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@palonso
Last active September 29, 2020 10:04
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Embedding extraction demo for the ISMIR 2020 LBD "Deep embeddings with Essentia models"
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{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import essentia.standard as es\n",
"from essentia import Pool\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = [12, 8]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MusiCNN embeddings"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fcea7c02518>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 342.72x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"audio = es.MonoLoader(filename='your_song.mp3', sampleRate=16000)()\n",
"\n",
"musicnn_embs = es.TensorflowPredictMusiCNN(graphFilename='msd-musicnn.pb', \n",
" output='model/dense/BiasAdd')(audio)\n",
"\n",
"plt.matshow(musicnn_embs.T, aspect='auto')\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# VGG-I embeddings"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fceac177d30>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x619.563 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"vgg_i_embs = es.TensorflowPredictMusiCNN(graphFilename='msd-vgg.pb', \n",
" output='model/flatten/Reshape')(audio)\n",
"\n",
"plt.matshow(vgg_i_embs.T, aspect='auto')\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# VGGish embeddings"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fcea7b39b70>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8+hh9g6koiqIoilIi1kceH9VgKoqiKIqiKCuMvsFUFEVRFEUpAVbsatoUlRX6gLlGeHfsjcsz22BXkq7GS+XGr8Oyhu2Sbga/FbYjkT2FiORagqygHrdQms58TPzTh+KyP4821PzN9R6wr02CN94Tl71/eDEumyTZ2IQ2JuPfe2e8rWoI9hqJrx2Jy/7+3Thu3NnKsNUVYypgwWL2bkc7+p0+O9PXj3qbYAdmGmARFQxivgTT+e1I4nqrq7HvzMwN910KUTrYfKlgX7N4kY1a9sb7lSFsyza7H/Y9ya8czrf7iuId3BeXL/xjN1dbjiPY2PAK5mn2JGyYcshjz+VVwh4nmJu7/oiSEd2rBe2BiuHB3spvw3rPa3HmWi/2aWwUEZHsKNv2kRXdvehv/p6wz79yw2Yktm3FP0JrqcylKwX2LsKDWA+9Y/g+DGZhJegd2INm9rjrMzSmvMYppUUfMBVFURRFUUqBzbGnva1RDaaiKIqiKIqyopSFTVFD9Ub70M73i4iIrcAr+vk2F26ruoLwmKVX9ZwRImd7lGGAMhtM7UTGi+oeykDhYx9/LAzpDQzF27Jj46j3vgM47shxd8zObfG2oBFZXAxnrpjC63wbZo0wlAUi249sDcXgcCtn8pndg2wN6Tq8mK5/MQyJUGaDoJVCodyObciKEWXA8Qdw/ZxthLNNRBlJsrUIx3rPHY/LHJ4XypoRZ6+5irBNsXC6O/mNs9BE2ZJERMxTLy06n9+BzBXc98VCZVG4VkTEUhYLr5GySNH2TFR3gXZyKClz4VLefVabKPOFiMjEfRvz7lNzme6Xw8dWvU3F4HtOKiAzSDe79SIxSVlapmkcKROITdD/rcN1IsrYJIK1R0Sk+lWE2DgjSxBmHgmqUG+yD/dLph3zhbNAxRmvKEuPz22m+TKxtzEu17/k5tPsDgp/0tSqvEDZw9qcxCGg9bTiIoWQWynbEfVF8qK71nQ3ZX8hFQ3fT5xFJ8r841/F2hll3BIR8UYpexatRQsH3PxLXR3D5zSms1sg1aj4wvNyPTnr4RWEetOU4Wi+BWtOVZ9b4zN1OEemEn3Ec6DmVbe+8rrOr578UWQ1ChqRZccbd/dLurMR+1JmsxyovukdbkwqB2ltpaxOiXFs9xZoPh0/FW7kDFCU4Yoy0EkryibMWGcpg5slWUuOHIayZ8X1Uoay7NkLaOcGzJ04PM3fzwn6HqHvg2Aa5/budDKg4OVXUS+tl0EdMjUFL53EcXXhvJ9E2xKbkVHqS5f/55rb+Nx5V9J+bpVsinZs7lvz62M0RK4oiqIoilISjGT5f223MRoiVxRFURRFUVYUfYOpKIqiKIpSAqzkqGNua8pCg6mpIpV8jP3Yw3G58eNPl/TcbNmTY+NxM3WRdrOQ3U50PlMNbVEh66FyI3gD2TB9+8Ub7Lk07CMH43Kk+bMP07anX1p0jKKsVyLt+FpaLBUiskhakra+BJRDqsg77krZv/n71dFg7t2iqSIVRVEURVHWJarBVBRFURRFUZSbQN9gKmVLqcPizK2GxXPqWkIWmvh8K3jelcLftysuRxlScqxIOCxewCplOeRY4YTnyWhYXFHyUo6h8YhyCY2XE1bWzxtMfcBUFEVRFEUpEYFdHw+YGiJXFEVRFEVRVhR9g6koiqIoilICNESurDqcZi2zFakL5ZmX16A1a0uie0tczmxoxAfrsS8odWMwiNR+AaVwK5bSshD+7h1xOXv63JKPi3SXTJwC7npuUndZiOg8kd2JiOq6Epu64nKm52pJz+3v2YlzN1Nq3BJoZP22trh8+f1OF9z6UjreVnWFUjceQ4rB250oFWLmSk+8jW29EmewPTuENcWrdulQTQ2NYzXWlrmd+F6qOHYFdYQpcH1KkZvZ1x2XR/YjzWpq2tkg1v/NC2hbGqkpeS3zNlLq0SvOom3iH98bb2v84gl8Trp2j9ofX8cWpL01o6SB7120q7KK6AOmoiiKoihKCbBiJLtO1Inr4yoVRVEURVGUkqGZfMqAlcwao7y2icJdIiJC9yaHQm82RK4oK8oKWFLdchOqEY5lGYmi5KMcMvnsu6vCfvRvNxbf8SZ4qPviml8foyFyRVEURVGUErCefuSjIXJFURRFURRlRdE3mIqiKIqiKCXBSNauj3d7+oBZBhTSXZp7DsRl++JxEcnVHHktzfi8IhmXB78Ldg9tTw66c5w6G2/zd23HScgK5+Tv7onLu3/6uSW3P+L87z8cl7f/MtI8mmQK7WSLitBeIpieLlq3qaiIy35oZzF1AOkKa08MxOXpvbAzqTmJ7RGjhzrjcuMXYH0hVdA2RlYcuY1AWMM7uC8uB0dRB9sMZS7B2iNuO+ltM3thzxTZvLDVSCHWu+7y9J8/EJf9KegAk+OLF+1MDXSstZcxfpvffT4uv3LcjUPrlrF42/BwLSoZx73V+R3UMf4eZ4tjnoJdy+w9s3E5O4u2JUZQR6Z2sV6x+SXsO/kmuh8o40fFi+5+2fyh4/G2Sz+NNaLhQhCXJ7a6vpjeARufDd/AOcZ2oa/mOmH71PU1d76FGvq8BW3o/O9PoW2ku5x914MiImLQBJnswvkaz6Md0x3oi6juilGMU4CPZaEe5249hrUj+ZXDbl/SXWbefF9cTtfj3NVXMSbeZWd7NXvP1njb1EZ8Ddb0oS+qetz4Tm+vR11XMDZBJRoaJNFfqUG3z8S+xnhb3d/Bxskje59rPwjrsOoB15/+AvpichPa1v6/0Pd+a0tcjqyHEtu7422Z8xfjsn3d3XG57xC+PxouuPPVfQOWTtmxccnH1D85FJerBt1Y+nPoK+8V2J7lW8/5O2D6++6Jy3XfOI1z0/dgYpsbn8yFS7iOR2C9NLm1Ki5zf9X8zbN526+sDfqAqSiKoiiKUgKsiATrRJ2oD5iKoiiKoiglYr38yEdtitYLFN6VmxzzQqHu9c5NZ5lZgTG5VXySWWSHR0p6bs3OoyhKKSkHm6I9d1XaP/381uI73gRv2XZ6za+P0TeYiqIoiqIoJcDa9fMjn/VxlYqiKIqiKErJ0DeYiqIoiqIoJSJYJxrM2/sBc4VTmS1LM3aT586xv3np5JKPK8oKaPxKrbvMPnpvXPa/+QLKoc1HIUuNlcbft8ud71VYPXF/FpsL3t374zJbGnEd0dzKPnRHvC3xAiw8CqXB8zvaXaERViqX/nF7XN70u09df4iIiEy+5yEREan71DM43zbogsbvhdVV7fkpNPlFWOTEbSDLlIDGxFTBSsRrc/sEfbB/KnRNkX2VCCxPVP9bHiQ2wBos09e/hi1ZzFLmSLTPTc+hMkiPKUL3vRSwVFsK0bWswHV4dXVxOZicvOG+Od+jWTr3Mr6jeKxNEvXlW1N4PZGpRR8rq8jt/YCpKIqiKIpSJrhUketDnagPmIqiKIqiKCVh/fzIR22K8sBZYySgUCiFVfw2ly0mOzhYsnYptxc8z7zNG0VEJHv2wlo1Z0Xwd26Ly8GVa3HZzs+7z/fsxOfnLuLzYpKTMrB0EpGyCZGuFSzhMdPIKFWKecth4Qs/7ebRtj8+hR3aYLklVxG+D2bRznyhcc6uVSirWgTfs9GcXkSe0LNfDwmLqUE2nUxv36J9shMTN673urqXQyT3ERGRviF3vgLXzJKZ7DW009vSJSIiZgrhaFtHYeiRMWyfchKXnOxjdB1+A/olpx3hPh71FYfevTv20r4oBi+7rESc8U4CpJf6yuxfrrmNz647q+1//9zO4jveBP9oxytrfn2MvsFUFEVRFEUpAespk8/6uEpFURRFURSlZOgbTEVRFEVRlBKRtWpTtDaYxR1vfGg2LGkiC+lQIp1MIY1MIauNSIuTHRvDNtaITOB8QSGdTNSGAjYKdsFpgFhzxjYv2aHhG9abc44CeiDWweXTRuWzgRHJ1dxkLlxacjvi47u34PiLl5d8nFdZSf/AS3W2nJj+wUPYJevmQOUg9FTmyaNxmdMf2oU06gs1PDz+UoFxyly6suQ2L0WLFc2BhTfdFW9LfuVwgQoXz/vMm++Ly6lnYFmVuW8P6utztkCn/yX0aTv+LayHGO6X9D43Vt53jsbbePwm74ZNUcUo+tCfdmVvDPNGhsdwGXM0JnswD014fel6jPXMXbi+2ksY64Vm7DPxM+76Zp9pjbe1nMB9WPcU5rcNNXi2Kon29kHXZWdnce5D2+NyzQln88LWTDVX0J5EP65P5nF9C3ucbjZ1Hjrs8UNdcbn+FbqXPYxvts5dnz8JXZoZxXoy8Uh3XK4cwNxKnnT3lO3EWGdaYAWVHIAHS7q11u3r47wVZ6Cjy7ZDd8j4g2Pu845GNH2GxnQM55jdhXYk2t06OdeO+6L2FPreTGC+sJVV9m6nCUz0k71VGmtjtpXWXx9rw9bPhft3YF7wtWbuwvgmj/NaFq59bI+zAXUkyO7LVoZrA+k5TSutLRPQBJq6WrQz1Ct6m3E/8Trs0/cZayJtyn1PJCZxjoXNGKfUKWiaM2xNFGqS2dYtMY17NlOL+yFxCelgs9vd/E2M4JrTnY1xeaoFY5nqQju84VBX2YZ9M000D0nzGGko09vb4m19D+L+3vgtzIvkFegmF7rD3zgkMebeAuo1IzSfaA2PtJemGu0R1ndjCVBKQPk9YCqKoiiKotyGWDFqU6QoiqIoiqKsLIHaFJWOhuqN9qG9/0JERCyHCqOQR5YynnBog/aNwgsiImbehQcshSK8KXo3TmFYW4nwgVlYbJViL13F51V4tW/q6xbtG9TjFT/XlRMeanLhCI9CYtN3I6yWrkGb67+IrCmxRQNdc074vkhWGw6Lc8i+2HFR1pzrCaZwTZF9SObqtbz7cptz5A5h6IJtQmwXwtdjdzbG5cbPvRyXvY4wfELWGRymvtmsLzm2Qd2b43L2lMvgYx64M97mDyM8ZqcRTuWsGlG/TD3cHW+r/vujOAf1bWR31fNrj+B4irzPN+Me6P479P21N7jQ3Ja/QnifQ/2JToR9+9+JkHX1oLuPrj6Ke2H3X4yhPfXoi8Qwzhf1BePvQjhy9AGETav7EKZLjrtwsD+CEGumA9fvvXIuLvf9+MG4vOHbLqRnMgiPZU8gw1FeytxKKArjFcpkVPR4kpTk2L8w0T3H2aKWIOuIZBTZ4ZH8nx+APGPkHty3Ld90cy7Tg/WSrWI4ZBmMk91MlJWL7N54zclOYL4Er4PU5Ny73T3eehjzt+Ec1vjkKbTDdkKCZGbC6x6i66M1SSjLTHQvcyYuM4v1hO8FtlCSlkZ33iu98SaPQ+tVNA78/RJKH0yG5ixJMtgKiPcJqt18CI69ivNxm+m7L2hEHd6lMPRPayR/H7Bkys7MLioHU5QWh+YZZ/UxoYShkI1VIYuoaB5m9kJm4B89g3or0YfpO9DO5Ike1za6jszrkR3tG1//d2tu47Pjzhr7Xz67v/iON8F7dh1e8+tj9A2moiiKoihKCVhPmXzWx1UqiqIoiqIoJUPfYCqKoiiKopQAK2bd2BSVhQaz3FJFKsprDdaH2udfWcOW3DqsGx17vdNX1f71s2vVHEVRbhOesI+vuUZx25219jc/c0fxHW+CH9v97JpfH6NvMBVFURRFUUrEWqWKNMZ8RES+V0QGrLWLnnKNMb8kIj8S/jMhIvtEpM1aO2KMuSgikyKSFZHMUh5k9QFTURRFURSlBFgrkl07m6KPisgfi8jH831orf0DEfkDERFjzPeJyM9ba9lS4k3W2qGlnkwfMJWyhTPZJL5+BB/ksWBZTfx6ZweVLZK9qRDeHXvjMluJMPYRZ82TGIMdCGfFGfyuzrjceAr2NibsA+9VZCtZijHPrV7TcjGJxUuNR5mFhDIuDbwddkrtXzgvIiKW9i1koaOUgDW0gPLbkA3GhFl9OBNbomtjXC5kmVbMhqkYLN/I9Pbl3SeyWSpkAVc0c9sS+pitnIJpt2YsxZItuu9FRCSVLNyGJcAWQ4YyIOXLAseWVWzPVSir3rLaUc/Z9kqznr1WsdZ+yxjTvcTd3ysin7yV8+mvyBVFURRFUUqCkWCV/ohIqzHmMP35wE210JhqEXlMRP6GNlsR+Yox5shS69U3mIqiKIqiKK99hlboRz7fJyJPXhcef7219qoxpl1EvmqMedVa+60bVXLTbzCNMZuNMd8wxpwwxhw3xvzrcHuzMearxpgz4d9NxepSFEVRFEW53bHiNJir8WcFeY9cFx631l4N/x4Qkc+KyIPFKrmVN5gZEflFa+0Lxpg6ETlijPmqiPy4iHzNWvt7xphfFZFfFZFfuYXzrCk56QNZ9xLqawqlXMuthDyvTDgJSFvj79sVl7MnkQ6LtTqSDVPlbURKsoDSY9oK6Hb8C9AGRektbQopMYN6pG3z+8eoDuwjA4t1OaaFUjomSCcUpnNL70XKy9RppEnLDkIT7JFuJ9gSXssxSrnWTP8f+ebRRW0QETH3ujRb3gw0R5yOc2Eb+ih5BlosE6YItU2kQ+KxGcB/1ubvRIoyCfWf/k5oAxc2oZ0VZ0k7RKlM5/a5/qi8SH3JWqS7di5qB6dB5PRzrZ9B2tB8OiNbtzh1qQg0ZyK5ujPT5Oayx6kEKQXh3EFcf8XT0I0G0+jn+Bw0f20S82KuszYuV/aGaeWQ8VHs+ctx2aNxb/3rY9gn1Npx2/zdO+LyzA5cX/UZN89MgGsK6jDXZ7agj2pfRIq+oNX1RZxGUETMLMq2Hun1Rg+inc3fcukRsxuwzZum4zgtKt+fA6E2j/o+swn3uj+MFHy2GutPNEeiVLjXn8OkKdWtF85r2pZpx7xP9o5hX9rH1oT9Rfe3maJUqG2UOvYVWquaGsOKsYbk9MsYpRttonSF8+7c3gjSRwqlsrWc1jZPmlLWXfJanNjejeMaKMXiqDuP3Y1UsMl+aCVz1rWwvwMag4Dub7sN+kHuz3jO7UUKQ3+S5gWn+22jFJLRWNJzgjdM9zq1bX4b9Kj+N19wH2/C+puhNLp+G6XKpBSLUd8mOO3xLFKPWkpHmR3CGm7uO+D+7sV6kk936S7Atdlrb8XxNZQ2lNdf0mBGunXWrLPmU6jf+D6Kemjuod3xtuRXDudvm5IXY0yDiLxRRP4ZbasREc9aOxmW3yoiv1msrpt+wLTW9opIb1ieNMacFJEuEXmXiDwa7vYxEfmmvIYfMBVFURRFUVaKtUoVaYz5pLjns1ZjTI+I/LqIJEVErLV/Fu72AyLyFWstv03oEJHPGvcfgoSIfMJa+6Vi51sRDWb4q6R7RORZEekIHz5FRPrChuU75gMi8gERkUqpzreLoiiKoijKbYMVI8EaZfKx1r53Cft8VJydEW87LyIHl3u+W87kY4ypFZF/EJHfsdZ+xhgzZq1tpM9HrbU31GFqJh9lOUSWNzaTKbLna5AHkZHHvIRweSEphndwn9uXwrvZM+dXqXEIw1kKc+ULXd4KbGnk7XHh8OzxUyt6DkVR1h/lkMlnyx319pcfX50m/Oy+b6z59TG39AbTGJMU9zP2/2Ot/Uy4ud8Y02mt7TXGdIrIwK02UlEURVEU5XZgrULkpeZWfkVuROQvROSktfa/00efF5H3heX3icjnbr55iqIoiqIoymuNW3mD+ToR+VERecUYczTc9u9E5PdE5K+MMe8XkUsi8u5baqGiKIqiKMptgBWRYO1SRZaUW/kV+XdEpJBSdUUElUW1dmxxUKK0gSvGMtvu1YRWGx4mZjAJaw+TTKG6JaQMK37C0PBhFdPBeaH1TDAHawyP7Hb4+pii2ssVSGcXpW4UETFPvXRTddwUz72CNixh9+Clk6vXljzE9idss7Vre1y2FZiH3jjsdjJXelyB5n1iK6xiMhdhWcTjG2kvi6bXWwGWkgYwLyucPtEjSya+NyIS3bCQ4n5byr0TwZYv2dHRuBzbspHV03LWE26DnSNrHqqDry+yNSrU3kI2WytJoTSG0XbeVrCOGlgh5bPyYl3xcrTjXgH7sWLjm9Mesh5akfW8yHdDsflbqC+WM3+V1waayUdRFEVRFKUkGMkWfDd3e6EPmIqiKIqiKCVAQ+RlQtFQwmstLM4ss+35wi451a1EWDznhKsXGo9PkSd8siKhkRVoe0nD4rK8cNyakqdvC9kiBfk2cvYaCu8WY7XC4syywuLMCt8r+e4LplC/Lefe4bA4s6TMZDdgKW3Iub4i17paYXGm0D23nHux6Pp8k5ZqhfqzWMi9WHtuiSLzvdj8LdQXGha//SjrB0xFURRFUZTbifUSIl8f72kVRVEURVGUkqFvMBVFURRFUUqAtUY1mKUkaKqR6e8+JCIi1deg3whSzg7B+mRtMp2Oy9lKND9bgQGzntvfkNWGPw9FmD+DOmwCx2WqE4v2TV2B9mtmL9Kqp0ZcO20SFiWz7RVo5yzqSE6QRces05/4IxPxNslA0zLyXbAgaTgNTcpsp7OdqDk1FG8zdJxNJVHfMPRV6b3OCiY5Aj0RX7PJoJ3BuUso3+9SEAZJ7Jvqz6+RSbe4tvnPHMPxDx6Iy3PUL1V9GF9/JNQJjVJfEJa0PMEULG8ivaLXCguToAkWF14fxiy7uT0uT292x9W/SFo70gRm2xri8vgu2HzUn3d95x2/EG8znag32wibk4VmWHRkql3f1X4Bes7grl1x2Z/GvIjn0dET8bbEtq2o6wLGppgNSCH8+nqcb8Gd2zRgW3YbbHpmNiIVZN23obHMDg4u+Xx523CTdkPm/jvisj2MeZbo2oidAjeXbRr3t6nFOKY7Yc1jnnl5UR2ZnqtoJ/WVacK8yHAdLzoLJY/OYWfzj4dH/SzhvWpnsK/xcZ9l6f61GboWP5wj9+xDXS8jnai3pQvbw3mdPXcx3hSl+RQRCcbGsW8W64jX3uoKaejkLOn5snQc93223yVs87phPZXegH5L9ZCWcp7mfbiGWdI7mq1op5mgcw9i7Yu0ov4+3E9mnr4bWrAe8PdEYnRWREQW2jFmFb1Yf3g9H72rUUREml9A23ntTDfjvk+d7ME+beG6RM8QQSXWZ28O7fTGcX1Bg2uTN0ztoZSs6XZcE6/n2RNuDiQ24PvJtjTSyUkN3YvEesFON1bZGrTNfxI2aR5ZWfH42P3OlszvIx2vh+/ozKUrcTnSino7urHvGK7P1KAP7TRd09bwWg5jPfS347txYTPaVnES922mr1+U8qEsHjAVRVEURVHWA1l9g6koiqIoiqKsFFZEgnXyI5+yeMD0Z9JS/5ILvQUXYMGR2B6GCCmEyq/q/S0UHruKV+Om3oUSbBVCszKBEKupQojRTiFEkTDufxUcmrV0jupXcY5gMAzvUYi1lq7JowwUOWHY6BU+hQpn70JYqf6Tz6AOClFUvjDm2t6B0GxONqCZWZyDrD2Sr4bbKBzJWTzYioMtSsyTR92+dE0BWWNw1oVknwtdZcl+gm1+aiirhF1AeEjC0GJ2HOPr7UfIKzj2quQlDOnZShrfcwjLBBTy83vQR7WvurHOkRPQvnIVofPGV1G33dvt6qUwvT+IvjCXEB6rIFlG6p497vMqhLm8Y+dwHM+RWuwTMfJQJz7uwpjNtKFt9YddeCjOlCMi/s5tcXnyLpIItON/ze1H3LUMHsSsre3F+NUfxVy3DdjHD8vZZmxbaEJ7+g4hkw9Te8X1S7oO45GcQl+la7C9/QUKl4bzkMPi/v7dcTlzAiHiKAQcbMC95V3uRV1k75PYvAl1RH1HGXlMcyM+5+P4nuvqDD/H3PMpnJ4doQw5NOeisqkmqcPIWFzOyXrDWWZm3T3uz1CI2ac7dJAkB+E85LBpQCFms5nWzlEKl0f1TtJ6SWFMoRB5ThaWcE3JnoWMxDuLw7IVdD/ROuPdsdf9PYr+scNjcTnTj5Bu+rvvi8vJJ46EO+D+DerRTg7fepRRKLPLXXfFC2hcsA1zwR/DdTf8pVt/7EFIErwRyIT8l2l9ojXVRCHpfgohD1Hf031v6bvBJMPMddQ/2avX4nJqAmMp1VgvEtu73bWRjEY4VPzQXWjzEO5Pv9d9T3i8JpPEIdOBuexPzS86TpL0+EDjMPnDD6GZA26upvrRr1kaU3/3jrhsO9AvJuwWcwe+D2QGbUgdwfhlJvD9MfQvHxYRkbaPHEG9K23hpyyZsnjAVBRFURRFuf0x6yZEvj6uUlEURVEURSkZ+gZTURRFURSlBLhUketDg2lsGaRbrPea7UOJt4nIElJqkU7qZlO0mSR0KDn6jEhfVYI+Sb/1/rg8th36o87PQcMUWcmIiJjQmiaYgAZoOam1/EboaSxpkgra3ET9TH2cY4/Des1QB5YzdgXGyW9ri8uR5Y1319542/i+xrhc92noUfM2kfRplm1VlqG5uVnLH9ag8jjl6MvC6/IGoMViG40cfVyr03D1vwFarontON/2z0CXmBiGnsmG9if2FOZNcB/6k3W6Mxugg5vqcuPT8UdPLb64ZTL/9gfybmebsMS0Gx/vSUrBuYz7rFhqvJvdV1kmdF/79dDhsn3RamFIxzn2Q/eIiEjLk9AoWtKxZifyW5/lW9eKQtfskX7/ZtMxFltzljt/o/q4LnMfbOLMcei+c/YJz1PoHIlu2AKx9VB033qkrTekBc7S95K5d7875MjxoteRD9aTZ89TilQePxqfRKgtzmkv8YR9/Ii19v68H5aIzgNN9p9/8k2rUvd/OfjZNb8+Rt9gKoqiKIqilIjsOlEn6gOmoiiKoihKCbBi1k2IvDweMO0yQlk3GRbPOV2hEGoJ5QLJrxyOy+0U+slQiHUlWXYIK+pnCrEWCiHnHbsC45QvE0xAdh91Ly/6uHATyWLpZllWWJxCQixP4JBWTt3hdXkUamJysk6E5coDsPjo/DtYD7ENUbE7gC2imJoC5eUQWVxxdhv54vNx0T58MC5PdsNKpbE/HKsDe+JtHtmPZciOhUl0uuxC0/fCPqXi75/Pu2/cBg2LrxqJrZvyf1CCEDnLYJIzbq1mCynOElWQm/n+oGOWFBYvEoYvtuYsd/7mq49D0oW+1Yqdh/uW4SxXcV383Unlmw2NR7DtVSGCR+6My5nvHL2l8ykrS3k8YCqKoiiKoqwDgnUSIl8fV6koiqIoiqKUDH2DqSiKoiiKUgKsFcmqBrN0mIQvflOon2mHjsZMOt1WQKkPTdcGlLNBXA76kH7KbHT2L2yTYikdoWF7G0oVGWlS7E5o5ubboSOr7IU9TARb0Nh5aDuD7UjFFlTChihxwqXzCvi8q6S7LMSybDCWo0vlNHoroGed+KfQIzZ9FVYb0hhaBFGKO06FWYzlWhNF6cxsD6UdJKsr4yMQwP3p79kpIiKZU5Qzj6H+SmxzaVETc5jTWZrTRdtI+rNl9QXdCzla0o5WbJ+kudoQ9v1Ufv1rYgzb6z+N9I7eRnffWkq3aTsp7enV/O0bf8T1S93fQ1ca5N8V5+L0ikvQ6UZjuaop5Vb43rhl2EaMMJ5rZ6F1IScdIfNgqIN77hWcotA4UF+YRGizRX1vCqSV9Bug/av+7LOL20DpPT1KnevVk6VYrWtTTkpLshzzOC1mMly3WVNIazzryRNdWO9ttD5R+kQZprShdA6204nTl9L5WJvs7+jGOXppbQjT3RZay/JZw4kgtWqmJ//Nx9fE38ESWjVxymXD1nekT/fCNJvBSyeLts3ScfmuJVojRXLnYfIM+ujWf6GhrCRl8YCpKIqiKIqyHtBfkSuKoiiKoigrhrMpWh8/fymPTD6m2R4yb1nrZijlRrmFFVeRKGzPoUkuX/zth+Py9t9+MS4HC+mwcHsHh9gapWCWlvXCCmQzu1k4A1nq60fjcqmtoRJbnW0Vh5j9Dkgusv355SVR+H1ZsqRl9ne+zDorTb77gWU7HmVZYgKSikmYfcdvRvawTG8fPubwNV1LFAJn2zavqRF1UMjdD23JssdPxdtypDh3wrZMjp3B+ULJxFLue3//buxz4rSIkNxARIIRyBO+MvWxNc90076/xf7wXz62KnX/8X2fWPPrY/QNpqIoiqIoSonIyvoIka+P97SKoiiKoihKydA3mIqiKIqiKCXAiv7IR1HWHtJdRnYXIiL2uNPq5Oi+Vlivae47gOpuMd3ZcjRc/oaOuMxapu7/8DSqoP0jLZpN4lZeSnq1ciNB6TQ5RZ13x14REZlvh94r8fUjpWtYGeKlYHsWzJVWg+nP43xrmZKTtZcxkR75RmRvLVVkQWj9KcXvGtjqaOFhp0FMfRnphw1ZOrFFX86Y3evW1AxZSzH50vqKkK3X7u5421wzLIsStG5F2ku2rEof2huXZ9qhG617cbFNWHYqf2rOKIWsiIg1ix/WOLWusnboA6aiKIqiKEpJWD+/ItcHTEVRFEVRlBIRrJMf+ZTFA6ZJpSSxybn0W8rAIFEmnqb6PEeJyMAQ6qBsDDbKKkBWFGNv3x+Xm56F839QT5lM0i4UYntg1eBRdoiZfXgtX/E1l1nEb4HFQ5zlRERkjDIHcfgkvJbsSVgyFMJvbEAdYcgjvQkZWxJncR2Z7Z049W5cU8vRMXf8LGUZqkE4wx9F9oR0VzPaGTY51YMMDtlWjIM3CdsKE4amsi24fpNBINdM0ZhWICQSVIehlucp+weNI2eEmOuE7UZm+30iIlLVjzYk+5DVJ6ilDBPzCAmZdFgO0DZbjX2lFyGhhTpkE0mFGXlmtmOsqy+OSV6GsD0KMflkGRLsgH2GN4X5mQ2z/QQFsmowbA8ShQqDN9yDzwskDirG/DseQHsq8T9szogVJNzEqL5KtiWVkAAkD2Ne9/3onagjDBs2nEcYM1ON4+qfyxPyFJGJfe4eSE1S1i66Vn8G83pmk+uX2tOwJcmRTqTJAormoa1yIed0Pdm8LOTPF5Q8dhHt3+/WrCxdf9Q/IiIVIxhfllx54Zy0CerjLPp4roOyyRAVA+F9RCHYBdq36jLugdktWDviz2nOpttxn/mzGBOz4No2v4Fsbmj8k09AnuDv2o52bGp0bW9B+L7uNGXaqsH9lLyGNSVocGNmk+hDS5mxZjbh+uqP0HoXznteL7KjGPf5d2IuVx9G1hcTZueZOYD1suooJBl2A9bXhRZ37orLlMWG5o2ZxroWNKK/zHkXng3u3BVv83tRR5RNSEQkqKasRUl33YmryMQ1u4/aeQ7fdzwHKr7+sjsHy2vOX4zL3t347ktQFjN7zq01ho7j+yWYoIw87cjsFdRULWpD6knIiPjOiWyhDMk65htRbnyF+oXWtahurwXfSZKg+6wGGfbMII1PnuvwqrCv5I+4K6tEWTxgKoqiKIqi3O6sp1zk60MIoCiKoiiKopQMfYOpKIqiKIpSIvRHPiXELixI5oLTybCux4b6FHMVab/sBqSvkq0bsf0M6Ww2doTHQ0/T9K2L2LdAGi252u+O70TKsaAKmhvWOJlNoTaGdCiGbDJsI/SKk3uhI6l71rXTPnIw3jbfAh1O3z+Dtq3622hn6w84zdHw49CT1NdvjcusmasgvdqZH3VarI7n4k1Sdw7amsFHu+Jy27d64/KF33fnTp/H5w3I9iXiQfs0GTrM7PgjiP8u/Cvoj8ydpDV7Af1Sc9X13eyjj8TbUuPoz9YPwZpnbDt0Ox3/29lxeFXQE/W/G7ZCHU9Ax9jzLmgeJ3c5je2+3yMLC9Lbnvsl1NH9H3Fus8n1QVBBeiDSpU3vxvbLvwTt254POE1YZn93vK339dAZtR2FfjB52oVMxv/poXhb7VV87n/zhbicuRep0bxvv5jz9/VENj8iIkMPQkPaeNrpx1gHONcEjVPdJcxD7ztH89Ydt43KAWmfNnwEbY7S5iW2d2Nnuney7WibXIXWrvavn3XnoLR1rK2WCtLK1jvLJiFNlqnDPTS9F/d19fPnsU/W3S+VdM/aKtTLGFo7EqfdPEs0kP5ulnSXpBPLsc4KtWTpJtxDiXEcV/1qf1ye307p+irC1H6XsB5W95OGrRH1VR9393LQgmua29oYl6tOUyrFLOlbw/0re/Kn5QvuvyMu9x5C3Rv+Ihzrh6H3M9egafY34jpY6x3pUSP9u4iI3wctZQ11G+ulh9/vUqemazHfOr+F9bnmKNaAHNOg0M6r8uoUttG4y3msDRU94ZpDczonzSGtP7OduK+rzoX6wTEI/uZ3Q7+fOoJ1kjX8kcadrYSqzqIPWTds5rE2eLu3hceRnVIf5hD3bdCK9cmbcNeXaaPrJ8si/g0A65fnN7r5znMkS6kkE9vwvRR9r9s92+Jttefp9wkTJIqsJQ1mc3huvp8mMWaT96I/E5sx7720WwNYKxzMzEg54XKRa4hcURRFURRFUZZNWbzBVBRFURRFWQ+sF5siU4qsA8VoqOq0D+/45yIikq1FaMpbcK/2g0o8B/PrfrazyNQifJCcdOEDM4+Q9WwXXqNX9uGVOdedrXLlIIV6q87BMmJuG0I7ka1IcgyhgdmNeMVffRlhaGELkk2uHVEISyQ360CCLCOyXbCGMK9edH9Xon+CLbCw8CbpmhpggxFZ4dgenM9rJTsiCuOl29D+1Olwfw4JUX9zyCQK+c3tRAiyohfXb0YQuhKfAqrhcUE/ZYzwcA6vDRIHDlNl21z4JF1HYz6Kccg0oo8SYwix+OMuHLPQhbCUx6G5cdiOjN+Jcycn3T41p9DOTCuFNy9TuDGJUP7Zn3Lhmu7PIbTjj1Bojqw7Fjpc2Mn/BsLKnN3GjlEfkoQj2+DGzzuO7D1s7zTzjxFyr/s2wsLzd7m6K8/D+mT0Qcyn1AT6JV2HMWt4ye0fnIe1y9D77kPb2BWIwpcLYXc1nkU4Nl2Fz+dbUN74+0/JjTAPwP4oSGK+WM/VYQosaT5Zay3QXE+G4em5dtwLqfH8WWGiNUlEJAjlBYbW0PlmzL2KIZwvW42xjurwZ0hS4+P62aaosh/3dWT9ZS5QppS9CEcuNJHlTVifP4/+Tg1jfk/upPVwmKyjqtxYJyfIuoj60zx5VPKRect9i6+jGWtHdT+FdDkbUDRmJDnJ1FJfpdH+xFOwwrEskwjxO3BfzNyHfqnqmVy0r+V1iNqcrcG5pztdf9ZeIps1D/v607gmDpGnwr7L1OD6ue95jRO2c8tG33dow1wH5mRVH+owbC3V59YlDt8H0zRvOvA9YvvJ2i9cfwyFpi19v0TWaSK5a1EMhektWb/l2PKFofPMAYTIzdOUOcjS+NJ3X1Rfth9rK8t9vDGMqSU7pSjDUdBB39Vkk/flM39wxFp7/+KLKR0t+9rsYx/9/lWp+xMPfXjNr4/RN5iKoiiKoiglYD3lIlcNpqIoiqIoirKi6AOmoiiKoihKiQistyp/imGM+YgxZsAYc6zA548aY8aNMUfDP/+JPnvMGHPKGHPWGPOrS7nO8giRWxtr+vxJEvxE22bQcawvZE0Va3i8cac/sZQSseoKpb2aIr3iRujxKnpD+wST//V15XNIgxdpn1hTV0npzrwR0ohUQitYEWqqAtLUmSQ+Zw2fPwQ7h2CH0/OZKbKPmSEdUpK1pMlF5dQ4pSskexTWp6QoJdrcfmfNk+onGwnSKnFqt8iOo/I0rDHSm6FhtM0Ys9S1MbQjtB0JLiFNIKdB5NScfO9EOi/WubJ2t+I0rIcym6E/mtnlylUXYINiOVUb6bIavnY6Lg+/c0/YOFitsI6X7UqCOmimuv+j84aa/UfQKFZUYZwSo+j75NMn3PGoVYI+6I9m3wzdYc0r0NNKnTv3/CFYFxmqpOYC5meUulJEpPKca6eldHdNz6PfJg5CD8UavanQcquiDfOp5S+eicvzb4f8p/rCWFzONLk5YJ5+Od7mt6M/I+2UiMjMY5Tm76RrU1CHeZEl3WXyCqXV2+PaXDFEWrU0W7fg+hPVlLIz1LNV9UBXHKUxFRHxpqA1M/04n2xxmj9eA3KsrIjkEGniQj10sHNz3nZyv81vhIVM5avhuNdTOtUK0vmNkqVLqA9lnTqvC3VnyGKmBtda3e+uJdOAeRxU4L5gSyqf0/iFuvfpLRjHml60h68/TetBlOI1qMf5KkjbyG0zdH/mk9myXk8MNJjeMK41sgCym8j+6TC+a1NksbNQ7+ZTsp/0z5TK2FIK49Q4WY5ddjrHzF6sX94EaTCJha5G1HH0nIiIJGrJCquW6hin763zsOWLrbpSNGdJv26Hx3Ac6bP9+jBtcRvsiHI04h6lZqS1KNKQFrL/SWzFvI76K+oTEZH0w1jLEqOoI3saGvFYT0tt8EYxjhmyMmP8UJ8eHD2R9/OywK6pTdFHReSPReTjN9jn29ba7+UNxhhfRP6XiHyPiPSIyPPGmM9ba2/Y0foGU1EURVEU5TbHWvstEcmTvL0oD4rIWWvteWvtgoh8SkTeVewgfcBUFEVRFEUpAVacTdFq/BGRVmPMYfrzgZto4sPGmJeMMV80xkTZR7pE5Art0xNuuyFlYVNUb5rtIfOWtW6GUm6wVKEM5mlJ2sPnMPT/vyC7eF+hMNcEwkfTX0I2rJrHzi86ZknNIMsTcwBZmYJXnHQg0QVLo8xVCtlTOw1l2fHCjDrZIQoxLwGvMpRRUKYQZe3wWxF6Xe5Y3jIULi10P6x6E6oR3i8UIo4kTza9kP9zui/y2S0pKwzNmyeyn15zG5+mve32zR/5oVWp+zOv+9Oi12eM6RaRv7PW3pHns3oRCay1U8aYd4jIH1prdxljfkhEHrPW/mS434+KyCFr7QdvdC59g6koiqIoilIiglCHudJ/bhVr7YS1diosf0FEksaYVhG5KiIkrpVN4bYbog+YiqIoiqIo6xxjzAYTOuUbYx4U94w4LCLPi8guY8w2Y0xKRN4jIp8vVl95/IpcURRFURTlNmctjdaNMZ8UkUfFaTV7ROTXRSQpImKt/TMR+SER+WljTEZEZkXkPdbpKDPGmA+KyJfFmUl8xFp7PM8pcii7B0y/CbZBsaXEArQsrAFiq59gmux0Qs2FTymwsmTPkJOSKgMtT2TjkqMd2wHbCjNB54jSelGaKm6DV0dWQJWwsbGhbienvUsgscnpabOUVrGQxifv8XTNmb7+G+y5REqhRywH3SVToD1sM7WcMSl6DltcZ8bay4ib1V3mNCMDyx770slFn3N604J1kL4sG5bN/ZD9sHVL9vS5vHVE2kvVrZUJNC9WdN4vBdJdRlpI1kH6+2HVlT0BmzEmskFb7vq7LLwbPzwUs1taitbU34nUi9mzF/LuE1dH30U5NkWhzVR2eHk/Ko6/oynNY5ZT2d4kS9G3RkTfhyIiMwcoxe2XDy/6nC385NaXxhVhrR4wrbXvLfL5H4uzMcr32RdE5AvLOZ+GyBVFURRFUZQVpezeYCqKoiiKotyOWFlTo/WSojZFiqIoiqLc9jxhH19zm6KGvR329R/64VWp+wtv/H/W/PoYfYOpKIqiKIpSIkJT9Nse1WAqiqIoiqIoK4q+wVQURVEURSkFdu1+RV5q9AFTKVvSb4WUJPmVwyU990qkxAvecI+IiCRPXEJdBSxBEl0bRUQkc/Va8baF6SFFyH6rDLTUyu2Pd/f+uBwcPbGGLVFeC0RrlWnAmlXI4mwlba/8jva4nO0fuKW6Vpq19MEsNRoiVxRFURRFUVYUfYOpKIqiKIpSItbLG0x9wFTKlkJhcfvwQRERMU+/tGrnvtmwOON9+0VX1xL2XUpoPIKz90Sh/JG37Yq31fSl43Lia0eWXG+5wBk9zvxnN9bdX0D2Hv8bL5S8TYpjLcPinOUtOzq6Zu1Qlk68VuXJOHY9K5kNqtzC4usVfcBUFEVRFEUpAevJaP2WNZjGGN8Y86Ix5u/Cf28zxjxrjDlrjPm0MSZVrA5FURRFURTl9mElfuTzr0XkJP37v4rI/7DW7hSRURF5/wqcQ1EURVEU5TWPtWZV/pQbtxQiN8ZsEpF3isjviMgvGGOMiLxZRP5puMvHROQ3RORPb1iP54lXW+fKPj3zBqH1ioeOM7W1+Hgkvw7HpJIiIpIdJ60a2SRIazPKw2Moh8cFY+M4rqkRn1fQy9hs4P4mexjW0bHNjWQyOGxiyhXuh93HpXfWxeXtf3wG10Hny/RcFRGRROeGeJtNQ2sXt0dEsmN0TWH7Et1bsC2N9gQTk9geoI5gelqux29swD/IUkJC7UyW+q0Q+ewjxn/koXhbphJj3XoU42ePHEcdL7k+shUV+HweGr1iJLZtxXF0/WwhNPnDaFPdp59ZVIdXU4NyG8Y6c/Hy4vNR3/PnvH1uR5uIiExvSKI9FeiLuh6M9ehO9P1Co/u74TzGbvoXMQ6DP3FPXDa0/iRPV4mIiKXbreU46qgcwvlm25JUdgfMN+K4ud1zcXnnn0JxOt+K8el9nS8iIrv+7Gq8jfti9l0PxuWKEZx7579zGtLl6LNYw2kXcJyl+5AxicQNP/cqK+NyMDeXd59isAVLtJ7xnOU2BzMz+dsR7UP3qfg+jstzzy4FnsvF6khs747L6c7GuGyePHpT546Pz9M/Irl9NPPQzrg8eI+bk/UX0BeNJzDvg5f4nQeI1s8sfXfwOUy+NcVDH3tVmAu89vOYRWt/IR13Tn/zWIf1eXX4PggmaX3m69jQEZcnD7n1rOYJrJGyC2ucN4FzZM5fRB2bukREZG4PvlMyVbjW1BjuneQw5kVw1tmumT3b421mHvsOvgFtqxx141P3CjSR9lo/6roLY5qpxjpTccWNz9SB1nhb3WFaOwpo1ifffUhERGqu4j5N9tH30pnrj1gbNJPP0vifIvLLIhLd5S0iMmatjVbqHhHpusVzKIqiKIqiKK8hbvoNpjHme0VkwFp7xBjz6E0c/wER+YCISKWpKbK3oiiKoijKaxu7jjL5GHuTGUCMMb8rIj8qIhkRqRSRehH5rIi8TUQ2WGszxpiHReQ3rLVvu1Fd9abZHjJvual2KMp6oJwzUyiKso4ItTYmgZD2SloMLZflSDyesI8fsdbef8OdVpna3Rvs3X/yY6tS95Pf8wdrfn3MTYfIrbW/Zq3dZK3tFpH3iMjXrbU/IiLfEJEfCnd7n4h87pZbqSiKoiiKchuwXn7ksxqpIn9F3A9+zorTZP7FKpxDURRFURRFKVNWxGjdWvtNEflmWD4vIg/eaH9FURRFUZT1x/oxWi+7TD7+7h1x2YR2OpkLl/A5pQsztdBeZK70xOXIisI2wu4hexL+BFyHnZ2Ny5EFSfBGWLukzsJSga0RiqUrZDsPtgXK9jn93EpoViJ7FZHCFiuvZQZ/+uG43PanT6/KOfLakoiIvwf2GQsbncUVpyhky6ZC9kzTPxRaZjz+bPF2hDYtheZF3w/gvmh9ZWNc9p495o4rNP5ksSIBLIQiqya+t3IbhAXQ3wU7kuzpc/n3j3jwThx3BvdklNpv+gcPxdtqL8M+JVuNuZytQJujdKHeXXvjbfbUBZTZniq61mAJyTnZsynUofv1sDLLFkhtV8yyaCl2Q8UolBLRbwnt1Zob8fmZ8/nrCK+l0HUUmveRRQ6vLdwG8wDG1z7/yqJ6C10/9xvP1ai8lLXMuxvWbqN3uOtr+EuyEHvoLuz78tm87fDbnB0YW5IlNuN+yly6gn3Dec99zHZKXgPZCW2F1Y/XM+j2pTmWYd10gd89xDprGg87h3KwAPsuv4nWn/BaCqbSpDUg0b150Xmzl3Gfct8Xqs+7c4+IiKRbMNaZapyj5gX0Yaa3zx1D4++R9Z/N4F4N+Bw7ut15T2EceW5Nv/UOHJdAP0drLT9HLGwke71vPC7lQDmGs1eD1QiRK4qiKIqiKOuYsnuDqSiKoiiKcjtiRW2KSgrbFBULPcZhIhEJpmBJYFJ5Up5TphsOZ0VhEpHrXsuHr+ANZfqxCQoxjiOrQrDZhTO8swgHcHs5445wuCkMGRQKA/n7d+Mc5xC+XE6mmtWiUFgtLxSWMZRtxFSijkJZKoq2I1/mlQKh4JwmheO7pNBlnhBqzscUKismd8iRZFBmGbbUiDM/tWBfGcF8yg4OFm3ySsL3WY4UhUKIN1XvEqQF+ViJ0LOywhS5R1aTRJcLa1sKGwvdh8uZW69F2LYsyjxXcE1muUtjY1yOM90tRVLC1RXJfJUPzloWNJCtEGdcWsZ8YjkLZ7PKkQbkqfeJ4K/X3ManZnenPfBHP7EqdT//9t9d8+tj9A2moiiKoihKKbAl///YmqEaTEVRFEVRFGVF0TeYiqIoiqIoJSKQ9aHBLI8HTGNiTVsx7QzbS+R+AB1JMW1IQT2b5wY9c/7iDY8XEZHQdqKQeiWyZygE2xgtdEF3N7wbdg71m6Azmdzk0nI1nSTLjWmyFxkci8u2Fnq18XucVsefD+JtNRdgXTK9DeeofRV9O7XXafCGD2CKdD4FHWtiCnqnkTucXUfLp16Mt/X/BKye5lpwM7UcR49V9bv6et4MTU6KXFU6PwRboDO/c3dc3v4Zd5z1UO/kVmg7G/+a2vGT96HNMy4u0f6Nq/E21tj2vKsT5/5vT8XlSHPU99Owd+36a9j1TD60NS5PbUB9bX/mrJXsFuhxBx9ojMvtTw3H5eyJ0yIiMvwD0OB2/G1+jSrbBo3d68Z3fDuCEZt+F21n26Dhg7U493eGRETk6mPQI2/4Hzgu5z6j8sC/ekREROqv4B6r/Nvn4nJiQ0dczvTB4iuul+7vgZ95JC53/DnqYH3ZhX/eLSIim3+LronsaBJ9Y3HZTk6JiEiwvSveZuZJh30MVmWJLdjHjrg6WI9ud0IzZk5fRJm03tk9zvLFH55C24ZIA5ZCKj224QlanQ7VprDNo3vZXsL8NN2bcL6TzrLF0Lw3e2GnZa5Sf7e6NSXTBiudDFlBVT6HvjD12IfX0bg9TVgj7PnLcXngfbjHqwfc+lL/EtrA9xZbxaROwhZn5j5371Qfgd7cJNFv4mNeZ9tQR+YFp93z7toTbwuOnojLrIHP9GO9N0nXB2whJB7OYWjMorkaWTeJFNaN+weoHWcvum0bMI8tac8LWe9EWsJgmuydavC53duNOsgiKrJUy56BfZdXhe8RnrOmEWPpWzdmhmyDgl6aQzwOAb4/ojnC37OssWRbvkgXmu2BxZ9vcO9RreLv3IbtF9w8yz6M9Sv5EtbcLI8Dx5ujteGZl/N/XgZYUZsiRVEURVEURbkpyuMNpqIoiqIoym3P+snkU3Y2ResRc8+BuGxfPL6GLVl7ogwzIjfIMrNO8A7ui8uZeoS8UlcQWpd5J1WwdZAZcLad2P5IJMfOI7PT2byYJ48WbUdiE0JanM0qwj6MkHW2Ev9nTQ1TqG/MhZGXYnPEWThsT69rJ1t9FchOoyiKciOesI+vuY1P9a6Ndvf/fP+q1P3S9/72ml8fo28wFUVRFEVRSkQZvNcrCarBVBRFURRFUVYUfYOpKIqiKIpSItbLr8jL4gEz01ojQz/4sIiIJGax3QTuPXLlGKwzpjaS3QdlB6y7in3mmtwHWXJZMOSH4KfxfjpThYGuGnI7zTbjxe5CIz5PTOO4dL3bXtuDihNz+Hy2BXXwXIqub7IbGzufgkVJilPi3QULkkyNu5i5Zlw/ny/qKxGRyj5o30zGtW9iN1mNkM1JxRgsJaqePh2Xp9681227hgGZ2EkpAytQR+N5ZxuUOt0bb5vbB91e5bmBuDz24MZF7a85CRsRawrceJzuLLTpCeqr4m1B0l90iDsOxcSo65d0C65jrh32IXXHhuJy/5tgMdL20RfCJqCyuUdhnzHbinPXXcJYJo6cEhGRzL2wHvKnKbVdAnNkYrtrU92nn4m3eRMYR75R57tb43LqmrNSYd0lc+FfwT5l43fICic8dRXZCs3TmHlzuJ/GN0L/ObnFaWRrrmHep2vQLwE1dOotsEep6ne2OVOH0PbaZzB+GQyJbPnfr6K+MC1k+rthN1V1DDY3dp7SdIbWPCZLNztZpszsh3VN6suH43JkQ2N3w2rFu0Q2Y82NaA/NOXvE6aX9Hd3xtmwzrKD8UUplS+2I42PUzuwGWJUFKcynJOltF7qdpdRCAxa22uOwlcm04R5P9I+FB2G+ZbvQ9/5VzHVLFjSZHc6qKzGG+97MwJ5s9BDu34bjY2jzMTdmnBaVbZpsG6XfpXvV73XtCDZAK8xrgD8EW6tMF+qIbGhYv87xOH+A7O7YfqrBjY/1yeqpHzZcpprmZKgBZ1swvqZ0M9bq5KuYk8GWMI1wD9sj0ZcRpx/meRFuDxoxh8wl0jyThnr+blj6VLx0UUREZh6gdhKpCcwBfxJjOd/ubrq5VrQtMYu5UDlINnjznJY37Gjq15ku9IU/R9+J0+641CXMt2gei4hkarBg9D2IdjScc3XU9KLtiRlaO4P8MeZEr7MJG3zz5nhbXQ+tEU88nve4UmLt+nnA1BC5oiiKoiiKsqKUxRtMRVEURVGU9cB6sSkqiwdMLytSOeZeefMr+oU694I1SGAwanoRuguSNEj0xrx6YHEmnyhsLiKSmsQ5/HnU4YWh89prOD4zRlkeKPKWuOj+ka2kUAslwai/QK/lKSQdhKGZKkQMJDmGsIVdwHHeLEICFUMuc0GQQCgpCj+IiBi6fkvZL7wJF+qqHkC9AX1e0TOGAzcjk03lwHx4TRQyGcb5ODNQHNKijBgVvbCSsRUIldZeQejNm3P15YQPKaTH+JRNI8LM4bgkhaMWduI6Ulcps0oY0vEWEPKtO0kZayhU2PrnT+PcXWFYkK4vOUlhp3kMfGKcri/M5OF95+jiukRk5g6Ua3vcHIgyWomIBPUkl3jpJOqgEGL2EEL1+ej+fWRDMpvQL9mzLuvHzGMPxNv670OIqnKE5Reob9Nfu7Ahh6aH3gkpR8N5bG8+RQeGxbaXsMmfQBhzagfCgjOHYFNU/XTYjieOoO3UR34Xwt6R5ZodwZjbLbhmloBYkqKYDS5kZ85RmHMK4W2/FvF7vx9hw6DKhVM5W5B/GpluhNopZCMV1IVh2DOw4fIp9OpzWHsQC0UqDKH6s3Qv0L7+9MKi7ZxNyc9gnma3QALC4eQ4NE778rxv/CKy5XAGIBuFqqcotF5AqhBUU7acMGwfrVMiItlWqpfC4iZN2dpkMdlayliThVxgfA/KqQlXB8uIpBPSgelNmIeVYYh8aj9JC+Zx5uqjNNaUPW1mkxvrqiOwnJt/B+6z6Q587bY9CwlEUOH6Jd2E9alyohF1dGPtr7iEdcuG87fmGCRK2T7Ikvgemd2J8HTlJXefJJ84L/lIbEYWqaAB/eKNjbkCzdlqWpPsEcwRCVx/8zdyKk1h7w6Mb/fvIxOR2erOba9AIsDyBTuD+RLJaPg8TR/DvcxrqlJayuIBU1EURVEUZT2gNkWKoiiKoiiKchPoG0xFURRFUZQSsV5+Ra6pIpXXHJGtTDA5ucYtUcoRUwHrKTs/f4M9FWV5eKQFX631hzWDNr1wgz2Xj1dDWuDp6RvsuXqs5vUVoxxSRVbu7LLdv/8vV6XuUz/462t+fYyGyBVFURRFUZQVRUPkiqIoiqIoJWLt48aloeweMDm8ZVLuVTqHIvgVP9tn8D4m4S7LZhbbFYmI+K2we+BsGpE1iUeZO7L9sHtYDn4LZZ0gi47shLPv8SphRWEo7JIdhN0O20TY8dD2h8N/G2Gf4Y0j3GGrsE90ffbyVezb2IDPKcNEejP6xTztMmV4VbCGYJsIzioRMwu7pYDK3J/xdYiI1+ban7kCSwkmsW1rXB49BLuZ8W1u3NtfQHil6gKsaTjzSA5JNy+CGrqmftiESCONwxlYd5j7nAXLAtuH9E7hOLLsYcslG9l4TGDf9G5ky2FLIzl3xbWNwlY8R3LGrBLjy1k/4n3HcD47TmE8shWJ5nXw+rtRF2WQSdejnJghu5loX8qEUnWF7r2rsMXh8LTNOrsSrwrXlB2DPQ7fkxOPwvYom3LnaX4KdiVjD2AuNJwYQ5vDzCpTm9A/NX0Ym4qLGOvx+2DdUnPZ2Zxk6hC6m6XsJvXnybJoGNc6+oCro+EU5nS2BnWka7G85tiIhbZlbJ1Wf4GyNg2gvplduMcr+90+nIUmU49rTfWhbZkm1xeTWzHX6y7jvpjYhnFIzpD1Tk94Dsoyxdmuqv7vc3HZ34NxevXn3Ph1fjPeJDU9OJ8/QzZpVejb6U2ufclJWBClRimDzAJlcduO+7P2bDh3zsIqiDNmZSvRt5Edj4hIeoO7jxITaFumDtfHmbZmu9x3TWqcrKD6aM7S/TnzQHdcjmy9cuyI/gHrL3/njB/CelDVF1rD0VyZ3IpzNJyk78E59OfUbpc9qfY0rYFknTW/Bd9F3nPIkmVfd7e7DrK34rnl0ZjNbsH6UzHk1i22lmJLKj6fyYbWcGQx5feSjRjZO/G6HTS4vvcoy9L03cjOU3OKsr9N4v4893NuTnb/R7KZa4M1k9zc17lyk2iIXFEURVEUpRSEqSJX408xjDEfMcYMGGOOFfj8R4wxLxtjXjHGPGWMOUifXQy3HzXGHM53/PXoA6aiKIqiKMrtz0dF5LEbfH5BRN5orb1TRH5LRD503edvstbevdQfEpVdiFxRFEVRFOW2ZY1EmNbabxljum/w+VP0z2dEZFOhfZdCedgUeS32oYq3i0iubivSW5oknoNZt8V6TEPariDUnfFxnE4q0mheT2RBkR0dzft5Plhraeqgh8tcvJxv97jNk4/dgbZRysvJLXip3PEcNCnzTU63VHsO18/6oygtoduZ9E5tje5v0tclrkC/ErQ3oUzpCKPUZpGGRgQaMBERM4tzZFrCcXoKeQDT330ftR39XU2auNRF144r/2RLvC05hfO1foh0NKRB5DkQt+d+9Kc9fCzv9khjl3gKKdw80rRm7tyO4548uvgcNG8iTaGIiL9vV1ye2UpapS8+7z4nfWF2J2kwSYuUverSvA38JFLK1fXgHNVPvIx2HtqH9v/Di4vayWTejHGY3AJ9YPNxp9O0z7+C9myFxikYpBR2dO8oa4cXprcsl/Gwj8TRs5x7f7XwD+yJy1e/x91TVYPQ/jV9FvdIufRRRM7aUeC3AWtFobXV342UrdnT525YB18f/45iOVZICUqjm7kaaq4fugs7PPOy5MXDd5tX4+4R1qyzxr8sbIp2dNnNv/fTq1L32Xf/x0siQomo5UPW2py3kOED5t9Za++QG2CM+bcistda+5Phvy+IyKi4x+M/v77efOgbTEVRFEVRlNc+QyvxAG2MeZOIvF9EXk+bX2+tvWqMaReRrxpjXrXWfutG9agGU1EURVEUpURYuzp/VgJjzF0i8mEReZe1Ng5lWWuvhn8PiMhnReTBonWVRYhcM/koiqIoirKKlEuIfNPvrk6I/NwP/8ei13ejELkxZouIfF1Efoz1mMaYGhHxrLWTYfmrIvKb1tov3ehcGiJXFEVRFEUpAVbWLhe5MeaTIvKoiLQaY3pE5NdFJCkiYq39MxH5TyLSIiJ/YowREcmED6wdIvLZcFtCRD5R7OEy2lFRFEVRFEW5jbHWvrfI5z8pIj+ZZ/t5ETm4+Igbow+YiqIoiqIopcCKyBq9wSw1+oCpKIqiKIpSIsrgpy8lQX9FriiKoiiKoqwo+gZTURRFURSlVKyTN5j6gLlGcPaX7Mkz+MCQNoPeoyc2uQwwdg7ZfbJDyLbi19fjMMoyE2WN4AxJSyHRuUFERDK9fWgaZWuIsoq4Zrp2BpOT+evathX7TiHDRnbQZfLhjBG2pzcul1s2jqXAWSyW2+erwcJjyAxU/crVuJztH3CfPwrddsUg+puzOimrA99DqzXXTRLZm2x6ocBO+dec+ONCWWj4OBMGwwKsPatJlBFtOZliSk2psvd4B8PMXqcuxNsC+p4oBn93BLM4ruB8KVbfzm1xOXv2wg32vA7O2vNcmG2N5hO3MzsxkbeKC//lYRER2fbvns77uVJa9AFTURRFURSlJJg1sykqNfqAqSiKoiiKUirWSYhcf+SjKIqiKIqirChl8QbTpJKS2LhZRETSXc3xdn/Cadi84bF4W2ZzGz4fhf7GVkBrJAkvPA46jWBkNC5nD+7ErgOk5Qg1RWYhnbdeMwtNna13GiCbwDO6uQCNm92+CdvTpEvqH3LbJqG58ltwzdnhkbjs3bEX9QWBiIjM7d2A4+a3oDyC+mw1tXneXYutTMbbgpRPdaBtk93QhNVddPUlqirjbekNDWinh1f8iUnXL0E99k0OTaE9GZxj/k60uaIf1x23lzSMQro0v6kJ9W3ucOejazLZIC4HKUzrxODEon2mDnSgDaPQGSWozTIyHhcjrSiPx+yWurjsLeDcrGO0oY6RtVjmALS3QRXaL8+8LIvwME7FtG3+ru1o75nzcZl1l6wD80ONbfKJI/ic+p7r43k/v9P1XepkDz6n68t2Yky9S/1ofqSZugP33vSWWrTzs8/mva70d9+Xd3tcbxL3X2osHEuKPgUV6MPAzx+WytS4fSqGMRfSDRibhVrUUTmMtcHLutcQiQn0T1BBurtk/v+/p2vcPl4GrzG8NOZQcpR01jW4l2c73Pj4c9iXy9F1iIgkZtx8SUyjvf4k2pmhezWnj1KuzRXXcC8EtWiDd/Q02nYf7ofo3vIn8mv/snS+nPUwPi/6LV1P9zW96UmNUj8//8riOt54T1y2pA9daEDd1ddmRURkrh3tmezC51XDdC+PufslXYf+8ebRoIUGbG98YRDnrnL9ZT0af+7jCr6vUVwI51yQorV1Gn1VdQHfYZKgOhZcO0d+6O54U/MR6PODWlxr38NYt+ovueOq+jFmhr4PPNLj2iTON7Lf3bctR8dw3AJpTGm991tbwh3QF5ndXbiMEXyHz9dg3L3XOT1m6iw0+elurNvDd+K7qvnEbFze8WnXJkPfF9lR6rdywK5dJp9So28wFUVRFEVRlBWlLN5gKoqiKIqirAvWiQbT2DKwlK83zfaQectaNyNmSdYeilKEKDzEdlKlILYtkZW3G4rkHHP3IYSe/MphOvnSw/qKoiil5An7+BFr7f1r2YaKbZts53/+4KrUfel9v7bm18foG0xFURRFUZSSsT40mPqAqSiKoiiKUirWPnBcEvRHPoqiKIqiKMqKUhZvMDNtNTL4Qy7FU7YSr45NKOGqGMfjfpacXSzJvequwiZhdLfbyYNDhyQnUUemCtt9yuZX2+vq6L8fJ6mAa5CkqI7ZdtfO5pM4SbYSz+tTG8gyZI7sHsJd6i/juMoLOAlbzCQ2wJZBql2jbSXpQ8nag+1MkldRnx1zdjtTb9xD14Rzpy4MYF+qO7JsstdgNTP76H60uR/WEP6wSxE5392Ceo9S2rIpWFF4uymNWJ2zXUn0wxLIjo6hCc2wmmCLpJmNznajahD62NQ5XMfkfbDBqDtKqSeHwn7ZsRn77kK9dV86hnbsh8ZwYruzpGp6HmkzJw5ibNhupvqb0DyOvM1ZEtVdwvmSZ67FZWmAZUhkbVJIMzn5nofictPTsB4K+p09ytyjd8bbUl96Hm27G2PGtl0S2kxlLl2JN/n7d8dlttGydbAEyZ5wNjWpr5P9U5i2T0QkOIB+805exPlCm62Jd6Kd9acw7jk2J2mUgwZ37t7vwjh1fXkoLs9tQvq4in43z7wB2JLYGtzsc92wUKp4FnY7E4+5Pqo/g1SnphfnCLZgrAOyJUscd3N89hHcW5W9ZM9F+7INT/JaOA/nMX8Xdnbi3AGliD0NO6iZB1zfDt6D9WnL3+NaZzfB9smEc7LquXNow06yTqP+9sZxf87tcDZwbP9U/SrWgIVNZCNHFkjetLO6GXhje7yt6TTsb+ZasLb48/DmqXnJ3Q9sb5WtpJS0ZGmUIRubxNecvRbbac1vxnqRGsH6NHIX5o4JraX8nO8GnIMtgsa3uXa0nMA4zTeibfN12LfpFM43tcWtT7VX8OWyQLZX0/Td0HwSx2Ur/UXn8BdoLpBl0fgO9GfrC+5enNyO8fcKyJ/ZHceGtl1zTdhYMYbz1V3AvMhWU/s73bnnG3DcXCvKm76O4xInLoqIyNhj0IX3PUY2gHPoiw3/gDk31+zKnd+Efn16G8ax7xCOazmGNjd+zaVdnr0P3zPj2+mh4U8el7JA32AqiqIoiqIoyvIpizeYiqIoiqIotz1Wcl8l38aUt01RZHlCdic5mV6y2M5ZSorBmXOCcc7k417oFrIm4nPb+TDLUCVlxJjLn8WCQ92ZPhdu8vcgo8nMToR2Bij8Nd9M2WmqXbn2PIePcA5L76J9asbUVje+1VcxoTlbxSAZGnR+G3Nh4H5XYUD/BWk4g3KmCvUFFdHxCI2c+THKCjODxlUOoJyut+E21FU9gLbVf/KZuHzxtx6Oyzs+6cIm43dgHIfu4hANxq/vENqx0OTOV38W15GmMNfMBlz/nj+8HJcz11xofPTHHoy3zbVQWGkEx810Ynv3xy+JiMjZn0L2Iv7xoD9Lbf6GC0lPb0R7U5PoCw57j/44+qLpo0/LjRh+P/ZNTaGdDSfHXHOyJN/gkO4K2xvlhSyNDGWGyncvJ7rRhzN7EIblLCvZMLzZeGws3ja5G2E1Dk1GWUzcCd1fPKcbTqCO0btwfwYJ7FN/wYU35zn8y1l2KBS8QGFPLwx7zrRTxqlZjIOfprDoDOoY2+HWhtperHvJKQqbbsPa0XLMtS1LWWPGt6OdLPdJUDun28OsRhP4PE39YijzzORWbN/6t07ucPmd6O/OpzlEzKFlWg/GXPtHd+Hz5lcxNnNNPL4498wGd+4ULd9tLyPcPLkJ91Hzc5DPBLVOMjGzBbIO7sN8IeSKAdTLTOyBxGWuEQe2P+8aNd8GaQln+6okOU/fY5At1PS7dlSS9IfXA54jNefHcO6Nrh29r6c1l74DktRHLScoS1SFG4ehu1i+gH35O4VD59WDbnw4WxLLOniORN9ns52UkagXY9p6DGM93YHtmWpX9wIUMJKEgkXaXsZ1WFo7Ztrd+RKUcanmEmQrXz38n9fcxqeie5Pt/PWfW5W6L/3zX1nz62P0DaaiKIqiKEqJKIP3eiVBHzAVRVEURVFKxTp5wNQf+SiKoiiKoigrSlm8wTSVFeJvd5YuZor0LmknMrS10LIYsjCRDGlneJ/I/oNsQIKWRnw+Dk2G19GKOpJOA+JlICKxF2ET4pFtjo20m1XQYNr79sbl5KVBbCerFD+0ppneBf1gugbP+Q3ncO6KI7i++cZIG0W2SCkcVzUA8czMBmhxakOXHra4SE6hD6v7oHuZa4GGq/m4+y8W62lYn8TWUelQLzPfivNu/Tt8PtdEx43h3CaMEwzvS9I27MsWJDv/X9gNyYLrg7pzdFwAi47EFMa97gpZVISOPI0nIeaJxlxEZPhO6LIyPWQF9MZ7RESkagh92PwKWXhU4RxeFmOdbWsUEZEd/w+sYsa/C/YZVUMYS/PkURERwVWIZN58X1w+81GUPUwtaQktgoJptCd4wz1oQwUGbWA/Ond6g5t/yWlsC6ir2ipgJ+Qdh3UWnyfCb8IAZ0dhm5Ojde52NjzmNLStwSSJqg4eiIuJMdyfmQtOx5q5iONGfgC6teo+TNBMaHGWbsFa4JMWq+0I2t7/EMa64UI4J0lTNnwv2l41THOWNKsj+91YN54lG5tmsg6rwv3pk1XZbKubc2yXVj1AVjlJtCO670Wgwat/FtZSk/ejLxrPoB2z7e5eZCu32mu4Dl5z5ugckd2bR7pM24aJwbrotu3dqC+0EWs8SxrUGZyvcp6uL4E1M9IkJ0kfXDkEfV2mCp3U+i1YfEX2WvaRg/G25AXYKdVnNuAcE7Teh2tOVS+9WyENX2IAgsWg3s0jbwKWXfyd0jiH8tQe3APenLvu5AQ+Twxj7tlp1MfaxtoTTltuFsjCrqIN+16FrVdwEXMgdcbV0T1AFmEjuLeCZmhFzUWySfPduFd34HurapC+Gy7hfAvttL5+52V3jmrcZ8E8vn+C+2FJ1P0Jp18PmtAGOYe2mwTZdx3E2hjrXy9jPUl3QJCZukpWZBO41szD7rcNlX/3HD6XMmSd/MhH32AqiqIoiqIoK0pZvMFUFEVRFEVZD5iyfK268pS3TVEZ4NXh1T6H9Lw8oUnl1uGQidyDUIt9/pWStoNtpGTAha44/LscvDsQggqOvZp3n0QYbrzy/RvjbZv+FpmDOMOT3wGbnpl7t7p6KQNJ9VXKwnMY2YmW12gKzW5EuJGlA/GulMnH60BIj0OBJpSS2JGxeFt2gvxTiEu/CWuljudcaHViC+ZF+588VbT5yurgH0DWouxJ8vsKCqSOWSUiq66mjyFkv25+miu56+RyLPqWg9+KzGzZIWTUiUPjPtYIr5bkRb1YtyLY4s+rQ7g9GCe5EtkDxmsKWRGyDWDOmtMIa6zMVZIA5OEJ+/ia2/hUdG+ynf/+X69K3Zc+8Mtrfn2MvsFUFEVRFEUpBVbKVBi68tySBtMY02iMedwY86ox5qQx5mFjTLMx5qvGmDPh303Fa1IURVEURbndMe5HPqvxp8y41R/5/KGIfMlau1dEDorISRH5VRH5mrV2l4h8Lfy3oiiKoiiKsk64aQ2mMaZBRI6KyHZLlRhjTonIo9baXmNMp4h801q7p0A1IiJS17jJ3v1Gp0mofREaLxtaQmR3dMbbEleG8Hk1WQRVIN2VmXOWCbYSug9D12kmyDKiDlYLElogmRlKQ9UAvYhNQVFgepwlRnZnV7zNH4YdBltN2BT5v3hhOsoK1BW8cgqfL2M8lqPDYc2KIe1Mdoo0pHl0VCaJfrWkhxFL/kVhis1l67DypAItOWRNU6jv/TanK7SkAcqx2FlCHTdDYtvWuJxpg0WHPwVLkOyJ0zeso6CO6u79IiISHD2R9zhOgeo1NaIdefRV3E4JyN6G0rBmDjgLkuQ16FgjCyIRkeyb7kWbv/FC3jYtlVLo026JaL6sI83gStwjObY4MzM32PNGlaz+mpPYullEYKUkcl2KY8KSvU8x/J2w8cmevXCTrVt9cr4zCqRdXnU4DS1933114RNrrlGs2LrZdv7aKmkwf/qX1vz6mFt5g7lNRAZF5P81xrxojPmwMaZGRDqstZFpYZ+IdOQ72BjzAWPMYWPM4fSC/lBGURRFURTlduFWHjATInKviPyptfYeEZmW68Lh4ZvNvP9dtdZ+yFp7v7X2/mSqJt8uiqIoiqIotxd2lf6UGbfyK/IeEemx1j4b/vtxcQ+Y/caYTgqRDxSryIzPSOXfOuf9vAGtQaQuKXnAa7ErSy4UdrzZoAtnbKk8iRPmDUd2wcaGLRkSmxCqz2clYyjjEFtDFAsVFQpxcAiV7SOKQqGL6NzmPmRx8QeQPSJzBVmUlkMha6kYCtd5FLrKuY4Hkckm+1weiyQO+Rn6f5pd+iwoFkriELJQRGw584zD4tz3hULj8ecsB8gzD5mcdhYgylRU6P692bB4vrBpobC4eQBjuizbKxprf0d3XL7ZMKVJOMlMoXvLr4ccgq2c/P273fGjJD0oMjYrDVtkZbZDumSefunGB66AHMAuoL+u/fIjIiLS9gJCzJXXcK8Xk47wvGG7nbzrBR/H9jityPbE4XAuRywlFB5nvgrQV2yNxvMt0UnWYeEciOaHSO718zrj7SQ5S5+Tm+VcM/WF2YWQvDdJsrJQ+mIaME85q56QXC0TZhziMHWheZ8jIwj7wNvVjU2nKaPYA/jOyKkjnIdjP/JgvK3pr25NcqPcPDf9BtNa2yciV4wxkb7yLSJyQkQ+LyLvC7e9T0Q+d0stVBRFURRFuV3QN5hL4mdF5P8YY1Iicl5EfkLcQ+tfGWPeLyKXROTdt3gORVEURVGU1z5WytJSaDW4pQdMa+1REcn3i6XyTMujKIqiKIqirDplkSqyIdVuH2n7YRERsTVVi3cYHouLwQ5oDb0rkHeyxlBCeyNLlinZfuzr79uFfdOk1xp1+j9DqayyLdDz+degZ7O1oYaHLIjsBbKlqMZ1WLYCSrr9i2l9FOW2ZJUsnRRFWUfk0fIvhbJIFblls934y/9mVeq++LP/ds2vj7lVo3VFURRFURRFyUFzkSuKoiiKopSKdRK8KYsHTJvOLN1u4zDZNtzk+bInz9x4h+ERlC+iuCyLpEKZJpZj6bMM2OJhOdkhFKWkaFhcUZQ8FLLgy0uRsPjVX30kLm95vBcfFPnqV1YWDZEriqIoiqIoK0pZvMFUFEVRFEVZD5h1EsgpiwdM43vi17qsADm/vo7CaVm8DjcJNNlSuNlm8YtxL8wwYKcpTO3jZW2hOuIsBk0N8absuYuol7I/ePXhr8s91GsX0jgHZTMIKJuK19YqIoWz1Hh37UV9lP1goc31S2p4FueYR79kmtBv6VpcXzSRq84OoT1N+JW8NzoVl+e3IjNFpBFJTlC4nTPgjC/u25ntjfGm5AQJCigs6mVonGZdfwUvnZR8jPzEw3G5chzHJabddfvz2GY9ahvNhYU6/MrfhNkhqnroF/w0fpkGyiRBZJNun2wlxqNyAOPgTyMzxUI7Mn3MNbtz1//D2Xjb5Bt2xuXa88jIMrPFzafKQZqPzx1H2w9iXqSb4ZhQ0euuZeiBlnjb4CPo+90/TVksKKwUZffgrBpFMyBdt0+87xTmEI91nJlEJJ47nFmI65p9Pa5vdDfGrGLM1df0safjbfNvfyAuV13DubM17prSNOaJOVxzchBuDukWjJOJ5gst+tlq3EP+DPrTm0N5boNbDwxlXvEXMPdy7sMM9qk55TKTpTuwztgUrSN0ny00oI66lxbLiMYeRFix/jTm01yHa1uQRL3ZCtRbdw7jm6nDvPfSrr/mm7GN77OKSyQfGkffjz+6fVHbmIpR9BvfR8kptz0xjnUmqMI181hWn8D1R+tnYns3TkLfE7O7kHEoXYf6UuPufD6tnd4CraO1OF/Ud4GPfkvMYt/EFO6duTasv9E1DR/AfVrby+fDXEiN09rR4OYvz6dMNfqqYhTfL3zuS+9w33ebv4r5nbyGccq2YZ4xfp+Tm2U7cZ96M5Rlpx/fGdLSFBdtMhH+Tb/kpj7yLiIkHUm3+t+BDEJNr2KN8+bpe6J/DNVFWavm0B6+X/yXEOtmB5nMns0iIrLlz/GdMnsIa66GyEtLWTxgKoqiKIqirAvWidG6ajAVRVEURVGUFUUfMBVFURRFUUrBauUhX4Ku0xjzEWPMgDHmWIHPjTHmj4wxZ40xLxtj7qXP3meMORP+ed9SLrUsMvnUm2Z7yGh2SUVRFEVRVoeyyOSzebPt+sWfX5W6L/z8L97w+owx3yUiUyLycWvtHXk+f4eI/KyIvENEDonIH1prDxljmkXksLjU4FZEjojIfdba0evrYPQNpqIoiqIoSqlYozeY1tpvicjIDXZ5l7iHT2utfUZEGo0xnSLyNhH5qrV2JHyo/KqIPFbsfPojH0VRFEVRlBJRxjZFXSJyhf7dE24rtP2GlPcDZmTXUQZh/HLHq4RVQ7BK2YIYv74+LmcnJm6wZ+l5zWQ1IjuatZrj/r5dcZkzXPmNZNU1No7tu3eIiIhJw14kc+FSXA7ecE9c9r794g3PzbZfQaHMV0VYirVSvn3tHOYFWzUVI7JPEaH+WubYRe0o1t5F5+5w1jvZ/oFlHfdaILLNEik8HoXmZPw52WJlh/O/pInnXADrJVMFi6Hs6A0jfrnn27kNx529gPrC9Wc1156VuHfy1kvfI2z9x8TjUwbrl4hIontLXM5cvCwi192nJ06XvE1rSKsx5jD9+0PW2g+tVWPK+wFTURRFURTldmL1nseHblFjelVENtO/N4XbrorIo9dt/2axylSDqSiKoiiKonxeRH4s/DX5QyIybq3tFZEvi8hbjTFNxpgmEXlruO2G6BtMRVEURVGUUrFGigJjzCfFvYlsNcb0iMivi0hSRMRa+2ci8gVxvyA/KyIzIvIT4WcjxpjfEpHnw6p+01p7ox8LiUiZPGCaREL85jZXriT9XG2ojRkaw86c7q4BOkBOFSij44s+lxmk9sshsbgLMj1Xi7Y50lF5tTW0Mf8L4ZyUlmE6yaXor/wmpOeSVJjCrA7ni/tHRLxRSv22pTUuJ8bddXuTuP6gDseZLGb65J7GuFx/tF9ERLINOJ83jeswGYyD3+m0YbPb0N6qK9BlmhnShObR6kS6GZHcNJ5mP1J8Dd2HuqO0kZUD0DjxdXBqN59S+8WpKauSi7aJiATVpAN7/hXUsculwZu8oy3exmkehc7NMYGgMjzPc6greP3dqHca57YvIi1kfE2kSzv3W/fF5V0fRsq8OK3cLPr4wj9H2r7Nv/PUonoZTpmY7EB6vWBLB9pJ6eOuvtWlpExO4Zpb/jc0mKnz/XGZksDlx+TPZuHdvR/lMZeOkOfI9A8eistV/TQHwiZNd0FHVk2fJ65AXze9B2NZOeA0bJl6rD1TG9H3tddw/f4A0vGN/4hrR801GsdE/mviVJFR+r/EDK1lnE6V0lvOduJa6l9wKfh4XZh4M7RmteeRunHofrf2JWZRb9UQ3bN0jnxwmksvDS1e6suH8+0uw+93aV1rBlDvQh1uhhrqQ65vbJdbi5pOoO1BBc49vRFjUvdXz96wzay7tA8fRJnXg5FwrBtp7aR0hZkG3DsVve4eX9hA6VHpVjeU3nL0x5HWtuXFMRERmenGcVGKShERf4bmC6cwDjWPfP3zLVirqvooxWIPUq4W02AmNm/C+Soxr6O1mPXUQf8gPuY0sqTN9De6CKpNUVrNevSnvHQKZePdsC5v44a4nL28OH2yzVC/0by3s/g+47Uhscn97iSzvnSXS8Za+94in1sR+ZkCn31ERD6ynPOVxQOmoiiKoijK7Y6xZf0r8hVFHzAVRVEURVFKxTrJRV4emXxqu+yhu35KREQSvQhjZS4526UoRCkiElBYWF7Bq3i/qxP7NNa6wlm8Oo9C0yIi5gBCr3IG4T2v3YWWbcKPty10Ncbl5AhCEbbChQeCFPZNXkPbOXwweaAlLtc96ewsRt+Ma2r87NG4PPfonXG5oh/n8y6E4QNDMVgOUWxGeNMeRhaoxIYw1EnSA5lHuMLWwu5Cxihsb8MwFs2PYArhQb8dIcZsbxiyvXMPPh+hEDKfj6QKprlRREQm70aYJDGFEFvyiSNyIxJb8WM3O42+MnW12InsSGwYqrdd1HYKlyfOXqP6cK35QlAcyvdbMb6WrjU7NhZupPBnTX5JRVQfh4TMBmrnmfOL2rAU/AMYk5luSEZqTjirm/lutD0Ot4uIWUC/JU5eRDvy2MOU2iKLYZul4Iy7t3LCamRdYzdjnsk5WLqZzeHa0YvwINvV8PhmdiHc6L3wqvu8DZKUYIRsbkgCYHysE9Gaa+j+zaEd52PrKHPPAXfeBVxf9jjWwMT2brTz/MXF9XJ7UqnFn4uIF1oBFbJCypGwUB3FwrQs9zAUFo7mi0/yDKF5mB3EmOSzMuJr5jVgKe2P8HagDhlA6DmaA3zPBiRFSbTTuNO57YJr21JsinhuZUfG3Pmq6H6idSjnuDasDdLoQvEzu1BXuoblCSQjefLooroSnbgvht/cHZcX6jBfavqxHlR/No9UgebWwlsh55lvdP3d+BXM00JWUCx9qX/ZjfvgGyDVaXqV1vinXsp7bvvwXSKSK8MYugvfBy9++MaZbkpB5abNdtPP/cKq1H3uV35hza+P0TeYiqIoiqIopWLt3+uVBLUpUhRFURRFUVYUfYOpKIqiKIpSItbLj3zKQ4Npmu0h85a1bsaasZQ0aYpSrsQ6XxFZ2LUxLieHScd65uKi43SuK4pSSp6wj6+5RrFy02a7+YOro8E8+2uqwVQURVEURVmfrP17vZKgD5iKoiiKoiilQH0wS4vxffHrnT1GTmadyFqogix2KJNPjj0B2UdEVhs51kRkPZRzjjRlVQgzKZgKCllXwzIiJ/NIZLUxPIZt1IbIguf6tpnQgmJhE+xTkgOwB8qePidLJcpaICJiJ6iOiYl8u+eFw/NC2ZCWYrFxPWw1UsgmpGgdZElVzJonx+JjCPYixdoRZWESwVwREclcQSYJzn7B2+PjqmHvVMyiZSlE9XFdbB/CllR2AllPCll+RFz+T4/E5Y7DmOu9j7h7YOefw66Hs2PkQNZYbBsTMb+P5iHdIxP7kHlj7nVurHyaVi1fPBuXg60Is7PNVj4S3VvwjzlUGNsTkSWQ8Dym7WyxY6M1oJEyg/UPYV+21dmGeeH3un0yNMf83Ttw3DjuScvrTLgueTU0h9hmayP6gteD6N7gzFicJYzHKYjWgCxlC6Jr9jaQLRCtTxKufZYsyYJJzLdi6wJnW8mZmx76PsfeJ7S98jpp/MewfnEdvN5lroaWYiTx4vslO0jjx9fd1Lj4OrJkZUbbo3vRpzUi57uIvl9ybK3q3Tzi74CcbGW05vqt+B6I2sztNWRZZGmum05a4846ey7vrr1oG92H3hCsxQKyGYvOY6ph/Td1L+Z37cu9ec+dHXRrrUdrEs8n/r6L7POK3dMiuVKbuf2uHRWHyaaL7Of4uz2g7zsbZiUy96Av/AGyVsMwKCWgLB4wFUVRFEVR1gXr5A2m2hQpiqIoiqIoK4q+wVQURVEURSkV6+QNZlnYFNXVb7L3PfRBERFJ19Mzb9i0TCX0JBUT0BR5abR96E7oVppPOn3GfAN0PzW9sETx5lFHugHHZSvceaqvzdI21JG6Ap1fpqNRRESGD0IXUjUELU/FGDQiqQHomWa2hDovendc8ffPSynhdGmcVu9WWWld4s1SSJupKLcDhVJzrtZ9XWpYIx1MQf8p+b6rSNuZo2mdhP6VU8pmroTazQJafp/OHWnZWfsZjI6hXCCNYz443aShtL3Z4RHsE46rZU0oW3nxbwA4ZTBfS75z03xhrWvmwqV8u+eFU1Pm02GvBEXt+misi10zw98HXx788zW38ans2my3/PTq2BSd+Y9qU6QoiqIoirIuWS+/IlcNpqIoiqIoirKilMUbTDM5I8knjoiISLLIvoXo/MribRWLNy0ilWcb/+eCn8Bzgk6XnL1Ly3PFz8Ev8yuOL6FRIcVCXjmhpOkCIek8oYQc245ahG44NMMhpnzkhOlCy4icsDiHMwq0J6qDw3w3C4fnOSzOYZcoNMX9ytdpyIJkOeGvmw7dkP1JluxDlBuTM+9p/CKLHLuA8JphyyK24VrGXC8UHsxnLZXTTpqT3CZ/i7NgsaMY84J2U2zvE4Y3Y4ue68i7RlBolq1dvHqyfJldfP/xvSAWfbXS85RtjeJzUF/wWBtac+JxoPut0DhmLl3Juz2GQu/5LN4yPVdvfPwSyFlPqLwsOQ9LBOzS1xleX4NlhMVzLOyWkXXLu3s//nHO9X2xe0xkCZm9lrC2RlZVmd6+eJvKpNaOsnjAVBRFURRFWRdoiFxRFEVRFEVRlo++wVQURVEURSkFmiryNchN6uDKmWJWI0vRteQ/8NY1VUV1k0sYg5XQXsZ1FdDBsa6nmMbnpq1dbnK+qe7y5ig07yPtXo4edxlpUwtRyJalmBVXoc8z5y8u/eQ0twppL294eAEtMdvj5KVENmPFUp3mjPXNrncryEpYQeVor0usD8xJt1lEW8rrZXZs6RrM4OiJ5TdshWDtZVmzTh4wNUSuKIqiKIqirCi3zxtMRVEURVGUcmedvMEsjwdMY2JLhHxhzETXxrjMmRRyqkgsvpQcuxKy5hGy4LAUdvE6nB0J21qwRQkTRKEdskGx8/M4jsIgpqoqLmf6XbjN39mNz2cQKp7duyEuJ6dgK+KPhKEusqowZDtiUzB4MnMU2mh17fAHx9B4Cu2Yhk0oj6Mv7Lyrw5CdiWRuHAoOOCsFZYywSYyNmaDMHFWhTVE9Qpp8fef/CSxMNj6JNnsLLsQfJGE742VwXPIfXorLfif6Mz5FJc0FDy/xuT8n7sFxQ3e4Me7+HMJ5ZgZjbbhfeEwaXN9deldrvG3zlxAW9wdQ36V/1u2ag8OlcpgyVT0IWYOZx3UHde7clT0Y/7lO9NWGb+H6mp7rR+XhmEztQR+nxmleBDh36txAXL5Zyxa/pVlECodmBz74SFyeeyPm4fafd/vP78R8Mhn0RfI42a6ENkRsZ5Njt9NJ9zJnRRkI21RI6sBrC/WLNIVZufi+mUJImjO2MFH7grZGbLtCob0sZ5mh+VkRztsqXB/fk1kKD0bhW3/fLuzbN4S6qrEm2RqUzaRrvyUZje1ojstzG2EblJzEZE0cv+CuadcWnO/oqbjot+MeyPRiHkbZd0wHPpchmiPU36YJa2p0347dj/u07gL63rvYi+No/NLb3f7+BN2/gzhfsAXzzLvgJAmmnmyxaK3yaA2QkTHss9Wdw7tE4zGD7HC2G2HqxDDqloRbZ4I6Go9ZrOXBhctxeew9SNYyvt31Rde38D0yvJ/uAVpTO7+I+zf9VldHcoIstM6h38Yf3R6Xa3pQd2LQyU5md8BiKTVKffHcK3Fx9vsfFBGRK2/Dx23PUHa8KcyzmqvoI/+U+w6eeWRnvK1ikNowhHsu3dkYl+da3T1SfRlzIVtP6/03HxeldJTHA6aiKIqiKMptjpH18yMf1WAqiqIoiqIoK4q+wVQURVEURSkV6+QNprF27a+0IdVuH2l9t4iIWNL8RXqgoB06sUwddE2pS9AU2QpKMhlqlcw0NB3ZJta64MWtN0VptGoWa6Ymt6M9VQPQqqTr3LN5xRC0J4mzsBEJtrTH5aF76uNy++fOurZVQyNTNJWZSGzDZCjdXSH9542Od42DbquQ7Ua+NI6c1oyJUs0tJb0ip5iMzsf62GLWL+6AsA/WcO5yv+XT/4oswYbpNrTW4vRy3q7uuBycPu8+v2N3vM2ePIdysfmrKAq4DdeOUvCEffyItfb+4nuuHlWdm+229//CqtR98nd+Yc2vj9EQuaIoiqIoirKiaIhcURRFURSlVKx94LgklMUDpk1nJNMXWlf09S/egew3+JXrsvIoXMy/uVhwofZw/u1+nm05dVH2j5YjSz9fQcIwiA1o23IySRQIoxTKRpEvvLsSWSfy1bvsjBhlIOvgNpc6A1A5k5M56WJPXI6y62TXMMuHotw23IZrh3L7URYPmIqiKIqiKOuCtX9HUhJUg6koiqIoiqKsKPoGU1EURVEUpUSsF6P1snjAXNhYI5d+yqWKSzdAZBhUunJqGIrHdB2JEEkIWTGIfyzUBznHi4gkx/B5pobSj9FAV/W5F7qWnIDmW1BHapxe+IbHzW6C/q6yD90530ZWQA3QpdW86NKAZR6ewL6XYYXUthfWS/Np1Hf4/k+IiMg7Xv1H8bbT5zvjsj+GfZOTuICtj7pUenMZ2Dj1vIz0akEb2rbjw+iM3/rYh0VE5DcvfR/2pY7h+pornT3R+G8gTVzfz0Br+e6dL0o+PvGqc1PY1DIWbzt/EfZO+/49UqOd/fkdcbnrGy5FXWIOfXz2vWjP5i/hHNdeh3Hfeo9Lkzb210jVlq3ANWXfhHZ0/gHq819xFjunfvtAvC01juPmN2AOvPuB5+PyK+92qdYm7kKKwskfxbhPXoF91e6PO3umkf2YC34a4zHTjrk314btOz4OrW98HafOYt/vfTAuj+zDHGk47/pu4D7Um6F7a8sXUa6+hDZP7GsUEZHaS7CTmt6M9HmVw5SmlNIxzje7/hzZg/GovYrryFI2t5YPPx2Xo1SPHqVWzdZg53QjrMUW6l3dFaMYj3QdWXlRe+pfREq89EZng5YYx5yd3N0YlzmFZmoY1x1UuWsavqMm3tbxZViOze6htINZXGum2rVprgltm23FOGz6HNL5Db0BaXIXal37U5Ooq3oQbZvswvg2nXbXEvW7iMjkZnze/hxS7WVq0Z9TXa5cNZK/3tk29OHsFqSK3Pn/d2VeT33qz77vQrrJinEWkjv4PkxNUlpUqs/QYaO7XN/NbMIa0PIC+rDlGFLSZqvR/rlmd32Vg7DFStfRvb6AkyS+5sTz0z94KN42X49zNB/HOaa6MQcy4bW0Pok5du0xjGPNANpc0wMrvbk2Z+GWrsY5Gl+G7n2hA1Z7gwdh91Y96NpcOYwx4+uY3Ix7JDFL93Vou8ef1/bg/o3mgoiIJXu8hnPuHvAWcB3eWcz7ibfsjctROt/6c5TG8zJ+Z7GwD6mKrz6Ka2o469o514y+qL+M60tO4tzzjRjf3te783X/LebmwP1kP/hfyyRV5Dp5wNQQuaIoiqIoirKilMUbTEVRFEVRlNseK+vmDWZ5ZPKp7LQPd79PRHKz78RU0Kv6JGVQmUK4KkvZfvzBMbcvWeLM3bstLledpQxAVN9CpwtZVlygsGMWIYVsJ8I8ft+oK5BFTbobIbFk7yjOMTKG+tpdNhyTJpubGbQzS/ZGic0IH9ip6Zzjr69DFhASmLobIeCaV/OEUFsRavEvwAJq5t6tcbn6sguLmgmENtKbce5k33hcDupdiJSzLCUmcE3eAPoiaGtc1B5zjdrY0Yp2Hj+F495wD8pJ9+I9OYEwl5mj/qzEmAYphCETA2GoN4WQmJlFHTlzoashLqf6XDhx7CCuv+HYWFz2aB7aKvRBUOnmrX3xeLzNP7AnLss8WfrUhOGh87D2MT4CDDOvQwac6rPoz+yZCyIiMv7eB+JtA4dwT+/9nQs4xwa0P9Pozpc6hexTc/sx3yov4B4J6qrQ5jDMPNeJUH5imkJzM7gmM48w1uQe15/1r47hc7rX53ZARhCFJkVEMm+5T0REkt96Be15cH9czlZQCDzsrkwNjfk02lDRh7k8uxX3QBQ69zIknQlQDnyEBytGMV+yVYmc40UQ/hYRsfTfd28e9VUOuPnC/bPQXkPHob4oxCgikhpxfZu8grGZvguh19QY+j5T6+Z4NoU5lJzCOBla9wPKbObPhtm16Po5PGqeeknykX6rk7twX3F8LGq7CPrNVRi2bQTrRbqZspxRf9Y8dxF19A8saoNXhzENDmC95372R9waENShv71xhLptLeZ6UB1mhMvgO8Am0R5/BMflWKcFbv90F74vEsOYe0E93U9UtzcX9hF952TaaJ7SOCRPXEIdWXd92TGsyX4j1i+hTGPpA5Axpc66UDWvWSaDvspchETJO7hPrsfrH8G+ZC+YN8sZZZ0TDxPD0Hc72+AlNrjv0uzoGA7bivUpp53nL+K4Lnc/ZK5BnsBjUxaZfDZsttvftzqZfE78fnll8tE3mIqiKIqiKCVivfzIRzWYiqIoiqIoyoqibzAVRVEURVFKxTp5g1kWGsz6+k32/vt/RkREUkfPxdttqEUxG6FttFegGfOaobuMdCiMDcjXopk0KQPQephK6H2CJqfBNL3Q95gUaURIwxbp6hKdsPyxTbCdkeExlOdJ59ft9JHZKugAE2OkJT15Bu15/d1xOfmys8qxW6C5mt0CfU62Ei+j2SrGCzVV/iQ0Tgsb8ut6Bu6FFmfjf3vWHbcDukxJQEcT6QtFRLxpV/eVd2GctnwK+h07h+tn0ntcXyTPYEx5HBfuxLlTA6Sf2+z6eXQX+rD9CD6f2YgxrbmMvo1sNUbuxFyoILuL6qvQBPYfQh9lQheeTV+C5mhqB+qoPQftk5lF348+4CyXprowNpv/nvRz2xtR3uD6tv0foGUKLlAfktbXJKnvq9y1ZidgJcREWiYREduC89lzoYaLtFGZ+6Hz9CdIH0o6R3nm5UXn8PgeypMKlPHboLXM7MRcZs0ya78iso/eG5fHdmCeZqoxf6sHwvudZIBzjWRNdAl9OHg35o4XToH6i4vtc0RyLaKSZBG0UO/qbriIeqNxFJGcLxG22PFDPWamCm2rHCV7NtJgJmewfa4xrJtljmk+CYqR1Q/XxZ/PkC2SpSYnwtulcpzuw1q6/hmcz58nO6Fwd0sxMct6TGKhDjtVDbm+G9uO8UjilpXaq6QrrUJD+x525bYX0YaB+8nSBstoji3QVKc7rrYX2ya24j1LTR/phje5fZPTNu/n0x1oT2rK0nbXjixJLZtOkaUPjdnYTpw7Meu2pyaoj2lf1gjP1+PcOXMgavsW9IVHUv2Ow1jjhvdVhufF57PtpCdm6TWdovbK4vNVjuL60jU4d7T2NZ1GI6Y2UtsxvFIxQdZKW9w+1X3YNrqf7mU4sck4ydpbX3RtS9O6UEVte/Kzv7zmGsWqDZvtzn+2OhrMY/+tvDSYGiJXFEVRFEVRVpRbesA0xvy8Mea4MeaYMeaTxphKY8w2Y8yzxpizxphPG2NSxWtSFEVRFEVZB9hV+lNm3HSI3BjTJSLfEZH91tpZY8xficgXROQdIvIZa+2njDF/JiIvWWv/9EZ11Ztme8i85abaoShlS2RfUwYylFuBbUe8Hd1u2wRZtFCYPUt2JX5X56J92FJEURSllJSLTdHOH1mlEPl/v71C5AkRqTLGJESkWkR6ReTNIhLlY/qYiHz/LZ5DURRFURTltc9qvb0sw/cYN/2Aaa29KiL/PxG5LO7BclxEjojImLU2UvT2iEhXvuONMR8wxhw2xhxOS/4fgSiKoiiKoii3jjHmMWPMqVDC+Kt5Pv8fxpij4Z/Txpgx+ixLn31+Kee7aZsiY0yTiLxLRLaJyJiI/LWIPLbU4621HxKRD4m4EPnNtkNRFEVRFOW1gJEcQ4fSndcYX0T+l4h8j7iXf88bYz5vrT0R7WOt/Xna/2dF5B6qYtZae/dyznkrPpjfLSIXrLWDYWM+IyKvE5FGY0wifIu5SUSuFq2pulLMgTtERMQ7h92DMD2i3wUrIE4zJZwqkbD1YRqwPqQgzA7DYsbfvQM7j0/iuA6k9opPN0keDpQSLkqf541RmjFKQZjTTrZLGnWWNqxrkySOswvwbQg2wtJFQssPv5fSc3XBNsmfJr8HShtpwjSUkw8gzVbFEFl/1KAdVedg3xS1n1OVefPo7yylY0xdG3Ntp9SGo/e3x+Xmp2FDFDQixeBspxunql5KR9kEy5u5ZvRLzd88i2u6382VuXb4aLANTNVl2AZN72jE9j43lvMtOMfURlxHy4uw+jGnkGLx2r+4W0REuv7yVVxHN/SF2Vr8ji11BXY7UwdcHxiyF6k+wykYq1FHjbtW7ztH423+TqS7y55Fe3I0kbvcPmxvZe45EJfnOnGO6tM4N9cXn68Jtl+mHuNkx9Ev2VOhP4hH3jYBbEBGf/zhuNz2pfNxmVPJ5SPnfjBkoZN2czV4I9a51EW6jmZYg/nhvZje0Ihts3QvLFA60QTfn+HftMkbpmumNLQe1RGl+kx34nycYjExhrUjIFuyKPWguYR0dpl9SOHH6U0rXqXls7IibDulo6yGZdPsJtyryTB9Z3IInj+Zesx7vg6P0qymm8J7iiyGEsO4DtNDKfiYUGM79t2wuuK+qBilfiNrtFRYd5Ci9K4VbGODuZXsHcO1XHA2W349xt/UYK5bSgUpA5gv0u5S0XKKWNZIB43ow4FH3Lh3fBaeOJy+Nb0d30tRak4RkcSkm3OGUj5yisnkVazhC1sp/e6LzqIvmCFrtd3b4/L4Hfh+avhS/EwQW5T5ragrux0WYIn+MbTz0hXUHabWzN6Bc8x2ksXbBXy3eReQwja2nWPt9V07cR3XcH3Res/fo9nLqIt12pmORmwPbfUsncOj1LLR+PN1iIgEk+773DxwJz4/Q7ZnWJ7XlrV5pfagiJy11p4XETHGfErcS8ITBfZ/r4j8+q2c8FY0mJdF5CFjTLUxxojIW8Q19Bsi8kPhPu8Tkc/dSgMVRVEURVGUorRG0sPwzwfosy4RuUL/vpGEcau46PTXaXNlWOczxpjvX0pjbvoNprX2WWPM4yLygohkRORFcSHvvxeRTxljfjvc9hc3ew5FURRFUZTbiVXMRT60Qr8if4+IPG6t5Qw2W621V40x20Xk68aYV6y15wocLyJlksmnoaLDPrLxR0REJKDQRhRW8EcQrrI1CItaCqt4fQjvpne41+6JEYRes68izJGTIWcAIfJ82YA4DGDmKQwdlrMbKUw9gNBsehO2c0goalNwFq/4ozDg9XBYMDEahgcoTD+5E+GhuUa8jG59GaENDgfH9SYp1E+ZPjjDQscz7lrSjTi+ogfXN7e1MS4nw6wvva9DWHXDMwjzBCnKKjFHGUIaXWi58uvIDmPn8//gy7t7f1zOVrtw1EITQtOGhm6yC/Oi+SSFCMMw1mwLPueMD9VDqKTqc8/dsA3cL14aoTBvBiHZKDxd8YXn4232kYNoTzXakXziyKLzKfnJvglZfaY2Yg5EWV/StejXbAXG18tirUuNI2Q72+rmReUItiUmcU/OdWDNmW/AXK4ecPsv1OG+SczlybwjIqlpmiMLrh2cfctQ2zgzS2oM7ZhvceHwTBWOy9D1ZRAhjrMaVYyl6XMKaVaQDIFVR2HdnJklW0kZVP4BsofsICRI8+98IKwMdfF9Zuh7JspYIyKSnHLnmW/Kf0/W9GNMqg9jzcz2h9nWSKphDu6NywFJeIYOomOqhkN5AklqxnbROI1RO8OkVJYEczUDlJGmk75/0M1xBhxeZxNzJJOhzEKc1SibcvtHWZhcXZwaCUWWH7Q86SRI6S6E0NN1FLKfpSxgC5x9yZU5fD+yH3O99hodR+trIpJfjGBtjTODiYjZjPD8/GYnM0h8Heubvwfh9EjCJSIy+ghkXEEyujZIMsYeQDi9ljK0cXYx+7BbX/sP4TmCMyO98Be/uOY2PtUdm+2u966OTdHLf1jYpsgY87CI/Ia19m3hv39NRMRa+7t59n1RRH7GWvtUgbo+KiJ/Z619PN/nEZrJR1EURVEUpVSsjU3R8yKyK0yGkxL3lnLRr8GNMXtFpElEnqZtTcaYirDcKu73NoW0mzG38iMfRVEURVEUpcyx1maMMR8UkS+LiC8iH7HWHjfG/KaIHLbWRg+b7xGRT9nc8PY+EflzY0wg7sXk7/GvzwuhD5iKoiiKoiilYo2UidbaL4jLuMjb/tN1//6NPMc9JSJ3Xr+9GGWhwdRUkUrZQVrX13qqR0VRFKU8UkVWt2+2u394dTSYL/3x7ZUqUlEURVEURVFy0BC5oiiKoihKqVgnQbHyeMCsqRK5w4X3/THYD2Qbnb2EPwXrGrZUmO+AFUHFAI4zaeepwJktOLuLkMXD/KYG1BHa8BjKhLOwCdYPqSuwQooyFJh58qfg7D0Z8nUgm6JoH7ZnyFJ2jBzLojxhWq8G1+zVUbaVDGXZGRlDFeG5OduBqUUd2d4+1NeCa80ODOacd9G5W2nfq679XgNsk9jyKTuGvs+XLYazS9wsOW1rxjk4C00wOxe2k/qCMsjkZJspEhb3GzFvTBWsPTLcn2GfR9klrofPzeO3krAtUpLmb+ZKmE2D5pjP409ziDP1FCOxvRvnHsW4Z0ddCg3vDrKSOYbMSMuB+83fDJ9gOxNaeTXT2NB9xtjk4qUv24p5kein9YLWg5zsWWfCPuQMXnRuXqu8EcyBYHTMtS0FiyVppTlL2XlMD+ZksN1dqzdOFi2jZOG2sXXR+Xj+S9ViyzIREVON+RutW3YKFm9sHcZZZopCFkKJzg7UN426gzA7S062NsqAw+sT91e+dpgkPi9k/Rbtk/N5gaxUeeFr4iw00f3E+1BdOW2jtdGjMQmoX27UdhERU4k5Eq0via2b0Z4CayrvE63bOVm06Dus0FhHax+v6ysBr+HRWEfrhoiIV4m+snfuQvkI/dZkGWuVsvqUxwOmoiiKoijKOmAVjdbLCtVgKoqiKIqiKCuKvsFUFEVRFEUpFevkDWZZPGCadFYSg6FWiFOKXXbpwCylj/QmoQupGkNKRNaO2Gqn1ag+M4RtI9BySEdbXKw8Du1MEOqgAtJAse4ys6ERbQ5Tu7EG05KejdSTOZqioNJpS+Y3oQ3Vs9CJBZP5rynS2bAOKRtquUREvAq02d+1DfuccikyTQ3lkSNNqKHjWHdVjByNVqgfNKTBZP1dznGk5zIL7tyJTuiv7OxsXJ553e64XPH3SLcY6fgylK7RP3YBdVRju0nT+EyEc6y5Md620Ik2e6TBHPjgI3G5csSNX/0nn8WFFNAtMXZvt4iIjO/B/G34y2dwGOlRB7/PpU9r+wz0RJNvgl6xqh9zxJuHXnPgAdf+DZ/CcVf+xYG43HQa+/pHR+LytV9y11dzDXOzphd91f8A5sX8Qdxz3X/i/k4OY/wXOqBd9IawrxdQWrqdLg2cGcNxrAeb29kel6e6MMcbP+6SSfj1GCdTj/NJmtLZRbq0CZrHnP61gjRss5SSNBGmpB2CTtLyfchrEqWDDcJ5z5pe/t4w/ehvy7rfeXcvBqwvYz1uA+5Vw2vKCZemMXtge7zNJw2mWUBf2Lqwjjm630i3Z6kvhHSqdiLUbm5Buj/TjzVw+h2wwqt5HPeD3+q0qbYL42jmSJ8+Qf3ZzlrRMVegcRSeN/sprSD1pwn3z7zujnhbxWV8HtAa4E3SWhX2B+sOsxtwH3K637GHnOa14VtYW3g8+LgEtTnWArdB0yzDGGvWbActmNf+bKgLHcR1ZPZvxXXQbxHMhas4d5cbq2wb9L+TD0GbXHeBrv/0ZZxvkztufhvGI12DfklNYvz8CWhWzYC7Fp90+JxSWXxOQ+rK/W9AX7W9iPak6zEPUyP0u4RUWJ/B9c9RCtiqo7gOoe+dSLM5/P6H423zLfRt/F9vmNmwZGiIXFEURVEURVFugrJ4g6koiqIoinLbs7S84bcFZfKAaWHrk8CrdhuFNzncylYFSdiDZM8ijJHY5MIDHCplayIZofpqyKLj7EUREUm/DiFGj8JO/ghe7WdancWOP4WQbtA3gOM2I8SUbYadkHfJhWGDLoSx2R4n/d33xeWqY2R9EYZg2LbB76BwFIXAM2FYXETEb3OheDtFISrqC68NtiuZiwg7JDaEtiIUVssJYxFROzLnL2LbLoTxEvVkp0S2KTa8pmCYQokU0hzbgfHtpHGP7G2SZKtjyIbJFhjfyELHkgVPahrjJxSqbziH8FC2MnzRz9ZFJHtgq59o7omIjOxyofGG05g3XjVJFSzqaP+im78TFBb35ylU+NRLOAw1SGOLS9rAliEb/+Ap1EF2SpbCeNE+wRvvibelrmBubT1HoeW/okBH2AccYq04i/k7fRDzPjWKuZO86sZ47BD6J6CoWv056qMM2f6ETL2Z5AL/97lFn7sD89jDUCiUrbpy7E/CMSlky5JTRxP1ZyjnyFwmWQDdhyz3EBofE4YT2ZqKw+V2CNKebB6bMO/lM/h8jmyYBgfztj+CbajYio2ttaL5ayj0nqF6vQzWrfm3PxCXK77oJCy+oblCVkABrR2W5EFywdnpeI0kB5qgNYLbRvdn8MA+17YaTKJkPfX9cayBlqyATGjtlrkGazgOb2eHsBY1HHf1GfqeCYYgF/BpXqS34JoSkdUeW9V1IAwdnMc667FdVjgmOTKLJ4+i3IZzZKmPBn7MyQTan4PEo2I8v11PjrVQKFvgfkvyFPJJnnGN5GbRuNL8nXwd5kW6GsdVjLm+baT1VJ55OS5WHtiD7TQOQcq1ieVAlZMUQu/Hdy2vud4WN0eazmLf9LUyecxZh2jPK4qiKIqilIp18gZTNZiKoiiKoijKiqJvMBVFURRFUUqAkfXzK3Jji6TEKwUNqXb7SOu7RUQkmICOJE5dyNoM/pxtcViLFGpZcqx5SIfDlkWGNZ1hX7C+g/V1rJ+L0npFFhHuwCx9TqkrKZWcDS2JDKXFsh3QQZ5/L+wcai+h6tpeV3dVD+lAG6Fxm2vGORJz6K+5JqdRavnONZyPtKmTe3C+kb3QM3X9gzuPJUsjtmzKsTkJufL9SAfXdAramfkG1Nt0AuOXrnftTw3hmrJ1pJci/ZE8dNei8810Ql+ZrkE7a65B7zO5Be3MhFVXTGDO116B9cfENpw7sscRgQaPU2lmdtK4k6Z1rgNjUvMlpzVaIE3vfCP+T5eYIYugY04T1vtOWPe0P09atCPH5WYY+QnYdTSSLil57KKIiEx9F1Ku+fO4juQ49HOJ49A3s/arGJzaLQjvz8TmTfG2nPR6ReAUowM/BD3mbCvGvbrPtb96kHW8ZEdDkuyZLuyTHHeBHH+e6upFXyw00BrAbjrhLVc5hH0ztORkKykN5xz2MeGwz2zA541nMBcmtiKwVNuD4ya2u/23fgH30NRWsjQiWXBVv5vXPKcrxrHDQi3OMdWFctMZd4E8Fxbq8Hn9aYz/7EZoq5NT7riFBqxDbHNjMvQ9Q985NrS0GduFdlYPYGy4Dmam3d3XlcOk7aR4XMUgrb9k6WO3u/mXrcG6wGlBg0asy/7VUHdI63e2vTEus8VOcoxsxGZdmzMNWJ/Ms8dQL31vjb0NGsT6s04TObsBY1rVDx2vff4V1LF7B9p0+pyIiAz8DKzV6i9Rv9BrpOQE+na+2X1QNZg/reZ8I647+h4REWl90mmu5zfTPXkv1r3NX4Bec2JfaP2XZF0m2lB5LX8a3aDa9a2Zx77j+6ChrrmGNk9049xtX3Oa3vQWaF4TQ/j9wZdf/b0j1tr78560RNS0bbZ7v/8XVqXuFz78C2t+fYyGyBVFURRFUZQVRUPkiqIoiqIoJcKUQeS4FJRFiLzeNNtD5i1r3QxFec3h73T2IGzTtZoktrnMGpbDhmSLtRIsPAb7m9SXnr/Bnsp6IifrGGUEU5Sl8oR9fM1DyDVtm+2+d/38qtR95C9+cc2vj9E3mIqiKIqiKKVgHRmtqwZTURRFURRFWVH0DaaiKIqiKEqJWC82RWXxgGk8T7xaZ0EQcErDEK8Kdg+czs0kYRPBKQY5VVwEp8zjdFlcR5S6j1O4xennRMRvbsQpJl07l6sFis5nfLw8NnR9bIlhPOxjQ9sjw9ZMldT2Mdg9cKo1vy20a+D+YZuQBlg/yBiOi62aCtg0GbZ9mgmtNHzK/ZczHpTykNL1SZO7lshm43qyj94bl1PHr6COMH1lphM2GYkhsrvgtHQLZMER2gnZLkpVR3j9SBN37qeQ6nLTN5wFiT8DyxSPy9z3ZIEV3OGsRK6+Cde85U9hVxJZpoiIXH1zo4iI1F1BvzV8i+yByDrLp5Rx537cpUaru4Q0eq2HyUqI072dRH2RzRanD8xS23mOcIrFyFZmoRPzMHER2jiP7rPMjs64nLzgrE1m78Q1J8iCZmIH7gG2zWkL5UQL9ZhbDS+SjRhhpsK1oRp12SrS7V3AHGLLKVtL91+0rQcpCnPs0Nh+rDHczjp2ul+E0jEGTajDGwr7me8Xsv2ynD5wmCzV6t04cLpVoXSFUkfWZ/1DYXNo/FtxzTnwehCuKYbmtNA69Oq/3RKXd34afeGfuOgK7bBcM5yGldcLsj6TSTcPcyzliGAQ1miyldKM1rlxTZxHyseJ1yNdYf23zqMdtKamt7p7J3EOx3Ef5bQzSls8ge+kgNJc+n2U3nMS+8zf76y/Us+fztuGoBv3hd8/hnOH457eSOvaCXjVmVqM78jrcR/NNbvxaTif39Kp+iLOMXYQ47MQWrt1fIn88GjuWU6jfAX9Nf1GZxM2uQnzt3qALNf+5lm0+YE73b7b0PapTsynylHMveajNNdnwu9VGhtbg7EZvhvrzNRm7LP5t1wK3JyUy2dovbgo5cE6ecDUELmiKIqiKIqyopTFG0xFURRFUZT1wHoJkd/eNkUc+ljCdUYZW3JC5IqiKIqyjsnJYkcytVKSI4lL588+FMl5gsn8GYLKwqaodbM98L2rY1P0/MfUpkhRFEVRFGV9svbv9UqCajAVRVEURVGUFUXfYCqKoiiKopQCu340mGXxgGmSCUm0doT/gG5yYaezc0hdgVWFJeuLoBvWLP4grIdsZEPU2R5vm9neGJdrTg7G5XQH7A4Svc4mwY6MoXFkqcF2QpleZ2Pi79+Nz+egC7Gh/YaISDBK9gt7d7ptx17FeTd0oN6+fpz7wTuxz6CzJpnei2tKjeN8c+2wY8lU4MV0zVVnseMtwP5mvhV2D9Vn0LfTe1rjcu0JZ+1gyU4p21KLtgW4Q/wpZynR/3pYYLQ/Q9ecgYVFUIN2RvZF9shxyQf37ewWjNN8g7PHqByFVrbyKjQ34/sb43L9abJ0ybo2Z5owjv4c6vCmYTllZsl+KmznxH0b402153G+dBP6MzFGx71yytW7G5ZH2Vpcf1CF2y910dnKZC7BSocthNL7YA+TugDbDRvaDbH9U+ZKj+TDkKVNpDP29+zE53RvpbdgLrCtjPedo3nrXio5tkjDI3n3Ya1V5nV3uONonK4+innY/CrppcMpOd0B+5SKcczTxBzm4VwT9qkcc/fGXCO2LdTjmluOYUyzVbgfRvY665nkFM5R00f3WQPq8zJkBRRWnakyeY+b6sJxc83Yp+ubbqw96ouRu2B/1PoM1rWZ7c7qZroTY17Tj+MqBudwvq3Q1zV++6KIiEwe2ir5qPrcc3E5/VZIvUb2ujHr+jzmXqYd92xQQXP9KtaG0QfdGl5/DuulmYfdzswWssOaZas191flOdwLs7uwNqbrcL7kNI6LrLFmNuKerRrAOrrQADuh2sPOvif6HhLJXWcrB2i9oAeGxNjsorbzWp2l+55Dpdlw3bZkLZaYWWy5JyKSGsG9ak86mze/HRZKAd1bphuWRr1vpjX+mqu7cjD/9VdfxNppq7B9boNbPzNVi79nREQSr8AiKrIP9Nrw3ZDuwhow0U3fRf0Y96gPqq6gDQG1wdJ84rGsf9mto+PvOhBvq7uItsm3H5eyYJ08YGqIXFEURVEURVlRyuINpqIoiqIoyu2OkfUTIr+9bYrKGL8J2RrO/vLeuJyYRnik+9PIJjL0iAujcxgse+os6qtHOCZLmXwSm114JL0JIYrEaYRhWZKQHUK4PMqiw6FJfwKhBjOBkFa2rVFEROyLCHX7B/bgHDTH0s0Ix6WujYmIyOSdCG2N7MX/ebr+61Ooj8Ll2RPIkBF/TtltsoPoI68GGSTMFhfizp48s+h4EZHENgoLUpszFy+7cxQI7+Y7B5+H22Y4O8YcQmxBKOs4/+/vibd1fRsho0w1gg3zlNWm8eNP572WfMz8wKG4XDnozn2rIW+R3NA7c7N2X4Xm8q2yIlYry7Q+W1HCrGKJDsynSKpTKvzdO+LyyINoR8NfPlPSdshDd4mIyMxG3E/Vn3m20N5rTj55yspV7uakuf+OeFOO3IfW6kzP1UWH+x1YfzljmH34YFzmjEm8Tz6i7xwRZJ1KH8S8SRw5hbZVQHKQJSlZdE3ZN2I99L/1Ej7Pk61vKZSDTVFty2Z7x9tXx6bo2f+jNkWKoiiKoijrkzJ4sVcK9AFTURRFURSlRKyXELn+yEdRFEVRFEVZUcrjDWZdtWTvd5q/5Ai0UZFez5snm4nhqbgc1JNtUC2sTSouO32cTeLyFjqh60qOQUtoSVOVbnZ2B8lvvYLPKSWVd/d+bA+tIcxeWNCwPoutNmRoDMd1hFrIfugdK0Zw3JZPXMS+pNdr/dwJ18Y7tqHeDdCnjG4ju4dBaHwSoSUTW2NMvwV6xup+aHWuvgG6yW1/GdqNePg/CFsWze+EtVKq31n2vPqHD8Xbdn8cNj7mVVyTtJD10E5nmRHpAUVEauuK/59n7nsfFBGRIIV+q+7BvBn8QVjvtL6E7cnLri+Gf/LheJtHcqjWZ4fi8sh90Kw2hBpMyWIezvxj6BmTE2SXdHlsUXtZE+oLdGsz93fjuD7Xzk3fJKsrsiup+r+wh6klLai0hu1sgaaXtbnBGzBHgiTqS77qdLisZGJdsF1AO4JpaLj8xga5nmCW7qd5jKV3cB/2eemkO55skbidDOsue3/hERERSczgv/w8pj1vhv619Zgbh4VazKHZNpTT5LJV3Yv6Zttdv1T3Y1tqEpZGw3eiDn+W7ItOuvPNNkMTm6kkm7VGnK/mKuquu+L6lsdjthX353wjzpeatLTd7R/Zy4iITG8gCyxyAGt9yY1DQJZlvNZV92AdHXwAY1p32a1byUmsX3NtqHiB7s/aHpojoVYueQI2RTy//QX0pyUZa+UVpz2ObJVERCY3oy9ajsOOx6Rx3Zfe7gZz+19hHZ155wM43yzON74d3w3tT7vvhrE7cL50Nd0Xs+jvitAGLUjhmr00Ph88CNsc1oub+5xFTqYe/TbXjH1T41gvZtuxPaqb325V9+J+WqjHvmyXFWlPh+7CBK8ch964/ttjcfncJ+6OyzXPun3aXsb9O/EYtJJVw+jvuY7uuDy23d3DbUfRtsTXj8TlDNkQZXc4fWfymRPxtsnvhbaz7iy+J7wtsB0c3+vmZGoCbUi/47643Ps63HOdT2Kfyr9z6+TYj2KNT85gLsjjZWBTZEVtihRFURRFURTlZiiPN5iKoiiKoijrABMU3+d2oDxsimo22of2fkBERLxrCCcGW1wY1htFOMdkMTLpzsa4nBiifcKMJLYR2U3MDIXxKhEykQxer0fZW9jKge0lPAoPRpY+bNthKHuPpBDOkHkKe4btZ7uayAbHfYBwjd+KrAtRmJUtcfiXaGy7wmHMbGh/kxPapGsKJtFvHN6MrGICDnmSpQQT2W4sxfqlYNaiVYKzwkRyhxWxqyESnQjtLMc2hkPSORYdeZh8D+QHTc9cw/l47iyD6Nx83hx7kSqMNd87+WxOlnVemocBZQ7ytnbF5ezZCzdXeWjj49XQ+E5OFtpbuUVWxHonHLMc2xkP4U/enn3TvXE59fJF1wbKriYkicr2wFaHZU7R+nOza49XCSlSMDd3gz1vQDGrqwKf89rPspRilj2F1qfInqiQ7RDbFwmNrw3P7TXT+tWJsLjfg+/wOONdgbWu2BzyWyFViqzcFu1L/eWF86HQul4WNkXNm+1d3/NvVqXup//q36759TH6BlNRFEVRFKVUrP17vZKgD5iKoiiKoiglQm2KFEVRFEVRFOUmKIs3mDbhyUKb004kqjfSB+4xf34HdBhehnSHCdIrTkNrF9kXZWugg1yog/YrOQX9RqYKep/EnNOypEgfObMD2pEFTtH3ktOcZJqhi8l0Y18J0E7+30pk0eHPQ0uaqIVmzJBec34z6pvq2hm2F3UlSIbjz+Mk4zvw/4aG8+48C7VkUTIEzc7UBlxTy0lU2PM6d6K6S2gn93cWUqTYSqX2CvSaQwfR0NqrOB/bnMw1Of1qXQ/ZTIzAHiXVMxaXuS/YoiOuqxHXwdZDC3Voc2pq8X8b01X4PEF9WP8JpL4b+zFneTG5Ffs2vYo2z7ayrUx3XI7T5z14Z7zt2qPQBddcQ982P+M0Yaw/nH87bFdqL0OvOHk3NFW1odY3OH8p3sb6pMR2tGduG+4j/6WLIiKy8BjOMdiN5YDHZOBebG94yI3r5Cw0mo2fxjVNbqbxbUN/th9213rt+zC+33rTH8XlN33yl+Ly9l9BH5h7nOWLN4Xrv/pOXH/LCdwvvY+4NaDxFPq1ahDnG92NNifJ9qjhnJv3fQ9hziZIwlU5ElAZfTu9wfW9l0VdMx1s40P3Dkmyrefm0XwD5lNNP/ad2ujlPa5qwJ2Hbch4TeK1cXJTqEdF90htL83ZZrqHqBjZQU1uwcbKYdTb8U3o9dLtGPf5Ftf3sy1oT91lnHx6I9bnmmvYPhP2IdtJtRzH56M7cZy/gHbUVru1o/r8GOra3hiXJx7D98iGz5zD9ke6RURkoRb2Tmy3xGtLNE7Vl6Hjnd0IK6DZNtJ8kqy/PrR6YuupuguYv/4MXd+d+F6qHF2spcxUoj2FfhhS+0WXQnHqHbD/qf0SWe3R95l3B9ISD9/j1tTkLKzv2EKq4Si0lNHvE0RE+n/Q2dnx90HdNczJaz/cHZd3/7n7bjNTuKEimzkRkcohfOekazHZM7VuHlWSjZ63gPt+6D6yHZzGvKgaWmwtVTlIX5RPl4tN0fp4halvMBVFURRFUZQVpSzeYCqKoiiKoqwH1osGszxsikyzPWTesqR9V8QaYxkUsqWIrW58hISWY4liyPKH7YFKfX1KfthOKbJy4ow2SyGyFfHaYTeVuXCp0O63HYkukruEFjKcXSt75vyS6/Ipe1F2eOSm2lPonos/X0nbHZGi9jHKzWMfduFg8/RL8bZi4ysC2zK2LloObLNlFyC/yLHFyWe9xFY61M58VkdLuQ7/ALKuZY+fctuWkCVrrcixWFrmOloMfz+yw2VPnL7hvmVhU9S02d795n+9KnU/+ZlfuuH1GWMeE5E/FBFfRD5srf296z7/cRH5AxGJ/Oj+2Fr74fCz94nIfwi3/7a19mPF2qNvMBVFURRFUUrFGrzXM8b4IvK/ROR7RKRHRJ43xnzeWnviul0/ba394HXHNovIr4vI/eJafyQ89oYGzqrBVBRFURRFKQFGXIh8Nf4U4UEROWutPW+tXRCRT4nIu5bY7LeJyFettSPhQ+VXReSxYgfpA6aiKIqiKMprn1ZjzGH68wH6rEtErtC/e8Jt1/ODxpiXjTGPG2M2L/PYHMo6RB6lK8xOTMTbWBsVfX79PsXIlz6wEIXSgd1qisFC2hrVXZYHK5HGMtIaBRdWVnP0WiFz9VrxnZbIzeoumUL3XPz5Stx7qrssCay9jCg2viI3r72MyFK6woLkmwOc1rdIismlXEeku8zZVma6S2aldZdMMd1l2WHtatoUDd2ixvRvReST1tp5Y8y/FJGPicibb7YyfYOpKIqiKIpye3NVRDbTvzcJfswjIiLW2mFrbfQ/nA+LyH1LPTYf+oCpKIqiKIpSItZIg/m8iOwyxmwzxqRE5D0i8vmcdhnTSf/8RyJyMix/WUTeaoxpMsY0ichbw203pCxC5CaVlMRG93Bs5xAeCEbGRETE72jHvh6eiTmM6e/egX1mXAgi249MBN5WkguMFghzRDYlLY3xpmw9bIr8cWRjmN/owvOVJ+ghPoVMBHZiCnWM4odW2UfvdXV984X8bSgG2V3wa/ZCdkrLIbZekluXAKylXUuiExkfMr19N965UH/WIUtJPvuppViJKItJbMJ9mOkp+h/gZRFb0GRpvtHcY9ukfOH7pYxpYiv+E5+5dGXR50uxOipqlVPk3vEO7sPHL52My/5OZGQx885CJ3OlJ38bCrQzWgO4L3j9KtaHTGLbVpxjAvcQyx38tja3bRBrdWLzJhw3izU3OzR8w/PxNck96KMMZYhJXXHXkm3F/Z3oQb22AZl65jpdOTVK9nSUhcemcD5vBNcXhNfH9mTZNtgbBSmMr3nyKNrRvSXcSGsSlbMNsPrxR3G+zMXL7nxLWL/jc4hI0OeyMi33+8I84DKT+UMkXRum77gicjW2gFuOFImvz+6h7EMvvYqdwvuFnxmy/cg+tZ6x1maMMR8U92Doi8hHrLXHjTG/KSKHrbWfF5GfM8b8IxHJiMiIiPx4eOyIMea3xD2kioj8prW2qG6pLB4wFUVRFEVR1gVrZD9urf2CiHzhum3/icq/JiK/VuDYj4jIR5ZzPn3AVBRFURRFKRHrJZOPajAVRVEURVGUFaV8UkX6b3X/WCc2H6wnWXgIeqGFBrxUrn8J+pTZnU7PU3USmkLWVxXSVMV6RNKuBmy1QXo11uJE+qmAdD/eOKwmWFNlO53eJTgGLQzrqDKdTahjBunVzNXw+jaSXqYO2q/xHeijdA20SG3PO42P10PaGrrmHM0Y67nq3bXks/gQydXxTu9uicu1R51WcGEb2uk/cxzlVkpjuKktLi80OK1dZS/0uJnGKhx39Excjmw8Rt/3cLytchxjk03i+mt6ME4Lje4cU5sw/i3/++l8lyfeHXvj8uDDbkzaPnUMbVhGqlPWqGbvQr8lzkKXx9qnaB6yJpbT7slG6LL634C+bzvi2mQPo53rnWL64MIH3roumtetue86EJcrBp3mzx45vuiYlSKfds/cgzbYF/Ofm9fGqLws3SH1m1+L9TBHa8ipIKvcPc46yBx9KKUXzqv1LaALL5QuNfumUNf/Dej6/SasuYbanE+TW0iznpPecZb6K8/cKfQ7CbvgNKumHnOW0+XyGmCqsDZG7eDxlWNYLwvpl6O0kYWsi8ohVWRdwyZ77+t/blXq/tYXfmXNr4/RN5iKoiiKoijKilL0AdMY8xFjzIAx5hhtazbGfNUYcyb8uyncbowxf2SMORs6wd+7mo1XFEVRFEV5TWFX6U+ZUTREboz5LhGZEpGPW2vvCLf9voiMWGt/zxjzqyLSZK39FWPMO0TkZ0XkHSJySET+0Fp7qFgj6k2zPWTe4s63BJsPahzKbDETvtov+Fq/SKiILTo8yhYkHs4XWSgVelVfLIzFdifZq71xeTnZRJaTkShn3wI2Ljk2F5Fd1DJCaTk2LwvUHp5jefre37Udu14j24oC4ftS493lQsvBy68W2fO648I5EEwhRF4og0M073n8ecy8etinmAaak/NhP3NYqhqWVXy+gTcgjNXyFy6MPvv9D8bbqq9AAuGPohzJM0REUt94+f9r78yD5Lju+/59M7MnFrsLYIHFfVAESIIiBca8KZdUomxRZSmkHVUkJy4rjhKVUnLyR1KVsqKKrFhxxUdVfFTsqjCyYkmlmCUzpTKTUKLEyCrFoiCRLPECeIG473OxAPacmZc/Xnf/vo3txhyYnR3sfj9VKDz0dL/3+vXrN43+fef7C81R2A10z7LdTOo+isp8T/Kc9Q/tsuPIuiWZL3nzsIGwb2pt4XsgHqOcutgCjMN4LMWIyQtjNkROP+K6K2yz5qtUbu4bpqE1d56oy2YtY1z4uFTfHd0PZZPlJOFrsj9Khd45RBzVndcfvtap8G5kv9WolVnyvZWT9aaW9Q5bEMXWRaFiCvHTOhJnJYqtooBgGZj0mfrhaJzLp8+GQs79xt8jhXjOnrZ1oThiEhhPY+t5bYjuT/7+dSWSFszaNWX7qqzsf0zHhMgfmqcQ+bdvsBC59/6HCH5IzKMIKYQQ/f0Ybf+aD+wGMHyVcacQQgghxJJlgYzW206zNkWj3vv4tdtJAPF/AfMSop/AVURJ2D8NAL3ov/pjIYQQQojFRwf8uLodXPePfHyIsTc8Wt77x733d3vv7+5CT+0DhBBCCCHEDUGzbzBPOefWee9PRCHwWBDSVEJ0P9iP6ffeAwDoPW3WDr4ndG9ivek/+k5la/um1thDas+FoM8oXbJ9p1eRVoe0lKVJ05Fc2hzqWPGq6TcqXfYMPrnOdDbL3gn7TG80rWVhxvRQhVkrT42Ylq7vZNCZjK+z/iwnzdyRj5gepu+Mnd/E2tBnR5KrvtNkYTFt5ZlBO79yXyj3nbUDZ/vt86lVVh46QH0eDttnhuzz4X02VpfXmx6mUA5tD79jupjzt9o5T5nkBkP7rJ+XNoe6i3YYes+YHmrlfze7namPmlaw91TQT1X6TS909g4bw1V7TO80tcqm+Nj20Odlx60PvRfsnMa32L6jf/pcUq5G9hiXPn5/sm3ZcWtjctTOdXyzjcu6P/4JgHRqv3O7yJaDJEwr/+fLYd8dpkfFLFkvvb0/KRer1n8XaarOvddSMA59Y3dSLuzamZRXvWpa0Nj+o/uitTF+s83lFT8aS8o9p8ieatctAICzO03LtXIvaUxJg1m539ou7InS2ZEuLWUtRbpL1nAd+je7AACbvmTX48rHTNbN877SE+YT398VuzRYdpx0W31k2xVZQHVdsgsyOULpBcdte/9+012OfTRoc4sz1ofBfTYWlz+w3fpJ+yDq3thNNt/6T9u9t/yIza3Tu2zNWfV6WM/GN1nf+s9Z32b77Zx6z4ftF3bYvl2XrQ/dVC732nh1XQn9qJZs28WbrN4t/40svlabBnFqU5jXM8tJJ8kZD2muzwxYfaXo+rkKXcduun49Vu47S9fhb4Mlkd+xNdlWOGgWWRP332z77jONnovuqalbbZ0pvmOfV993V1L20Xpe6bPr1Lvf5nd5jd3LpRNkjRZpIWfJnq101nT4cSpjALj4gH1dDr0Y9J8FbwvmxC2mu+w9afdhiVNIXhgL/b1sn8/+osnwus+ThvSAjVGsfXcVm3u+126YygZauOmeSnScnB6S9MYXfuXOpDx4ILTtyB6JtZ0VSqk884v2m+C+fUHnObHD9N89Z+08igdMK8ta9ZmfC9e90mPzsG83WRbNlU0vCJ0Yzp4Pmn2D+RSAT0blTwL4G9r+69Gvye8HcJFC6UIIIYQQYglQ8w2mc+6vALwfwIhz7iiA3wbwewC+6Zz7FIBDAP5htPvTCL8g3wdgAsBvzEOfhRBCCCFuPDrUUmg+6IxMPoMb/d33fBYAcPT9FuoceSWERCbW2ItWDukOUkiXwyoT60K5SuGxLf/LrD3O32HWB3F4FwAKUQTtlEVCMbiPw07W3qkHw3E9Z+xV/PJDFLIfoTD0atvedypsHzhq4Z6Bv/4JmiFlPURWHK6btmfYYzRqn5HVXnHUQvmxLUeebVRe2y7av1ELotjmgu0pUp+TtUWeXUUjxNmAUlkw6jjXOJtGlp1NJ5I3L9jGhG2IOo3Ybidlt5Vji1SLes45sZWhjC0puzTqhye5Q1Y/UllTKIR4vWPP9wK6yE6qloUSZ6bh8cyx0CltWA8AKB+3gFVxiO9DC4UWb95q299659r9aJJUn/n6NEBW9ql0I7b2Oxrb+N5JrUMUvk7Z+9SxjixFsmzb6iHLWorvre9e/uqC2/gsH9zo777/X85L3T/43m8t+PkxzWowhRBCCCFEAzgAbon8Z0IPmEIIIYQQ7aJae5fFgHKRCyGEEEKIltIRbzDdTBndR8cAAFv/t+klCheCbqd/lOwgzpDdw4zpDmc3mGXGyPOR/oIen6fWma3K6u+Y5YtfQTqZ5UG/4aqm3+keN71Uacq0M/4nQa+26kfmwjSzkfqwm/p50cqTdwZbip4fJqndG/rPDKd1Y91Pcb3ZbsRpLAHTA6XS3VEaS9Z1xToqACgfMzuLmMKQHVc+PleXVNzxLqv3zX35JxH3s4b28vAXH0zKm79oNjVx2rLisM2LOO0ZAGDUrC2QocFMpZejUAXrDtne5/h7hwEA679Fdh7cd7INYr1l5ZZwrYvjpKPbS5YZzL13hL9/+mr25znEqR5j+ysAKF4gqy9KvckpS2M9LWtp/Th9vtbsUS7dZcm4ek+HOVI6TeN6mrSwa+lcSV8X26b0HjDt3+xau37nbrdrMnjEdFf9z4V5FI8lABTJ8sX3UjrKsWg7pZQrTpHGuI/SES4z+594nYjXGwCojFjfipSOkXWq6AljyPchirbouElqm/rhly+b+znNQ0f3MqcALUZ6NJ5jnB6wcozuyTuDRZI7bteG0+txelZXppSsZ8P1KQxSqluaF3wcW2f54bB/kSzXqsO2lhfHLTUj2/TE+ma22AGlK3R0/rlayAjWXVbu2mHlXpoPk2EMywPWRmyJAwC+x7ZfuiVoqAf2kJ5ziNIg0jl57nMp9NmdtTWpepetjWyj1XOA2o7qcJdoLGjOlkfsmpROU91nwjXO08cynKYRkT2R6zFtffnkqasPmVtHnLKSvn9r6czzUoHGaXgBwL++H/USzxsgnYYy6zulnnFpN0slRK43mEIIIYQQoqV0xBtMIYQQQohFj2yK2sugW+nvcw8vdDeEEEIIsUh51j+54DY+g8s3+nvu/uy81P39H/y7BT8/Rm8whRBCCCHagl8ynqd6wBRCCCGEaBPKRS6EEEIIIUQT6A2mEDcABbKWYruhpuvLSKkmhBCiDSyRELneYAohhBBCiJaiN5hCCCGEEO3AA26JpIrsjAfMZX3AnXcCAAqXLXOO7wkZGIrnKHMHZ82gsrtE2UuWh2wLvkQvaCkjBMp2dQtXLBtDnJnAUzaKVLYNyhDiJ0NokTPr+EHLXFHttewIxfNzs8lwdpTxzVbHmuct6wD3v+tkyNzA2RyYrpNj1jZlKakOhH5Ue6zvpQuUVYPGAs4yTJSHwhj4LsokQteG951aE9rrP0B9oPMvD1n2E26vdCmM7eWbLJtSadI+P/gxCyPs/JJlmIivz+Uo0wYA9B+ycav22nhW+qzcffbKnD5UBilTxjLLxjG1isorwrmueMvmgqPsPYVJyzzjKZPLqfvDfBg6YJ/3nrExdLOWQWXslpBpavjrP062zXzI3Camh+08Lm22Nob3hTr6v/UT688ym4cXP3JHUp5dZtcsXuCWnbBsHH37LcvO9CYb20qftXfosfB313Ibiy3/hc75Pst0MnCU7rNKGK+hF04k217/omX9cedtvLd/ne73n+0Jfz+0y+qaogwifZRBJbompXM0FwZo7k3beE9tsMxepSvh+vA90nU+WzowvsPuv6E3wj1Z6be5DhtiFK/QWtZFa0d0Xxcv2n1YXWb9LC+3+rrO2Lo2uTm0PbHG5sLK12isaL2oRu3F6waQXjvKy23cus9YP6bWhuvXf9jWLM68c+5BW7cKNq2xYnfIaHb6A5ZhZfCQnX9xynaeWG/3XO/ZcC3L/TY+Pecp6xHdTxdusXVtalUY6CItz0P7rQ2uY3qljW1pojKnP5e2WL3LD9lYTI6Gfvaeofu+Qlm7+u06XNxm12zk5ctR32kyEKl5uNbulzie2HPGxnt6tY1V10Wb992HLAPQoX8csjl1kXKme9z62UVratcla7trPNR37g7rg6evySIt96n+R9X1jFu9V0btwMtbqB8XwhhMr7D+bPihjX3cBwCYWWFjeGF7GNvplXbcijesvOy4Hcd9nl4Rjht+0b4vzvy8zVn85ZPZJyXmhc54wBRCCCGEWAosEQ2mHjCFEEIIIdrF0ni+1I98hBBCCCFEa1GqSCGEEEIsejoiVeTABn//HZ+Zl7q/t/sLC35+jN5gCiGEEEKIliINphBCCCFEu+iAyHE76IwHzOX9qNzz9wAApctkWzAUbAt6D11ItlUHzFKiPGz2E5VuexnbfXGuvwJb0HSNmQ3E7JDZQMQ2NoVLZlXhx837wQ2ZnQ6mozZ6zFrhym1mu9J72tpwe96x9u69NRx20GwmKifIgmfaLDFKWzfPaa+8ZU2yqUBWG+6KtVdeQ7Y/Z6L+04SeHbXP2cZkesvKpNx9JhqLi2b5Mn2TnV/XObNPiS2gKv02xqW3jlrfBsw2Z2YjtfHOydDfk3b+eTfe9C/dk5SrXcH6onvMzj/uLwDMjpjtRvcRmztx3WzjVCALFrZEqby93/Z5d7hmbG3jC2ZB0v+2XUt02xiUh0I7xUmb027S5ubMOrsOV9aHeTS8x66HO2rjUjlnFkKFfrI22bE1nNNLe5NNPFb9P7HzqJw9l5SLt98CALhwp9kRLTthfes+YTY1vseWiYOPhevXddm6ULHbEAPH7Pr1XjBLlPEtoY7RH9F8W2PXgS1dep5+Hlcz9ZF7rZ9v21j4Xhvv+PrOrLb5Vpghi5ZXbSzcgF3L8sZVAIDiON1Dw7TOkB1N76tHkvLMzmDJ48p2ziWyHpoZ4X7YWHQfjfpfsb5N3jKalHvImqhMNlpdkf0SW2uxDVdp3NaOeF2L7xUgbQlTGiNbN7JQiseu+5ydB9/XbPHFNkvn7x4BAKx4za7vxCazReo7Zfte3mLzN7Yp6jlkc/PKrbbGcc7m6WHr54rdx8N5rrP5OztIa/wlO9ex7dbeyr3RxK2SVRlZXZUHrNx3IKwdxz5s/RneZ2vOsjfOJOWJHSPWdmR7VbxifRi/2ebbDNmFjT59IClfuWsTgKvuhXN2TdlGi+f1ycgabOO3qT9bh60/NBYnH7CxGH0hzPeefaeTbdPvsnPt2WfrT3XYruXYnVHddG2mVtraOXDc5nrfydBG1xFbIy/v2mBtkJ1UkeZvNZpzxcu8zb5r2ZJrYp3dq32nQnuld8wOza9dZR19CaKNdMYDphBCCCHEYscDkNG6EEIIIYRoFQ4ebomEyPUjHyGEEEII0VJkUySEmENxeCgpOyqXDx5uWRulTZZWsHzkaOY+heVB+1W9dCnzcyGEqJdOsCkaWrbe33/bp+el7u+++B8W/PwYvcEUQgghhBAtRRpMIYQQQoh20QGR43agB8yF4t47kuKVTWYdMfia2XWAbHPcZLBr8BNm94FVw1Y+RbZHZGlT3PGucPy4+cr4abOjcSso/Ln/oB0Xh0VHzZrIsaVPn3nTVJcHSxT/4p5kW2nbFtu3ZPYabsra9pHl1JGPWhsFc6XA2j95zo7rsfZiK6fiajuuutnsNfDym3YeG9bZ9sgWxl8xixY3bFZBlVVmxeFfeA1XU1hGtjOrzfqifPhYUi5t3WQHTIbxKp84aZ/ftHVOvUB67JO+33Kz9XPKBubKu9cm5Z7/M9fShzny+QeT8rITtqiteiWEnNluCT99NSlWxsxuBlxuALbZKh8K9j7Fm7fZNrKCyiMrNM7h+8pFs1OCywjIVM0yJWsONUppo1mslI8eu8aedeBs7IsrzW6H799U2+vCdfc0F6qXzZ7L9dL5TUbrBI1JYeWwVVa1uVA5a2tHaXOQLfA94qmN6pStAUyhN6wBhfU2N/1ZspOaoTVnGdlsVcL1YduoKtlp+XI5sxxTvG27VfUmWYv1mZWTK9L6E7XN1mj8eWGV2ahVTgX7ntIWu6erZ6xv1QkbI54X8TnxQ0Tlwlhm3/g+i9cX1212PPDV7H17rY5CfD9QvVdus/Ww9xRdS1qjY3gMGTdt9kaVlWTRlrE2pijYeM5+YFfo2ttmhRSvBXP6QWtD3LYftDU3ZVP0vK1VzKWP3w8AWPG8rblZa6toD3rAFEIIIYRoB7IpEkIIIYQQrUY2RUIIIYQQQjRBR9gUDXWt9g8M/woAwE+axqcQ6f8qRyntU9l0IbG+EAAwZlqsRDtDGjDWEXHKPNbEVU+G41hbU4vYRgVIa6P87Nx0lQ1DWpZCrK8i3VZhOaW7I00RpxJ0pfCS2tG+rGvB2bGkWDljqcaKK4ImzFEqzNRcYQ1bpG2Lxx0AiiOmUaySdqg4atqgapSGsxUWNKUN65Ny+djxzH2SPs2Qtmjc5k1xcDBzewJdjxJrO0nHmJpnWVo6un4lGotUukzRHNH1Ka2xtH3NjmusdwSAKunnUhrE+Fqy9jNP80kaxFhvmUr/Sfre6hWbQ7WsnPh+St1/sZaQtJZ5eut4jQBM58j3L6/J3DcmPlfWtrJG2pEOO6VJjvSN5cN0brTO8Pm5go0z15HZny5bt1Kax+i+zhvvLFjvWOV1L+e7M15/q5Omly/S90Tm2pLXNvWTqdXn3Pr4XHL0tIuZjrAp6l/vH9j+qXmp+5lX/uOCnx+jN5hCCCGEEIsc59wjzrk3nXP7nHO/lfH5v3bO7XXOveKc+7/OuS30WcU591L056l62pMGUwghhBCiLfgFsSlyzhUB/BmAXwBwFMDzzrmnvPd7abefAbjbez/hnPsXAP4AwMejzya997saabMjHjB9dxeqm0PIsdrL4ZrwU6tCv73WxyzZVnTZvo4se9zGEJrxFy3UXd1iIa/iqIXQqhSydJtCmLXQY/UWzoxZ2xRqiS1oQCHk2fVmNVKcsDBs4RyF70dDP2taPQAorRtNynHYl0M/3HYqLE5hFReNXfmIhY3dWTu/4oph286hsgwbF7ZBKbNlBoV/suDPOdyIagM/pePwdCSd8Hx8xUKT3F5hwMbCLwu2SLHlEwAU2cKkv8/qywhjFcmayPfSdRizED+HE909wYqKLTU4lM9WMJ1ALIsAgMqFC7adw7Dbwn1UfNtCmnm2Olnw/C2OmCVMXsiztDbcAylbmRy7oeJNQRLD9jgcpgXJVtjyJZn3FOqunDHrHrauKdB8icPJjtYQFKxvPL+LbHUTSXF4vNmOhud6JWNc+F7nEHjKTicaA7b2cVRmCQDjB0Ld7jJZedG6kJIP0XjFdmDVAbIHorWT71XuZywriq8zAKC7y9o7b3Wk7I0yYGu06a12r3aftnCyH4qscK6QZOGYSQscrReVFWEdKZyluUL2bKC+geQHiEL5fhWtPfR9UJygtfW0zTMXrVt+Oa3lZA3H3y9dB0j6EX0PVE5ky0F4DeTvz2L0fVclmzW+nzicji67Jn5HuM9cxeZetdvmLNudxZZifL/xtfbLabzJtiyWhrAsJDVv6JnAH6bvtujeYLlXx+GxUD6Y9wLY573fDwDOuScAPAogecD03v8t7b8bwK9dT4MKkQshhBBCLG42AGAT0qPRtjw+BeDb9O9e59wLzrndzrnH6mmwI95gCiGEEEIsCebPB3PEOfcC/ftx7/3jjVbinPs1AHcDeB9t3uK9P+acuwnA951zr3rv37lWPXrAFEIIIYS48Tl7jV+RHwNAqeawMdqWwjn3QQCfB/A+732imfDeH4v+3u+c+wGAuwBc8wGzI2yKBt1Kf597eKG7IToM1tzkpRebL7KsW+aT2FamET0jAFTfuwsAUPi7l1rcI4M1j4XNIaJSWUG6LtJc+Yd22XE/unaf8tIuZl33I//eUl5u+pKlEBXtZeaRe5JyzzlKHZuTuq+VpKyHIj11Stu3gOtFu8k6V7aWYis+htOsVm8OddTze4BUHZGd2+x7zCZw/y/bGnHrHxxIyj6yQqrkpJstcmrOrLWP9MhsAeYffE9SHt9m2vmhb+y+Zt87wqaob51/cNtvzEvd33n9P+Wen3OuBOAtAA8jPFg+D+Afee/30D53AXgSwCPe+7dp+woAE977aefcCIAfA3j0qh8IzUFvMIUQQgghFjHe+7Jz7jcBPAOgCOAr3vs9zrnfAfCC9/4pAH8IYADAX0c/Xjzsvf/7AG4D8F+dc1WE3+78Xq2HS0APmEIIIYQQ7WOBIsfe+6cBPH3Vti9Q+YM5xz0H4I5G21OIfJHAoY+8cMRSIWWL1IIsQU0T29d0wD0mWkM9Ycj5hrOPcUYekU1qPYiswQpshZSTnaeWbCXP1isTtrLqsPWgZph6AYgtkvKyDTWSiYnpiBB57zr/4JZPzkvd33nr9xf8/BjZFAkhhBBCiJaiELkQQgghRFtYmEw+C4HeYAohhBBCiJaiN5hEbE3TDlsaTtVWXWNanurLr1OHTLdTGBgIn+doCmvpLlMp81hzVLA2uI5Y4+IoHSenpUuloIv0THx8Kr3gKUvFxtqZOL1jYbWl7pzZYuVmrXdq6i5pXIukz6pkpIfMrYJsjMDpA3P0XFnU0oqmUv9RWjo/OWnlNszVFJFtSHH7tmRT5c197e3DArJQustUH46dmPc22m3TxRZEnlJ6Mrxm5qUWzSLr3qpOVTL2TFNLj1hTd8ks4BurWhrLvPNM6Rw5RWjGufB8cbdvtzrOh7HnlI+50Locay85tW6cLhloTHfZkegNphBCCCGEEI2jN5hCCCGEEO1iibzB1AMm0c5wYyrEkxfuoUl4vXY7lTNnGtq/oRDExNxNHBavVW+VwieFnFBK4d23JmU3FcLQlX0HMvfNy/6QQOPaSFg8VQXPlSbnTWZYnENCdWQjiaUIfp1JC1C1RLfVV95oqm95HP7CfQCAqbV2zjs+01xdeTYvLB2YfG+47r3PvpxZR1Y4lcOt8DYWfM0K/f1URzm3rmsRZzhKySL481L28tr0OsNWN9cJj3FKchHJYHwlO4ScF26N5RzNZtCpZ+yro9Z27pq5FLn/zvD37lcyP64VAs9b62t9B+RZBbn9toZXc+ZRTHHnjqTsj5j0I14bqxfGrnl86Iit97GkK++e7Ag8UnKzxYxC5EIIIYQQoqXoDaYQQgghRFvwqcjKYkZvMIUQQgghREvpjDeYy/rgd70HANB1nKwfKuEpvzo0kGxyM7P2OWnp3JRpeHxPlAaM0oHFdc2BNSKF8Lw9tXk42VS6Ynqpaq9pPcr9odx/wKx53BXSMvX32nEDVo777F94Lbs/zVJLd0gUBweTcrMaxHZTfa0BLWGN82ctm2OLIdLGTT56b1Lu+5uf1t92s8Q6qpNjDR126rF3AQBmP2zHvXLvE0n5Q+t3XWfHgOL2m5LyTV89BgConjJNryfNY3HU7LDKR4/NqYu1f6y75DZOfnA0Kfc/eip8/prZXtWyPKlLzzeRIRxukFo6r5ZruuO1owX6smY13Xl6vma1l41QfWlvcwc2sDbekORoL2vRrNVPnJY4zxqvkblV2fuW1Uua7KSueu5TuqZ++ga5vkvkRz56gymEEEIIIVpKZ7zBFEIIIYRY7CyhX5E73wGvagfdSn+fe3ihuyGEEEIIpDMnMbWyKMUhdACoRrKxRi3A5otn/ZMveu/vXsg+DHWP+gdHPzEvdX/n6J8u+PkxCpELIYQQQoiWohC5EEIIIUS76IDIcTvQG0whhBBCCNFSOuINpisUUBgI9iWFEUsH5iObITdN+g0ukw2R7zGrFDcxNefzmU1mgdD9DqUx5PRrpWBn4UuUeortjwYtNRYiuyR/kuxadmxOysVzZtXgL5sdhF8fbFxancJPLD44nWEjtjrF1WYV1FCK0NgqCcDYDpvrA0ftHqj0hv+Tlvvs/6Z9p8w2p/B3L1k/bt6WlF052IdUVps+q3j8XFL2ly5bGzWss/LSFcbjVddY8X0fvU0o9PZm7lqdmqpdX9KJ2pY4NVNMRp/n7dMKmzHWyWXazdzg1j6sH2TNYDxHCoNml1WmtLYFGnsXWWrxPZSX3jQFj10MjWFeisWk3ZxUp4UB+v5Zb1ZebPXTEHE/c65vntYymTs0VpwaOM++KDk+5/7leR//CCZPu5mbpjLr3uLr0RFT2esNZoxz7ivOudPOuddo2x86595wzr3inPuWc26YPvucc26fc+5N59yH5qnfQgghhBCiQ6knRP6XAB65atv3ALzbe38ngLcAfA4AnHM7AXwCwO3RMX/unMv475wQQgghxBLDA6hW5+dPh1EzRO69/6FzbutV275L/9wN4GNR+VEAT3jvpwEccM7tA3AvgB9fs41qNXH/d/19tv30WQBAhV6Bp0I7ea/woxChP2shuML+g1bvyCqrg/aJQxOFm7fYvsstTMmhiOpDIfNQ8bBlK/Ev7rHPKWOJn6IQopPsdb4pbdmUlJvNMHLunz2QlFd9ee70dSW7dfIytpQ2bgh9yMhoczX+oV2h3h+9lNlGHvFc5zBePWHx4u23hH33vGkbKSPI8O7s4+IeUTALhffcZmW2NilbPKq8Jty3xbcO27acUFo8boCNXeq+z8km01B2nowQVUOh8DzqCCfXzABU6/O88FpG2D+PWmHMvPOY/vA9Sbnn289fu442w6FXDu/6B96TlN3bIQtUddwkTCzlwJhtd5HEqnjLzbZt1u71ImeKm6S50xXuEp6npZu2Wt/WmMSB77l43lcvmuyBs+J4zmJ3yNaUODsW75snk2mFvKIanauvNYdy8Fey79NmM1RlnVPxtu3JtlQmvTYkZasLhcjr5p8C+HZU3gCAv9GPRtuEEEIIIcQS4bp+5OOc+zyAMoBvNHHspwF8GgB60V9jbyGEEEKIRcASeYPZ9AOmc+6fAPgIgIe9xWyOAdhEu22Mts3Be/84gMeBkMmn2X4IIYQQQojOoqkHTOfcIwD+LYD3ee9ZUPEUgP/hnPvPANYD2I56VA/O9GZsd1AgHWNMSjuUoznK1KDRvtWLl+Z+DrNEqLz+tvWBrUuojdiOhZ+M2V6C9TBMQ7YxWeSccy3bEdbkVOnzVqbwKq0164zyyVO1D6hhk9E0rFXKgLWNxdUjSZl1W2ueM21uVu9SusscS5dYP5ilKbyarmNBr+UbtBiqbl4T2ui3eVqP7jTWXhZ27bS6XtqblGva2HAfXn49Kbs8jfTB6G/SRhXX2Nj7E3bf8xjF+jl32MbCke1XgS1PaO3IIs+6Jp4P9dRV2mpWZOWDQU/K15f1ZWxjU9OahixaiuvoPjp4eM4+jtck1t2toXv8/FjoT57NC62tWWtVXn/799s5Ve9+t/XttX1hW46Otdb51wNrLM/9UtAQr3radPEux2aq+DPTGfuuoJtkvW4xGisgrZevnJnbz9KmjbbvxGRSTo0hr9ERZfoNQPE83SP8vXQ+jG3KrofgPld//q6kXPh/Pwt922a/HSgfOJRZB+t3i6NronbHbBvZH/lesiF6c5+1t3wg9JPmW+U02fWRljK2deJ7gecI97mycsDauBidK1sRsu6UbKb8CtK07g0azIP/wPrmeAHvCA2mXzK5yGs+YDrn/grA+wGMOOeOAvhthF+N9wD4ngs3yG7v/We893ucc98EsBchdP5Z731HOE8JIYQQQoj2UM+vyH81Y/NfXGP/3wXwu9fTKSGEEEKIRYcHvO88S6H5wOVaXrSRQbfS3+ceXuhuCDE/NJkVJS9MzbYrXQdCqJclCfXYNFXfuyt0jTLv5FErswyHDfNCZaUN60N/jh3PbKMV9ilCiM6HpWStlGjVw7P+yRe993e3tdGrGCqt9g8MPjYvdT9z4csLfn6MTBmFEEIIIURL6Yhc5EIIIYQQS4IOiBy3A73BFEIIIYQQLeXGe4PZpJ6tkboLZM/gOB0Y20dE+rKaKdc6hQbSyOVWUUOLV0/6xHm9fhGNWOzUVV+UWpTTijZEHedZ6A/JBlLpDkmrlNp3xsa2nGGnU49NUT3ay5jiimGrO8N+qnzkaFJm+5QUh0Pa1+LOHbbvO2alwrpL1nTGdXPqN7YRW4q0QsM2Xzq4VtfL9RVHyYZpONjUuGM2H/0k2QbVSvtZx3oYr2e5axnBNkxJH9iOidc9/oEHtx33qclUoGyp12za03quX6yX5t9vFEbMQortm7LsvvLqbWTu8BrvKX0nKmGtrbJV3Tx9zzSN9x2ZN3w+0BtMIYQQQgjRUm68N5hCCCGEEDcqS0SDeeM9YM7n6+6o7lSYciJn33kiDpXO6UdDlVg4xhVDmUMOeW3kZTqJyQqLpz6vI5TUjnBFXlg8DiE1Gj5qOjTeAFnXOi+Tj39xz3x3J0VdWZki4qwic+popD0KucfUExZPMvJE2UMAoEoZRPLmZyz9SGUgoYxKblmf9Y0y69TKRMXZcjhDjIskOJz9JU9+kpUBh+/lPFlKYvvUZ2FTDlem6shou9nMO1xvPVKVLGlILEkJ/bH6OMNTcTBILThDTEPU8QVfaz1LraO1xqgV616NPjcbFk81UYesIctGLC9zXVYmn+tpO+nDjSJNy8ErRC6EEEIIIUTj3HhvMIUQQgghbkj8kgmR6w2mEEIIIYRoKXqD2WE0rbtMVWJ6H5+h/clrI0t3uZhohUZJdC6xZi5Pu5p7XIa2OFVHXnU1dHV5urQsrVmevrmWti9PJ5jo5OpIu5nVdiO6yzzq0cllao/r0DxX9r7VVJ9aSUvWamYRvtVqWiO7mPEAqovvWmehN5hCCCGEEKKl6A2mEEIIIUS78EvjV+Qd8YDpnEtlIUjoCll08uw82KIjdvAHgEKU8cFfsRAGh11Ka0eTMmdCKUa2Im6Q7EW4DnrdH9svcJikQLYcGByw8gULFVWjsFFdlj5t5nqzcLQik0SqPrJ54TlQ2rIpbDtj17TV4arCrp1J2UWZcypvvGM71GE7MvbrDwAAhr/245r7FkfXhDYyMl9cC3fPHeH4MzbHjv6yZcJZ+0fPNVRfZt/INiaZv3S/nf3n9yfl0SfIQqlgmUf81g3h+Jf2ZrZR2rbF2jhB2VkqYSHmjFqpa91sWHGeMkrVcw9k2SI1WkfNfkQ2Q7mh7haff9xeymJpaNCaGL+clGutLSnbJMrSwhnWMu93Oifet7DSbKsQrbtsvcV2Sq7PLKkQ11G28ameO5/ZB7Z487Gt1bkxq5e/D9h6ifuRsQakLJs2rLG2X349KWdd62azmbm87GHU/wqNQU2ia+K6yE6L5khd2d+ul1QGpPlpohE8AK8QuRBCCCGEEI3TEW8whRBCCCEWPd4vmRC53mAKIYQQQoiW4nwHWCMMupX+Pvdw29prSTrGmJS+I3ssr1fbKLJpi35nAWm1prWVtGvsG0k1d6MQj92Cztk61q1GyEr5WN+B1063mdVGU+1ExNrEPF1izXldx7jV0lPnpQWtSZPXrOn2iJZ+Zy4gz/onX/Te372QfRh0K/19hV+Yl7qfrX7zmufnnHsEwJ8AKAL4svf+9676vAfA1wD8HIBzAD7uvT8YffY5AJ8CUAHwr7z3z9Tqj95gCiGEEEIsYpxzRQB/BuDDAHYC+FXn3M6rdvsUgAve+5sB/BGA34+O3QngEwBuB/AIgD+P6rsmesAUQgghhGgXvjo/f67NvQD2ee/3e+9nADwB4NGr9nkUwFej8pMAHnbOuWj7E977ae/9AQD7ovquSUf8yOcSLpx91j95CMAIgLPz3uD1J6kw6olUKCo+H4xgtg1zZSGZXOgOXIPZNrXTgCNKDdqzttRDu8buWrRaGdXsmtqIQ1Ir1u1aSotwbfLnSj3jVishWrNql2avWSvUNa38zlxYttTeZX65hAvPPOufHJmn6nudcy/Qvx/33j8elTcAOEKfHQVw31XHJ/t478vOuYsAVkXbd1917IZanemIB0zv/WoAcM69sND6CHFjoLkiGkHzRdSL5oqYT7z3jyx0H9qFQuRCCCGEEIubYwA20b83Rtsy93HOlQAMIfzYp55j56AHTCGEEEKIxc3zALY757Y557oRfrTz1FX7PAXgk1H5YwC+74PV0FMAPuGc63HObQOwHcBPazXYESFy4vHauwgBQHNFNIbmi6gXzRWx6Ig0lb8J4BkEm6KveO/3OOd+B8AL3vunAPwFgK875/YhKOA/ER27xzn3TQB7AZQBfNZ7X1NB3RE+mEIIIYQQYvGgELkQQgghhGgpesAUQgghhBAtRQ+YQgghhBCipegBUwghhBBCtBQ9YAohhBBCiJaiB0whhBBCCNFS9IAphBBCCCFayv8HJC0Hl9An8LYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 868.5x576 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"vggish_embs = es.TensorflowPredictVGGish(graphFilename='audioset-vggish-3.pb', \n",
" output='model/vggish/embeddings')(audio)\n",
"\n",
"plt.matshow(vggish_embs.T, aspect='auto')\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# TempoCNN embeddings"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fce54de2748>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 288x1152 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"audio = es.MonoLoader(filename='your_song.mp3', sampleRate=11025)()\n",
"\n",
"tempocnn_embs = es.TensorflowPredictTempoCNN(graphFilename='deepsquare_k16.pb', \n",
" output='1x1/Relu0_reshape')(audio)\n",
"\n",
"plt.matshow(tempocnn_embs.T, aspect='auto')\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "es-drty",
"language": "python",
"name": "es-drty"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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