBtroMauSpCnNYVYkH4uK0naVlebeqs0HohyeZuo2Ow5GZ42YGWFuNLw9hUhERCcaQYXvlBC5wdLNtFgtGqfxTEvUz/5AqymOHo/XFyWfHPYkS9VhnDspFxr1IErPMRJttgLLSrHSPs/j9UXJqDMtQcPHUsLGrjvuuANz587F/Pnzcffdd+OOO+6IenVEY2Mj+vfvDwDo169fJPXwyiuvxMcff5xocyKkpKRg+vTpCX9ux44dmDJlCjIzM2Gz2bBu3bqo90OhEB5//HFkZmbC4XCgoKAAe/fu7XI7O4I3iUVGbJwreu+aWRu8eEqZVQwUzCOpRZSiaaUIuFWbD0QtdsEQsNCEAoYsgkyLxQKWYtiwu9aU56zfsKYk2ywTWs6MmlrMTGVMSdartdYYVG6XM6btZqakfKJ5Blv3HTPlHmZx6/BBkf8HWkOmeZ713+kPBC1Vw0QvywFzotYLC3LgsEertlaQTQyP1xcTLWuGXsPTNTdWHTX8Pmah33AD4pydafZky6Sl6x0XgHmOMJ48YlGKqsNqaGkxQ9dk6WZ6rGRoDnCsgmLWvFaMcva1zNwDovcRn5ika+pluZUcq0Cs3E5Kssmt2QUAjz/+OIqLi+O+OiI3NxcHDoT/sKuuugrPPfccampq8Ic//AGDBg3q4NPG09jYiJEjR+LZZ5/lvv/EE0/gySefxLPPPosPP/wQAwcOxIQJE3D69GlT2sObxFbZdOutswwzrPDxNkSpFknTa+E8VDMiuzxeHxauq4q6ZkY+tFnESyU0uv3xFk8rbZL0dhWzUi1SdIqz38R6TkbD2wgn28x5zh6vL0YprKlrMvw+ZqGX5axQvdGMXfmPKOXfH2i1jPEUiJXbZh1GwPvOPTX1luknnsHGDOOE2+WMGbtWkE0MfluNVwLdLmfMmhEIhiwznloEhu/pjUMtQWs4VQHmuIhe8/SRakbBcxxpa6GqjNvljNFtAONlB08HAax5ArgWMyL4eGueleoOl5RXS3NvWiX6jYcZNZMTtgxceumlOHHiRMz1uro6XHrppR1+fvbs2Th6NOw9Ki4uxqZNm3DJJZdgzZo1WL58eaLNOWduvfVWLF26lBsVFgqFsHr1aixYsADTp0/H8OHD8fLLL+Prr7/Gq6++akp7eIpGVkaaKfcyGt7gTLLFNyR0lXhGNRtg6ok8RnJlVnrMNTM8O/qFOsNht1QYMA+zNpOiNmNmwdP9zein2Ggl65zI6HY50aSTHWYZf3ljx0opnzz0fWcEPAOgVYynQOwcG5aZborn2e1yYurI2I2jVfqJ57gQFYltlVQqgK8HGF3rhRXJ5q0ZVhlPUzhzwYw0IY/XF1P3LdBqHaMgADQFoudenQkHgcTrjx0Hv7REX/EiKgHj9XK3y8mdz1aRUfGepVlRS3p6pCRbYjyFCbXzk3HwZPYHh7pWV10GvH07L/vpXEjY2PXFF19wT2Nsbm7Gv//97w4///3vfx/33nsvACA/Px9ffPEFPvzwQxw5cgTf+973Em2OqRw6dAjHjh3DxIkTI9dSU1Nx44034r333uN+prm5GQ0NDVGvROBtkBqbrVEom6fMmhFpFU8ZmzIy0zLhrScaz8RcM8PbxgtvtVIYcDwl34z2WyUqkAcvfcAsQzPP4GFGjr1Z8Ly3ZiiavI188dRhht9HJLwN5rng8frAs/+ZVQxfBGZGW33xVWPUz1YqRsuLUDdL5mY4UqJ+FrURMwJehIfRTjxeOjfDKuOJhxkp6fH0TasYBQHj5TaPeP1hlZSqeG00I+KKt1eySrpnvH5K40SrnSu8SHKr1DfzeH1cR54ZugHPIGulg1l4hjle9tO50OnRWVpaGjktcfPmzZGfS0tL8cYbb2DJkiXIzs5OuAE9e/bE1VdfjQsvvDChz/3rX//C5s2b4feHF+xQyHib6bFj4VS5AQMGRF0fMGBA5D09K1asQHp6euQ1ePDghO7Jq0NgnZOXYnctZhQNjRcGbFZothnwFEozTv/jGSBKTarlZAY8Jd+ssHh9qkKGw26JSEGP18dV8s1If44Xlj0sMzZSUUW0p0hqMUfRjL2PVQyCALgydkx2P0PvUVJezR2njc0tlumrxRtia3iapYzr53lKks0y/TSCE81slnyt80frUTYLBVSKMDbxalQyrDKeRKUzxXseVjYKmkG8/rBKMX/Zz9kqOlS8/piQN9Dwe/EyeKziCBNpJLd6CizPMGe0gb7Txq5p06Zh2rRpsNlsmDlzZuTnadOm4a677sLWrVvx29/+tsPvCQaDeOGFF3D33Xfjlltuwfjx46NeHXHixAnccsstuOKKK3DbbbdFUiIfeOAB/PznP+/sn5MQNp2mFAqFYq4x5s+fj/r6+sjryJEjCd0rXh0CK1iy43lpzaivxIv4qfMHULS20tB7mQVfoTRHI+dtWq0wnkTzpk55njsp1xKKf7xnaeekG54rvCKuAPDZcXNqGBpNvA2SGQZUs46ZFgVPeTU6rTfepptnkFQRXl02QNwGyYy0UjPweH04fPLrmOtmRJ6OXbkt5roJvlChLC7dG/nbjHBUuV1O9EpN4b5nFUeYqFpQvDFqi3NdVfSbSZGlUZZMG26JvnK7nDE601KT2s7TDXjZHiridjm548cMg0u8sg9WGE/xdBtRtc2sXjLDaMdqp41dra2taG1txSWXXILjx49Hfm5tbUVzczMOHDiA22+/vcPvmTVrFmbNmoVgMIjhw4dj5MiRUa+O+NnPfoaUlBQcPnwYPXu25ed/73vfw6ZNmzr753SKgQPDyr4+iuv48eMx0V6M1NRU9OnTJ+qVCLxaTlaphzN3Ui53gok8ZcQqxQt5CqUZRU+L1lbGbIisMp4AviHHrGes319bxSBYWJCDrAxHTORE8RTjU+bcLifSOQu4zKPNE4G3QZo6MhNrZuQbfi/eiVdWMcYDwMZPzD+ZLd6m2yqKWjwZYZYyrndc8PQFFSkpr46pE2TGM161+QA3PS/TInVPAf6YCrSGIqmHRq1L8RwXVln3eJshUUacJJMONRHFKKexG0mAP27sFoo8BaJLHJi5AvEiWq2ikwP80jpmtJ+nG5iRAWMGbpcTu4onxqxzZmQR8AyQVqoryHPMSy9Qf+jQoUjKYVNT4idL/fWvf8Xrr7+O1157DatXr8ZTTz0V9eqILVu24Ne//jUuvvjiqOuXX345fD5jH2x2djYGDhyIrVu3Rq6dOXMG27dvx3XXXWfovRg8636/Xj0ss2D07yPG4j93Ui53MbLKyS88xcDoHGUgbBjSf6uVxhPPUGrWM9YuFlYJvQfCC92788bjs+P/jbq+avMBUxY7nhGHFz2oInqjVoYjxRRDF8BPq7aKMR7gR1eZkXbGm2dWqW0mWkboo6d50VIqwuunW68Ud/p2rYVOQeX11Yis9IhTw6gx53Y5kZnhiLpmJUcYfzNkvInC4/XFrG/BkHUOr+HVRTRjHRrl7BvT+4HWELeeqKpoI65CEPeMMxwpltDJWXSpvh6pPdkcoyZP37BSxDzv0AOz9i/f6JUac80qjouhAxMLCuoKCe9QWltbsWTJEmRlZeGCCy7A559/DgBYtGgRXnjhhQ4/36NHD1x22WWJt/QsjY2NURFdjK+++gqpqbEPuyP++9//YteuXdi1axeAsDFv165dOHz4MGw2G2bPno3ly5fjjTfeQFVVFe6991707NkTd999d5f/hvbgKRoiI6POhXhFT81QnsLHKccqNmZtXI2G1ydmeOl5gtUq4wkAtu77T9TPGQ67ac9Y6+20YtaLn3PikhmLnd6Ik+GwY8HkPMPvYxba0PI6f4tp3i+eB9IqxnggtsZShsNu2imDDnubApuVkWYJxR/gR3DZk22mjSl9LSorebn1lO0xvnbk3Em5yMpwxHiKeYdSqIq+r7Iy0lD6yPURp4ZRc8Pj9eFkY3PUNSs5wvSY5aAqKa+GP9AKG8yN9jELVhdRa7Azoz5Uhe8UV28y49AAs+A58swgVi+zxshq2+NFP+lePfgp0WZghTq6QFi+LlpXFXPdrP2Lfp5ZyWHPi3Yz+jknbOxaunQp/vznP+OJJ55Ajx5tuadXXnkl/vSnP3X4+Z///Od4+umnu1xQfty4cfjLX/4S+dlms6G1tRW/+c1vcNNNNyX8fR999BHy8/ORnx8egHPmzEF+fj4ee+wxAMCjjz6K2bNn48EHH8To0aNRU1ODLVu2oHfv3l1qf0e4Xc6YPF+rFJ/jTSwbzDsCVV8rhXcsu6rwFEozcvbXzMiP6RerjCcg+shse7LN1IVO7+20ilckHmZ76W0I17TYVTzRUhsk/fH0Zj1nngfS6DoEZsGrsWTWRsDj9UWlcFspCgeINQoGgiHTxpTeZmPGATBmoV+HgiFz6nm+O298jHErXn0qVdE2/1h9kynPmBlxtFhlcwTEyiOzakMVFuQg2Rbe3ms1TlGGkXOF1Q7SPmszIkLZfRz2JGQ47JETUUXWBzsXPF4fNmhqm9lg3jO2ksNZC4su1RvnzOonK+vg8Q5zEoVVauUBfCew0W1P2Nj1l7/8BX/84x/x/e9/H8nJbcr8iBEj8Omnn3I/M3369Mjr3Xffxf/5P/8HOTk5mDJlStR706dP7/D+v/nNb/Dcc8/h1ltvxZkzZ/Doo49i+PDh2LFjB379618n+uegoKAAoVAo5vXnP/8ZQNiY9vjjj+Po0aNoamrC9u3bMXz48ITvkwhawWGlo8XdLmeMQhuCeak7Wk+VmRE/ZqHvKzMWQI/XF9X/yTZrKbTaEzn69zY34kMvcK3UTzzM8tKz6IkpIzNRUl5tmc024xOdB8ys58wzzFpFeePVWDLLSF5SXh0V6m/GEeZm4fH6orySWRlphqaa6fnVHbG6h1XG1JoZ+Vg6bTiyMhyYOjLT1H7SG5qtYphg9Elrc3iaYRQE+HLPKpsjQJzTzu1yYjFn3lnFadjeYQRG32dX8UTsX3IrdhVPRK9UNoatE7WkNU6EEJtZYBRs7GQ47MjKcFgmWok5E1g6PXuyZs2FNuNaG1ZZ75jxN8Nhj9TtMrPchzaa2WFPtpQsXzMjP6q2Ge/k5nMl4Z6vqanhpiG2trYiEAhwPgGkp6dHvb7zne/gxhtvxIUXXhjzXkfk5eVhz549GDNmDCZMmIDGxkZMnz4dlZWVyMmx9uaUoRUcvXpYI5ebsWZGfoxwMit1Z8HkvIgwscpioWXNjPyoKD4zFoyS8mqwALipIzNRvWKy5cYT2yCZbXxaMyM/kk5ltcUCCD9fG8JFYUUcz7zj4JeGFkwWhdaYMnVkpmnP2e1yxizaVjGg8k4SMqvt+u+1UkqsXr6+O+9mQ1PNeGi3jlaqseTx+lBSXo3CghysmZFvaj/NnZSLDIfd9M2YWTCHgplGQb18skrdRUZhQU5Um81ch3iOXKvMOyA26sosfVl7YqjRNebMhrfmNQXMSRMf5eyLZFvYCF9YkGM5pyGTT1dmpSPZZl6kGjOuMTllteCPXcUTMXdSLnqlpphe7qN4yrDIeqev7WkFiqcOQ1aGA0unDUfpI9cb/v0Jm/uHDRuGd955B05ntJLyf//v/42kAup56aWXutY6Dv/4xz9w8803Y/HixTHvPfvss3j44YcNu5csCgtysGhdlSXrBgHh9rPCjnMn5Zq6mbSaQULP3Em5kb4yQ4gXFuSgeH0VgiHrKfwMUc85fHJlEA57MhZMHmr6/YxmzYx8VPhOoabOj16p5hnJWd0G5pW0ivLBWDA5L7LpNntcsdTkZBuw+A7rhJWzOTd25T9QU9dkah0t9r2inomRiJavLPrAauMJaJMbJeXVprfb7XJGohOtFs0MiFvzSh+5PsoIaTXOnC2ULeIZr5mRj637jlnm5GEtosaTdo6bbfQ3GtZHHq8Py8r2wR9oRZo9GR6vz/C/o8J3CsFQ2GFYtqc2Er1plf5i7RSx9nm8PpxoPIOlFkrL08LWoawMh6nt1+tRVsNsGdVp8999992H06dPo7i4GA8//DB+/etfo7W1FX/729/wox/9CMuXL4/UueLR1NSE0tJSnD59Oua9hoYGlJaWorm5mfPJaL773e/iww8/jLm+evVq/PKXv+zsn6M0bpcTS85Gs1gxYolZtM2s5aP1IFkZs/uKheBb0SghGnZy5ZmWoCUXVaDNY2hmTQjmsZ07KddyCi3Q5i0U0W7WV1YzTDCO1TdF/WsWIp+JkYiWr1YeT6IjPazcV1rM1nWsOvdYVKVIw++CyXlg2UJWi2gWgdWiuXi4XU7sX3IrsjIc8AeCpqUQswwYNoat1mfa+Wdm27UGVKvh8frQ2NwChz0Jjc3mHYbEsKosF4Et1MlK8cnJyTh69Cj69++PzZs3Y/ny5aioqEBrayuuvvpqPPbYY5g4cWLczz/99NMoLS3FP/7xD+77t9xyC6ZNm9ZhZNZLL72ERx99FNu3b0deXjgkcNWqVViyZAnefPNN3HDDDZ35c4TR0NCA9PR01NfXo08f84/XPF8Yu3Ibaur8yMpw4N1542U3h+gGFK2tRNmeWkwekWm5+m8MmheEkYiaE9roElLUiHOhu40lkul82HMe5eyLCt8pYc+7u40vgo+I52zlsSSqf0RkCZkFk93JtrBRk2S4PDpt7EpKSsKxY8fQv3//Lt1ozJgxWLRoEaZMmcJ9/80338SvfvUrfPDBBx1+16pVq7B69Wrs3LkTr732GpYvX46NGzfiuuuu61LbzISMXeZg5UWCIMyC5gVhRWhDTxhFdxtLJNPbp7s9b4Igwlh9bssyyFsVM9e6hIxd//nPf3DRRV071aZv377YvXs3LrnkEu77hw8fxsiRI3HqVOdyf+fPn4/nn38ewWAQmzZtwrXXXtuldpkNGbsIgiAIIj60oSeMgsbS+QU9b4LontDcPr8w07iZkLErPT0dNlv7x8iePHmSe713794oLy/HqFGjuO9XVFSgoKCAW9NrzZo13M+sWrUK48aNw5gxYyLXioqK2m2faMjYRRAEQRAEQRAEQRAEEY0ykV2rV69Genp6u783c+ZM7nWXy4XvfOc7+J//+R/u+ytXrsS6devg9Xpj3svOzu5ME2Gz2fD555936ndFQcYugiAIgiAIgiAIgqKWCEIcKYn88l133dXlml333Xcf5syZg2HDhuH222+Pem/Dhg1YunQpnnzySe5nDx061KV7EgRBEARBEARBEIQKaE8ZJGMXQZhLp41dHaUvdsSPf/xj7NixA1OnTsU3v/lN5ObmwmazYf/+/Th48CDuvPNO/PjHPz6nexAEQRAEQRAEQRCEihQW5EQiuwiCMBdhpzEyXn/9dbz66qv47LPPEAqFcMUVV+Duu+/GnXfeGfczc+bMwZIlS9CrVy/MmTOn3e+PFx0mC0pjJAiCIAiCIAiCIAiCEEenI7taW1sNueGdd97ZrmGLR2VlJQKBQOT/8TjX6DOCIAiCIAiCIAiCIAjC2nQ6sovoGhTZRRAEQRAEQRAEQRAEIY4k2Q04F44cOYJ///vfsptBEARBEARBEARBEARBKILljF0tLS1YtGgR0tPTMWTIEDidTqSnp2PhwoWRVEeCIAiCIAiCIAiCIAji/KTTNbtU4eGHH8Ybb7yBJ554At/61rcAAO+//z4ef/xxfPXVV/jDH/4guYUEQRAEQRAEQRAEQRCELCxXsys9PR1//etfceutt0Zd37hxI+666y7U19dLahkfqtlFEGrj8foiR0C7XU7ZzSEIgiAIgiAIgiDOEculMaalpWHIkCEx14cMGYIePXqIbxBBEJZm1eYDqKnzY9G6Kni8PtnNIQiCIAiik3i8PoxduY3Wb8nQcyAIQkUsZ+x66KGHsGTJEjQ3N0euNTc3Y9myZXj44YcltowgCCsTAlBSXi27GYQgSDEnCIKwPiXl1aip89P6LRl6DucfpEfJhfq/c1jO2FVZWYk333wTF198MW655RbccsstuPjii7Fhwwbs3r0b06dPj7ysCA1cghDL3Em5yHDYkeGwo7AgR3ZzCEGQYq4GtOZ1DPXR+Qs9+44pLMhBVoaD1m/J0HM4/yA9Si4sM2XV5gOym6I0ljN2ZWRk4Lvf/S5uv/12DB48GIMHD8btt9+O6dOnIz09PeplNTxeH4rXV5HgOM9gymzR2kpTlNrupCyb8be4XU7MnZSLXqmWO6+DOAdGOfvCBuBk45luMTesSndSls2QT6QXJE53WvO60/wwC7fLiXfnjTet5mZ3Gk+AeX+P2c+BUA8ycHaMx+vDVYu34KrFW7qNDLEaltvdvfTSS7KbYBol5dUIhoBkG7qF4ChaW4myPbWYPCITa2bkm3KP7lBcnCmzx+r9CIbCPxv5tywr2wd/oBXLyvZZto8YWsXfyL9l1eYDqPMHsGhdFQBYvp+Ijtlx8EuEAPgDQcPHE0OEDBSBx+uLeA7nTso1tK8KC3IiMtzqmCGfupteYBZaXcCsdUIk7O/5Rq8eOFbvxyhnX9lNOi9hxuZgCChe3z30g+4wPwj5dIf9lwhKyqtR5w8AMF6GzJ2UG9HNPF6f5Z+DWTqz5SK79Gzfvh1vvfUWTp06Jbsp5wyLNOiRkiy7KeeMx+tD6e5aBENA2Z5aw7+beaWs7vX0eH043tAEABiYnmaKh8QfaI3616oUra1ETZ0fAExT/EOA5cOBu5sX2iyaW4KR/5s1nsr2mCMDRcOUtTp/wFBZO/WZnVi4rgrf6NXD8kqax+tDY3MLHPYkNDa3GDb/mOd88R3Du0UfXbV4C4Yu2mi4l1urC3SHaAP293xSU49gKGycNwKzI8lFY/bfw4zNACLOSCtTtLYStXV+OOzJhs6P7hS9Yvbf0l10NKvvv0Sh1S+NliFulxO9UlMM181kULS2MmI32LDbWJ3ZMsau3/zmNyguLo78HAqF8O1vfxs33XQTbr/9dgwdOhR79+6V2MKuwwTf1n3/iUQaWP1kuGVl+yL/75GSbOjfwnKUF66rwvGGJkvXWiopr0agNaxJ1dQ1GRoC7vH6MHTRRkO+SwW0wm/rvmOGfvfcSbmwGfqN8mAKyKrNBwxVqIrWViJnfhmmPrOzWyhqqRqnQoXPOGeJVpEdlhlOp2f/WhFmxLEn2WCDcYZBj9eHPTX1AIA9NfWW33wzg+CZllbU+QMoXm/MGt6dUoNYH/kDrYYr58zANcrZt1tEG7C/JyUpvDJpjfPnAlsfNuyu7RanEOv/HqOdVYUFOchw2A2XfzJgm0m2zzAjOr47bLq1f4sZzs/uYiQy26nQXYyCev3SeBkS3kMeq/dbuq+0ezy27hmFZYxda9euRV5eXuTn//f//h927NiBd955B1999RVGjx6NxYsXS2xh12GCrynQpsxY/WS4Jk0UkT8QNC1ahhmKrKrU6oWekZ6kkvLqmGguKwpCtuDZNLLPH2g1vG7XlJGZsAFobjH2u8UTnhN1/oChChWLUtpTUx/ZJFnZizvuiosi/zdSSdAaG/fWho05JxrPGPLdomEpPHX+AAKtIYRgnGFQPy5LTdqsioIp/sywaaQHVxtpMPWZnciZX4aitZWGfLdICgtyYNcosUYq/W6XE4UFOaYZPUTD/h6m47Sw8KJzhI3TNHvY2B8CDDPMyoAZo1jvNLcYG8HOdEuj5Z9ImOOz1OBoCUbR2spImhZgbYMgEG1Ybm4JGmpw0WZzfKNXD0O+UxZmO2KWle1HTZ0fy8r2W9rwpZ8PRjtXa+rC48nqkadsTQLC8tbIZ20ZY9ehQ4cwYsSIyM9vvfUWvvvd72Ls2LHo168fFi5ciPfff19iC7sOUz6uzEqHDYA9yWbpaCWP1xdjlTXKKwlEb1LD323d9Dy90DPSK8ZTOKy4AWCRfK2h2OtGofd4WnHBYJFXbOFjGKV4DkxPi/o5BGPHq2i0aUFGKgls81XnDyAYAmywbq2lZWX7oN9jGzWeWD/pqfcHLKfQspT6Uc6++ORstJpRz93j9WHhuqpIpMGes2ltRof5i8DtckaMN4DxqXmrNh+IGD3q/AGMXfkPQ75fNOzv0UbIB/QLYBdhG9R+vdrmnpU3SSyNpw1j+gloew6nm9oMOVaU5TzHp5Ho0/SNmteyYFHftrP/N8pp6PH6sGhdVWQus4hmIhrm3PGfDQBhOrlVo+HYPo+d+m5kmQP9PsiqhuZwf0TL7mVl+wwzcFrG2BUIBJCamhr5+f3338d1110X+TkzMxNfffWVaff//e9/j+zsbKSlpWHUqFF45513DPtupnx8dvy/CCGs1Iy74iLLRiut2nwgRjEzMhJHbyBqCVrX2MVTzIxSpqzogUwEIw2oWo+nVQ3NLPKKd92IuXesvinmmpUNOfrxY9Tf4XY5o747BOD1D48Y8t2iaeJskIzYyDDjEG8OWzGqmSnizGAOAGn2JEPW8Hh9YXSYvwzq/AFDNnus//XoDf9WgTl4zDJQhOtfRveNlaNMGpvbjFFGRcABbc/BwK+Ugj6i0mgmj8iM+tnKhmYgXNYiw2FHmj0JzS1Bw3TCkvLqGI3fik4LILyGX/7LtzBkXhmGzCsz9HlrC7ozvtGrhyXrMHq8PpxsbAYQnhenm4xL9fV4fajX9ZNV9308g7w/0GqYgdMyxq7LLrsMO3bsAAAcPnwYBw8exI033hh5/9///je+8Y1vmHLv1157DbNnz8aCBQtQWVmJG264AbfeeisOHz5s6H38mjRGqxc05mFk5IQWo8MdRcJTxo0ycvIs/HMn5Rry3SJhioceo5Ra/djZVTzRkoZmvcLJMMprz6s7dWVWuuX6innrW3QGeSNr5ekX7T019ZaTUbwIXaNgxgneZt6Kpw6a2d54G9XoaBZrwJsDRmz24kUJxrunFbHBuDIHvD5nEYlWw+P1oc7fEvk50BoyNb3eaoZ4ILy29e+T1vEvdpEx2f1irlnV0Ozx+rCsbF+ktiBbo4zQD3g6eQjWlFHaesNA+HkbNe94/fRJTb0la1cuK9sfpecEQzDMaMcznhoZNSYKrUFQj1GGZssYuwoLC/Hwww/j/vvvx6233opvfetbUTW8tm3bhvx8c452f/LJJ3H//ffjgQcewNChQ7F69WoMHjwYJSUlht5Hq9AGQ8Dlv3zL0O8XhT7NkGFUeOUHh07GXLNiel48gWSUoLJ6KDnD7XJyjXR6Y0VX0Y+dIfOsWQ9nzYx8TB3JN3gZsVjw6k7tseAGiRlaAia56+PJIqttkvTKLCOefE8ElrrvsMeqIJNHZFpOoeW1N9WgU5XdLidSkmP7yYjnIBreHEhJPneDqvZEqs7cU3V46x1LGzdC1+H1uc2igYLaVE+GUZETvOdgNUM8w8z0Jivq3zyK1lZi4bqqGCeMUVkE8aJurCijeOPJqHnH66cQYEm9XBvEwjDKaMeTRVYsLdJemnWv1BRD+soyxq6f/OQnePrpp3Hy5EmMGzcO//u//xv1fm1tLe677z7D73vmzBlUVFRg4sSJUdcnTpyI9957L+b3m5ub0dDQEPXqLHqFNtAasuTkjmdkMeoEPauG/eqJJ5DMVBwWl1rvxFJW50BPmt2YUz55ioxZhVzNJt7cM2KxsHKai5bCghzw9tdmF9u32iapsCCHa4wywojOUvcXTM6Lec+qYfh6jDJGhSMFY2WUFfuJNwcCQWMis5kBVY8Va5iYbezlRWwa5DsSCi+KlmGEvHW7nN3mlGaevDBqvWs80xJzjbd2qE68jBqj6gIXFuRwx5PVdAMg/vpjxN8ST2Zbce/HmwdXLd5s6j2tpqvHmxeAceu3paTR/fffjzfeeAMlJSUYOHBg1Hu///3v8Z3vfMfwe3711VcIBoMYMGBA1PUBAwbg2LFY482KFSuQnp4eeQ0ePLhT9ylaW8lVaK04uePBq/+SKB6vj1t+1IrpefEWBaMWVl6fGFXkViTaosNajCgk356ybEW0hXQZI7Ji0w+7AjtZUEu8SDKVcbucWHzH8JjrRkVNWFEW8XC7nOjXKzXmupG18vRYtQYcb9NoVGRtvDFpxX7iRWUDxkU2HK2PrdtlRaOgx+sDL4PYYU82RL4YFRUtm3jjJsNhN8RgyNM3rRrFxJMXRs07XpT05f17G/LdIpk8IhPJNsRsvFtDxhkGeTPPapHMAH882ZNshvwt8dZO7Wl9VmHB5LwYg1ed35hUw3jz12oZF26XE1Pi7CWMWr8tZeySiU0X4x0KhWKuAcD8+fNRX18feR050rnCxPE8CmkW9I7E82jHG8yJYLXwzPaItyikphjzzONtLLoDGY4UQ/Le2xtPVst7B8AtpHv45NeGfLf+NEYrY+bccLuc3BpLVtwk8TyERqXn8SI2p4y0XgojIH5dchhU/F408Zx3RhjuVm0+wI1OsmJkV0l5NfdvSU0x5rnzjBNWdFzEq2dnlMOhO+mbvDXPTIM5zzmmOmtm5KN6xWRu5KMRYyHed1hR1+TJoZTkJFP/lgWTh5r23WbxwaGTXIe6EfqgFR1e8dj4yVHu9fMysksGF154IZKTk2OiuI4fPx4T7QUAqamp6NOnT9SrM8QrLs1L81CdeOmKa2ace021eKkKVtxIxuOSfj0N+R7exsKoKB+R8BTXen8LRjn7nrPi3174bHdRdOv9AUMUkFpOwVmrRp7ynAtGRU1MfWanJSMo9Xi8Pq6H0Cj5xCuuunXffwz5btEUFuTEROI0txhzAjHPeWTk6cYikeG827DbmNNoRTLK2Ze7LhkR9W21vmgPt8vJjVIzyhDMM/ZbsVYeELvmZWWkoaS82pDxwDM4xtvTWAHe+m3EpjuecaK76JpGZFsA8Y3VVnTwmH3YHG/uWdFxEU9nNipCnoxdHdCjRw+MGjUKW7dujbq+detWXHfddYbdZ0x2vxjlxp5sTEioaHhWbKOOPXa7nN3Kms3DqFOReN6p0keuN+S7RcKbAyEYs4i4XU5cGccAaMWIAN4iF4IxyhQvhNys0/rMhqeInzEoPY9nIGLdZKWNZrwxY5THnreR5KXyWwG3y4nbdWPKKMW/OxU1npA3kHu9eH3VOc+NuZNyufVRjJJ/IqnwneKmO/GToBIjXl9Y8QTweGUtjJKzPFlnxbRYIPY05Zq6JtTU+Q2ZG7yTYY1wbssg3tgx4rnH2891lz2NUSfn8fop2WYt/YkRz+hrhGM13iFCFT7rZfWYHYhBxq5OMGfOHPzpT3/Ciy++iP379+NnP/sZDh8+jJ/+9KeG3YPn5W4x6bQws+EpnIFWY4rQArGn72Q47Jatk5PhiFUSjMpL5ykgVlws4mGU5zDe5t2KSi3vCHB7ss0QBWTB5KExRmveGLMCvH4KhozZFPMWbRusd0pOvKhH/aapq/DmncOCNTkY+ihHoxT/eN9hxQ1SPJlqxNyLV2POqOcgkniHaBiRQhzv4AkrRuKYffItr0+s6AQD+OUMkm3GyBGrRrvx4I0dI2tJ8tZUKwY16PcSNgC7iiea9rcYpZ+JZs2M/Bi92agyBIUFOchw2GOu13CyMFRnyIW9uNeNki1k7OoE3/ve97B69Wr86le/wlVXXYUdO3bgrbfegtNp3KTmKTcpSTbTTwgzg3ipl0YJKm3k2NSRmaYKWLPZVTwJX6ycjKyMcD2kZJtxeem8dCMrLhYA34Ba4TtlyNyIt3m32gYJ4D/fQDBkyPxwu5wxXiSrGpl5myQjasAB4ehJZvBKsoU325NHZBr2/aJwu5xI5yhSJxrPGPL9+o1khsNuyZocQGyESYbDbti6FO9EOCuuefFqLBm1mWRlDrT3mDsp13J95XY5ufPDCHnrdjmxf8mtUVHAU0dmWjISh3dYhpGGiTUz8mM2k1Z0gvFw2JOx+I7hhswNM096FA1v7KQZWCNRX7vYiqVFgFhdMyXZZugzZ3siLVY1NOudwkbVPXW7nNw1gdd3qhMvspgK1AvmwQcfxBdffIHm5mZUVFRg3Lhxhn4/T7kJtIYsFw0AhP8WvYJglAKiF6ZWVzw8Xh/GrtyGk2c3kL3TjDtFiJdOZaXNtpYFk/NiNnxGheDrN+8OezKWTjNGCRQN7/kaqUzpF1Gjan7IJskGvDtvvGHPnHnR+6SFjR5rZuQb+v2imDspF1kZDkwdmQmHPQk2GKdwrpmRH7Xh7pWaYrn+YWijjW0IeyPHrtxm2NyIl2ptNXgGcwBIN+j0PFbmoFdqSmS9sJr+xNDWKsnKSMPppoBhB2t4vL6ozYVV9SjtpjHJFnaK8Qz054J+M2lVHUr/dyyYPNQweWvmSY+icbucnJNQjSvXsGZGPr5YOTnysmJpESD2mQeCIUPS0YGwfDpWHxudZFU5pdWjsjIchjqJtfMs2QYsnTYc78672bDvFwUvitaoyFOAjF1KwZvIVgvBZ8abcVdcFFkebACWGGQ80E5sqx5Tr6WkvBo1dX5unbNz/V5GVkYakm1h761VN5NAbH0oowShNl0rw2HH/iXftmw/aRW1JBtMUKain4FRBkfRMOWDYeTR4t0Jt8uJd+eNx5oZ+ejXKxUhhDfhRhhyPF4fKnynIgqglWV5k0Z+TxmZiQrfKUPnBs8gb1X0qfvJNmMjREvKq1HnDyDdYbf8uALCEre2rgnBkHF1tUrKq6NO7uXVz7MCTI4vnTYcn6+YjH69Ug11EHu8PpSUV2NEVrrldSh9hKiR67bb5YyRSVaed33Sog2mRp2Q3t3QR+kalWrI5JMNYZ3cyjoCkyGFBTnc8hnnitb5aFSwhAzWzMjH0mnDo4yCRkWeAmTsUgp9iL/Dnmy5FD1mvKnwncKSswPXKEMX0JajnOGwG/q9stAaWmwwTuln6RzMyl+9YrIl0xQYy8r2RSICbIChgtDtckbGqlXT8rQwxcwMBY2dEuawJ1taAWFGHC1GKv9sE9YdxhNDexKuEYYc7Vphxag3LdrUlArfqUhfGTU32LrnsCdZOt0TAE43tQAwXo4zWN/PnZRr6XE1d1Iukm3hkvRp9iQk24yrq6Ufl0YdOiEaFsm3rGwfsueV4Ru9ehg671ZtPoCaOj8+qalHMGTdyBLGlJGZkfXb6HV7weShEUdbVkaaZecdEKuHd6d13Ci0xdGZIdioucdk+JJpwy0dGQ+06Tkl5dVR/zcKrUzipXVbCa1z1ejnbQuFQtasgm4RGhoakJ6ejvr6evTp06dTn9Fagq02ua3cdllctXgL6vyBSJ0XIpbseWWRmjhWrS8iCjPH09iV21BT50dWhiPGWGQlmJz6Rq8e+KSmHmn2ZEPTOrozRsn4orWVKNtTi8kjusd8NnvtY3Mvw2FHr9QUy66x3e25mwkbU6OcfSNGVKOeeXdZU9m8AMIG1MyzG24j+omtpQ57Evr1SrXsnBNFd9EPANrLdITH64vUPrViXURRaMcRAMPHlMfrw8J1VQDCRuz9S75tyPfKwqx5R8Yuk+mKsau7QItF56B+6hjaIHUeM8dTdxmr3Ukptyrd8RmImHuNzS2o8we6Vb8R8fF4fSheX4VgCIY+8+6ypnq8Piwr24emQCvS7MnwB4KG9VN3We9EQQYQghBPdwqYMEsvJGOXyZzPxq7uuJkhiPOZ7qL8d5e/w8p0x2cgYs3rjv1mFN2xb9iYSrbB8JTP7kZ3fP5Wg/R+ghBLd5J7FNllUc5nY1d3moAEQZAiSxDtQWueXLqjfKIxRVgJGq8EQagGGbtM5nw2dhEE0b0gRfb8hJ47YQVonBIEQRAEoYWMXSZDxi6CIAjCynTHiBmCIAiCIAiie2P82fQEQRAEQXQb2FHgRh9XTxAEQRAEQRBmQZFdJkORXQRBEARBEARBEARBEOKgyC6CIAiCIAiCIAiCIAii20DGLoIgCIIgCIIgCIIgCKLbkCK7Ad0dliXa0NAguSUEQRAEQRAEQRAEQRDWp3fv3rDZbHHfJ2OXyZw4cQIAMHjwYMktIQiCIAiCIAiCIAiCsD4d1UUnY5fJ9OvXDwBw+PBhpKenS24NcT7R0NCAwYMH48iRI3Q4AiEUGnuELGjsEbKgsUfIgsYeIQsae4Rsevfu3e77ZOwymaSkcFm09PR0EgKEFPr06UNjj5ACjT1CFjT2CFnQ2CNkQWOPkAWNPUJVqEA9QRAEQRAEQRAEQRAE0W0gYxdBEARBEARBEARBEATRbSBjl8mkpqaiuLgYqampsptCnGfQ2CNkQWOPkAWNPUIWNPYIWdDYI2RBY49QHVsoFArJbgRBEARBEARBEARBEARBGAFFdhEEQRAEQRAEQRAEQRDdBjJ2EQRBEARBEARBEARBEN0GMnYRBEEQBEEQBEEQBEEQ3QYydhEEQRAEQRAEQRAEQRDdBjJ2EQRBEARBEARBEARBEN0GMnYRBEEQBEEQBEEQBEEQ3QYydplMKBRCQ0MDQqGQ7KYQBEEQBEEQBEEQBEF0e8jYZTKnT59Geno6Tp8+LbspBEEQBEEQBEEQBEEQ3R4ydhEEQRAEQRAEQRAEQRDdBjJ2EQRBEARBEARBEARBEN0GMnYRBEEQBEEQBEEQBEEQ3QYydhEEQRAEQRAEQRAEQRDdBjJ2EQRBEARBEARBEARBEN0GMnYR3R6P14exK7fB4/XJbgpBEARBEIQlIP2JIM4vaM4T3Q0ydhHdnpLyatTU+VFSXi27KQSHorWVyJlfhqK1lbKbQlgcUtK6L/Rs1YeeUeewUj8x/al4fZUl2ksQxLlBe6bOYSU5zrBim42AjF1EQrCJUrS20hITxuP1obG5BRkOOwoLcoTe20pGHJkCsGxPLYKh8L+qI3uhkH1/1WFK2qrNB6ifuhmkgKsPPaPOYaV+KizIQbINCIZgifbKQvbaXLS2EtnzyjB00Sbl1z3ZfWUFZO61CgtykJXhEL5nshpWdARYae0xEjJ2WRRZiwWbKKW7ay0xYUrKq1HnD6BXagrcLqfQezMjzobdtcov7DIF4OQRmUi2hf9VHdZPC9dVSVEqrbRQyZBRhQU5yHDYUe8PWKafZODx+jB00UZkz7OGMR6Qr4BbaYMmq63f6NUDAHD8dJPy/STzecoey4nSO80uxWEIWGPeebw+FK+vkrrmlO2pRQiAPxBUft1btflAxCklEiuMJYbMvZbb5cQoZ18Ur6+yjH4g49mOcvYFYB1HgIzgD1XmHBm7LIp20y1SGLHJHe9nlZAZ1QUAwzLTAQApyTblN97MSNDY3CJUKHm8PlT4TmFYZjrK9tQqv7Bqx5EMpVLWc+oKMgxzbpcTvVJTEDr7s+rySZYSUFJeDX+gFSGEjfFW4INDJ3Gs3o8PDp0Ufu+itZVYuK5KygatK8gyiu+pqQcABIIh5ftJ1oYbCMupd+eNF+6AS5Spz+zEwnVVqPMHUO8PYOG6Kkx9Zqew+1tl3pWUVyN4dtGpqfML1WM8Xh+uWrwlsubZk22WMaKKRAWDZGdhexeGDRD+TK3krAfkrHk7Dn4Z+T9z9KjMqs0HIrJcFKpEv5Gxy2KwDRIiS5vY9K8K36l2f1YJNrHrJChpAHD45NcAgJQkm/Je3A8OnYz0lcjFggnCPTX1kYVVZbQbbRlKJTPmiH5OiVK0thI1dX4A4g1O2vtplRHVYGN/Wdk+4enO2j4KAcJlY6J4vD6U7g4r36W7a4UqTUVrK1GqkUvNLUFh9+4KHq8PJxubAQAnG88I6yv9+G1uaRVy367CnmOdPyA8wpEZKK5avEXpTSQzXgJtGqf2mtlo512dP6CsM4ylejJEyiiWvdB69gEFgqH2PyARNu6bW4LIcNgxd1KusHuv2nwgyiCp8prH9i4MGU/USs56WYENWl1gb604udhVmAE1BAhzHmjT4GWWFyFjl8VgG6SauqbItYHpacLur9+4qmzN1npGALFKGqBV9m1Ke3HZRpIh0jihv1dKki3Ob8pH308tApVKpiRe/su3UFPnh8OerLTxVGu03LrvmLD76p+RXgaoxChnX9gA+AOtwg29eieFaNmYKHrFTGSUh+oGeC0sEscfCK89IqNP9U631BR11UuP1xfpIyCs/It0Gi7esDfiXFI5YmlEVnqnrolC5bnYO80OrfqyuHSvkPvy9DVVxxQz4vgDrREntCwDpuprnh6RkTFFayujonRlZcd0Bo/XF4k+rfMH8PqHR4Tct2htZdQa0jstRch9u4rH60OgtW3PIspp53Y5sfiO4dLLi6irjQigpKQEI0aMQJ8+fdCnTx9861vfwsaNGyPvh0IhPP7448jMzITD4UBBQQH27hWzgMWDZ1w6Vt/E+U1z0G9cVbZmayc2AIi2ozBh4g8ElfXestBuLSKjYWIMIeraumIEdIhzzSyYksjGtD8QVNZ4CoS9gQx/oFXY+Ncr+S2t6nq5dxz8MspjGwKE9RNPcVVVRgGxRkuR0VU2nUxKTUkWdu9E8Hh9MRs4kdGnsU43defesrJ9MddYJIPZFK2tjIq+UdkgX/rI9cjKaHuuSbbwNVHo1YE0u5pblsWle6Oiq4BY/dMseM4klceUHlEGzLmTcpHhsEfGlHZcq8bcSbkxY59FxohAb/iXUfO4s+hluSgjpn7c1vlblE73jN2riNtsuV1ONDQFNBqBeN1AzZVDEBdffDFWrlyJjz76CB999BHGjx+PO+64I2LQeuKJJ/Dkk0/i2WefxYcffoiBAwdiwoQJOH36tLQ284xLPQR6UJsC0akJKluz7TrrVmtI3IauaG1llOKjqqdNW2uCUecPCOsnv248iYyWShSeB1XlmlBS0T1GWSHwKck2ZZUPHqK8t26XEw7dxnHhOnVPFBK1ceQR0t163BUXyWlIB/DmWCAYErJJ8Xh9UdHmQFj5VxX9ugMAnx0Xo9eV6jZJgdaQsvMOQNRzFalDeby+mC3Rgsl5Qu6dKDz5pJevZqHXyQG58rI9eEYcUQZMt8uJ05oN9/HTzULu2xXcLqfULAf9vk7lDB6eLBcB7/monO6pd3q1BMX129Rndkbth/W6ggjOa2PXlClTcNttt+GKK67AFVdcgWXLluGCCy6A1+tFKBTC6tWrsWDBAkyfPh3Dhw/Hyy+/jK+//hqvvvqqtDbzTqwTGTlxpS6EXWWFlocIQaRPpQLUrTfBCp7rESWw9Qqhqp5bgF+fTkTNOo/XFxPJonAAHACesi1G+dbXAFG5UDavXomoU330aVwMVRW1WL1S3AyYMjJ6zd267z/C7p0IMtNMVB038dA7wgC+0UAUKvafx+vDpfPLYq6Laqv+PhkONaNL4uneovRyvXxiqGhAdbucMXsIUQZMj9cX5dhVvbYZz2ApqsaZfl9npZRPnmw3A232ghYV0z09Xl+MHizSyaLC+FF3ZymYYDCIv/71r2hsbMS3vvUtHDp0CMeOHcPEiRMjv5Oamoobb7wR7733XtzvaW5uRkNDQ9TLSMZk9+NeF6WAVCmctqgl3mIhQhDFexYq1puIpzyKiljSKzoiDbeJwhs7Ivpp1eYDMYYJddU0vpItw5PDULVQdry5J0tGqVwHTi/KRXklPV5fTJqQP6BmgXreeJoaZyNsNPGcJqqSkhyr+uo34SJRcd6VlFfHzDtAnG6g75PGZjXnXXu6twi9/IuvGqXduyt8otv4ijJg8pxeqqadxXt2oqJ0rQKvrb1SxWQb8coZTB2ZqaRBnh1iwbsuC9Hj7Lw3dn3yySe44IILkJqaip/+9Kd44403kJeXh2PHwgrugAEDon5/wIABkfd4rFixAunp6ZHX4MGDDW1vvMEpSgHRKz+q1hOP108ijq0vLMjh9ovKUUt6RNXt4i0MKippHq+PW+dF1mmkSTY1FTVeDThAnLeNP3bUNA3ynp09ySZEWeKlJUzIG6CkosZDVJpOSXl1jKFZ1Fg2gnjOMaOxyrhpI3b8nGg8I+TOvFpBKvZfPAOcqDVPX2ha1XTPwoKcuCmLIoyY8aImVC2xoJ95ok5F5Dm9VE07i/fsRIz/eJHwKs49XlubW8Q4zOdOyo3Z51X4zN9fdoV4ckjkac16RM876+y+TSI3Nxe7du2C1+tFYWEhZs6ciX372ja1Nl112lAoFHNNy/z581FfXx95HTli7MkQMhUQ3qRQtDRA3H4SceKS2+Xk9ouq9SZEHv+sh5faqaqXm5f2JaKWASusqiU1JVlJRY1XAw4Ahg7qI+T+KteW0MN7dkF9gSiT0HvXAbGn0Z0rogxOvE1HvPQFFRGZwivy0IBzIV4KrwjjAK+2GbuuGm6XE3bOWBdlROEZcVRb74BwP/FSYB32JCFGzHiyUJYjLlFEpTjxToe1QU19M96zk1mSQcW5x0PECcQer48b+Sozg6E94skhUX3FQ/S8s6Sx65VXXsHYsWORmZkJny/ckatXr8b69esT/q4ePXrgsssuw+jRo7FixQqMHDkSTz/9NAYOHAgAMVFcx48fj4n20pKamho53ZG9jMTtcnKPfhaxyYs3KVRV1HgqAK/mmRlkOGJDaVX03gKx7Uq2iTOA8TbYKvZTPMEs4jRSXn80twSRleFQTlErLMhBVoYj5roohZb3PFQ9PY8XESDKeZBmj+0TUafRJQpvfRFlcOJtOpoUTrXWI9IApfLJp1ri6TEijAO86GBA3Y1k8ZRhMddERX3zIuBUW+8YvKh9UetO8dTYZ6RySroe3n7GDHg6bYqgSOpEiffsRMjzeLq/ipGC8dpq9tgvKa9GTZ0/5rrKbjCeTTzDYTe9r+KteaKxnLGrpKQEc+bMwW233Ya6ujoEg+HJn5GRgdWrV5/z94dCITQ3NyM7OxsDBw7E1q1bI++dOXMG27dvx3XXXXfO9zkXeKcGidh0xwvXVlVR4xXuFJXWUc8p3K/qBknfrtaQOIOTqhtsPbzT6wBxxtOGpuh8+9ZQeD6qpqi5XU68O2+8tPvznofMyMX2iBcRIIIJebEOm09q6pWUUTLXF54iGIK6a54sPF5fTMFnVbM9CwtyuJsSEcaBePNd1YjU8LoXbbQRZ0CNfkqiIqW6Ai9qX9S6w+uTfr16KNtXeoZc2EvavVU10LtdTq78FGFAjafrqhgp6HY5ubUizR778WpUpitct7JPWnTbkm3AruKJpvdVvDWP0hg74JlnnsHzzz+PBQsWIDm5beKPHj0an3zySULf9ctf/hLvvPMOvvjiC3zyySdYsGABysvL8f3vfx82mw2zZ8/G8uXL8cYbb6Cqqgr33nsvevbsibvvvtvoPysheINHxKbb7XJiQt7AqGv2ZJuyHiRe4U5RE4x3LK2qGyR9u9rJ0jWcwye/Fnezc0SvaCydNhxrZuQLuTdPJ1N1PPEQVShb/zxE1cDqCh6vL6Z+iSgDAS86Q1UjDt84IaajeJHUyTZ1I0z0iIpC440bvXKtCm6XE1NGZkaNIFFyQn9fhghnZVe5vP8FUu6rjyTR654qoR87GQ671HXHKvIJEJc+z5NR8U6yVAGezifCgOrx+mL2mKpGCspyzsWb26o6VgFg3BUXRf0s6jBS3hyTYTewnLHr0KFDyM+P3WCmpqaisZF/Kkk8/vOf/+Cee+5Bbm4ubr75Zvzzn//Epk2bMGHCBADAo48+itmzZ+PBBx/E6NGjUVNTgy1btqB3796G/C1dweP1xYRMO+zJwjbd+hMF+/dOU3YzyUudEjXB9CeCqLxB0kfsiXJ2ebw+1HNOCFEVbUHKrAxx497j9XHrcqg6nvTYk23CIir1iCpk3hVUMhAk2cSEtHcFZpzQwqu/Yhb6SGqFT6yPSf0SZcAsLMiBPrNUZcW/wncKIbSZTEWd4LVmRj4OrZwcdS3ZJi5CuCvw6vuJQB9JomJkSTzq/AFuPVIRLJ02XFmdnIeosa9f22yIdY6phD66SpQBtaS8OsYJp+oJxKs2H4g5ZdCebJNiBFO9lKcs+blmRn5MaZPiKcOEyyjLGbuys7Oxa9eumOsbN25EXl5iBcBfeOEFfPHFF2hubsbx48fx97//PWLoAsLF6R9//HEcPXoUTU1N2L59O4YPH36uf8I5wQpl68rmC7s/i1hKskHJmkHtIdLbNndSbmSxctiTsfgOdRUQt8sZFbWkT1swC96iKmuh6gzhfgo/05OCTu4Cwv2kstGGB4uGsSfbEAiGhEYMiaoBcq4UFuTEGDH13jez0B96EAqJCWnvKlpFzQaxhhReJLWKEXBh5BjF3S4nFt/RphvZoGbtRQZLQ0lJssEGcfMO4JcNUBVe9KmoWlT6cau6rqlfd0RFLHm8PilOuK6ilVDJNnEGJ316Hq9upUroD9EQtebxHBeAymteNKL0Te0eDwg7wVTuI/1zFZVtwe6tRUY/Wc7Y9Ytf/AIPPfQQXnvtNYRCIXzwwQdYtmwZfvnLX+IXv/iF7OaZDisArY3uEpl3zgoDJ4vMdesieqONyA2S2+XE/iW34ouVk7F/ybeVVkA8Xl+Ud2TB5KFC7svGsnbTLdowkihs4+sXWKSa9ZNemVa5n06cNQb26pEi3Ch+QmOIjHckvAq4XU58tvy2KK+XKO+b2+WM2uDzCiyrhDaVMV1witCUkZlItoWVw6XThivt5NErtCLrHLldTkw921cqpwcxTjcFEGgNIQSxXm+93A5B3ZNQtcWFR2SlI9km1jCY4bAjw2HH0mlhQ+rYlduUdYbpSzKIiljSngpXq+hpcPEYmB57CIGZLJichwyHHQ57ElJTkpQdS0C08XREVrpQOa4duyoHNuiddiLbyvZ4U8+mpqua6slgDqmsDIfQEizs3lrjmozDDsTEbhvID3/4Q7S0tODRRx/F119/jbvvvhtZWVl4+umncdddd8lunum4XU64XU54vD4sXFcFAGgRmFeRmpIMf6AVLa0h1NT5UVJerawhZ8HkoVi1+QCaW4LKnsimArKMJtqxrH1OKi8YU0ZmovRsKq+osa/tpxONZzDK2RcVvlNK91NhQQ5KyqulFNEf5eyL2jo/0uzJwgy350JhQQ6Wle1DU6BVqBKg3WDzCiyrBBtDbEyJZEx2P1T4TmFMdr/IXFQV1jZ2RL3oVMI1M/IxJrsfSsqr4fH6lO2rkvJqBEPhKJN0wem7hQU5kfWuJRhCS2tI2TRG5tyxIexECIbEGQZLyqtR5w8gK8MBt8uJsSu3KatzaksyOOxJ6NcrVVjq/ihn38jJcGn2sAFH1trbGa7MSo+UGKmpaxIuJ5pbgvAHWuEPtCo5lhilj1wv7d7aOd4nzS710KH2YM9u0boqhCCnrWtm5CudDqtFq0dpfxbBmhn5qPCdQk2dX0pKpdru3Dj86Ec/gs/nw/Hjx3Hs2DEcOXIE999/v+xmCYMtZszTJtKLekm/ngCAzIw0Za39DLfLiV3FE9GvVyrq/AEpRh2P16e0NxKIrdklup/Yc9q/5FalU6mAsMBm0QuivRPsuOPS3bUY5eyrdD+xUxlltJHV47HKiVRulxP9eqUKjzCZPKItYskq/SRjTLF5V7y+Smk5zmDyVJYsZf2lcuQpi5adMjJTWL0uhtvlRK/UFPgDrejfJw2HVk5WdrM0RROpx/pMlM6nv5/o+ycCK8mQbAs7hEWOf7ZmJNvCTgvV558+Ak5kO1kZGIaKY0kFWJo32xeovO5p557KdSJVQaZ8kCnDLWnsYlx44YXo37+/7GYIhw3WE41nUL1CrKLETg06Vt8kbTObKDInmOqKB9AWjqt6io4qVPhOCfVwM7TPRdW0FxVQeVOkhxnDRzn7Cm/zmhn5wtcPK8JSA1WvyaEKVph/zHDKPM2in6sV+ggIy4jFdwyPrHUidT69cVumA6Uj2PMclpmOen9AaEoTuzerC2uVseWwJwlvp7ZOpsjUQKuhQqBAZ2GGud6SDvexQkCDFpnyQaYMt4VCIYXLY4bJz8+HrZM1oj7++GOTW5MYDQ0NSE9PR319Pfr06WPId8oMUy5aW4myPbWYPCKTNkmdQPWQciJxaP4RRsFSc7IyHMqmChAkx7sr9Fw7hmRU58mZX4ZgKBxlUr1icscfOA+RPedoPHce2c+qs8h8pjSerIEljF2LFy+O/L+pqQm///3vkZeXh29961sAAK/Xi7179+LBBx/EihUrZDWTixnGLoIgCML6WEWZJAji/IRkVOchZ5T60Hjufsh8pjSerIEljF1aHnjgAQwaNAhLliyJul5cXIwjR47gxRdflNQyPmTsIgiCIAiCIAiCIAiCEIfljF3p6en46KOPcPnll0dd/+yzzzB69GjU19dLahkfMnYRBEEQBEEQBEEQBEGIw3IF6h0OB3bu3BlzfefOnUhLS5PQIoIgCIIgCIIgCIIgCEIVxJ65bACzZ89GYWEhKioq4HK5AIRrdr344ot47LHHJLeOIAiCIAiCIAiCIAiCkInl0hgB4PXXX8fTTz+N/fv3AwCGDh2KWbNm4c4775TcslgojZEgCIIgCIIgCIIgCEIcljR2WQkydhEEQRAEQRAEQRAEQYjDcjW7CIIgCIIgCIIgCIIgCCIelqvZlZSUBJvNFvf9YDAosDUEQRAEQRAEQRAEQRCESljO2PXGG29E/RwIBFBZWYmXX34ZixcvltQqgiAIgiAIgiAIgiAIQgW6Tc2uV199Fa+99hrWr18vuylRUM0ugiAIgiAIgiAIgiAIcXSbml3XXnst/v73v8tuBkEQBEEQBEEQBEEQBCGRbmHs8vv9eOaZZ3DxxRfLbgpBEARBEARBEIQwPF4fxq7cBo/XJ7spBEEQymC5ml19+/aNKlAfCoVw+vRp9OzZEx6PR2LLCIIgCIIgCIIgxFJSXo2aOj9KyqvhdjllN4cgCEIJlDF2nTp1Chs2bMAPfvCDdn/vqaeeijJ2JSUl4aKLLsK1116Lvn37mt1MJfB4fSgpr0ZhQQ4taARBKAPJJoIgAJIFBCGawoKcyJwjiO4OrTGdp2htJcr21GLyiEysmZEvuznCUSaN8fDhw/jhD3/Y4e+NHz8eP/jBDzBz5kzMnDkT99xzD7797W+jb9++OHz4sICWykfrvSGIc4VC3wmjUE02qTy2VWmbx+vDVYu34KrFW6S3JR6q9JXqqNRPqskClVDpOREEQVgRWmM6T9meWgRD4X/PR4QZuxoaGtp9nT59ulPfk52djS+//DLm+okTJ5CdnW10s5XD4/WhsbkFGQ67VO8NKWudp2htJXLml6FobaXspkTBnuGqzQdowSAMobAgB1kZDiU8yx6vD8Xrq5Qd26ooaiXl1ajzB1DnD2DV5gNS28JDleeoslFQJVnO2jLK2VcZWcBgbStaWylVf2Fzf9XmA6RHdRLSOTuGjavi9VXUT0S3Z5SzL5Jt4X+J9pk8IhPJtvC/MpC99gozdmVkZKBv375xX+PGjevU94RCIe71//73v0hLSzOyyUrCNianmwLS26H6oqqKcqSqRZ09w3p/QLrxlOg8qhpPAcDtcuLdeeOVCCkvKa9GMAQk26Dk2FZFUSssyIGt41+ThgrPkRncmFFQtoFSD5Pldf4AbJA7plhbyvbUKpdewoyBG3bXSjUKMqdAc0swYvQi2kcV54DKsHkfDIH6yeKosn9RmR0Hv0QwBGzYXSu9n1R/Xmtm5KN6xWRpKYxMfrO1V/SaJ8zY1bt3b6xYsQLbtm3jvv74xz+2+/k5c+Zgzpw5sNlseOyxxyI/z5kzB7NmzcL3vvc9XHXVVWL+GIl8o1cPAPIWM63X1na2HaoqakyxldU+1lfDMtOlWtTjUViQg2QbEALQKzVFqU0JER9VjaeqwWTlsMx0Jcd2he8UgqGwwiZTSXK7nLgyKx0AcEm/nlLa0B6FBTnIcNjRO80urQ3M4GYDlHQMMFkOhOV5he+U9LaovOFOSbJJNTQzp8CZllYAkO68VB1VMhraQwUn1I6DbVkvsp0oWrSGAJlGARadO3TRRgxdtFHJKF2G7P0LQ2UjTmNzC4Dwmiezn4rWVmLhunD0+bKyfdLa0R5FayuRPa8MQxdtkvIsmR7HD1cyn4SMXfv378dLL72ETz/9FADw6aeforCwEPfddx+2bdvW7mevvvpqAMCNN97IfV1zzTVxo7YAoLKyEpWVlQiFQvjkk08iP1dWVuLTTz/FyJEj8ec//zmRP8eS7K2tj/xfxmLGrLM7Dn4ZGbTNZxU2lfB4fajzhxVIWe1jfXX45NcYmO7AmOx+UtoRD7fLiWGZ4U1uTZ0fly94S8kFTRVkpzF5vD4MXbQRwbMTjz07FZGtIHm8PuypCcvKPTX1yo1r7eYNgNQo2anP7Iz0lXZ9UYUPDp2UnmZZWJADe5INIYQNgqoZT7WyPMkW3gTIHPNJZw8RYgZnVZg7KRf2JBsCrSElIgKYLA/K2gF0AhVkOYuqVNEpx/SC0t21kTElC7b5B+QavPVoo/JkGnFYZow/0Ap/oFXJKF0gbJhg+5c6f0Dq3Ft01ogj2+jGI9DaJjibW4LS2qF1PDcF1NoPa+VTCIA/EJTyLN0uJxo0Tp1xV1wk9P6dNnZt2rQJV111FebOnYv8/Hxs2rQJ48aNw7/+9S8cPnwYkyZNatfgdffdd7ebZjhw4EAUFxfHff/tt9/G22+/jZkzZ2Ljxo2Rn99++21s3rwZzz33HC6//PLO/jmWRRsdpPXiiIKF39f7tZ7IkHKWf+1kbgoEpVmy7Uk21PkDyi4Wn9S0bW4DwZC0hd/j9eHyX76FIfPKMPWZnVLa0B4erw8L18lLY2IKv1+zkFYpaJgA2vqqps6PxRv2SmmDfq6pptBq62QxpVZGJIzW0AWoaUDVKpKyFH+3yxlRrPfU1CuZQsyeY2so3E+LS8XOPaZUL1xXFdVXKqF9joDciAD9OqeS/gS0OVcWSt7srtp8IGIMrK3zKxeNw2Q5IyVJXlJ4i2ZsqxQBx/YN3+jVQ6oRh9cnKkXAMfRR+8vK9ktpx6rNBzRBDfKMSTz0Y8cfaJUmGwamt9k2UpJtSssnWXi8PmjEk/CMhk4bu371q1/hF7/4BU6cOIGXXnoJd999N370ox9h69at+Pvf/45HH30UK1eujPv5H/3oRygqKor7/oABA9o1djFeeukl9OnTp7PNbpcVK1bgmmuuQe/evdG/f39MmzYNBw5EL+ihUAiPP/44MjMz4XA4UFBQgL175WzgAOCLrxoj/6/zB4RPbrfLiVHOvlGhiP5Aq3K1FLQWZFkKrV6xVm2xAGIVM1kL/7Ky/cpukIDY8SNakWRpVFpaQ+ptkIDovgpICFnQRnUCkF7DiIe+PTZASjFv/Vw7fPJroffviKK1lTHjXrQBlRlxtFghhVi79ohAFaW6PTxeH+y6NU/WuqyfeyrpT0BYjmudK41nWtr5bTGEAOWicfTRi4HWkPB1uWhtJYbMK4vo5VNHZioVAed2OVFYkCN9zLtdTmQ4UqKulUqMxOPh8foikbGMpoBYGcXWPK08b1Es/JS3pxMtG1jUa21dU+SazKABHryarHMn5Qpvh75PGs+0CLUbdNrYtXfvXtx7770AgDvvvBOnT5/Gd7/73cj7M2bMwJ49ewxvIABMnz4dDQ0Nkf+390qE7du346GHHoLX68XWrVvR0tKCiRMnorGxzaD0xBNP4Mknn8Szzz6LDz/8EAMHDsSECRM6fXqk0egXCxkLP0/Rt0EtT5JgPZ+LioaIGHRScOu+Y1Ka4dct5qpFCuoRrUiyfHc9Ki2qLDpPv+EVHamn75MQ5ETBtoc+xSQESCnmrd/4q7Ch1cJba0QbUHlGHFUNzVpGZImN0lP9oAMg/Cz1RsAzksocZGVEZzqopD8B0SlxgBzHBRCb7qKSrqlNl9ciWyffcfBL5eQTr09EpzmHHWFqrXF6eDLqSsGynLfmiXaedATPSeGwJwuVDSw9V9szKsknILxX0bYvySZ+/wLEOngDwZBQB2+XCtQnJSUhLS0NGRkZkWu9e/dGfb05ERnp6emwnbV0p6ent/tKhE2bNuHee+/FsGHDMHLkSLz00ks4fPgwKioqAISjulavXo0FCxZg+vTpGD58OF5++WV8/fXXePXVVw3/OzuDXoGVUbBTG7LJSHfYlfIk6ZFhydZ7HvyBVuUUEL0C65eUb66P/FcpUpD3zEQ/R7fLiV6pKTHXVVpUeUoaID5SjxfFVS+x7gUPnmFARmHT4qnDon6WtaGNB2+tkWHE0cunENQyNPPSKksfuV5oG9wuJ6aMVOsQFj08eSlryJ9sPBP5vz3Jppz+1KKT5aKz81jUxMZPjkZdXzJtuDJ9FU8GiF6X9YcfyaxvGA9en4iuEcl7XqoZ6Hn9dEIjK2S1wWEXdp5dp0hNSeZcDQmVDdqDYVRFr/fKctTpHbwOe5LQk9s7PXqHDBmCf/3rX5Gf33//fVxyySWRn48cOYJBgwYZ27qzvPTSS+jdu3fk/+29zgVmrOvXL1xI/NChQzh27BgmTpwY+Z3U1FTceOONeO+997jf0dzcjIaGhqiXUXi8Puw/Gv194664SPjCf6y+Keaa6GJzHaH3mpaUVwuf4LwTllTaIKmE3kYi2kPTHjwvl4xi4rz+WLX5gDJGnHjPS/QmiVeYVzXjBE9myyhs6nY5o5Q11fQ2bXoAQ7QRB+BHCqsinwB1UnFUi6DUo4qRxOP1RTmWUhTcMWXqdCjRmyQWNaF3oKjyDAG+DJCRQrhmRn7MNZmFzXm8/uGRmGuiTyjnOcJsik093tgRvda4Xc4Yve3y/r2FtqEjeAEMonUot8uJxXcMj7om+2RIPby2yNCF9WO4n+Cozk4buwoLCxEMtoUNDh8+HCkpbZEGGzduxPjx441tnUBCoRDmzJmD66+/HsOHhwfvsWPhlK4BAwZE/e6AAQMi7+lZsWJFVKTZ4MGDDWsjL3JCRu0QXhFjlU5+AWI3STIihXge45o6v1LFjXmGCBUUJH8gqIxSW1iQE+PVklFM3O1yxhgjVPLgul3OGCMzAKSmiPUIxlMMVToZrmhtZcwRzKJTFRhaOaVWXBe/2LNo+RRvnqsin+IhIxWcd/KxCutJe+hTeUWgH1MqRn3XcAzNIp08rKi5/vGo1E9ulzMm0lSlU7dVcfDw0j1HZKVzjXRmwtunKJadF0NWRprwtUZfTByIPsxKBdwuJ+w6J4EsHcpqyNCF9WOYt76YSad3IT/96U8xefLkuO8vW7YMf/rTnwxplJ78/HxcffXVnXp1lYcffhh79uzB2rVrY96z6Uz/oVAo5hpj/vz5qK+vj7yOHIn1ZnQVnldCtGcE4BcxVsnL7fH6YjZtMvKo46XbqFTcmLfQy1CQFHOuReF2OWPqushIHwZive0qUbS2khv1yQ83Nw+3y8kNuVdJWePJANGpCoBaG0ceKcmxz1G0fIpXL08lpnLSB2U4eHiGbVWM8Qx9gWpeerjZ8NYOVQwT7SHSyeN2OfHuvPHokxY991TrJ73clnUCMU+HUuVgFt4zk3EQETshXYsMY3d76NfkxuagcMcF73mFoJa+ULS2MqbsggwditdXKmU68doiOn0Y4JdaEDmehLjc9Wl97b14TJs2DXfccUenXl3hkUceQWlpKd5++21cfPHFkesDBw4EgJgoruPHj8dEezFSU1PRp0+fqJdR8FIEZHiR9IVLAeCDQyeFtyMePOEjo6ZYvHQbGQbKziLLiKO3uamW1aGvHVQv4dQxj9cX4w2xJ9uk1KPjUbanlhvNKKN9PANbmkI1J3gyQMbGRG+IcNjFGiY7JnZAyZBPvJR0lRT/eHqA6L5SRRa1h75AtYw2q5Cq1BH6KN0kmxz9QL9ZU62feIWXVZENqmRcxHtmorMceLVPVSu8rt+/NLeIP+2eRVXqUcnQzHMYytCheGNbpXR+ngzgZWeZDa/UgkhHmBCXVkZGRtxIKAaLltKmSjKKi4tNaVcoFMIjjzyCN954A+Xl5cjOzo56Pzs7GwMHDsTWrVuRnx8Otz1z5gy2b9+OX//616a0KVFKyquFG3H0hUuBsOARHZIcj8KCHCxcVxV1TRVL+1KFiqsC4SKB2tohvVJTpLQvw5EStQlRrE52jJGJ1YAS2Ve8heHW4YOUGU+TR2RyDV4y2ndJv56o03iOHfZkLJg8VHg74rFmRn7M4i9jY6J3XKjUR0DYaCnr0AxGSXk1Vx7JWHvjoWqqZbJNLQMYzwghu48AOXWeOiZaZ28NydEP9BtHNtZV6S+e3JYhG67MSo+JllLFMOh2OfHBoZMxa56MfYM+1TrZFpYLqoynUc6+qKnza66IPbUOCD8vt8uJIfPKoq6rMp6AsL6pgg7ldjmxaF2VciUgGIUFOSgpr8bRen8kk0dGBJxshLi63377bWzbtq3dF/udzvLRRx/hlVdegcfjiZyemCgPPfQQPB4PXn31VfTu3RvHjh3DsWPH4PeHBY3NZsPs2bOxfPlyvPHGG6iqqsK9996Lnj174u677+7SPc+FuZNyY0KVZQgf3olLKkUruV3OmLSOsj21Urxt2nQqe7J6Jy7165Ua9bOssPd6nbddvQiTaFQpoK9SSuyaGfmoXjE5Ki1A1nPUh2mfaVGnBhzA33TLGE96x4VKEbpAeM3LynBEjSkZaYy8SNPG5hZlIjhUOT1Lb5CfPEItI45+7MgKINZHtKgUCcDgRXfIkFHNLdEOcJVOagb49W9k6FH68iIjstKVmntrZuTH6OUy9g0twWhjl4z6q/HweH0xOt2Zllahp9bFQ7VsC954kqWT6w1dKjl4Pjh0EjV1/qiSNSrsXQCxQShCtKEbb7yx06+O+Pe//40bbrgBY8aMwaxZs1BUVIRrrrkG119/fcL1sUpKSlBfX4+CggIMGjQo8nrttdciv/Poo49i9uzZePDBBzF69GjU1NRgy5YtkdMhReJ2OZWwHq+ZkR8V4u6wJysT1cXQW/hlLWjaqIQW1cKVAOjFtCylW59iplqEib7+Wr9ePYQrH7wFVEY4cnt4vD70Sk2BPckGG4AJefx0b7PRK9EqGeMBdZRrveNigyKn+mlpbG6JpJrIqL3IO3EJCB8Oocpz5Mmi1JRk6cY4VdKoGPqxkybJGK/iPNPDamaxItCynHXalPQMR4rwKJeO4NWCFD3uPV5fTGkFGXV52sPj9UXpl/Ykm5R9gz5t0Qa1apvptwlBwaegMvT3VMkoyFgzI1+6fOKhSjsAvkNcRvt4NaxFykkpRUzeeecduN1uXHfddaipqQEAvPLKK9i5c2eHn73vvvsQCASwf/9+nDx5EidPnsT+/fsRCoVw//33J9SOUCjEfd17772R37HZbHj88cdx9OhRNDU1Yfv27ZHTGlVAlvB5d97NWDptOLIyHMoZJoDoxSsrI00JBYkXEScbfXqe3osqAo/Xh9SU5Cgvu2oRJqWPXB8VXSJjLPEWKNXCkUvKq1HnD6A1FEIIamx2Mxx25YzxqhSoXjMjP2pcy9r8x4ONJ0a6pELxPHmkwpqiZerITNgQdj5lOOxSjHFzJ+VGRQCosolkxJ6eJ8cBpXfuqFJmQY/H64s46Xr1EF/IH4jOaKj3t6CwIEeZzSTvMCRAvH5QUl4d0w4VHTxaWS7jYAgAMSf4qaKnAG3RlPqoXBm6Ae+eKq13jMiJzSE5JxDLdih1hCpyQL9XsSfbhI6nLhm7XnnlFYwdOxaZmZnw+cIPevXq1Vi/fn2Hn/3f//1fTJo0CQ6HAx9//DGam5sBAKdPn8by5cs7/Pw777yDkpIS5Oa2RTnk5ubimWeewTvvvNOVP8dSaBW1ZJsc4ePx+jB2ZTjlVIXwWh5s8crKcODdeTdLayd7XjKOWe4M+oNoRJ+cB7QpQdq2qJSex2jRRJeoMOZlHSbQHuzkuh4pSVLbp+L40eJ2OSPj3Qa5hpNbrxwUMZKo5rjQ94msaCr9eLIn2ZRb+9bMyMehlZOxf8m3I+mfsqLg2H5SlU2kFhUcBAsm50UZBVVMYwSijSiyDHJulzNiHAxBrdM9ebJIRv01ZiRhhhwVsy0KC3IiRksb5KV6peiUXln7KB4smpKVF3HYk5Bsk1d4XdtTWRlpSq13QHgv2nQ2e6alNSQlxVl/P97JyDJZMyMfS6cNjzg1eRFWImB7gwyHHUunDcdny24TOp4SNnaVlJRgzpw5uO2221BXVxcpKJ+RkYHVq1d3+PmlS5fiD3/4A55//nnY7W1e2uuuuw4ff/xxh5+/5JJLEAjEnozU0tKCrKyszv8hFqX0kesjEVWL75BT7LykvFq5ugl6Rjn7SlsktJQ+cj1GnC0cOvWZjiMXRaM91tthT5aigDBFbfKITDjsSbBBHW+ElikjM5FskxuhpzWe7iqeqJzywU478gdauSfYiWLyiLYoF5XqJ2gJaVzxMg0nOw5+iRCA1JQkJcdThiaaS9bGhI0ne5INGQ47iqcOE96GRGCbJhnPkxm8VIt8Y2g3cTKcO0BbHylWBicGbb06mYZLWc+pI5juMnVkZmQjJ+OEdDbfWRReU0B8hH5HuF1OLDm7d1ki8aAm7Vhy2JOl7aPag42r1JRkBEPyCq8vmTY8Mq4LCy4T3oaOYMZ4ppfLWHO064nDnoQK3ynlor3cLic+W34bvlg5GaWPXC+tDbuKJ0rbt9hCIa3K3TF5eXlYvnw5pk2bht69e2P37t249NJLUVVVhYKCAnz11Vftfr5nz57Yt28fhgwZEvX5zz//HHl5eWhqamr38+vXr8fy5cvxu9/9DqNGjYLNZsNHH32ERx55BP/zP/+DadOmJfLnmE5DQwPS09NRX1+PPn36yG6OIXi8PpSUV2OUsy8qfKeUCitnjF25DTV1/rORXeOltkV7oskXKydLbEksHq8PqzYfQHNLEKkpYcOAas9SBdiYV3Gsq4bH60Px+ioEQ1Bi/qlK0dpKlO2pxeQRmVK98Fct3oI6fwAZDjt2FU+U1o54MBkFgORTO1A/dR5V5Lkq7WgPFdpohbGtgs6pypqiMiqM586iwrhXYVzHQ5VnydrR2NyCOn+A+kpBEjZ2ORwOfPrpp3A6nVHGqs8++wwjRoyInGQYj5ycHDz33HO45ZZboj7/l7/8BStXrsS+ffva/Xzfvn3x9ddfo6WlBSkp4Zxv9v9evXpF/e7Jk/Lr/nRHYxeDhGDnmPrMTuypqceIrHRpVvX2YM8RIONEPFQe6yqi0vwj+FjBaUF0HlXkOM194nyExj1hBrJ1TxrXnUflvpI9jmSTcIXA7Oxs7Nq1C05n9IPcuHEj8vLyOvz8T37yE8yaNQsvvvgibDYbamtr8f7772Pu3Ll47LHHOvx8Z1IluzuqTKjCgpxIO1TD7XIqI2xUNHBpKSzIiXiPVHyWKqDyWFcRleYfwYelowM4L5Wf7oYqclxb5oBkAHG+QGseYQaydU8a151H5b6SPY60yLBhJBzZ9dJLL2HRokX47W9/i/vvvx9/+tOfUF1djRUrVuBPf/oT7rrrrg6/Y8GCBXjqqaciKYupqamYO3culixZ0rW/QmHMiOw63y20BEEQxLmhitOE6F7QuCIIgiAIgocMG0bCxi4AeP7557F06VIcOXIEAJCVlYXHH38c999/f6e/4+uvv8a+ffvQ2tqKvLw8XHDBBQm14fjx4zh+/DhaW1ujro8YMSKh7zEbM4xdpEwSBEEQBEEQBEEQBKEqWrsFAPUju7R89dVXaG1tRf/+/Y1sU7tUVFRg5syZ2L9/P/RNt9lskdMhVaE71+wiCIIgCIIgCIIgCILQIzsjLeGaXVouvPDChD/T2NiIlStX4h//+Ac3Muvzzz9v9/M//OEPccUVV+CFF17AgAEDYLOpfngzQRAEQRAEQRAEQRDE+YPsmmGdiuzKz8/vtFHp448/bvf9GTNmYPv27bjnnnswaNCgmO+dNWtWu5/v3bs3Kisrcdlll3WqPbKhyC6CIAiCIAiCIAiCIAhxdCqya9q0aZH/NzU14fe//z3y8vLwrW99CwDg9Xqxd+9ePPjggx1+18aNG1FWVoaxY8d2qcE333wzdu/ebRljF0EQBEEQBEEQBEEQBCGOhGt2PfDAAxg0aFDMyYnFxcU4cuQIXnzxxXY/n52djbfeegtDhw5NvLUI1wmbOXMmxowZg+HDh8Nut0e9P3Xq1C59r1lQZBdBEARBEARBEARBEIQ4EjZ2paen46OPPsLll18edf2zzz7D6NGjUV9f3+7nPR4P1q9fj5dffhk9e/ZMuMGlpaW45557cPr06Zj3qEA9QRAEQRAEQRAEQRDE+U3CBeodDgd27twZY+zauXMn0tLSOvz8b3/7W1RXV2PAgAEYMmRITGRWRzW/ioqKcM8992DRokUYMGBAos0nCIIgCIIgCIIgCIIgujEJG7tmz56NwsJCVFRUwOVyAQjX7HrxxRfx2GOPdfh5bf2vrnDixAn87Gc/I0MXQRAEQRAEQRAEQRAEEUPCaYwA8Prrr+Ppp5/G/v37AQBDhw7FrFmzcOeddxreQD0zZ87EDTfcgAceeMD0exkBpTESBEEQBEEQBEEQBEGIo0vGLiM4c+YMjh8/jtbW1qjrl1xySbufW7ZsGVavXo3JkyfjyiuvjEmDLCoqMryt5wIZuwiCIAiCIAiCIAiCIMTRZWNXRUUF9u/fD5vNhry8POTn53fqcwcPHsT999+P9957L+p6KBTqVIH57OzsuO/ZbDZ8/vnnnWqHKMjYRRAEQRAEQRAEQRAEIY6Ea3YdP34cd911F8rLy5GRkYFQKIT6+nrcdNNN+Otf/4qLLrqo3c//8Ic/REpKCt58800MGjQINpstofsfOnQo0SYTBEEQBEEQBEEQBEEQ5wlJiX7gkUceQUNDA/bu3YuTJ0/i1KlTqKqqQkNDQ6dSCHft2oXnnnsOt956K6666iqMHDky6tVVPvnkE8yePbvLnycIQh4erw9jV26Dx+uT3RSiG6LS+FKpLQRByEVleaBy21SB+oggCEJtEjZ2bdq0CSUlJRg6dGjkWl5eHn73u99h48aNHX4+Ly8PX331VaK35dLQ0IDnnnsOY8aMwciRI1FeXm7I96oKLapEd6WkvBo1dX6UlFfLbkoMHq8PVy3egqsWb5E+95gMKFpbqZwsKFpbiZz5ZShaWym7KTGoNL5UagtBEHJRWR6o3DZVoD4ijETFfZ7KeifRPiqOJxkkbOxqbW2NKQoPAHa7PabYPI9f//rXePTRR1FeXo4TJ06goaEh6tUZtm/fjh/84AcYNGgQHnzwQYwfPx4HDx7Erl27Ev1zLMWqzQdQU+fHwnVVSm28ZbfDClBftU9hQQ6yMhwoLMiR3ZQYVm0+gDp/AHX+gHSFlinWZXtqlVOwy/bUIhgK/6saKo0vldpCdA0V5bmKbVIR1fpplLMvkm3hf1WDZFXHUB91jGpzTmVUNJ6yveeG3WronSo7VlVDxfEkQx4kbOwaP348Zs2ahdratg1NTU0Nfvazn+Hmm2/u8PO33HILvF4vbr75ZvTv3x99+/ZF3759kZGRgb594y/2R48exfLly3HZZZfhrrvuwoUXXojt27cjKSkJP/jBD3DZZZcl+qdYCo/Xh3p/IPKzShtv2e3QoqoHYnHpXtTU+fHY+ipl2qVSxJLb5URhQQ5WbT6gRHu0NLe0GfEbm1ukto0p1pNHZCqnYE8ekYlkW/hfVWDy4INDJ2U3JYLb5cS788bD7XLKbkoEJguGLtqo1PxTdZOk2trn8fqwaF1VxBmmwiaAnl3n2HHwSwRD4X9VQyVZpZK+ojIqzjs251ZtPqBc21RDZeNpmj1JibaV7g47Vkt3q+dYVQ3VxpPH60Px+irha3DCxq5nn30Wp0+fxpAhQ5CTk4PLLrsM2dnZOH36NJ555pkOP//222/j7bffxrZt26Je7Fo8srOzsX//fvzud79DTU0NnnzySYwePTrR5luWkvJqaI/NdNiTpQ/ewoIcOOxJqK3zK6FcA20eiNKzHohVmw/IbhIAINAafnqtISijaKsUsQSEx7hK7WGkprSJSdltY5uPNTPyUViQg5LyamUUxzHZ/TAw3YEx2f1kNyUCU7JLFfFIMlTbkDBZ4A+0Sh/jWtjzK15fpUxfAWopkMzQpdUPZEZXsrHN1mJVxhLjG716RP0rm+aWYNS/KjD1mZ0YMq8MY1f+Qwk5xTZIKuoHqhlPVZSZhQU5yHDYUe8PKNFXRWsrkT2vDEMXbVKmj4Bwu4rXV+EbvXooo9t5vD40twRhAzAhb6B047e+T1QxfqsabaaSwwIIy6dgRFkJtferhpKwsWvw4MH4+OOPUVZWhtmzZ6OoqAhvvfUWKioqcPHFF3f4+RtvvLHdVzycTid27tyJHTt24ODBg4k22/IUFuTAntR2cmW/Xj2kD97XPzwCf6AVIQAbdtcqoRTpaWxukd2EmD5JtkGJTZJWuVahPdrNR02dH1Of2SmxNW1c0q9n1M8q9BVASnZn0KcGqfLsmCFAFWO8lgyHXZl+Ys8vGAKWle2T3JqwLB+6aCMWrqvCycYzspsDINYRBgDDMtOltAVokwNsg3Sy8Ywy8sDj9WFPTT0AYG9tveTWhElNSQYANAValegnbR/V1DUpscZEb5DUSPlkRt1v9OqhVBoq06OCIUh/bgy2V2GPULZMKNtTixAAfyCozBrs8foiEUt7auqV0Q9Kyqsj+7yt+47Jbk7MmK7zB5Topw2aaDMV5LiqaHXLmromYX2VkLGrpaUFKSkpqKqqwoQJE/DII4+gqKgIt9xyS8I3/vrrr/Hpp59iz549Ua94HDhwAB6PB0ePHsU111yDUaNG4amnngIA2Gy2uJ/rTrDoIAA4flrcIIkHU4gAIM2erIRSNHdSLhz2tmEdaA1JN5ro+2TxHcOlGyqBNiU7w2FXoj36zYd2fMlElU2RFo/Xh5ONzbBBTSVbFcOENsw9yQYlxnnR2krUnU1Jr/MHpMtx5rllXNKvp/R+YhvJrfv+E7nWFOi4JqiZeLw+LFxXBf/ZdqiyUeIZJk9INMSxqDfAptyGUrsW905LkdiSMNq5HwKU6CeeDifb+K1f41RI+WRG3U9q6hEMhTe7smU5AHyi0ZtkG5W0NDS1lWHxB4JS9wraUgt1/oAS0Tiy907x0Dqh/ZLXYCA28EMVUjRtUqWUAEOlSEZ9SRFRa15Cxq6UlBQ4nU4Eg10Pt/7yyy9x++23o3fv3hg2bBjy8/OjXu0xduxYvPjiizh69Ch++tOf4vXXX0cwGMSDDz6I559/Hl9+KX8BNAv9gAgEQ0oJxwl5A5RI63C7nBEjDkO20UR2n8Rj3BUXAQgv9ioIwYHpaVE/q7Kc6WtQyZ53LG1JG1Up+9kB0UZBf6BVeni5Xma2hmKjLGWwQVdnQrZhcNXmA1FKrGx5CbRtJP2BNl3jyix50UqA/HkfD55hUnZtwcbmlqhnV6+AUReI3rjV+eVHfbPUfYYKkeg8fUW28Vtr9Aai62jKgqXmMRd0CPJlhMfri4rylG1UYni8Pmh89bAn26TqxWtmRO81S3fXSjdOFBbkIFmn9DaekSvHtVGeAJQwMrldzqjAD6BtLyOTlORoc4pKBzVt2N0WyShbHuj1X1EknMa4cOFCzJ8/HydPdq3g7+zZs3Hq1Cl4vV44HA5s2rQJL7/8Mi6//HKUlpZ26jsuuOAC/OhHP8L777+PvXv3YtSoUVi4cCEyMxMvjLxjxw5MmTIFmZmZsNlsWLduXdT7oVAIjz/+ODIzM+FwOFBQUIC9e/cmfB8zkG1E0UZQle6uRWFBjnSlyOP1RSmPsvF4fTGb2UXr5Kd5eby+KKHjDwSlp5/V1jVF/Swum7t91szIx9SRbbJFdiSVPm1JRSUbkF/fTOtJZqgQOZFmj152/YqkL6kET/H/7PhpOY05C2+9VUHJBoCsjGhHgcy5pzfgAOrIKL0hV/a8068l+k2cDGTrcDyaAsGYn2U/O14/ydYNeOub7H0CENuulmBIqbpPgHzjhNvljHGsyg5q0N87GJIvnwBghM7xtfGTo5Ja0nZwhl8no1Q5qEmvm8uUUUVrK2P2CfoyMWaRsLFrzZo1eOedd5CZmYnc3FxcffXVUa+O2LZtG5566ilcc801SEpKgtPphNvtxhNPPIEVK1Yk/AcMHToUq1atQk1NDV577bWEP9/Y2IiRI0fi2Wef5b7/xBNP4Mknn8Szzz6LDz/8EAMHDsSECRNw+rRYxZunVMteLPQRVLKVWYC/2Mv0RrB8dy0qKP68Oi/BkFxjAC8bWbZC6/H6cOn8sqh0ONl1C042Nkf9LNtLCoTHE2+fJrNdvPaoUAR6Qt7AmGuy5p3s+RUPt8uJxXcMj7omO4XC7XJGGb0BNdKpPF4fanSOAhvkzT2eMq1CujVvzZVt/FZh/HQG2XIiU2fMVUGHAmIjzGRvuusVcvRq0feT3uEjmnjR1LLHOU8eyNSh9PdWwBYPABhyYa+onwOtIWnPjufcAWKjB2XAskC0yFxzeKdnfiIokyBhiXPHHXdg7ty5mD9/Pu6++27ccccdUa+OaGxsRP/+/QEA/fr1i6QeXnnllfj4448TbU6ElJQUTJ8+PeHP3XrrrVi6dCn3s6FQCKtXr8aCBQswffp0DB8+HC+//DK+/vprvPrqq9zva25uRkNDQ9TLCCp8p2KuyRTMvAkue8MN8NMA9OGlIuH1iQonaapyEhVDH+bOkK3QLivbF9Mu2Ztu/f0Dkr2kQPy5L7NdPCO33kAvA96GSFb6UjxFTQX0tR0AuWuex+tT0jgh22Cjh6erhOJcF4nsNddK6EWn7HVYb8wF1Hie+ogzmZF5PAcmuy6f6JbxHD4i4elwKhT05znjZOpQvHvLroGsr8XKkLUOsnRmPbINpwBfJqjg8NUiyvCd8F0ef/xxFBcXx311RG5uLg4cCA/Kq666Cs899xxqamrwhz/8AYMGDUr8LzCRQ4cO4dixY5g4cWLkWmpqKm688Ua899573M+sWLEC6enpkdfgwYMNaQvPKypTMOsVDXuSTfqGGwBaOMpGaoo8Y1e8PpHdV7yi6xkOO+ZOypXQGv5YlhmdwJBdFNsq8Maz7PoOxVOHxVyTNb618DZEsjZJ8RQ1FeCllcg07Cwr2xdjGJRdUwXg1y+SGfkST2bLluU846lseaBKGqyWorWVMQ4e2VF5elQ5bEQvtfXpVSKJL8tVCMeJ1gV2HPwycgiJbPmpRbaM0veTPpVfNLxnI7ump2rOHbfLiV3FE2Pm/rKy/ZJapIW3H5bn8NVHxgPA5f17C7l3wlaASy+9FCdOnIi5XldXh0svvbTDz8+ePRtHj4Y928XFxdi0aRMuueQSrFmzBsuXL0+0OaZy7Fg4XWnAgAFR1wcMGBB5T5Q9MZIAAQAASURBVM/8+fNRX18feR05csSQtvBSp2QqIHpFI9Aakl7gEQCmcCaTTIWWt1joc7tlwMsnb2xukaZA8sbykmnyT63kjSeewBYJT/9RSWFkyK7voB879mQ1DPI8HJLSOtwuJ3qlyj+VjocqNS8YvGgA2TVVAL4zR2b0sKoOHp7xVGabitZWciMUZBIvakJ2RGOGI1pGKVI6KKpdNgB3XmOMc7srxJPlvKg48UQ/sMbmlsghJDLkJ88Pt1QBfVMvy4OSxznv2ch2YvKwQe4+r2htZYwRUB/1KQPe3JfZT7zUTmXTGL/44gvuaYzNzc3497//3eHnv//97+Pee+8FAOTn5+OLL77Ahx9+iCNHjuB73/teos0Rgk1XTCgUCsVcY6SmpqJPnz5RLyPgKdqy0wL0qKC4qZAnrUX2RigevH6SGYLPG8uyFQ8g3E8yvbU81E1ViEaV+g6MgGzNsR0WTM6Tdm+eoVkF4+mY7H4x12QqavGUfNnRALw+aQoEpcpPvfFWX0BfBqoZT3nGN9mRHPHWEdmpL/W6kzN5TigZNDa39UsI8k/W5cki1fQXIKxrFhbkSDvBXTXdhCE70lQP79nceqXcDCxeH6U77FLXO97eVxUZpUeFfZWWNLuYSLNOG7tKS0sjpyVu3rw58nNpaSneeOMNLFmyBNnZ2Qk3oGfPnrj66qtx4YUXJvS5f/3rX9i8eTP8fj+AsAHKaAYODOeV66O4jh8/HhPtZTY8z79sJVtFeJs0ldI9AXlRHB0hOwRfj+zaAAy9x0b2qT0O3eKQ4bArKQsUdAAqgX7+Tx2ZKVUB4UVtqJAqwGuDzH7iRU047EnSlUfe/WUXgI6NP5UvDNbMyI9phUyj7rDM2PVWtj1exXUEAFI0i0myTR2npt5BKLue5+sfxmaSyIw2Y+hTp1iU9bvzxkuRnzwdXIU1T98Xsp0EbpczZl8gO8iCd1CMqBP9EkEFGSV7/OjhrbcLJg8Vcu9Oa0TTpk3DtGnTYLPZMHPmzMjP06ZNw1133YWtW7fit7/9bYffEwwG8cILL+Duu+/GLbfcgvHjx0e9OuLEiRO45ZZbcMUVV+C2226LpEQ+8MAD+PnPf97ZP6dTZGdnY+DAgdi6dWvk2pkzZ7B9+3Zcd911ht6rI/Sef1VqFmhRIbyVZ9iSne6p7xeZURxatM1KtskPwdf3k+zaAPGQHSHAWxxUkAV6pehXutP0ZCM7/ZShLc6b4bAroRSpiD6aRLbixquvJLvQMkPbN/Zkm/Q1piUYvelXpeaT3pYk0xF2ovFMzDXZOhRvIwnIP9hDmxKvP6VVFipEv+rh6UwqRH3rjRG9eshNnVdFbneECimoejmlgizXO+hEpcLFQy+2ZctxxrvzbpbdhChkyqJOG7taW1vR2tqKSy65BMePH4/83NraiubmZhw4cAC33357h98za9YszJo1C8FgEMOHD8fIkSOjXh3xs5/9DCkpKTh8+DB69mwToN/73vewadOmzv45Ef773/9i165d2LVrF4BwUfpdu3bh8OHDsNlsmD17NpYvX4433ngDVVVVuPfee9GzZ0/cfffdCd/rXHC7nFH1AYZzvIIi4S30KtR+KSzIifHeyvZEpOhyE0rKq5VQlG7XGG2CIaB4fZXUdunHjwoLhsfri2qHKsYJ+T0TC2/zRsSilUcqFKjmtUGNdIq2UR6egjap8om3jsheWxiFBZchw2FHhsOO4inDpBu/9QfFqNJPWlluT7KhsVneAQOFBTkxESYq6FBrZuTHGLxkywMV0854GzfZUfu86HwVovX0ByLJHk96Y4nsmk8MFfYFevTGLVVkuZYUyXsFvXxKSZYdWd2GSmnMvDVPlAEs4Sdy6NChSMphU1PiVue//vWveP311/Haa69h9erVeOqpp6JeHbFlyxb8+te/xsUXXxx1/fLLL4fPl7ig+Oijj5Cfn4/8/PAGds6cOcjPz8djjz0GAHj00Ucxe/ZsPPjggxg9ejRqamqwZcsW9O4t5gQBLaeb2uoW8E7TE4l+gNqTbUosFm6XE1eendy2sy/Zngi9V1RWUU49+kVL9tHL+vEjuzYAEO6PQGtIKeOS/jhhFeYdEDvPVBjjWgfBBgVqCgLhBZ/Zv1VQHFWtl6eNw0lNSZYuN1mNmakjMyOGJRU2kh6vD4vWVaHOH0CdP6DEvNPXK5G9BjNuvXIQbAingvdKTZHaX26XEwsm50UZ4FQwfgNhgxdLl3fYk6XLA+2GTYXxDYTHtL7GmuyIodJHro8xVMp+dkB0NLwK40nPFMmlBBiqjG0tev1AhTVv3BUXRenkLa0hqYZCvQHHHwgqY7gsfeT6qDVGZrvcLifOnD092gYIrdmXsLGrtbUVS5YsQVZWFi644AJ8/vnnAIBFixbhhRde6PDzPXr0wGWXXZZ4S8/S2NgYFdHF+Oqrr5Camprw9xUUFCAUCsW8/vznPwMIF6d//PHHcfToUTQ1NWH79u0YPlxOGLV2wZCdSsWOOc5w2LF02nB8tuw2JRYLoC2kNXT2JXtDqTdGyCrKqUffBtntCkcvth2dLfu5AW0b3CkjM5GV4VDCsKTdOGY4UpSZd+x5ZTjs0scSY1fxpMimTVQhzI5wu5xYfMdwZfqIjXGmD6kQUQlEOwlSU5KU6a8dB79EnT+AXqlqzD2t8dsGNTYja2bkY+m04UoZdYHwswuh7URk2WNq1eYDUXWfVOknj9cXOU2Md9qnaEofuR5Lpw1HhsMuNRpPy46DX8bUWFPh+WnboEpUx5jsfpH9gqgaPe0xd1JulLFEhecGxDoFVCi9wKJxbJBfX5RR4TsV5fANQa6hcMHkPGRlOKJ0JxUNl4D8dk0ekYlkW9jALLJmX8Kr2NKlS/HnP/8ZTzzxBHr06BG5fuWVV+JPf/pTh5//+c9/jqeffrrLBeXHjRuHv/zlL5GfbTYbWltb8Zvf/AY33XRTl77TKmgXDN5JVSJxu5zYVTwRu4onKiH8tLCQ1iSbfGUWaKuDkWwLLxayinJaoV1zJ+UqFTXBiqiumZGPwoIcJVJQtYqZNtpTNswAzv4veywxJuQNQLIt/K8qyCzOG68tt59VQlSIqATavLcOezLmTsqV3l8l5dWoqQsfiKPCusLQOp6WTBuuxJgC1DPqamFpS7LHlB5V+okZUJNtakQOe7y+yCZNlehFPaoYmrUGE1VKC5SUVyvlIHC7nJgyMjOyvqjw3IBo3W7qyEwlSma4XU7sX3IrDq2crER7gOhyNQ67fEcY06G0aeiqRDMD0WUFZLdrzYx8VK8QP5YSLhDwl7/8BX/84x9x880346c//Wnk+ogRI/Dpp59yPzN9+vSon7dt24aNGzdi2LBhsNvtUe/97W9/a/f+v/nNb1BQUICPPvoIZ86cwaOPPoq9e/fi5MmTePfddxP9cywFWzDY/1VYNIA2RUSVDS5LT+iTZse78zo+9EAEa2bkK7NQaFGxXb1SU5QZS1rYZlf23CssyMGysn1oCrRKj/DU4nY5lekjLRW+UwiG1PHeqiYvGar1E/Pe9uvVQ4l+YsZu1Z6b2+WE2+WMMgio0j7WNlWYOylXqWc4d1IuFpfuRaA1hBFZ6Uq0CQiPdRVOp2OwdUWlqOG5k3KxavOBiE6uCkx+J9vUML4B0bJTFVRbXwB11xjVdBbWBpXaBIRlQvH6KqX0KCAcRVV6toyHSu0SScKRXTU1Ndw0xNbWVgQCfKGfnp4e9frOd76DG2+8ERdeeGHMex2Rl5eHPXv2YMyYMZgwYQIaGxsxffp0VFZWIidHHUFqBloPrkqLhnaDqwJzJ+Uqk3JGJIZqY0kLS/eSPfdU9LQxVOkjLaq1SdUxrlo/qdYelaLxeKg6rlRCtWfodjnRv0/4JE1VonCAcLtk1zTTwmSBStF4LLuBpevKTqVisFpik0eokXIGqDfvAPXWF0DNfgLUXFtU7CtVo5lZWQHV2iUSWyjBfMLRo0dj9uzZcLvd6N27N3bv3o1LL70Uixcvxt///ne88847ZrUVAPCPf/wDN9/MP07z2WefxcMPP2zq/ROloaEB6enpqK+vR58+fWQ3xxRUs/oT1oXGUuegfrIu9OwIM6BxZU1UfW4ery8S3TV3Uq5SbVMNlZ7h2JXbUFPnR1aGQ5nMBsLaqDS+CaIrdNrYdd999+Hpp59GeXk57rnnHsyfPx+/+tWvsHjxYhw4cAB/+ctf8Oabb2LChAnczzc1NWHLli246aabYk4ybGhoQHl5OSZNmtRhkfmMjAxs3boV11xzTdT11atX47HHHkNDQ0Nn/hxhnA/GLoIgxEIKLUEQBGEmtM5YDzJMEARBRNPpNMaXX34Zfr8fU6ZMwWuvvYa33noLNpsNjz32GPbv348NGzbENXQBwHPPPYenn346xtAFAH369MGaNWvw/PPPd9iOp556Crfddhv27dsXubZq1SoUFxejrKyss38OQRCEZVExBJ8gCILoPtA6Yz1UTO8iCIKQSacju5KSknDs2DH079+/SzcaM2YMFi1ahClTpnDff/PNN/GrX/0KH3zwQYfftWrVKqxevRo7d+7Ea6+9huXLl2Pjxo247rrrutQ2M6HILoIgCIIgCIIgCIIgCHEkdBqjzWbr+Jfi8Nlnn2HkyJFx3x8xYgQ+++yzTn3X3LlzceLECYwePRrBYBBbtmzBtdde2+W2EQRBEARBEARBEARBEN2DhIxdV1xxRYcGr5MnT3Kvt7S04Msvv8Qll1zCff/LL79ES0sL9701a9bEXBs0aBB69uyJcePG4Z///Cf++c9/AgCKiorabR9BEARBEARBEARBEATRfUnI2LV48WKkp6d36UbDhg3D3//+d4waNYr7/tatWzFs2DDue0899RT3enJyMt599128++67AMKRZ2TsIgiCIAiCIAiCIAiCOH9JyNh11113dblm13333Yc5c+Zg2LBhuP3226Pe27BhA5YuXYonn3yS+9lDhw516Z4EQRAEQRAEQRAEQRDE+UWnjV3nUq8LAH784x9jx44dmDp1Kr75zW8iNzcXNpsN+/fvx8GDB3HnnXfixz/+8TndgyAIgiAIgiAIgiAIgji/EXYaI+P111/Hq6++is8++wyhUAhXXHEF7r77btx5551xPzNnzhwsWbIEvXr1wpw5c9r9/njRYbKg0xgJgiAIgiAIgiAIgiDE0enIrtbWVkNueOedd7Zr2OJRWVmJQCAQ+X88zjX6jCAIgiAIgiAIgiAIgrA2nY7sIroGRXYRBEEQBEEQBEEQBEGII0l2A86FI0eO4N///rfsZpiOx+vD2JXb4PH6ZDeFIAiCIAiCIAiCIAhCaSxn7GppacGiRYuQnp6OIUOGwOl0Ij09HQsXLoykOnY3SsqrUVPnR0l5teymEARBEARBEARBEARBKI3ljF0PP/ww/vjHP+KJJ55AZWUlKisr8cQTT+CFF17AI488Irt5plBYkIOsDAcKC3JkN4UgCIIgCIWg6G+CIAiiu0NrHdEVLFezKz09HX/9619x6623Rl3fuHEj7rrrLtTX10tqGR+q2UUQBCEPj9eHkvJqFBbkwO1yym4OQRiKx+tD8foqBENAVoYD784bL7tJymEFGWCFNhLWgcaT9aBn1jFjV25DTZ2f1joiISwX2ZWWloYhQ4bEXB8yZAh69OghvkEEitZWInteGYYu2kTWdoI4z1Dd00Zp4NZD9TGlEiXl1QiGgGQbKPo7DkwGFK+vUnZMkZwijITGk/WgZ9YxlOnUOUiHisZyxq6HHnoIS5YsQXNzc+Rac3Mzli1bhocfflhiy85fyvbUIgTAHwiSkLYYKgtEldumErL7SaugyW4Lj8KCHGQ47GhsblGiXSr2kWqs2nwANXV+LFqnpnFCpWc4ytkXyTZg8ohMigaIQ2FBDpJtQDAEZXUUlTZxKo1vVSlaW4mc+WUoWlspuykxeLw+NDa3IMNhV2I8qdpXqo1zlWSAqrhdThQW5KCkvBpFayuVen5AeKwPmVeGIfPkjncrOHhEYjljV2VlJd58801cfPHFuOWWW3DLLbfg4osvxoYNG7B7925Mnz498uouqCaQ9UwekQkbAIc9WQkhrerCCqj3LFX0JLHFYuG6KuXapiKynyFT0L7Rq4eSz4wZAOr8AazafEBya+Q/LysRApR4ZnpUeoYVvlMIhsL/EnzcLicW3zFcKaO3HrfLiXfnjVfCYKnqRsnj9eGqxVtw1eIt0ttVtqcWwVD4X9UoKa9GnT+AOn8Ai9ZVSdWFpz6zE6W7w31VurtW+nPTopIcB9SSAVpU27csK9uPmjo/SnfXKvX8AGDD7lru/0VTWJADG8IOHhV1KNH7dMsZuzIyMvDd734Xt99+OwYPHozBgwfj9ttvx/Tp05Genh716i4wgbxq8wGlBA5jTHY/ZGY4sGDyUKlCmgnkDbvVVkJUEM4s9fR4Q5My3j+G/rmp1DZV0C4Usr2BzNO2p6atXiI9s/h8o1c43f746SblZLkqSu3cSbmwnf1/vT8gvT1aitZWoqbODyAcVSUb2fO/PVRyPLldTvRKTUGdPyB9/dXCDDiX//ItZEuOBgCix7dqkXDLyvZFjDgLJUd9Midvks2mhPFNi1YuhSBXF9bqBYBa40lF2anKGqyFRVovK9unRNv8gWDk/6o9v5QkG/f/onG7nEh32KXdvyNEG8BTTL+Dwbz00kuymyAcFrLZ2NwSMZSoYvnXFsctXl8FANLatmrzAdT5A5GfJ4/IlNKOeKgUWs5STwOtIfRKTVFmPAHAsMz0iIJkT7JJa5vH68Pi0r0ItIZgT7aheMowZfqJeZVLd9diTHY/6YU6tZ6jqSPVS6eaOyk3UvhVJh6vLzK2A8GQUrJ86jM7I21bXLpXertSkmwItIYQApTqp1KNt1Z2NJXqBY1ZX5XurkWF75SUdrI+GuXsq8z6q0Wvt5TtqcWaGflS2uLx+qLGt2p14PyB1qifV20+IGXce7w+VPhOIc2eBH+gNWJAVWUO6uWSLF3Y4/XBhrDBjcGcPbLxeH1YtfkAmluCEf1F9vPT7qdUGk8Mf6A1Engha96VlFcjyQa0nh1Uqq19KclhvQUAeqXKMbGwfhp3xUWRdVdlRIx1y0V26dm+fTveeustnDrV/UP4L+nXEzYAJxvPSLesM1hxXEA9L6AshTEeizfsjXglS8r/JbUtwzLbIh9VUT4YJxrPRP4flHhYbEl5dWTRCgRDSoUCa5XXhZLTFACguaW141+SBDNa1tT58fqHR6S2RT+GVFJCtB54Nu5lsWrzgag2qNRPWmSvxapHfWth7RQN66MNu2sjRiWVNkfNLcGon7Vrs2j0+tvA9DRl+oo3tvV9Jwo2ppjxzQZ1ZBRzqjJskKcLr9p8APqVZG9tPfd3RcNSPZmxclnZfqnt8Xh9WLQubOhSaTwBYWehXWKUEoPNO616otKeU8+4Ky6Scl/WT2V7apUzBgKxslxEhLxljF2/+c1vUFxcHPk5FArh29/+Nm666SbcfvvtGDp0KPbu3SuxhebBBu6emvpIIXhVNt76QSpT+Z87KTfqZ5UUf4/Xh0CwTULX1DVJa0vR2sqoje0nNWooH2209ZPMPbd+bMtSrHmsmZEPh71NfJfurpVs8Gp7UKUS6xTwWFa2L2I42VNTL00ueLy+qAgOQJ1NN69Ppj6zU0JLwmg3awDwwaGTklrSPrLX4lHOvrAhXI9OhfR4LTLHj5bCghw47EkRCVWnWFosEL2JPHzya0ntiHV8ydRT9PDGdmpKsoSWxBoilkwbrowsZ0Ychk2+jSIKVTIu9PqdPxCUqhssXFcVkVFyXU2xfHDoZJTzSZYRhx02pL+mClOf2RkVfbrj4JdS2qE9kGXhuirpxfL16HUmEf1kGWPX2rVrkZeXF/n5//2//4cdO3bgnXfewVdffYXRo0dj8eLFpt3/97//PbKzs5GWloZRo0bhnXfeMe1eelSazHr04dKyTmRkIclaVFL8VTFOArH1G9Ls6oiBqc/sVEbB1gtgf6BVqU1Si84SKMvI5PH6YtJLVFlYeW2TJReWle2LuaZKrRden+hrrYhEH1kms9CrnmTd5lFvmBOFx+vDht21URsjFWqIAdHpulr0DikRuF1ONCkiA3ikpkSvvzKNcapE3fDQ68HJNjnjiceysv1KyHEg1mAp02E4d1JulFMOCNf4VQHeBluWns6TRyrtGfS6paz0fbfLGZVFkJWhTuQpIFdn0uJ2OdE7LTqFUiUdqqEp2ukrIpBAnV1uBxw6dAgjRoyI/PzWW2/hu9/9LsaOHYt+/fph4cKFeP/9902592uvvYbZs2djwYIFqKysxA033IBbb70Vhw8fNuV+nUGFRd7j9eFkY3PUNVknMurrXgBqpeeplOal96xd3r+3pJbEospiAfCfmUqbJG2koEx4faLKwspTGGU5D/QbbgDKFMtW2aECqGOQ93h90E87vdFZFCXl1TERALJriDHibdRkbUxiCwWrITsBvi4na6MrM4UyUSaPkFcbUi+zZUd4alHJYOl2OdFPp4ersN6pRmFBDhTIEuTCM+LK2luFnZdthpGauiYMXbRJCUMzq0+n5ZJ+PaW0BQDq/NFOOJnF8vXoVSYROpQaGmQnCAQCSE1Njfz8/vvv47rrrov8nJmZia+++sqUez/55JO4//778cADD2Do0KFYvXo1Bg8ejJKSkpjfbW5uRkNDQ9TrXOFFBKhgzS4pr46JmmgJtirRNkAdw4leQDNUiX5RpZ8AxHgBAZnpqLECWBWjAG/sjMiSs1Hh9YlqqRMMhz0JJeXVUsbUlJGx6Ruq1OZwu5xw2GNTglRQIgHg/2fv3cOjqu79//fOZJgMETKgcknEMY2SQ0QwBXUUixErHE0Fjud5rNixWLWnjZdI/ab+sIiRIkIttYA9TXtstR7nK+r59ijQiECLAdFO1chFLgdsigNNpCiQhBMnYTKzf38Ma7Jnz9pzyew9+zKf1/PMA5nLnjVrr/VZn/W5rRurxujdBAD8jZpeSiRvg2SEsaSETdBnPNWv3ZkQKWiU6GGAr8vplTIvT6E0Qp0ehtyYlKtTvHgYeZ7JDZZ63kGfP5Aw14wSfapkiNBjTHk9bsjL0xohoAHgG971Mqjy1l+9sonk8JxPehqe5RHohTbjmHtczvios1BY1HzeGefXp+Diiy/G9u3bAQBHjhzBoUOHcN1118Ve//vf/45zzz1X9e89c+YMWltbMXPmzLjnZ86ciffeey/h/cuXL0dJSUnsMW7cuKzbII8I4BkE9IC34OtV2NgoCwMPJUGs13HQRqupJEVuPAX08wTqVQ8kHXj3UFrYP5fwNms61zeP0TCrMs4gwE4T0mNM8dI3LisrMYRzQMkgr1e0gtxwa5SIJSOteV6PO2GeGWEsAfz0Jb0OsFFaZ41iyOWh19ojN7KFItpvQrJBL/nEm2d61TGSI9cD9FyKefNdrzpGcniGCL0irevX7ky4Tys3HTTs3BtTUqTL9yoZSo1gfFZqgx730OcPcOa9QZRyJEadAdrrBsawmqRBXV0dHnjgAdxzzz246aabcPXVV8fV8Nq6dSuqq9U/ceSLL75AOBzG6NGj454fPXo0jh07lvD+Rx99FF1dXbHH0aPZn/51mUzxN4qXm4deXiSvx52wQdIr0kVOXU0F10NqlEKdgLEVf708gTwDqhE8SEro1U+8scOLEtIDnkEA0Ec54o0do6ScGGlc8+o9GSUl3SjGJIZ8jTOKHPd63FzHhR7zTik1zyhjnnfPjGI4AYzTT7xInC6d6pvxvtMoRhwjbPwZvLYY5aAfnv6tV6Q1zyBvlBIHDbMqE/Z1x7r0iYxVmmNGW5cZejl4mlraDONwThet9y+mMXZ973vfw+rVq3Hy5ElMnz4dv//97+Ne7+jowN13363Z9wuyvBxRFBOeAwCHw4Hhw4fHPbJFHlq+QcfwbSm8SazX/PL5AwmnCn5y/LROrYnH63Hjk6duTnjeKIU6AWMotEpjWi8lkreAGkWRnM1JidMr+oU3dhbVTtChJekxSadoKt7YMYrBm5uKCn0iZnnjyUgnxspD8PVyqvj8gYQ1rnHdXkPoBjwE6LMpUYp4NYos55Wp0EuW93PqQBol7YxXbkGEPrqLUepz8eDNMWPJBGOkxq6Zlxgcodf+RUkPMIKM8nrcWDp3YtxzekV28TBKqrWSHNLjHvK/0xj9pITWa55pjF0AcM899+D1119HU1MTxoyJj2765S9/iX/5l39R/TvPO+882Gy2hCiu48ePJ0R7aYX8tCe9Fng5vAklzxPOFbx8aZ5nWS94yoYR7iHDCIuqUn8Yqbi/UTxIPEVNr00J73uN0E8+fwDTVmxNWOL1SvfkYRSDN+9+lTjtutxH3ngySoF6AOiSheDrNZ5WbjqYsMbp5UlOB702krzaZkZS+40SAQfwU3KNkkIsp0AAXE57zvvK5w8kHIYEGCsaT45exjne98pPHzUaepU44MkkI+hRQGI7OnSqechzvoXlxc50gqe3OO02Xe6h1+PGk3MnysaUMfoJiJ6iKUdrOW5sqWMAhgwZgilTpmDLli1xz2/ZsiWuQL6WyBUQPRZ4HrzUQb0OiKurqYDLaY97zkgKLW8B1eseymupFAjGWFTraiq49ej0Uo7kBkqDOJAU0WtTIv9eu00whCe5qaUN7Z3BhCVeL6MgTwYYyTAhj1jSa/PGG8dGSt0vlHh09Dp9GFB2Ahgl5dMoZQS8HjfGljjjnjOKwxCIyks5eq3HvPXXKJFd8mjmiAgUOwpz3ldK48YoRkEjrL3JMEp9XZ8/kDDe9Upj5DnrjSI/gcQxpdehLF6PO2FfZ5R0Pb7ekpuAGCWk96k3FDGMbJAfWmEvEDSX42TsSoOHH34Yv/nNb/D888/jwIED+MEPfoAjR47g+9//fk6+XyqQbUJ0sTCCcQIA1j94bcJzep1mIt+cGUQGAkhUGGdP1u/Y7DOyTZJRPG1ejxsHlt6UEJasl3IkV2ojorEVSb023fKxHQqLhthI1tVUoMzlTHher00JzwhhBKcFi4CTFw3Vq594fWKUjSQQr0BeMuoc3eS4ktw2Sh04ecSbnps3uYwqczkNMfcAoHhIvJGZl6KeC3z+ALcwvlHm3pp51QkRAUZJEdLT6C2Ht/bqpUPJv1dPvVeO/DR5u03A0rkTdStxILd5GykCfcn6fXF/63myn3xfx3MW6AEvglhP2bly08G4QBkjOXjkNM6+VPPvMMYu1+B885vfxKpVq/DjH/8Yl19+ObZv344333wTbnduhKLUq23kNAWGXu3bIDuhzkiROPK6U3oWM5XXBzDaqYNSAa1XfSWAHy1opLkn3xTp1U+8Bd0Iir/X48a7C2ckRCzpFakgN0IYRTyxCDg5et5Dad/YbYIhxhNDKi95dYRyhdIG1qh14PTcvMllVF1NhWE23VIn3ezJpdwU9VzQ1NKGzmAopje5nIWGMQoyg7w8fUqvFKFEg6RomPGUaNgt0q1tXo87tv66nIW6jW0e8nEdieh3D70ed5zcNtqal5jerF8ogdxpctPEsTq1JB5pBLEA/TOw5JHfNsEYejkQXecERCO65HssrSBjV5rcd999+PTTT9HX14fW1lZMnz49Z98tNYwIME5YOYMJH71qKDDkdV2GF+VmEpmNNfOq8emKWsyeXAqbYLxaEyyS0Wkv4EYO5gqvx41djTPx5NyJcDntui9ecqSebpugX9SZ3Cupp4GSh1EiltipcAVCVI4bxdOmVJxer3soTemYPbkUnyy72VDjSW5k0mve8VI6AH49Pz2Q3zM9ZWddTUVcXxmpwDiTR2Uup673jkXC/njORHy6oha7Gmfh3YUzDDH3mEFequPp6cyUryFGqg8rb1tPn76nH+5qnIUn505EscNu6Mh4vZ0EUjlgtDXPSCmV6x+8Nk6WGyXyFIjuzQUARXab7hlY0shvmwAsmaNP1CKPNfOqcXhFLUYNL8rZqaNk7DIRbINkpMkNRIXPpytq8bfltdjVOFO3CbWotgplLidmTy5FmctpmNoAQHSDNGDEsRmibdsPfY6waJwjsxmLaqvgctrhKLTpqhwxb/L7h0+i2FGo++Ilx+cPoKcvDAH6Rnx6PW4smTNQDFN+eqzeSNNi9Uw3YZEtY0ucWHrWgNrT16/7BkBae9HlLIRNAG7RKZUKiDeeGm2tA1i0woAjRU+Dpfw+GWlTIh3XuajJkQx2ophRoimlsAjinr5+1K/diWkrtupWCsIoxi05zBDHdANAX2em3OFslBPhAH5Eut4wY6URnDsMaVucdpvuh8WwMW4khyqD7fF4Nf304JazkUFGSh8GovqKCCAYCus+1htmVcac9EYydEnJ5ZgvTP0WQm8aZlWiqaUNU9wj0Bo4ZajJbSS8HrchJzQQbRtb8EcWDzFsO42AtK+aWtp0jTBp7wziWFcwZkwy0n1jaSeA/iHKXo8bKzcd5J5SpTeNsy9F47q9CIvQde7V1VSgqaUtdp9O94YMM670jKCUw/pC2ldGo2FWZSw6SM82rplXbZhILjlSZf+my/RPNTHquJKud817OgwjE4yEXLfT+x7KjfDFDuNspVhf+fwB3fuJIV/7jEBdTUVML2DGCb0N8kaf845CG4KhiO6lT64sHxnbCxupz6a4R6CjM4jCAiHmyNQzNdZIfcMjl20URNEg53ZalO7ubpSUlKCrqwvDhw/XuzmEjkiVDyMIIaO1h+HzB2IbST2jqVg7+vrDcBTqH5Ysxyj9JG2PEccTYLy2TVuxFe2dQcOFlxOEWvj8gdhmsszlxLsLZ+jaFiPNfzmsfVKHphHbSUSh+2UNjKZDGR2jyFGmP+m9rsiR6nVGWPeIAcjYpTFk7CKIzDDSQmakthDWwShKoxQjtokwN0YZUyTHCYIgrIFR1hU5ZAQ3LmTs0hgydhFEZhhpITNSWwhCS8ggQFgVkuOEFtC4IgiCMD5k7NIYMnYRBEEQRoc2bgRBEOlDDgKCIAjjQ8YujSFjF0EQBEEQBEFYB3IQEARBGB8ydmkMGbsIgiAIgiAIgiAIgiByR4HeDSAIgiAIgiCsic8fwLQVW+HzB/RuCkEQBEEQeQQZuwiCIAiCIAhNaGppQ3tnEE0tbXo3hSAIgiCIPIKMXQRBEARBEIQm1NVUoMzlRF1Nhd5NIQiCIAgij6CaXRpDNbsIgiAIgiAIgiAIgiByB0V2EQRBEARBEARBEARBEJaBjF0EQRAEQRAEQRAEQRCEZSBjF0EQBEEQBEEQBEEQBGEZCvVugNVhJdG6u7t1bglBEARBEARBEARBEIT5GTZsGARBUHydjF0ac+LECQDAuHHjdG4JQRAEQRAEQRAEQRCE+Ul1CCAZuzRm5MiRAIAjR46gpKRE59YQ+UR3dzfGjRuHo0eP0kmgRE6hsUfoBY09Qi9o7BF6QWOP0Asae4TeDBs2LOnrZOzSmIKCaFm0kpISEgKELgwfPpzGHqELNPYIvaCxR+gFjT1CL2jsEXpBY48wKlSgniAIgiAIgiAIgiAIgrAMZOwiCIIgCIIgCIIgCIIgLAMZuzTG4XCgsbERDodD76YQeQaNPUIvaOwRekFjj9ALGnuEXtDYI/SCxh5hdARRFEW9G0EQBEEQBEEQBEEQBEEQakCRXQRBEARBEARBEARBEIRlIGMXQRAEQRAEQRAEQRAEYRnI2EUQBEEQBEEQBEEQBEFYBjJ2EQRBEARBEARBEARBEJaBjF0EQRAEQRAEQRAEQRCEZSBjl8aIooju7m7QoZcEQRAEQRAEQRAEQRDaQ8YujTl9+jRKSkpw+vRpvZtCEARBEARBEARBEARhecjYRRAEQRAEQRAEQRAEQVgGMnYRBEEQBEEQBEEQBEEQloGMXQRBEARBEARBEARBEIRlIGMXQRAEQRAEQRAEQRAEYRnI2EUQBEEQBEEQBEEQBEFYBjJ2EQRBEARBEASRET5/ANNWbIXPH9C7KQRBEASRABm7LIQWSgcpMgRBEARBEISclZsOor0ziMVv7CU9UQNIBycIgsgOMnZZiKaWNrR3BtHU0mboa1oFUkIIraCxRRAEoQ8kf9PD5w+gKxgCAIgA6YkaINfBrT42rf77CILIPWTsshB1NRUoczlRV1OR1XV8/gAuX7IZExZvxPHuXggAprhHqNNIg5HNwkqGQEILfP4AGtftpbGVxzAZfPmSzaT0E0SOobU9NWydEgEIAFxOe9a6J5GIXK+3+thU8/eR4YxQExpP5oWMXRbC63GjrqYCTS1tWU3GlZsOojMYQjAUQSgiQgTQGjilXkMNANtMLn5j8EYFtYyLRkXtDXf92p2oeLQZ9Wt3qtA6Y6LGYrhy00GExegGwkpjSzqe6tfuVE1psKIC0tTShs5gCJ3BEBrXDT49yIp9w0Ot35kv/ZUN+dBH2a7tUoehVQ3WbJ0CgCK7DQ2zKuH1uPVtlMFQY654PW68u3BGrG+trHf6/AH09PWrZji1smEwm7HFPqumHmYGsu0zckInx8i6ARm7LAJTrh47a7xZuengoK/V1x9OeM5qkV1sM8m8kj19/RlPUGZcXLnpoCUVWumGWw3h3rynA2ERWL+7w3J9BUTn4GIV55+oVsMMgnQ8Ne/pyEppkC6qVlRopfI2LGLQBi9WT2fJ+n2WNDSzcbCseX/W8w6w7uZITSXUqn0kJVvHIZN1wVBEtfXTaPT1R2L/D4bCg/qNVjcKMvmbrVySIjd+WQk2b073hgb1eblDTU3DmZHI1vDCZPj63VE97PF1ew1rpBgM0vVOLV2xqaUtZty32n4YUCcYwci6ARm7LAJbJBjdvaFBCy9HoS3hOatEdrHF8GRPH+wFAgREvZKZKqRMgC7ZsC+2gX/MQgVamYeN9dG5xUOyXgwvLS2J/V9N5c8IMEMXM1DxDMbpI8T+t6z5QFbtMhJ1NRVwOe1w2gtQIAhZpUezRfWxN/bi3OIhlvN0y+VtWMyuHk4oIsYMzVYxeEkV/mAouvHuCg5+3fP5AzjZ02fJtH02Xxa/sTcro4LPH8Dx7l4AwPHTvZZZ7+Rku5lkss5eEJXl7Z1By8w7hnSNG+yckRsFs4liNSLMINjXHxmUwZm3abdqNE792p1o7wwCGPx6x7JSOoMhrN/dEdsTWcUwKHXuSKP/Mx1bLDqQERFhWCPFYGDr3cpNB+Mc0JlGRUrn3MmevtjzVtkPM3z+ANbvjgYjNO/pGPR1pP1rtCgvMnZZBLmiwYTXsub9aV+DDc4LRw5NeX2zIk3R7D+bogmIGW+WmTANhePjb6xixGFKKOujj9u70N4ZHJQyygyMe9q7tGmsAVi56WBcJFZvKJJxP9Wv3Ynyhc0IhgY2Eb2hbIxmxsLrcaNhVmVcevT2Q58P6lrSubqnvQt1NRWWUWgBfvrqFPeItBUI9r7p48+HTYh/LRtlxkhI06gYIjJX2qUp7cFQBCKiRsEJi98yjKI2WNg4mOIeAQHR/ukMhgZ9cl5TSxtCkWinh8KiZTZHDGmEfLap5MWOQhQ7CmN/b9htjXkHRPspIpl7g5HlzKHmtBfAaY9uRcIiMtJZjY6jMPq7gqFwLOsik7knjZRgUWIsGsdqc0++Lg0m28LqsPHAnDsigNc+ODqoiJqevv64v22CdcpmMGcDy94Bosb5ppa2jHRFaQQc63OrlRcB4vetIpBxhBfTM4Contq4bi+WNR8wlJwiY5dFULI0swmaDmxi7+tINEps2f+PQbfNqAiSTWCmYeFs82BVmIWe9RFbMAbjcZNHHQJAw6xKFVppHOSKw2BOpmre05GQulhoEyyl8Mkj1TqDobR/n9TLJjcqW2mDBEQVWDmtgVNpKbXSqJQNuzswpDC6mWRRmrWTSjVsuf5kqrRLU9qlDDY1y0iw8bL90Odxv0/E4FJj5f3a3hnEtBV/yr6hBoDNG+laJQJY/MbelIq/VDZJy0lIryVYSGHgOfWkaY3pXkOuFwCZ6axGh6fnZDL3mB42xT0ioa+s4oBmyNelwUT68fr7dG/6OobR4a1rzNmXicOep5OHReD9wydVaafeeD3uhOyK3lAkY+MLb46JiMouq4yp+rU748ZCRETGEV5SvXTD2QixYChsqBTivDZ2NTU1YdKkSRg+fDiGDx+Oq6++Ghs3boy9LooinnjiCZSWlsLpdKKmpgb79u3TscXKKA2oggwULCYwayeVxsLvGUGLRJg0zKqMRTowz2RwEFE48s0DozMYsky6wvHu3jjvLTA47w/v/Y+lsYEwC7Of3RGLdmAMRsjzjBBWiZ5gm0GeHEk3GlLqZZMrasFQxDLjyecPcKMgT/acwRT3iJRKrbS2hIho37BouhKnHWvmVWvU8tyiZDBfMmdiRo4L5gVWes3MsDWdl1Y9GMeF1+OOReEw2jutkc4onTdSRKRW/Jlsat6TKJsY8rXUagRD4UHJYCafpFhhPAFsviSWBUl37rH6XDxn9h/2dBgqTShbriwfmfBcpjLK63FjUllJ3HNh0ToZF7x1rcxVlHYdN2mkLw+rRH0DiUZzEVG9nEUMpoqS9/kDiv1hpTqM8ohjp70ANiEzp6jUKC9d5pTWQj3Ia2PXBRdcgBUrVuDDDz/Ehx9+iBkzZmDOnDkxg9bTTz+NZ555Br/4xS/wwQcfYMyYMbjxxhtx+vRpnVueiNfjxuzJiYNTzEDBYgLz0y96EjbvVmJIYeKwVzMyxAoLhjRdRcqwIv6mUAmfP6DYt1ZJ6+AZJljIdCaKKE/ZA6JGDrMrtGwzyCNdA3FdTUVCSp4Uq4wnJSUqGApj+6HPUyq1TPHgrQeDLfxrRJTWvMHAMwbZkw02k8DWdF4dTiBzY57PH+BG3lhB8U8mX1Ip/mzOjSkpUnyP+UdTlGRrUSYyuGFWZYLhlGEV4wQA3Fg1OuG5TJ1hvPdarc7S4jf2cp9Pt59YgW2+PmadaEGXszDu744MnA1MD1PKBJLW1bUip3sHDtxKFSWv5PwAAKfdZnpHGKMwIbAlgtpJpRk5Rb0eN6a4R2A9R/4bRT7ltbHrlltuwc0334zx48dj/PjxWLZsGc455xz4/X6IoohVq1Zh0aJFuPXWWzFx4kS8+OKL+PLLL/Hyyy/r3fQEfP4AV9EokQnGdK5j5dpKTS1tXGU90+guXl0zhhXShOpqKhKi+4CoYYKF8KbjVVzWvF8xLaFIQdE1G7x+Cp4NmU63PgdLoeERDIVNr/zX1VQk3eylYyD2etxYMmei4utFHA+6GclWiWIGDp6yEhZhqVPPeAbiJeszi75euekgV0aFwqLp5x2j2JE4NyaVlWRc507JcWGF+jpej1tx7W4NnEr6+9icO9bVq/geEbBE9CkvBYqRyW/0etzotVDKIg9W+FlOps4wr8etaHy3yqY7W/c6O+2bh4Pj4DYrncHEkhmZpsWeWzyE+/qJnjNqNFF3fP4A15AeFgeyU5KlfrJ6gko6q6OwwFI1YuVkGrChJOcA48gn60iALAmHw3jllVfQ09ODq6++GocPH8axY8cwc+bM2HscDgeuu+46vPfee4rX6evrQ3d3d9wjF8gLZDPkgjEVRrHCaoWSkAfS/+3JDIL2AsESaUJejxs3XTaW+xpT1NLxKiZTZi8ZNSyrNhqFZFGQLL8/Fcm8SFbA63GjRCFVDEjfQMxLo2Isqp0wqLYZjWRKVCa17pSUXyuF4PMMW5lEJfv8AXQZKNReC3z+ANo7E40wR05+mfG1lBwXVhhTSg5Du01IO4KmdlJp0uhTK0R919VUKMpgILPoLp6Dwmm3Waamp3KUbub1g+QRGAwrb7qB9KP8kukQPGO/GVFa09NN1WRGeV5dZgBxJw6aFXYyutJaxcocJEv9ZAZ9JYd8JrVmjYzPH+DqS8kilHmYYe3Pe2PXxx9/jHPOOQcOhwPf//738frrr6OqqgrHjh0DAIweHR+CPHr06NhrPJYvX46SkpLYY9y4cZq2X21SKTJmR0nIA+mniyVbVKSnL5kdJUs9EPXkpwrF9/kDSaO3kt2LfCNVit708efnrjEakew3ZGIg5hlJy1xOSyn9vGjBTNOgkikgViluzFPUBKRf86eppU0xokCANQ7SUIrG6h5ESqtSDdBMTzM2IkoOw1BYTDttZc28arQtr1V83QpR316PG2eSpIVlErHNc1Cc6Q9bRpYnMx5kUv+0fu1O7ubdyrp6pqyZV62Y1m6luoLZ4vMHUKBwWoYVDodItaanI1tY1FcyrBD1rfQbeM6xZKSqIWsETCkpX3rpJUybNg2lpaUIBKICbNWqVVi3bl3G16qsrMSuXbvg9/tRV1eH+fPnY//+AeVQkAkFURQTnpPy6KOPoqurK/Y4ejTxVC0taJhVyd0gAZkV+/R63IoCzwqLRTJlU43Tt6xglEiFo9CGzmAIxY7CpAuHUsoowyr1Acpcyl4Ql9Oe1obZ63En9aYo1VgwE0q/Id3aSD5/AJcv2cyNqkwWsWk2lLxtmZzwycLwlbDCeAL4xpfBpHXwrrN0bmaF7o2KkgyOiJmv6Uo1QDM9zdhs9IayN8A47TZLRH0DydfuG6vGJP2s9ORKniHWShHOyfSf2kmlaRcUV4qWW1RblVX7jITS/iUTnXr7oc8VX5OfBG1GlPQcAdF+Sqe0iFI9XobZ93nJAjZEpPf7UtW6JOJJVUPWCJjO2NXU1ISHH34YN998Mzo7OxEORwvLulwurFq1KuPrDRkyBBdffDGmTp2K5cuXY/LkyVi9ejXGjIku2PIoruPHjydEe0lxOByx0x3ZIxd4PW6MGs7fLLMNUrp1lpQwioU2G1Ipm+lEdzXMqlQ8vSvZYms2lLxk08efn5Ynn20klZSYwaTRGA2lFCFgwNCV7iZJ6TpWKYapFE1UPCS9aMhktWL2tHdZoh4OkFzOppJPTMYvaz6g2FeDOVHVqNgUHE+ZnuI1lmNofu2D3DiqtCZZ9Eem3ulbVDoQwIgkc0oopZApwXt7X3/YMqfnJavt07ynI+lvZCUQNuzuUDQGWUWW88YBeyodhwPrK974453yaGYKbXw5lYljhnfQCKPXAifKK2VDLJ07Ea2BU2mlxqZa+80eseT1uDGy2KH4eiZ6QTJDqxWivhtmVXIzBuSHIGTD+4dPqnatbDCdsevZZ5/Fc889h0WLFsFmGxD2U6dOxccff5z19UVRRF9fH8rLyzFmzBhs2bIl9tqZM2ewbds2XHPNNVl/jxbwNpMCot6AaSu2YuWmg4M+vUWAdTZIvEgcFlySTnSX1+PGrsaZ3IiULovkcgPKpwO2Bk6l5cln3pHG2Zdq0TxDoDRWBGRex0bJKDiyeIgloiZ4SqvdJqStNNTVVMDltCumUlmhHg6QXM6mOqyAbY6SKfbpRBSYhX6Oh7pASD+tjvUXz9BslYNa1Ir+8PkDlnLmyElWD7A/IqZ90Mi0FVu5xlMrnZ6XbG6lMjQzJ1iydEeryHJeAI2IqL6ZTio56yteeQwrHFwjRamIfCYp98kicaxgqOdlphQIUQPVFPeItNY9r8etqGtaBaU+yNTRl8zQagUdyutxc+VwprW+geiBNzyMIstNZ+w6fPgwqqsTo3McDgd6enoyutaPfvQjvPPOO/j000/x8ccfY9GiRWhpacG3vvUtCIKABQsW4KmnnsLrr7+OvXv34q677sLQoUNxxx13qPVzVIWniIqIegPaO4MA0tsE8CJ6RBjHQps9iYK+dlIpXE572kdC+/wBhDjx9pmkGhkdpd+hltHTCp4RpVMrmUKbSV81zr6UGzFoFSMzr69GDYtuCtOJeGBGZiU1zSppsV6PO0EGp1ubhW2ObpmsXCjbSgYL3gZGFNNPq2P9xVPUrLIhUOqHTAzNgHJkZT7UDUp3XU9mPAWsUdsMiI4p+ZwpEIAn505M+RuZE2xRbZXi2LFCbTNAeQMYFtOLWGJ9ZeXyGMxArPQbM1mvlCJVnHabovPWTKyZV50wpiJi1LGarhMagKIDuszltIReHnVcJBo+Mzi7BoDyKeJKWS9mhGcgTlaaRQmlTB2j6OWm01LKy8uxa9euhOc3btyIqqrMPJj/+Mc/cOedd6KyshI33HAD/vKXv+Ctt97CjTfeCAB45JFHsGDBAtx3332YOnUq2tvbsXnzZgwbZsxT5HghvE67DbWTSmNCLB1hqLQoGMVCmy28nO4t+/+BXY0zsatxZlqLhZLim66xzAykKpqeLjzvo90mWMYz8slTNydsjJ12W+zUl0yuJVf4ylxFlugnIPr75B7qKe4RaFy3N6OIB3bimdwWYaVjs+UboUW1VTFjfDJl1Otxo66mAq2BU5bZMCaDt1Zl4sFnm8n1D16b8JrSabRmRL7elbmK8MmymzOSLUq1UFLVaDITPMV/UllJ2kYqFn2qZCi1Um2zi84rjvv7x2fXu0x+o6PQliDHnfYCy9Q2u+2KcdyxkG2Eib1ASLseqNFhBuLWwKlBbbKleD1uLJ07MWFMqVGP1ygo6TmZHjqTqLMWWEo+8Q6/yDQYQekUcSsYThkXjhya8FxPn3opv0YpV2M6Y9cPf/hD3H///Xj11VchiiLef/99LFu2DD/60Y/wwx/+MKNr/fa3v8Wnn36Kvr4+HD9+HH/84x9jhi4gWpz+iSeewGeffYbe3l5s27YNEydOVPsnqQZPURtZPARr5lVnJMSUhIFRLLTZ4vW4E/oq03z+ZEqtVRYLr8eNJXMSx7saofPp1mkyAz5/ICGdarCph/ITMDsyPBXFbGw/9DnCYmbKPzvxTJr2YLcJljEyM+WfyZZJZSWxqJpUh0JIP6/kEbfCBokhl0WD9eDzogqtUsQfSExlzPS0JUC5FoqV+klej9PltGP9g9emrT8xg34oIiY4iqwUDQDEOz8LhMz1HibTeNEWVqltxisGXuZyZuwIk69toYiY1lpgBlh0bV1NRdwmu0BI/4AfKV6PG3+TnYhqlYhKQNmolYkc5o3LS0YNs8y8Y7icdjjtBbHHYIIReDWalU44NiMfZ1muQRqZqUZwhFaYztj1ne98B42NjXjkkUfw5Zdf4o477sCvfvUrrF69GrfffrvezdOVhlmVscHGogB6+vozEl68U7zY+LVK5ASQGAWXaT4/S6ni1VKwEl6PG0/OnZiVEOMtFlbacMuPOlazAHgmx7ibATYWpMNpMMo/EG/cj0RESyj+wIAhnRlQT/ScidsQpPP5MpcTff2JxZ/TPXrbrAzWg8/7jFU2R0D0nisdqpIJ0o1WJhFPZoGt6ywdbzDrFJt/LAIViOpjrYFTltpISiNHlU7pTIa8BqMApmsKlqptJo2GnFRWMqjoGZbaLiAakWMvENDRGbREIX+laMCxJc60My14zD6byj97cqklIpaYUYE5sQRE5crsyaUZy2Feeh4rd2OFeQdEHWGdwRCCoQiCoQgchbZBjSevx52wDvQmOWXVbBRJ0j2ZQTDdkz2B+MjM2kmlceNKgHH2eqbcSX33u99FIBDA8ePHcezYMRw9ehT33HOP3s0yBMOKBlJdih2FGRfJZt42FlVgtwm4ZRDC1Ew8OXdi1mHzTnuBZfLd5bAIr3TSqJQ+L8VqpwhJ0z1tAgZluGFIFWMB1jpanFHsKMRlZSWwCdHTbgariEpTPq2UsseiQ6R13zJJDxo4NjtxebdCkV4pzHiajecWSEzZnj3ZOkX8GQ2zKuG0F0DA4KOMWPRAmcuZUcSTmfD5A2hqacMU9wg0tbRlbKBi82/NvOqYwauvP2KpjSRLtZ50Vo4PRq7IazCKZx+OwgLL6JtejxsHlt4UM57edsW4QV+rNXAKIoBRw4sQEUWIsE5pEWAgujYbOS7lyvKRGFPitEzKGTMqAFH5u3TuROxqnJlx5g6j6OxaUOYqgk2IZu4MJkAiH5BHkFtJj1pUOyHmgA6GIih2FKZ9sicQH5m5/dDnEBE1yLN1wSj6ganDUs477zy9m2AomKGqzOWMDbCmlraMLf5NLW3o6euPps0MiQ58tuGyCo5CG4KhCFxOe1a/q2FWZayPrdQ/crwed1a/TxpJx6IvrNJf8rmWze9aVFsVW1injz8/tthYpa+YwnasK5h2kV4lpBtvq9R4YTA5nM14YrJpinuEJWU4EJ0XbN2zCdH5M5jfqOYcNirZynAgflxaFbmMymatag2cQliMGnBGFg+xTL+xPurp68/aoHBpaQn2tHedrdckWHL+sf7KZixJ5977h0+ieU+HpZw80v3LuwtnqHK9bPvcSKihEzCaWtoQPBudxFLaT/ScQbGj0DJ9xtN/1MDltFtK35TrUKyf0l3npXoF27uwFFkjlTgQRHEwAci5pbq6GoKQXh7VRx99pHFrMqO7uxslJSXo6urC8OHDNf0u5pFUQxiyazGjl1oLkFFQs6+I1Fy+ZHPsJK9so5/yhWkrtqK9M2ipuSeNmsjWAENzmACi46Bx3V6ERVhqrhD6QDIqNWrqh1Zc5+RYdRyoidp9RH2ujM8fwMpNB9EVDMUiyFl9XuqzRFh/AVEjmtX6Rq25ItXFjLbPM4Wxa8mSJbH/9/b24pe//CWqqqpw9dVXAwD8fj/27duH++67D8uXL9ermVxyaezSAlowCDWw+mKhBTT3kkP9QwAkWwhCL9SQwSTHCUIfaO4RamPUMWUKY5eUe++9F2PHjsXSpUvjnm9sbMTRo0fx/PPP69QyPmY3dhEEQRiRfIgIIFKj1jgwqpJGEARBEARBDA7TFaj/r//6L3z7299OeN7r9eL3v/+9Di0iCIIgck0mJxQS1kWtcSCt8UIQBEEQBEGYH9MVqHc6ndixYwcuueSSuOd37NiBoqIinVpFEARB5BI1Cm4T5ketcZAPxdcJgiAIgiDyCdMZuxYsWIC6ujq0trbC4/EAiNbsev755/H444/r3DqCIAiCIMwGGU8JgiAIgiCshelqdgHAa6+9htWrV+PAgQMAgAkTJuChhx7CbbfdpnPLEqGaXQRBEARBEARBEARBELnDlMYuM0HGLoIgCIIgCIIgCIIgiNxhugL1BEEQBEEQBEEQBEEQBKGE6Wp2FRQUQBAExdfD4XAOW0MQBEEQBEEQBEEQBEEYCdMZu15//fW4v0OhEHbu3IkXX3wRS5Ys0alVBEEQBEEQBEEQBEEQhBGwTM2ul19+Ga+++irWrVund1PioJpdBEEQBEEQBEEQBEEQucMyNbuuuuoq/PGPf9S7GQRBEARBEARBEARBEISOWMLYFQwG8eyzz+KCCy7QuykEQRAEQRAEQRAEQRCEjhimZtepU6ewYcMGfPvb3076vhEjRsQVqBdFEadPn8bQoUPh8/m0biZBEARBEIQp8PkDaGppQ11NBbwet97NIQiCIAiCyBmGqdm1e/dufPWrX015muLvfve7OGNXQUEBzj//fFx11VUYMWKE1s3MGKrZRRAEQRCEHkxbsRXtnUGUuZx4d+EMvZtjaLQwDJKxkSAIo0NyKj2on8xJztIYu7u7kz5Onz6d1nVmzJiBb3/725g/fz7mz5+PO++8E//8z/+MESNG4MiRIxr/CoJIxOcP4PIlm3H5ks3w+QN6N8cU+PwBTFuxlfpLAeqfzKD+Igg+dTUVKHM5UVdToXdTDE9TSxvaO4Noamkz9DWtBsnv9KB+IrRi5aaDaO8MYuWmg3o3JSu0niMkz81JzoxdLpcLI0aMUHxMnz49reuUl5fj888/T3j+xIkTKC8vV7vZhMXQQhA2tbShMxhCZzBEAjANfP4AGtftpQUjCVZbUEkBMQa0Wco/vB53LKJLzXtvxbGktmHQ5w+gp68fLqfdUsbG+rU7UfFoM+rX7lTleiS/04P1U+O6vZaad4B28sSKcopQRss5YlV5ng9zJGtjV7pZkMOGDcPy5cuxdetW7uM//uM/svq+//3f/0VRUVHa7bYaFF2UHlooVXU1FXA57ZYTgIB2xsGwCNgEWKK/tOgjq0VjaL2ZsVp/aYWVNpX5oKCpidr33kpjSSuYI6zYUWiplJfmPR0Ii9F/1YDJ7ynuEZab02rKqbqaCtgEICzCcvNOK3liRTmltrEZABpmVaLM5UTDrErVrqkHWs0R5qTvDIYARK9tFTllxTkiJ+sC9Q6HA7t378aECROSvu+rX/0qAOC6667jvu5yuZIazh5++GEAgCAIePzxxzF06NDYa+FwGH/5y19w+eWXZ9h6a8AmYfhs963cdDBrxYrlJU9xj0Br4JRl8pOnuEfgWFcQ5xYPweVLNgOICvlsfpvX47ZE30hh97+nrz8WsZbtb6xfuxPNezowpqQINgGonVRqiX5buekgOoMhVeadnPcPn7REfYC6mgqs3HQQJ3v6MGHxRjgKbVnPOylWm4Na1YVg8m+K23j1LTNFqqCp2Uf1a3diw+4OFNltWFQ7wTLjqq6mIjamskXq4WYGCrPLKKkepdaYYnLveHcvyhc245bJpVgzr1qF1upL7aRSNO/pQO2kUlWu5/W48f7hk1i/O2o8U3tO64ma+gH7/MpNB9HT1w+fP2CJfqpfuxMdnUE47TbVHVZWWvMYG3Z3QDz7b7byRKprWKGmo3SOnOzpw+VLNquia0qd9AA00T30Qk3dwKikbexixiY54XAYK1aswLnnngsAeOaZZ7jvu+OOOxAMBhWvP2bMGDQ2Niq+vnNn1IItiiI+/vhjDBkyJPbakCFDMHnyZDQ0NKT8HVaETUJGX384a+WTLdAdnUGIZ/+2wqZ7+6HPERaBj9u7wLrMKgJLTdj9d9oLVIuYYd7g9s5eAEBr4FTW17QqbCN/rCuo6uZLT7qCodicC4YiqvwmKxrl69fujG361DSg+vyB2Bw0+9yrX7sT7Z1RfULNTYzPH4j1fTAUtsS8A6K/S81aLCxiyV4gWMZAoVXEMYsEAID1uztwZflI0/aTVN6OKXHiyvKRql1bGiVmlU2Xzx+I3f++/uSHb6WL1+PWzNCvB3KZq+bv8fkDMcPQ9kOJ5W/MApPfPX396I+IEARAFIEi++CTs9g1mV62rHk/GtftRe0k8xvkvR43Vm46iGAoopquKTcImd04JNUJih02tHf24rUPjlr2YJa0jV2rVq3C5MmT4XK54p4XRREHDhxAcXFx3CmJcr773e8mvf7o0aOTGrvefvttAMB3vvMdrF69mk42lMC8h339YTgKbQDUszoX2QvgKLTFalJpEb2SS3r6+gEAIgDn2d+mlqd7WfN+BEMROC0QEcAUs2AoginuEar8FuYNHlNShPbOXrR3BlG/dqepF1YWxuw8q3So5WllC6vUiGNmmlraYoYuAKql/DKjLDN8mF0+AYgp/oB6GySfP4DFb+yN3QOzRwVskPTRBhUNCIlh/IY4rDorpMZTQB2j1BT3CLR3BhGKDPSP2WUUiwBRM+KYZ2Bcsn6faecdM7IwefvYG3vx/uGTWTsafP4AhhQWIBiKwF4gxPrNrP3EkN5/ppsPFrZ5PLd4iCaGfr3QqiC6zx/AY2/sjf2t1lqqB8y5wBDPGuVvrBqj2jWDoQiAqNHZ7Dp5U0sbes70x5472XMma31HGjEm3WubFen9Z//uae/K6ppSGcWu1bguOgf1luVpm4WXLVuGrq4uLF68GG+//XbsYbPZ8Lvf/Q5vv/02tm7dqmVbAQAvvPACGbpkeD1udPeGEAxF0BkM4cKRQ7OOxmmYVQmX0w4g3jNpdvolyrmj0IZdjTNVSc977I29scWCRQSYFZ8/EPstQHTznW1uus8fwPZDn6NAEGKRXUD8ptWMLGvej87gwNxb1nxAleuyotKfftGD9s4glmzYZ+r6AHJZpGYKo5XQ4h6z9Cyp2YY5LqyACGDxG+oUo5WP0/bOXlXrouQaadQEQ40Nsjwy0Cbor8xmy5b9/0BYjK53Exa/pZm8lRoIzQarTypl/e6OrOu9sCgMINo/VjjsRxrVJX1usDBDo3RDauZoJSWmrfiTKtdZ1rxflesYgbqaCshDScJidvdfWmtYyqWlJYO+phFg8yQkSXdSY0/GHIZSfd/MOhRPDyhzZVf3nCejwqJ2Bu1MSNvY9eijj+LVV19FXV0dGhoaEArlzgBy6623oru7O/b/ZI98Rao/7Wnvyjp00Otxo9hRGGf0AIDp488f9DX1xucPoLBgYMno7lVnDMs3E4C5vdy8RSHbhYJ5EeSKfjZh2EZAPj+CIfUicS5fsjm2aITCoqmVf6/HjUllA0qUWsYJeTHVC0cOVXinOZAbS4OhSNbGFnmaO6OvP5L4pEmQ/xyWap8tXo87FqXJUKsItx7wZIYaKazy9c3E9hsAzMEzILuDobAq44mnLxUoJ0AYHiWdUqtaS2ZFHlUEZO9gYIW35dfU0jCbC+RzROoMzQa5bmZmvB43bpmcWB8vm2g1r8eNXY0zsatxZtyat7cju+gevVGSQ9nKk2XN+xP0DjNHC/L0gJM9Z7K6Jk9GGYWMdppXXHEFWltb8fnnn2Pq1Kn4+OOPk6YuqkVJSUnse0pKSpI+MmH58uW44oorMGzYMIwaNQpz587FwYPxi5EoinjiiSdQWloKp9OJmpoa7Nu3T7Xfpga8hU6NjTFPOGzZfyzr6+pFU0tbnLElImoTSVHmKjK1l5u3WLC0JzWvCQCLaqsGfU294fWHGtKQRQrKvcJmNqACwCfHT8f+LyI7GcWMgUvWx8viPe1dplX85RtuRrbGlrqaigQDThRzWih8/oAq84xH/dqdCZsktYpw5xqfP4Dj3YkbRy2MCOYcSQPwjBCnVXCG8fQls6e/sFIQUs70Z1driXcCnJmjlpSiinh9ly5ejxtL5kxMeF4tw6we8CJPXc6sz03j0m9yi7xW88HnD6A/HL8vsiJb9v8jq8/3coynZpblPX2J61u2BmKvx82NDDRCkEzGYRXnnHMOXnzxRTz66KO48cYbEQ5rb9l84YUXMGzYsNj/kz0yYdu2bbj//vvh9/uxZcsW9Pf3Y+bMmejp6Ym95+mnn8YzzzyDX/ziF/jggw8wZswY3HjjjTh9+nSSK+cW/qYxO4nFCjvKMbO3hKfkqxHqLN9Itnf2mnbDDQCvfXA04Tmzh+xqAW/eiUDWkTg844bdJpjagCpPjQWyM94pRQqy18yIUruzNbZ4PW4FuW1QF1wK5PXfGD1nsjPIA/wo3dbAKVPKc7lzh7FBhbR0uZEZ0MZxpCfhLJ1hPMMpADgKzR3NzBtTY0qyS3/h0RkMmXZM8TbGQPYprF6Pm5tqZNYIE96a1xnMXo7zCIVF044ngB+JrUYduMfe2Bs3LrUyNuYKpVIivVlmXVxWlmjE4RnpzUJnkG94z2aO+PwBbt0vNUrhZMugV93bb78dH374If77v/8bbrc5N2FvvfUW7rrrLlx66aWYPHkyXnjhBRw5cgStra0AolFdq1atwqJFi3Drrbdi4sSJePHFF/Hll1/i5Zdf5l6zr68P3d3dcQ+t4Rlxsg0FVtpQ8CMEzAEvbFMN4x2vSKRZN9xA9kUKeSj1h5nrKvDqKADZC3aeZyTEy0MzCbyUDgB4//DJQV9TOVrJvBFwuW53byisuwIyGJQik7JN9VWK1My2HpFeKI0ndvLWYPD5A5i2Yit3025mZ4jSpiWb+64UkWkEL7faHOvKXt/M5Hmjw0s5A7LTn33+ACYs3sjV7c0aYaIko9S477y+Nut4AvhG8mwdPLx1oEsjY2OuUDJqKc3JdFAy4pjZAa1UnyubOZLss3rPvawsFxdccAHmzJmD4uLipO+TG3+SPXhUV1fjq1/9alqPbOjqig7mkSOjxykfPnwYx44dw8yZM2PvcTgcuO666/Dee+9xr7F8+fK4tMpx48Zl1aZ0UApv1SLtrD9iXu8Ib5OUbf0Mnz/AVWrNXG9CSQhmUw9JqT+UPKBmQckElY1gP5Fl3rzRUOqLbNLzvB43RhY7FF8zI0rt1uoQh2xTSfUiWc2pbKMF5URP7VW/HlEu8HrcmK2g4A/WycMK0PJQqwamHng9bq7jIpv7rlToOdt0Gj1RilrONrLr3OIh3OfNOO8A4Mrykdznsynb0NTSpjhvzRph4vW4uZFEaujPvL4y63gCgGJHokEzWwcPr4/MqhcweEatAgFZnTCp5Mgx614YAN5deAP3+WzmSLLP6j33chKm43K5MGLEiKQP9h4ec+fOxZw5c9J6DBZRFPHwww/j2muvxcSJ0bz4Y8ei9RZGjx4d997Ro0fHXpPz6KOPoqurK/Y4ejQxJUxtlEKYsxFYShsvMxfK5m2Sss1PVyr+bOZ6E0rpTfuyKFyptEEtsttMu2DwFkB7gZDVSahKdXbYa2ZESXHNNj1PaYNk1n5SarcaqbGTOCH4NkF/BWQwKI0np70gK0On0nXVOnRCD5TkrtM+uEiQupoKlLmc3A2qmWu9aCEzlJwW2abT6ImS4T2byC6lqAnAvI4LJR05m99TV1MBO8c7ay8wd4mDLk46lRa1gQtMfmKsUraOFo51MzvreYZmrdYms+6FAW3WPCWnkRHmXk6Sc99+++2sPt/Y2KhSS5R54IEHsGfPHuzYsSPhNXkRflEUFQvzOxwOOBz8iAPtSGyLGhsZAYmRK3abYMoNEhDtD3k6FU95yPSaPG93NoVI9YbXT0B2xgmla7IjgfUWhGoRioiDPgnV5w+gcd1ervEUgGn7SWnDreT9Thcl4+vKTQdN2U/JFKfmPR2D9kz6/IGEvhIALJkz0ZT9pDSeekMR+PyBQf+mZBFjZp17vCK0ALCodsKgruf1uOH1uDFtxdaEmh/ZHluuF0pp1kB2911pzSs1aT8lIxvdQEnumXU8AVFjgVwnzDaLwOtxY+WmgwkH12RbB0xvCguEhN+QbXkR3kbezN3k8wdQIPB/Qzan6zrtBdy+bt7TgSvLR5pyzVOSJ4PVDZSMQgLM6SxkJEsdz+a+86aZEeZeTiK7rrvuurQf6fLhhx/ipZdegs/ni9XYGiwPPvgg1q9fj7fffhsXXHBB7PkxY6K1mORRXMePH0+I9tILnz/A9RQOK7JnLah447N4SKEpBSDAtyyHNErLNLsCIsflLMwqDDhZSo1ZFwyl2iuD9fYoRQkCyCpaTG+U2p1tvTYtiiLriVI/Cch+M8nGFdtwiciuZpqeJKtFlU3dKCVvtpmVWl4RWpcze92A3x/mPfBAiWwiHJT6ONt6qnrh8we4OmG2KUJ1NRVwOe0Jz/f0mTcCjmeAsGVr7YJ5C9Eno9iRGHORbVclM3iYkaaWNq7BwOW0Z7U2KaXVhkVzRi0ly4zIRi/vDIYSasAV2sy53jF4a5tWJRuMcOiBLtXG33nnHXi9XlxzzTVob28HALz00kvcqCo5f//73/G1r30NV155JR566CHU19fjiiuuwLXXXptxyqAoinjggQfw3//939i6dSvKy8vjXi8vL8eYMWOwZcuW2HNnzpzBtm3bcM0112T0XVqhVEheDcw9ldMn24J8vBomZi7kz9swTh8/CtNWbM1KWVDyQJnVeKqUqjrYDRJLEZo9uTQh4vDdhTNM20/RuhyJm5lsvbdKqTNmrl8iTze02wQcXlGb1WZSOh6lCnM2NdP0JNk8yGYzqDSfS1QwDumFkpKpxabPrAZB3mEXTPpmEzUB8NOHzYqSniRmeWql1+O2XNF+3lxQ45AZsxaiTwbv3otZdhXTpeSY0YADKMvWYkd2wQdKTmizljhQOoEYGPzvYcZ4+dwzc0kfQGltE7PWdXglEk736p/pNKgd+UsvvYRp06ahtLQUgUB0kVu1ahXWrVuX8rO///3vMWvWLDidTnz00Ufo6+sDAJw+fRpPPfVUys/ffffdCIVCOHDgAE6ePImTJ0/iwIEDEEUR99xzT0a/4/7774fP58PLL7+MYcOG4dixYzh27BiCwajxQhAELFiwAE899RRef/117N27F3fddReGDh2KO+64I6Pv0goloa7Vhs+sG0kGT7BnW5CPt5HPphCpEdmwuyPrU8nkRiCbwL8fZmewGySvx413F85Aa+BUwoJtVo8kg6fQDrZuEIMX7aRG1Iqe3HbFuLiNtxobJKXxqFRA2wwopzip76Ix85pX7IiuTaxXBACdwVDWSjrv82aNFPR63Diw9Ka4MXVZWYkq0bRHTn6Z8JxZDWBKuqYaBa15hnczG8CUatdkC69PzJzuCfDXp2xOzgMGdCkp2UZB6YmSUUqN38Prf7OWOFCqazd7cumgf4/X40axozAhfRgwd20z3tgJni0FkQ28EgnZ1udVg4yNXU1NTXj44Ydx8803o7OzE+Fw1JPqcrmwatWqlJ9/8skn8atf/QrPPfcc7PYBI8E111yDjz76KOXn33nnHTQ1NaGyckABraysxLPPPot33nkn49/S1dWFmpoajB07NvZ49dVXY+955JFHsGDBAtx3332YOnUq2tvbsXnzZgwbNiyj79IKJaGuBvIFZ1JZiSkFIKN+7U5s2N0Rp4Q47basPSPyMOxsCyXrTcOsyrNFiAfGUZG9IGvlX76o1k4qzSpiRW8aZlVy51q2Cgjv88uaD2R1Tb2RR8047bZB1w1iyMeO024ztWECSH7i1mCpq6ngbrzMfOqn0klCvOPZ04U3n7NRko0AM1BcVlYCm6CeEYf3ea1ODc0FPn8gLr3wk+OnVYmm5UUamnXeMV3TLknfyfZAFgZvM2TuQ374BptsN5JMh5Ju6M2c7gnw1yct9MKGWZWmluXyPlFrPzbFPQI2YSB11Mz7F95+TED240nJ0J9t5K+eeD1ubrpwto4LeYbCpLISQ+zzMtYMn332WTz33HNYtGgRbLYBz/zUqVPx8ccfp/z8wYMHMX369ITnhw8fjs7OzpSfv/DCCxEKJVpY+/v7UVZWlvLzUkRR5D7uuuuu2HsEQcATTzyBzz77DL29vdi2bVvstEYjIfXudAZDWdUuYayZV40n506Ey2mHvUDAx+1dWZ8KpifNezogIr4WWTabI4Z8sTZ7qDlTatnmz2kvgKPQNujC6wx5P5k1jYrBW1jVuq58023mE7ykOM8aTRfVTlBFoZLKPUdhAZpa2kwdBSf3FGYb/QZEx9PSuRMTjPxm9XIz5KlnLqc9K2OndD7bBODJuRMNoaRlg9fjxhT3COxp70JYjBpa1DDisEgD6ZgqUmGs6oVcwe9VyeAs1wUEmDsaAIjWbQWiv6Vx9qWqjKc186otVzZjzbzqhHU8240k23QX2sxbJkMOW5+YAU+tyEf5XsXMKWcM6Rw50XNGFV2nNXAKYXGgxMGZfnWdbblG7mBQ48R3r8fN1ZdOqnQP9GJ4UVQ+uZz22F6/p68/69+0/sFr8emKWny6ohbrH7xWjaZmTcYS8/Dhw6iuTlQAHQ4Henp6Un5+7Nix+Otf/5rw/I4dO/CVr3wl5eeffvppPPjgg/jwww8hnk3s/vDDD/HQQw9h5cqVafwCq6KdqnC6N4RQRIQIcxsoWNoO6yk1IkF8/gBWbjoYM6AJMHfaixSvx41djTMxstihSuoLU2rYJnVIYfaLkN5McY9ImHlqKFUNsyrjNvPZhvXrDYsWdBTask6HlfLuwhswe3IpbALQ1x9R9dp6IPcUOgoLVJkjbO6VuZx4cu5EHFj6z6b13jKkqeJOewF2Nc5UpfB6mctp2jQOHtI1W00D55p51Ti8ohZPnh1X2UZq6gkrR2AvECBAPXkrdRix063NHA0ADPymEpUyCBhFkvUuW8O1EahfuzMu9UkNBwNzRDInrVX0Ta/HjU+eulnVzbFU7pk5hVEKm3MCoJquw9a8SWejf42QcpYNzMEgIHrf2Ynv2cKuIWBgD6nWtfVCHs3O0jXN/JuUyDgsoby8HLt27YLbHa8Ibty4EVVVqesUfe9738NDDz2E559/HoIgoKOjA3/+85/R0NCAxx9/POXn77rrLnz55Ze46qqrUFgYbX5/fz8KCwtx99134+6774699+RJc9aQGAx1NRVYuekg+vrDcBSql86zrHl/7CSvbE8F0xuWPlDqciakfg4WdlIHw8zFjKX4/AE0tbShrqYCdTUVsf9ni/ToerZYm7m/WgOn4iIF1YqYYf1kFdjvkY4rtWCeSUdhAUYWDzG1UltXU4El6/chFBFhtwkxxUONsWDFMQVA1fFktT4Cok6ePe1dqpchkM5ltdZTvdDqvrNrNq7bCxHmLfwsxetxxw7mUXP9XlRbFdNhrYDc2LKrcaZq126YVRmbe1aTV2pRO6kUzXs6TF8uQwq771PcI9AaOEW6JoeGWZVoXLc3tm9V6yRz+T6IZU+ZWZ7LZbmaez2jkbGx64c//CHuv/9+9Pb2QhRFvP/++1i7di2WL1+O3/zmNyk//8gjj6CrqwvXX389ent7MX36dDgcDjQ0NOCBBx5I+fl06oLlI1oJLBbOLwA4vKJW9evnEi0mslZGRr1hAnDlpoModhSqrlRZRajW1VTEFtYyFY2oDOmG0goKiRZySjqWzN5H0v5R2zBotbEEWE9R1wLm5FG7VpQWBg8r0tTShrAYNXRZJWJQq/X7dG8IYTFaKNns46p2Uik27O5AkQa1JEnupWbNvGrLGLkYWt53q+gHcieYVk4MM/eRFLn+bJXfJUcQxcwPeX3uuefw5JNP4ujRowCAsrIyPPHEExmdhvjll19i//79iEQiqKqqwjnnnJNpM0xBd3c3SkpK0NXVheHDh+vdnIypX7vTct4RIjksNZPRGQxpYsixCloqCSwCjvqfyBYaS/mJVvLJKpsjraF+So3PH4g5jQREI+TNXlCcIMwE6QfJof4xN4MydjG++OILRCIRjBo1Ss02pcXx48dx/PhxRCLxxfQmTZqU87Ykw+zGLiL/kAp1K0XNmBHaKBFqYcWxZMXfRBD5BtM5rBT9RhBmgtbS5EiDAMgQbz6yMnYNhp6eHqxYsQJ/+tOfuMaqv/3tb0k/39raivnz5+PAgQOQN10QBITDxsr3J2MXYTZo0SMIwgyQt5UgzA/pHAShHzT/0oP0DfOSVs2u6upqCEJ6p/199NFHSV+/9957sW3bNtx5550YO3Zs2tdlfOc738H48ePx29/+FqNHj8748wRBJMfKedsEQVgHq9T+I4h8hnQOgtAPqr+YHqRvmJe0IruWLFkS+39vby9++ctfoqqqCldffTUAwO/3Y9++fbjvvvuwfPnypNdyuVxobm7GtGnTBtXgYcOGYefOnbj44osH9flcQ5FdBEEQBEEQBEEQhJGgyC7C6qQV2dXY2Bj7/7333ov6+nosXbo04T2sYH0yRowYgZEjR2bYzAFuuOEG7N692zTGLoIgCIIgCIIgCIIwEhRZSVidjGt2lZSU4MMPP8Qll1wS9/wnn3yCqVOnoqurK+nnfT4f1q1bhxdffBFDhw7NuMFffPEF5s+fjyuvvBITJ06E3W6Pe3327NkZX1NLKLKLIAiCIAiCIAiCIAgid6QV2SXF6XRix44dCcauHTt2oKioKOXnf/azn6GtrQ2jR4/GRRddlGCsSlXz67333sOOHTuwcePGhNeMWKCeIAiCIAiCIAiCIAiCyB0ZG7sWLFiAuro6tLa2wuPxAIjW7Hr++efx+OOPp/z83LlzM26klPr6etx5551YvHgxRo8endW1CIIgCIIgCIIgCIIgCGuRcRojALz22mtYvXo1Dhw4AACYMGECHnroIdx2222qN1DOsGHDsGvXLlRUmOM0BEpjJAiCIAiCIAiCIAiCyB2DMnapwZkzZ3D8+HFEIpG45y+88MKkn5s/fz6+9rWv4d5779WyeapBxi6CIAiCIAiCIAiCIIjckXEaI6O1tRUHDhyAIAioqqpCdXV1Wp87dOgQ7rnnHrz33ntxz4uimFbNrfHjx+PRRx/Fjh07cNlllyXU/Kqvr8/shxAEQRAEQRAEQRAEQRCWIePIruPHj+P2229HS0sLXC4XRFFEV1cXrr/+erzyyis4//zzk35+2rRpKCwsxMKFCzF27FgIghD3+uTJk5N+vry8XPE1QRDwt7/9Lf0fkwMososgCIIgCIIgCIIgCCJ3ZGzs+uY3v4m2tja89NJLmDBhAgBg//79mD9/Pi6++GKsXbs26eeLi4vR2tqKf/qnfxp8q00EGbsIgiAIgiAIgiAIgiByR0GmH3jrrbfQ1NQUM3QBQFVVFf793/8dGzduTPn5qqoqfPHFF5l+bUo+/vhjLFiwQPXrEkQm+PwBTFuxFT5/QO+mEARBEISm0JpHqA2NKYIgjIrZ5ZPZ2z8YMjZ2RSKRhDpZAGC32xOKzfP4yU9+gkceeQQtLS04ceIEuru74x6Z0N3djV//+te48sorMXnyZLS0tGT0eYJQm6aWNrR3BtHU0qZ3UwiCIAhCU2jNI9TGCmMqHzeURoXuBaEmZpdPZm//YMjY2DVjxgw89NBD6OjoiD3X3t6OH/zgB7jhhhtSfv7rX/86/H4/brjhBowaNQojRozAiBEj4HK5MGLEiLTasG3bNnz729/G2LFjcd9992HGjBk4dOgQdu3alenPIfIMrRe9upoKlLmcqKup0OT6VoGUD4IgjAzJqPSwwppH99pYTHGPgE2I/mtGfP4AGtft1XxDSeM2PfJxcz9YaEylxuxrntnbPxgyrtl19OhRzJkzB3v37sW4ceMgCAKOHDmCyy67DOvWrcMFF1yQ9PPbtm1L+vp1113Hff6zzz7DCy+8gOeffx49PT2YN28e7rjjDlx99dXYvXs3qqqqMvkZOUPrml0+fwBNLW2oq6mA1+NW/frsO5Y170dvKIJbJpdizbz0Tt40ItNWbEV7ZxBlLifeXThD7+bkLXQf0iMX85sgzEYu5oUVZBTJj/TIxb2me5EePn8Ai9/YCxGAy2nHrsaZejcpYy5fshmdwRAEAEvnTiQZpTNmnnu5brvZx5RW/cWuO8U9Aq2BU6YcS7nEaHMu48iucePG4aOPPkJzczMWLFiA+vp6vPnmm2htbU1p6AKixqxkDyXKy8tx4MAB/Pu//zva29vxzDPPYOrUqZk233LkwmPR1NKGYCgCEUDzno6U7zcyWlq069fuRMWjzahfu1P1a1sNK3gWtPaASb3DKzcdNLW3LRd9Zeb+AaK/4fIlm3H5ks2a91P92p2m7q9crHvnFg8BABw/3Uv9lIT6tTtRvrAZExa/Zdp+ysV6xO7F4jf2ajrHtSQXcrappQ0ZeeANTInTrulGr66mAk57Ado7g6aef1pitE13pjC50bhub07ur9mjKrVa89h11+/uQHtnEI+ZWI7nAtZfy5r3G2JfnJGxq7+/H4WFhdi7dy9uvPFGPPjgg6ivr8fXv/71jL/4yy+/xP/8z/9gz549cQ8l3G43duzYge3bt+PQoUMZf59VyYWSJhV6tZNKNfserfH5A1i56SB6+vo1uf763R0Ii9F/ieR4PW7U1VSgqaXNtIuF1kpIU0sbwme1/r7+iCnD8NnmaFnz/pjRTgussJFsamlDZzCEzmBIs/ssV9jMNp4YzBDF/tWCfR1dAIBQWDRtP+VCP2je0wERQDAUNmU/1a/dicVv7MXJnjOafg/To0RA0zmuFVLni5Ybbzan7TYBDbMqNfkOrZk+/nzYhOi/WsDWVQA40x+tlWzG+ZdLh2GujEVqU1dTAQFAWIRm+hPD5w+geU90H9MaOKXpd2lB/dqdaO8Mnv1LXZM5W0ulmFGOA9H7PGHxRly0sBmX/OhNTXRmtt4FQxGERWCDzvvijIxdhYWFcLvdCIfDg/7Czz//HN/4xjcwbNgwXHrppaiuro57KHHw4EH4fD589tlnuOKKKzBlyhT8/Oc/BwAIgjDo9pgdr8eNdxfO0NRjwYSeAGD7oc9Nt2CwBXXlpoOxzeSy5v2afqcRLNmDJVdRMks27It5SMw4pnr6+mNKiBYLXl1NBWxnRZujsMCUkXDMuBIMRRXyrmBIk3st30hqrRRqwRT3CAgAnHabZvdZ6rgQANONJyA69/a0Rw1Re9q7NJMdl5aWxP5vVi+31k4Fnz+AIYVRNVLLcasl63cPGOu0khs+fyDOCWbGvpI6X8Ii8NgbezXRcT4+O7f7w6IpI3GAqM4cFqP6sha61MpNB9HeGcSS9fti98RuE0w3ppgTTKsoGfmYNaNhwutxo8huAxDVbbTcV0jH08meM6bTy6WZR+2dvar2Fdtrz548EPBhRjkODGRrAUAoIqputKtfuzMh6KOwQF87TcZpjI899hgeffRRnDx5clBfuGDBApw6dQp+vx9OpxNvvfUWXnzxRVxyySVYv3590s9OmzYNzz//PD777DN8//vfx2uvvYZwOIz77rsPzz33HD7//PNBtcnM+PwBXPKjN3HRwmbMfnaHJt8h30guNplxgm24+/oHjLS9odQnh2bKpLKBzZFZI7xYvQymgJQvVM9oJzWi1a/diVB4wPNiNuMEM5yyuiJaLHhejzsWSdkZDGkeeaAF8n4Roc293n4oXvb39as/v7WmNXAqtunWaiMp7SezpgrJx48W48nnD8QiuwBgy/5/qP4duaB+7U489sZezaIqpUrzjVWjTWucYEh1BDWRbyQchQWm6yveGrd+d4fquiDzXYuAqfRMhs8fwPHuXgDRdVvtCFqfP4CuYAhAdKPKGDWsyHRjKijRw7WIkpGP2Z6+flOOKUfhwFZ9/e4OTQyDs5/dETeezBgpKHVQAerLJ58/gNbAKdjPeqH7wxFTZqfI54Xajk9euaNCm8mMXWvWrME777yD0tJSVFZW4qtf/WrcIxVbt27Fz3/+c1xxxRUoKCiA2+2G1+vF008/jeXLl6fVhnPOOQff/e538ec//xn79u3DlClT8Nhjj6G01LwpdoOlqaUtJqD2tHdpYvCSh7OKMJeHpK6mAi6nPW5hvaysJMknBscJjjHCbNFdKzcdjNsEq1mnTZr2JzcE9pzRJrU0V2ix4Mm9I1pGHmgFT/lWe0MpVf4HMJcpx+cP4GRPX9xzWtRHlKdwax3hqgVaGSQYPn8Aj72xFxJbPHpD2n6nFsx+dkec/NAifV8a8aaF4SPXBEMRTFi8UfXNpJbptrnC63HDzvHOq60LSvbbppRPKzcdjDMaAOpuJJVqmpkx+lQ+nrT+DWaN+pan83YGQ6qmZUqjpRlmjFri7cHUlE8sopI56kMR0XTlINiBc1LUPkSDX+7IZMauOXPmoKGhAY8++ijuuOMOzJkzJ+6Rip6eHowaNQoAMHLkyFg01mWXXYaPPvoo0+ZgwoQJWLlyJdrb2/Hqq69m/Pnt27fjlltuQWlpKQRBwBtvvBH3uiiKeOKJJ1BaWgqn04mamhrs27cv4+/RCrkSJRdY2cLStaSYUQh2yjbDH2uQ/sJTaPXOU84U3kZS7i0ZLCwtL8zR1EJh0VQbJWktDua9VVuJMvthEADfM+8otKn6Hcua9yco/2p/h9ZII2QYY0qKVP+eftkmTIsIVy2pX7szoZ9O96qbGsubxwWC+aJM5LpAKKK+jJVHvJkxJV2+4Q6GIqpHmUijBAHtajlpic8fSDDiAOoacuTOQflcJ+LLG0iRRzcbnfq1OxPGk9p1osxkhEjGax8cTXhOrbRMVtdMTtCEDh6esVRN+aTkaDPTfpina75/eHCZejx8/gBXFvWHI7oeipSxseuJJ55AY2Oj4iMVlZWVOHgwqkxefvnl+PWvf4329nb86le/wtixYzP/BWcpLCzErbfemvHnenp6MHnyZPziF7/gvv7000/jmWeewS9+8Qt88MEHGDNmDG688UacPn160G1VE7WNW3JY0WQpZhOCvAVBi+i0jzn3osie8RTTDZ8/wN38Hjn5pSrXl6bl8TCTYpKL4p08I6OZCvYqKVEXjhyq2vWnrdjK3RCZqZ8AvpLW3tmr6nf4/IGEugmlLvUNalrCSw3PReHeXHxHLlBbxvJ0AbP1E8+AA6i7gdE6vSYX8O6rS+XTBq3g4OGtb2rOCa/HjSVzJiY8r9XBS1rBu9dqR3bxrmdGQ7N8n2cvEFQrnyGta8Z7zSz4/IGE4AIB/OyCwaLkRDVT+jBvzKgpd3k2AyDqaNUzCi7jnfhXvvIVnDhxIuH5zs5OfOUrX0n5+QULFuCzzz4DADQ2NuKtt97ChRdeiDVr1uCpp57KtDlZc9NNN+HJJ5/kGspEUcSqVauwaNEi3HrrrZg4cSJefPFFfPnll3j55Zdz3lY9UBKmZhKCSr9BTWXW5w9wQ8sX1Vap9h1ak4sjv5WMRDbBXN4RnhKltoHlk+P/q+r1cs3KTQe5SpRaRcVZWiwPnifUyOTCeMpLr1HboGYFzGYoVWISJ1VfLRnLDM28xAQz1svjoeYG5sBn3QnPmUmHAhLvqwD154qZT/tmyKP4APUNUbyxqWS0NSo8Z94GlY3AvAiTLfuPqXb9XCGPPmX3Wg0ZlczAaCadnLd/UbtcjRV0A6/HnbBuDysqVO36dTUVcHKCPEqchboespWxsevTTz/lnsbY19eHv//97yk//61vfQt33XUXAKC6uhqffvopPvjgAxw9ehTf/OY3M22Ophw+fBjHjh3DzJkzY885HA5cd911eO+997if6evrQ3d3d9xDK5QWBTVDBZWEqZmEoNJvUFOZVVJczWbxdzntCc+rKeCVQvCXzFE3Z1xrNu79LOE5Ndvv8we4URNm2yApocbvYEdBS0/HYWgd8ao2PX2JnjCesSLf4SlRgLreet481mJjrzXrH7w27m81K2YwQzNvey0tpmx0fP4Ad0zxalNlg9bpf7lBTPhLbafCmnnVKDNZtKkcnhFHbUMUrxas2mNWa3jOvFzUAw6GIqaKqlRKH1YLJUfbpLISU+nkPHmq9mnNXo+bu16YaTzVr92ZsG53BtU7uMHrcWNksSPh+c5gP95dOEO3MZW2VrJ+/frYaYmbNm2K/b1+/Xq8/vrrWLp0KcrLyzNuwNChQ/HVr34V5513Xsaf1Zpjx6IegNGjR8c9P3r06NhrcpYvX46SkpLYY9y4cZq1T2lR0DpU0F4gmEoI5kIQ1dVUcDcTZhKCXo+bm5Ou9r0ewtkMmWk8AYg7SRJQ3oQPFqW0BzMVOm6YVcntF7VOfmFHQVuBzmCi5//IyS9VlR88Y43LqZ5HLxeMVBj/aterkW+4zRUzEUU+dtTcSDJDMw+zpAmxNGteGvRNlw2+pAYPc5kh+PRzwnS1qBErjzY1kw7l8we45SzU1g946dzFDnPJcqVDP9Q0Ais5KMzkNFRqq1rOF6X+vu0K7fauWqBUd0r9e639IR1aopSyqOZvMKIjJ20JPHfuXMydOxeCIGD+/Pmxv+fOnYvbb78dW7Zswc9+9rOU1wmHw/jtb3+LO+64A1//+tcxY8aMuEe6/PWvf8WmTZsQDEbTWERRO3VUEOIHtyiKCc8xHn30UXR1dcUeR49ql06jNKDUTAnjKRpmC5fOhSDyetwo4URFmUkIAtoXhOUVR9T5RFpVCIYimpyEKoenSBsZ3ni6ZXKpqsZNsx0CwYM3BbQ4ij29bzYuuUq75H2P2WQ5z2Cull6QzNAsL1pvVFitGt76o3ZaMU9jMtt4kh9uASQahbOF1ydm6ielUhC5KGdhFiMz4xZORLaajnSfP6A4doy4GVdCKc1QrX7yetzcjI4l641zEFs6KBlx1L7XvIAAM42n2kmlXK1Pzd9gxOCFtI1dkUgEkUgEF154IY4fPx77OxKJoK+vDwcPHsQ3vvGNlNd56KGH8NBDDyEcDmPixImYPHly3CMVJ06cwNe//nWMHz8eN998c6z+17333ov/83/+T7o/Jy3GjBkDAAlRXMePH0+I9mI4HA4MHz487qEVXo+bm+qiVkqYUoFpc22P+FFX9hxZWMx2HDQvFF5Nzyovn1upOKaR4Y0eNb3cDbMquQqIvMC4kVFSNNWOwuH1idqedK1ROshC7SPr5ZitvpLS6M/FRs9MCi0A9JzRvmA1T0YpRWwYDRadxiv2rfa6LV9XzVajEuAbJ9TUBnknfwPm0qF499RpL1B988fT08x2GuOaedUJz6l5Ymyymp5G3IwroWR4V1Mv562fZgtq0OL0ah7ybnlyrrlKsKyZV41ShahsteCNTb118oy//fDhw7GUw97ezL2sr7zyCl577TW8+uqrWLVqFX7+85/HPVLxgx/8AIWFhThy5AiGDh049eSb3/wm3nrrrYzbk4zy8nKMGTMGW7ZsiT135swZbNu2Dddcc42q3zVYPjmeeCqkWhNP6ZQOc4lAPoUFgqq1zXz+ANfibzYFpNCWKBLU9Kwq5XObKVUB4M8BNb3cXo8bDbMqE5RaM6UqKKX2qm1g4fXJJaOGqfodWsM75Uftmhm8jVgwFDbV3FNae9SOxJE7Q8yUus+Kx8tTrQH1o2QaZlUmzHG+UcR4JItOU3s8yWVUWDTXhtvnD3ALe6tpiFq56SD3FC8zFRTn1fTRokYUb83j6Z9GxecP4PIlm7mvqZlqzdM/9N50Z0pdTQXXuKmmLOfJO7PVzjvWxbdHqL3myQNMzCTHGTxdUM1+4kWV631YW8azPhKJYOnSpSgrK8M555yDv/3tbwCAxYsX47e//W3Kzw8ZMgQXX3xx5i09y+bNm/GTn/wEF1xwQdzzl1xyCQKBzBeU//3f/8WuXbuwa9cuAFFj3q5du3DkyBEIgoAFCxbgqaeewuuvv469e/firrvuwtChQ3HHHXcM+jeoiTxNSE0BpVSw3GyFk/mh5YKqtc146XlmhFdcWO1TK3neWzOlKgBKkYHqRl01tbQleNfMVCTb63Fj6dzEqAm1C1jz+sRs6Z68SL4TPWdU/Q7eKTyAueaeUkCu2lEyxUPMY1SWwyIaeBsktfvJ63HHnXglgB+xYWSWNR9IeE718eRINGabycispN/k4hTZXpPpVYtqqyCfeko1OAeL2VIW5TS1tMUMmwKiBiinvQAup13VVOsie+K84zmWjIzX48ao4Yn7OjUNzfxasObJIgD4J7mqOZ4Y0lpmZjsUAhhI72VNLxCg+SmJRjjsIONdx5NPPonf/e53ePrppzFkyMAEueyyy/Cb3/wm5ef/z//5P1i9evWga2z19PTERXQxvvjiCzgciREjqfjwww9RXV2N6uqogvbwww+juroajz/+OADgkUcewYIFC3Dfffdh6tSpaG9vx+bNmzFsmDEiB6ReCrtNwLsLb1Dt2l6PO8GDZC8QEk55MjpT3CNgE+KLMTsKC1Sd4DwvktNuM5VxAgA3mkjtUyt53luzpXTIN8NOu03138BTZvReMDIlWg8ivq/UnhNejzthc2GmdE9gIJJPihZzQh51o4UyqCW8zIoyV5Hq80J+L9RMr9Ealp4nX7u16CcgPn2bZ9w2OvK0S5fTrno/mb0GnNJx8j196p3i1TCrEmUuZ4Iz1SyRggyvx42xJdqlCfn8AW59IjMZcZgj3eW0o8huQzAUQTAUQbGjUNW5x3OsXTgycf9odHjzT01D876OeOegGdOs18yrTjiZW+3xBMTL7X4T6QUM5gxjupQoQvVTEuWHU6ntuB0MGRu7/vM//xP/8R//gW9961uw2QaE66RJk/A///M/3M/ceuutsce7776L//t//y8qKipwyy23xL126623pvz+6dOn4z//8z9jfwuCgEgkgp/+9Ke4/vrrM/05qKmpgSiKCY/f/e53ses/8cQT+Oyzz9Db24tt27Zh4kTjKHTSdB0tvNFyIWsmpZ/RGjiFsAic7o1GFNmE6GRUc4KzKJZ4Q5FoSuOEdJOkdm2zupqKhOgMLTYXWiMX5mf6w6r/Bp4yY7a5BwDFjsToULUZXhT/HWZK92RIlSit5sSaedWxzeSkshLsapxpqrl3y+TSBMdFrjzQZjFOsPQ8qcFObUdYsu82G1JjilYOKqkBx14gmM7I7PW4cWDpTXFrt90mqHqIBhu3t10xLmYIeXLuRNNFCgLxjiqmb6qFvLwIG09mcqx6PW7sapyJXY0zIU1OV3tONMyqTNA35YYds3BGUv5BbWNU7aTousr0/WFF5tPJgah+I73dWshY6Z5YhPpRm1oj34NdpkGmlrRcjVEMpxkbu9rb27lpiJFIBKFQYsQGAJSUlMQ9/uVf/gXXXXcdzjvvvITXUvHTn/4Uv/71r3HTTTfhzJkzeOSRRzBx4kRs374dP/nJTzL9OaZHKri1WOx4NZbMovQzmKe7dlJprCCtFoJcHm5stvB7HmpHyHg9biyZMzG2IAkwV2oeQz4veCHU2cLGrdSoZra5ByQazBvX7VXdaMeiAmZPjs5xM44pqbdby/YzL5sRvG2ZsmZeNdqW12JX46yYAYGfgpEdUgXWaVc3CjiXOO0FEADcNHGspt8h/ddsXFk+Mqb894bCWLnpoOryaf2D1+LJuRNhE6IOQy0iDrTG5w9giCRSJhQWNZkXLPr7dC9/P2EGmKNKQNRwoCbSzapNABpnX2o6pwUwUFuQOSu0cPAwfVO6uddCV9OalZsOxgycAqK/Qc2+YuuqmdP32XhiexZ7gYCmljbVZblS3WGzIJ8TWumB0gNgjCCbMh7Zl156Kd555x243fGN/6//+q9YKqCcF154YXCt41BVVYU9e/agqakJNpsNPT09uPXWW3H//fdj7FjtFDqjUjupFM17OlQXflLqaiqw+I29Mf+LmU7HAQa8zU0tbairqdB04tXVVGBZ8370hiKmC79nNMyqjN1vLULjc3k/tILVHmOGCa2Mp16PGz5/ILb5NtuGm9UHYMUpG9ftRViM3ns1+4z1lZnJ1W+oq6mIzT0zwxw9WnrqBURr8JhxbEnrLGlVW8nnD8BRaIOj0Hwp+wxppIwIxKKVtEh/CYvG8XRnCq9ul1KB/2yoq6nQbJ3IFUzG9vT1qz6e2HXM3kfsQAKtnQlW0DcZAqIySit5Pn38+Wje02HKmnAsPc/ltKPYUYievv5YXWY17znT/Z32AtOue16PG699cBR72rs0cRay7zDSXEvb2HX33Xdj9erVaGxsxJ133on29nZEIhH893//Nw4ePIj//M//xB/+8AfFz/f29mLz5s24/vrrE+pddXd3o6WlBbNmzUpZd+tPf/oTbrjhBixZsiThtV/84hd44IEH0v1JlmDNvGpcWT4yZsHWatMNDCyuuShKqjZMEGqtGEgX1ivLR2r2PVoiVw60+g4jCcJMYd7nMpdT899h5r6Szju2MbKCocXMmHk8SZE6etSmYVal6TdHUseLVg6qXMpBrZjiHoFjXUFcWlqCIye/BKBd+ouZx1RdTQVWbjqInr5+9EdEzZx5udA/tEbqqNLid1ihjxiOQpsmRlMpZl/zGmZVYuWmg+jrD8NRqH59WAYr+WLGPZ5cvmo196RrntbjVkty4Sw0EoKYZqV4m82Gzz77DKNGjcKmTZvw1FNPobW1FZFIBF/96lfx+OOPY+bMmYqfX716NdavX48//elP3Ne//vWvY+7cuSmNVS6XC1u2bMEVV1wR9/yqVavw+OOPo7u7O52fkzO6u7tRUlKCrq4uDB8+XJPvmLZiK9o7g5pPPqnwMNvCIY2O0SoSh5Gr+0Hoh5nnQi6hfiII/dB6LbLC/GZ9ZBNgmJQLo0K6DaEWVpAduSQXc4/uSWqs0kf1a3fGnIVmrIuYKWkbuwoKCnDs2DGMGjVqUF905ZVXYvHixbjlllu4r//hD3/Aj3/8Y7z//vtJr/PCCy/gkUcewbZt21BVFU2NWblyJZYuXYo//OEP+NrXvjao9mmF1sauXBpxzA4ZBQmCIIh8gdai1Pj8gVjUOhlxkkPjiSD0geYeQQyejIxd//jHP3D++YPL5R0xYgR2796NCy+8kPv6kSNHMHnyZJw6lTp8cuXKlVi1ahV27NiBV199FU899RQ2btyIa665ZlBt0xKtjV3kaUsfWiwIgiAIgpBCugFBEARBWJOMCtSPHz8egpD8dLaTJ09yn+/v78fnn3+uaOz6/PPP0d/fn1Y7GhoacOLECUydOhXhcBibN2/GVVddldZnrYZVig3nArPn7RMEQRAEoS6kGxAEQRCENcnI2LVkyRKUlJQM6osuvfRS/PGPf8SUKVO4r2/ZsgWXXnop97U1a9YkPDd27FgMHToU06dPx1/+8hf85S9/AQDU19cPqn1mhZQ0giAIgiAIgiAIgiCIAXJWs+s//uM/8PDDD+OVV17BN77xjbjXNmzYgHnz5uGZZ57Bv/3bvyV8try8PK3vEAQBf/vb3wbVPq3IRYF6giAIgiAIgiAIgiAIIkrakV2p0hdT8W//9m/Yvn07Zs+ejX/6p39CZWUlBEHAgQMHcOjQIdx2221cQxcAHD58OKvvJgiCIAiCIAiCIAiCIPKDgnTfmGYAWFJ8Ph9eeeUVjB8/HocOHcL//M//oLKyEmvXrsXatWuzvj5BEARBEARBEARBEASR36SdxqgnDz/8MJYuXYri4mI8/PDDSd/7zDPP5KhV6UFpjARBEARBEARBEARBELkjowL1erFz506EQqHY/5XINtWSIAiCIAiCIAiCIAiCMDemiOwyMxTZRRAEQRAEQRAEQRAEkTvSrtllRI4ePYq///3vejeDIAiCIAiCIAiCIAiCMAimM3b19/dj8eLFKCkpwUUXXQS3242SkhI89thjsVRHgiAIgiAIgiAIgiAIIj8xRc0uKQ888ABef/11PP3007j66qsBAH/+85/xxBNP4IsvvsCvfvUrnVtIGBGfP4CmljbU1VTA63Hr3RyCIAiCIAiCIAiCIDTCdDW7SkpK8Morr+Cmm26Ke37jxo24/fbb0dXVpVPL+FDNLmMwbcVWtHcGUeZy4t2FM/RuDkEQBEEQBEEQBBdy1BNE9pgujbGoqAgXXXRRwvMXXXQRhgwZkvsGEaagrqYCZS4n6moq9G4KYQF8/gCmrdgKnz+gd1MICXRfCIIgCL2gNSg9qJ/So6mlDe2dQTS1tOndFEND44lIhumMXffffz+WLl2Kvr6+2HN9fX1YtmwZHnjgAR1bZn3MLEy8HjfeXTiDPCMGw6xjihQQ4+HzB9C4bi/dF0JVzCqjCILIPaQbpAf1U3rk2lHv8wdw+ZLNuHzJZlOteTSeiGSYzti1c+dO/OEPf8AFF1yAr3/96/j617+OCy64ABs2bMDu3btx6623xh6EupAwsTZ6LHJmHVN6KCC04U5OU0sbwiJgE0ARnGlixnGV6zabVUYB5ry/hDGhsZQeU9wjYBOi/xLK6JFtYcYx7PW4UVdTgaaWtpy0u6mlDZ3BEDqDIVOteZS9kz71a3ei4tFm1K/dqen3GMlwajpjl8vlwr/+67/iG9/4BsaNG4dx48bhG9/4Bm699VaUlJTEPQj18PkD6Onrh8tpN6UwMeMil2uki9zKTQc17S92P6a4R5hygcp1pCDbcDeu20tjWAGm7CyZM9F0EZz1a3eifGEzJix+K6f310yGHCYzVm46mLM2m3XdY0rm4jco0jEZeugFZtVFcikr2Pi95Edvonyh9psyNWkNnEJYjP5LJMLGP4BY/dxczAezRn5L2621Xg5E9SiX0266NS/XGMmQkynNezoQFqP/aol8T6knpjN2vfDCC2k/CPVgg/Z0b0jvpmSEXhskMyqz0kUOgKb9xRTn7Yc+1+T6WqLH/a2rqYBNAMIiTKWo5dKDtHLTQZzs6cPKTQdRv3anqebght0dEAEEQ2HNlQI2fuvX7jSVIYfJ8M5gCE67LSdtZutesaPQVAbUJev3oTMYgojcRDrOfnYHLlrYjNnP7tD0e9SGjalcKuJmdFzUr92Jjs4g7AUCevr6NW/3yk0H0RkMIRQRIUL7TZla+PwBnOzpg4DcRXaZTd+UG01zZURduekgwiIgwFyR38ua9yMsOUZO677yetyYPv58nO4N4f3DJzX7HrXJpSxnBkgzRsABQO2kUggAhhTaNDecCmf/3xUM6SqjTGfskrNt2za8+eabOHUqv7wozKo8YfHGnFiWpZvtx97YaxpPG1tIu4KhnG3q2HeaqZ+A6CK3q3EmdjXORMOsSk0jrphhrSsYMp2njd3fxW/szZlXx+txY8mciaaLglu/O+pBWr+7Q9N+YkaJYCiCzmAIG3Z3mGpcCcLA/3v6+jX9LjZ+1+/uQGcwhL7+iCkMOX394dj/g6Gw5oo4i+py2gtyssFXk1BkYHeUi0jHPe1dsX/N6OnOlSLOjEaAuRwXzXuixvhQRERnMITFb+TWUFc7qTRn35UNTS1tCIYiEIGcOPJ8/gAeOxu9uaz5gObfpwZM9zvZ04fLl2zGucVDcpr2WeK0m2K9YwRDkdj/tdbLgeiYYnrbht3GNzIzY2/Pmaje1JkDWc4MpwBgtwmm0sl9/gBaA6dQ4rQjGAprvgYV2aNmJhH62g5MY+z66U9/isbGxtjfoijin//5n3H99dfjG9/4BiZMmIB9+/bp2MLcIt/caT1g2WabsX53h+ENOT5/AMe7ewFEJxpT0rRut1Twab3JVwtptIc0xFxLpaDrbOQBAHR0Bg0/nhjs/rIxlQsls37tTjSu24tzi4fkrHZDtsjbqKWMqqupgNM+sJzlKqJFLSS2CfRL/9AA+aYiGAorvNNoCHF/aa2Iy9fYZc37Nf0+tZDPu1x45yeVDZSNMJOnu2FWJYABRVxrucqMRgByFp2oBnJjkwjt5Ln8HtgEYM28ak2+S22ksjUXBlTpPTCLHPd63Ch2FMbk6p72Ls3TPtl9YDqCGfQnJbTWy6X6bJHd+CYC5rwLScLftDaqSB1v0u81A9IIeUBbIzMz/kvRK0rX+CP5LGvXrkVVVVXs7//3//4ftm/fjnfeeQdffPEFpk6diiVLlujYwtwyxT0CAgbU/3OLh2j6fT5/IEHZN3poeVNLW5yHG4gqaVpvkl774Gjc32ZIV2ACcP3ZiJjHNI5aWrnpIKR3Jhf3RSu0VjKlnrY97V05T7sZLPI2aimjvB43RhY74p4LizCFB1eulJW6ijT9PjOmDgOAozBeXdFaEWfRzIxgKGJ4OQ4kGiFysU7fdsW42EbSTEYcuXzQ0kg3+9kdcelIZ/rDppBPSmh1j5mRmREWE2WkUZHKVi0NggzpPbAJSd5oMHgbbC033SwtlhnYFr+x1xSpn/L25WIvIdVnLxk1TNPvUgMlOaTluucotMX9nYtaamohzxzQ0sjMuzeXlupTT900xq7Dhw9j0qRJsb/ffPNN/Ou//iumTZuGkSNH4rHHHsOf//xnzb7/l7/8JcrLy1FUVIQpU6bgnXfe0ey70mH7oc8hAjGDwb6OLk2/b+WmgwkWWqOHlsujPRgFGioFPn8gltLBMFO6ghQtPfRSgWs/e0PM4EUCkBDJZddyQMGcY8fnD8RtWADtZRRLjzATzJAppaOzN6dt0Hr8qsX08efH/S03fmmBPMjODHOxrqYi7p6OKdHWeApEZSLTDxyFBaYw4vj8AVzyozdlz2rnpefpBWYx4shllNOu3T3mGT2M7lgF+GuelunPrE4lw0wBJjyHi5abbvkGX4T2ta/U4PF1e+P+1novIZdHcpllRLweN3gazLCiQs2+U66L9JzpN8V4mv3sjoQAEC0dU7w14sjJLzX7vmSYY3cJIBQKweEY8Nz/+c9/xjXXXBP7u7S0FF988YUm3/3qq69iwYIFWLRoEXbu3Imvfe1ruOmmm3DkyBFNvi8dpGGUjFxalQUYP7Tc63FjUW1VwvNaZgkpRdwY/Rhqls4hR6t2SwWuXPgaHXkkVygiarppkd8Dl9OueL+MAi/lS+tNN0uPMBM85UjQyPbEUpXlihpXUzQg8s1QZ1D72mZyyWR0Oc6QytT2zl5MW/EnTb9PKhP7+iNJ3mkceJHf7Roaml3ORNkkNyIZEb5eqZ3Q4Bk9cmGwzRZeOQMtHYbyCDgAuGTRm6aILuGh1abb5w8kzHN7gWCK+qc81VjLNvOMymYYT5eVJUYLaakfyI21obBoitpduTZe8sZOt06H3JnG2HXxxRdj+/btAIAjR47g0KFDuO6662Kv//3vf8e5556ryXc/88wzuOeee3DvvfdiwoQJWLVqFcaNG4empiZNvi8d5GGUWlv8p48/P069EWEOrySvT7RsOyuSKMfox1AreWlzmfIkjxw0KnZOvoCWnuct+4/F/X3hyKGGj5zo5dxLrSOWpDX6zAJPOYqI2iiYSieghsKiKRTaXCqSSmNpy/5/5KwNg4W35mlpxJGfwGiW2kHyCDiGVnPhdK+2xlmt4I2n/rB2azVvnh/rMr5c71UY91oe8iMnFBZNUeLgwpFDc/ZdvPEbioioq6kwtB7l8wcSslAKBG1LM/BSzIwerQQAnxw/nfCclhHrXcFEg00oLBp6PAHxtTUZWh42whs7EZ0imk1j7Kqrq8MDDzyAe+65BzfddBOuvvrquBpeW7duRXW1+pFGZ86cQWtrK2bOnBn3/MyZM/Hee+8lvL+vrw/d3d1xDy3gRXZouRnYsv9YgpfbDDWWlDzxWhkn+hViyY1u8VcSdlp56WdPNnYKbDIKOYuoVnnoPn8gwQhohtDyWzj3t7BA0LSuwcpNB00XJej1uLmpl1oomHU1FShzOblRwWZQaOWUaVjbjBf1AyhvaI0Eb83jRRWpBU8eyQ1gRsPnD6CppQ0Txg5PeE2rucAr+2CGDGKuUUVDOcvbMOpV5yUTeGseoJ1xIrp2mCuSmcGTGVrNOyXd2+hrXlNLW0Jkl9aGAl6KmRmimXnO1cbZl2r2febSMgdY/+C1Cc+JUM5IypZc77+TYRpj1/e+9z2sXr0aJ0+exPTp0/H73/8+7vWOjg7cfffdqn/vF198gXA4jNGjR8c9P3r0aBw7dizh/cuXL0dJSUnsMW7cONXbBPAXUC1PXeJF3fA2/UZDKTJJq3pjuVZ41EJp4deqLg4vBZbndTAivNPyTvSc0eS7jK6QKbFmXnWiZ03IfZ0MM0Qs8RwXWiiYXo8b7y6ckRAVrNX3qY183LR39mp2iIbSBomXLmE0eFHExQ7tatnx5LbRDfIsylHeTi2L6/PWPNGkuyZedLOayK+u1fqqJkplPbSs2cVL1TJ6iQMltJp3Xo+b61w1ugNaj8LrPEeY0bNSgMR1efbkUk33XLxa0GbZv+QSpbGjR71v0xi7AOCee+7B66+/jqamJowZMybutV/+8pf4l3/5F82+W5AVUhFFMeE5AHj00UfR1dUVexw9ejThPVqR60ir/ojx01/khSkZV5aP1OT7riwfaZYSODL4WreWipPcGMILRTYivKOGc5mqAJjDiFNoi19eQmFR0zoZxY5EI45ZjYVaKpi8OW0GhZY3brSqieP1uLkKrV7FVTOB109a1sM50XMmQdG3CcaWUUqH12h5QiKvP5ScY0aCmwYWFjWN0k1cYU1qFYR2a5DSdY3uWAUSdT+n3aZpu7XS97VEqfC6loYCszrC5MZweekPtTnDyXi57QptAlvUhBcVKEC7fR7vBHZ7gaBLvW9TGbv04LzzzoPNZkuI4jp+/HhCtBcAOBwODB8+PO6RK7Q8zc5pTxSCuThaOVuUwu21VEDk32iG0854NV1czkJNFRB5hBQvFNkMaO1F4mH0eQfw67poUSfD5w/g8iWbuWP4ZM8ZQ2+6AWDJ+n0Jz2l9Qk6iRDL+ZpI3blxOu2Z9xYvgNAPyfhIQlRda1oEz2wnEXo+bu2HRciMpTxVxOQsNf8gPoCyLtIzSlcsnLWvOqYXS/NLSEVbmcmpyba2RHyQzstiuqfGUN07NUNuMZwzX0nCXcHgNzOkIC4Yimup9vHXCDOOJFxVY4rRrtn/5mBPhrWV6aTLI2JWCIUOGYMqUKdiyZUvc81u2bIk7DdII3Fg1JvWbBsmi2glcL4ORQ4GVhJ2Wp2bwrmuGE+J49W+0Pu1MvpU0g5cbSAxh1lL54C2gZjj1BeAbmrVQCHinUjGCobChN928k6ImlZVobjyV3xkzbCaBxFp/uxpnatZXvPqLZkwREqGdYaKupkIxktnoMopXByqXESCdwX7DG+KBqGGQ57CzCbm7x1rW51ML7sm60LZm17sLZ8Q9Z5ZUKrlRpb2zV1PjqdFlUSZoqc/IDVtaOpPUxOtxJ9Q/1LKfeOtEVzBkeHnOM9LxDJxqIQ/A0VIepoKMXWnw8MMP4ze/+Q2ef/55HDhwAD/4wQ9w5MgRfP/739e7aXFoZYH3+QNYuekg5Fmbeg7cdFASdqOGFWmqgDw5d2Lcc1oKE/UYuLms6KlZFKdc4vMHEjbBuTam9Jvg1JdcUldTAZfTnlDo3WkvMLyyxhs7vCKiamJ0hUwJnz+QsMZp+VvMYnznITcOaJU+7PW4UcI5YMHougHArwOl5clUDbMqEwyDRjbES+E57JbMmajZPZbPvZ4+4x8MwZtfRXabpjJKfm0zpFkD/L2KlsZTXrSrGfRyXiSOlmmF8v4vdmib3aEWPn8grpi/1oZ4ntw2Q6YTr8yOlpF7i2qr4v7m6Qq5goxdafDNb34Tq1atwo9//GNcfvnl2L59O95880243foJAZ8/kOBt02pys8gJeaCG0TcDSnU5tM5Bl6cJmSUM2OW0w2kvQF9/BC6nXfMcdLnQ1eOEjkyRntImQLtNJKNhViVcTnvcXNcyXVlLXE67JpExXo8buxpnYlfjzLhN/o1VYzSN/FEDeWRMLiIYeAqZGU5HZSlz8ue0Ys286oR+MboyyzjWFR+p9+7CGZrNA54Rx+i6AcBPA9Nyw+L1uFEkKwdhZEO8FLncfnKudoYuILopM0P5Bylejxvyuv1aRxbLr80rMG40fP4ATvb0JTyvpfEUiF/jRJhDL+dF4mjZbvnp0Gao1wUkZgyERW2dLfK9pb1A0HwvoAa8Mjtat1kqEi8cOVTT70qGOXdNOnDffffh008/RV9fH1pbWzF9+nRd2yM/Gp1XU0steKkKdps+ReYywetx48DSmxIMXrlY5JgFW4A5FFqvx42+/giCoeijMxjSPAddviHS44SOTGGLnIBo+7XcRAIDhhxp/SC5t8SoyA0FufASvrvwhtiGwwzGU6/HjaVzJ6LM5cSTcyfi3YU3aP6dzLBtLxAgIHqfjC7LgUQ56rQXoKdP21Qwtla4nHZTKLMMuSzVso/k0V1Oe4EpxhNLA5MaVbSOBJWebqxHrcfBIt0EuzSs8cJYuelgnH5rhigcgK/DaDme5NfmFRg3Gk0tbQmnu+cidZ/JcgHmSc+Tn2qdi3Y3zKqM6VBmMAgqofWaJ59rWu8F1EA+drR2J8iNa/s69DulmYxdJkVugNLSg8Q2ZFKjUfEQ49ehYsiFUi68FdPHnw+bEDWIGF0AMnpDufUKSvPeBSgf3W0kmAH18IranLaXRXM57QWmGU9Xlo9EmcuJ2ZNLc2ooqJ1UCptgDuMpEB1TdTUVmhUR533frsaZ+OSpm3M+jrNBfkLimf6IZqcxMphhkP3fDHOPpXtKHWBaR6RJo7vMsOGW0jj70pixWetIUKYXmMXALKVhViXKXM6c1K2TRyiZadMtyP6vtTNs9uRSCIg6vM1QU5DnPOelFGvxvWUuJ5bmYJ6rifRU6+njz9e83V6PG0vmTDSVc0dqoGPkMgrbLIfZyCP3tE69ZHNuUlmJ7jq5eSwWRBxM4C1+Yy9EaB9B5PW4Y2kkNsFchXqnjz8fG3Z3xCzMWipOPn8ATS1t6OnrR1g0l5J2y+RSNO/pwKWlJTjRc0bzhU4qZC+j+mBJWVRbhaaWNtMoH0B82pm8kK6WrJlXbbqNJOurppa2nCnhTFaZxYgDROcBizidPv58tAZO5Wzdy+W9yQbWXpfTHoskyoXcKHHaY0YKnz9gir4Covc4V21tDZxCWAS2H/oc01ZsNdXcy2U/OQptCIYicNoLMLLYYZp1r3nPgJ6Zq82d2dY7NoZWbjqIvv4wHIW2nNxf9r1M7zTLvHMUFiB41hHdvKdD83vNajSbCT3GVMOsSixr3o/eUMQUafuMhlmVaGppwxT3iJzoT0aZZ4IoiuYwSZqU7u5ulJSUoKurC8OHD1f9+rncsJhxcwQA01ZsjSn/xY5CTdufy+8yOz5/AI3r9iIsRmtf5dIgYjbMOPdYm6WLKskoPrluN8299DHbmNKjvWzdswmgMZUEdm9O9vQhGIrWxtzVOFPvZhkOs805Rv3anXEOw1yufURqmJwyk3zy+QNxRhWtjV2sjwCS44R1IGOXxmht7CJSQwZB40L9lR5mVNIYuWo7GXDSR2qc0LowMGF99DBsm5nLl2xGZzBExi6LQsbf1Oih+5lV38z1HoZFdjXMqjRVPxGEEmTs0hgyduUnZl1UCWNi5vGUq7aTASd9zDyeCMLs0PyzNmT8TY2ZHXi5hvqKILKDjF0aQ8au/IQWJ4LILbSBJAiCIAjjQ+t1+lBfEUR2kLFLY8jYlZ/Q4kQQUWguEARBEARBEASRa8jYpTFk7CIIIp+hKEeCIAiCIAiCIHJNgd4NIAiCIKxLXU0FylxO0xwfTxAEQRAEQRCE+aHILo2hyC6CIAiCIAiCIAiCIIjcQZFdBEEQBEEQBEEQBEEQhGUgYxdBEARBEARBEARBEARhGcjYRRAEQRAEQRAEQRAEQViGQr0bYHVYSbTu7m6dW0IQBEEQBEEQBEEQBGF+hg0bBkEQFF8nY5fGnDhxAgAwbtw4nVtCEARBEARBEARBEARhflIdAkjGLo0ZOXIkAODIkSMoKSnRuTVEPtHd3Y1x48bh6NGjdBIokVNo7BF6QWOP0Asae4Re0Ngj9ILGHqE3w4YNS/o6Gbs0pqAgWhatpKSEhAChC8OHD6exR+gCjT1CL2jsEXpBY4/QCxp7hF7Q2COMChWoJwiCIAiCIAiCIAiCICwDGbsIgiAIgiAIgiAIgiAIy0DGLo1xOBxobGyEw+HQuylEnkFjj9ALGnuEXtDYI/SCxh6hFzT2CL2gsUcYHUEURVHvRhAEQRAEQRAEQRAEQRCEGlBkF0EQBEEQBEEQBEEQBGEZyNhFEARBEARBEARBEARBWAYydhEEQRAEQRAEQRAEQRCWgYxdBEEQBEEQBEEQBEEQhGUgYxdBEARBEARBEARBEARhGcjYpTGiKKK7uxt06CVBEARBEARBEARBEIT2kLFLY06fPo2SkhKcPn1a76YQBEEQBEEQBEEQBEFYHjJ2EQRBEARBEARBEARBEJaBjF0EQRAEQRAEQRAEQRCEZSBjF0EQBEEQBEEQBEEQBGEZyNhFEARBEARBEARBEARBWAYydhEEQRAEQRAEQRAEQRCWgYxdBEEQBEFYFp8/gGkrtsLnD+jdFIIgCIIgCCJHkLGLIAiCIAjL0tTShvbOIJpa2vRuCkEQBEEQBJEjyNiVh5CXmyAIgsgX6moqUOZyoq6mQu+mEARBEIOE9i8EoQ9mnnuCKIqi3o2wMt3d3SgpKUFXVxeGDx+ud3MAANNWbEV7ZxBlLifeXThD7+YQBEEQBEEQBEEoQvsXgtAHM889iuzKQ8jLnR5mtmLrAfUXH+qX9KB+IgiCMD8kywm1kI8l2r+kD81DQk3MPPfI2JWHeD1uvLtwBrwet95NMTRU5yU10sWU+osP9Ut6UD8Njvq1O1HxaDPq1+7UuymGgsmm2c/uSOgf2gQQhHYoyXKad8pQ3/CRjyW2fwFA/cWBp5M3rttL/URkjdfjRl1NBZpa2lC/dqep5h+lMWqMEdMYifSoX7sT63d3AABmTy7FmnnVOrfIWPj8ATSu24uwiJi1v6mlDXU1FWRIleDzB7By00H09YfhKLRh+vjz0Ro4Rf0kg/UTADTMqgQAGk9pUPFoM8IiYBOAtuW1ejfHMLCQeylPzp0Ir8dt6nB8LZn97A7sae9CgQAML7KjYVYlzT0ZPn8Ay5r3ozcUwS2kF8Rgm2vm9W9qacMU94i4tY7mnTKXL9mMzmAIAOC0F8BRaKP5h4FxJR1L7x8+GdPNXU47djXO1LmVxoHNMZfTDgDoCoYgAjTnUiCVX/k+53gw/ZzJKIbTXoADS2/SqVXpQ8YujTGasat+7U407+lA7aRSXFk+kiZ3EqSbJQHA4RW0kZRyyY/eRCgSFR8FAuAoLCBjjgJSRZZBykci0jnntNsQDIXhctpR7Cik8XQWufJ/bvEQ7OvoIpkug/XTucVDsKe9K/b87MnUT3KUFFmSUVGkc655TwfCEq2ZGVDzfbMkN2RJnWECgBKnnXQDDmzcHO/ujelTDDLkDMDToQDqIzlsPPX09aMzGILTXoAz/RHUTiLDPA95f9GaFw/rn5M9ZxAMhRNeN8vemNIY8wifP4D1u6OK2vrdHVj8xl60dwbx2BsU4spDmpcsAtRHMqSKWUQEgqEIOoMhNO/poHQ0CT5/gKuknVs8xFRhwLlgintE7P/BUBgCgL7+CI0nCSw1gc2zT46fjsn0Zc0HqK/OwtJd1j94LZz2AVVn/e4OvH/4pI4tMx7LmvdzZdTx072mS1fQAumcC4uJrwHAyk0H0d4ZjEWn5hvyei7LmvfH+koE0BkMYf3uDjJ0yWBjS27oIqKwNP3u3kT5BADTx5+f4xYZF6nBffr482ETAEBAWARaA6f0bp6hYOmey5r3o70ziM5gCALiddB8x+cPxOwEckOXy1kImwDcMrlUp9ZlBhm78gj5Bki6tJLBawCfP4DLl2zGsub9cc8va96f90q/lEllJdznhxVFhSAtGlGUNj/7OrrIMCHB5w+geU9H3HMiEFtkaTxF+6inrx8upx21k0rhtBcgGIrEXg+GwjT3OPTLLBTrd5NBXop0DEkJhUVsoL5CXU0FXE47hhQWwF4gyF4VMW3FVvT18/swX5DXUlIaU4+9sZfqC55FKs+ddlvC6yydP59hBmYlW+CG3R24fMlm0ssxYDhd1rw/FtgQDIXhtNtMWVRcS1hfSeWUCBpPUppa2qBkgu8K9mNMiRNXlo/MaZsGCxm78gBmwU61AVpMBq+YJbszGEpQ1oIhijCREo2YSFTQOoP95EnCwLxT2gRFzqZ3kGFiYN7JoyakbD/0ee4aZFCaWtrQGQyhrz+M9bs7uBtKmnsDzH52By5a2MyNmrAJoA0AUkcsCwJMewKTWng9bhQ7ChEMRRLGUntnb8zz7XLa895AwSLcEmyCEuROjXyFRVR294a4KUIUAQfUTiqFTcDZKKVEWNRgvkZUSjm3eAiAROdFMBRGU8tfyVkvQWk9Y+OJ9nkDTh4eBQJMtR/Oa2NXU1MTJk2ahOHDh2P48OG4+uqrsXHjxtjroijiiSeeQGlpKZxOJ2pqarBv3z4dWzw4mAV7y/5jSd8nIjH6K99IZskGSOmX4vMHuAoaEK2jkO/9xOYdFEaUePaxfndH3isgKzcdTDrvAOR95AQQNYzaBOVIHAZTevOZ+rU742p1yRlSmGioz0dSrfkREXR6M9IzjHZxUkHzjb7+qE6gFIkjIGrAyFeYE6x+7c6YHOf1lVLkfL5xZflIjClxkn6QBsnWO2aUJ6NgFK/HHVfeQIrdJuT9/gWI9pFSmrD0YDIzkNfGrgsuuAArVqzAhx9+iA8//BAzZszAnDlzYgatp59+Gs888wx+8Ytf4IMPPsCYMWNw44034vTp0zq3PDOYdTbVBolCXVMrtMe6glTv5SzJFs3u3qhnJJ+NOKyGSW+KeQeQkTkd+sOkzLYGTiWNfmPs61BWevOFVNEjUW83zbt01nxKO0sPchgCjhRG5KVzJ+Z1oWxp/bdkrH/w2hy1yNiwOpSpSpr1hyMxQ2I+651EalipGnl5A0YoLOL9wydpLCGa1qnEFPcI0zjB8trYdcstt+Dmm2/G+PHjMX78eCxbtgznnHMO/H4/RFHEqlWrsGjRItx6662YOHEiXnzxRXz55Zd4+eWXFa/Z19eH7u7uuIfepDsYRxYPMc3A1YpUvz8sJp/8RJSIGA1xbVyXv6mxXo8bdTUVKT2SLJUxnxfWC0cOTfkeKuCbPKxcypiSorweTwBwaWnqyIh8d+4wEutQxUNpZ8mdOwwBNKZSpXHms04ADDjBaieVItmsu2hhMxmZAfQqZA/I6Y+IMUNivhqcZ6dRLDzf06yBgXIQyXRKOmgrahRMpnWbaS9sSmPXSy+9hGnTpqG0tBSBQHTRXLVqFdatWzfoa4bDYbzyyivo6enB1VdfjcOHD+PYsWOYOXPgSFuHw4HrrrsO7733nuJ1li9fjpKSkthj3Lhxg26TmrDQ8mRQ7aD0TlwsUgh9zSd8/kBaKRthMX893ezo9VQUCNGInXxeWNOJREq1Ic8H0nVGHOvqzevxBAAnes4kfb1AoJo4QNSIk8qQnI7h0Or09PWnfM8tk0tpTKUgLKZnOLQqrJD/mnnVKEnhuFi/uyPvDV6XpZnOecvk0oQTQfMJnz+AjR9/lvJ9JJ/S2+vWTirN27HESCWnC02kk5tu197U1ISHH34YN998Mzo7OxEOR404LpcLq1atyvh6H3/8Mc455xw4HA58//vfx+uvv46qqiocOxatbzV69Oi4948ePTr2Go9HH30UXV1dscfRo0czbpM2pB6UG6h2UFqbw0tGDcv7qIllzftTRiwB+V0EuqmlLa2Us0tLS/JaSQPSq+ESioh5r/ina2S+tLQkr8cTkFqhpUDB9Dly8ku9m6A7/WkMGDpEIz0diuorRUknyibfoyrTkT1Oe0HsUJZ8rS/Y1NKW0mlR5irKUWuMi88fSBmR5HIWYs286rwdS+mSzppoFExn7Hr22Wfx3HPPYdGiRbDZBmoDTJ06FR9//HHG16usrMSuXbvg9/tRV1eH+fPnY//+/bHXBSHeSCSKYsJzUhwOR6zgPXsYAUdh6ltN9SbSM8zs6+jK+6iJdOpQAVEjRr4uFnU1FYonCEn55PjpmLc3X/tqzbzqNMzx5gqb1oJUB2gwTvScyevxBKR3ImW+HzHOfrtSoV5GOpHhViedCBPqp3QzBMyzSdISr8eddN2zCfldzD9d+sNi3hdfr6upSBn93tNH8ikdHWpX46yctMXIpKMXmUmKm87YdfjwYVRXJxa3dDgc6Onpyfh6Q4YMwcUXX4ypU6di+fLlmDx5MlavXo0xY8YAQEIU1/HjxxOivcxAw6xKlLmcSd9DJ+ilB4W3ph9ans+ebq/HjSVzJsLltCfdTAZDkbzecDNuSaPehJnCprUgHZlDdYOipKP85/sR46x2yZkUkTapio7nA+lEmJAsT8/ITESpX7sz6YaxbXltXhfzB6J7l1SrPtXzjDJqeFFSXbMrGMp7+TTFPSItx2q+w3SDVJgl28J0xq7y8nLs2rUr4fmNGzeiqqoq6+uLooi+vj6Ul5djzJgx2LJlS+y1M2fOYNu2bbjmmmuy/p5c4/W4kx5HLwDY1TgzryMBgPRqSbQGTqGupiKv+ypVPRwiitfjRsOsypSRcPm84WasmVeNVLasYkdhbhpjULwed8oitJeVleS1bJKSbBNkLxDy3sHD0qdT1eRSOn6cSCSfo0uA6JhKFSlIRCMn1ud5pHI6eD1uJEmmARCNTC1zOfO6+Dorzp/MMUHZO9H9G5lGU8N0g1TZKWZJszbdivTDH/4Q999/P1599VWIooj3338fy5Ytw49+9CP88Ic/zOhaP/rRj/DOO+/g008/xccff4xFixahpaUF3/rWtyAIAhYsWICnnnoKr7/+Ovbu3Yu77roLQ4cOxR133KHRr9OWPe3KRaDTiaogouR7CiMwIAhTQZuk5GHTLqc976MEAcSODLel0GrzWZllrJlXDaddWaFNp9h/PpBKRkdEMe8dPCx9OpXzgqJ1SPaki9fjxshiR9L3UARcavlEB7IMkCpw68aqMXmfts908oZZlYr6gU2gg8hYPynVL7MJ6aXwWR12mvywIruiE1qAedKsTWfs+s53voPGxkY88sgj+PLLL3HHHXfgV7/6FVavXo3bb789o2v94x//wJ133onKykrccMMN+Mtf/oK33noLN954IwDgkUcewYIFC3Dfffdh6tSpaG9vx+bNmzFs2DAtfprmTFJIPXM57XkfKs1g6Z5KasbsyZTCCAxsklzO5JE2+ZzGyFDydNttAhpmVea9kgYMeCWTReJMooilGKwGo3RD5HIWUo0XCalkNPXTAKmicfJ9vWMk6yN7gZD30SWMdDbU5DCMbrpnTy7ljyvadMdgexclvZyM8Yir+3rJqHO47wmL1Fesn+pqLuaOp3w+QV7Oyk0H0RkMQVRQy0UAn36RefkoPTBlTsh3v/tdfPe738UXX3yBSCSCUaNGDeo6v/3tb5O+LggCnnjiCTzxxBODur7RWP/gtZi2YivaO4Ox55x2GylnErweN7weNy5fshmdwRCc9gL0hiIQQUZBHsUOOzqD0SPZ2cab6ifE4/W4sXLTQQRlqYzFQwpji2q+G3HqairQ1NKGkz19Cf1U5nLi3YUzdGqZ8fD5A+jrD0MAUGgrQCgShk0Apo8fhdbAKVxZPlLvJhoCNqcee2NvwmufrqjNdXMMjzz9pT8soj8i4pbJ+XvIiJSmljYEQxG4nPa4WiYCgBKnHQ2zKqmfzpJqQ011BQd0zWkrtiaseQAQCotoammjMYXo3gVAwv6Fke9jSY5SdDfNuwGUMi7yvbQBjyJ7AUYWO1BXU4H3D5/Eht0dsb5LljFmJEwX2SXlvPPOG7ShK1+RetxcTjtGJqnjla8wb5rLacei2iosnTuRPLYKSMdTKCIiIop4cu5EPEl9lhTmUaKU2CjM27aotiohsjLfw+7lsE23iGiEl02IeiOb93TQeJLh9bgTIpqVIpzzGVaMNhiKwFFow8hiB266bCxKXU4ynp5FmibE1rcn507E4RW1eZ8OK0d+ErG9QIhFLzntNiydO5H66yx1NRWxQ2yc9oK4lCFa++KR71/YHKSxFE/tpFLYBKDMVRSnS5U47dRXZ2Hy3OW0x55z2m0kyyWwTKdFtVUxh/SV5SOxdO7EWHCDWfQpQRSVAtSMQ3V1NYRUFQrP8tFHH2ncmszo7u5GSUkJurq6MHz4cL2bE/OM2ARgWFHUQ0mRE/GwPqJ+SQ3P00b9lojPH0BTSxumuEfEDjgAopvMfD/sgEf92p2x4r00nuLx+QOxItjMmCwfWzSeiEyQjikgekolM6LS/BtAPvdonikjleGTykpwoucMyaYUyPUpmnvxSPcvS+aQkSsVrL+c9gKc6Y+gdlIpZafIqF+7Ext2d6DIbsOi2gk0phSQyian3YZgKGwq+WSKNMa5c+fG/t/b24tf/vKXqKqqwtVXXw0A8Pv92LdvH+677z6dWmgemHVWvtkmBpD3EaFMXU0FFr+xFyKi9UxYqCsRD0tZ4D1PJLJmXjWuLB9J85CDdCwxIyptIols4I0puWGeiD+OnVLMkiNNZdzX0RWrhUN9pkxdTQVWbjqIvv4wHIU2mnsymG4+xT2CSkCkAeuvnr5+BEORvK/XxYOdzjiyeAiNpSTU1VTESkIEQ2HTpXuaIrJLyr333ouxY8di6dKlcc83Njbi6NGjeP7553VqGR+jRXYRhNrQhpsg9IGiUAm1IXmuDEV2pY+0r6aPP5+iTgnVoHUvM0imK0N9kz5mzrgwnbGrpKQEH374IS655JK45z/55BNMnToVXV3GKpZGxi6CIAhCC0hRI9SGNpKEmpCMSg71T+ZQnxGEPph17pkijVGK0+nEjh07EoxdO3bsQFFRkU6tIgiCIIjcopQeSxCDhdL4CTVpammLHZxBsioR6p/MoXWPIPTBrHPPdMauBQsWoK6uDq2trfB4PACiNbuef/55PP744zq3jiAIgiAIwpyYVZkljAkZT5ND/UMQBKEtpktjBIDXXnsNq1evxoEDBwAAEyZMwEMPPYTbbrtN55YlQmmMBEEQBEEQBEEQBEEQucOUxi4zQcYugiAIgiAIgiAIgiCI3FGgdwMIgiAIgiAIgiAIgiAIQi1MV7OroKAAgiAovh4Oh3PYGoIgCIIgCIIgCIIgCMJImM7Y9frrr8f9HQqFsHPnTrz44otYsmSJTq0iCIIgCIIgCIIgCIIgjIBlana9/PLLePXVV7Fu3Tq9mxIH1ewiCIIgCIIgCIIgCILIHZap2XXVVVfhj3/8o97NIAiCIAiCIAiCIAiCIHTEEsauYDCIZ599FhdccIHeTSEIgiAIgiAIgiAIgiB0xHQ1u0aMGBFXoF4URZw+fRpDhw6Fz+fTsWXGx+cPoKmlDXU1FfB63Ho3hyAIgiAIgrAwpHsSBEEQemEYY9epU6ewYcMGfPvb3076vp///Odxxq6CggKcf/75uOqqqzBixAitm2lqmlra0N4ZRFNLGykcBEEQBEEQhKaQ7kkQBEHohWHSGI8cOYLvfOc7Kd83Y8YMfPvb38b8+fMxf/583Hnnnfjnf/5njBgxAkeOHMlBS81LXU0FylxO1NVU6N0UwsL4/AFMW7EVPn9A76boDvUFQegPzcPMoT7j4/MHcPmSzbh8yWbqmzQh3TM1bL7Vr91J844gCN2xkg6QM2NXd3d30sfp06fTuk55eTk+//zzhOdPnDiB8vJytZttKbweN95dOCPmWbPSQCaMg9SLm+9QXxCE/tA8VEZJD6A+S8TnD6Bx3V50BkPoDIaob9JErnsSibD51ryng+YdB9qvEERusZIOkDNjl8vlwogRIxQf06dPT+s6oihyn//f//1fFBUVqdlkyyFfLKw0kLWifu1OVDzajPq1O/VuimmY4h4BmxD9N9+Re7RJYVOG+obQAp8/gJM9fRBAMomHkh5A0TiJNLW0ISwCAgCnvQA9ff0krziQLE+NvI+muEdAACACJKs40H4lPaTjiqIFiWywkg4giErWI5UpKSnBokWLcNVVV3Ff/+STT/C9730P4XCY+/rDDz8MAFi9ejW++93vYujQobHXwuEw/vKXv8Bms+Hdd99Vv/FZ0N3djZKSEnR1dWH48OE5/35WGHSKewSa93QgLCI2eFduOoi+/jAchTY0zKokr9tZpMVUG9ftjSm3pWf7jfopEWmfMaWkzOXEuwtn6N00QzFtxVa0dwYhAChx2mneSWB943La0dcfRm8ogsvKSnCi5wzNu7P4/AGs3HQQANAwqxIAqPBzCti4AkDzjgONqfShdS45rH96+vrRGQzFnp9UVoLbrhhH40qCVC7NnlyKLfuPIRiKxF63CcCSOROpr87i8wewrHk/ekMR3DK5FGvmVcdeq1+7E817OlA7Kf75fKF+7U5s2N2BIrsNjsICdAZDsAnAsCJ77P9s75fvsop3WAYdoKGM1IbQGjhl2j4atLHr1KlTePHFF/HJJ59g7NixmD9/PsaNG6f4/uuvvx433XQTHnnkEe7ru3fvRnV1NSKRCPf166+/HgCwbds2XH311RgyZEjstSFDhuCiiy5CQ0MDLrnkksH8HM3Q29glXVAZ0YX1HwiGBgyLJASjsDSFsBhVNi4tLcG+ji4MKbQhGArDJgC1k0pNPemzRS78pIZUqaFCrpDkK2wz2dcfnW9ShZbmXWL/9IYikC9KpPhHkcrzMpcTJ3v6EAxFYC8QMGp4kekVEi1gmySad4nIjRPSDZLTXoAz/ZG83UDykBoGLxw5FPs6uqh/JEgdFqd7QwhLBLndJiAUFuFy2rGrcaZ+jTQAbBwxgyA7cku+7pGciqfi0ebYmHpy7kQAiOtHmwC0La/Vq3m6Ie0X6dwTABTZC9AfFtEfEUknR7yMKnYUxjkuGLOpn2JcvmQzOoOhuKjTEqcd08efbypdM+00xtLSUpw4cQIAcPjwYVRVVeEnP/kJPvnkE/z617/GZZddhv/5n/9R/Pwdd9yRNM1wzJgxaGxsVHz97bffxttvv4358+dj48aNsb/ffvttbNq0Cb/+9a8NZ+gyArzwQ7mhy+W0WyJMUQ1WbjoYWzTCIrCnvQthEXAUCrHnNuyO1lRgSm++Ia8tsWF3R2xh7euPIHjWWLFl/7G8TwH1+QNY/Ea0xkswFInbcAOUqgBExxPrnzP9fENXWAQa1+3N+zD8upoKuJx2uJx2nFs8JDaeQhER7Z1BrM9z2SSHGXPknOw5k/djCUCcks/mWVcwhAIhapQPi8D63R06t9I4MFnVGQzFdIMNuzswYfFGKliPAfkERJ2CUkJnFSvm1Mhn2DhiFNoE3DK5lPNOMe91KCmXlpbE/v/YG3vx2FndiiEfc/mC9Hf39PVjSGF0ay8iKsdDEREiorKKZFQ0Na+nrx/tnUEsWb8PPX39ce9p3kNrnhxR8m9nMBTTNc2SVpy2sevYsWOxFMMf/ehH+Kd/+ie0tbVh8+bN+Otf/4qvfe1rWLx4seLnv/vd76K+vl7x9dGjRyc1djFeeOEFXSKkzIrX48bsyaWwCQPPSQ1dQHTgrtx0MO+FIKCsiHUGB4RhgcDey49CtDpMoS0QBAgAhLP9EV1YB/qv9+xmKZ8XjpWbDiYYb6Q07yHlQ2rAqZ1UGtssMVj/hUVgWfP+vK89UewoRMOsSuxp71J8T77KJgY7MW/xG3vR3hlMMDIHQ2Gs3HQw78cSq6944cihcRukSE6KW5gDaQ0cVldJCttQdgZDeW+QZx7+zmAIG3Z3YDbHgBMMRTBh8Vt53U91NRVw2ge2X8VDCrnva+/szXsdChiYg0dOfqn4HqfdhivLR+awVcZhzbzqmN4UiogIhiIJcgqIyiqzGCe0pKevH6Gzi1woIsYZTIH8NZpKYXNu+vjzuWOJ0d4ZxOxnd+SsXYNlUAXq//KXv2Dx4sWxulkOhwOPPfYY/H6/qo1j3Hrrreju7o79P9mDSGTNvOqUob2dwRAWv5HfiprPH0jYFPEYCM3P3x3B6d5QzFuktDEqdRXF0j7zlVRebDLgJCJXPKTjKxiKmMqbpDYsEuexN/ameGf+yiZgILUlWS/0nOnP67EEANsPfR6LYE629uWzbJIWxm4NnEo6ppg8z1d8/kBMfrPobh7M2JyveD1unJE4JFikhBL5rEMBUXne3hlMqk/l+5iS942ynMpv3UAeVUnwYXNu/e6OlCMmmePVKGRk7BLOhnD09fVh9OjRca+NHj0an3/+uXotk1BSUhL77pKSkqSPTFi+fDmuuOIKDBs2DKNGjcLcuXNx8GC8sBRFEU888QRKS0vhdDpRU1ODffv2qfbbtEZ6Gkcq8t3qn/lCmczebV3YiVSpaO/sxbAie9562+rX7kzLeJrvBhxmmEil8EvJx/RPnz+QEG5P8Eknso3VD6IU/tQsa96ftycTs8jTkz19ON7dm/L9wVAkb42D8jUs2frX3ZvfG84xJalPj3fabZg9OVojNl/HlNSAmkqfyucUWUehLa33tXf25q1zlZ3MnIr1uzvybp3LFqOPp4yMXTfccAO++tWvoru7G4cOHYp77ciRIzjvvPNUbRzjhRdewLBhw2L/T/bIhG3btuH++++H3+/Hli1b0N/fj5kzZ6Knpyf2nqeffhrPPPMMfvGLX+CDDz7AmDFjcOONN+L06dOq/katYF7JDbSJTEm6C6X9bB6jo3BQgZGmh+W8p0O+Rgz6/IGMa93k89xLF2Zebg2c0rUdepCJRzJdxdeqZCKbzVBcVQt8/kDaa14wFInVZsy3lCo2Pljtm3TIV8dFJobjiIi83lB2dKY2nF4y6pxYbdR8HVOZ/O58XvcuHDk07ffma13PlZsOpuWABsjgxU5mThejj6e0NcLGxkb867/+K+bMmYOGhoZYCiNjw4YN+NrXvqZ6A7Xkrbfewl133YVLL70UkydPxgsvvIAjR46gtbUVQDSqa9WqVVi0aBFuvfVWTJw4ES+++CK+/PJLvPzyyzq3Pj1YbYB0A1e3H9ImOs/o+PwB9KYpBJnC29efnx5cr8eNdxfOSDuuLR8jBgfze/N17mWyqJY47ShzOfMyGicTIzMg4vIlm/OyaHYmv7czGMpbhbappS1txR8YqM0oLRJN8Mk3+cQyCN4/fDKjz+Wb4ZTh8wfS0snZIQgC8m9MMdJ1Apa5nBlv0K3Evo7MUsnyOQouXdINEiGMP574VRE5pCoe/9Of/jTrxihRXV0dS2NMxUcffTTo7+nqigqLkSOjaVeHDx/GsWPHMHPmwDHJDocD1113Hd577z1873vfS7hGX18f+voGwiRZrTE9yUShzdfQ8qaWtowz2YOhMJpa2vIyMiBdZQ3Iz9M+p7hHxB1lnA75XFScHWuciq5gCNPHn5+Xc87rccPrceOihc0p3ys9UCPfZFSmNTnW7+7AleUj86qPgOjmmaUQpwMLajrRc0bDVhmThlmVeHzd3rQL9+fbWGIZBMe60l/zBORvLapMnWElTnvejSlGOlHcBUJUnrF+zce+qp1UmlE2QT5GwTXMqsSy5v1p74mL7PmZvQNkHqll9PGUtrErGzIx+PBOWpw7d66KreEjiiIefvhhXHvttZg4cSKA6AmUALj1yQIBvvd4+fLlWLJkibaNzYBMB2xEjBoy8m2xYAvlZ13BtBXafPa2ZaKs5aNxYnBpdvlZOHRZ8/60fzk7PnvNvGotm2RYMo3SykdDc6ZGHCD/DILZkG/jCQBe++BoRidU5psOxfSnKe4R2LL/WFqbyVJXUawWVT71FRDtr9SHjAyQSYqa1UjHcRgREevPlZsO5t14AqIHkWVi7MrHKDivx43FGcy7S0YN07A1xiZT5/v08edr1BJ1yImxy+VypYzMEkURgiAgHE4MhUsVVaYGDzzwAPbs2YMdOxKP0JS3nbWVx6OPPoqHH3449nd3dzfGjRunbmM1Jp8Vf1uBgEg61dcB3DK5NG/7KRNlLR8jJzJVZvOZTCJPAaCwID8PhgAyMzILiCq0+TTvgKhCm2l0Vz7WyxvMqVROe0FejSefPxCLWsqEfNtws9+aiXxqP1uzKp/1zXTJNEXN7LB5d27xEFOc9GYmXE57XuoFQGYZKUD+zTuGzx9AMJRZWqLRy7DkxNj19ttvq37NDz/8EAcOHIAgCJgwYQKmTJky6Gs9+OCDWL9+PbZv344LLrgg9vyYMWMARCO8xo4dG3v++PHjCdFeDIfDAYfDMei2qE3DrMpYdFe6im0+em4Ho9DmY5FshtfjzsiYk4/K/+I39mYYq5WfRhx7gZB24WcAKHbkZNkyHJmexshq5eXTvGNkamzOR1k+GIP8otoqjVpjTAajFwDGr1+iBayv0l3FnPYCjCx25K2+mQnpnNxoJdhYynTuMQcPoUxnMIRlzQcA5F+6Z6aZTvk27xhWrLGck13Dddddp9q1/v73v2PevHl499134XK5AACdnZ245pprsHbt2oyiqERRxIMPPojXX38dLS0tKC8vj3u9vLwcY8aMwZYtW1BdHU2bOXPmDLZt24af/OQnqv0mLWF1XmY/uwOdaXhIylxFeScAgajin4lxIp9TGH3+gOFP3jACt0zOrIZCvqYxFjsKM4owyUdl1ucPoHHdXqQZdIpJZSU40XMmb2WU1+PG+4dPppx/9gIBxY7CvOyndPuIkW9RXUA04u9YVxAFQmYG+f50J6qFYOnDff1hOAptKWX6mf4I3l04I0etMxaZ6pvHulKf3GglWFpsppFdS+dOzDsZBQxEwqVLPtcbzoT2NE5MtRrMqZpuHV1gIFrQyOhSfe2dd96B1+vFNddcg/b2dgDASy+9xE0hlHP33XcjFArhwIEDOHnyJE6ePIkDBw5AFEXcc889GbXj/vvvh8/nw8svv4xhw4bh2LFjOHbsGILBqDdBEAQsWLAATz31FF5//XXs3bsXd911F4YOHYo77rgj8x+uI+kuGHU1F2vcEmPi9bhR4rTH/ranSJXK54Khmaa/2IT8NFCsmVeNJ+dOTPv9Ri/wqBUNsyrhTLMQqCtP511TS1vahi4AOHLyS+0aY3DYyXCtgeQnw9kLBHzy1M3Y1TgzL8cUAFxZPjKt9wnIv6guIBrxFxajBvl0ZRSAjAxjVsHrcaPYUZh2Wno+n+op1zdTkW+F/NmJ3+sfvDbtE4jtBULeyvHBRKDmo4MnH/chmcL2d5msYGbQoQZl7HrppZcwbdo0lJaWxgq1r1q1CuvWrUv52d///veYNWsWnE4nPvroo9jJhadPn8ZTTz2V8vPvvPMOmpqaUFk5MGgrKyvx7LPP4p133snodzQ1NaGrqws1NTUYO3Zs7PHqq6/G3vPII49gwYIFuO+++zB16lS0t7dj8+bNGDbMXIXrJpWlp1hYMXwxXRpmVcZC8JWU1dmTS/P+iOO6mgq4nPa0lf8lc/LT2wZElbbZk9NTVI1e4FErvB43Diy9CU57cmOf3Sbk7byrq6lIW+kHosVF2zuDeSnPB1Jgkntl+yNixgX/rUY640NA/kZMsHnXMKsSi2qrUjrBGJkYxqxEJnIqH0/1ZPj8gViqa6oxVeZy5u2BLEB0TKUz6/K1vAEQjUC1CVEdKR3SfZ/V8HrcGRULSVd3txJMhk8qK4F8mBQIicVWUuntRiHjFbmpqQkPP/wwbr75ZnR2dsYKyrtcLqxatSrl55988kn86le/wnPPPQe7fcCzcc011+Cjjz5K+fkLL7wQoVBiVEl/fz/KysrS/yGIpjHyHnfddVfsPYIg4IknnsBnn32G3t5ebNu2LXZao5lY/+C1eHLuRLicdq6hwl4goMzlzEtrP8PrcWNpikic1sApvLtwRl4q/gyvx41djTNxYOlNikZUp70AZS4nnszTTZKUNfOq0zI252PdICmLaiegzOXE7MmlcHG83qE8TA1iME93snEUL9PFvJXnTFkrcyWvt8FqmuUzqcaHy2nPW0MXMDDv2KEH6UZs3Vg1RuOWGRPWX9PHnw+bgITNkpR8lE2Mppa2WARcf4oxlc/9BETHVFGSDbUAc6RRaYXPH0Dzno5oBOqQQq4xR25PDYXFvFv7WMT3ZWUlEJDcyCwgaujKRyOzNKqybXlt3Gs/njMRh1fUYvbkUgiIGroW1U7Qp6EZkrGx69lnn8Vzzz2HRYsWwWYbEEBTp07Fxx9/nPLzBw8exPTp0xOeHz58ODo7O1N+/umnn8aDDz6IDz/8EKIYXSQ+/PBDPPTQQ1i5cmX6PyQPYWHmncEQzpw9VtTltKPM5UTj7Evz3ogDRPtIbgiUKmzHT/fmfTSAFOadtQmIM1AEQxEaTxKU0sqc9gI47QVwOe2k1J5dZNfMq455aW1CfFRqviloctY/eC0+XVEb6xMBA4qZNA3WUWjL2/nHxtG7C2/Apytq45w8Uo+2TaCNZLLIU7aBXLnpIC5fsjnv171UEc1s0w2Q44Klfw4rssc2ldKtZT6nnAEDY4lXF8dpt8WiKmbn8YnfUhyF/DlX5nLi8IpaU6RRaQUrccDKhSw9u94xnPYCjC1xxj2XjzWHWcT3iZ4zOLyiFp88dbPi2lea59GUUmZPLk2QRa2BUxABjCweYpp5l3Hc5+HDh2PF2qU4HA709PSk/PzYsWPx17/+FRdddFHc8zt27MBXvvKVlJ+/66678OWXX+Kqq65CYWG0+f39/SgsLMTdd9+Nu+++O/bekyeT1+zIR1jhxynuEWgNnEJdTYVpBmsu8PkDcBTa0B8WY15caUAJ84hQn0Vh44ktnOx0r3TTPfINtlEKhiJw2m1wFBagMxjCyGIHjSkJ0nHl9bhjBVjzTUFTYv2D1yY8N2Hxxtj/89XLzWCHaLBi2eyo9cuXbEZnMAQB+Z1eLWXNvGpcWT4yphewI8QbZlXG1WfM93WP/faowV1MSJNlakK+RlRKkcrvxnVRnYD1jwCgcfalurXNCLCDo5icYnMsWhtvQl7PMx5MFp1bPAT7OrpwaWl+H8AiRa4rAYjTmXr6+tHeGYw5fADE1sN8Qr5X8fkDaA2cwuzJpdiy/xh6QxFclucH+/BYM686wfAn70szkLGxq7y8HLt27YLbHT9RNm7ciKqq1AVMv/e97+Ghhx7C888/D0EQ0NHRgT//+c9oaGjA448/nvLz6aRKEsqwRZbgw5T7MpczdhLMpLISXHReMTbs7kCR3WaqCa41vPFkNiGYC5iyxhSSaSu2or0zCEdhAW2OOMjHFcmteKTGP9YvjkIbgqFI3hbxlyI10gRDkZihRj4PiSjJ5hc7eZdk1EB0AEvRl651NK741E4qRfOejtiJlvl8uI8cqdGLnbab70ZlHlL5xFv78hkl2S03qAL5aeRiyPtJWtT/wNKb9GqWKTGjPi6ILBcwTV544QUsXrwYP/vZz3DPPffgN7/5Ddra2rB8+XL85je/we23357yGosWLcLPf/5z9PZGPWMOhwMNDQ1YunTp4H6Fgenu7kZJSQm6urowfPhwvZsTgxYMPtQvRC6gcUZkAzOWlrmceHfhDAA0pqQoRXYRidC4SZ/6tTvRvKcDtZPys55LupB8yhzqn/TgjS0iOdRnidB8yy8yNnYBwHPPPYcnn3wSR48eBQCUlZXhiSeewD333JP2Nb788kvs378fkUgEVVVVOOecczJqw/Hjx3H8+HFEIvHHHE+aNCmj62iNUY1dJPxSQ8KQIAgjQrKJUAvSBdKH+io9SD4RWkFjK3Ooz4h8Z1DGLsYXX3yBSCSCUaNGqdmmpLS2tmL+/Pk4cOAA5E0XBCF2OqRRMKqxi4RfakixJQiCIKwM6QLpQ31FEARBEOYiK2PXYOjp6cGKFSvwpz/9iRuZ9be//S3p5ydNmoSLL74Y/9//9/9h9OjREIT4QtjyWmJ6Y1RjF5EaUmwJgiAIgiAIgiAIwnykZeyqrq5OMCop8dFHHyV9fd68edi2bRvuvPNOjB07NuG6Dz30UNLPDxs2DDt37sTFF1+cVnv0hoxdBEEQBEEQBEEQBEEQuSOt0xjnzp0b+39vby9++ctfoqqqCldffTUAwO/3Y9++fbjvvvtSXmvjxo1obm7GtGnTBtXgG264Abt37zaNsYsgCIIgCIIgCIIgCILIHRmnMd57770YO3ZswsmJjY2NOHr0KJ5//vmkny8vL8ebb76JCRMmZN5aROuEzZ8/H1deeSUmTpwIu90e9/rs2bMHdV2toMgugiAIgiAIgiAIgiCI3JGxsaukpAQffvghLrnkkrjnP/nkE0ydOhVdXV1JP+/z+bBu3Tq8+OKLGDp0aMYNXr9+Pe68806cPn064TUqUE8QBEEQBEEQBEEQBJHfpJXGKMXpdGLHjh0Jxq4dO3agqKgo5ed/9rOfoa2tDaNHj8ZFF12UEJmVquZXfX097rzzTixevBijR4/OtPkEQRAEQRAEQRAEQRCEhcnY2LVgwQLU1dWhtbUVHo8HQLRm1/PPP4/HH3885eel9b8Gw4kTJ/CDH/yADF0EQRAEQRAEQRAEQRBEAhmnMQLAa6+9htWrV+PAgQMAgAkTJuChhx7CbbfdpnoD5cyfPx9f+9rXcO+992r+XWpAaYwEQRAEQRAEQRAEQRC5Y1DGLjU4c+YMjh8/jkgkEvf8hRdemPRzy5Ytw6pVq1BbW4vLLrssIQ2yvr5e9bZmAxm7CIIgCIIgCIIgCIIgcsegjV2tra04cOAABEFAVVUVqqur0/rcoUOHcM899+C9996Le14UxbQKzJeXlyu+JggC/va3v6XVjlxBxi6CIAiCIAiCIAiCIIjckXHNruPHj+P2229HS0sLXC4XRFFEV1cXrr/+erzyyis4//zzk37+O9/5DgoLC/GHP/wBY8eOhSAIGX3/4cOHM20yQRAEQRAEQRAEQRAEF58/gKaWNtTVVMDrcevdHEIFCjL9wIMPPoju7m7s27cPJ0+exKlTp7B37150d3enlUK4a9cu/PrXv8ZNN92Eyy+/HJMnT457DJaPP/4YCxYsGPTnCYIgCILID3z+AC5fshmXL9kMnz+gd3MIE+PzBzBtxVYaR6C+IAjC3DS1tKG9M4imlja9m0KoRMbGrrfeegtNTU2YMGFC7Lmqqir8+7//OzZu3Jjy81VVVfjiiy8y/Vou3d3d+PWvf40rr7wSkydPRktLiyrXJYhUkEJHqAGNI4LQh6aWNnQGQ+gMhkipJTJGKrvZ5qhx3d68l+Xp9gWtfUQ60Dgh1CbVmKqrqUCZy4m6mooct4zQioyNXZFIJKEoPADY7faEYvM8fvKTn+CRRx5BS0sLTpw4ge7u7rhHOmzbtg3f/va3MXbsWNx3332YMWMGDh06hF27dmX6cwgCQOYLaj5b/kn5UAefP4DGdXvzdhwBQP3anah4tBn1a3cCoLGVDtRH6jDFPQICAKfdRkrtWWhspY9UB6irqYBNAMIisPiNvXkdLSjtC7au8eR8vq99RHrks65NaEOqMeX1uPHuwhmUwmghMi5QP2fOHHR2dmLt2rUoLS0FALS3t+Nb3/oWRowYgddffz3p5wsKovY1ea2uVAXqP/vsM7zwwgt4/vnn0dPTg3nz5uGOO+7A1Vdfjd27d6OqqiqTn5EzjF6gvn7tTjTv6UDtpP+/vXuPjqq69wD+PTOZJGOASYK8EmTACCkQEjFqo1TEF0jDq/ReKTZd9tLWgkVKLXVJAUOKILXUKvWWPmxtXWnB3rZgNGqg0hBA44MGIo+ipRAwgfJMsHGSTGbO/WPYJ2cm58xMMplk5pzvZ60syTwyZ7Z777P3b78ysHF+eIcMGNH1JdvR6HLDbrMgKcEKAFg2LbtTZSfSa6gjGWeaWkyZbpPW70R9owsSAIfdpplO5GvQry0/jBa3FzPzOucTkY4AIAGarzG6rOXl8MiAVQJKZueg+OWD8MhAZqodex+7s9PruZdCR74JTCORNvnONOyru2TqNAqHXjqakcg7za3taHS5kWq3ISUpQQkCmr3MaVHXRQCwoeIomlxuiAZ1qt2G/cVT++4C+5C6Lqr68BwaXW4AvvtcRqpdyWcAMMuE9z09vL91FqyPon7uxPlm1NY3ITfTgbKHP9dHVxt7mKc6Y5roC5U28drO7HKw69SpU5g9ezYOHjyIa665BpIk4eTJk5gwYQJefvllDB8+POj7d+3aFfT522+/XfPx5ORk/Pd//zeKiopwzz33KEEzm83GYFcIs366B7X1TbBZJRTPHK9kzCWba1B2oEF5nVWCKYM3QEewSwKUxmpmqh35zjS/G+2ox8qhLjBmbNAG5hutzqLZbyZi5NpzJbNYJeDYk4V+jbObR6VjU+UxNDS6IKOjI2CWNCutrkNJ2SG4vTIyU33BY5FedpsV94wbgqoPzwHoCDyLAIUIjpkhnQIFdrJFw6O8tkEJHAYLGJpFuI02s5S3YMT9D/Dd0wCg0eVGZqodAEwfFAzMK4EN/rOftMDtkf3aD2ZsGwRSD+gAvnrd5fYf0DZbvtLLS4umZCkzTvQGMsxYV4m6Sas8qQfLPKqG+Yn1hb18lX0rWECQgzodAoPwre0ddVFSgpUD9+jILzaLBLdX7hQ3COwrx0u+6nKwS9ixYwf+8Y9/QJZljBs3DnfffXdPX5uf7OxstLW14f7778dXvvIVfOYznwHAYFc4Rj5WrvxbPRtn1baDCPyfLwE4brIbBeAfwLFZJKQkJWDymEHKYyJYMXbV63C5O5brmqlBW1pd12n0GgAsEiDLHTOTAgM9gZWlGQQ28i0S4FUlmgRgzZycK7Mp3Gh0tZsuSBGYRsHYbVYcWXMvSqvrlHrLTGVP0JsxIYgBi3gacetJ6gCqoJdPlmyuwSsHGpBss2JF4VhTpZWoywFfIHlt+WHlviaCXa3tHiQlWDF5zCC/joEZOwWBHUZ1cFDPE3PME4wPLEuAWMIoo76xBYAvX2m1O82UToB/YFl0KAHAbvMN4LvcXmWwZ8fhM37tTbO0DYCOmfHq7z8rr2OQcNGULLx7/KLSRhedbzPO7FIPwqv3mtpQcRTNre1we2UlT5mxbSDaTWcvt/i1DQIF3vtGpF+FQw1NppoEot6DUk3MwBV9YIvkK3PxssqpS8Gu9vZ2JCcnY//+/cjJyYnogz/99FOcPHkSbW1tfo/n5ubqvmfv3r349a9/jf/7v//DmDFjUFRUhEcffRS1tbV+G+bHkr4KdonGrKjoAqXabbqNNTMtqRIF+2JzW6cRx0DqUVvA1wE3UycpnFHaWXm+jnZgRWm2wIQ6KCFm3AQKzE+AuWZXijoqVKdREI21Vw40mCbYpVePB45kC6n2BDS62gGYc3mQVgA11W7D5DGD/Jaf90/uSCfxGrFszwz1uTqdAgPxWgLbC2bpdAeWP5tFQoJV8uuAa7FZJXy09vO9dJV9T8ywAfwDOGqZqckAJL/yacY6KpxAqR4zBQb1BsPU7c7M1GQlmCqYLU+VVtdh5baDfo+l2m2dBqXV7DYLjqyZHv2LixFaZU7U5UJSghWftLh12+pmmAQi+i0DUxJRW9/U6Xm7zaJ774v1NOrSBvUJCQlwOp26+2qF49y5c5gxYwb69++P8ePHY+LEiX4/wUyaNAm/+c1vcPr0aSxcuBB//OMf4fF48NBDD+FXv/oVzp071+3rMhpx0pRWo0PSeL2aDKDsQIMpNlhdW34Y9Y2ukIEuoHNgwuX24N3jF6NzYTEocBNnl9sDS0BmKjvQ4NeJEprb2mEmRQVOLJqShVcOaAe6gM75CfAFMPbVXYrqtcWKogInRqRfFfbrXW4Pyq4EuqySb0aK0enV43p5Sh3AUS81NgutjeYbXW6UXSmH9Y2+pbLqdBLtXTNtgpzvTFP+HSrQBcCvoyBBO52NSATjRflze+WQgS4AcHtkU7SfhMLcDOXfejMn6htbwp7Ja2RmuG9FqrS6DhebWzWfU7fVAwNdAFBea6773tryI50eawwS6AJ8swcnrX8zehcVB9xeGekpSbhn3FC0e2Q0urQDXQD8gmJGJmZ0aQW6AAS990kxnkRdPo1x5cqVWL58OS5e7F4nf+nSpbh06RKqq6tht9vxxhtv4He/+x1Gjx6NsrKysP5Gv3798I1vfANvv/02Dh06hPz8fKxcuVLZMJ/8G7OBMlKTMXnMIEgIHvgyQ8M/nIZrMGa5sYrlQYGCdZTUz5mp8V9aXYfrS7ZrLhMOxUwdSQC6N1XyWTQlS5la3x1jV71hqnInluZ1hUf2LVuQEPy+aSSRBNQDBziMSJxK2dre/fZBd/JiPCqtrlP2VgxGK9+UHWgwTR0l2gWPv3ww9It1mCVPbao81u22uUeGcuqnGbSEMVCvRStQaFR6Aeb6RhfKDjQEXdoIAAlmuOkhsvamVwZGf/+1mD2JuMvBro0bN2L37t3IyMhAdnY2brjhBr+fUHbu3Imf/OQnuOmmm2CxWOB0OlFUVISnnnoKTz75ZJe/wNixY7FhwwbU19fjpZde6vL7q6qqMHPmTGRkZECSJGzbts3veVmWsXr1amRkZMBut2PKlCk4dKhzpz/WBGvM1je2KDMk9Iq4VTJHp1vsk9BdHhkxWbB72oaKoyFvCOH8DaNbsrkGK7cdDDmypifZZjHNMoVIyo1HNkd+KipwYtm07G7XUy63Byu3HTRFHSVmwXWHy+2FDITVaTeCSO7tHtn4A2FihLu7HUnAN7vCDOUu3KXoes0Hl9tj+PwEdKRTJM2o1nYPJq3fafh8tWhKFmwRBBjMNKt5Zl73J3nEamAi1rjcXlOkU1GBE82t3V+F4/b6ZsjFYn3e5Rb07NmzsWzZMixfvhz3338/Zs+e7fcTSnNzMwYPHgwASE9PV5YeTpgwAX//+9+7ejmKhIQEzJ07t8vva25uRl5eHp577jnN55966ik8/fTTeO655/Dee+9h6NChuOeee/DJJ590+1p7w6IpWSGXKwZjMUkke0XhuIjSCfAthSQCIp/p53J7TTMqGekN8XJL9wIb8SaSUW713zA6s8zK6gkbKv7R7feaYSBs0ZQsWCX9wcBwmaHc9QSW3fC0tXsNv9xa7BsU6eAqhRargYme1hN9tFUmGTTsiXIXi+2DhK6+YfXq1RF9YHZ2No4ePYqRI0fi+uuvxy9+8QuMHDkSP//5zzFs2LCI/nZ3TJ8+HdOna2/UJ8synnnmGaxYsUIJpP3ud7/DkCFD8Ic//AHf/OY3O72ntbUVra0da80vX74cnQsPoajA2aXNnwO5PTI2VR4z/CyTd49fjLhBG2lHNB6oT6bsLjPsVVGYmxFxOr1yoMEUJ+YMTEmMaA8Xs7SFF03J6rQBbXf+htFFOivLbrOaoo4qra7z27Osq4Y67IaulwAo3y+ScmeWJek90TYwwz6Vk8cMUg5X6S6P7Nt83Mj5SuskuK4yx1C9ry6PtOyZIdDc0gN9NBkwRZ9Y69CHrrDH6OqULs/suvbaa3HhwoVOjzc2NuLaa68N+f6lS5fi9OnTAIDi4mK88cYbGDFiBDZu3Ih169Z19XKi6vjx4zhz5gymTu048SspKQm333473nrrLc33PPnkk3A4HMrPNddc01uXqxD7TUweM6jbf8MMDbWeuFGYhRkao7Ei2WY1/OgtABxqiGy/Lt/pXsbW3X2o1DJTk2Oy8dHTWtu7v+QM8O19YoZ0irReOftJiylGuIsKnBHVMWbZ1DjStoFZ9srbV3cp4oFVAEhJSjB0PSVmVUbCJONgPdJG3HH4TA9cSWyLZKkn4KujjB5kBnztzUj3cktKsPbQ1fSsLge7Tpw4oXkaY2trKz7++OOQ7//yl7+Mr371qwCAiRMn4sSJE3jvvfdw6tQpzJs3r6uXE1VnzvgqgSFDhvg9PmTIEOW5QMuXL0dTU5Pyc+rUqahfZyAxMhJJI0QGDH1DBXrmRiHBd9Sx0S2akhXxxsRm2GOpJw4saG33mOLGqj7Bq3uM35lcW36k27NzhfrGFtMsjY1Esi02G2k9LdJDD8Ssb3Pofh1jlnSKNFAlwxyDaZGWO/XfMbKiAmcPtA3MoSeCxD0x6ynWbZw/MaL3WyRgf/FUQ/eJS6vrsCrCFQQAIppkE01hB7vKysqU0xIrKiqU38vKyrB161asWbMGo0aN6vIFXHXVVbjhhhtw9dVXd+l9//znP1FRUQGXyzfdVZajF8uXAs7UlGW502NCUlISBgwY4PfT2xZNyUJmqj2iitAMsyYWTcmKeIP6NXNyIq5I40FRgdM0y8Yi0RONNJHORr6xApE3QAamJPbQlcQuVwQbZKuZ4dTYSEcURw/u10NXYnxG73ALkX5PM6TTjsP/jvhvmGFmV1GBE/uLp4Z+YRBmmaUb6ZJ0k0yq7JEgcaSznuJBpDORx2c4euhKYtemymM9MiMyVg/5CXvPrjlz5gDwBX4eeOABv+dsNhtGjhyJH//4xyH/jsfjwW9/+1u8+eabOHv2LLxe/6jyzp07g77/woULmDdvHnbu3AlJkvDRRx/h2muvxde//nWkpqaGdQ3hGjp0KADfDC/1fmJnz57tNNsrlvTEfhPNrT3TyYplRQXOiPcH2FBx1BSNDwCwWaSINi80w344IoDD5bHhiWR/gNr6yJZBxgO7zdojAS8zNNaWTcuO6J73gQnyExDZqZWA7z5glntepMTMLiOnVyQnVgpmmNnVM8wRxYnkRDiA+3mGK9VuM8VgfaSrSk5e/BST1u809D66i6ZkRbTPtxDpdhLREva0Fq/XC6/XixEjRihBKvHT2tqKo0ePYsaMGSH/zre//W18+9vfhsfjQU5ODvLy8vx+QvnOd76DhIQEnDx5EldddZXy+Lx58/DGG2+E+3XCMmrUKAwdOhQ7duxQHmtra8OuXbtw66239uhn9bRIp8+3tht/aisQ+f4AZjkRDgCKZ43v9ntn5WUY9iYRKNKRDZtVMkVgEADONEW2P4DRrSgci8xUO3IzIwtWXWhu66Eril2R1i8mOYAY+c60iLrMCVaLKfbsAiLvJJlh78WZeRmQ4AuCdpcZZnZFygxbGwjtEUarJkR4v4wHYj/PSModhae5rd3wdbmYeRppWzNW9+zq8mmMx48fV/7d0tKC5OSuLXfbsmUL/vjHP+Lzn/98Vz8aALB9+3ZUVFRg+PDhfo+PHj0adXVdb4D95z//wT//+U/l9+PHj2P//v1IT0/HiBEjsHTpUqxbtw6jR4/G6NGjsW7dOlx11VW4//77u3X9vSXfmRbRjKUWtwel1XWGD1CI77dq28FuTeE0ywgS4EurteWHu3X6JEduw5eSmGD4GQHiePHxGY5uz9Ayw155RQVOFBU4MWl98BnPemwWCYMHJJumkxQJj0nq8kg3yna5PaY4laonmCFAsXH+ROyru6Tb3hRdcUnSby+ZpX0QSZA40iWQ8WRmXkZEJ1eevPhpj15PLFLP0O3OqguznD4MRD7r2+2RkZlqN3xdDkReduJ+zy7B6/VizZo1yMzMRL9+/fCvf/0LALBq1Sr8+te/Dvn+xMREXHfddV2/0iuam5v9ZnQJ58+fR1JSUpf/3vvvv4+JEydi4kTfVM5HHnkEEydOxOOPPw4AePTRR7F06VI89NBDuPHGG1FfX4/t27ejf//+3f4OvSHSxoM4ZtUMigqcWDMnJ+gIiXgq8CWRRsGNwmaRgs4WMNPI7bJp2cpswa6OuYn3GX0USSwfrq1v6rQ/YLgDlWaYfi+IfRhn5WUgM9Ue9kbH0ycMw97H7jRNYCLSPRjNQOSlSGYEmKHR3xOz14x+cp4Q7P4uX/nR64tbJXPkJ8A8bepIbZw/ERmp9m6/3wwrU8SBB3abJexAl7rKN8vpw4CvjxdJ28BmkUzTjgp3GaK69aBO21jds6vL//efeOIJ/Pa3v8VTTz2FxMSODYInTJiA559/PuT7v/vd7+LZZ5/t9obykydPxosvvqj8LkkSvF4vfvSjH+GOO+7o8t+bMmUKZFnu9PPb3/5W+furV6/G6dOn0dLSgl27diEnJ6db196bRIPW3s0TpszUABGzTPRuGKl2G5ISfEVFvCQz1Y4T6wtR9vDneusyY0LgFFVR4XllWRmFk9C502mWkVug4zQhqwRkBARyRAczsFyKdBzqsGPZtGzDjyKpv1vgnl3htNvMNnW/qMCJvY/diY3zJ2LvY3di2bTssAKp5bUNpllyBgArCsd1e4meWQYuRF6K9G8Yndi/JLCqsUrh5RW7zWroOlxNfX8PTBubRUJmql0Z1LBIqtleAPonR35CYawrra7DpPU7ke9M82sbiXQQecxus8Bus3Sqw8wwiznQoilZmnV5sLInXi/a60Ymlp2lp3RM8shMTQ46GJaUYFHaTgkma0OtKByHVLvtSoAwvH6xGHxu98qmaUeFuwxRhq++SrXblLSNZV2uEV588UX88pe/xJe//GVYrR2Jkpubi3/84x+a75k7d67ys3fvXvz+979HVlYWZs6c6ffc3LlzQ37+j370I/ziF7/A9OnT0dbWhkcffRQ5OTmoqqrCD3/4w65+HcMqKnBi0ZQsJCVYlAwpGhu5mQ5khhg1KZmdY4oGLYCgm9Sn2m1YNi1bqQDsNovhAxHBiECMmGEy88p/1Rtgz8zL8KswzbCUI1DVh+fgkYGGgECO2IsiPSVRafTabRasmZOj5CvRGTVy+SsqcGJWXobScVTvmxcYKM3NdHTaEyYlqcsr8OOe6DCJ5eUizzwxJ0c3wOORzTWbQKRLYMNLdCIDHxPpZ8aBC719cSRA6RRoMUtQUBiQbMMTV/JUqt2Gktk5KHv4czixvlCpwwI7T7mZDqSb4LRYQb336YXmNr/0Kp41/kpw1feCYQ67Unc57DY0utyGr6NEG3Nf3SW/4IQogQOSbchMtWNF4TgcWTMda+bkKEGvWXkZpprFrMdmlfDEHP+yJ4g6S7RHzbI8D/Avew2NLahvdKHR5dZsEyQlWJW2k9naUCI4uL94qt/Jy1ptA8Er+wJeZlrptGxatua9XyuN2tq9WDYtG0UFTqVvGKtlr8u5vb6+XnMZotfrhdutvVm3w+HfOPrCF77Q1Y9VjBs3DrW1tdi0aROsViuam5sxd+5cfOtb3/I7MZE61nRnpto7jeSK2UwDUxLxQX0Tkm1WjB7cD4camlCYa57NxAHfzWJT5TGcvdwCt1f22+dGnQ6bKo8Z+jSOcIg9hAKp9xRSj/Km2m2m2msiULLNgha3V2nUJtssSE9JUoJ/gXnK6Ht1qW2cP1FpxIvNVgHfzfbd4xfxyoEGJNusuO+ma5RAhKi3zBY8BTo6TGK/JPFTWl2n5LMJmQ4camiCR/aVvZSkBNOklTpv7C+eiutLtit7moh9Bq2SLwBolXwjvWYoZ3pm5mWgvLYBQx3JaGhsQYJFQkpSgtJ4DSyTZkurZdOy/ernwO9fWl2HfXWXUDLbN9N/Q8VRNLnckAGlDJplbzP1/UsvvUQ7K9+Z5leHm6E+F99dfE/1/kFiQDWwrelye5GZasfNo9INfxKclk2Vx5R2U26mo9NghGhnSgAcGmloJmJ2ZGu7Vzm9WbQJxF556j26zFDmgjnU0LFPrGgHqO93I9KvUvrF94wbgn11l0yTXqLuHrvqdbjc3k77vqr3t/bIvvtePLQTJLmL6wlvvPFGLF26FEVFRejfvz8OHDiAa6+9FiUlJfjrX/+K3bt3R+taAQBvvvkm7rrrLs3nnnvuOSxevDiqn99Vly9fhsPhQFNTEwYMGNCrnx3YMdQK1kxavxP1jS7NgJjZiM5RsACNOk1jtVBHk973D+wYAeYODgaWvWA3A/Ha5tZ23eC0GYm6ySoBhbkZSoPDjPkJ0C97gXW4WesorXQQDTP7lSDzwJREZUCHsyV8QrUBRH7Kd6aZvgyqaaUb0yo0tjl9+aT45YPwyAg6GC2CZGZMr9LqOiUoaJWAY08Wdnqe7Sb/8rRoSpbfCbKNLrcywGPW9NGyZHMNymsbUJibgZtHpbNvHEDddgrsDwfe40T5A2I7j4Ud7FqwYAGeffZZVFZW4itf+QqWL1+OH/zgBygpKcHRo0fx4osv4tVXX8U999yj+f6WlhZs374dd9xxR6fN3S9fvozKykpMmzYt5Cbzqamp2LFjB2666Sa/x5955hk8/vjjuHz5cjhfp9f0ZbBLTa/gmrVjpCWctDBzBQjw+0eDSFP1TByzl0XAv0PABps+1uE+WukQ+Bjrr85C5R910JllsAPLXfcw3XzCTQczp5c6KKE3OGH2AHOwAWiRLmLT8FieedNX2DfuTH3PD7WlUbzMAA872GW1WnH69GkMHjwYFRUVWLduHfbt2wev14sbbrgBjz/+OKZO1V+u9Oyzz6KsrAxvvvmm5vN333035syZE3Jm1gsvvIBHH30Uu3btwrhx4wAAGzZswJo1a/Dqq6/itttuC+fr9JpYCXaZueD2JLOno9m/fzQwTfWZvSFLPYtlretYBoko1nEgQx/TRh/bBJ0ZMU3CDnZZLBacOXMGgwcP7tYH3XzzzVi1ahVmzpyp+fyrr76KH/zgB3j33XdD/q0NGzbgmWeewZ49e/DSSy9h3bp1eP3113Hrrbd269qiKVaCXUREREREREZixA56T2HakNl1Kdj173//G4MGDerWB6WlpeHAgQMYMWKE5vMnT55EXl4eLl26pPl8oOXLl+NXv/oVPB4P3njjDXz2s5/t1nVFG4NdRERERERERES9p0unMY4ZMwaSpHfIuc/Fixc1H29vb8e5c+d0g13nzp1De3u75nMbN27s9NiwYcNw1VVXYfLkyXjnnXfwzjvvAACWLFkS9PqIiIiIiIiIiMi4uhTsKikpgcPh6NYHjR8/Hn/961+Rn5+v+fyOHTswfvx4zed+8pOfaD5utVqxd+9e7N27FwAgSRKDXUREREREREREJtalYNeXvvSlbu/ZtWDBAjzyyCMYP348ZsyY4ffcK6+8gieeeAJPP/205nuPHz/erc8kIiIiIiIiIiJzCTvYFWr5YigPPvggqqqqMGvWLHzmM59BdnY2JEnCkSNH8OGHH+K+++7Dgw8+GNFnEBERERERERGRufXaaYzCH//4R/zhD3/ARx99BFmWMWbMGNx///247777dN/zyCOPYM2aNUhJScEjjzwS9O/rzQ7rK9ygnoiIiIiIiIio94Q9s8vr9fbIB953331BA1taampq4Ha7lX/riXT2GRERERERERERxbewZ3ZR93BmFxERERERERFR77H09QVE4tSpU/j444/7+jKIiKgXlVbXYdL6nSitruvrSyEiIiIiohgUd8Gu9vZ2rFq1Cg6HAyNHjoTT6YTD4cDKlSuVpY5ERGRcmyqPob7RhU2Vx/r6UoiIiIiIKAaFvWdXrFi8eDG2bt2Kp556CrfccgsA4O2338bq1atx/vx5/PznP+/jKyQiomhaNCULmyqPYdGUrL6+FCIiIiIiikFxt2eXw+HAli1bMH36dL/HX3/9dXzpS19CU1NTH12ZtnjZs6u0uk7pPBYVOPv6cohMheWPooH5iogovrEeJ4ocy5F5xd0yxuTkZIwcObLT4yNHjkRiYmLvX5BBiGVBGyqOci8cCinYnkniuSWba5iXwsRleaFxn66uM1u+Yh6haAsnj5nxHsiyFz2sx6P7PjKHwHLE/GIecRfs+ta3voU1a9agtbVVeay1tRVr167F4sWL+/DKYkN3C++iKVnITLUDgKluqoB/moWbfmZrzAamS7DGl3iuvLbBdHmpu0T547I8fWZr8PcEs+QrUT9tqDjKPEJRFaoeKq2uQ/HLB013D2T9HD1mqceF7uYl5kEKRpSjfGca2wsmE3fBrpqaGrz66qsYPnw47r77btx9990YPnw4XnnlFRw4cABz585VfsxIPUPr+pLtuL5ke1iBmKICJ/Y+didGpF8FABiYYp5ZcuobZDg3SzM2ZgPTJVjjSzxXmJuBVLsNza3thg8GCt0NNovyZ7ap1V1Jr3xnGqyS778UHrPkK1E/NbncSLXbTNMpjDYzj3yXVtdptqFCBR42VR6DRwasElCYm2GaIIXZAjLdoZenQjFLPS6I/odeP0SrXlqyuQYNjS7YbVbT5sFQ9fWSzTXIWl6OJZtrwnq9kaiXMFZ9eA71jS60tns06yyzTWYIpJcvQuWXWE63uNuz63/+53/Cfu0LL7wQxSsJT2/v2SUKdHNrOxpdvtMpU+02pCQl6K5TVlcCq7YdhMgQqXYbAGDZtGxD32TV3x9AyDXdk9bvRH2jS/ndbrNiReFYw6ZRaXUd1pYfRovbi5l5Gdg4f2LY772+ZDsaXW7YbRakpyQZfq386O+/BrfXV4JS7TZMHjMI++ouhfW9zbafQGl1nVLfpNpt2F88NejrRbmzSkDJ7BxTpBHgS6cNFUcBhFcXi3yU70zDq7UN8MpAZmoy9j52V29cbp8QAxAeGchMtWPvY3d26b0ivcItq/FM/X2rPjwHQD9fiTLX1TQ1AvV9vivff8nmGpTXNqAwt2v3ynglvu/4DAdOXvwUQPhtRrOllTpPBbvnBbZJu1L/xzPxvf3b1xYkJVj9vrtWvZS1vByeK52XJ+aYp32gFqq+FmlklYBjTxaaqn4XfRHRrxX/1iqD6rZmd9oU8SowfhD4vfXyS+D7YjHd4u40xlgIYMUyUcFvqDiq3CSAjqWJWjcA9awdSQJE+FMEy/TeF+9EAR2YkogzTS68e/yi0uASM5gCv3dpdR2aW9uRarcp6dPi9hgyfYQNFUfhcnsBAOW1Dbh5VHrY37e13QMAcLm9QfOgEZRW1ymBLsBXfl450AAZ4ZUhUQ5XbTuIDRVHDd+w3VBxVAmsN7rcKK2uCxqMH5iSiPpGFzwysHLbQb/yamQbKo4qdc2GiqN+aaQVIBX5SN1hqG9s6d2L7gOJCRa43F6cvdyC60u2h11+AtMrMI2NRB1gVucPvfpJnHqa70zD9SXbAaBLAfx4VVpdh4vNvq0ywpkpog4gltc2wCN3/V4Zr8oONAAAaus7DocKdr9T11kircoOGD+txMwjQbSNgtXhgQPXGyqOGnpALDDQBfjaji631y9PBZ7GvGRzjRLoAoC15YcNnU6CCBYPdSSjobEFCRYp6MzmwtwMvHKgARZJUgZmzTATrrS6Dk1XylCTy42ZeRnKPUyL+r634/AZ1De6MHbVG4af1CAGDFPtNs0Zb4HlTis4HTjIHyvibhljoF27duG1117DpUuX+vpSYsamymNodLnhcnuv3CTloNPL1dPPteb5xVKG7UmikNbWNykNLjGLqb7RhZXbDirTMMX085XbDqLR5UaTyw2L5Ps7MqBMCzai5tZ25d8i0BDONPzS6jq0XAmSATD88iIx+qomSdBdeify1Ojvv4aRj5UrNwwZvuDP2vIj0b7kPiUa+4JW+gEd5fRQg/9Ju2UHGmJuqnQ0XG5xK/9uuhIUFLSWXWuVMbst7m/1Qa0tP6wE5N1eGY0ud1j1VGl1Hc5e9g8Equs7o9lUeQwat3jdpeZi+dS+uktodLnR6HKj7ECDslWCUanzEyCj+OWDQe/xohyWHWhQOt3iXmnktoFe2Qp2n1e3ryySpDxu5K0glmyuQdmVga8Okt+WGIF1uFabvdHlNnTZ08s3NovkV0cFLussr23we32LanDVqEqr65T6pr6xBTJ8976UpATdQcOqD88prxMDsy6DD9Yv2VyDlaoVSzKA1z84rQRu9O57i6ZkYV/dJaUP43J7UPzyQcO2N9eWH/YLGAcGioMF5dUaXW6cON8cc8uu46YF/KMf/QjFxcXK77Is495778Udd9yBGTNmYOzYsTh06FAfXmHsWDQlC5Lq90ZXOwDZr2Cr194WFTiR70xD8csHkRzQKZLQeXaTUWjdWNWzmICOBpgIIAoyANUkHpQdaDBkozZwtpLQ6HKjpKxzeRP5atZP9/jdYAAoIytGFRi8AXx5RB1IVRN5Sit9Ad/N1aiWbK7xK2eAL09plSH1HnA2i+T3XH2jy7ANkNLqOoxd9bpfPSPDP9is1Sl69/jFTn/L5fYasn4SWgLyktDocmvmD5G2K7cd7FT+2nXKoxFo7YFjlXzpFKxjqPW+xoDAq5Go6yaX26vM1NKzaEoWrJL2c2LmkxFpBV1sFkm3zRhY76vLnpH39tTKOy63B6u2HVQ6mBeb2/yCOfnONKzadtBvsEPQamvEO7FcX6sYeWU5aF2emODfb5mQ6TD8/nFryw9rPq6edRN4qFSjThvcyG2DVzTqX7dXxqptnYPMgjoIrW4NeGTjBuXV9bIYLJy0/k1lD65gQfnAdnltfRPGrnojpurzuAl2bd68GePGjVN+/9Of/oSqqirs3r0b58+fx4033oiSkpKoff7PfvYzjBo1CsnJycjPz8fu3buj9lmR2lT5z06jt/WNLX4ZNXBGgBghCOyAAsbdxFCrQRZ4MxA3jkVTspBqtwWdIRGsMRyvglXsbq+sGcARs+UCiY660fKRIJYM6wk8NCIwKB3Iptd7inNiRFKLVlBQjLK9/sFpzcCgURsgmyqPadbHQEdwQmvjYr16yIj1E+DLTwkW7bIiQTt/BA5qqCVYJcPWUR9o1Muis6138ENpdZ1mfQ7AsIFmrexUmJuh/Fu9Ee/1JduxoeIoxmc4gtbnRqQ1C9LtlXU3wA5WB+kFM4xgfIZD83H13czl9vjVU+W1DZ0GVYVQbY14JJbraw01iLLnkTsHebTuk7X1Tch3phl2oB7QHuAR+1EBnft4+c403frJqLPkZ/10j2Z+AnxlzyppT3oQh4xoMVoAVaww0SLiBmK5uUgvUa+LgdUEjb5KYH3W1+Im2HX8+HHk5uYqv7/22mv44he/iEmTJiE9PR0rV67E22+/HZXPfumll7B06VKsWLECNTU1uO222zB9+nScPHkyKp8XidLquqD7s4gGrXpGQLAKLiM12XDH+aobqnokALPyMlBU4FSmby6blo0VheN036NuDBtFqJPvNlQc9btJBhvhVr/HaMRebnpE4EosBSp+2bfnlMNu0+xYAUC7p3Mw0QhC/f8PzFMAUFJ2SHcGnF6DJd4F+05SwPPqTqVex0rv8Xi3qfKYbt4AOpZPi0bd2FWv645wA4DbIxvmXieI7x5sztq+Ou2tIIKVV6MGmrW2cyg70IBZP90DoKMjWV7boNTptfVNuulrxHocgG65E4MZgW3HwtwMWCVf22pWXuf2klHz04XmNt3nZuX5Tq0O3OahMDdDNzgxecygHr7C2Kbem1MEtsQ9T6+Nqi6vRlNaXadZ1zS63NhQcdRvb2Fx73ul0zJaf0bq4wl6gzSAby/GwtwMZcWTug0VrO2lNXM+ngWb8Qd0nCqcarehf7JNeU99owuvXNnSQG/gMJZOTo+bYJfb7UZSUpLy+9tvv41bb71V+T0jIwPnz5+Pymc//fTT+NrXvoavf/3rGDt2LJ555hlcc8012LRpU1Q+LxKh9vkRDVoxIwDwjc7qaWhsMdyR0ur9NfTIAHYcPgPA19gX+yTopW9upsOQm2XrdYDU1DfJogJnyE51c5vx9sQJ1eEWM0/sNosy20R0lPTeJsN4gcHS6rqgN1bAt9xVnaf0ltIKRj2ZsajA2Wl6OOA74WZmXkcjDfDvVIoT0QIdamgyZKc7WINK5JpNlceUmQN6DbNw/2Y8Uh9yoCVYwDhYEN9I7QK1jNRkzcdr65uwZHON39LqVLst5Iwuo3UiwzHrp3twsbkVEnzlqbS6DvvqLqEwNwNVH57r1P6SYNx9PYPVJ69/cBqt7R60tnuwtvywMvN74/yJmKkREASgnKJqJMumZfvNTFIbu+oN5V4oVleIe55op2sJFuyIZ8Hahc2t7crewq3tvtk1a8uPBA10ZaYmG7Iuz83U74skJViwr+6S0m4KDMxrtb0A4y1LF6uW9PRPtuHmUelISUpQVhSI+5/WjC61cPqPvSVugl3XXXcdqqqqAAAnT57Ehx9+iNtvv115/uOPP8bAgQN7/HPb2tqwb98+TJ3qfzzp1KlT8dZbb3V6fWtrKy5fvuz305uC7fOjVZltqDgKjwzdxpqoIGNts7lIhDP7COgYQRL7I7S2e3TTt7a+yW+JmlGEuvmlJHWc9jnrp3swaf1OzaUyam69+cFxLFQ6icMi0lOSsGZODlLtNiQmWEJuHN7aHrpjHk/C6fTJ8J+5FOo9a8uPGKrMqXk0ppg0NLpQ9eE5v4aZaHzkO9N0gxoe2XjBUyB0g6q13bdZcWu7BxK0l6h19W+aRahAs5HaBcKSzTVBZ8eXHWhQBgs3zp+IZdOy4QixxYHROpFCsLJUW98El9sLGb7ypJ4NoFVHiVxmtPwUbNk+4JsdJ04cFO2EldsOYtZP9+i+z4h7dhUVOHVnrLncHqUeumfcUAAd97xggxdGXVYc7P+/ur4Wp6CH2v+1/sqkBqOVvftuukb3udZ2rxLoaW5tx8CURFgl3/6UxS933svTqIoKnNhfPFX3+cAAV74zTfldb/sIILxTjHtT3AS7Fi1ahMWLF+NrX/sapk+fjltuucVvD6+dO3di4sSen1lz/vx5eDweDBkyxO/xIUOG4MyZziMKTz75JBwOh/JzzTX6hS0a9KLRoSr9wI3p1Yy2z1JRgRMls3PCem1XvrdYzmCUUVyxfDMYdaegtr4J9Y2uoHkJ0M+j8ayowIlUe4Lu8zaLpJzKWFTgREpSgtK4DSYpIW6q6LAsmpIV1v9/h93md8x4MC63x5BBHEB7vxZxWqd6xoRofBhxxD+UULOwkhIsyEy1IynBqgRSQ4mlRlpPWDYtG5mpdt3n1ScHiiX+k9bv1N0E2cjC3dtOLHtZW3446IxBq2S8AI4QrD8oypno9IjOUrD2gRGDOF25N6nvjUadlRRMOGVPa3WKHhnGXELcFmQQVOQhm1WC3eYbjLbbLJobiautMlg/Dwhe9tTtxkaXG4camuCRfeUu2Hh8sNli8SrU/3cxu1uczCwGWoPtHdju9cbUfS9uelLf/OY38eyzz+LixYuYPHky/vznP/s939DQgAULFkTt8yXJv5KQZbnTYwCwfPlyNDU1KT+nTp2K2jVpSUnS7nDL8M2+WVt+2G8/nMljBkGC9sb0akYJ4Ah6S4QCbag4qmwEmZRgDfmeWItmR0LrWFk9Enw3ATEdNlg66eXRePdJi/5ynwSrBR7Zt/xA7DMRrPMJ+PLSsmnZPX2ZfaqowImxwwYEfU2q3YbJYwYpne5Nlcc093dRM9oMOAAh9xuR4ctPWqfk6DFafgJCz8JaNi0bex+7Uwn4hLO3Yiw10nqCOOQh1C1P7MFRXuv7r94pl0YWahm+VfI/rStUGnlkY552FqqDJPqL6SmJKCpwKsEJMTNHm/EGwsIh9vQcPCBZ6UwHSwkjblAPhLfvrfq0Qb2NtdWM1ncBEDQYI5aWtXtkjB7cD1YJGD24PwAEbXvJMF5ahWoXigkKYv+ucFb8BNt/L16F+v+unsShng0XbO/AWFvBEzfBLgD42te+hq1bt2LTpk0YOtT/hvmzn/0MX/jCF3r8M6+++mpYrdZOs7jOnj3babYXACQlJWHAgAF+P70p2Lp3wHeCR32jSzn1Zl/dpaBruQWjBHDUwpmm2truVU7tmDxmUMhj6ZMSLIbpKIXz/1wC8MScHBxfX4iyhz+nzFgKlrZG7HADwRtqLW6PUi7rG13YV3cJex+7M+gokegkGE2oEeuUpARl9Eh0ustrG4IGvIw2Aw4Itbmqbwlsk8utLEMP1fgwajcy1Eb+ogypl54Fu0eKYIbRbKo8FnQmDuCb4S0CgpmpdkwIUj8ZNZ1CdWbEpsbidKqZeb60ClY/vWKwfV6A8DrG6sE/MRMu2B5LRqzHl03LDhlkdntkZZsRkf+CFdUR6Vf13AXGkI3zJwZtE6lPqA61sbZgxL5LsPwkAqEyoMxW+uDKqotgbYrAQ2+MQK8+CUy+tnYPNs6fiJLZOSEHoY2WRkDo2fGBWyB90uILEr7+wWnd98TaAh7j3Vl6WGJiIvLz87Fjxw6/x3fs2OG3QX6sKCpwBr0Rio1Xxak3oTanA3zBDCN2usNbTudrhJTMzgk7MGgURQVOZOps1Cs4AvJOqPxks0iGzEuAr6Gmt2+LDF8QR8wuESfkXGhu000vI95UAQTNU6LBJZa8iFkWHhm6nSQjzoAD9NNpVl4G0lOSlGV5VslXDhtdbuyru6TbWTDiyC0QvJ7Sq6+DDQp5ZCiDQUYSrD6ZdSVgs6JwnBIQ3PvYnUEDP0Y9OS9Uvbuv7pJSP5XMzlHSKtgBNck2483ECecQhxbVXkHioJ9gqwiMeMpgUYFT83RPNbvNoux/t2hKltKO0GujhtoXNV4t2VwTNCCjPik3nL6LerDDSAYkB//edpsFqXabMmgRamsRwBe0N1pa6bULJ2Q6/AJe4zMcmLR+J4Dg9X9upsNwaQQEP/BiVl4GFk3JUg5EUg/0xNO+Zgx2heGRRx7B888/j9/85jc4cuQIvvOd7+DkyZNYuHBhX1+apmA3izNNvj2WxOlLYnM6vbiPkfebmD5hWMjXJCVYlUbIwJRE3dfZLBIyU+0G7HQHDwgG7lEm8pNe0CfBavQqRzu9xAi3mF1SVOD0WyYa+C6jNtIA4KJOBzrVbsOaK4F1kU7qzrbeciEjzaYUSqvrlLpazW7rOEEIgNLhVgdR9QIURhy5FYJtKK51aIiop2w66xaMGMgpKnDiiTnae1VWfXhOc7P5YAENIy3ZVysqcOrev9TtJnUHQMxa0gtOrCgcG81L7hPhHOIgo3PgWJxIrMWIew6WVtcFHSSVAKwo7Nh/uKjAqczO0dvywYjBUyD0nl3qOkfU4cECXnqnWcY7vX6GzSopByHtL56qBOJXFI4LGRg0YtnTaxceamjCzDzfssVZeRm40NymrHgKts9XsA3vjWhWXgY2zp/od1KleqAnmFiLgxmJbyY6AAAVoUlEQVS959kj5s2bh2eeeQY/+MEPcP3116OqqgqvvfYanM7Y7GAFmwYsIv0ls/1na+mNFMRahu0ppdV1QW+sokEmRhpLq+uCjzh5ZUOeZiIqNr0lGnodaL2ba7vH2HvAtOicetPi9nTKGyJtxWleZqEVtEq1J+CTFjfePX7R73Exemu3WZB8ZbQy1GxDIxCjZ4GSEqzId6Ypy6rFBr2iESI64VqdyQkGHZUMNQNL79CQ0uo6pCRqdyaNeAw70BHwCgzKNLrcmvtKqTtAgfW5UZdZA/7BBzV1u0ndAQi2v+UsA86YAELPrJGu/IjAsQjIrygcZ6r7XagN6tWHsWjRanvdM67zFipGoLUVhNhc/Yk5OTiy5t5OaaV3+EaqPSHobMt4VlTg7NTPkwAUzxyvee8yYv0TicLcDNw8Kh1DHXbcPCodi6ZkwSp17IWWmWrXHPAw2gCYsGxatt9+ZRbJd7+/eVQ6gI6+SuCAfTCxtpE/g11heuihh3DixAm0trZi3759mDx5cl9fkq6yhz+HJ+bkdCqsIkorMqoYjSytrsOyadmdOkhiPwoj0utMAr6ba3pKknJktnh9OH/TaETFpjeKKxpq6rwk3re/eGqnPBVP0167w6FzIqPWNPJgN41ge+XEO63v9klLOzyy9shuSlICkhKscLm9SElKwMXmjn06JBhzDzjRuHhiTg5OrC9UOjyNLjdeP3haOewA8O90A758tUZjBs+hBmMufdGqd1PtNszKy0Cq3YZUu00zcBVsz5dwGnPxSCxD0JoxEmzwRwI6pZURg4GC1uyu1ICghLoDIP4deH8TbS4jEvf4WVdmSASeRrxmTg7WzMnR7CSJg5FsFknZfzDVbjNkXS6I7xlo2bTsTu0nEcBZNi1bM/+EM6suHml911Cb8Qcu/ewgGW4pulrgUtZkmzXsQATQcaCU0cue1uDoifPNfu2mogKnsl/XsmnZyHemaS63Nuo9r6jA6RdoFvd7MStXL1+pB83UM3atUuzNgmOwy6CKCpw4smY6TqwvxBNXGhwiSgv4nyYkOgsOuw02iwQJvkbasScLDdtQE5F8QXxnMfKobsgGvl6Cr+EbODoezh4W8UprtohV6gg0BHa4hcBgqd7yEKNodHWcyGiVfA0KkaeCCQw2G/HEF0Hru4mTcAJHdkW+anK5laCFevbcGoPuJxjYuFB3bgJPuQmsqwRR1iySr84K56SreKSefSoChGIJx/7iqdhfPFUzj4j35V7Zv0OkU6iTP+OZegaSCATmZjo0yx7Q0ekWSz4Eo85WUhOzk/U6g+oyKv4d2CYItSzLCDbOn4hjTxZif/E0pc6x2yx+6RKYV8T+p26vjLZ2rzKQYcQ8Fbg/oN1m8Wtnq7c0UA9YqAel1e0msZTWqLSCE6FOG95UeQwutxepdptST+nN6DWK5IA8EWqptKjLxX3yvpuuwf7iqTiyZrruPTLe6W0HUVvf1KndpC5zWvW2qNOMSrQxRVtAzHQLVoaKZ41Hqt0GCYDL7YXjSvmLxW0gtKchkGGIoJbIfOop+GKTObH3RKPLjcxUu7I0xshEOogp5sumZXeqyNS/q9NNjFJeX7Ldb7TbqKNtgsNuQ2u7L9CQlGD1SzORhwIbYRvnT0TVh+fQ6HJ32pvCiHIzHaitb0JupgNlD38u7PcVFTixoeKokk5GbswumpKFDRVH0dzaDrdXht1mxc2j0jUD64umZCn1l+gM/fG9U0oaG7nxoZbvTFOCFLmZDlxobvNrpAWmg2j8m6E+1/r+4b7v3eMXUV7bgJkGnoGjpq6nw0kzddrePCpdKYtGv9cB4eUrMVNOpGdKUgIaXW7YLBK8smzYALOeFYXjNNsBgcQ9APAtxxab/huRuLerZ4pYJfitHNBrPwH+gZyUpARDbpehtvexuzD6+68psyRF/sh3pmHS+p2a3z8w/UTeMmqeAnxlLVj/JZCozyat3+k3o8nIRD9XDEGIYULRdtT7/oW5GShTnaBrhr5LYNvg5lHpIetyEahvdLk7TX6ItbInyXKoc0IoEpcvX4bD4UBTUxMGDBjQ658vKjar5L/fRGAjLfB3Cq20ug4bKo6itd3TKfhjNCIfCV3pRIugYKrdhv3FU6N1iXHPjGVQ5Ktg+SkwXcJ5j1GI797c2t6lwQgz5qXuyFperjSGM1TLrUgb85W/wLqI6UOBSqvrsGrbQaWjnWq3+QX4uhpQNQP1IL0oW+G2FboSADIjM+Un8V3znWnKtg/h5gvmpfDES35isCvK+jrYFS8ZkWKbuvERGDgN573Mg/rMnD7d+e5mSi/RwDfLqH5vW7K5BuW1DUhMsMLl9pgigNpdZip34WKaUCh6A86kTyvQEE5ZUw/KGr0uZ90TPjMNkJI2BruirK+DXUQ9hTfX6OCNmPSwzPUOs6ZzV7436ymirjNr3RKJ7tY1ZpqNw/o4fCyDxGBXlDHYRUTB8EZMRH2hKx0m1lNE1BtY14QWSRoxfclsGOyKMga7iIiIKNaw00NEZC6cFUY9KR7aEZbQLyEiIiIiI1Eft05ERMa3aEoWMq8cyEIUqU2Vx5QTPmMVg11EREREBldaXYdJ63eitLqury+FiIj6AAc5qCfFQ/CUyxijjMsYiYiIqK9x+QoRERGZCWd2ERERERlcPIzAEhEREfUUzuyKMs7sIiIiIiIiIiLqPZzZRUREREREREREhsFgFxERERERERERGQaDXUREREREREREZBgJfX0BRie2RLt8+XIfXwkRERERERERUfzr378/JEnSfZ7Brii7cOECAOCaa67p4yshIiIiIiIiIop/oQ4BZLArytLT0wEAJ0+ehMPh6OOrITO5fPkyrrnmGpw6dYongVKvYt6jvsK8R32FeY/6CvMe9RXmPepr/fv3D/o8g11RZrH4tkVzOBysBKhPDBgwgHmP+gTzHvUV5j3qK8x71FeY96ivMO9RrOIG9UREREREREREZBgMdhERERERERERkWEw2BVlSUlJKC4uRlJSUl9fCpkM8x71FeY96ivMe9RXmPeorzDvUV9h3qNYJ8myLPf1RRAREREREREREfUEzuwiIiIiIiIiIiLDYLCLiIiIiIiIiIgMg8EuIiIiIiIiIiIyDAa7iIiIiIiIiIjIMBjsirKf/exnGDVqFJKTk5Gfn4/du3f39SWRwaxevRqSJPn9DB06VHlelmWsXr0aGRkZsNvtmDJlCg4dOtSHV0zxqKqqCjNnzkRGRgYkScK2bdv8ng8nn7W2tuLhhx/G1VdfjZSUFMyaNQsff/xxL34Likeh8t5Xv/rVTnVgQUGB32uY96g7nnzySdx0003o378/Bg8ejDlz5uDo0aN+r2HdR9EQTt5j3UfRsGnTJuTm5mLAgAEYMGAAbrnlFrz++uvK86zzKJ4w2BVFL730EpYuXYoVK1agpqYGt912G6ZPn46TJ0/29aWRwYwfPx6nT59Wfj744APluaeeegpPP/00nnvuObz33nsYOnQo7rnnHnzyySd9eMUUb5qbm5GXl4fnnntO8/lw8tnSpUuxdetWbNmyBXv27MF//vMfzJgxAx6Pp7e+BsWhUHkPAO69916/OvC1117ze555j7pj165d+Na3voXq6mrs2LED7e3tmDp1Kpqbm5XXsO6jaAgn7wGs+6jnDR8+HOvXr8f777+P999/H3feeSdmz56tBLRY51FckSlqbr75ZnnhwoV+j33mM5+RH3vssT66IjKi4uJiOS8vT/M5r9crDx06VF6/fr3yWEtLi+xwOOSf//znvXSFZDQA5K1btyq/h5PPGhsbZZvNJm/ZskV5TX19vWyxWOQ33nij166d4ltg3pNlWX7ggQfk2bNn676HeY96ytmzZ2UA8q5du2RZZt1HvScw78ky6z7qPWlpafLzzz/POo/iDmd2RUlbWxv27duHqVOn+j0+depUvPXWW310VWRUH330ETIyMjBq1Ch86Utfwr/+9S8AwPHjx3HmzBm/fJiUlITbb7+d+ZB6TDj5bN++fXC73X6vycjIQE5ODvMiRayyshKDBw/GmDFj8I1vfANnz55VnmPeo57S1NQEAEhPTwfAuo96T2DeE1j3UTR5PB5s2bIFzc3NuOWWW1jnUdxhsCtKzp8/D4/HgyFDhvg9PmTIEJw5c6aProqM6LOf/SxefPFFVFRU4Fe/+hXOnDmDW2+9FRcuXFDyGvMhRVM4+ezMmTNITExEWlqa7muIumP69On4/e9/j507d+LHP/4x3nvvPdx5551obW0FwLxHPUOWZTzyyCP43Oc+h5ycHACs+6h3aOU9gHUfRc8HH3yAfv36ISkpCQsXLsTWrVsxbtw41nkUdxL6+gKMTpIkv99lWe70GFEkpk+frvx7woQJuOWWW5CVlYXf/e53ykalzIfUG7qTz5gXKVLz5s1T/p2Tk4Mbb7wRTqcT5eXlmDt3ru77mPeoKxYvXoza2lrs2bOn03Os+yia9PIe6z6KluzsbOzfvx+NjY3485//jAceeAC7du1SnmedR/GCM7ui5Oqrr4bVau0UwT579mynaDhRT0pJScGECRPw0UcfKacyMh9SNIWTz4YOHYq2tjZcunRJ9zVEPWHYsGFwOp346KOPADDvUeQefvhhlJWV4W9/+xuGDx+uPM66j6JNL+9pYd1HPSUxMRHXXXcdbrzxRjz55JPIy8vDs88+yzqP4g6DXVGSmJiI/Px87Nixw+/xHTt24NZbb+2jqyIzaG1txZEjRzBs2DCMGjUKQ4cO9cuHbW1t2LVrF/Mh9Zhw8ll+fj5sNpvfa06fPo2DBw8yL1KPunDhAk6dOoVhw4YBYN6j7pNlGYsXL8Zf/vIX7Ny5E6NGjfJ7nnUfRUuovKeFdR9FiyzLaG1tZZ1H8acPNsU3jS1btsg2m03+9a9/LR8+fFheunSpnJKSIp84caKvL40M5Lvf/a5cWVkp/+tf/5Krq6vlGTNmyP3791fy2fr162WHwyH/5S9/kT/44AN5/vz58rBhw+TLly/38ZVTPPnkk0/kmpoauaamRgYgP/3003JNTY1cV1cny3J4+WzhwoXy8OHD5b/+9a/y3//+d/nOO++U8/Ly5Pb29r76WhQHguW9Tz75RP7ud78rv/XWW/Lx48flv/3tb/Itt9wiZ2ZmMu9RxBYtWiQ7HA65srJSPn36tPLz6aefKq9h3UfRECrvse6jaFm+fLlcVVUlHz9+XK6trZW///3vyxaLRd6+fbssy6zzKL4w2BVl//u//ys7nU45MTFRvuGGG/yODCbqCfPmzZOHDRsm22w2OSMjQ547d6586NAh5Xmv1ysXFxfLQ4cOlZOSkuTJkyfLH3zwQR9eMcWjv/3tbzKATj8PPPCALMvh5TOXyyUvXrxYTk9Pl+12uzxjxgz55MmTffBtKJ4Ey3uffvqpPHXqVHnQoEGyzWaTR4wYIT/wwAOd8hXzHnWHVr4DIL/wwgvKa1j3UTSEynus+yhaFixYoPRdBw0aJN91111KoEuWWedRfJFkWZZ7bx4ZERERERERERFR9HDPLiIiIiIiIiIiMgwGu4iIiIiIiIiIyDAY7CIiIiIiIiIiIsNgsIuIiIiIiIiIiAyDwS4iIiIiIiIiIjIMBruIiIiIiIiIiMgwGOwiIiIiIiIiIiLDYLCLiIiIiIiIiIgMg8EuIiIioji1evVqXH/99X32+atWrcKDDz4Y1muXLVuGJUuWRPmKiIiIiABJlmW5ry+CiIiIiPxJkhT0+QceeADPPfccWltbMXDgwF66qg7//ve/MXr0aNTW1mLkyJEhX3/27FlkZWWhtrYWo0aNiv4FEhERkWkx2EVEREQUg86cOaP8+6WXXsLjjz+Oo0ePKo/Z7XY4HI6+uDQAwLp167Br1y5UVFSE/Z4vfvGLuO666/DDH/4wildGREREZsdljEREREQxaOjQocqPw+GAJEmdHgtcxvjVr34Vc+bMwbp16zBkyBCkpqaipKQE7e3t+N73vof09HQMHz4cv/nNb/w+q76+HvPmzUNaWhoGDhyI2bNn48SJE0Gvb8uWLZg1a5bfY3/6058wYcIE2O12DBw4EHfffTeam5uV52fNmoXNmzdHnDZEREREwTDYRURERGQgO3fuRENDA6qqqvD0009j9erVmDFjBtLS0vDOO+9g4cKFWLhwIU6dOgUA+PTTT3HHHXegX79+qKqqwp49e9CvXz/ce++9aGtr0/yMS5cu4eDBg7jxxhuVx06fPo358+djwYIFOHLkCCorKzF37lyoFxHcfPPNOHXqFOrq6qKbCERERGRqDHYRERERGUh6ejo2btyI7OxsLFiwANnZ2fj000/x/e9/H6NHj8by5cuRmJiIvXv3AvDN0LJYLHj++ecxYcIEjB07Fi+88AJOnjyJyspKzc+oq6uDLMvIyMhQHjt9+jTa29sxd+5cjBw5EhMmTMBDDz2Efv36Ka/JzMwEgJCzxoiIiIgikdDXF0BEREREPWf8+PGwWDrGM4cMGYKcnBzld6vVioEDB+Ls2bMAgH379uGf//wn+vfv7/d3WlpacOzYMc3PcLlcAIDk5GTlsby8PNx1112YMGECpk2bhqlTp+K//uu/kJaWprzGbrcD8M0mIyIiIooWBruIiIiIDMRms/n9LkmS5mNerxcA4PV6kZ+fj9///ved/tagQYM0P+Pqq68G4FvOKF5jtVqxY8cOvPXWW9i+fTt++tOfYsWKFXjnnXeU0xcvXrwY9O8SERER9QQuYyQiIiIysRtuuAEfffQRBg8ejOuuu87vR++0x6ysLAwYMACHDx/2e1ySJEyaNAklJSWoqalBYmIitm7dqjx/8OBB2Gw2jB8/PqrfiYiIiMyNwS4iIiIiE/vyl7+Mq6++GrNnz8bu3btx/Phx7Nq1C9/+9rfx8ccfa77HYrHg7rvvxp49e5TH3nnnHaxbtw7vv/8+Tp48ib/85S84d+4cxo4dq7xm9+7duO2225TljERERETRwGAXERERkYldddVVqKqqwogRIzB37lyMHTsWCxYsgMvlwoABA3Tf9+CDD2LLli3KcsgBAwagqqoKn//85zFmzBisXLkSP/7xjzF9+nTlPZs3b8Y3vvGNqH8nIiIiMjdJVp8HTUREREQUBlmWUVBQgKVLl2L+/PkhX19eXo7vfe97qK2tRUICt40lIiKi6OHMLiIiIiLqMkmS8Mtf/hLt7e1hvb65uRkvvPACA11EREQUdZzZRUREREREREREhsGZXUREREREREREZBgMdhERERERERERkWEw2EVERERERERERIbBYBcRERERERERERkGg11ERERERERERGQYDHYREREREREREZFhMNhFRERERERERESGwWAXEREREREREREZBoNdRERERERERERkGP8PcVOi03gIBoUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spike_ind, neuron_ind = np.nonzero(multiunits_spikes)\n", "\n", "fig, axes = plt.subplots(7, 1, figsize=(12, 12), constrained_layout=True, sharex=True)\n", "axes[0].plot(time, position, linewidth=3)\n", "axes[0].set_ylabel('Position (cm)')\n", "\n", "axes[1].scatter(time[spike_ind], neuron_ind + 1, color='black', s=2)\n", "axes[1].set_yticks((0, multiunits_spikes.shape[1]))\n", "axes[1].set_ylabel('Tetrode Index')\n", "\n", "for tetrode_ind in range(multiunits.shape[-1]):\n", " axes[2 + tetrode_ind].scatter(time, multiunits[:, 0, tetrode_ind], s=1)\n", " axes[2 + tetrode_ind].set_ylabel(f'Tetrode {tetrode_ind + 1} \\n Channel 1 \\n Spike Amplitude')\n", "\n", "sns.despine()\n", "axes[-1].set_xlabel('Time (s)')\n", "axes[-1].set_xlim((time.min(), time.max()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the spike waveform features against each other, instead of over time. From this we can see that there are four simulated cells on the first tetrode." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(multiunits[:, 0, 0], multiunits[:, 1, 0])\n", "plt.ylabel('Spike Amplitude 1')\n", "plt.xlabel('Spike Amplitude 2')\n", "sns.despine(offset=5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(multiunits[:, 1, 0], multiunits[:, 2, 0])\n", "plt.ylabel('Spike Amplitude 2')\n", "plt.xlabel('Spike Amplitude 3')\n", "sns.despine(offset=5)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(multiunits[:, 2, 0], multiunits[:, 3, 0])\n", "plt.ylabel('Spike Amplitude 3')\n", "plt.xlabel('Spike Amplitude 4')\n", "sns.despine(offset=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting ###\n", "\n", "So we have four spike amplitudes and position. Our goal is to fit an encoding model that relates these amplitudes to position. The setup here is much the same as the `SortedSpikesDecoder`. We initialize the decoder with some parameters and tehn we fit the position and multiunits. We are again using the estimated movement variance from the animal's position to set the variance of the random walk (`movement_var`). We also set the size of the place bins (`place_bin_size`) to be the square root of the estimated movement variance so that it corresponds to one standard deviation of the Gaussian for the random walk.\n", "\n", "An **important** parameter here---different from the `SortedSpikesDecoder` is the 'bandwidth' parameter. This is passed as a parameter in the model keyword arguments. The bandwidth is a vector that sets the amount of smoothing done for the kernel density estimates for both the spike waveform features and position. Position always occupies the last one or two dimensions.\n", "\n", "So for our case, we have a five dimensiononal vector. THe first four dimensions correspond to the bandwidth parameter for the spike amplitudes. The last dimension corresponds to our 1D position.\n", "\n", "**NOTE**: These particular bandwith parameters are not the ones typically used with real data. A bandwidth of 24 would be more common for this particular dimension. Likewise, we are using a slightly larger position bandwith. A more typical one would be 6." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:replay_trajectory_classification.decoder:Fitting initial conditions...\n", "INFO:replay_trajectory_classification.decoder:Fitting state transition...\n", "INFO:replay_trajectory_classification.decoder:Fitting multiunits...\n" ] }, { "data": { "text/html": [ "
ClusterlessDecoder(clusterless_algorithm='multiunit_likelihood',\n",
       "                   clusterless_algorithm_params={'mark_std': 1.0,\n",
       "                                                 'position_std': 12.5},\n",
       "                   environment=Environment(environment_name='', place_bin_size=0.526862608560107, track_graph=None, edge_order=None, edge_spacing=None, is_track_interior=None, position_range=None, infer_track_interior=True, fill_holes=False, dilate=False),\n",
       "                   infer_track_interior=True,\n",
       "                   initial_conditions_type=UniformInitialConditions(),\n",
       "                   transition_type=RandomWalk(environment_name='', movement_var=0.27758420829876057, movement_mean=0.0, use_diffusion=False))
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "ClusterlessDecoder(clusterless_algorithm='multiunit_likelihood',\n", " clusterless_algorithm_params={'mark_std': 1.0,\n", " 'position_std': 12.5},\n", " environment=Environment(environment_name='', place_bin_size=0.526862608560107, track_graph=None, edge_order=None, edge_spacing=None, is_track_interior=None, position_range=None, infer_track_interior=True, fill_holes=False, dilate=False),\n", " infer_track_interior=True,\n", " initial_conditions_type=UniformInitialConditions(),\n", " transition_type=RandomWalk(environment_name='', movement_var=0.27758420829876057, movement_mean=0.0, use_diffusion=False))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from replay_trajectory_classification import ClusterlessDecoder, Environment, RandomWalk, estimate_movement_var\n", "\n", "movement_var = estimate_movement_var(position, sampling_frequency)\n", "\n", "environment = Environment(place_bin_size=np.sqrt(movement_var))\n", "transition_type = RandomWalk(movement_var=movement_var)\n", "\n", "clusterless_algorithm = 'multiunit_likelihood'\n", "clusterless_algorithm_params = {\n", " 'mark_std': 1.0,\n", " 'position_std': 12.5,\n", "}\n", "\n", "\n", "# If your marks are integers, use this algorithm because it is much faster\n", "# clusterless_algorithm = 'multiunit_likelihood_integer_gpu'\n", "# clusterless_algorithm_params = {\n", "# 'mark_std': 1.0,\n", "# 'position_std': 12.5,\n", "# }\n", " \n", "\n", "decoder = ClusterlessDecoder(\n", " environment=environment,\n", " transition_type=transition_type,\n", " clusterless_algorithm=clusterless_algorithm,\n", " clusterless_algorithm_params=clusterless_algorithm_params)\n", "decoder.fit(position, multiunits)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predicting Position ##\n", "\n", "Once we have fit the model, we can predict position from the multiunit spikes and their associated waveforms.\n", "\n", "Note here that the decoding here will probably take much longer than the `SortedSpikesDecoder`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:replay_trajectory_classification.decoder:Estimating likelihood...\n" ] }, { "data": { "application/json": { "ascii": false, "bar_format": null, "colour": null, "elapsed": 0.04701399803161621, "initial": 0, "n": 0, "ncols": null, "nrows": 51, "postfix": null, "prefix": "n_electrodes", "rate": null, "total": 5, "unit": "it", "unit_divisor": 1000, "unit_scale": false }, "application/vnd.jupyter.widget-view+json": { "model_id": "c01b7e9125f846358c34e854d499d2ab", "version_major": 2, "version_minor": 0 }, "text/plain": [ "n_electrodes: 0%| | 0/5 [00:00\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset>\n",
       "Dimensions:            (time: 50000, position: 333)\n",
       "Coordinates:\n",
       "  * time               (time) float64 0.0 0.001 0.002 0.003 ... 50.0 50.0 50.0\n",
       "  * position           (position) float64 0.2628 0.7883 1.314 ... 174.2 174.7\n",
       "Data variables:\n",
       "    likelihood         (time, position) float32 1.0 0.9999 ... 0.9543 0.9537\n",
       "    causal_posterior   (time, position) float64 0.00304 0.00304 ... 1.055e-134\n",
       "    acausal_posterior  (time, position) float64 0.0724 0.09587 ... 1.055e-134\n",
       "Attributes:\n",
       "    data_log_likelihood:  -1533.4638320303802
" ], "text/plain": [ "\n", "Dimensions: (time: 50000, position: 333)\n", "Coordinates:\n", " * time (time) float64 0.0 0.001 0.002 0.003 ... 50.0 50.0 50.0\n", " * position (position) float64 0.2628 0.7883 1.314 ... 174.2 174.7\n", "Data variables:\n", " likelihood (time, position) float32 1.0 0.9999 ... 0.9543 0.9537\n", " causal_posterior (time, position) float64 0.00304 0.00304 ... 1.055e-134\n", " acausal_posterior (time, position) float64 0.0724 0.09587 ... 1.055e-134\n", "Attributes:\n", " data_log_likelihood: -1533.4638320303802" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_ind = slice(0, 50000)\n", "\n", "results = decoder.predict(multiunits[time_ind], time=time[time_ind])\n", "results" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 1, sharex=True, constrained_layout=True, figsize=(15, 7))\n", "\n", "spike_ind, neuron_ind = np.nonzero(multiunits_spikes[time_ind])\n", "axes[0].scatter(time[spike_ind], neuron_ind + 1, c=\"black\", s=0.5, clip_on=False)\n", "axes[0].set_yticks((1, multiunits_spikes.shape[1]))\n", "axes[0].set_ylabel('Tetrodes')\n", "axes[0].set_title(\"Multiunit Spikes\")\n", "\n", "results.causal_posterior.plot(x=\"time\", y=\"position\", ax=axes[1], cmap=\"bone_r\", vmin=0.0, vmax=0.05, clip_on=False)\n", "axes[1].plot(time[time_ind], position[time_ind], color=\"magenta\", linestyle=\"--\", linewidth=3, clip_on=False)\n", "axes[1].set_xlabel(\"\")\n", "axes[1].set_title(\"Causal Posterior Probability of Position\")\n", "results.acausal_posterior.plot(x=\"time\", y=\"position\", ax=axes[2], cmap=\"bone_r\", vmin=0.0, vmax=0.05, clip_on=False)\n", "axes[2].plot(time[time_ind], position[time_ind], color=\"magenta\", linestyle=\"--\", linewidth=3, clip_on=False)\n", "axes[2].set_title(\"Acausal Posterior Probability of Position\")\n", "axes[2].set_xlabel('Time [s]')\n", "sns.despine(offset=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`results` has three main variables:\n", "+ **likelihood** -- the probablility of spikes given position\n", "+ **causal_posterior**: the probability of position given only past spikes\n", "+ **acausal_posterior**: the probability of position given all past and future spikes\n", "\n", "You'll probably want to use the **acausal_posterior**, but we can visualize both the acausal and causal and overlay the true position (magenta dashed line):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this, we can see, as expected, that the decoded position (given as a probability of position over time) matches the true position well." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.13 ('replay_trajectory_classification')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" }, "vscode": { "interpreter": { "hash": "4a7f66fcc594c8d455cfdc63d8322c72751e859b788d96111d5579960745f043" } } }, "nbformat": 4, "nbformat_minor": 4 }