{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import torch\n", "import matplotlib.pyplot as plt\n", "import IPython" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "use_cuda_if_available = True\n", "device = torch.device(\n", " 'cuda' if torch.cuda.is_available() and use_cuda_if_available else 'cpu')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test FastPitch" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from models.fastpitch import FastPitch\n", "model = FastPitch('pretrained/fastpitch_ar_adv.pth')\n", "model = model.to(device=device)\n", "\n", "mel_spec = model.ttmel(\"اَلسَّلامُ عَلَيكُم يَا صَدِيقِي\")\n", "# mel_spec = model.ttmel(\"أَهلاً وَسَهلاً\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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flHxelIyAwP4uICMkY9YeWzzXHgEpAdu06FPmKzsXk7QX3LlqK23KNdP+gIxDnCRi5M7+FS4hoURmOzHGaA2DrALAaBiRprNkWUiWBkzS4sDATOjvw32fBpCUzBjImMqYyHjNA/GEuYs3KcWmv0MyKgwIySgzcPcsfRCQUWVAQokhVXaY5ySH6SV1zt6yQuuKEzyUz7DINoc5ySYXcZplenbsIkbu/ov9KOMFEDEisG0JSAnZI2WWHmbe1+m6z0bEnOIwJzlE+3+uwTrwOaAGXAp8Czz8of/IMW7kYXxGjaWZoEOqJESc5iI74+YZUiW1Y9SjzoiITZbp7dRINhdNn+7i+xcgse8h5vmp2//ny/j4ZyYemzHqYZ6R2pjWkVNcwq3Ms0OdLvPsUGVIhT4RYyJ7kcjOkxERGQG3cjFDqu4S8uzvMM+I2D1f0s+p6//QvpvRTd14hMza/tkjdPM1ZZaMkL0soBIMKNPnwXyWy7iZJ/JX3C/5V2qfnMBJ4JTtI33fqDk4p8ZoETbuN8etXMyH+Q6+zGV8lMeREDHcrZCmsyS71fy8Tm2/BRMIUwgzWC/DBvD3wP8D7gccgbWf/RJX8b+5nBtYZJuqnds96iRE3MKldKnzFS5mROSaHKj5eC7JCBgRMaBKjzp9yuzuNojKIyrBgEW2WaTNLnW61PnSLfeHL5XgeuDLqj9+AGYetMvjlz/IYU6xyDYA2yy6NWJMRJtFRkTsME9CxNhOsAp993zOkuXaPLJPnjzHA6r0Kbux3d5dZHenDsMYkhm4BWgDXymM4a79/P0AxzE38RNfVzHT2yuj0Yge8ErMsIN59F536hSj0WgKVu6q4lw/1TnCxT6zcUZIjZAZSnahjzDR2xkhEbMETAipEFOmQom5JnAWqGBGf4QHGLLgmhPkwcsEmCkcs6+BQEmdL8Is2g3ozs1QoUSVgCohM8xgtqlZykDIhIBZGsyyQEYMRASMiRlTI6DOHvME7BIyoUJEg1lCZugTMcMcKU3AbEixXZhmChtkaB/mImjxYCUldA99aDe3oHCsmWp77BEQUKuVGEche70qDGcYzIZkk4RJfUAUJIwYEzJgzy5wYxZJkir9XpUgTJnUTVvHQ7NgZrMBM8BMGhICWRoQhBlxOVGtCAnCjCwNSIYxWRqwN4ygYh+D4YwZhx5+YwUz5mXYq46YrRlQEDGiQULAhCoz9h5jO4QjYhIqBJSZYdYufWUihlkVzjYozVUoE9NglgYzDAjoEjOkRkaTkC6xPW9IRmr/P6LkxsX0fQmACTEpsEtMRkCXBgEpNTbZI2MW2KMCzDFLA+bmzJyOMBthEzgEy3NDVtnlCGcI7XinFoaZNkbsUqJPhQkLjGgwIrLHxEBAnYDS3B6bUWDG99SM6c/AznNJluDAiH2v458D1DEzhb8bY0pzO1QpUSamwoiIChVSGszaVoS2j2bsvKuwRww02aNCbJ/9FmftcXuMyJhlhoSS24gn9j2wc9g/6oEC9SXXTxNiZoFZ+2wANEiJmFAjoEpAjYC5ZIZaeWJOXMKvAam63xnMmmIeezcP+3MzzGMwTIuUQ+wyYEI6lzIips8sWRYwGu65bgvC/LO7k83B2I4/9r0O9blZ5pmwQEaTCRUmdr6ndKkQUAPmGbPESKFLWQP2CmBFrxkzBMwQERAzYZ5ZIsK4ShxDmYyImND2UEQFFmrQKhtlYQEzh0LgUli6vMMh+hxml4a95gxjEmYYEZAwYY+MATPsMUtEYNufmnMDE0rMkDGjlIIZAgICJrbrISYgIiNmQkAYVylXQ4adKvRKUMXsB3XyMgZ7GaDh/rgzqQhLqgm3vdzoXVe+4cGKlmQYUYkD+lazqjIgJsk9dIn9v0HUFXNsDSw68D0mC+/XkiKYEdFgp6jJBzApQ6JQfoMuscX9RWnQpUGP2P5iQIU+FRJiBkmVQVwlZuTOZy6ROS0iJSC0VoGAzD248rlIphZgOYf+f1DokExNL1ncRcN10jMb2d6wxjCsMaxPmK33qa4MGNmNNyGm3V5i3GnAqRnGwHAJCJWmqCUNIA3Zs0AlLicEYZZbsIMwZdyrQKfk1Q/XJvsSKXxvgFlCROI2PcDNK5E6XQJSGq7vUoIgg3SGjJCRPYP0X0yS6//YHeHHPCHa16/ynhLQpW6hkpk38n1iNdqEiFES7bf02aGr0qdJhyXa1mqT2mehSkbg5l9GSJ8qXRr0qbhnSOZIzIhGs0tSThh2Fv01tCXxoDbo7/V0GtoxSYGwRG+pQb9WtcrGyM77zFlHEzt3ZGykJ9u0SIhZYYMqfVY5SUzCBgP6dmlPiOiwoPr23P190ByXNsnzWKXv+k36sh9XqQW9/fedkV8nAvV3AJR9G6oMaNJhjRPuWelTpUPTHFvLzyu5txExySWRGRdZf6wYEG7WmgoDGnYOj4gJyEiITPvtXNJzM3MAMVOv/Jog/WDWLMjiDhX6ubUtJSARFCUgVqxvIXBoyAobrHGCI5xwVsUqfXf/I/ucyPOZELm2yErXpZFb82S9k+OlT1MCersNqyhlBGEKwxJ07LwcYv7fU+2UcXX/0drPnSMVFF76BpB7DlgJIS6P3AJuHmyjk8miLNYBWWyq9mFlB2PWG5JfaMEvLucCLvJ5jNn0xNWQFL4nf1wSY5c7swk06TAidubt/OaQMiKyi1JqN0ljwgzilBZtGnSpMiBixMg+uA267hypWtiLi3CdZN9DLQ/8uVxHgFvkZBEdEXGGJgOqbJ9qwVbZWEh7GDWgDKQz7KU1+ivmMetTYZTFjLfmzHEd2/dL0n+heYlVRI9Rucy4GTMOKxBmzBYAC9hz1YeUyiOCMCUMM3pcBFv4zdG+Uus6MsuYWdS19SEgxbsLAjo03ZyKSFigA8DgkgpV+s59MrJLtRn+xC7kXSISB0Ir9K2Fxfe9HouBBac9GmRk1p2WurkdqfPG8YidpUPY5qg5PcnNfw+eQhIi16Y+FbvY1x34FPCVWnA5SiJ2tprQKxs3x1dbqzvq/+kBf+vXITNPeqeWuOkQ1GvmnlY5yQobbn5Lv8hzLX3btCdv0aZK327MiZ1rVQvCzNwbWICGsizK8ydjICBI1pJ+ZgBrEHi3iAAW6f8mHRq7PbMGpJj3BAMwAvznoiTV8NanwACOLg069lky65SZJ8ailrlxEfAhoFfAbjIfcdPlMXtHa+YZXDKvJh33qtJ3fWPuJWGJNrG9H7k/me/SR8ZKO9oHlOS41M55DWZCMgd+RXGaX+qw0ztkAEAZY/0rw30v/hwP55/4Nj7GUY7ToEtGwM0cpUOTm7jcKQ59qq6Nl3HcKHBWCRXgauZzaNdFM8YyvikBo8wqFHbtGA1jP58FrGDHRyu1Tsk5FwfgjpUGOPXpG2Gj/0a4h9smoZlsgvhF9AMli4p+UCMSD1QSPDBJOBi8yP+Le7fWnMAsQPK5ft81rziBqJa4xUI2NG1t8KcOGNnFQbayirMLVXP3rBkmDQtqtCXFg5T8+cBr9bKxejeQWWEH6lp6Mx25xTw2mmVmfeohbgGSTWi2uUu13mcB0bgS+kGV7frQHLDkj9PAw7l0hspPHwKp+OFAjOKiHcVLHYJD+XMAsDSEctmfpzlmtjyiOd+xoK9v+SQCTPzgFzVJA2J8v4Z4wOTH1CySFQsmm3TcmMj3gAMsRfeMdkm0aOfmR4emm+P+N4G3Hg1RWmvqxk/uw/j2jS6txzMjdMBTjpMx7max70vYb7nSVkQtWkuV47ToTSBMicpGoRBgllh7V5e662+xbsg9VewmK/cnfZvYI73rM3PHFi2MWqRvHVgPvGWhyRmadFigQ50uLbZo0TbrTXE9AM95KFpxh+SUIwHKLbZsvxtFwFi5qgyouHECb/HT9xCSUa336ZVrzr1EGQeMIxIFqEO39shmvsyGm3mm/2RN8ABR1lQBL0Ux1xC+V2qhXIMGXTo0ORM36TYb7JVrftybsMYJLucm1jjBarJOEkduThpXvhmPiuW/Fdd7o6Am7nuthpl79WtrRuhcytV6nywNSNOA4VIA9dgoSWKd0uNUVv+nxIXYarVl5etJU//2t7+dN73pTZw8eZL73//+vPWtb+Xqq68+jy28fXLPASup0Xa0Pipmdm9GHDgNSDakmJEHJ1pzF+KgSIKftKF6ncvqUibvStLEziHM7EJ1cUDF6gHnIrnifu43BzlWdAMwi7JojKJ5ykYkj6rRLP1vZIHJW1SCfQtTzMguFp6/Yro8QIOsxF53NPTEPK81jSnVBzSaXaqBAYzS/xX6tJst+mHGXtn8tlrv58BKMozIwoxxmDk3kAEqVlI71QWolEdUYrO0a80qGUaUyiMo23sPU6qWR7Ng2yQLsN/QzbssvHrDK27+KYHhzMQRHZpu/snvZN7Jxq+BiDZrC1DMMNaWyAGaAWI1zAjZZDnXJtnUnNlau10K4rVkA+YFrEZ2a6/auSkuF5lfsqAbQDqBslrQzwVUDmpD8VnKvTJnvTD3FTMgs/YDP78adKnQp2H9enm3hQF1Zp5696i3sAbq2Ly7R/pe9608dzJGTQy4rbttuOvaU5L1RNYSUYbAgzttcVH9V7HgsUGPEbF1ZUc5N6+0N+Vgi2fEiKg8ygPAsrGUhHZtDOzcyv82sxbaxPWTrAlFa+u5LCza+iKAEHDXNeuKcX03ml12BKzYl1gqvYvPKENd6u650e3W1qHEAq5QAXgBZSP7ifRhSkCWBSRqvcrsOjIbZlDveyB1oPtHpLRvDO4MKePByt5XO/AAed/73seLX/xi3v72t/PoRz+a3/zN3+QJT3gCn/vc5zhy5Mh5bultk3sUWAFyoEQ2hqrVJJp0nIlTFphq1vdWFFk8dtT/i4t9qN4D8hM4VJ/LMaJdDdVx9hqN5S7N+AwDKs5cLRuVPOQaMMg9JQoYZITGh415+PRibRbOQe5h1tYVrY1r0a4OEJzmPfYoM+rIbW0WemSxc6cATgMpN7tU6wMagbg/us6SkBAzqFXp1hp0E8Omj2Jrfs7M5h8KcLELfZYG7KWBYe2nluBZD9lLM8IwoxF3HYQyiy0I21CAkLRFFlwBdjIO8rks3NJX+UicPA9oREzv1BL9epVBs0o3btCjkZuHLTvWAgJkvOV6ReuVGauRmwOibfep0KblOAbip1/fWDWumQ6FDbPEwLozzLwa5DRfMdMP7Dtgo88a7t66WYNup2GsXAIQm+oa5wJH8nyIRqo1Vb2hNv1PRknEKI6sDdEsy10ajLKYatB3G2lK4PhpslFaNYQ+lZzFofgsFN2c2gpp+sWMg4BOmene7dZz5xeuU4OeiSo8i1F4tjFrirh6hC+llSFw6011d0ilZka1W2B2emuGtEvUBA9lxHUcBJlfn+qmbzW/xvTHiMyeM7VgWuajJ9XjwHGxHzVY15aYosUDyF1jRGTAcNxnRzgrAENjLWyzxDqrENsxJ2KTFeceS4hzFjZpk1e5fNvNmEYOfCbEbl3pdhrsdWp5K7r0VzjxgB/28X+8jA/68A6XBr7bbm9ml7e85S38yI/8CD/6oz8KwFvf+lb+5m/+hv/23/4br3vd685nM2+z3HPASkLugfETNnHmSLG0eO0qIUizPOAQV5AsoKk/f863DvnooDJ5k2+ivtegRo5JIUj3CONMbZCpW4T0Rqb5BSmGKyGbira4CIfCaBfpPr+zaOVFK03FXtMAocj5dLWPVy9E5jbkOnkzeRBYL2qYQVhy7py4LIte1W0w0qaKJRJGjEhj40Me7FZI08BpOg6cpEHeFYTt2/oEygnlet9olPhw1j5VRklEFBtri3dB5cGILNDaEgd+YdbkQQ1SNPE2IzC8nE6NnV6VnXKTjfoyjfkeDbp2XEO1sWY5wCR9LBwVbRUCHHDo0KRPlQ1W3DglRJz6yioct1yhLUw4fopxr52C9StXadLhOEedJUDafYYmPRrcyOWss2pD5Kv0rPuhmzXobDXZu7WWBxriZhApLvzaIqnfNRdAtFdzc9Ars3PrIXY4ZL7TFs8UtpfM8euXbNOY79HhFgws7Ob61vA5RrnNVc9XcSRowB4inKCMwIaxA86qU3S7ygbaoEfFbsT2Yvuff4BN+z6PATDCXWmbeyvXYOlIm2rcJyPkRi6nT4UeDVILMcErJ6IwDFyYeUibJU5/ZdnMgY7tO0veNeT8iKpdW/T9CKEaWq4vtMtJxFs9vMVKg5Yi10X38SYrdGhynKNmvt6KAdeYMT3BGsc5yue4rwPjAyrcwhoDS7BNiB3RVpQ1sWCKFapLwz07wk0ZDSP6vaqJYuvNeFep9JPIEK8E6XW/yV1mV9VuoK9ul8/LaDTiU5/6FD//8z+f+/zxj388H//4x89X82633EW69U6QIYyymCTIP1RFK4H520c8ZGEAwZ5fMGP7EouInC7GW0iKrp8QE2dY5FnpDVXeCwu5LBayEO7b+AqieRDFhUDcN7KYyca7xJbTQiGfIyXvhvBaPEqL1wu9HKc5Nfq8XRrGCpIGkMKe9Qf3e5b7EKYMwgq9WkNdy59HfMjJMDZhy2I5kb7Urg3Z4MpQanaJywmVmtd+RWISgtgT/bQrQHz4YrIWvoAGiMX+0gu07j8BXZ1LTtPrNOBWs4sP0zLD5iKnm0Oyi82xTc440mRwwGYg2qS2mEi/j4jYYoksE4CYWY04hE7ZLLynMO/igrB9JxvrBsvOTSViooliNlhmncO0WXLtSAm8RUUWeM29KBJlIe/fh/zc1/5/fayAH+0+OZelJjVm+ywLGARVQjIHJjzvKHD95l2h+wGKGV9jxfQ8JKOR67GWKCzTBG+lNL835+tThbltA0Z2Me/gLS3yEyHlF/ktZchCnzZAcpd0aeTcYKKUxDRcbKPYWU5srBnQ2lH9WtgNUgIqeHLygEpufmSFH2huivSf8NiKCo3uX+92MwO5yQpbtLj1347CjSUPpuyzLBE/HRaIGTnOjoBmzeHpUmeTldxYjJKILA0MKBEFJ1X3ks6Ya+rnY8u+ZE6fwszz4g4qbu19cg5f6x0oDfsCHw1/9uzZ3DFxHBPH+bVla2uLLMtYWVnJfb6yssKpU6e4UHLPAivDiKy2f4PXAMX8LUTCyICbcOxBihBjhXSbI1LZ778aR0WOLUYDCRCS85UhC2dde2Rj6jusLD/zLobiAqvdBXKfGQH9rEqWBmzEKxZwpDkzufxWRPtw/XnzVir5vGiZiUn2aaWAsX70TMeMQ/90j8uGu5LUYioMFD/GnHewWzFApVcx59AaNepdcyPCiQMqYk3Soi1tEjmjF0+5T3EfGiuPDynWEVoS0KzdBbIBGp5Hn2atY++hnN90e2XWy6sErcy6Y9q56+gxMdqjsHoit1F1aZhInFvNQlM/tEVUHpEFxv/uQoC38KCih1mcO+a8QgstEiOFl9BTG1a7vWRCOSE/Jh38BqjHRL9rl498rgGnjiCSv/XmrfuuSEq1kqWGI5XU4gPG2IxPhNe2xVKlI7vEYqnJ0/KsFTds86zmj5E5L9ytPhXGNShpy1OCByriDiquzoH/XpQubaUQoCJuDOGGDcKMJI6cBSQhYm+r5l2BMg9sfwuJOy5YnAIL9vpUOMlqbp5rDovcu8xP7UKVftWAUFotv9+iRTtbglMlDwqUW7C7U6czb6zHYu2VyEnvhIud5a+bNEiGEcNeNc9n+2puSekXbVkRsFLGPS+5eact8PvOe+dvteUAKhaljG3imGI292uuuYZrr732wN8Xc8JMJpMLWrLmngNWdqDfq1Kvdd1HshFKKK+IaAQOHNR6RvtZxiwo4l9OyGs/IgfxVXbxlpii+whcDgUW7WsO+rHP9SLagjbxarCgM20WNULhtwhhs0uDLLXuorBBIzB9osGK+OFFDtI0iyKgKlULkYj4iCNGhhjbwYe0Kq2JS0pkZU9gFTOz9EGv0zDhsMUNTVtSihp5mDoyriyuogFrANDkjCMPSpinhOKae0idlqgBhJzHcEYC52rr0EQ4Q9q6VKFPXE6MJ1tbCrZgzBxf7tyPztF1ukEj53rykS2pW6Az11N5MJcjF2O1fInAAg8otvDm6+Nw61fWaF7coU3Lcgd8JI0Ao76Fbe32EuNb5xgXrSdiMpcxEiy6b1wKE6i4yGvAqQFOXR1X5LToc/Vgr2fgabdmLE9N67aRUH4ZRwP2Isc3ElefUCuL1jMdJXMu0OJ/Y747Q5OIVeOirZcoMfYE2hizxsizgOo/UXxr5jWOfTsAVtgAYIsWEDkX6WhokxTaPEODIHPuDgdST2FcgrcCl5jLFMnAcv/etRP7NSlRWWwt6Vn4HiLCL9PPs7ZoS84ekS4N+r2KAvF460oIw+OLrD941ZHHfRSPDcu2gFDWcCc9O0FCGxtTdDceZP3TLiC95sjck9/W1fHyrsH2BSDZVuICWOmbdP9zc3PumKJVBWBpaYkgCPZZUTY3N/dZW+5MuUeBlb1OjV69wajmTbcJEFn036XhNqKc68MkbfSEtwy/YBbRtFhQ5F1EwAq4hE1k+FTk8tt5oAWnV+ucYI0TrNGm5dpTseb8gDxwkEXANC9E3D6Z1Qi9eTZ0URSyoCRB7Py50i/gwY1o1D7qxROT9fHSX8UQZ8CBrQALHKTfxB0hYCWEPWqMVmJ3H7nw3F45b/7X73rTkvPVJ2DdTFkakJW9a8SDDLP1S/SGaMLCzQGjtRq3R4LwhLSVxvOKMrfIa3BT7A87aL69WovrzJjyATVz72I9S/B5dyQ8VbRgk2tiADVIahE9mxCvYjPuivtsnxaprRlbwBfKHG8eZa12wuUE0WAlIaJNiy2WGJ+aM+PXxOcQknN18EmztshvABq8nAuwFD+TY5uYMPdiH9bJkW9lLtUPbdGsdVhmw0UEAY7TBeRAublcwEBZMAVoF92HAty0ZUvcrwmxO14AjXDGNllhI9hk7opbzTowh0tZQIrnv8kjLnlWyuRKEmhFJSBlwQKxpGYsK3HZKAZRYOafWBhGwzivIBzg/hGQLu5F4cHJ/F5hgz5VklhFysiJAgiClIN4XnKcDq+WhIX9rMpoGNE7tQRbMwZAdfDPhsyDW2H90CrrK6t2/DzfzbvA80pbGGbMNneJygmNeTMPsiyg36swPLXoQVHRrShrifzfPaP48g/aRYn6vwPPFS4IWKlCxTJrx3tAH+bm5nJg5SCJooiHP/zhfOhDH+IZz3iG+/xDH/oQT3va0+7AFn91ueeAlQToQK/cpFNrukUkwCRPixg5s6JOftWlwXD+FOVdvAtIFkh5Fg7iqIiIhaWmjgXvp97BL1Axhrc2z4EPnVh89KIIOC1HFgMh24lmIX5L0xwTiqo3bbOZBW4xKka3FPOJGG7w/tBAcQOZzTXMgRhJO9egSxaEbDdXDYENDjTrS1sEpJyhSWenuc9kfc4N0L1SZm3a/ag8ohqIOTpzIE7nTdGZS0WkPwRsiFtH7kuAnMwn/Xu5Rh+f8XUzWTEWImn30hjCUg789ntVOrUF5/PX/avbJJuBDhuNGUGtmxu3UWKIg05LlEVZzNpKm+91GnRqTSSGRM4h1z5Dk8FuQfPV81/OJfcjY6atL3DuZ+YgsCLvRY1VW3WGhc/KkKbG7dkNGuikigJUBfDJhiebs+9zv+lKzSbtzpBxKYIYvzHvt0YKuXO8iAlh3jVtZdW2exNfWybFrB11jMW1BZ35ukvdtkWLk6zSt+RZARP9oMIgNQB9hCGOuhITabB/3Oy4iNVsgOH4yFyXpHcH8Xlk/ueTIoa5/hH+jCbkinWwTzXv3j01411UMqZl9W7/L/0uSoOQy/36aJIZJsOILA2Jyokj8oubzCV405ZZzYmSzzUoKVr0wsIxxVcKFyQiqIwPA7qdscsveclLeO5zn8sjHvEIHvnIR/LOd76TW265hZ/8yZ883628zXLPASui8Q1L1oLiwYpksRV/bEJMna57aPu1MuXa0CwaMinFnSMiD5XOlwL7uSoy0QW8BHhibhlXtKzoctEPtsuVgdeCzKnMYiCAxoOYfH6DgMxZV/SiKgtK4MBGmjtGREe66IVI2iNSXKi9q6RPqdll3JvLJaTSC4IsisIh6O02nFnbNqLAS1Hv7nwTZssjIgtUosB7t4Pcsuvvp2hJ8mGt+11iGfkF249V3rQaWRKgkBN3tpqG6DoE6jBbHrEXlnIL3F5qXDqjMHL1jFz+EqAx38uBRGlzMYQUfHi3I7+KgUEsFVrDttwZTzT15np5H2HDzw/y9YN3xcl1ityU4UE/Ij+GB7mCii4hLR3yG0YdCCeGYJsGdIKFnBtNp2EHT+QWt4GOWvFpw/RzVMytkrfOFHlkkmxMJ0nszNdZynrM9PBuILnHIX5tEK5c3bwXM7d0aLpriIVvROTmS5aG+8noncL42H4VzlVCjA79DtW9m/sKnUXEiLew6DVAWxO18uKsr0nkrD17xeKjGgQUgECudIY6r+7/PhUGSdVwVex99nuhAy/jYeRdysXrFvpl3/cCaDQoofCeewwvQHWeKnmF+nbI93//99Nut3n1q1/NyZMnecADHsBf/dVfcemll57vVt5mueeAFYVyzcMkLhKfj0AvLKK5NOnQpUHcGlHLLDw9iJ8iIEVysMgxmiwXqr91SHOqzlWDiQUy2h3TdYGXDeeT9U2QrLUDtblagJNE9OMKmoPiFtLM8hxsOLEP101zi5NojcXU2XIuCbfNZ37cv5lr90mz1eH0MIJDdkWQDfMQ0Bw7DXafyHEyDgdo05THlJtdwjBzIEVHHEgbNEjRi6rpA7+4RE5XExqmj2zQfSXnL/rjzRiaEMqtnZaJAhLQUDa8CiAH2mbtYiw8gH6vYhZd6wYbLlUplUd06w0bTVUxC3BPEbDDjMVDbdNVQiwUbVoAhVxX+tO2S0f5FKM4wJSuGNbJAx05XxNvKhfrjQVm7jpFd09xcZe2aFAq1ypqvvLqqGOa/lRZGtAd1umkTar1PlE8YoktwFtSRGRMJWTbuwnzBFI99mLR0ApQQOpqMWnlQZ7hAVU2Waa/WOHS9LRZN0Quw6wnLdV/MTAHw1qBM2Jd2KYLsxxQzoXgajfHEF9FHgxXxbq1fbZpM9t10jaxugZkzurc2VEdjU+aJgVGZ8PMg5AiGHGJGs1EKNUHVOt9dmhBuZQfa/Lv42HklEsP2v2znREwSKp0Ow1T1iOFcWomurNxaLeliAYi0mf6pZVQOe4gMLMPrJwL2d+BYip6GrmdYAXgp37qp/ipn/qp89mif5fcc8CKaCbNYSFBlLcwiEXBJNMySYciRrRoQwzB4mlzbAphBjMpTELzDMrfSAizBiCYzych9GuzZGHg2PzxisnlEqR7ZOEsW3HL5hi4jA5N1ll1vu4KA6e1uGyheDeRhNn6v0eMwtix7V36bRsNJP5sybIpRd2KlhhzG/ujhMz1A8ej0Z9pAqjwZqSfnclcm6PL6qShBxCpJcr1Ti2ZRdcuArNNQyDaU9klZ8sjl9DNEWrTAAIPxCSnjrh+JM23aIgCqPRmpBfpmJH7bEAlN4fM/XlQKETYAJPmvUmHZD7iVHnR8zoAwpl9G+xer0qvV4Vy4hd8nRG2V2Y8jNkRd1JP1UbC9me5RLZk5oIxd8/s11LlNx3M82HHQ+aXLivgQpRt4jcXIdFU4yfWmSKQkO/0Il505cn/i7/VFpkmeb6Yvpb8XcZuxDOMaZDVA5fYayecgxAaV3ZdpuqMgI1sxUXPROURYWDAh3C5imRsyFvTzN/7SegjYpOfZrdBv1ZhncOscQLJ5dKkQ7YcUF0e0NrZMW4hEcVZmZRha9FkaDU1gSrumhII4K0c0E0ads7M5EHKKcyYHbf/L7jYujRos8QSbcRqau4jcqR0nZBy2GmYCDAtatz29GdFMIr9rFyC+pi4nJhkjZeOGB2K2AkPme+31G/LwCVwycUnWGaTFTadwiFiWhrRitsESxnbWzVPJtbzC3VO15bCPQhIlt+Je0oDZwHtB4EUZyXUzvg7SbT1/wJgpfMt9xywYidWqTyiyRmnKYOPfNHp0uVBzdx2FDAqlwjSjCzUgc5GsnSPIIDQ9uiMnRzjGLIQurV67oECGxIZ+M+SOFJck4rLEyD+aOGDVMhnmWzagFO5J6nBo909gPPtZkFAGnhfvRBLdVE38DlepE8O8r9rra74uRCVdeSEWBtiEuP+qJf8ZicPdq9MN2uQBRK5Y7VFtxhMHBhxi6EFKO5luThhYHz4UriuYr3yAt5GdgGOGLlEa5rHYIoCmn4TDVtn/Q3IlywoZgCuMnAFDKXmT+/yBr3yRd7aUCeXtK5aHzhujfS5kCN1EjywVpnhjLdiiJa4ZPqqEpu298Mqe/UxHLLcmEvwQFH6VsahLBlxjUNAngPnwuhVbIZa9VsNNrWU8UUnZXyLQP4g949wXA56yWYjG3DPtl1eh4CjwNKE+qEtKrUBnTDzZn/8fBZg2Qw6UPO1hFZZR7Ja6w3a/NaTpTUB3NxChrgMM0LLgYsIax7sCHnVW/aMS6U9P2+seMmIIN0zPDnbH2mAI7lu2KRp66yyRcu5/qTWV0BmInCWYIemj4IputQ0aLVWAll3tiypX9cPK/JRskzCgNU5w4kdoxk/jiLncts2h9SbXZZrm6ywYUYgjkmORgxZ9ERb+6xcdOUtHOMmruSLLhJK5qgkrQsxtZmCIKV/SYVhvQFpKT/nXZvV3/I8Fp8NmW9NdS9DzFxbUudpkgfRIRiC7QXgrAhtAaZg5W4lAVA2+TZ0eCp4bVo2JdGGxULgmA5BbFju2blsantkypIC0K+VyQhd6mdZHHV0ThaE1s8cu4XMp6uP3UIRWOuKv6XUPpQdV002IKNLPWcVERFLgiywsjCLZUVvumJN0OJJpfnon4PcNd6SkiF5LMTS4Pq73qfXrOXzZNhFIEuDHJAjTCHMa3A6PFK7TfLtyJxVQ8jT8rkQkHX+GMkLI4m/5HPZsBr0WLIF5KSPBeQaHpHPLSHnq9NF0ogPqFCvdek3q+w1a2ZhXPJVn5vzHZdBt2ozCieY7LrGnWcmmISnDoeR75eitlifuLb1yonhrZRLfkGG/aDAghWxPOkcHjJn4/KIYZhZjdj/xo+VOpf8LdeS96IL6CARF4jMDW1210BFuwLr/lVqdmnWTObjrGkjP1RYtyGj9tDRcmKBW2bD8atALEwasEf2knnuhPk+AnwWXAG/OlrPvHtei7wGVCG260NoklFOyjAqzyJlBYSn0rEZhSUnip7bAP24QlKPGJYVWFGuxn2WgFRqLFUcwVY4XjodgWuvWG6k70MDuI0ofowWvXmWgfLEAZVV1lll3bnOOvNNbm02/Py2Vow1buFybuQoxz24sa5y46Kquv6OGTGYr9Itj0wFZ73W6PaI1IH62FiLdF/JfJNjOnjw0iQ/R0O8tbgM9C5MbSAifBDS7c23fxeUew5YAaRSq+cg+M1YF+UqJnGSBUGY9iF957oRycJZRuWS22DDzFhNJMW1pHZuqsddrgFAgLu2MOvBL2jFbLGaS9Ci7TQMACnmtcEyg90KcS1B1xCCrtPERHss+qZN2+Lc38V3zflx/aA08IMsMbIpVOlTqQ3oaROqHwyieOSOTUyHGrOVXRzHyv0jVpW47MfT5H+IyOKQJj59vemfao6cKH0tFibD1/C+f0kEt8pJlzJNCJoyhmYjauTGTMZ5ibY7T4cmo8ySCUOgOeaiizcd8BSrmTCUfBsGblwzArZqSwx2K5TqA7LyiD1qOW2ufLlJM9/kjGmjDdfvGfZ2PjmcaIS276lPcryeugphjjCm+s2LV1gPV01yMdmoZOMSkFI0qcv/h4XPtIh1qHjcuSw3RQuBuLSGHszKM5OlodP45VlaYcM9937MNAE3n9lWAw59XKBKVQT4yDGQsg4hqbWAyHGSxKxhr9vIukTDsanIDIznvFVWQIqxvJp0+H3rhlzjBIDjzOi8PnF5xGhp11jgQgUetlRfg3OvyT0KMb9JJ2c9EmukAytuHCZI5B1givylgQLF9nkaqjaUJ5QsUDGVlA0AkWdzixadpSa93kXGumLB6Aqb3Jsvcj8+R4stl0nZKBGp63/JadOnSiXuk1yiiLXnELFsSvTUeGsuH5Ukcsr2naxdAkyacr94bthWCXS+lztLaniwcmHKE51XuWeBlTQ0cfy1BibZlWf+V60+AeS0SdnYjP/a1PXoBE2iICGOfd0M8enqXAPggYNEGfjcC94XLNq/HNejwQnW2GSFdVbdomFOK5YPWfDMorVFy3ExtEaYpj6pWZWB24y1RaTvAJURzU8pghENmJSO5RZ5rzUO1KeBsxppczKQN5fKZoOxHAQ1AWyhJ+dJQiddoDAsMS7HjMsR5Xqf0IKXKB7lXFueIusJyrrCtrxLuXmZG3KMTiSmSbYCKhboYPKxtNxmdJBkaUC92YVml1atzSrrboEWF4NwErSFqmoJ1AmxScdf61KtGUDRXWm4TRWwm3DigFLMiEaty+cvaUBaNqbrc5ED8bwjTSiV/DEjYtOOlZg2eAKljIm2pHTIl0DQ1zzIGiMLfLFNAl70xqBBbrPwt30XS2Uj6NJodclaBtSLe2OL1oFWDwG3xZxCuiih9JO8a3enXgt0jaUUG76vrifunV7QIKh5S42uLDygSpslmzl4xQGXPlWbDA53PgHPMSPieERlpW+KZnYaBtRK36d43pHtr27SIItDuyb6au86yZoAmUptAJecdhFq4QFuWG29Br9+aWVria2cu8kcZ/liAn7U3NEWZzlWFxeVrNyijMlzEc4bq0t7t+XLdYAnHWK4XRJBBuTnsMxj8KTkDnm3ZI+8uzMFsBnZ7myJ8UFaU8vK3UjsAhiE+c0V8guPNu3LpD9okx1YJr4WbfYVkYdKriVhgcWQPq3RGC0udN/pDUtfS5/HaDxdt8nIfcVlX81XFk2t+elzahKh/rzYV5qAqvvP/GaU64eRfWI0x0cvMge6DNSsdGb2MMOlyQ4nzIrmVg7c97PKBRSEBlTJJrHliBN+IdRWHt1CAWRiSRCipTaC6z7Kg7nUEGnx9VkkakMAbyXuuwKVLbZU4rUMb2EZOPN7fhwyt2XI/8X0bWoCtRAOBHjXX8U6EboXN4xF5FAtry3K/8tAOXGUTTNfzKYjLhK5r1ESGY3dkoCpmwV5L63lxzJU5zYTI/+uRQHW3DmE7yDaa9EiJ58JN+3QWRrNrgOYIvq5S9QzoEGHHCfQ1qsG+12rYnHQiRDFLSGieVIxhrAvbklN9BcrjrRrwRbvlGvKfG6x5YjB4vrw7fGAVRfq7MYjsnpAr245TksYXk8PH/YNKtOzzyorFhtdANW4X2JGtcjN0SIJ2T8nae576auiJUoUQ52mod+rHkgCNpWXW7nfOssfEOHroAl3SNzPSS0iKo9M4sVChJIALuGH7Qko1tY7yOcmOgiIy/9DMJV5LoBlRYOVC5cl/7zJPQeszMOsRIqQR/16cxLLh5j+RZPWDyF4jU0/cMXNS2vX8sCK1iNpvYskVg8ifBietLG4oEo75IEsbqQV+jRiH/Ug3Bap7uu1d/MbSTBWdPMUFyC9kZvjvBVC2qEtN9JOfT4xLO/zndu/o/JIAaPARMSE9ukPUyLr8pHcK0ajS71VJUhcoQIgl5G0oqwjehP2tUxMmnU9F/Lh3Om+fhLRBMsB3k1kFkrDl5JICxmTZTYcANH9rHtMXxvItV/GQkCKJNyS4+WYkIxlNkhWYk4v1XxtE994R0L3mTx67n51jhqwbhYbYST9DzAsVw2oPGhszWQ4+F3+X3T5aK5Ks/CSazSBuuH+xOWEeq1rtex85Jd3ZwiYzLsEfIIzb0GJVF9rUr6IPxdQOJ/W9oUbJoUw9bMg55HnGcT6469TV7/r2wR1OnmibNzFopZujakBh6DHEhy1u5dEt4S6zanrIzmvfmoDjGuwUnB9yf0W+0c+90DcW6Dkt1KLTYOVLg3jhilY5sRFZMoXjHIAT54/02ZzU/JcieLSp8IoGNGv2QjArNBWG5TQ74VQHkO9lAfHofq/AJYO5wbfwLn9mHegVPEZj78BdvrbdAsveclLbvMJ3/KWt3zdjblDZQVaK23HOShaCmQjEUJklYE7VtfKgHyIojb3aq1LFkVh6uuNSDQiwG0AIrI5SgRJw5Iz5XfFooI6QZu8JLzWRJ+ErLBBgy5HOU6TM27jO8Ga88Wba/XcBq3vpZgEztyr1zJz6fCtyHdmEx24RVt+26Br7qVsQ3G17zecOLAhbW0udWy1ZZvEq5yPx9KpxWVzqNgNQoqaaRG3SkNtHlLLR4itPtzZ17KuFrRkPQeKYyN9IoBVUvmL5U7S2bfYclVz5SUbl2yweo4IENXkThmhJh3XWgcIkdDT2FqUErO5L+EjdcRi0YRmy5B863SVdu/H29WNqQ3o1ceOHBxarXy23mePKtRn8hqnXq+LWqi8a8tKkQQp39dtu4+OXW6OStx3oEwDNLE8LbFlq16b+b/FEgMqnGAt564TMCbFKiWKrGUBZjH5mxl/XzNJ3CWy6epMznojH9hcJglRzvIDRTukH3Nx6ZlrRpy0nAzNYxtQZYMV1x6Zx2KRWaltcOZYk+PNyxg35wwX5BSOvyKh/vo6YuXICAp1rjy3zgxTXrHR66RfITIH5/SaIbw+zyerm8rQt+JdLdbNIuTiTVbc/BawU0xIpyO1zBofOHetWzeDvEU8JDNVrcPU8MGWMhiWPVius3/+avcP7LcqXggp48HKPcWy8pnPfCb396c+9SmyLOPKK68E4Etf+hJBEPDwhz/8/LfwfMm88eO3aLPGiQMfMm1ZOMjt4R9Ss9HJMQJIfBSIf4hN+G62b0OTB1fcMhpE9DFJpEw4bdW5U/Tmp83ZAi60mXVEzIIlgi6zwYINb5Z2Z4TUC35iObcsOLHTUPKbrr/Wfn+9/F3UrERkUZHNc7beNy6J8ti6eoz/eJTFdAPcQh4FCVkQOjO1aD+VuK/GqGjxCJ0/v7iodWi6jUw2IbGgdFhwx+jNXtw1DUtQxm2IAzcPDFDw1ZfN4uuBUoU+axYEiXtAzqc1bdE2zUj3nOVFFlSZD7KxLbNBSMZRjrs5JKBYxk7CXtc3VuFG8lVkm9gwzDESriyZd2XTlw24TYs2LZNyHxh3GrYoo32meqW8W0kWd9hvLueA74puIK3F1nFAq77U4XBtnRU23XyTuS9zXtxp8mzLs7zCBhkBRznu+kk/V9riIUUpwT9rAoYkvNuDYzP2Tdv/2rVjgFHEGiccB82AVV9dW5N9Nfgy89n8dYYmA6qss+oUCLF6mDmTB7YaQKxzmICMzfqKyTkjfWwVhSwNGMRVOjTd3NUFM83hmQPexSR58r2+vrS9yOnR30d4XswWLTossPeFGnwBXyLCAmtjFa5avl7VWXiTwhq5Rcu542SMMgLH2wMP4qUNTskKRjTmu3TrDTpbTfaWJoag3Jw4t2cQZqY+lkT+OLcPB8zzIkP3TpAqXkE4eDm+W8ltAisf+chH3P/f8pa30Gg0eO9738vCwgIAZ86c4QUveAFXX331HdPK8yBzRzZYZoMl6y8uJvw6yP1RNL2b/2dusy+GF98W0WGyxt2Q2O2tSERLnZtAL3p564UHVnqBkMUssdp11Vo2/IOb19xkARcyatGykj8u7z7TbZYFSS9uvmaNca1IP4tbKConDOsBi4faruAaiAncZwh1bQjymUSlr/TmoftZrBLCOZEQT8m9oiNupGaLdlcV71NrrNo9osdEFs8WW0jqc9EYpS0ggCN0C2ZmNxq92eh268KKGjjrsZJNRLY+sdScYM1ZW4IwM/lpRCMEt1nNH2qzzAarrDvLj2zEov0KCAOTiA9GriSAiXJSYZ/gybxyzXOt27K499TfAqRkQ10CLoHyoW2bl8OEvOoxygicdbTIARLlIEeGt/0s4xso8FsEDPo506UutHVGNvPUtsPUHotc+Q7ZKJdo55LOaa6JiKxNui7YOoedBUVbOzMCd6/nsgKFFtgkw2h/DpQhJMOYfq3qngtxg+fnW+bIq75/NEDZv3boxIIa+GirrADCUEJqipYJ28Ys82kNpC2yGmsrqnbJSr+IpamJuce+Gg+9jrn+DxKClQxW2mRZ4JQkV928bKPgRB/R5PKc5+cChOPEeMvK5M6//PmW222kevOb38wHP/hBB1QAFhYWeM1rXsPjH/94fu7nfu68NvB8yVK8yZLVCcWKcVAaeW9d2O/S0ZPZb8Z5lrv/TVB439/VRUtEscCXpPGWV3HB8MAib3oVqTouS+p+n7nlSjQaH6Iq+UP05rsfHKX7wI425ZrzD3IbsCyokr5bcnZEmAqocXlEK9jKnVe7zfKgJ2/mF/E8GnMOXehR+ko4AwJYhcsj4E5bxzQw0JptYq1C0ndmMdRkaSFnm4XRhBwb64SEmgpxVtpY3CC1pagYefS1xLgrfIXkCk0q9J35vkqfuJyYpbNovi5DIzb9s2xdhwuK/CszJ6cZh5nLGiyExZHLuFven1MF8hlnIa+NDsn/RoMVgCUDVFbmN1liixZb7p6LBHH9TGuSeWA/yc9t79KUMZR3OZ+cq2jh1LlHtEh7REmQ30gOk6JFU5ISautOROQAkrhJJFR3k2UAB8T0egYe9GhwIEBzKEUtdYQLxrKiFaYi+JfnzoTvJxzEc9PHa3CnP5e+lnZqi65LJ6DznCi+k7iqxKUp7mtvVTZAVPhuMjoSxi/WLw1W8mu6X6vN+mjnQOA5T51ak365SicN2Asjk5dFz2Odywa4EFWX9+U/upvL7QYrZ8+eZWNjg/vf//65zzc3N+l2u+f41YWXFtsss0GTjiM4Fhd/WeTBE2g1ERU8P0FrWi5MWE10mfyiLZnzZ24Tk89lA/bVTY0e22bJacba+uPpk55noxdaXYyxZ7V6ydlRLDGgM6uKhnIQ8PEbgHZt+QUwn4/FfBepxdNv8rFzbQyoOF/6KI5p0c5pgrotGQFb9Apgzd+zHj/RQmWRqhwAVIp5aUbKzC8aY0hGl4YDkGbs4319YZJoiU/cjM2S1fQzAmfZkDHW5E1dAuBcriwR+U54VdqkXjTPB2ToJ9G4AjdNNBCmonIvvcjnWREJcWOywqazAg1sindtVRkkNhS/nDi+SFaz4zNvN52lZj4XByaUXpOi5RzynatvZKO7onJCtT4gSwP6vSrVuiGNt9jiMOssWeuYzAn9PGjReVMAB95kDEQ7l/klm/BBm3HenWHWB+kb4RtpwqdE+OlnXI+vuCr12hHY+RcTOeuL5nR0aHIzR4kZWctSyjJnkFBo0wemHdqV3KbFBivwhTL8C4avIiHhdQz/xzpktPLg+yNvodLhzeDXx1SR9/VxxfVF1gZdKmCDFXNtcf011atuALVJNeF5aTrTsrjSxG0q4yip+WV8JFWALv5ZVDiFH1N83pp0yIKArZUWXRqcCld9cVINuiWSaHiBCLaydd0TQ5ef8Yxn8IIXvIA3v/nNfMu3fAsA119/PS972ct45jOfed4beL7kMKdYYTNn9j8o9Da0wEAnPxIzofxGbxYiLrMolZz2IA9nMaRR43jxp+rPzeZpFsOqeyBHOd+7vgcRSSgmRM4mVasl95xFSdpezLciC6zWeLRbw/M3vKaoRRYjHyXkowUqqr/6DKzWP3BktxU2XA4PWXC01O246QVUFv6iVmvuL+/2kXBRbT0q+s4lCkL6V3gF3soh2pvcfx60CojU5NeAjMu5kYSYK/mia6fkehHOivada9GgV0CDvq7uD9lkY9X2Jh1n0dlg2W8Y2nKhwjNlUxdekaGYL7g4FuHuHI2PE8R5gnURyEVxQhaHFOdJf77qIjAkH0funlvhvggNMKBmOd7gcm7iKMe5nBudq0pbw+SZlU0ob8Ewm6lstpJWXwD4Gdu/4pgVK6smiIK3Bsi7j3YzUFnPRcnaLJu2WHnEqlnks8kY6oR1AnZMJmxzfiF6R4ysPbNqLS8tN7/0sywKUpMznD50xOQK2SJXc0mi8IR15SNqzLWEcC39V3Q1RcoyJHMhVsfnj/UlTgDWWWWTZee+7tynaeoDbWHm6yHzegj/zNX8A4/j71lLTlBrm+ScX17t02HB3WeLtut3ncZAQvkbVgHy1rH9nDsBRNK3Mt6rnKRKnxs5xiYr9JoNesPYApMZb7F0coHdQHtf7cC7h9xusPKOd7yDl770pfzgD/4g47EZgDAM+ZEf+RHe9KY3nfcGnk/RLhUxzxoN2C/+YDaeEWKyzJc+15Exmp8RqM/1wi3HDfAZMENM6J/zH1uNDLz2JNqQLG4NVdDCLIAeQIl4y0mKRLAcxHHQx2sXiwCt4sIsfSJykLnUnNtv3MXvhXSsEzVVGeQ20KKPuXjuPDjMu9l0f8tvZZGUiBsdvaOBmXYfaUJt0f0k3B+5/4g8YNFauyb0poU2yrV1SGuHpgOHWvy1PNn5oPv311hAiuTJ5wMH6BRwELKqTg8+9ABQb45S6NHPzYpr/0HWIFnURwi53JMcXdp2VUpB+sqTS0e5CI1RZq2d6f45rP8vz6Jo2HmiZ5o7Xtrct9yukb229FUx5YAOES+K7m8zJiESCv/Vnr++A5/7v9PjoC04EpkjipThriw7d6O0fUQxStG7hAZU8+njFcFWovDE/SEAVa5XVJQ0MJHz591i3hZctBhKAVSdeK9hrZ89GrTiNt2lhilL0cRFr61xgss4boDKLXuQAbHkhqnQpuX6DnAWFhkPWeeKSpe2UPpnf/8WKfctJPwOTXpbTVNMVES7MlNzlTtdqvj0LveUaCAt1WqVt7/97bzpTW/ipptuYjKZcPnll1Or1e6I9p038ZYMt1zmEDTkQ+/kXQCL37y9D1cSJ/lcBnm/N/gFVLuDtHhN2zxI3sEjWWf7VtPy1xWrj/yt270/u2yau46xDOSTVokUNfviBn4uKWrOB4UyV8inkzc+5cSZYvX1tatEb9D5RUST9PbneZDFTzSjorus2GYD9Awg0hlIi8fJNUT7LII6nSdD/i4ueHnrWn6TF5dQUcz1vFtNm6XlOvKdRPKYa0X7+jUiMQt/Bx9pYzcvHYbbpU6HBWtw9xtnQJYL5y8SstssWVekuAR8H5yLe1McP39MRBZk+9xJvm/9PADffm/ly5+/OC/Nsb59xXH376FbM7TI9WVOZOQzPPsRDnPHmmvHzjWoLXGySYpr0ufO8RwwOY8HWH7NkW81/0nWFg2e9+W9CXF8K7H+SAkJsTAFluQr5z5IYfEgyd+/WQeLCohXAKr03Vxu0UbS53dXGpx2NbSAQyaq8zDr1Nb3YBOTPyb20UQ+wEDanF+LdYTWQWknTFfkQa2eC4CzSndYoJs0DGdF3Gla3GkvgGVFc1buiZYVkVqtxoMe9KDz2ZY7VObZcQ9io+BSkMe/GJGjCWo6ckc0gozA+UrlODH56oktD6M+t2xosnmYNpkNtm81GtifXVXLQe6m4iYmLHnRlCQEVWtnRTO6SDEEUktgF2a5pl5sfV/4fhGgIouWaKOxBSx5bk9KmMvqmjlt3l8nyG1W0oZmwUwt49qnYnKDMCiY1r1vXczv0h65uuTcMNEbffcurjnRtjUw1QBVzNCRbYdomSAp1T1wlmrZetylEKROYCbjqonIci3j/usA0KOBrvvUok2HJjccZX9RN/KasZxfPvFusQQJiddcD+FtCN8HUBYZw+vQERV6I5BrF+8FcC6hMMynU5e5Z9rkuVyGp9V1gFUAugAAXWNJW4YOakfxWZbziItF5o+MicwjcUFIv4hFSuc1kj5You3arTX+tuWyFBURn4VaQm6TnKvFfJcnuBv+Wx1JlFe+fJthuAjHySVdMzllthyHrBhqrMftXFGDGsQXwbdeHyRsW/JZSQkBWUOF63X68jXjWjkK9aOnWeMEq6zDOuZ1xLRd5poBZgJazeqBe5by67e0pZg0UJ5Z0xNLpPZ51nlnzPlTKnGfbnPXlDKQciC9oivoAoAVk9nSyP5hutvJ7QYru7u7vP71r+fDH/4wm5ub7O3lIduXv/zl89a48ykJpdzCoxG3PHgmgVjkTMGaBGs2jq5zIRStBwISipyVopYsi7jeXPWDI1EisulICKbwGiQVv/aXy33ovBKySJsIHPNZ3yaikocsn0Y8Q3LCSNvkARYXVKaONn2oP8nzf4q5YfRIFHOKmLbluSdyfVkk9Sau3UXCipH26HbKPZnPDjbpnksO0qJ9cq02kmQrzDKC1F43DEiC2LlOJPW95v74cPc8AEztHBOCtLYOaPAi43ouC0yR06Qz8w6ouI3EpVnfwkcD3Qrr7VVarS0Hdr0bsovWQmNGNndPx42dzF0Ql07+GRklkbOQnCvNua4rU7XAMgpGEEAQp457ZEKWT9qIoDwwkP4EH7mF7W/hgZg5YQiUQrYcKZ5HUdkoRpsVkzzKNU1ZBU2YziwvJXbp4TVvRp6tPhU2Wcm5S6Tys8wbyVpr+sZbuSQyp0UbIeX7PjAidZ1MQc514vmELx6K2Vuq+cSAPW/FKbp/JJu3JNc7iLB/kBT7USsQzj2bjKju7jFajOlhrDs6ZJ5TM/DPZo720ovYePAKHRagdspYVVIgkdEWq5ZxfYkVUDg4kLeaFHkqssYKIBaLlJDXTf/6OS7nqtb7JGFm6g2lAVC68AChZl/fIHK7wcqP/uiP8tGPfpTnPve5HD58mJmZu4czrMmOQ/GrnMxNVPCp1Q2iNwuS9wF7LsFBrgFt5pZwueJDqq0jkq8CcOcuWklksRYAIsXPJG+DJuaZ3+wPcxWwIlqnfCa5W0SEP6MXcXmXh127HjRYkfBFMemK6HwkB0VGyCKYt8Tsr4Yq5xTQoduow5fz2p5fEDVxGbAERR/JIVq4EO5iEpcQS+5TspiucYIGXZbZpJr0qe7uMZPCJDTr06Dua0DJYqytXNIzfk7o6KceEinm+yN24KQIVrTlReZyQEpjZ+hy643KswRxitSxkoKVbuzLmI1KJVyTyJyD3JYyB0w7vRUBzDwWjpTURpIomQ1WGGWxq7cSlxMHTrTov8VpYq4buvFtcoY1TriX4SSdcWZ/eYYj9Szo8ddgT56FERFbNvpOIj/y7TiYq1J0aZ0LxEvOI+EmyfzXRTZlM4zQPJcQExif5AiiYnWQa4kVRLI1V1zqgDxnRkBZz1rAgpWMf7nPN5kssTbqpmhd1kRk4X95y2W6r3/dWJJP5aCtidI3Dbpuvs4MJXbJuy+dsrGEqWN0FEqXnEVSDog1SECBhDGvsJFzWa6wsQ8o6fVMrGOiRPnxtM+UCsro0nAuWbnHCn02ayv0y1VfrbmsUvTXgc4Fqg1UdPXdjeV2g5W//uu/5i//8i959KMffUe05w6Tuo2GWaLtkkgVeR+i2cokFEsL5H2aelHSZluRgxYwOYeAmRH7+SB68ROXjdQ6FcBQtZtFEVjIdXU75T60uVZ4H/p6xY3Qa8nezKyv5YGZTW2f9QnSjOqut7IlMTTKXZIgPqCNGV3qdnMRls5o3zHietNt1q47WSh0/xWTxWnrjc98mY+UMDlXeirDb+bCRQGnTbqoqp0epYScr1/2We2vF2uEBiD6/oRwOqDqFj/ZALSWLiBUzhlmGZXeON8GcwHYMZ+ValAq79Fc61g3WNVZpQKy/SXt7d++kF2wb9MuElc1QDXPTqwAckyXbo6jARCEKVF55KwnemwPEm+ZChBGislEvWXHpW/BU6g4Cn5O6xxKWnw6fp9HRapM6/la1MaL+UMOisorJpKTOSduNckErLO/Ao7PJUDegHkPwjVJXIfEi7VI5rieV1ppSeyYdFhwLtp/ueSbDBiwZGttpRSQ5l1+PQdShAMm6osb3wPAS1ERcetO1ndAhQRjYYn7ub4EoD6EZhmaExrNbn5MhRycep7aMhtoPpC4uaVdxdB/aWPm1st8nhpxuepz+IR4KQ1McscoGNGtNQjCjJ36XCFHzLnn+B0mVbxl5Z7IWVlYWGBxcfG8XPzaa6/luuuuy322srLCqVOnAJhMJlx33XW8853v5MyZM1x11VX8xm/8xr4cL7dFJDomYkRzd4cgNZpnFprIhDDLiIZjRuUSQWAebp1DQEfWyEaZELky7UVriwYIYknRm1URIEjBOPl+gC++5l0IZgPTXJJzbYSQX1C1JSmh4R5O873R37T2KK6WDF90Udoh7g+ANDCuDwLoxroNKWGWEWc2FXYgW27kNJnY8kC8O2z/JiHum4ENv5UqunK8DtPUkgdtnrDrk5p7ECVWAA8I+7m+kP4zC2AG87i/AzKqSZ8g3SNIM4LAJ2Tr2Mgc7ZqRcE3ZjMT9IPNJMoYaa1Vn38YnbqcshCyE8q5tZIpZDyVcsWz+XtwcMqwN6dYajiPQYguWJsa83sFHhVwCyTBiFPtMx0UANaCCtojpmlnCP5I08DLfGnQJgpTGvCeNy1zSG53OupsS0M6WGA0j+r2qSz7XiZtuo5X5ITRq7YKSdst1BHhra5+OytNEbH/ug8m05xJthclb/YTkahQHHaIv5z3IMiGuEHmXtPzV3SGd2jwnWMvNTwE/AyrKUiPh0bF9hsw64Apn1odQLucyC8v65EN984AEZCPXrso0d2yx73QfnUuMstOhGXecda5NC46XTXkIZtjuXMz6w1fZYJkrVm7NBdlobtXIWiV1/8j9+CjQPHFWgLVOXSGgsM2Si9jzbjnpR0kAaYDWIK6akGtw9YywCenuVNGhywfTHu9WcrvByq/8yq/wqle9ive+971Uq/9+09b9739//vZv/9b9HaiQxje+8Y285S1v4T3veQ/3vve9ec1rXsN3fdd38cUvfpFGo3G7riOmywZdggJwHxGTBd4sHdkNpkkHkwDId5OQ5MAslLIwykJW1Lh0hkv53LPTI7eASQkAzcYHrwnIAiDn0W4dWXwF/2sCIYi/2nN0lthympeETRdNtNoEn6hziWUnCzwQMcd5crGzNAW4c0o/SHSJ5C2QYnECwM7QdJu9vk/R6CSRnWT79GnqD063L20C3KYWWy1VF+sT95rpv6obFzMmfbfJxIyIs8RYktIhQeqtKt2y36BjRlzJF11fSnr0WJnD9eIo4plIfl6ZM1iAFxirRBUDkMa2qwetkgPdYMAhQGO3R79WpkOTNi37vgTHZ3wBO5VrRYoRFss7SFtk45X5qUNvt2g5q4H+7Ron3FiacfDEY/PuiY3GXWIUgK2gRRbaFP5Av1dlK25xnKPqWTGjusmK5Z+YdourwPCLjPWsmvVdyLSkBvAOm/xSqMfkoO+1yBmkLR5QBrkQbblf4YTIcyrzTbgncqwk4tPWnpSAQa3qAJsBv30HgnUVZp16QVtLxd21zqrxF4orsIzrN6nQLgBQ104y69UZB/IOiqIsKlEiOmVAP6jQXRzRTDrU2nsIjUmAfc+6EF2UjX3JfYznoLSL25R1KQ0/bh5gVq17rGNdRD4jcMu5yIoFRbVSKn0bkLn1Q+a7GQuVLqI+hPqFTR87qcLEWlYmFyBy+nzL15Vu/6abbmJlZYWjR49SKuXTCH/605++fQ0IQw4dOrTv88lkwlvf+lZ+8Rd/0SWbe+9738vKygq///u/z0/8xE/cruvIw9egayY4UEr2mIR7VIIdb44M94Ax8fwmcTyimF2xT9VtbBog6HBgrSnp2h+w37er8wtEJC7iQkQ2YuGFmM88Y12IoGKqBO9n9gApsYAhvwEJ0BINV1/Dt1kIfmbBDkidVhoExnrS6BmVTHMlkjifOVO7PgQISH/o/jLHjxAoelC0i0ic2+Tz4E0vUsYyY4jJOvfKis1oLCZ0cXWIS0CPWWw3A81VccabBAhhLh0zCcdUa1ajG+6RhTAql6gEfWeub+z2GJVL9ANvkfOGZv+uLQ8u/fvukDiBmV18yvoAsnBMEGYkcT70tlurO6AYWXP+Bsv705jn5mQ+SWFxPsq7ZFKVvpY+1vVktBVEzqktkXozk83Qh9sGVOMBlYv9HGjQQxMbi6HhAtbN+byrxdW62TVzNQ5tzh3bX8Jl0nMxzL3nXTYHyT7rSGpBSxzmLAqyEQpY0e5XXZhPgIBUaJbNU2dWrqIJ6T77kg5ZzwrHiCK2wgYXXXqS01tHXERQ8R7EhSJAykXGZW2i4dhY9pQ7FAyHK9mfGWGfxIldc88CO1BaBhb3SOPAuYkdd0qF1/fsvBuVZynF1r+RQDPpmMKmWUYaBNYS4jOS65B8KZjoK2T7cgeyfhTJ2Z4A712qOodQjKcRlOt9hvWy56z05r52h5xnGZXNC2B0T7SsPP3pTz+vDbjhhhtYXV0ljmOuuuoqXvva13Kve92Lm2++mVOnTvH4xz/eHRvHMY95zGP4+Mc/frvByjw7xiaS9c3mkgIZzARQkmgIxaGr7e4RLW7TnferuRCwqkhuk/3ZU72J0YMJ8KDFH+ctB5F9iVVFuzDEPRUnkMRDolqCRC3IwiJmyVxK/iwhDfzmZ9of5BYu8X/nK9LmiccADWtBES1R7lHaVtq1fZdAKTBciWptSDifkQSxcyEISEkJaNg+kDBCLZnljRTDyQ/KWSKAq5jbArwG1qdCaiNhxPe/wiYtthw4LJr4i2AvYuSBiizQdg6Bvf8hzIRQ29lzT1YpBhgTMaaKBxpxbUy6KCDQ11IqcqMEujR2e+a3O/j5Czm2fxb6HC/aypdawFul7+oiuZDlUJ1LWRw9VyafP0g2S9FE8+0Vq5LnOB1kbTwodFTeZfEXLpK2GprsuWf28VDkWRILnhSIDGyGYDAAKQgyIowLuLxjNrlaOGQcQzYfOLAA+5UL7dqU6C/d7/KsOStt4I/1Vo0IifaSKCTAcVGkX7XrObL8CnF16tIQ3irk565YAmVcdK0huS8fYm2ie9qXtNg7VXMFJPV6JuTzJeuCatIhTkYma2yC40g50BubZ6Acuwvm11aZLhkGfNjnhl2gBuG8tzx1aZjK3pJgLQV6sMUSGyyzFbeIFk875TNI94xFMt2DMoyCOKdQDvC1mQzQXsiBQJ+PKHPgRNZxH8Xnw6q11VErSwEpcXlkMuw7heDOt7IkcYkknrH/n3BBwqfPo9xusHLNNdect4tfddVV/I//8T+4973vzcbGBq95zWt41KMexb/+67863srKykruNysrK/zbv/3bOc+ZJAlJ4lHH2bNn3f9DzOaKLPjavCgPTIjbAMJ5swB3WMgtCjr3gHZZFMPg8qGDhpMiG3ffMRt1ltF8pE2VPqs722aDWjcLQLk8hNqQ8eLOOftALBti1vRujcT56YUYq6WxMzYWgwQI4OyKcS2kQUCcjJjbGJtFxmqnYn4d2xC5rDCbKr0xFcZkIfRrZRfFZADRIKfFeteYdzmlGL6M9I+2HulcKbLQyOiIu8ZsqF4k5NUQNNtUsz7RcEwWGu7SKIht5IwZW89usQTXdE8GzLwEtMjGP2+0SsD3YwLlIgl2aPrLVOM1VrPq7pDyLgxrxhIjHB/33Y69nlxz3lz37Kqx0OgQXMClRV9N1qmGgcsIa5oQmo2phw9dLpt29ToNRrXYzuU8QTWwQFoiSrrWNVcElDKe2j0C2rWUt2DoCDbT7yaUXYddi0YsY2Lmig9NlhwYkqnUzJOITZZdnzToktUCGlmX0u7YjM9ZU2LuULLDOIbO/OjA59fMyciEUAd5ICPHF1MaBEFGEGSOJr/BitskjXsnyYGHxM02Q6xeou3GK7PPQt+eR2+ahvwau/6SZ17mxICq4+OI++eL3JvPcT86LNjK51UIZxhQYYsljnIciTASq6+4poI4I1ntGtAS2wyy2tujLCzy94wGxXJMYOdd7J+f7nyJDZY5zmWcYI3e8YuMu7Ljn7ObOEaDLquc5OT8BpV5M7+EUNyKt8gIOcGa61NxJWeFMRXrjYyfaZq3AnvIrpMrZs6qKGBe5pzLHiw+LccF0ivRnSODoEIYzNj/3wPByvmUJzzhCe7/D3zgA3nkIx/JsWPHeO973+vqDhVDoyeTyVcNl37d6163j7QLPu15Fs4aV08xElE2nBhjtluErcU6myyzybIDKQI4ZOGVBUGHC2utT46TqSqARuexMGZos6Cuc9gBiiXazAy3zYQX0qTN1lhSmsqknDe7imlbJy/yC2/iWpkEXpMPs4wkhiCAkrUYzK2PIRhDaBae4bw5QzCHd5uBd6vh29Kt1VUsk18MDipPYPrFa7Z6oxBwJ6BFgOIZp12GSCKr2C71piKtT+AkC9sKG66Y5cL2kDQwAKsfV63Z2eet0CBKtEsHGATsCrlVnqJbVFbrEJgjb71QYzaTQSvedmMWC7BJoByMgbH/nWwGNRgvmzZ3a/Xc/JPCl1ssYWx+xrUYxKndZBZo02KdVUNaDDGRQA/Ahy4/AC65+ATLbLhCj8Kr0WTzKn3qzpVmLFQm3XvFacVmM81yY+2T3PlkY1q0ezIlcG5JiaKRsOWj3MyCJQtLunNJ3lW05ohVwjxnlrsQ9IlWzfazkHWsu8YA0cZuz6wRVqLhnn0+JDy95HLpyL3q3Ew6/5HMHxFxHUsfikulYkHggs1Zs2U5FOusOguX9AuY2j7Sf5qfoYug9qk4Yjx418k6q5xk1VoVYkZJZApLhimUQ4REfZyjLox7gQ5rnMhZu0bEpu7TiuFvyZrTtwRs7ToXVzMYa9G+aMSsT6U3pjNfd5wqR5ivj6FZMmDFZrCV+Sl9e5JVJI8NYBLGYQoiOuCI582JglkELkV3Yt511HD9YdzJPsxaFFoZ74yQZBh74jpwIYCCAVmz9v93/3Cg2w1Wsizj137t1/ijP/ojbrnlFkYFZ9j29vY5fvm1pVar8cAHPpAbbrjBuZtOnTrF4cOH3TGbm5v7rC1aXvnKV/KSl7zE/X327FnW1tYY260siSNq4TDPlNax6BYUDGuGkClFysAvPKIzyuam83toy0iAD8ssui/ke9F4GjbMU8SYKkecXSkZi4dserHP62EiQjw/pAiUvMaXDx8e4OsigTX5ByMiDHdnYvsjickRSEVG5VnzmNZwi7w+Lk4gSHtUy3368cDq4A0Cu4Bpbo9sbDopnLgtArvd6U1ANmNZzIR4HJEwwCfckgWqyE+RMNfufMmZ7iWMWTYF53qx0RTNnZ4BZNuYBegs3oRtBtN2GB6UhBjLRRk4KHguMBYUcSmk6Z51GR18rIyJWM0ECOpKvNrSoIFziDdTO1egzlEhlpWycKgGuZBwqfQs55OqwWKlEjeiZIeVCC0RMZlri9lBidc0T8bYbnrue7F2rapKyybbc9VqwT7qRTuxZHPSuTJ80q+MLDAWkDjOF8gUiWJbxDKxnJXU8q6CwMESA1pMeLhRiirO8qFdlzqrLPhCfsXnVPg+0kseJIRufMQlIaR1UQJM5ErL3b/0q46C8/yMiJ2tJpwqO1AdM3JFQxNiTrBmCNngElTqvD79oGI4U+SfpXxkVqoAg58XDsQEQL2PKe/QdHMbsCixlKu1Ixw+mafCx5Jry9wrPgt+Lc4DkwBJkJmPvDAcFL9O+vQJ3qYu32mrDJgQ/fEFNQVgo79m7f/vgWDluuuu47d+67d4yUtewi//8i/zi7/4ixw/fpw/+7M/41WvetW/qzFJkvD5z3+eq6++mssuu4xDhw7xoQ99iIc+9KEAjEYjPvrRj/KGN7zhnOeI45g43r/qG03IkmDjoXlABAAUTJjj2LstdKy9mGo1CRK8xiOiTdwHiQ/zSwVC5RYk2Yz7VDkTNEkXuywwdORV8ZGP1GMjUS5irg3tpuJL1sdKz8pzMsQ82mTHMfJFeweoJnl3URbaSJsgdoBPFvQg3SNOzBoT7u4RDc2GE81L21IGtm1yn5KkKm8B6rpFWxZmE7nkiZCmvzK71CyYxdNuXnJfknW2YiMmRMPqBvXcGMmY6D5sJh3DUdGWlCHeTy/gpMj7ELBiGmhcNtYy4o6pQT8wPIo4SxjUA0blzPWv1vbNZ7MuQ+7IavKJBXlCwNRmaheZokDLvjkpJmp5DspmIa5aN5pARx2dBkazD0hznB/A+f91FEtA6tyospnkOFmqbRJpIsnSxMIlbqEuDZfBVqw7cv+yWUh4qQBgMwTecin9M7DZYLV71HRJXrmQDakS53ld4kJtWquCAPJYnWtkgVPRwqmJuwZkV3P9Azp/i88FI78XvpcQSNu06FJ3fSGA3pzHz3lf4NBaDbIYtsrGzWKJoJ6fYu6zbZ1RMh5CSPek+TTXX/kEa2KXM6uNuR9dOyhFrDRJ4MOEtSt4NszYKxRdFKAi7RGrnrfoefAHxWzDeZCs13Gd88dbVvMBB3I3svKKpV2vp/vC2y8QaBHGmfn/3T8c6HZ34+/93u/x3//7f+dJT3oS1113Hc95znM4duwYD3rQg7j++ut50YtedJvP9dKXvpSnPOUpHDlyhM3NTV7zmtdw9uxZnv/85zMzM8OLX/xiXvva13LFFVdwxRVX8NrXvpZqtcoP/MAP3N5mu2yaARnNZcP30BuAkOfAbMJiWtZF50yUTdURNg/SnmQ6HwRg5DyigYRkLmyu5fzTWh8O/MMcD+nXyo6Hok2SPvlUfkPaYNmFCqcErIJd6PYnscsIaNcWkWgV3e4TseRzMMtdM+kQpHtEGL5HNzaRDe04JosDspo2/fsy8A16iE9eFhfAmsGlFseSveeRuzcdPr3KSbdQS/6a0GpshqHfAcwCNSLiJKtkmNTmQioWa4TUJJGxM0BILWRhQBoULB4ZHpC08STDEGNBEUuKcJ/EJ28/n4TGL98NTDr+mBGVoG84IEHDA4sgJYzzCdP0YikgVQowyhjKAi28JOljbdkIyHzFZcENNoNpS1ktdBZYiYQQq1doNwnRMOWaEk5uOCSx25D0plDMQWLefS4cuQ/JO1PH5wsR10mdLktJmzg2Yf8nWGOdVcfp0OMIOPeEPHfSohZbuU1Kb6TS5/o5ET5UKzCur5WdHWo7Q0iGEG8zrP2bc4EKaDvJKlu0bDK2hrt+3W7PoljoRGbSD30q7p6b1hoUYJIqbll3yTpXIsnQTP8mzqJUtHZoou5oGBkQ0MGBVQEBElG4wTLe3RW78e9Sz/XjQaLXMS0aSIJfV3yF6XxhWCc2vH6Vk1zOjVye3cjcxpjt1TJVqpxk1a0riV0jMgI2WEbSFXjOYMVlE9ZAVtqt2youYnFNFvMPSZ+beWYBchpe8KyxCRElJIXDPRCsnDp1igc+8IEA1Ot1dnbMxv/kJz+ZX/7lX75d57r11lt5znOew9bWFhdddBHf8i3fwvXXX8+ll14KwMtf/nIGgwE/9VM/5ZLCffCDH7zdOVYAWmy7xE8i2s8akpkaJIhlRNIy+7DDfL6RQc5Pr02Ocg6tRYkclIkVcIQ7KWcOOBMzQFDLchp1cYFwUUAFMo52oWhLivAGzL34nBkAm7VlAMcZEBeVWbRiunGDIPbae2tnx7tJzE26pGSqgRBCsCYciiYdQhcuqCUgcwu0AB0xD6+z6ngwMg6GV9LLWaik/Uu0bSK0NkKEk/o+S9s9Ztq4iJ7m4R6d+bpbgvtBlXQ+YXF3aO5px7428YRsDV4k58MyefK/WrSS2FhUZNHXicgEcMi8CchHaGkbidlMOu5TXwW2mXOjecdaxhonuJqP0aLNjQ8/xg1L94N/KXnQMjSbutnE2652i8hJVtlgxbWrSYclttxcXGEzN17SJnHBaM6RdnsUNV2Z3waMmTDlBlsukmmZDRo7Q0pnIZrbIZpPHBgJSF16dS06MZiEr+tj2rRywNAAsYQFa93RRQJ1VFAa4JPxYdyhzZ0eTXos1DskQcySrSJ8gjXXL1LjS1w7AgYTfLSPcIEkk7U829r6IPl8DFjZVOuWz6viibtmjRIQH5VHhrd0CS7SRqwbYr1aoINJ4W/mqRC3xY0m/VFcz7R1I2/l8hyo4nnAW2ZMGHaX5lKH7UtqvuhmCpssczNHORocJ13dQFujqgzo0ch9tswZpPyFSNEiU3y+5H8dmrRouxxFAuSKHEYp1yA5b5qtDqeHESyVTR/fevv3rH+vDKkS2Dk9vCeClUsuuYSTJ09y5MgRLr/8cj74wQ/ysIc9jE9+8pMHul++mvzhH/7hV/1+ZmaGa6+9lmuvvfb2NnOfeDKU0lSzDAKtsab7jtFRDdrSIccVgYo2aRcXTDlea7iyjBSPzT/0+Sghw9Pw5eHluIqKsAlIXduMFz11DxLgFjG5R53LRc4pVgudHE2sJboPjWtqj8C6OYRLI+4i4WUE6V7OVBsg5Qfy5tWUwC1mcm8CCmXzkvBX6XvtCjHk0i27sW0Sk9h+CJAYrsZuzxCEVbeXEkOw7NTmnbsPGoQrG4Y3JCBFgIoQbAWYyLTRXBDhg8SGB9Wt1V1BOz++EmLteTsVDq62rc3N5lJ6huYtWqF6l99KLZ0FOpTqA8bCB+iZ+5K5qOeJbDpnbGI5+V7npZBIJJ1JVrumgNyGpd+Lm56zXrCFKYPQcQBTQPagXiILx87aGNp7A5/86yCrlFY8ZO6L5U5vqvL8SmQOgITuSsi+iPCIDrIiyP1JegI9z93vC22VcwgPRwi4xbGXTd/XrNrIuSQk4WPXslDkOmKR3L512VhV9HzFK2v6+cvzUHxW5oPcJfl7T91zV+wffR45R57kGpqomg7eVVXW5VES63oeMiqXqAbGmippImTumxwxIzc/BAxnNneMWFtkrgvYLyYGlP6Q6+etbsJ7yRD+y2yYXVCmSEKJ0PZncqHNPOdBbjdYecYznsGHP/xhrrrqKn7mZ36G5zznObzrXe/illtu4Wd/9mfviDaeF9ETD4wG5DbRwC4gyYgsDMiC/cBBHkYJjQTQptWiphGwf9EC1CYoiYQkx4pn2h8kcn25DyHy6bYUF0FZsES3qlhrkPZfA0hhOqmLA7JJhXgNBSJ6xFlCY2e8j+CbxaHbtDSY8/2bQoxzY8kD733ZOp/FftOyLHS6VosnF+ZzlAjnQojL0l+ieVWTvklmJVE26imIE8hq+YWrH1Rhvs9cbezD27XU8GGY5mI+sizGVT8dlUv0qXCGpls8zUbp82/InDJjmQcrxT46yMdeLNSnCZECAqs2h3AQpoyFC6BdQuRJ0DKmYjYXN1TfbaVVB1ZkQ8xr1UZbFhBc9PVrV5O02QDOnrPe6Y2zS51REBHUTDvkvBVLJPXPkK6/468nyoQco8GwWDXE2iquKNO3JtldFIxU0cU9E/auLBhyfRmDohQJnTr8XvNaxOJSrG4s/5eIr2U2WKDDYdadxceT7lPrysC5muSabNkomw6qNlCaa7OMZbGchVZiiiDK32dGhPDAJITYWwkleu8gkWOSYeSrgx/CAWpZyyRBY5yMqSz21Vps+GtioZG1wEAJn5RQZ7zW+Y6kHIG4wIRsLwnltLKh7/fccudbNoZUmbWL1fAOBCtHjx7dl07kFa94Ba9//evP63VuN1jRDXjWs57FJZdcwsc//nEuv/xynvrUp57Xxp1PMUm5zASPE5sHgz2ycA/KvhBfEu+RKs6FaPJ560roNEi9aGi/vq5tA94H3lALv1kETK4NCb2VnCLrrKq2Jy7rKYHZSHRGVtE8ZXHUbhLRkAQQNeiywTKivYv2FmD806aN5lxr1mwq97TJMgQQLfqwz0pvTG1z6KNjZJOuwe78rAsL1ou5T9ZW5QRrjpQp2ktMwv34nLOMyILYpcFxjiI5JERiEpcdVtKAm02twTqHWeME99u5gZLNlInlkExqkCzmI5nSwGvCAgiauzsG3AgObJn7Q0f/YD+TkOUyhlhrgcoktOA4kIXYg4tG1mUUCDgUH3OERE/JOEpIe5WBTxK3q9qgSb7yZM/7Z2A812MwX3XzpTHfY8hiLrzahH0vc5yjbn74LMu9nDaZELFp3UJgiLdmvvrnQNfOEsKsd6nkE8qJxW2dw8SM6NCkQt/ls5C8H1LfaCXZpBoGVIOB20S61NlkxW2ky3RsIrl8tI8GCJkCzmIB8Pft3S8jVDhxbJ+p2LiLmrs7HriTD8seuJkkicXMsyAh2e1cmYLQAUwRIYhLHhUDoAKbX6Xr3GOL60OX26cWDxkvDk3uEhpAy60JYm04cckue1+owT9jQtib3ppTdF9ri5TOfC2FNYUQLs+Ss1qKa7RmAhe68+Xc+iTj4a1sqV3fjONp2Kv6+Wx5VU07phGJzyQd+rbLWIl1xLgnjZtMwLeOpJN1XdYlgVYRnkOXqjYC3MgxNpMVKrEZl1XWkZpPuZB8ebYugJg1pGT/P/s1jv73yatf/Wp+7Md+zP1dr9fP+zX+3d34Ld/yLS4nyl1ZJCqkmvXdBA9D82BlUg8lNtpvka0unHaJlDALTuQeWL0QyuKnTbs6EdsKm84aImIIowtILZM8AdEsWuKaEC1SE3Lz1pAASZAFcJDmslT4rWwcUhxQtK+eEJKtn1pyUkh1ZYlO6sx7Ypy2DJj2+3cBixmBs/BU7WZUzL2wyrrb9DIqbLKMVGmu0ucybt5nugVcP0q48v34HM2kQ2mbfJhubPkjtTLV3SGlxCexaiRdqmGfbmA2EBNiPDaPvVZQJLpHniIBDnN47kpsFulReZZOLPELTcfJCTALfSPo2nv2af2j4Z6L/pK2iJbboGcBtxXhTsgeI1ycdduWe5kcIeusWjLqYbo7dcNXKGPem6a+T4sltlhy/agX6YrTPsXtYUjiRcKkHst1Vp07QsjOMue0hi7/F16JDk8V15+QUmOMFbQfeKuOJA7UBfjEkrSSbeQsgvI8yVxfZT0HYsS6oSNP4izJJRGUiLwuDdq1JfUkBbk1pJjXQxQe2QDlGRQuyuXc6Fw/GQFnMDWPVtggZsSC5Sp1aLo2BmRMypDWzDh3A1NXp0OTDZZps+T4KCYysMuxlRu54dCDHQig6QtTCplWODVrnKBJh2PcSIMeF53omfne5uAMtSohHDYSrlSHxd0hw/mhs4rpAAbTN6Ebh5iExUNttpsXmzYOgS04zlFWWedybiJsrTO3PmZmB67k30hi2KhdRA9TUNO7PjumzQHstmbpxz6juFemDNCQHE7hAXNbghsGVMnSgDA2Y+cj4PzcN8n2aqbtnP/N+2vJiIjQgpUR585Ndj6k0WgcWDbnfMrXBVa++MUv8uu//ut8/vOfZ2Zmhvvc5z785//8n7nyyivPd/vOm0SM3cYAgM1VIiJhotFwDGVcHgXwpr58zhUxJ8foWPxzuXG0f1drAGLmlt8KKpdFzGl4SZ8ojtRx3lKhtVS5jk+Vnl8EiiCq2GYBJ/m+y7vQpN9KiamvVA17uZDn4mLuC9vtn246g6Tu12KxOzHn921kkywoIsVQWwFYCZEhBC/vOK2vXzMasEgWzjKO91zbu3Ej1+YkiKEOpcWxz7YpvBXwoEXKf4R4rRLI5n24t2xuJoTb3mOcoSsHj4jpxxXC2AM9yXQr4eHldYyVSMBJwZ2V49HUYXd5lo1ghZs4xk0c4wRHGJ5a9BvVUZg9tGv7MUW4TjqtuKT4G5G3Hoi7QjZrGSsBDTrHifwt/JS8eyMfBjqwbgsd0hySsUTbuGNtOnUp/SlJzzT4zQhMtuKgTxRvU942SQ9bizsM6iU2ghXnyhKrplhcDICX2lYpoyAiquWjVDwPxldF12Ii1fzzpwGLjL9OjwCJAxTmORTLbuoUkNSNh2m5fC/KQzeQEGAzh2VMfdSgz1GkgQp1w8MR64lYfgI84bpBz0QLShi/JC2UuSfPh063r+djAuUdaKU7DlQVXceSK+YMTTpbzf2Zb61U6NPYGTslYSY02aKrtYH7Xs6ZELmiflkYuM8kGkjmj1htZZy2bLVlGTtXTyhp0O9Zt2Z5RBR4foxxk8Ym2Z7LD3Pnc0bMOAun744tDvSGN7yBX/mVX2FtbY3v+77v42UvexlRFH3tH94Oud1g5U/+5E94znOewyMe8Qge+chHAnD99dfzgAc8gN///d/n+77v+85rA8+X5MLg7H9DC1hy5kvr/wxqXbJY/Jv7u0k2cCEVFsP4Dvq/aFmA05xkUxV9TCecc2mcsoTazh5BbUhW81kixZUiVFmJhpHFvlhDRdoiGpO4S3ROh5gRzV0T4SXVqYtp9KWfZLOcGYKUsyyFmAzBtT0mtTHdeZN4K1O9AJ58KeZevdHJwiyasX4Xq5HWyIyrK8lp47IhusiJmrdASf9KxAfk89fI5iWmYCc2xT3ggQp4U2+NfBp+m48lWDQuIOFG5TXr0AEU8eAb8qeJHhAwu5S0Tc0hKROxTj4Lc+2AtoQwmTfgbCNeZoNlbrEhvqe/suyT1tWBpSGNZtfxfXRfibVA3DCywAv41YUzdQSc8BxMVEtfEWA9r6aY30SLmOj7VN14FiOIZCzFarBFi5Os5gC5WCUqtT7lE0NTNC+BUm3MmTVDvtb8G/3bqgUD+WRm+TxKZs7quf21Aw3kvrT7QywaLsWC3fgEOOQTmWXOReUsq2VxuzaQ0HE5VpxQ+1waMv51KNU9Z81XGjfXkJw6jd2ecYmKhOolvC0BK3rdEHeNJaaXzpr+jxa3bai3XyFc/qCkyl6v6jd8iSjEu6Bm2vi8RwA1Q5KnJly8wIHQM4vm4fXlCBaQRHQGIC0pDpZZfaUvZZ1y4dXDiL1hRC8NmA0zqvU+UdmkIQjJGCXme0dez6ezvVPEKBxCdjeiy8/AufOS3R75mZ/5GR72sIexsLDA//k//4dXvvKV3HzzzfzWb/3Wv+u8RbndYOXlL385r3zlK3n1q1+d+/yaa67hFa94xV0WrICZxOVtsNmYXRHDkiz0Ngx1Zgi1+h61uW3GtW0XzmoARAMJDQTcZD6XRSXPKPecBAn5FK6LbJwNuvusNWkQsDufucylodV0DrPuqsgKsAgzn8dDrBOy+K5xgtauiS/Owlm2YpNHpsWWqT+zae5/0rIp8+fLpv7HzXtmQbgFH6IrSc7mMe6OFgyXTbSLJOaS6rB6kZWIJHGrHWadpk0zLv0l9ycboFiDAlKOcaNzq3mCsxQjCxWISZ0bQ4CkhCnq0NU4GRmS3hC2V815xDJT3R0SpGZhdSZvDRBaeFCya+eVBi1WSptQqu2RrJpF/4F8lgZdVrINKr2xcVHVttmdz/uVg3TPp/gXTorwYFbJWVXGy36zEu3UgD/Dwdiw7A0BdIuH2mz3LnYhq9xaphs2YMWMgYnEMeZzSW3vadnGMija+zqrjoMhwFI22Ap95/qUJGbFjLbmFnzofYu2GztJ/rZg+UsC3hp0aewYToaQyw0xcsBh1t08kARzUmOJHn4up3DpkdNQO82xK75Mv1amQ9M9l9XdIeUT5OuGCf9i2btbBOhocu1BWXrlWZdsqxKlIhuqZOwVS4vPoWN4Z6uJWbjE8if9JlY5IbkLcNtg2dZw8q/MgkkXul2fQDgDPRhvzdFodVnjBKusu19V6HNk+7RJjqirLGtulOzFZ/Frg+JCOaAiWaB3zfNTXobyco/xco9s3jzjD+Kzpo1xlxPHutz6L1fArbiN32f+DQ042rDns+7dMhAs9mjP9928BKyFJHTrwDqHrUVlwVk1tRtR8qsImJX+SwkIw4xS3buSovKIIBBLO4YYPMxn3r2zZUCViZ0nQztQa2truWOuueaaA6Ntr7322gPL1mj55Cc/ySMe8YhcYM2DHvQgFhYWeNaznsUb3vAGWq3Wv/MuvHxdeVae97zn7fv8B3/wB3nTm950Xhp1R0hIZuqvSAZS86E3V8rDBH4TiA2YqSZ95zbIlOXCLDBmYovGL2bkImfD5K8whD/NiBfyoHML7Q6JwxFBbK6wsD00JMq2qRC7GA9du6UOTxbOMiqbrKeZdWdJxlax4Gg31Khs7CCGHNdhrj3OkTRnboDyEMqSX0SiZiR/yDw+0kWSom1C+WYoBz0uoufzrIimNWfa253P11YxESoD53qSvpONSsCeLChSB+QEa65/K/RZ5aQLyxULUULkeDeija2w6WwF4lI5s2hIf82kw8LuaTMdLLdhVJ6llOz5hVmSwWnfvCR/m8eDF/Cmckuy7ditf9MSnBtBlwo7jpisOSpSaVsIk4jbRzRYIfnaJ7i0DaVwjxrGLx+tmhw9Ytpu24wzJ1jjJKsmbLWHqbdiXQHVuuS+GCDRVBIhpnlWomWCsSocZp1ioc6M0CU8LLoVRYpE0oMsmNoFu85hy0XKTCjufIwmujc547Tk41xGm5azl5xgjcO1dR70iM+yzCYXfaFn+rNtxqncgiAdGksg1p1Tg+DwMFcHS8BqaRNKJ8bM7W7DcNt8LpFf8wbw92ueYC6au4400aRZybKrrYsC+Mw8T13kS1DboVObdyRzATdiQZDPzRhucph1Z03YYJlNVjjOUUO8TS2XoQyzzV0ky7S00VmQ50tEsZ2TKAKtfg5iQ6pP4sgBA3me5X4XtofGGnICM/9uMfO6tA0rD9mkG0vmY3lmR64mEEfNu9SjWtruGaCybcaQNdP3py6bp02LmzkKGI6eOZfpZ53SXywlwlmRjNobrLDOas6ymBHSaTcZ9yrUlzo0Wx0GuxXSNA+6QSWFu6AE2xIzdm4kTAA4ceIEc3Nz7phzWVV++qd/mmc/+9lf9fxHjx498HPhsN54440XFqw89rGP5WMf+xiXX3557vN//Md/5Oqrrz5vDbvDpegHlU1ZxLiP3SaShRmjwBNWJRpHzMaiVRUtLEXTcGbDIDUPwGl+DGxI9R5ZaDMi1maJgj1K9rSTMo4gPLML5TbAnnm5RGxj0pp3MUiRczAWmEpPckTYd63tiNhaMfv6Sm/GcaHfbJFFWbClgnAaBC68VUysuuidDn+VREsmeVvPRvlI+GHfEXM7lnQo2ScN6a3i+A0C/rSLTS/8EqYu0RvarC8AMCcxHqQJkVW0JumfecxcapEHxdumL+PVfBhqQGaikCxQLqVQkrHUFZb1+aWPj/hoK9H89NyT6BLhfLRpuQV4nVU4XjKbhZy7PKZS89lLhQAMniPl+se676TPTJbkfOE6aYNYJHUmVRkD2USK0UE674Z+1/eW2Q1ZJ1kbWS04T7I13BjZyLdsnZuLFo0Vw7kQNqC0A5cmBqw6a5Y9LEcYPQig2krlsmmbOSSuKrlnc48N269OeUC4NxUH3nVfiluuXzNzUiysxQKqUrTioH6TPhXLrXCM3PwqQ6PZde4mccG5nCJBRlDLyGr59U0rbjJPMoIcKTUg83N0sUMzsLW25DmyHLBouGcJqz7r8Ygon2V5aejWgRkZI3E5rQIrOELxSRtRaaK7EnfPHir6AoXyLq4eWZfk94PdCskwZjyM1H2lxqKSBiYbMBDXbA2uNChYVO78QoZjYmbtcytXn5uby4GVc8nS0hJLS0tf13U/85nPAORq+p0PuU1g5c///M/d/5/61Kfyile8gk996lMOQV1//fX88R//8dc0G11ImSUzm7xsDirkbZ+kmM3GbkylGAZ1n5VWHmKdUlukmIpZtskiiVQ2LQkTji03RaJSgjQz0Q5xlSROicsjx6mo7g69e0C0/AwHFMohjMqGK1IssJULKxTZIR96rENvsd9l6jjZhCWVvCzcc6Yys2h9ouFpk7i4dIqZNTdYyYEVMfPqyA5JypURONeRN+Ua873PrWBydEhIuCaAglkYu/PRPm6KISka60+cmYqyk9BWUxagUMaDOw3epB9qqj9TO0axAKd8IqkZmWtgNkb5jWiLsgGKJWXZ8FBuWTQRD2eUa0WTp4vRKFs24HfT1qzlFL4uEIavIJYpmZPCcdDcB5TbQq6lzeOQt5iIJithzvoZ8C63M849pTdfeUaKuXV0EUcpi1FMnCiWOX8uo2SIe3J3fpZauuctq+LqE8AuIMaBOXKAdTxnyaxxw11Tg2AwZTukTUKClblo+sbz00TpKUbTyblDMnctXehPu90azobjCc1ybu9a8qkKHE8oBOoTGnE310fm/CZXi4AWHfKt5SA3uAagPslexGg+4uLVbW91tRJmeYCVENHPqi5hISGUysJL6/tnTJS0I3B6ue6siBuYgreS5M0nhTNgW9buLZboUndVux1Iwrrus8AAlV4FwozZssmz456xMKPfM9FBlVreWmgbwIUAK33KZFbjTO6gaKBPfOITXH/99TzucY9jfn6eT37yk/zsz/4sT33qUzly5Mh5vdZtAitSAVnL29/+dt7+9rfnPnvhC1/IT/7kT56Xhp1vadAzadLb+LTw4saQBUq0I21RsM9OEsSeCW4f5IyAtmWLy0OswYdoHQmRexDE4Cgl1302RQNEZFIH6R7RcI+53bF3taR7kIzzzPt51VY5DpjbGbN8xcY+7SuJDWOejDwHowZcgTm3aCxfVh0oG+aqiSzpxvuru2qQVqHPUY6bHCUStZLCeNFwYTZZsZuVT/ilCchCLpSzSt8X08k36LFE2210dbpujBIibuJymnRcHoTGzpBReZZBvUSY2VICQX6hjYZjIsa0a4skQcRS2CYajg2nR4oaavP3EfX/oepXnZZ/3vjAN1jhc9yPoxxnhQ0m4ZAZzYMR15G22uiCibswU4NLV08znjvNoG4sV8IHkXko6ePNRuXTqHdpMEoiE/0h52xCXE4Q92QfU2dFrFKy8QuPRMCJXMvXfvJzX0Qfl/Cl3EYgLkrN25Bilb4eTYRkkZWcIqusO6VBNmkBK1s2LbqQJ7WlQUotAHTiJrQ61Hb38uNprWOTK3xou9SyylvnLD8n65u5sYvnLqV7dt0YQwCHVnYYz8FN85eyoXhWIr6kgBEdjSJgTYj2QgAHHJFcksEBBIG31oj10qee9DWb5Lrzl59iJz3ERcdO0LJRVlKEUj/XUnlZi4zdQWN9rjwqws1ZXV7n6PLN3OvEqfyarGRA1UQDdTBJ4bZg3JyDlo0OFFxjx24S5q8lc8rM14HLgyKK1M0cdWtF0V0VsOItwGlEXE7MM2LTXES2Sne/V2E0jB3B1gHkMGNPW+MuAHFlTMyMs6xM7pBrxHHM+973Pq677jqSJOHSSy/lx37sx3j5y19+3q91m8DK3t7dv7x0nZ4HH4LIYb87KFTfWbP76eU66xzmOJflLAYiWoMQM6JohVrjlONSAk6w5iwrFfr0qVBlQHfZFNuSjWIhGzKjiWqi/e2od72hAVwGHPEuq1xdDrEEiEYiVoIUuMH+XrTII+Z9t2XMz9Fwj1ICtVv2qGU7HBrueEuCzScyqJdyGmWnNm/Mx/budXigNr1usMzARn1U6PNQ/tmGS55x/STuCUPWXHDuIGctsRuXbGwNy15I9eI5j0tiJXlPhDvQjRsQi4vPcwf6QZW0lhCsDQlXVSI2/S6ugRqeeDuH0dgtmfOy7VNUF02EQostGlnXn2sbD3J04EAdT6hdgd3LDDH6BGuOPCn1ZCTCSm8W4g6Te6rQNwutRCl0zHuvfhHdKyWkOFHE775zDQmHQUicYk6XDVx8/DIGZs6FnGDNkRrNY5a5c8sGIZuyzmQrNX583Ryzwcs9D6i4vDFFEXLqAh0qDFixCdTkedhghSSOuFf5lOcEyXMfwEwdygGU54eGwFXbMUTmms+Z06fCZrBMWgsY1WKC5cz1ka6VozfPmMS6K2P33botwKd5ZVEOYtgIuUBczT5Hi1hOGnQN94wxk9D4rmZS44rt18qcYA3jtq7kQnGD0JBsR0lEJ27miLjgraISjSWis3AHqt36fkV02QiTrE3WxpBJzVp6E/Peos0qJ2lznM9xP7Ppa0t4qlI/CKi3Y7a1WGedVb7IlbRp8UWutM9a27VfMkbr0HZN+Da5gFYcF6qz02S4teBvppwwawFLEGaMT82ZmlqXmK+7ZTPHx72Keb7kdQGigaTgLtxxeVYe9rCHcf31198h5y7KBaL+3PkSMfIbgs5PAecOs1NMbu13LmanBViwJMJicjMPVrr2UubB1ZqVBBaOELeE0aQWtofMfJ48KBGyq1xaMqnqttvIlEOrO2TLx50/v5F0ja9Yv1L1e+kHSb1uE4vVbt7LAyJtgbJAZVKDznzdhgIuOJdEMaTbLZIWgEg+E+kX4e4IUNBiElRJeYJB7ny6Rg345HByTk/gDSEwEVYmc3DbW4SsdtoI8nlBhIhbEteMjEVxztgos1y/qqrMM7fACjusL3YsPykzc0zOm9n+lOrNMr4xBgDFxuJWjX0ZAcBZ63SeEInEknsuukPYIm+9CSdINuRmIfpH0t3rjUjGU0KDtUYrYyBh0GKZ0cfqNPxyHnm2xFXS5Iwj+AKuLRKeL2OrC8tpNyN4oK5dtSZtuvn77GqbRm3sM6Fq/pUAUAtSDOG65OaOAce93L1L3/jN25PpBXhJ7Rpdn6hYCFD6Q1xx4h6VfpV7l9+lQcAkHJsovlodcUmBmb+NuGtdpxVn0awwoBl0GB2KaMYdJNmedsWIe0rSI5gIpmTfOqcVNsiXaxCRIgPmvLaWV2zc1gDswtJ2j5XFDdq0DMAIU8ZNDMF2CWaXdp0i4i4XA3W9tqS5ddrnlxGlLXQvDVqKkYvOTZbOqAioMnvhhFKzS1xOGJcnkM6w16vSSwPqTftcpvY8jmBb5s4WY8GU0OXsqx98N5B7DFiZJfVhi8W6MDV1oExKHYmBLCjmj5gkt0BnBC4Nut6MwT+sRdKbr6ES4kMUTdSFpNef2QT+CV/pV9q3gtG05/CkTq3MiBvnZrh4d5vx4jaDeonapiVubuJDbTVXZQ2/SMvmu2PfhRMjHJU6cNgfn8Q4oKK1fGGmaK1ZCpiB2TgGdnPUbrJV1p3GDeS0H+EkxFlitUlv1dkIVpCkUvr4ld3TLh26GZdwf84IZ52y/mUbceU4PtIfkg1Xb2jSX7vqey2JOW4mhObiGRr0iIZ7+8d20Y6tcGP02CZQ3oRy3IPVk3TpInlkRKSfxIUi7iEBCA4Eduz1loAmlJpmM5PU7eKG85qz56DIRlC1G4No+ZpzIvwisXaZOk5NZ4Y3EUreVSWiAYts9DqBnEQpmbYELNBxYECiv0wfeBcsgC5u57gTRJwJmqSLXRbTYR64S7+Hxr0gUVqAK54XJ5hwXhE7XySSTHI3SWbsJNAJH32/NegxUiChyFmRe2hk5hmKSYiCUc4akxG66KNNlgnIqMQ259Buj2o8YIktJKHfls1oOyIiqKVI/RwDMJOcNSRPit5CCqZKf5ruynJt1rmTRJkQoCJ8mZTAEtn3nJI1A7QW266UQFweMTxk5+olY1orZn5W6Hv+oR0rsdIZABmyYtPry7w8KJePtEfaJGu8JoNTHpsw5J69VjhDEKbUa12SZsxYgPAwJhmOiMsJhCmEJZ/HRgHzO0tGRC50eTwFK3cfGRNDOcmFewLeBCwLlWixal7rrKhFsqiYw8UULptyUJgcOjICjL+5gifc6dL1jaxr8jvcwv4NUFwGN5AHW3JfwmOp4awn4bzNzLthz/cpsBn3jSzb9/8PD2I02VDOf19c6naXYwXgy1D+LNxr5xRkp6TTcpYX1yZLhhvOywJ+EoCLNnv+euKqyvx5qvftsxW0+N9cRc9aDarBgKPLx1lii3vvfJm5jTFzZ291/TJehPX5ixhQ5bO1B9Bii9XdUyZ3igATASFtvPvrCjjbKvnwYRFV68fNmx07Ftp9o112Alokgm8H7tU+5d2RJ0z/OaB0S+E6msQs/BgFDIVgrEEK+CgoKa0gqcAlw+upy+9lznc5lA9tc/n8Ta7EgVhQzPyuO5DpagrZ6B1xzUiOIJ/PRtxoPmdOROJAky7LoCPp9OcispHoXBeyyeq/hc9yhBOOCwPe/SUbnK4TU0361NYtgL+lMPclQi4xG2gt3oPyngGTlujsngH7GtegPT/vtPSYkeO0NHbGMN8hDgQENJDstpJzSdYMcdPIBtphgZiEZtox4cttoDYmWzVh+I3dnpvTUdwjrieOh9XYGVLahkPxDq3aDq15w/lpcobLuJnP8FCOc9SBj4rldoiIVa1o8ZTjNdFXu/SW2HLn0GumKCRSWqTWtoBdJXYTi1yFAc24w87SCqQzlJuePJwRmnE6a8epbNeQZWxZgsRdT9+PhIhLeLZw7CSy0AMsE6ZcrfdpXHrShCyHDQNCMKHJvd0G1Xof6n2TVwWo1gcEgSHc7pVLNjMwXAjLitlhzPjc+fTe8y/3GLCywzysnvUEUo3KxbKi3SstYA12j8xyklVHTJPJrP31xdBLjeCL6fmxC7RErwgnQxcOS4MA4rHf5GXTFz6EuAo0/0Y2OxuGqO9nZtN+tI55uFcxi61YDIQIKlriZXjLifSHgKSzwF+pawlAEveRtHNRva/C9mo5p+VL30g+jP6y2VRWbZI4qelTWzda11x7TCU+RWP+w26jErB4hiYfm38kwXxGsGqApUQBLSVtEmsCB1M3RAqcNXaGlM5aMuUDMAkDh0aTlhow/RBDwpTIK3EDSb6VBM9REQLuF9S4yMYGeQuMiM6ZIse2TL9Jrg6xBombSjYiwy3xxQX7+DB6KYR5giMObHdocpyjnMjWjGUlBI7DMF2kO7+Z04alfyV7rGmqIdtKGvcM4+aTaB8BkaKRNm1Ooc/wEEaY3Dg6Ok1AhUQPFSPpfAFO4wrybkPP2QCjIAhwEYtesf7QGZpINlqw1os4pXOZjcJ5gCEKH7phx8zzz6qxljWiZZ+NeZis5i0opvQErGx7U4vP1VOiXwucFUwT9fNFT73VUP6WFAkZJjIQ+tTSPYY1ZUWr1e18GDmLlQAH5tdZ3DRWo1ICzXCHpGbSAnTpIjwyM76Zm1Myvpu2ncdtzhIBtNUcAPD1yLyrxbu9dJ4nGccWW6xykqOrN7Myf5qynf/DebiZo9zIMR8eP5yBLRieWmQzNOHTcZYYS4dEzMWwvVx2RSGlzdq6K3PXkLAXuIljbp77x9G7tFZb63SSJu2NFnudmn1mSkYRSkPG5QiGMaQzlJbOEpcT+r0KWRr67LWOV3Pnc1ZGxOxZq2s6tazcfSQjyOUAcRutBiv6sznzeRJHij2fuP+L5PkYPnxyUDA5Fi0tcpw3YZuHyvnWw6En+2pXzW7hXUKMRZtHvUtIn1xauxTEqiDuDG1R0gndwEeoSN4JnZxMficapu5jeYVmo42DkdvIvHtsf0l6SbcdxSOq84YseGaxjPb9t6zm1sSnRze3WAh9jJdz/R+qsRKZsRxK6aOZ1Ea0Jnv+/nVYsYBD0eqEnGkzADvAaHkmDhzW1EtzjmzYN3UMuLO/M5tdYR6lmSl8GPecpmsW4CUHIoTkLcvuyAKJLZZMcbutpr++DQsV14SkxZcQcQmH1cX8KkE/B2Ikm/CAjgP00ufCR5KCeDL2mv8i3BVxomo3qlYCBMDE1kqjSy9okJUR5DZsbRWSis2NrEs0HDOoeR5DQmTmq3CHJFxfQItw3mowswylssp+LXNHnpvQpDwohRDXxiTxmKwW5uagaPzi1nJuGWWliBiZUgH0bSi9D3bQa4jw3FJ8+Qyw3JHa0M3Z8i40arKd123/+wrtAibk/FvWVZfPm+ItK0AOOObHzVtadBh6wzrrxPrRrdVhtUe/VkbqPMm8WmWdLzePQb0M5bGpw8PIWIqlirri7el6P0LE1lWUtUtrfwh5nPtb1pWonDAsR9AsQTiBMGW2PDKfD2MT5dirkKWGsByEKeNUba0XaJftUya0z1bK3T9I5jZ1Y7GewFeT25Jw5oKJWAFkgdGbsiLTohYc8ZmL/xxwwMIvFv7B1aZsWXT1Q6s3Vu3TzdSCEJBBvL2fwCluBYnkqON5K4vkrSCi1YNP3lbGb7zicgnVbxddwzzxU97l2DJm4w3tdecwm7FonrqvAxx/Zm53zFy8zW6rQz+uIvWNlmgjid4AV51aTLSSCKttN2Ppe3EttHa3DXdAA4UaDFehXVvkpK286v3ZeSsYAZ7gKjyR1HBLHKCTDUtAm/y9gVkwP6++F3BSw7lsnOUkZj8oHOIjfnTiOaetj5mE45wWDxANe2QhRDW/AEuUlRnyJLf4rrNqNMqkabQ+IVFbzU/I0AJUVll3m5cDCbbqcFwbuY1Uu380cNAJACMSBjZCTjYP8BXKtaVNE3D195oHI+n7xfKgo91E5LcSQ2Syy2ya6sG7O2bOpNAod0kCk6Y/zhI/xtj+OYt5XoS3ZV0OLOJLTQgo12BU1hZsZFEM8XyPfq1PLzYWFQErPn/MsrNOhWTcmy/R5AxryQlX6VyIwEHqgYGMxdJ2jyTuEdYyZ2ELMNWYZ0Tp2YWF7SGdxTNIDSIZLxlHzVlZcFYe860kC9RuHZk3EkigrSg64kuAZsWGXGt+yKgW5dps5uBJRsTML3XYqR8yuYACE5XmQsUV2T3MMgh8hmU918CTfmNGjCyBW9yEPrw+YpTZ58Zmpq3WB4RhRpqaNPsSvgwwDFOgBMMSe2lItHSGMMysu6ikCLYl7mwZK8tKto9Ed/eT2wRWms0mMzNfPfRpMpkwMzNDlt01zU1tWgyXjxtjwS34DLWQz2chm6zVoptxj815X0BPNgZfBTj/eVHkoZXjdSZX/blwBUSr2V4us8gQHkOOROasLbJhimtGvhPQIdYW4a6I28JmU6WMIdTW8VYTqf2j3WOLwEPscWvqGkO82+MEcLP9vWg72hoEblGvPWKP2mU9eECP7dWyM3m7Ojy6rcIhKsPKfTfYClp8hoc6vkZAykKtQ6vW5oGLn6VJh4tu6EEG5RNwcbzN6vw2G4vzLowxITIpo3Z7hreiwlUd8Vi7uMC7fT5r+8+mCGcbJinMCMC4Ag9IpI9ExAITYjguK7Y/scfrcHRt6Zs3528vzufy+YgZ/gymXP1xjnKGJv/MQ51WGZCyykmnCYdktOI2HIKd5iETEXSradPmxgqdlRPOLbGSbRjysib/tmC4SI7DUM361tqzx0btIgcsxFoQkNG1Grxo4F77NkpAWNjYJIHfweZ50XmbCP/AhOWaTyVUWRLNHeNGmnS4jOPGupJ0iRObYdYC4WrSp3aL5U78C55UrsnoBTDsgGULA04lR5Hkbhqq903z/5kYauEe97/vlzm7WmI9WHUh/OJG61N1kTriEo2GJs2+awPGotOYNyHii5tDN3/KZbi4tg2xCVuOExtqL8+VJbEuzbcZBbHNZ7zOOqtI1taE2GXWlpT/A/v5CdYc6PBjGrrsu8UCo8XILrFwScCCLtYqUg36rHHC2l/M3GELxvU52uWERq1rxmfTvpSiJnOiyN0S3hMYIGtcopc5V3JKwCCpUon7NANjVRSwmREQ1ExxwiDMCIKM0//3iHl2LgGaYxf9I2Bmtjxir166oL4LXcgw+wZgrdymrvzIRz5yR7fjDpfTLNGt1Ynne2ZzKUYDabeILEg2p4LX9mKneUgZddFefbZMj2A1ibCY5VZCDmUDBSHyGotCnIy820UWG+GELAMP8RV1RSQPigMcsmnKfR3BLKwy6tpSkOGjUI6Ya02WrSYnFpab8Qt3Dw9WZEGX8wzxoEYWcIlyWQMuMxyWNkuu2NqZmuGzrMxvUKfLg4581myW1qrT2BkT1DZ5VPz/oROGiWb0Re5tAOMVUn16gM5g+0D+H5I1NyVgo3YRK5w2Cetk4ZOxF7y9gQeEu+rvzI7FEZvZVqxyG/Z+V+33q5gNTSwtlo8yWcWFmFaTPrWdPRfN1A0aLvEd+FTsIkIQbSYdV0soiSOOcpw+Fa7kSy4aqo+JDDE5SQrWhzo5sLJ3a43uSsOBjDNBk2R5QKNmI6asJa68C6NywigwocfdoMFGsEwvbth8IdVcXaeMkM/yQDo0uZFjucilgzY0CXX22njiCLxCQo8YsUSbPlVWWXeb7IiYNi3O0OQEawyocoI1KvS5H59jiTYPjD9LM+44S2mHponSucJYOFqPMBa7paRtnqdtPHjWgLKNt6p9FsPjUhbZHGgVMNvCWVwkkZ/wV4ylZZCLtLmJY1QYsDRvKh5fvK5qEGWGHzOjLaDilrRLUFn+0Z5ra7XrBqb+zXGO8kWupJM0SYYRg3nzPOkK7hEjjnETASlrnHBjoEXWPb2uwf5UDjqrMPhIp8CaDMMscxZCGee1+AQ7D2myeKjNSrBhzin8IXE5L5p7koy0HZruWro21cCGbhtieN+1OyUgjj1nqk+F3q5Zs9M0MLV+MPWzgiDzVuYQdFZb/dqDfC6YO1lMIkN57u8hbqDHPOYxd3Q77nDJha2JP1qDFTH3a+4HJq9FI+4iGSxFjOnQZ5LUmVi1iEYiYEWHd8p5tJnUgCGT1yNHntWuCNu+mV2oze/licGYVOA6J0QjHhqLhSxmovH17H2LFUYKFdrFbUasGxLiLJu2zb/iNm0NgCBvBZLPxdpjrxUnI6pxXxEeTbbIM3aj3ghWSJY7LIU9ZlJTSC0NAgf0KvSdG0DCXyX7qfR3QMYGy2bBsxmDtQvAZTRex0f2yGYAefCqQYz0myxCYkGyPCeO2PuV6CkBmZYDNDOEIPAL/CQ0Ia6NnTFRvE2jbLLqalO7TmVv3DF7pq7QcI8gHTKoGUtLiy0XfirJCUXTdAXiwsy0paleS2PH51iizULWyRdTVG7IuXRM0OrQiZu2u4xZXSeSE24CmGrfEsasrSUisnkJr6GYJE4UhbZ1KenQZXMdnEVSMuxKsTopu3AZx11yMElsJ4Rh04bUPXsRiavE7Z47AeQCWtbVu/SNuIDEPSvPkia923m3yJDGqgk91yRa8BGFco+utIG47jBzb+Zcz6UAFlnj6njwlOGeSSGwNuiSxQFRHLsCqDL7JP+taVc+W61+D5zFbOTGDkC7hIrZjf0YjlyZAp1NukGXZTZY4wSdi5su/0/xHHJvPphB3PaeiC7WIM3n0i7OiHypFMBxjLIsIEvNK4qNpaZ8yTbDesM8uEqCMCMKElDKqf2GO1tGRMza523vgOfu7iZfl5HqYx/7GL/5m7/Jl7/8Zf74j/+Yiy++mN/5nd/hsssu41u/9VvPdxvPi0jtnRlZOLSZH/ZXY7abcZwYQpqEXmpfumSO9Au0rz+jgY0s0lKluZiiWtC/35ZshWi9Wep2ikVDh7ZqkuZho7VL2vLBfJfKfJ/FbJjnXMh5rYYytlErJVmYb8YvhroNQhBdJs+zqJMn5kp75VpyP21jDo/mtknmI+e7FxO4LzhW4cyiubBEUugFHXDanxBCZWPeZAVTO2jV1f9Z44RJmb+J55uIZaiNd2MVw61lTmDvYRcmu7C5bUICKwHM1aG0ZvtkDePmkTT8mgNhK/2W5mFxWalcti3lFMrpGMJxPlmhbYsUh5Q0+6ZJodMWpY/0pl+hzwYrjKw2OQoitusTqM8YM/ZROHTpCVZZZ8VWD5q7Zbw/m67iCNSyPVju0I0bBGzQYosWWznLiUQDNTnj2qg5KqJVS5sPyoOh0wRIcb2e3UzN9wGSwj22nJaA1IFYyR9ylJvtHBF+j1E0VpJNA0x0JmixUvSAk3i3kLZeCLBNco01UgTq+jjhNSWwvLqJToEvQE4AlY6GCslcgjrXxm28hVMAFfhnbch+ZcGuEwKAmnRY4wRV+piK0AO7gQshduTWL5MxemGf9ViTazXgLGaU1tBbS5yMqO7u0a8Zi5MhvyZuTVxl3WWaFs6Zu085VShdn1oOnLcmSntatB2fJSBzJGy9Vhf/lvEcBTFZ7O9zdf4kzJ+knbTo96qMhxF7aUAQ5CM7fdvufM7KgAqztg/2im26G8rtBivvf//7ee5zn8t//I//kU9/+tMkiXkKu90ur33ta/mrv/qr897I8yE5q4csSpvq/6Idged9xL40vJmACcIilw1BpxYHv3gWSX8avQOu+JrUXMlbV1KT2VHSrIv1R4h90uZiuv1t8yoN4aL5Ho3lHt1anaXtnlmMRRuUjXjNJLECY2kofQHvGkoxC2MNs/HWTIhvv2bSvWtuwtK2TWB3CwYECJg6iwEBoo0m+NDcq6B0L7jX8imoneLBuzfkFx8ZC2uVCO+bsRW0+BhXW/P5kluYGnQ5ys1UbVp1qR8DZmERt1GXOsFlKYvJ0LT1BowZX28qqf18x/BR0gwGdg6M7d9jzNJTiWG5BjOPIE9yFrfSOnmC7Zrtl5PkQZ5Y9ob2WGXhmoQmKqgzX6dPhZM2Twp4vgBg6zRFOUsTYC1QviDkMhsA3Nqb8Rp/GRdZZPgwAw9UZb6EGG7SBm7jrQ33qJV3mNTMvMjiEKnjY/reE3R1BuiiK0A26WJUl1gh5R7A5CDZYJkOC9YO1KLNEjo8Vcibhm9hNjxTK0gSxvmosl7coBL3aSz2iLOExs7YPfMEeD6Y3l9FOZCxk/8rEmsOoO+qz0XZyEy21v7iFn0qxCScUTycgKoFYGbDr2Z9k5oe8hm4Mzsucn5RWrQSI9wzcUPOQ8/2gyYuS8h3xQIW4XnoUgnmeGhyxhGDxZ02oOLmocwDsTqbTNGps4oBjvC+HG9Sa/eopXtUwyEsmjFbsejrszzQuRglt9Da2gkuWjWWOwHyI2t39Qk2Y2cVEsAbkHE5N+ZciGY+NV2KClFIR0QuQaIUj9ScsQp94jghiWPWdw4z7FVN3a3Y1Noa14eGRARIBvM7U0ajiJmRebYmo3ugZeU1r3kN73jHO3je857HH/7hH7rPH/WoR/HqV7/6vDbufEpA5lJSu9TaOiNrUawvdFzDPXzFCIWIBIlK0JEX8q61RZ07Aoz2pBdw8yAZIBRmmcnsGOx5F9C6bVMPaMHZIyX6gUTVmKVF0m83ki7V3T2CFJo7PbP4iu9cuSPYxZdZF3Cy6I/bXvbhwhEJC9tDaut71NZPe01up/AuHBsBUzq6ArzGqXk1YslA/VaTXcswNxwz1zpFfNnf0KXhCIGSFO1TPMKBx5Z1+zQ5wyonadBlNVn3GrS4fMTCdAsG6IllyvJqZnahJKRfvVnpjUDaLC4BHcotboHD9u8jZqPozpcI0sy0RwDnvCGvnqhd4upGAQ7MCqH1GDfl5lmx9IOOLOvS4CaOKU5Hi5Ossp6smqrLAPeB8n22uR+f43JudNEyzkKmI8wES8jYWxdid9VkDv4c96NNy0WMyGbzOe5HhyZf5EpGRLRoU6Wfy9mhwYtO1KVdED4rbmI3kTMc5XjOtSQ5NIxFreLCrtc44SKdhI8hm22bJW7icsNdWTRAaXl1kwZd1nZvNZwdsWJol4t2B4mlRd4l/4dWNCRySDgtmGtJsUEBlKKZt21RRjAlIFbn16kEY0qputYOPqGdLskhYHjVzGWneNRdV1nrsN+E9byScfDWDUPUFs6U+T7vFhcRAOP5SEkOpMj8lP87S0uKq2CTEbhCqUIsl3EzxTYrMN8z923D/SXCUKIJBVB5K9XIWV/liQIT8WRAYc8RboU3I1GfovDIeq5zGmUENOZ7LiEcGJ4LQzfIF0QGvQozs+YeJ717SDSQli9+8Yt827d9277P5+bm6HQ656NNd4hkBIRZ5lOnw/58IuA3JbvRDOolB1Q0SRZwC+o+8qI7lf9bE88yp2/6hFC53wWBqRvjG+8tDZZwOheOadR26M73c4UDAzKyMCCJ92wqaxjUzflq6Z5f1MBvPhIdZM3MYwveGjtDQ9iVTV1HSGiTuGzmMd5HLn15UFSQbOaxcT215+ddIUPZlK+o3erdNer+L463Gde2ac4bbafFFgNMYTrRlqVYXEBKm5HNlDn01o6b7atNnpNylnwIsyRzK3A23L0EgLauCkA5gif+CQCygCwNoB9UiYKEIB2a/C72+nEC1Vo+vFo002Zis5faY6VWjePfyLy1PIXh/LZ1BTZym0ofU8rezfkyxOVRHmRLCnRNvpYNUnJaiFVyF+bmxrCyQSdo5kJUWzYza5sWEYlNHhfnLB/ibpBruzYg4bf5GlOm28274RgM3JgLWO3Sdm4xIYNKIUMB9C3aroqxEOclH0dMwlp2whC8b1BzXkCKjlaTyDchXgsw15w43XcqgWISS6oD7xozP/VKjBSVrNAnDQIGdejOB6Zu2JfJAydpgwQIhHjwr7lHbvpmLmOtBsc695HOTyK5aM7lstPKWNFVpOtAaVdlRGJCji3AmoTyfegA95ZlU8lz0adCjwbEpz0Pp7AXa2KtlG4QHoueZ+Je9LPRA9+q5cUldu3v7DZp1joO6ILJp9XPqgSB4ap8tbT+d7aMk9gDpiT+6gffDeR2g5XDhw9z4403cvTo0dzn//iP/8i97nWv89Wu8y4jIpNISCa2aDw6GkiHLv//7b19cGRXeef/0dx+U7ek1nTL0kzPaEbyeIxtxuHFToh5hyxevLCwIcsCYQPmrdYYs1BAEahUAtldQrJsnFTCGtgqjL1JqpxNlUmlYtcm5odx4hAcvy42NjC2NR6NNSN5JKvV6la3ulv9++Oc7z3nXmk8Y7BHGs/9Vqla3X3v7XPPOfec5+X7PE/O1JuRINCy2o+0PnAWEeMDtWx2+118wurhd2XbXbE3iS+KHgoIbKz+WjT5GjhLxYLJBTKUbZtst54G1yvYhTCbCX+rGwScmzoWXXC1uVrrRrMI3dQ2p/E/glmM5RJY8vpOQp7yq+i9FmMdowW8GzvXJkmbLxaZZpx7uIQ5xkK/NJP/H5XKDIVH1lwCPEwb0nXYUa9CqkqlcIzVnImikRtEWpGyhQ5Sc9WPH7L38zhO0LDCVW8OanUYkqVtD0bYUNt9IQ3bh9JYc4TZTZnEac/iR1ltO92ybQcnhNnNr69qajmVSwthPpVU1woj0tht/6VyilRbIwgglbLHab51INttMRw8bQR1b85mcqumJpAdj1YzE1agrjFIK5uhkLLhsNNEI+QGcORsCXYdGJpu84uTD1Evuoy7ypyar9xLjQHGmMOvZxMnbMY3bX2ucH9p68rLo5T2upYsJz78KBXzjJlN8pxpq5XThqDJcKVKN7XN1M+q4sLU9Qx4wllkc/TJ2PFnAKLCrU/SDkw1ZN+94lvFjBtk1nBKWtMEnTUahRyNwFQoXy3NsaNTdYJSy2vDiThX3mrvhOEGI8yHFuN+m5bNjYaxjhy3nLG4yy6esmGjqtPx+xOGWWQUE/ouZadR2BYRIkxk2wgz3Qrl4DhdgrD+U/jTy+a+/SKMAZ2QJ6M11hcCBUVqRoUWF34dCiqtYZaPDzNamGOMuXD+Pc0wq82MeaZsGzKsspLLuxws2Hl2utHMQDrj/j/D8ayFlf/0n/4Tn/jEJ7j++uvp6+tjZmaGf/7nf+Yzn/kMv/M7v/N8tPE5QT8r0aJZ0orAbaZV3AZThPQoDLNMrWh2Mz8luISOeASQY6C7B6frPRDSLrXo+qmrfY2mFWRpZ9ukh3Cp67UBxs3Ouh/MMX1Fw3fJVZq0h5qu0rLlYoSWjf2GsKnQ1NytwMKaIxP67g9ZGmQ5EOelDDOlUvhQEzajG2q6w61FUwNkAeeCsdfeMVVlsFKjlc0wZ5N9pawQeDxbhgvnCTpr1AoDYf+By5+gsNZdcwtRgVNRGDLJz2M23oO46J8laFQhPwlUoK8CQymvbx93fQqs097CcdmPE9w6uIy2ii5T8rALcaRNub88l4AZeDse1kXZLEKjlCNVtsJuYBbUo9YNdjxbDjcR3wIh7S+DKXjXwXGsukFAY/cCq80sa8t5up2UzbZhEseNk4dWMyQDh5uz1niFbcp9do/97EIojK5RqDQjWUXPWVrmnOwyldFjobVP8CNAsq1VEy7suybt76nO0xxjTDMetlcb4KjlKpkCeMthjhLVzZkrlkKCb0CX4VKVrLg2tg35etPlIpK7R64w3/oq66HC0WVB07ES7hZwrpoqzpJrx1sWBGM3mA8LgEpQqDDDALUwa62ENnFYSNl2lHFCUQlTu2sUJ2yLnG2VESAUYFuY9PNhvhPLy9MxyhQsa4jWK5/oKgFLY2FcN85NomP0nRS+nbZYaT67QqGwbMtcrBFkXXSYyVacobY4CMPQDVI8bd1CkaKrLcJiqBK6VdKk7NXHElE4yyoTTNkgiWVW6LfFHQdsvJGXCbdr1rWBEReS71vEVwqOyyJXXiPbT2MgT3sgvRllgQzqfaD8aPVnzpN2JuBZCyuf/exnqVarvOENb6DZbPLa176WbDbLZz7zGa655prno43PGVrZDIWgGd3ofTO+Nje5NzCchck9x6gVjfbu15LQAwXuYXRJ3lz4oUuG1Qk1DD9ZkSPqrkbMp2mFDSvseAhDdh2F5oWE6anj/v7tC00TdtzB5InQ/fq+8ywwZdPM/xizifqWE8uxIItbkPebBW+msCNsY5ZVJ4zMHXPCgdw/Wqj9hbuO8aWXzOeF0hqvLtwXLXzoExQDyFWWqZe38Wj2PBYZZoadqGL1ADXGR6fZziI7mQmLt4UCisi0IgFDmFY9L4vJgrk/ysDFtq+1afquQx/alO6x76VVl4mSL0VutMLdbKnIYKvmEpEt2O8r8NToQJgbRQLxKhnKwbz1wy9ajXGaFhkqzIRaseadsEqWQ0ywQj703ctd0jy+3RyU6pAfaFgt14SJ7ppbcInvwAll0tQ1LvFFWMeUcRapAJ6qmMi0OcZCgQpcGH/ohsjWCDpN0hKOFIXWgvQM7M0+xd7KU1QqM8xaoUVmel1TtabkOkkVzOezNjrMRAc1uKjwMIOFWsivMNWHuwy/1GxIo2+cDaNUlD0YzGYfdNZc7pl5XFSZ3DEil2t++BZIL9+OomQkRPkROL4gsJozHKfBrlEH+pfbpGXdk9VN7bHPteYTFcxzPAq5PYDNtxGMd6lhEt/7EVwtK0CByLSmurbyFY0zTb7boH85ailQ/6jwp7wOqzljWZC7TckKAQZZZri6HIn+TXUxglhg+EdKmd/tBAwHi4zYmkIVZhxXDiBFSLzXGu27muT6qzFAx+bgUaSg8hqJoyPuipSCVpChG6TopgLLiRoOheFxpknR5TgjrpYRxt26MtCgmlJG99MfDUQT5+pvPtOBZwZ+JurPl770JX7rt36Lhx9+mLW1NS666CIGBgZOfuImQrH8dHEET3AkW3BSuo6xfIK+OgSFLgRK4uY2Ej9U2TednsgdJCuKirhlw8fCCSqpbte4rPx6JNOYhW4aqBjtO1dq0h5tspozpeHNlQbolpbJ27wbQWeNoGTdCX4ytyZRKwe4TUlJzEQGVN90TbG/c+ueUOITVv3oKsEXWnzCrfq8iAvHlMaq9zEuRmFpjfMueNRqTJ2wGJySf80zwtMMs724yPjANEO0XR4M9eMC0WRdRZxLo+nGPHSrFXAbj09gBMdXUGFCWazUj2NEU+wXTI2jacYZzi4yMXrEbMxKPLYA53SWGSwu24rUzmKyvbtoNinbt81C0xTIC1bC+QeEGWXBCOddAhtUXCZrc62YC1hNK5ei2wnIZg0JcphFt/G2cButrENlXMkGlWeQVWHS3nPJuFDBuKqmGQ+LKPpp3SWgi/S6wiJBoRumCsjXmy4Dq2c1k6tQ9aF8+NFG4LTpCJHTO3YnM+Ez6MMVjbTHduwz5Be1XCIaAu+7ZKrexWStlTCLuY9U1/Ac8rjEkOLqAKFlohYM0h80Qrcach/KtaNIJD1fvjVnwftcx3oBBRJSfYHF53T4PBT1ZyPoJyhGeUZi4fUXGmHfrevPwOTECeiaGlMSuiy3pxNY16Z1vc8zEs6dtWbGUxK9emLqgwKh1URQ0IM4hQqTGLaEWglmivzx6x8pmCJSEynostrNstIJIIu1MhmXmUlo2IpakzrRtf+0o36C/89Q/Mw85Xw+z6WXXvpctuV5RQajJYW5B2RCDDALsHpCpELfxxsYc7USCong5bs9fMuIT7LyFwG/kqxf6jwelx90utHaFwtEUm1TxPjSR42rKl1Zo7BnmeYoLBaK5sHLWmEq6xbCX+Cg4TU8gAuvbWGiX4qYtPplqO93wk8/DUpT1jzu++997ovvivL99upjLZI+MVWCoRbxcYygIgFFi71eD5tr7JpfYFdxgX2Tj7NYKPIo+1i20UHLNnPrMIt0goDxyWmzwM/hNAxfANpjf1caWsr2tXgZEjZ0nu7bdxvGtWdZpEr2fJ2rvvCwmttGOrCZJWcw1p+O7ZJsG3Jt11+yNlhXXK4CQacNA4Z4mW2ZRII5L4twIdfk/PGfMMxY6DaSdQXsfTT7aA1nCQpe0i5tuBANf5VrQf25BxdqbYWZXpHQEtFNGf6KQoxN1WXnBlBkj4itjdBKaAeoAKlCl/5SIwxRB0eMNM1z0SaKMPKT6U0xwSLbQ1eAr2WXOc7eu54yAsdR279+tmFYH44cTxKn+enLQRorf675rkTbX0GnSyroWiuQ2Zx9K5EhmaYQobW00DRtkXVL61gZx1fpEhWWfNedimQWZDVZZZRZAkzyRFl4Wp5wp/FYtGHVqr68EYlUUTiZwAl/fvFJcNYaAsikbGSTbWe3QFg3bAWTfXmKCeYpw2Ka2o5Bns4O25Huj9ZiKjrhxLdgN8hznDJ5a11USLSSfM4yyhyjYdi1+toPU9Y1U3RpBVk7j/woNuOOzrJqXXk2hUUn8ObFJlhWtB7r/zMcpyysfPCDHzyl466//vqfuTHPJ/pZiYbpQjRfQjzvirKRDpjIi0aQDyV3hRqC0UwUYQAuz4pvdfGJgGWOk6IbmjfnGEU5ARRiG3RM+vV0GccPKbE+CZUWzSWMSycLO3LVUAOuT5qcKDK39x3G1adRPZMcLs2+FSAK/98aheqyS6/vZ+n0F2UtlsoLIv+43AAye/vuglmcttcBXgVL56b5h+A1HKUSBlJexMMMs8iOqarbIDztMVeFHdkqO8r3QcqQivs0dk3vtWPb8VLbNnD5XyxRmUl7jP87igzCu5ZvSg0wgo4sChJUwEUcLeMqKdvNrzTVpMRDUd6Uop5miBanVP4VCTsSAMfgYGV3GEHVJaCTNdpetrAasS4omeFOGyY8zwh5VpjaPUHzWAl+DO3UEDPlSsgFKU9WSU/iNuMh3JwqbqNQXXNFGOcx3B77XPV1IV2y1Yj3rFEoNnlT6c6NI+60mXt8K1mh2kOGfN2gn3lGwtIM8SRxQoUZRpljBJOaXlWVy4V5GvSHJn9ZP8scZ6z+lGm7BHethr4woLmk0GU/Ai5FdO7nvDkAUQuHkjim7DVmoFBYI182tav80gimiGQ3FB7k0grdTFKy9Oc/zyXMmpHyvssSuoTq5W3UsiZ0d5AaK+xjmvEwnNdZU1rW+pBhnhEe4KVhCnxZEnyri09S9UOTZT32k2eKCD1amGVy8hDl+gK5Gcwfy/TKyzxdymECGFz4b/VYmdZwhp8UX8Qwi/zCHqt8WUt4ngYN+sl780KIWr67YZtkEWqQZ4JDIZH7EBM8zEWh21UYpEYmELcnWvRR+YwyVmhpFPM0cyU79zfBytIEtnn/n+E4ZWHlhhtuYO/evbzsZS+j1+s9n216XjDIctRE6idugvXaiB56zMKbH2jQCAxRUWXUfPjkPYgyzs3lFf2T947phKKPCn1lmkbTTskVVcEsiIow0UIavbhb9LW4zpvFMDP0lCMs6v72E80TIotJnLvimw796AIRbSuYTd6G6jZLLsJB5DxBi9+u0oLZHLT4Y3zwg8VlVjzBT33ULkGq6HzgoTneDxFt2tTjdZxZXq4pkYWlefqbiUi0ytWg+5PwputrnuivG/tfhTG1HsVDSPfY/8UBKhLVurWZWBdK2L/yrAaG69IobGM26xKiiQC4SoYZKvi1kqQ5TzK1ziWySsbUOvHuyQg4K5Q5bvg+yuCqOWBdB5nmmivmqMiqWaJuBptEEEWcDeHCaP3oGD8kHO+7IqSzsKNYhWyVc4vHYBTqe7Yxk61wiImQaG2KA5St9rzCCMcZoMZIME+/dYWq0F68Cu9iYZiXvO6gq60DLsurr5G2WF9iAZzFySd06xifu6X1RnNC106Zea1kdQM2IZuxYph1Js8KL+r+xIRRaxzUtyI4y1qsNUAkc59DVFS4u7P41hhkym7K6hcTEeSKVKYC0xKVKgjLVrAY8o10PQkpq2R42o6PEl9K4Npu87b4NZ9yfth3B/pykM82GS0YDlWZeY4Mj4Ot0SOCa1ig0d671hi52hUZJtuUhA65d5SrSRaVBvnQ6j3KLAp9z9MIuU1ljrOdRUaZY5inWWQ7DfoZtpN6jlGUiTtLK5qr6HSjDmFJoJVnOvDMwCl341VXXcVNN93E448/zgc/+EH+43/8j5RKpZOfuEWwjY5bnLUQ+yQ1n4vgR5HYBSfTbBMUjETe9UZeJDVNZkncLhw5KlH7Zdl9f2+eFQZbtZCTADjNVW3RRue7VSR0+GbmmDDTy5kw5wgHxU+89hCuRo5Mhzre41uE7iJpkyXCUGkwgsRgtUk+1YwKFb5FSy4Xz1KSLsDrzv0Xx1+BKEExBblRE7k0UzwnFIRkQeinQWmmGdV+dT+P4BbwAi7LrAigEv5k7fHvV8LcMusTfmmO+C4rhXBrw5M1RIKQ3ciX9qeNv94vmyD47jPPoiL3t5/V1M+0OcpsyOHx82D027lqaibJCZSlvdxvrj/CukRh4bwCFwlj503at4JIe1c/6b4lbEn4891pgm+p82tW+d/LNWeVjEJ1jf2VI2FNnUWGw2pGPsE4RdfmHR0O+8EPcQYvD4gvaJgOiKap3+i58l99QTZOLo8rFeIvWYGjXTJuW8N/y4SJ0ySsyMXlh/ZGBOU6UaVLipgsw2NenzZNyH+61CYo1shknZsmoMuADfM1idPMTStKSy67LkGY0E8ub1mUzbpoAgfk1nNjEq26rEKtQWfN1Z6CSLRUN7UtnOdZWqRzq3Q7AUGqYwWIlfUWchxpWZwoRVcpMzAYxVF9rjZ2PPfXCvkwwy/e/QWssN3WJxpnmhGOM8tKxH2m6tOywYdu7s1AE5dl72yyrFx33XX80R/9ETfffDPXX389n//853nLW97Chz70IS6//HL6FCK1RbGmW/UTOfmT3ecUNHH5MawQo7wXYuxrkqvKq59B1KUbXy+saAH1c0ZkWCXfbRit1V+wledBIb++dcMnc44CY4RpzwtVQwJsD5mkdo3AaNu7OgtmY/jpBtfWYuhbFkYJaw0pGqiXMxlYwQhwubol7lYhbTXstL+IagHVIitoo/O1KnCRNEWi97sfcmOwekE2TLku4bCfFcYqs5Qr85xTWI6G1XahvQCHqtAPDGVhaNJcLww/lWtKVhkRZNUWCVfTJtR5tm5uRfEQ/UAeS1HxORzqx6L7a47D/cHLGCzWGCvOGhO4n8ukjouCkQurYDzeadYodKw5KrcQFQDsQq/wVPn+5xmhxiAPc2HEhcLxdCisbBuuh5/XGKRZOkbO10N8IVfzRPcnMnTLzhP1qTd27QNQK+ZC3oMECrlqcrIO+PPEdw9pbljhesdClR2pKmSPhBmBFdK9bLOPztiyBMrwrGKK4h7IUhBa+Wz03DqOlSxxvttO4ySLi6L1JJhL8dE1xBXRXLbWjsXigE1TrzpGZm1xBVKNIN7I5gmKy66fWkSE/UidIs3XIm4u173fbkKhtcbguBECBqiF1iiVDlGKfV/olVVCa5uxxGRC8qoPMV3A5XNxzJtOSMCNkKcBhoz1Z2UgHZJsI5GOqS7ZnAISWlHrkR2nlBVSQm4MzsqtxJGu/Y67o88V9tzwBP/ACmtyXw3aPhMPapBaaFFaZLvlZVnuVch93Cic8HmG1lY4u4QVgGw2y3ve8x7e85738MQTT3DDDTdw9dVX0263efjhh7d0RNA2Ok7r8clpfoiuBBQtkh1CbV+heco7IBLYNOORMu/S4MwD0wnZ4iKYSViRFmOKiK3wdDBMo7hK2arpqS70xfJvhIsTGJeN2mg1tb4Cpgqz5YykXw3zxXyoMTCHMds/gDPddzEbdxG4BHPufpNJsk+L8kHMgv5ts7gMzbXX++/VNs/EHb7KUuNvAgXvWN1H3OWCbW/KtjkH+0ePQOFINOdLARYmc6yS5eDkbgYna+w4UDWRU/dA+iDsfwCYh57Nr8ID9r7PtX8XYoS3ae+4g9DpwtIyrHTNab41dTcwWIC8+m/Uu28JadrwbE2n3Ay8bvRfHFdKwuIMTsDywjFDwckXgIqEwmlfbBEyQvUag51l8qkG2azxn88xGlqjIn1+DNY6BRaHh5nJVniYi0gVurz43MddG4YM10GacJ+sUQdsH6ptmq8aQztX0y2TQ6WWHYxaIoOUc2vgrB0S5PWMSJP3CY2DLDNYXybbgqGZNkPZKu0spLpPAdDXeSjaMb4LSlaIOnAX5rl4BCdgi3QfdxuqPzSn8a4nN6AfXeiHYEuAUN/VYXh8mUZRad8zoWCgfCr+Rr2aS9Pdb0s0PIJzJ0m5UFvKwAW4+eht5vWiI87PMxL+njgcsuy0yDJjLzrHWMjjAELLcZybJ66KMgfXGAytNvFqy0HQJQg6VLJHOa/0qMkW/HgbUoZ0XgsGbeZa4+KbZYz2oSE4BtXOEA+8/WUMUuO88cfYka3Ss+60RbaHQQFCnkZYokL1waYZD9dxY8FqoSKYfmSQEhiCqRyu8hAZWhxnhFnGQsFI67ufpyZEBzYnKdwJ/j9D8TN70/r6+ujr66PX67G2tnbyEzYZeZrR/AeCologmiLb53R09RJYrX4snNAqjGbS7vdbI6hK0HdD7V/v9TBIsJlnhFVr6uzSID9gQ0+ba4akeC6uvocvJfvalO7Hj1aw5vcdVN33ClkexbkmtPB2MRER08Df201Qmpw0fV9rFHxBRBur7wKR1uP72jtEeSQp7zy9lwA0G7tP5Ul5JDpOpYJhwO4IvOywat+47cPD0DeFC81VfhX1gVxdF1pBsWo22rIfARS3Dmk8ZqD9gCl2uNKEdMoIMn3aPDqYjV1uD4Vsiv8hIbSEc1Xh9eN+YAzqLzW8lWn2sOKlMPejH8BFp5kaVEHIMxjmaUaZZeCCp1g+PgzH0pCDTHY1nK9AhFvSy0EtO2iqzhZgV3PBufPi1gYJAv4cmYdCd42XFA46AUBjrle537xXba7SdqcZt0Nrk5MVGgSFLkFJRUD1dK0yXF02Lqu42yprBXHNRVmysjhlBjbmGviRbn4RSl8Il8IjIV4uSQmgvvtzAUZy88xnR8K1RITWLqYicp5GeC9NkcjVZ4pi3IPjq/kkd8sd8jNa+/PFj0JskQmtPHFrcIpuSHjfq7pg7svIa69AGIIsfoxyrEiYUfqHQVlzmm3jTk4R5jIxmVR2cpyy2fxH2pBKQwrKlkQty8nTpVzIPWmRYdi2fzuL9NuK26muqQ0nrpPhmphnJRr10w3bpfcB3ZC47eflUYI+Ja7TGi+eSzbiBtqkaKCN/j9D8ayElVarFbqB7rzzTt761rfy1a9+lTe/+c1s27bt5BfYRPR3G27R8M1jfphmfOMEtzChUEJHagwtFuHpLuSwG/4vU6pZKPSwCjK56iFoBVmCoGOSYym6wI80EXyhwTcN+9YNfafjxI3QtbTA+VE/ijDSYutDwoQviPgcDy+MMFzIB3D1cbK4iAaFTSuKYr/x4YcbjNpS8O7BF9J87d3nj2iz0cah39amIm2zQJRs3SIqwHnjHm5iPrdCm3IHGgtGQHnS9nMbGOpCf84uUQO4DUQhzbqOuDTSkP2xVjss16U9REiwVal7H9oE/ASF8tmD26BSmJT723KrrJGGVC/UCCNaof23r+NSj6+She6Ci5CR+8QnlmqMJARrLP2NVhu/L6yIC2XnfKG0RqG4zDmVZdolmC7uCDXiddor5rlbJE+LLHNFxx0D577wN+iALmPFqiluOUpUWPHdXsQ+8y0rEM174pPcfXdoyztPFpgWJp1C1oydLLTaUFfIk2WVWjEX5pyJtEfX8TlOaou+xxBWc1nI5ZpQMkJgLWty7owwz7KNPnK5b1phf6r/RphntLpglJnY9X302TlvQvKtEptqm+yTBegVFmhlDRE/krG4Y+dZp0s3SKEKy3OMOVdTDsi1ybJq5nG3G9mEXcHZKEFqlSzdwI171gY1qPaPn4BPAm9cYOsQhNYWKaCyROm7eJBFiM0i2C7jDDpnk7By9dVXc9NNN7Fnzx4+8IEPcNNNN1Eul5/Ptj2nGKx2XL6SGZyWrA1Bm4QWHG3s0pQsDAGrPzSBCi6PgPyz3chiqboT85g+85npftIlQ07bABopv605zxXQxQlj2oAlCOi50+ah1zttX/w9YcK0njYo37rkJzkrxN4PEd1krebZztoET9kM4koAZnOYx+UpsRFFBydNKO4I8/TTYG/2KVf+QK4unSNhZ5lovos430P95vu1h3CCiObBEiyp34ChBXuPcrkI9pi2FU6OtIxbSK6hNI67Wwow4b82c62yiPb2wA9L+02Yev0YOd2fFWR6ZcPB8BPC+QunwiOB8Ht9rs/Me/O5L9A41kBAtxOwpjwQnT7bVV38SCwgFAQH68t0C4Z8SMf2vUJ+464/33IWFyi14aZwBHcpCQqr17yTEGfzCZ2755hzqaWMJh7P6XKISWbYGQp0Qpl5MrQYYR6VIACYLdXIl1aYKB2JWmLiQovXF6G1UfNQVjr/e597o+tIGM4RkprlxpNFRSHEIglrAx0s1FwyRvUX3rXVp9bKRxbHRROXZQCYhML+NQYnjVCiatSaG+LyGEuIE3IDuiZCMS4gbSTU+f3XjfZFXwdyKcjVm1G3tm1/vr5GNmsEzRoDzDLGYn0YFtP2Ph37Rci2VlnNutQR6r8WWToEzFAJhVvlTzGRVsZdJO6JH6Xp51kR6VYJKFtkmWQqdAGtkg25i8o4HSqyYR9tINk932gBCtxdfaYDzwycsrDy9a9/nT179jA5Ockdd9zBHXfcseFxN99883PWuOcSfcdxgspBHAFOGq0WkxTRhxBz3GouTYP+0Jf8tDVNa2oOWp+nJrjvXweYoRI+RCJs+WQ2Y341P5ph1ZAuZ4Af4BLD+Yuhfcj7tJH77haR+QZgYTwX+sDPfeiYcTmIWPsAbpNP4dwfEj70usf7DX+h1EZUxVhn5BqYNxaSdH2NQrMZ5QDpXMurkXa9f/kI+7tH3CI4RFRA22/Oab/CkYYDugzWl03o42HM5nfQtkGuFQkzGnffWjSOIYWWYKgDTENvHhoz0Dls+qfdMbyVNkYoaeOEkt1Zaz1RlNQkUea/okoW7PvAkJFf9KqDjlwoK8SD5ri+ecsJSrVdRl/NU59wrPw70taLZvMGFzkErq/8BVvYluqyZrVVX0DJ0HLWAHsPwZAsNxljAatgniHVPKrAUsUIWedMLbs5K7K67/6BqDVMr53Ye9+VB47XgzmmrwXpwFqvcmsUgialyiO8vPyIKUlRcMT49FGcgFXHKSGaNz8gdMm1W4anBGZ8wbj14mjba680DadJSAPWA+LcgbLqlXGKxRBQMsVN5eaqMch5PEo/jTCkeZYxQ+wcNenp0/5zp/7x+UzisPikYM2TCjRHDdl0zpYgMN2ZDTf6PPkwN9MsYywyzO28nlSpS6a0cV4V342isGQ/348/9+SqG+E4O5kxkXw2C3RfEzIlE2lUY5A5RlleHDRj1wFyfTy67zwGqDEZHGLn+AyKDlT+Kz/qJ2VdmypVoe9VC0jtVriyIpC69lhBfBflnmlYoUX3J36N71LKsGqe3wHNitOMZQg137NJWHnf+9635SN+nhF6wH23j0/2tGbZ0Fxb2OAaODOyzOli7Asyxccz2Bo/ayqc3ObYFC2IhFOGWvQyLmTWz+GhEdMi5GfQlD9d+U9KUFI2sw5mQxRPo45ZPH1ypMzwPglxgWjVZd8VE4uMaNTdwt3GKVttTMRMGigVIF/AbOz+7ykfiq+xKVoIQh5DegzS2TZDo1Vn9dEmHmBInwCvw5njp+y92xpBvTmYW4DUrLeZWAGg7wDk1R/xCA/1v8ZAFioJRHeZ43u2zTbrPWmNie3PnH++CLYSpGdxCcoktOVwievkSpLrLTCckuOlgTCax9c8lU1ZobAjzFNjkP5sg0Yqz5rVgMVxUZXbc/ccCze73qgStBmBOt2yfeMLTwE2F0jbCRty9dh7aI8b4enpYNi6c/ojVje1O17JVyGy2nBGqwsmTbvmH7hnW+MxAznfquNHnflE22ncc7RsBJWVpiegxlyhbUzkV78E1QLkpeTIIuS7iTbiwXnk42YB5hlhzvLg/D4I7IYvXsQhJsgXG5SL84wtVOkT8f2g/S2tWyJ6+xwwrXFNE0g2VpilQT+HmHTVtsmGhSAVoqxSCHq/kxlS3W4YYejKBLgx8wWTwFsvw4RsNtV+mNqgRSSKTEJanhVGmWNmpEJ1eQekepAz/D9TB8glvHRk4Q5la3mU9UztNC6aDiMctzlVjIVN/JVDTOKnnhD8/DHxe9IcVmoACXB+hWo3OKcZPgVgE/i9zzVOuQdvuOGG57EZpwkyT/scCF9w0WYvHgaYhdZDhlX6ra8TiGSvBdYttELe1gKSsCMJPIMjDCpzZL7VcCRMLZYDuMW/idmw4gnu4hB52Pdl+66vMlFrx5w9TkLSjPfadNyMpa45TZYGH+uZBCeYZNqMvc0u4lfVGIkQLZeBooNsjpewKKMEH5/wKM1y2X42AIyZ1AOjwEIV5luw0oL+Ogz5XBst+mqLTNY+Z0VzaAbadZitOguMkMYIartT3vnxKCiZzBWFMuB9L2HlXIwV6Hxz782CtfZ5VZgblu+g6I2ATpiEC6Jh811MTSCawHI63CAalgvTHrIh6FhyprfYh22W0IvtL9/dIwSYORpAugrpQpuhylO0s0YA8jcCo8m6xHaurSIutoxFszhIf7FBfnwldIVt7y4yWG0ba5UETFkMO0RDkP1nv4uz+NSNxSjdgqF4VJpv5dG8lbDmrxup2O9sBI+HVisMhPeXYRWlegej4AxSo8JRAjohXyfDKoOFGoXWmunbae+eJRz63DtZRRXGXIfRoQUWi8Ms2/pKg9RokWW7JfVKCVPNmwozDHZrJmqnBUPF6rPzbPh97vPhfEXMRrjJUqJkmYPZGtWBYbalugQpF12kFPdaj+XWkUs+Llw0vHllrOEuL4/63bnvXdmUiBIJcooBsjBlPRdR1A3rsEkEW8W+nE3CyhkP38xcN9pvzT4wqZTRsFOB1bDHwAYehIuc6njkbRbGeIEvXxJXQStfcJFFJV4gSxVnlfNge3fRVDCex/35GuyYd0966P1cJk2c1i3+jSDeh08ulim8jrE6VOHJBbPhLmBeZ+3hmu+ykmgjLtlXfd6fNX0Kpl/T/kKuBbRiT7wQFyaawlltDhNucmFUhTbJDi6CyxdOYD3HQCRdHWctMX1lKM+Yar4rLVhqQfsR6J+CvKw+crXoujYrbs+es1A3/aOmxftnMNZvdAlzxkQsY3JJyu02gJur6q8LgDHj1pP1pEsqND2bdPL9zHqhplnLSXAp0QdYtibw1VaGtWbG9OcizFZHqRQNwTPUCK2Am21BqtANRYdQEFCqekGWKGn0Y0Qzu2rjrxiLxI7RqhWaFyJzvF42/BPxBsTdkGVHWjVgk79tZzh4msHSMsOlpzGVlU121FS3a0ib1i+TabaNC05zftSOxX42JnD7z48sJhIA4tFA6jN/U/Y3Yz13lrvSHsWmsG+FOTwytEJOxSA1xpjjovojABwq7A0FxqCz5jhaNuR91o6Fnr+82iihfpQwXD9dhnLR8MMmOBRu5IpAUg6c4cKisXDImiV3tPoDokLdRtqK3yc+6VjPs4Q9zPoblFxl+kGW6acRJoUDQstPhRnGW9Pk62u0sjBTqKz/bRw/UIKtn1BS63k8u7GS3klYFnlXLnsJ2Mrro0gqnRdaZ2ThelaS3XMECeuw8bicYTh7hBWZjZdgfgYWunAIO4Yts8EMAqUF2L0EaT1EBWAcCrk1yuPzKDOhLCwiXPm1IuLwNUQAxfVnWA3D8PbVHzfcC1kypoBHoPFXZlOUwKBNcCiAsh9d4ufh0OIpy8qF9rj7MdlqfwDto/DDqll7FogK3vG1SELJLozSNpG1rhO5m+Si2ImLevEXctvHkdTjWqx+2Zz/3dHLmGY87I9XVO8zPIMHifIf4q4oXccj2Daq8GTdHPqkd29j9h4mJYhMwtBLLaG2Cr3DxtpSe8jefxDlKiy1opYT9VMJmxSuYjtIeXsGMFadgzhhZ7/NKLyEGeN/Av7GtL3XtNwGjd8GkValQpNSrmmE6TLsnzzi+Ep+EITf71l4fHQH84wAZiF+NHses3sbHFs+F4abDBbNBrCTGUaZNdl1bf/2VWG4sEh/tmEEcHFHpnAckBZRgdEnyfpRVRor3x2jMG577wUM/4RUE1ILkDri+sPb2MC9F9lWIbOGoJxlPhhkNciE+TH2PvKUafdf4UoFWBdmp2N4KKFr0HNhRdzCugfbPw2r+DQgrCIj12c/sLto6iVxAFc+o2LaatwS8+RZoWIlPykyI9b1EnSMtWdf5wmThyQ7aApWPm7+JDynAuOayscT2XVxQpdcp8Bgq8aOatWMS9wqZP9PFbqsYjJHU4TueBAKjCrvAE5Zk6UibqHwC7gOVpvm2Z61Y6BUApZAf1HpEVYLmdDSl2eFbK7F8rER1jp9ZMvG4jLemqZw0JgOcgXYPrmI6vwEdBlljkFqTFSPeNXKYaZgosrMPWSpWVNmvAyASLqrZELFQwnjHuClTDMecen795unYYSfATY3g+1pEFa+9KUvccstt/DAAw+QyWRYXFxcd8zhw4f52Mc+xne/+136+/v59V//df7H//gfZDIbhpNsiLNHWJGfv2o2+f66+UtjFqb+LPT5pl3938FslEUYLlVpFPpDcUVmQ7Hp46Y/PbD9VkL3oZBSheGt5tIEnbZLZ241kZWmWcvn4vfThdQcpOeg/8eO3jAElIq2kNxLMYLEYXs/dwEHoTHtsrCmMRt4PzChxU6uFT/6R8nz9N7fNFJEk8P5jfVJk76wofNs7rFLy/cwEUwZza7eJP0Qjseh6KwScCnRzUPaqzbAOcjPwX67kb78QWMpetQ24wlgYQ6G5mCX+AZ2vPt+Bcoad1l5vIc89Aj6nBr/t3VvisKw/bFUhSHxTWag729wBQwfN+fMzhiZRtFFEhBTsf8n1OZXYwSWFFFhQQvjste2FJw7eoxzR4/BqKmZcogJhllk9YIsQWAK0wV0WLZm7fC6VuAtsEYh26SXw/E/yvb3JaTtt30poURWhQtNlNOjpd0hjyAeQgwuvFgRSSars7WE+PNIhFGvjX0da+3r2JDZqnFX7MhWo5aPh3AcoapRXJa6Zl7ISkYX+lt2bZhx/S/E+Vg+/D1B49ipwlDVGkXFR5ozmWTPHT/G6n6jvvgZr7sEzDJGjUHKxXkGWzUKh9dId9coBFX3XOC4UUMDkPaFZT0jKVxmZWUmnodCao3mOCyOFkMLndw9g9U2fU1MuDILRnj13c3ZI85S6i9tPl8nFRUig86aEbyULVrJEGUdti7o3B7Y99LHmGIiTLw2UKjBDpPF1nB4Vo21LGv9HNFoZcC40fKsmCgmu47ngHNTx+wRT0Tcd+2siSzz3avTjLNoi82abjNRPy5HS3/ocvXd/BHLih3R04466616zwNWV1d55zvfyWWXXcY3v/nNdd93u13e8pa3cM4553DnnXcyPz/P+9//fnq9Hn/6p396yr9z9ggrmpQDQMmYSPMQjQLSJuU/hF64bLYFQSE6GUVM9OtM+IiTtWSKzGDIYGENCTAPlR8h0jHCQ9njo6RxG5r+lFlVgzlkF8dXyIXSwmwiWnAw9z6B0cbKiiKQMCL+h3zf2gR9l4hMuCIlSzvyE+/FIz4kWIhDkCWsJj1Em6HiMceXeche7zDRjVgJvMQp8rtcbpaSO6cvC7vnYPcMzM/DbNdRYFJ1GGpCWW3y+S/FWNvjLgG8e9Rviy+x4DgsGp+xGdjth037/WcHboX1m6Be0/awct2a9wOiuW3ibglxgOZxwmEHKqMz1BgMI9fygU8OT1nDeN7d3zKuw4astUGbzLy9Z7koNc1T4QUNCiZx1yEmwhwpvhvV10iFgC6ZoEWq0CVTMKZ1gJHuPEOH21GSM7gxUrtldZPAqX7p4MbY9md/FTrWEudbE4V27HP9pXClFmSFk/uz40ktcjOHFhm5zsSJ2k8Y7mq6zdyUCgAGdE0pDj8R5DzhWpUKjFKzYOfzkB/pGBPqQiF50rzPZSG/xxRpVb+Dq+mVlttHuZjEgfPXyfBGiSaJBPpsv6Rza25s5jE8GykjeuaVMuAwnDO6TLZi1tUyx437q2AsHzuZMdXul9sR7stwZTHk/qhwYb7ejPKYBP/ZtW1Pp0x0WS7XZqhQpSeeD064FuelwgyD1EILkwIpJHB38PKtpGDTMtgq/dnzmLf1d3/3d4ET81r//u//nocffpjp6WkqFeOq+8M//EOuvPJKvvSlLzE0NLTheXGcPcJKHqeRa6PTAj+G04T9SSwyrt3w+zqEhC5NRj+Jkg9lbIzDTxwkc2GWFpmmJQd6Wh8dY9LNF2HMdwvYRaO9ZEmiOHeOz0edmLbaXMG7p6zZ7Pqz0LcHZ62Q5uUvQHrIZ3ChziJW+pYUuxA2qlECrlwm+t93L00AY0XLZxFRs+j95iP2Jh40n7UXXKhoyIOROUmmbQlU6vYcxgW237wtH4bylPm9pXljOl/pwvwspOet5WQOF1GkTVgbnlxNcUuK1Qp7iiLpmH6YxbgFZu0t8mPY3cIJg1nCxX2wAGN14+IrZ929LnRNH8qyMrYfY8mw3AMVl2yPEroIAPLlhtGO54kkKhvs1hgMauFCqtIPYBZihaQCbgMBJ2AWMSYgRZaJ4DlkPxPHRiuLfV9aaHLRgYepMYjqa/nCifm5jBWYjLa6StbS0oOQLzAeTPOi0YPhOdKCxU8JLTGaS9LcdQ9lnCC6YNqdr8N+PTj+GuA3z59TvjtKgqJ4Oinv3KZ3TZ+UrblkI5AU3aK1YcBaDvbxKIMsM7KwbBLX+a5Qj4vVlzJz+RHsnJ5x3Z/H8crGgNES9I1invmLTVuG5tsMDRxz6yE4xUav4vjIXaM+ibs44pyxOJdFio3lf7Hknpv0TtvISfMaVLrUGGScac7jsTAiaYJDpjq4Ihutu2PX0ALtwgKLxQECOmxfaBqhy38GNIYSqHxXmT9PckbR2Vt+ij2jT4X5fIYLi8xQYZVDmLIEO22ItQkDFx3A8Fda3rPgi7+nCS3WCStLS0uRQ7LZLNnsBmap5xD//M//zIEDB0JBBeBf/+t/TavV4t577+UNb3jDKV3nrBFW2nnMguqH2x4m3GRWWsbvHPp9SxhLQwqzudjNecdcleFClVphICRbmRTPi2HEDxjinFjiWoT90FKRbQfiwk6MCDw/azbn0I0g/knFfD6WhTE9tD8FpqA9bbT6MXFKKvbvEXPckpKf6YGVgHQr0YJylkdRq7t8IyfsX6JWAJnOJTMrcqiGZxFatlYjLbyjOIEgh1mUW4b0+8Oq2/h9IUhaatv7TS3OQ/aSu4s2QVsJ4xormv4ckpQnC4EW47uIaonaaLSRQfTJsUTSvknjfktXIN+ygtFhmPonFz1FlnCTkJZ710GbrqQI6cuBywk3orI0ULVRvztn/x40n6VLkE6tUSh4bg/f/YHXdgjDUl/ET0OrxiizLhTfN/nrfrUxW17VwR/DD4GVaXNpCVT7bVfvFpdp1vT5roIVqbVhb+RH99vsb/wSDDQOdu7mSm2GytWQQNqswEypRKNkCJDjF06bkOoHbH/9wL7aZ59JzLPxOpzALsEjdu/trCnIKKEop01XySZ9QdbvO/86voAtDguEBfKiBNAVhqvLplDoMh5Z08Jzt6QCmzUZ92w0MI/QLHAE6/JdMH+TA0SJ5z+27RbJW3NdnKNR3JzFa4fGyrcw6r3Gyrp3QsVGSoAN2++bg4UZGOxAfgFDJq/A4CvM2vgifspYyNoznL8uqajglzI3mwYGU8sEHVtgdR4z9hK8RGQv4dyWQ4ZH1ig4V1Wqa12PmNdu1mTdHaTGONPhOj/ONA36eYzzbOHMvOW41IylLKe+2gTiSh1XddkmhxsfH48c8oUvfIEvfvGLz2szjh07xtjYWOSz7du3k8lkOHbs2AnOWo+zRljppoimXe+4UNxIXpCucQ+UO3ajlclYggsm0VS226Jra00ssp0uKZZxRb6etuzweJK4PI0w1NSUTjdCTphKW9qNJcUtdE37FmaM/3z3PZaTMkp0sZHLB6Oh7JZLI4URUg7C7F1GKa5h7nfsHqPJj3lE0lTKWl3swtqXgyH9hjRI3w3hWzN8QqW0T32uRfxe05ZQ29kDXADtX4XHinsZZdZoRKOYjaBiEqVdEkvytlQ1AuY8ZnGeIyowycq0ADxZhbEHjGA3ZMmNyijLfkwBxwGiC6zv/vEXYLz7lQVK65C/QWmDLcHkuLlWTyavr7vrT82ZjWQBeKIKF98M5Qdxc1WWJusCmJ0zl/Ajj/J4vCuRm/1SCLIejsJQq80v7n+IxfHhsM6Vkm8NWJdmllXnpvJ5OxrblHnVb/vyWxpnSRqascn2NnKftXC8mrhFM36sNjzf4iHhRXPcPgu5HOzKLhhiLjjrjxXUD864KDeAXfeY53zsu/bedhINgYdQKEhj8xbFo1sknPjWFP+e9XyKLH1x9HdUw8mE4Kb4CefTJcUMFbrFgF1TC463FeBcugftbwVQHjMWuTBJn9owY45r1A1PLST7Skh7BSxc6tL5h9ygH+MEZLz+n/Pu3b+3jfZi3xWsfvItWE1CJWWsELvOAuzjUX6BB8mwSssSYlfJMMEh+jWCvkvKtjOn+aSJKH7Pstd2KWha5wITRBFZx7y1NVeEXKFJL9ekEyyEWZNXs9lQODE/70pdmNpAPUj1sWluoJiwMj09HXG7nMiq8sUvfjF075wId999N5deeukpNWWjHG29Xu9Z5W47a4QVIOrXbxnrSchbEfRw6Tg9PFbjWyq7pFaqXrpoS8T5fnclWfIzO/rJkpQBsWGzRbayhtEuEjCB+ZOmJGvCESxhs2o2pzBqQWRgtdXnlcwYC8kR71p411zpWuuNtMpxohuTv9j6G6C+9/3Wvkbv96s09Za91hTO794yROHR4qzJZqnILS2IBcwCrHvrwFDL+OfHvCggnxvTXrIuqdhG2atD34LXNrXVF2TFJYhzVXxisP+q79RmLYjzmHuxpuC+jmnXoRl3es12pwStJ7uw8mMYyhoLn9xBijZ5Ehe91cHRiobqhjA+UbfJymR9UPI2LdYl0//j49OhNn+cERd1YQXusIGa/xLOsoTF8naPQ/+M/T1r3SFlsgCvtCxRWxFqFVyGX1/L9oUWn9PkjWV4nB8BRux/Ia7hW6H4yIzpiicw/egb5WeBxkEb0SUh3+d7xK8d/524qyMu3OJ9XrRtKrj7VY4bIHQhqDRHl4BdowvO2hhAu4Aj4kPUyqHnVr9v+zFfhYl56x6T0OS56xqFHI0Crl7PMm6j1xh0cBu/3quP4s+73ydx4c5/pgLvfLnoxjC8Qlas5cJVjleOlDwNtwaVzXV6o9AJvPpivtVUz66P+NxR+/1+9BXBolHi0ikbwJBdY3C0FiqjLTKhYKXwZYdNINhucM9DQ0OnxBG55pprePe73/2Mx0xMTJxSM3bs2MFdd90V+ezpp5+m3W6vs7g8E84aYaWb6oNsz03uAm5THiNK1JNftokjWxahXtzGVDDBY5wXCiEKZfNZ4XFffJi5kVZo5pUELiFnvlBiMFdjMNWmb5mw+N3uUSjVDZ9BWTN9dLrQtqbZTsdsEtKywTxcR+bMc5u2tzpIbGGW6Xe/7ZtLcabfFC4EruSypSo1t7gHg92aMbdLKPE3b733rUdaUEXUXIDSUNNpqIdxmpiNKGEUE+os7kTHu66ubbW29IwhBw49jgt99v3WatsMLtrJLpJh2nJZhupEhRCF9fouRVlNfO3fX6At2h3HQRkKoJyC81LOwpfGjV3b2+xSAeS7LqeNvpLrZQgj4AxpLLXQakOR+X7O9KOLVDOuS81dvZf1JNToZbqXQF02Y1HuEKbb1zzquwfy4oqkCKPSnry0FOGs5Fkh2zV8raBjBSy/3zRGyzh/xhKO5Nnyvq977/25ZoWJUsFYecqtqI4bug+tdbHXccroOjcauA1em3PcXeQj3hYpFXI3WmvjDDs5xCRljpOiG7qKZ6hQY5DBSi3M1KooqXS27X5Tgo9cUaIlKFrNzvlQqRGawBSUOs1ocjtwkWp3mX7vzRmBeakVzS0k9Mdu3eeo6X//1XfbnodNJyCB9gLgUmOlGGWOOas9DLPIqnW5D7Noyj5kXV4eheZPVI+QFidIFt0uzmpicy1FrEG+AOUTmQWZabPeNYow3FokyJqyBIKU0ihncT1/cStjZGSEkZGR5+Ral112GV/60pc4evQoO3fuBAzpNpvNcskll5zydc4aYSXo9NyCVsItHlp4fA1PC7V82ONABVuufnvENwmGpKjCafHqpSnrFnqMffjFt0z58kbIV1lkmFaQISjMOXNkEdhvLUDn4rRUbdJ2IU5rUZw2pvfQ/GlHd/ekqWMTbjjajC/EFffz+QHSoB7BLYJ28+jrwDmtZXPhTjW6IMcXZ/vajrsBMHyVTtdYe2re51r0tKGsYM3v37Xh1QrLlhushBHstElLANtj//QsaMO2OVUiSfTA+b5nMZFIeJ8/EzRXUrgcN757SD7zeRMyni/BL1yKi07DtCOvcZDAFPv9vO3fsbjGClGXXIUo0VNCg3hBB4BzsWnGh3mMfRy31kGl5F9ke1Q793LnNAs2jf2810bNj8Pee/1mB7jBtGlXxbpn4papuDUuIHqM+lMbasE7Ruf5Fg6IZqnGWVBDl6bgu7n0W/5rvG2+2zW+euo6ElBl9YvzjTRW58PSuWnmGWGWUau4uLXDKEABh5ignxWGeZq8dS6HbbBrRMjbABcJZi0ivaoTNEpVb67p+BnvnkYxz5PHW5Ow3Z+zWZ5xBU87XcI6SJGusHNzxfb/SmwN8F22eYybKi9LDibUfZFh5imjGj2yrKgSc604SLbYiliwM7SoFXOU6k1zD0cxLq2qyaPUp2dEa4cE8ZzXJ747WwKObzmyCle7ZPaEFhnyNBhh3vKNOqj+kcMmWFYivfz8uaEOHz7MwsIChw8fptvt8sADDwBw3nnnMTAwwOWXX85FF13Eb/zGb/CVr3yFhYUFPvOZz/CRj3zklCOB4CwSVnINXHXUg0TDGn2zshamUUy0Bfb/ZVN5dqIwRd4WGVMBMpVyVwibHpxVsqS8ukFAmERJKfqVZ0Vm4G4qgNSa22ykgR3FPWBqo+9b14YlF4bvvtJDKTJgF1cjKIvjj8iV4pvh7Wuv4xYgPyonjnZsc1cIp8I3w+JvXRdy7WthK965vsCyhBFanqxCqmqEsn7s+hLYHBM+j8EXRPW5+kP9JhK1zonDt9boXL36G5Y/Bl2i0UPa7Fu2v2TN8cm7TYyQspNoeKgPRR4pckqCtdrtu2t8SKOU4D1mjh0/YNxAY8xSY5DjlMPKsgEdU81b1yhCe4jQTw9rpt0HXdZUWL9piQsmwqevfadwrhhZNVIbzCdllgYiBO9UEKsMHhcq/PHRs4T3edzyhPfqnxe3ngj+3IjzaTqx9zp/DKcw2KRIjSAfVj6Wq1g5mZSTRqHkY5YAPVhtR12OdXvfl+J4WCK1zkHfjMkrNKQ0AL6lUOuDrM2aTzIUXAIsmciYtNe/ff4aoGfAE+C0NqTtcZEtSWuLrzzINdYxn/U9Do1SnmnGI3NTqfiHWaRsK7T7dYFSmCrIvVzT8W+swBVaoatexnJZT/25o/kk15QfvVd07UxXIX9xg0a2P0xBYTiLLkHctoEGawPqnNONGu4prj3TgT8Xfud3focbb7wxfP+yl70MgNtvv53Xv/71BEHALbfcwtVXX82rXvWqSFK4Z4OzRliJmIwt6a4x51wnQrjxgdvURoEy5KqwPbdINwhCC4qf7C1DhhVUOM6VMldOicA+aGC0BGkMHft/hlVaQRaCdviQ9eZsOGIzllnT59/41iHfLG5+yLzPQXvKhDqHZEy7gTcWTD8oQyu4jSQNkQqykdIEPoHWPvBpf4GPa6ZgUnbXjZtgaR4mbPeFiejsYt+rmsVFFhjpCBvt4XTNfcU3QEHt7s96fSc3l1xAcnHkcORUDa3mh78JSXOH6DokoU+CRRVjTl9ytYOUNC+Ni4zaNQPlWdyc84UkCDcYn1gsAcBX+CTsycweuvwmMSdZy0tpusn2QpNW9ikahRyjDDPPCNOMk2WVRmEbedbow9RrUVKvTHMt3KiX5k0WaAmc6W50DFa879re53Gku6YvUy13Hz7iOqF/Hd1/OvZ/+FkQFZLB8rPiY6xNOr4ibmQ9OZGAwsYWh9D9ojwimi9LkB9rUAlM3hBBLmUlm5SwovUk3IRTOMXDF9KkdPg8MR1vFY8+CQxzOBemopTAudzEHxPUds199Vuc4xPfm32B0BcimrhnyQYVSIgJ6NAIbUnr6+4Yps9yuNZGCmIGkJbCYvl/6aETzEG1TdavDi76SvfoW8YgtGQV5tfoji2yErhACj/hZ36gwfJAgU0JXY5k31p5pgN/Ltxwww0nrR24Z88e/vZv//bn+p2zT1iRZlF3ocqDhVjuDkHSvjgSFegvtAmK5kl1SaVToQ9eKZobnh7ZwRXZUrSQT7xNeZ+FOS6s5efQgll7DmEW9XTLheeeCFqoZblYmTELvqIgRMbsX4jW9Bm0r6XAC5eWNuELRv773AbvpZXoO1/regizef8YhmYxlo0y8CpceGQL+g4aDkNZYZtykvs8mE701bf+gBF0FE210jKJ2iC2mWHW6P4sDCnvzH6cO0YLVRezgPsbgCIjFqIh3sozoyZLyNLa76cu0XQrdW2Y8imiQXRT34gXkMZxXC6cgokFSO+xJxw2wmquCLlsk2x5jiDbDU3ajWyebqpFJtummzIp7AvVNefa6FgBsOXmjeaR2vak7g03v3TfavNG7+X68z+LG7RlrdmIG+Evy6muFYb0HqALpTk3DwClwduQewEn3mr85SId+ywd+39sxgpJS4Su5aFOm2D/NItZl1xslQwp6w7qEIRcDKWR76W8UgCzhIU0l5adQhNH3CoVWpYVZSfLip5lCRJ3mQi0gxjdXGOrPvbvz++veJ9pbvjCpJ69khREG34uN62sz8ZdvhquoaPMMcJxyhynNNckGO2Elhehm4K03F0SwMaIBgbIEgpRRSS8CM7qpGNS3ndyvdfbtPYbv6iiggapsUI/A4Uay8PnsDlb7fIJ/j8zcfYIK0cxky2LIXClYEzs80mcZuL7mKs4f/0QUIDp4g4e4zxmqIQpqn0ilcQXZaoVupa4qKRbxymT9TItDrMYak5A6DPeXYTJLFyiTX8Dpn9cw5OPer4VrWMjzXOiZKMCxPuQD1cclgrR0GNr5q3v2UYjm7d+ZJMzJiT90QiTWa1L0OUTTSXUiDdkrVZhI6Wd7ccJI3pfhCfHS3ZDNfU7ti/YDJXz0NfC1HSyKNehrFwYNhncOoHDX5w6OP7FQe/+dZz8+BvwRvpyMGQXxXJcq2y50FFtsGEbsYm6ZNmJW2ukHUpwGoi1Sa917z1EI2tkpi8RJsmrX7qNQ9kJvs8rqTEYpjUfY5Z9PMZE6xD5+hp9VWiOrrGYHaY/u2A2fhsemz8XfqGD4cGM4fhCB01f7z9o27GH9c+Z339xU4r/ve5JZGubmyZC4Pasib26EUw7sWvKxZSPC9ZxS4GPuAvQtxTG3B7rvvc3Qs1/fS7BwM6p2ewoh5jkQS4O69WAc/uUmSdDK1RoZkuL7OhUzVwom35Nz0N6ygjLcwtE6lqlUoR1j8AqIprnapskaG3uItdnrSXWzt1BnOC9kaXTF/biwrQEaH/PD/t+GcpaEyrAhXCICWZsIhopch0CLuJhhlmkNNWEOSi1mrSHmhy3hThbZKCAiaJSZGUdGg+5edGfU0QPUVeir2wVvD+NXQHT7zYiLrQGgyWsmwrQwzzNql2nNq02ECu4Cf78WVZOF84eYeVJHFdFi6S0B3EL/IdXC5EIt5YdP1k4RreUsuXTF8MqyvF0+y7cLmWJiyYCYpinQ0sMQMoe0W9Ta2/vLkaSTIVk0gtxkSq+yTdumqwbf+/QtIk2iXAqtEpISJGG0YyeH6YDj20mhdQahWCZcySl67uNNsz4RqPj1b/iydxh2+BrQGqr/vcW+F2jC+vvO75p+JwDbRqKVrnA+07+frXtRGiu74t1mxisT8SWw9UrasGkdcdR8vpC55ZxAkkqdh31h99//u/77dGrPyZ6L4FhEqaz48xQ4TDjYXbYjI1WC+gaQcVyvHIp6C80jAtvHqONH/R+o4kjKUKUs6PnLIUhbGtMYL1glop9r890Xd3baOx7D30FyPsCg+C7QuDErj6/zzV3TtQ+jYf/6mvo/vPhCdHhby4BM6aEQC0YDBOJaW2Q4qNKyGGl4G7DrBGP4ML/yzA0RlShETRGEvaqRBSwyBzWe2WEnjQZfi+RYBhXkjbaQeISjI9U7FV93CGaN6cJZeYZYzbM7uu4KWa9DJP7dYwVZaQ4T8MqhYPdmsuxY/skX3QJQFea5i8shQBRHpRefRfxAFG38QDhvMl2WwRBhzwr1oW3zAp5Y2kZBjyrz+lDDZdnv/5MB54ROHuEFWlkCmWD6EJlNwG5EkKyZhljsm0BXaNBT1xwhEzRVOeUf7nGQFiB2beQdC2HhfAnzUKkxac/zIO7YgQWkecs6Wxp3pLTCjhNMq4B6F4kbEho0Of+BiYtSpYjcOTNuHbub0Z4n/tWHNtf7Y7T3sQxgWheF3AmYPEZavb79Mz6yejzEGRGHrL325+zi4vP2dHG5vNoCht8rrGNW1Y22iz1uY+4NWYjAUamdlmUJGTg/W6XaBu0+PubrX5bY1ONnRMn1vravH7Lhx13JSGT69J3YwZ0HKfBWq1KQdNYpVTP5bDJGbO0DENT9nmJQVFgz0TIBhy340TCik+O9t2Rfl/p2kM465P/uS9MqF/83/EFp7gwDFGBpeOdE4+EiwspG7kX/HVnFIYOtxmZnKdsQ6zEUVFtoGEWQ2WnnwZDs20Xrad1TWRQ/U58PuhVfRbv4zhBWfcWF4p9xN3m4KzXG2GjftU5ek0R1g4av3SafTzKY5yHX2tnkJqxWChgIgW0oFxfoL/QIF9vklP/zBBmwqZgiML5kwlTmoMbWUSkAFTtfVoFZGimTTA6B1msBX3AJYsbaG5wodOBJi7f/ma14bnDGSGsXHfddXzlK1/h6NGjvPjFL+aP//iPec1rXvPsL2Qn98E5xx3QprkRUsDEFOx/EIYuJNQY0x3Yu/8psqOroVsnS4sGK2FYs+GhdMPQZJknFS1k/mvZ/LeLIVmsT8KGJQDf1YLODLRnounk/U0c1q+FaaICAzjBQEjHvo+bdf11+US+aB3nY6O1YKNj2jheTbwtOifu99fmKzJmesF9p+M3+j0d4/efyJeh4CPzvP606GrzkfDhRZH1Oo6rstJdfw9qS4do5JM/djp+I16E7knHiAeTip0TN7D4XIt+YCJrk/41gXkTRlzev8BiYdjOvMFwMxRXIBRUJeTPELrUjkybStZHgJVqdE/baF49E+J8B/8e1H6hH8eB8efHRrIAROeP/1t+3z8TgTfe/o3mdrzdG53nj9MQRs+efCnG0vVSk3X3eGWKQWph1ItJfmZCljUmg92aq830gOGTHCFKphYHL9IWq0yEBH25pQRZmiSASPiaMa61harlfsXuMT4PT7ROpCEsZRJ+5lk0wCoeIpi3YMf+KhcfeDC0RIu4WmaeMsddGQqAOuRmIJdrmv45DPw90bBxWZLiGaj9hyfl/fnKjZQdrQXKgKs+q0NhdI3JC49xvGRIv+IdpXOrm5G/FjNafd7/Zza2vLDyl3/5l3zyk5/kuuuu41WvehXf+MY3uOKKK3j44YfZs2fPyS8g7MbwHgqwq25IpkpnkYdIeKQ20RqWqNoyx/sVbOvFbcwyGrp5lB9BD5TIYLKgaAGS1lRhhgyrjHCcfhqMtebI19ec5ado8g70190084UUMM+MiP8+6dD/fqMoGqUT0EK+y74OxTdv33qzkdXCf6h9rck38fqf+VwLHe+b0TtEi+DhfS6Sq6yZvjam68W0WhVIW1qOllRQXykCod2yl4gJPj4kbMDGG5zfJMHfbONEUIgKTrqNuDDjn6ex0ibgbwbx+RuPClppmfvLP0QYjZS7GF7xq/9CjQGTWwWjFVY46ipjLng/Mk+YEXf3KPTPw94uYS0ovx3g+vyZoHvW/ydCG/M8DuKiav3zVrxjfPKtEBduwjYS7S+NRVz48+ELZDrH/84/z59zaocUpfIjtj7VrcBhqHz4KF1SYXK4MvNmXakv000Zvlim2Q4tOUtVMyRPEp036ZjFP9IPMUtbPMmgfw9pXLZkvZ4K0dhHxFPkP78bHDe0YNrzClkuDsDe0afojv6QMWbDQobl+gI5ucqV06eIsYCngHuAx+HgPaZv5u3129a9LSutoPvy54j6U8+n5skQ0efywqwNRDiAKQ3yOjhnzzKDr3iEbKHFIDWyuRbt5zF0+MSo4UY2EVaed1x77bV86EMf4sMf/jAAf/zHf8zf/d3f8bWvfY0vf/nLp36hFGGG1nzZsv8lMYtMBo7DoocBXLIkxdvXoXB4jfP2PEY3FdAJ3ApdYWad2yeguy7sbphFsq1VE2EhDkcHs5J1MfVDKvDqKa/9ShomgcE3L/v+crl5tNHr3nwXSArnl/ZJgz5b3v88xXrtKy6cbLSyx1dBPz+E37a4UCP4IZJqk29i94UXnztQN8TedAvKcVP9Rq8nItz6r63YqxA3oWteSXOTRiZLbFzYk9B2IhcfsWNP5Krw54Puzc+dI4HT4z6NLCwzHCxTSR1zBdzmMS4faaU6v2vbZIX+ct1khF2XmC/ef+oXv299jlDcRePfs8/Rsab8DTkZfhv9fvBdoth2+nM4TpreSNuOt0n35H8vbktcaPZdd57VlDouO3bWfH/OQ8ucM/qIO1/PQQtgjUJh2VkJijD0UrhoAXbbZHwhaXQodk+eUiDORhjGr36om+9Ct2q8H+LJ83yF5JngR9vE+9COqSKZOv6zLu7cQTi3c4xK8ZgpHOn3oz/GLXOsv8bsH4XSvIkIjAuuvnK3kQUvDjW53ztWn/WaGIu4rI8pyC2YCs1dAlrNLJsXurzR/2cmtrSwsrq6yr333svnPve5yOeXX3453//+9zc8p9Vq0Wq53SQsiV3HLdR6wESU8gUAWVA08cA8cCJUWTM6KYygkVsD2t7DexLfoBYRb1Ndt6At4xYyRcqIZKosqb5JMr5wyE+7TDQKwRdaAkzSO5/Uptci6zdTK+T0UtCyC3XQMSGCPgJvUUp5G1LHti1dwrlSfCLziQQftb0I7SysDJiHvn+5bTZWX1jxNwmfJ6KN7kT8Al9g8TdOn3MAUc4Osf7yhbq40Oe7U3RP6lNdT7/vC8Vx7oov5Ph8AQm5/qat+3ycqHCl9llht++wcWumfUFNm4HyxOi9L0iWccUfRTpU1E+cpDqAs6rBeve5rGZxLpn6zheYJAT6cz7OLdAzEeDKLOjefAG9g4kS9PlEftv968X/P9H3uQ0+Vx9WcSTXptcO7PeP4LIA+/MpLnSIa2Zd00MiHEsR0Xqmc3ReHfqqhjC7TuBYslF7mhv+nIP1Y+aPQbw/4vCfoXibupCu2urr6ic9N0u2P1q2bpq+V3s0L/TZj227JVhNQrliS0JAdGziHL348yhoLYg/b4LGUARztadOmCRu87CMa2zCWXlecfz4cbrd7rpiR2NjYycsLf3lL395w2qRS4dwYanSWmTFADPh8kTJj769vQ8zCY/i8hP4GpoPLZbbYp+vcWISa8P+v2TP3W5fx73z80QfOJtMNFxU5JMdtm08RjSZkYhmqh2ic/1NFdxiuJE2pM9FDhWCDY7T5ykgY9q4ovOfxm1S/nU7tl367Tymj+W7yrehAytxq2qcUOhv2LpWvP+lhWbstRuYZ1pj0QRWic4J//d24uZNzr4GRC1Saos2/oa997z97QZRV8tOjCCgfiy4Y3t5Iyh2U32sZE25hxwNUt0uQ4913Nzp2HZ3cYkxthOdryJrPUk0dNUXjqq2rcdxFhpwBE21UVaYBsZPo6imISKhneGz5yd11uIuYS1uPfL7XaTlWZxAuB1nLcl45+u3j+LmPZjnSUlVNA9XgEXbZxmvbbqW5uUqbs7GhRZtaLKM+XNB/IiWvYaeYd3X04SRQZG2+ynxfeFZ/Tdu/1Zx0T4lYK/9fT9MW4LSU5ixrBF9fgeJKj7KFN+HW1/8cSlg1p+4wBIn7m70XPpCUgo39mqbnr85e4wEuKfscQXvfROzzrXscfrNANhnj91NlKOidkjAb+DWqDWi+7rGejumP7Vu+fPAH7OAcD61nm6yFiyzrbFgTzSVhk8fFnESWNwcfOZhSwsrQryM9DOVlv785z/Ppz71qfD9k08+yUUXXcT4F5/PFiZIcDrRI1K0JUGCFyJu2+wG/LzoANfYP4NarUaxGPdjPrfIZDLs2LGDY8f+KPL5jh07yGQyJzhr62NLCysjIyMEQbDOijI3N3fC0tLZbJZs1jn7BwYGePjhh7nooouYnp5+VoWTthKWlpYYHx8/Y+/hTG8/JPewFXCmtx+Se9gKON3t7/V61Go1KpXK8/5buVyOqakpVldXI59nMhlyuY3isc8MbGlhJZPJcMkll3Dbbbfxq7/6q+Hnt912G29/+9tP6Rrbtm1j165dAAwNDZ2RD5aPM/0ezvT2Q3IPWwFnevshuYetgNPZ/ufbouIjl8ud0YLJRtjSwgrApz71KX7jN36DSy+9lMsuu4z/9b/+F4cPH+aqq67a7KYlSJAgQYIECU4Dtryw8q53vYv5+Xn+y3/5Lxw9epQDBw5w6623snfv3s1uWoIECRIkSJDgNGDLCysAV199NVdfffXPfH42m+ULX/hChMtypuFMv4czvf2Q3MNWwJnefkjuYSvgTG//2Yi+3umNpUqQIEGCBAkSJHhWiGcCSZAgQYIECRIk2FJIhJUECRIkSJAgwZZGIqwkSJAgQYIECbY0XvDCynXXXcfk5CS5XI5LLrmEf/zHf9zsJp0QX/7yl/nFX/xFBgcHGR0d5d/9u3/HT37yk8gxV155JX19fZG/X/7lX96kFkfxxS9+cV3bduzYEX7f6/X44he/SKVSob+/n9e//vX86Ec/2sQWr8fExMS6e+jr6+NjH/sYsDX7/x/+4R/4t//231KpVOjr6+Ov//qvI9+fSr+3Wi0+/vGPMzIyQqFQ4G1vextHjhzZ9Pa3221+8zd/k4svvphCoUClUuF973sfMzMzkWu8/vWvXzcu7373u09L+092D3Bq82Yzx+BU7mGj56Kvr4+vfOUr4TGbOQ6nsn5u9WchwYnxghZW/vIv/5JPfvKT/NZv/Rb3338/r3nNa7jiiis4fPjwyU/eBNxxxx187GMf4wc/+AG33XYbnU6Hyy+/nHo9mlb9zW9+M0ePHg3/br311k1q8Xq8+MUvjrTtwQcfDL/77//9v3Pttdfy1a9+lbvvvpsdO3bwpje9iVptM8qnb4y777470v7bbjM5v9/5zneGx2y1/q/X67zkJS/hq1/96obfn0q/f/KTn+Tb3/42N910E3feeSfLy8u89a1vpdt9/guxPVP7G40G9913H7/927/Nfffdx80338xPf/pT3va2t6079iMf+UhkXL7xjW88720XTjYGcPJ5s5ljACe/B7/tR48e5frrr6evr49f+7Vfixy3WeNwKuvnVn8WEjwDei9g/NIv/VLvqquuinx2wQUX9D73uc9tUoueHebm5npA74477gg/e//73997+9vfvnmNegZ84Qtf6L3kJS/Z8Lu1tbXejh07er//+78fftZsNnvFYrH39a9//TS18NnjE5/4RG/fvn29tbW1Xq+3tfu/1+v1gN63v/3t8P2p9Pvi4mIvnU73brrppvCYJ598srdt27be//2///e0tb3XW9/+jfAv//IvPaD3xBNPhJ+97nWv633iE594fht3itjoHk42b7bSGPR6pzYOb3/723tvfOMbI59tpXGIr59n2rOQIIoXrGVldXWVe++9l8svvzzy+eWXX873v//9TWrVs0O1asofl0qlyOff+973GB0d5fzzz+cjH/kIc3Nzm9G8DXHw4EEqlQqTk5O8+93v5vHHHwdgamqKY8eORcYjm83yute9bsuOx+rqKn/+53/OBz/4wUjhzK3c/3GcSr/fe++9tNvtyDGVSoUDBw5sybGpVqv09fUxPDwc+fwv/uIvGBkZ4cUvfjGf+cxntpTFDp553pxpYzA7O8stt9zChz70oXXfbZVxiK+fL8Rn4WzCGZEU7mfB8ePH6Xa76woejo2NrSuMuBXR6/X41Kc+xatf/WoOHDgQfn7FFVfwzne+k7179zI1NcVv//Zv88Y3vpF777130xMcveIVr+B//+//zfnnn8/s7Cz/7b/9N175ylfyox/9KOzzjcbjiSee2IzmnhR//dd/zeLiIldeeWX42Vbu/41wKv1+7NgxMpkM27dvX3fMVntWms0mn/vc5/j1X//1SE2X9773vUxOTrJjxw4eeughPv/5z/P//t//C914m42TzZszaQwAbrzxRgYHB3nHO94R+XyrjMNG6+cL7Vk42/CCFVYEXyMGM4njn21FXHPNNfzwhz/kzjvvjHz+rne9K/z/wIEDQuDKqwAACPdJREFUXHrppezdu5dbbrll3cJxunHFFVeE/1988cVcdtll7Nu3jxtvvDEkE55J4/HNb36TK664IlIpdSv3/zPhZ+n3rTY27Xabd7/73aytrXHddddFvvvIRz4S/n/gwAH279/PpZdeyn333cfLX/7y093UdfhZ581WGwPh+uuv573vfe+6YnlbZRxOtH7CC+NZOBvxgnUDjYyMEATBOml4bm5unWS91fDxj3+cv/mbv+H2229n9+7dz3jszp072bt3LwcPHjxNrTt1FAoFLr74Yg4ePBhGBZ0p4/HEE0/wne98hw9/+MPPeNxW7n/glPp9x44drK6u8vTTT5/wmM1Gu93mP/yH/8DU1BS33XbbSSvlvvzlLyedTm/ZcYnPmzNhDIR//Md/5Cc/+clJnw3YnHE40fr5QnkWzla8YIWVTCbDJZdcss78eNttt/HKV75yk1r1zOj1elxzzTXcfPPNfPe732VycvKk58zPzzM9Pc3OnTtPQwufHVqtFo888gg7d+4MTcP+eKyurnLHHXdsyfH41re+xejoKG95y1ue8bit3P/AKfX7JZdcQjqdjhxz9OhRHnrooS0xNhJUDh48yHe+8x3K5fJJz/nRj35Eu93esuMSnzdbfQx8fPOb3+SSSy7hJS95yUmPPZ3jcLL184XwLJzV2CRi72nBTTfd1Eun071vfvObvYcffrj3yU9+slcoFHqHDh3a7KZtiI9+9KO9YrHY+973vtc7evRo+NdoNHq9Xq9Xq9V6n/70p3vf//73e1NTU73bb7+9d9lll/V27drVW1pa2uTW93qf/vSne9/73vd6jz/+eO8HP/hB761vfWtvcHAw7O/f//3f7xWLxd7NN9/ce/DBB3vvec97ejt37twSbffR7XZ7e/bs6f3mb/5m5POt2v+1Wq13//339+6///4e0Lv22mt7999/fxgtcyr9ftVVV/V2797d+853vtO77777em984xt7L3nJS3qdTmdT299ut3tve9vbert37+498MADkeei1Wr1er1e79FHH+397u/+bu/uu+/uTU1N9W655ZbeBRdc0HvZy152Wtp/sns41XmzmWNwsnsQqtVqL5/P9772ta+tO3+zx+Fk62evt/WfhQQnxgtaWOn1er3/+T//Z2/v3r29TCbTe/nLXx4JA95qADb8+9a3vtXr9Xq9RqPRu/zyy3vnnHNOL51O9/bs2dN7//vf3zt8+PDmNtziXe96V2/nzp29dDrdq1QqvXe84x29H/3oR+H3a2trvS984Qu9HTt29LLZbO+1r31t78EHH9zEFm+Mv/u7v+sBvZ/85CeRz7dq/99+++0bzpv3v//9vV7v1Pp9ZWWld8011/RKpVKvv7+/99a3vvW03dcztX9qauqEz8Xtt9/e6/V6vcOHD/de+9rX9kqlUi+TyfT27dvX+8//+T/35ufnT0v7T3YPpzpvNnMMTnYPwje+8Y1ef39/b3Fxcd35mz0OJ1s/e72t/ywkODGSqssJEiRIkCBBgi2NFyxnJUGCBAkSJEjwwkAirCRIkCBBggQJtjQSYSVBggQJEiRIsKWRCCsJEiRIkCBBgi2NRFhJkCBBggQJEmxpJMJKggQJEiRIkGBLIxFWEiRIkCBBggRbGomwkiBBggQJEiTY0kiElQQJEiRIkCDBlkYirCRI8ALElVdeSV9f37q/Rx99dLObliBBggTPGqnNbkCCBAmeH7z5zW/mW9/6VuSzc845J/J+dXWVTCZzOpuVIEGCBM8aiWUlQYIXKLLZLDt27Ij8/cqv/ArXXHMNn/rUpxgZGeFNb3oTANdeey0XX3wxhUKB8fFxrr76apaXl8Nr3XDDDQwPD/O3f/u3vOhFLyKfz/Pv//2/p16vc+ONNzIxMcH27dv5+Mc/TrfbDc9bXV3ls5/9LLt27aJQKPCKV7yC733ve6e7KxIkSHCGI7GsJEhwluHGG2/kox/9KP/0T/+E6phu27aNP/mTP2FiYoKpqSmuvvpqPvvZz3LdddeF5zUaDf7kT/6Em266iVqtxjve8Q7e8Y53MDw8zK233srjjz/Or/3ar/HqV7+ad73rXQB84AMf4NChQ9x0001UKhW+/e1v8+Y3v5kHH3yQ/fv3b8r9J0iQ4MxDUnU5QYIXIK688kr+/M//nFwuF352xRVX8NRTT1GtVrn//vuf8fy/+qu/4qMf/SjHjx8HjGXlAx/4AI8++ij79u0D4KqrruLP/uzPmJ2dZWBgADCup4mJCb7+9a/z2GOPsX//fo4cOUKlUgmv/a/+1b/il37pl/i93/u95/q2EyRI8AJFYllJkOAFije84Q187WtfC98XCgXe8573cOmll6479vbbb+f3fu/3ePjhh1laWqLT6dBsNqnX6xQKBQDy+XwoqACMjY0xMTERCir6bG5uDoD77ruPXq/H+eefH/mtVqtFuVx+Tu81QYIEL2wkwkqCBC9QFAoFzjvvvA0/9/HEE0/wb/7Nv+Gqq67iv/7X/0qpVOLOO+/kQx/6EO12OzwunU5Hzuvr69vws7W1NQDW1tYIgoB7772XIAgix/kCToIECRKcDImwkiDBWY577rmHTqfDH/7hH7Jtm+Hc/5//839+7uu+7GUvo9vtMjc3x2te85qf+3oJEiQ4e5FEAyVIcJZj3759dDod/vRP/5THH3+cP/uzP+PrX//6z33d888/n/e+9728733v4+abb2Zqaoq7776bP/iDP+DWW299DlqeIEGCswWJsJIgwVmOl770pVx77bX8wR/8AQcOHOAv/uIv+PKXv/ycXPtb3/oW73vf+/j0pz/Ni170It72trdx1113MT4+/pxcP0GCBGcHkmigBAkSJEiQIMGWRmJZSZAgQYIECRJsaSTCSoIECRIkSJBgSyMRVhIkSJAgQYIEWxqJsJIgQYIECRIk2NJIhJUECRIkSJAgwZZGIqwkSJAgQYIECbY0EmElQYIECRIkSLClkQgrCRIkSJAgQYItjURYSZAgQYIECRJsaSTCSoIECRIkSJBgSyMRVhIkSJAgQYIEWxqJsJIgQYIECRIk2NL4/wH7emIG+ulCQgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6, 2))\n", "im = ax.imshow(mel_spec.cpu(), origin='lower', aspect='auto', cmap='jet')\n", "fig.colorbar(im, ax=ax)\n", "ax.set_xlabel('Frame')\n", "ax.set_ylabel('Mel band')\n", "ax.set_title(\"Mel spectrogram\")\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Audio output (FastPitch)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from models.fastpitch import FastPitch2Wave\n", "model = FastPitch2Wave('pretrained/fastpitch_ar_adv.pth')\n", "model = model.to(device=device)\n", "\n", "wave, mel_spec = model.tts(\"اَلسَّلامُ عَلَيكُم يَا صَدِيقِي\", return_mel=True, denoise=0.005)\n", "\n", "print(\"Audio output (FastPitch)\")\n", "IPython.display.Audio(data=0.5*wave, rate=22050, normalize=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# This file needs to be run in the main folder\n", "# %%\n", "import text\n", "from utils import read_lines_from_file\n", "\n", "\n", "def write_lines_to_file(path, lines, mode='w', encoding='utf-8'):\n", " with open(path, mode, encoding=encoding) as f:\n", " for i, line in enumerate(lines):\n", " if i == len(lines)-1:\n", " f.write(line)\n", " break\n", " f.write(line + '\\n')\n", "\n", "# %%\n", "\n", "\n", "lines = read_lines_from_file(r'C:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\datatext.txt')\n", "#lines = read_lines_from_file('./data/test-orthographic-transcript.txt')\n", "\n", "new_lines_arabic = []\n", "new_lines_phonetic = []\n", "new_lines_buckw = []\n", "\n", "for line in lines:\n", " wav_name, utterance = line.split('\" \"')\n", " # wav_name, utterance = wav_name[1:], utterance[:-1]\n", " utterance = utterance.replace(\"a~\", \"~a\") \\\n", " .replace(\"i~\", \"~i\") \\\n", " .replace(\"u~\", \"~u\") \\\n", " .replace(\" - \", \" \")\n", "\n", " \n", " utterance_arab = text.arabic_to_buckwalter(utterance)\n", " utterance_phon = text.arabic_to_phonemes(utterance)\n", "\n", " line_new_ara = f'\"{wav_name}\" \"{utterance_arab}\"'\n", " new_lines_buckw.append(line_new_ara)\n", "\n", " line_new_pho = f'\"{wav_name}\" \"{utterance_phon}\"'\n", " new_lines_phonetic.append(line_new_pho)\n", "\n", " line_new_buckw = f'\"{wav_name}\" \"{utterance}\"'\n", " new_lines_arabic.append(line_new_buckw)\n", "\n", "\n", "# %% train\n", "\n", "write_lines_to_file('./data/SA/train_arab.txt', new_lines_arabic)\n", "write_lines_to_file('./data/SA/train_phon.txt', new_lines_phonetic)\n", "write_lines_to_file('./data/SA/train_buckw.txt', new_lines_buckw)\n", "\n", "# %% test\n", "\n", "# write_lines_to_file('./data/test_arab.txt', new_lines_arabic)\n", "# write_lines_to_file('./data/test_phon.txt', new_lines_phonetic)\n", "# write_lines_to_file('./data/test_buckw.txt', new_lines_buckw)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text_unvoc = \"اللغة العربية هي أكثر اللغات السامية تحدثا، وإحدى أكثر اللغات انتشارا في العالم\"\n", "wave_shakkala = model.tts(text_unvoc, vowelizer='shakkala')\n", "wave_shakkelha = model.tts(text_unvoc, vowelizer='shakkelha')\n", "IPython.display.display(\n", " IPython.display.Audio(data=0.5*wave_shakkala, rate=22050, normalize=False),\n", " IPython.display.Audio(data=0.5*wave_shakkelha, rate=22050, normalize=False)\n", " )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 3.5))\n", "ax1.imshow(mel_spec.cpu(), origin='lower', aspect='auto', cmap='jet')\n", "ax1.set_xlabel('Frame')\n", "ax1.set_ylabel('Mel band')\n", "ax1.set_title(\"Mel spectrogram / Waveform (FastPitch)\")\n", "ax2.plot(wave)\n", "ax2.set_xlim(0, len(wave))\n", "ax2.set_xlabel('Sample')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test Multispeaker" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\train.py\", line 207, in \n", " main()\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\train.py\", line 125, in main\n", " config = get_config(args.config)\n", " ^^^^^^^^^^^^^^^^^^^^^^^\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\utils\\__init__.py\", line 37, in get_config\n", " custom_config = get_custom_config(fname)\n", " ^^^^^^^^^^^^^^^^^^^^^^^^\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\utils\\__init__.py\", line 25, in get_custom_config\n", " with open(fname, 'r') as stream:\n", " ^^^^^^^^^^^^^^^^\n", "FileNotFoundError: [Errno 2] No such file or directory: 'configs/nawar.yaml'\n" ] }, { "ename": "NameError", "evalue": "name 'device' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[2], line 3\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfastpitch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FastPitch2Wave\n\u001b[0;32m 2\u001b[0m model \u001b[38;5;241m=\u001b[39m FastPitch2Wave(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpretrained/fastpitch_ar_ms.pth\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m----> 3\u001b[0m model \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mto(device\u001b[38;5;241m=\u001b[39mdevice)\n", "\u001b[1;31mNameError\u001b[0m: name 'device' is not defined" ] } ], "source": [ "from models.fastpitch import FastPitch2Wave\n", "model = FastPitch2Wave('pretrained/fastpitch_ar_ms.pth')\n", "model = model.to(device=device)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Audio output (FastPitch)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text = \"اَلسَّلامُ عَلَيكُم يَا صَدِيقِي.\"\n", "wave, mel_spec = model.tts(text, return_mel=True, \n", " denoise=0.005, speaker_id=2)\n", "\n", "print(\"Audio output (FastPitch)\")\n", "IPython.display.Audio(data=0.5*wave, rate=22050, normalize=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test Tacotron2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Audio output (Tacotron2)\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from models.tacotron2 import Tacotron2Wave\n", "model = Tacotron2Wave('pretrained/tacotron2_ar_adv.pth')\n", "model = model.to(device=device)\n", "\n", "wave, mel_spec = model.tts(\".اَلسَّلامُ عَلَيكُم يَا صَدِيقِي\", return_mel=True, denoise=0.005)\n", "\n", "print(\"Audio output (Tacotron2)\")\n", "IPython.display.Audio(data=0.5*wave, rate=22050, normalize=False)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 3.5))\n", "ax1.imshow(mel_spec.cpu(), origin='lower', aspect='auto', cmap='jet')\n", "ax1.set_xlabel('Frame')\n", "ax1.set_ylabel('Mel band')\n", "ax1.set_title(\"Mel spectrogram / Waveform (Tacotron2)\")\n", "ax2.plot(wave)\n", "ax2.set_xlim(0, len(wave))\n", "ax2.set_xlabel('Sample')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[WinError 2] The system cannot find the file specified: 'tts-arabic-pytorch'\n", "c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\n" ] } ], "source": [ "%cd tts-arabic-pytorch" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Caching datasets ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\train.py\", line 207, in \n", " main()\n", " File \"c:\\Users\\ni-user\\Downloads\\New folder\\tts-arabic-pytorch\\train.py\", line 144, in main\n", " train_dataset = ArabDataset(config.train_labels, config.train_wavs_path,\n", " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", "TypeError: ArabDataset.__init__() got an unexpected keyword argument 'cache'\n" ] } ], "source": [ "!python train.py --config configs/nawar_tc2.yaml\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Caching datasets ...\n", "[==============================] 100.0%\n", "[==============================] 100.0%\n", "Epoch: 0\n", "loss: 31.10790252685547, grad_norm: 20.75447654724121\n", "-------------\n", "loss: 27.536575317382812, grad_norm: 24.87521743774414\n", "-------------\n", "loss: 13.835848808288574, grad_norm: 13.375961303710938\n", "-------------\n", "loss: 9.603079795837402, grad_norm: 16.681201934814453\n", "-------------\n" ] } ], "source": [ "import argparse\n", "import os\n", "import torch\n", "import torch.nn.functional as F\n", "from torch.utils.data import DataLoader\n", "from models.tacotron2.tacotron2_ms import Tacotron2MS\n", "\n", "from utils import get_config\n", "from utils.data import ArabDataset, text_mel_collate_fn\n", "from utils.logging import TBLogger\n", "from utils.training import *\n", "\n", "\n", "# parser = argparse.ArgumentParser()\n", "# parser.add_argument('--config', type=str,\n", "# default=\"configs/nawar_tc2.yaml\", help=\"Path to yaml config file\")\n", "\n", "\n", "@torch.inference_mode()\n", "def validate(model, test_loader, writer, device, n_iter):\n", " loss_sum = 0\n", " n_test_sum = 0\n", "\n", " model.eval()\n", "\n", " for batch in test_loader:\n", " text_padded, input_lengths, mel_padded, gate_padded, \\\n", " output_lengths = batch_to_device(batch, device)\n", "\n", " y_pred = model(text_padded, input_lengths,\n", " mel_padded, output_lengths,\n", " torch.zeros_like(output_lengths)) \n", " mel_out, mel_out_postnet, gate_pred, alignments = y_pred\n", "\n", " mel_loss = F.mse_loss(mel_out, mel_padded) + \\\n", " F.mse_loss(mel_out_postnet, mel_padded)\n", " gate_loss = F.binary_cross_entropy_with_logits(gate_pred, gate_padded)\n", " loss = mel_loss + gate_loss\n", "\n", " loss_sum += mel_padded.size(0)*loss.item()\n", " n_test_sum += mel_padded.size(0)\n", "\n", " val_loss = loss_sum / n_test_sum\n", "\n", " idx = random.randint(0, mel_padded.size(0) - 1)\n", " mel_infer, *_ = model.infer(\n", " text_padded[idx:idx+1], input_lengths[idx:idx+1]*0, input_lengths[idx:idx+1])\n", "\n", " writer.add_sample(\n", " alignments[idx, :, :input_lengths[idx].item()],\n", " mel_out[idx], mel_padded[idx], mel_infer[0],\n", " output_lengths[idx], n_iter)\n", "\n", " writer.add_scalar('loss/val_loss', val_loss, n_iter)\n", "\n", " model.train()\n", "\n", " return val_loss\n", "\n", "\n", "def training_loop(model,\n", " optimizer,\n", " train_loader,\n", " test_loader,\n", " writer,\n", " device,\n", " config,\n", " n_epoch,\n", " n_iter):\n", "\n", " model.train()\n", "\n", " for epoch in range(n_epoch, config.epochs):\n", " print(f\"Epoch: {epoch}\")\n", " for batch in train_loader:\n", "\n", " text_padded, input_lengths, mel_padded, gate_padded, \\\n", " output_lengths = batch_to_device(batch, device)\n", "\n", " y_pred = model(text_padded, input_lengths,\n", " mel_padded, output_lengths,\n", " torch.zeros_like(output_lengths))\n", " mel_out, mel_out_postnet, gate_out, _ = y_pred\n", "\n", " optimizer.zero_grad()\n", "\n", " # LOSS\n", " mel_loss = F.mse_loss(mel_out, mel_padded) + \\\n", " F.mse_loss(mel_out_postnet, mel_padded)\n", " gate_loss = F.binary_cross_entropy_with_logits(\n", " gate_out, gate_padded)\n", " loss = mel_loss + gate_loss\n", "\n", " loss.backward()\n", " grad_norm = torch.nn.utils.clip_grad_norm_(\n", " model.parameters(), config.grad_clip_thresh)\n", " optimizer.step()\n", "\n", " # LOGGING\n", " print(f\"loss: {loss.item()}, grad_norm: {grad_norm.item()}\")\n", "\n", " # writer.add_training_data(loss.item(), grad_norm.item(),\n", " # config.learning_rate, n_iter)\n", " print('-------------')\n", "\n", " # if n_iter % config.n_save_states_iter == 0:\n", " # save_states(f'states.pth', model, optimizer,\n", " # n_iter, epoch, config)\n", "\n", " if n_iter % config.n_save_backup_iter == 0 :\n", " save_states(f'states_{n_iter}.pth', model,\n", " optimizer, n_iter, epoch, config,config)\n", "\n", " n_iter += 1\n", "\n", " # VALIDATE\n", " val_loss = validate(model, test_loader, writer, device, n_iter)\n", " print(f\"Validation loss: {val_loss}\")\n", "\n", " save_states(f'states_{n_iter}.pth', model,\n", " optimizer, n_iter, epoch,config,config)\n", "\n", "\n", "def main():\n", " #args = parser.parse_args()\n", " config = get_config('configs/nawar_tc2.yaml')\n", "\n", " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "\n", " # set random seed\n", " if config.random_seed != False:\n", " torch.manual_seed(config.random_seed)\n", " torch.manual_seed_all(config.random_seed)\n", " import numpy as np\n", " np.random.seed(config.random_seed)\n", "\n", " # make checkpoint folder if nonexistent\n", " if not os.path.isdir(config.checkpoint_dir):\n", " os.makedirs(os.path.abspath(config.checkpoint_dir))\n", " print(f\"Created checkpoint_dir folder: {config.checkpoint_dir}\")\n", "\n", " # datasets\n", " if config.cache_dataset:\n", " print('Caching datasets ...')\n", " train_dataset = ArabDataset(config.train_labels, config.train_wavs_path\n", " )\n", " test_dataset = ArabDataset(config.test_labels, config.test_wavs_path,\n", " )\n", "\n", " # optional: balanced sampling\n", " sampler, shuffle, drop_last = None, True, True\n", " if config.balanced_sampling:\n", " weights = torch.load(config.sampler_weights_file)\n", "\n", " sampler = torch.utils.data.WeightedRandomSampler(\n", " weights, len(weights), replacement=False)\n", " shuffle, drop_last = False, False\n", "\n", " # dataloaders\n", " train_loader = DataLoader(train_dataset,\n", " batch_size=config.batch_size,\n", " collate_fn=text_mel_collate_fn,\n", " shuffle=shuffle, drop_last=drop_last,\n", " sampler=sampler)\n", "\n", " test_loader = DataLoader(test_dataset,\n", " batch_size=config.batch_size, drop_last=False,\n", " shuffle=False, collate_fn=text_mel_collate_fn)\n", "\n", " # construct model\n", " model = Tacotron2MS(n_symbol=40)\n", " model = model.to(device)\n", " model.decoder.decoder_max_step = config.decoder_max_step\n", "\n", " # optimizer\n", " optimizer = torch.optim.AdamW(model.parameters(),\n", " lr=config.learning_rate,\n", " weight_decay=config.weight_decay)\n", "\n", " # resume from existing checkpoint\n", " n_epoch, n_iter = 0, 0\n", " # if config.restore_model != '':\n", " # state_dicts = torch.load(config.restore_model)\n", " # model.load_state_dict(state_dicts['model'])\n", " # if 'optim' in state_dicts:\n", " # optimizer.load_state_dict(state_dicts['optim'])\n", " # if 'epoch' in state_dicts:\n", " # n_epoch = state_dicts['epoch']\n", " # if 'iter' in state_dicts:\n", " # n_iter = state_dicts['iter']\n", "\n", " # tensorboard writer\n", " writer = TBLogger(config.log_dir)\n", "\n", " # start training\n", " training_loop(model,\n", " optimizer,\n", " train_loader,\n", " test_loader,\n", " writer,\n", " device,\n", " config,\n", " n_epoch,\n", " n_iter)\n", "\n", "\n", "if __name__ == '__main__':\n", " main()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "config = get_config('configs/nawar_tc2.yaml')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "config.cache_dataset" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.11.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }